GGAN-train-2020_09_15_23_11_09.log

[INFO] 2020-09-15 23:11:09 > Run name : GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:11:09 > {'config_path': './configs/CIFAR10/GGAN.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': 82624, '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, 'k_nearest_neighbor': False, 'interpolation': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-09-15 23:11:09 > {'model': {'architecture': 'dcgan', 'conditional_strategy': 'no', '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': 'N/A', 'd_conv_dim': 'N/A', 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}
[INFO] 2020-09-15 23:11:09 > Loading train datasets...
[INFO] 2020-09-15 23:11:09 > Train dataset size : 50000
[INFO] 2020-09-15 23:11:09 > Loading test datasets...
[INFO] 2020-09-15 23:11:10 > Eval dataset size : 10000
[INFO] 2020-09-15 23:11:10 > Building model...
[INFO] 2020-09-15 23:11:10 > Modules are located on models.dcgan
[INFO] 2020-09-15 23:11:14 > Number of parameters: 3812355
[INFO] 2020-09-15 23:11:14 > Generator(
  (linear0): Linear(in_features=128, out_features=8192, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (deconv0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
        (bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (deconv0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
        (bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (deconv0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
        (bn0): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
      )
    )
  )
  (conv4): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2020-09-15 23:11:14 > Number of parameters: 2931009
[INFO] 2020-09-15 23:11:14 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscBlock(
        (conv0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv1): Conv2d(64, 64, kernel_size=(4, 4), stride=(2, 2), 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)
        (activation): ReLU(inplace=True)
      )
    )
    (1): ModuleList(
      (0): DiscBlock(
        (conv0): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv1): Conv2d(128, 128, kernel_size=(4, 4), stride=(2, 2), 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)
        (activation): ReLU(inplace=True)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (conv0): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv1): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), 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)
        (activation): ReLU(inplace=True)
      )
    )
  )
  (conv): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=512, out_features=1, bias=True)
)
[INFO] 2020-09-15 23:11:52 > Calculate moments of test dataset
[INFO] 2020-09-15 23:12:08 > Saving calculated means and covariances to disk...
[INFO] 2020-09-15 23:12:08 > calculate inception score of test dataset
[INFO] 2020-09-15 23:12:19 > Inception score=11.241484642028809-Inception_std=0.267821341753006
[INFO] 2020-09-15 23:12:19 > Start training....
[INFO] 2020-09-15 23:12:24 > Step:     100 Progress: 0.1% Elapsed: 0:00:04 temperature: no ada_p: No Discriminator_loss: 7.26044 Generator_loss: 3.29407 
[INFO] 2020-09-15 23:12:27 > Step:     200 Progress: 0.1% Elapsed: 0:00:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.53863 
[INFO] 2020-09-15 23:12:31 > Step:     300 Progress: 0.1% Elapsed: 0:00:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.12938 
[INFO] 2020-09-15 23:12:35 > Step:     400 Progress: 0.2% Elapsed: 0:00:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.05498 
[INFO] 2020-09-15 23:12:39 > Step:     500 Progress: 0.2% Elapsed: 0:00:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.41796 
[INFO] 2020-09-15 23:12:43 > Step:     600 Progress: 0.3% Elapsed: 0:00:23 temperature: no ada_p: No Discriminator_loss: 0.336986 Generator_loss: 4.39354 
[INFO] 2020-09-15 23:12:47 > Step:     700 Progress: 0.4% Elapsed: 0:00:27 temperature: no ada_p: No Discriminator_loss: 0.73854 Generator_loss: 5.1785 
[INFO] 2020-09-15 23:12:51 > Step:     800 Progress: 0.4% Elapsed: 0:00:31 temperature: no ada_p: No Discriminator_loss: 0.0560311 Generator_loss: 3.54027 
[INFO] 2020-09-15 23:12:55 > Step:     900 Progress: 0.4% Elapsed: 0:00:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.69479 
[INFO] 2020-09-15 23:12:58 > Step:    1000 Progress: 0.5% Elapsed: 0:00:38 temperature: no ada_p: No Discriminator_loss: 0.000138312 Generator_loss: 3.95145 
[INFO] 2020-09-15 23:13:02 > Step:    1100 Progress: 0.5% Elapsed: 0:00:42 temperature: no ada_p: No Discriminator_loss: 0.065362 Generator_loss: 2.9813 
[INFO] 2020-09-15 23:13:06 > Step:    1200 Progress: 0.6% Elapsed: 0:00:46 temperature: no ada_p: No Discriminator_loss: 0.0348979 Generator_loss: 2.86367 
[INFO] 2020-09-15 23:13:10 > Step:    1300 Progress: 0.7% Elapsed: 0:00:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.03065 
[INFO] 2020-09-15 23:13:14 > Step:    1400 Progress: 0.7% Elapsed: 0:00:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.69473 
[INFO] 2020-09-15 23:13:18 > Step:    1500 Progress: 0.8% Elapsed: 0:00:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.83095 
[INFO] 2020-09-15 23:13:22 > Step:    1600 Progress: 0.8% Elapsed: 0:01:02 temperature: no ada_p: No Discriminator_loss: 0.0182192 Generator_loss: -1.07618 
[INFO] 2020-09-15 23:13:25 > Step:    1700 Progress: 0.9% Elapsed: 0:01:06 temperature: no ada_p: No Discriminator_loss: 0.0517381 Generator_loss: 1.27923 
[INFO] 2020-09-15 23:13:29 > Step:    1800 Progress: 0.9% Elapsed: 0:01:09 temperature: no ada_p: No Discriminator_loss: 0.014652 Generator_loss: 8.03344 
[INFO] 2020-09-15 23:13:33 > Step:    1900 Progress: 0.9% Elapsed: 0:01:13 temperature: no ada_p: No Discriminator_loss: 0.638059 Generator_loss: -1.75018 
[INFO] 2020-09-15 23:13:37 > Step:    2000 Progress: 1.0% Elapsed: 0:01:17 temperature: no ada_p: No Discriminator_loss: 0.635714 Generator_loss: 3.35614 
[INFO] 2020-09-15 23:13:37 > Start Evaluation (2000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:15:06 > F_8 score (Step: 2000, Using test images): 0.2906798535072609
[INFO] 2020-09-15 23:15:06 > F_1/8 score (Step: 2000, Using test images): 0.5463878656144866
[INFO] 2020-09-15 23:15:06 > FID score (Step: 2000, Using test moments): 111.37390745093711
[INFO] 2020-09-15 23:15:06 > Inception score (Step: 2000, 10000 generated images): 3.922034740447998
[INFO] 2020-09-15 23:15:06 > Best FID score (Step: 2000, Using test moments): 111.37390745093711
[INFO] 2020-09-15 23:15:06 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:15:10 > Step:    2100 Progress: 1.1% Elapsed: 0:02:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.10533 
[INFO] 2020-09-15 23:15:13 > Step:    2200 Progress: 1.1% Elapsed: 0:02:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.90504 
[INFO] 2020-09-15 23:15:17 > Step:    2300 Progress: 1.1% Elapsed: 0:02:57 temperature: no ada_p: No Discriminator_loss: 0.052212 Generator_loss: 7.56574 
[INFO] 2020-09-15 23:15:21 > Step:    2400 Progress: 1.2% Elapsed: 0:03:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.89505 
[INFO] 2020-09-15 23:15:25 > Step:    2500 Progress: 1.2% Elapsed: 0:03:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.06789 
[INFO] 2020-09-15 23:15:29 > Step:    2600 Progress: 1.3% Elapsed: 0:03:09 temperature: no ada_p: No Discriminator_loss: 0.0602292 Generator_loss: 3.78317 
[INFO] 2020-09-15 23:15:33 > Step:    2700 Progress: 1.4% Elapsed: 0:03:13 temperature: no ada_p: No Discriminator_loss: 0.00539479 Generator_loss: 1.39772 
[INFO] 2020-09-15 23:15:37 > Step:    2800 Progress: 1.4% Elapsed: 0:03:17 temperature: no ada_p: No Discriminator_loss: 0.624959 Generator_loss: -0.143984 
[INFO] 2020-09-15 23:15:40 > Step:    2900 Progress: 1.5% Elapsed: 0:03:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.9601 
[INFO] 2020-09-15 23:15:44 > Step:    3000 Progress: 1.5% Elapsed: 0:03:24 temperature: no ada_p: No Discriminator_loss: 0.0143659 Generator_loss: 3.4532 
[INFO] 2020-09-15 23:15:48 > Step:    3100 Progress: 1.6% Elapsed: 0:03:28 temperature: no ada_p: No Discriminator_loss: 1.45812 Generator_loss: 2.66844 
[INFO] 2020-09-15 23:15:52 > Step:    3200 Progress: 1.6% Elapsed: 0:03:32 temperature: no ada_p: No Discriminator_loss: 0.112119 Generator_loss: 2.39265 
[INFO] 2020-09-15 23:15:56 > Step:    3300 Progress: 1.7% Elapsed: 0:03:36 temperature: no ada_p: No Discriminator_loss: 0.00029895 Generator_loss: 3.42347 
[INFO] 2020-09-15 23:16:00 > Step:    3400 Progress: 1.7% Elapsed: 0:03:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.55429 
[INFO] 2020-09-15 23:16:04 > Step:    3500 Progress: 1.8% Elapsed: 0:03:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.44253 
[INFO] 2020-09-15 23:16:08 > Step:    3600 Progress: 1.8% Elapsed: 0:03:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7336 
[INFO] 2020-09-15 23:16:11 > Step:    3700 Progress: 1.8% Elapsed: 0:03:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15633 
[INFO] 2020-09-15 23:16:15 > Step:    3800 Progress: 1.9% Elapsed: 0:03:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10271 
[INFO] 2020-09-15 23:16:19 > Step:    3900 Progress: 1.9% Elapsed: 0:03:59 temperature: no ada_p: No Discriminator_loss: 0.260753 Generator_loss: 4.46537 
[INFO] 2020-09-15 23:16:23 > Step:    4000 Progress: 2.0% Elapsed: 0:04:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.99647 
[INFO] 2020-09-15 23:16:23 > Start Evaluation (4000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:17:53 > F_8 score (Step: 4000, Using test images): 0.43526727512652114
[INFO] 2020-09-15 23:17:53 > F_1/8 score (Step: 4000, Using test images): 0.556669176351278
[INFO] 2020-09-15 23:17:53 > FID score (Step: 4000, Using test moments): 100.66815493415788
[INFO] 2020-09-15 23:17:53 > Inception score (Step: 4000, 10000 generated images): 4.607327461242676
[INFO] 2020-09-15 23:17:53 > Best FID score (Step: 4000, Using test moments): 100.66815493415788
[INFO] 2020-09-15 23:17:53 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:17:57 > Step:    4100 Progress: 2.1% Elapsed: 0:05:37 temperature: no ada_p: No Discriminator_loss: 0.296706 Generator_loss: 8.18683 
[INFO] 2020-09-15 23:18:01 > Step:    4200 Progress: 2.1% Elapsed: 0:05:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87672 
[INFO] 2020-09-15 23:18:05 > Step:    4300 Progress: 2.1% Elapsed: 0:05:45 temperature: no ada_p: No Discriminator_loss: 0.140729 Generator_loss: 4.99856 
[INFO] 2020-09-15 23:18:09 > Step:    4400 Progress: 2.2% Elapsed: 0:05:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.67748 
[INFO] 2020-09-15 23:18:13 > Step:    4500 Progress: 2.2% Elapsed: 0:05:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.12077 
[INFO] 2020-09-15 23:18:16 > Step:    4600 Progress: 2.3% Elapsed: 0:05:57 temperature: no ada_p: No Discriminator_loss: 0.391291 Generator_loss: 5.81569 
[INFO] 2020-09-15 23:18:20 > Step:    4700 Progress: 2.4% Elapsed: 0:06:01 temperature: no ada_p: No Discriminator_loss: 0.0185981 Generator_loss: 3.79888 
[INFO] 2020-09-15 23:18:24 > Step:    4800 Progress: 2.4% Elapsed: 0:06:04 temperature: no ada_p: No Discriminator_loss: 5.46061 Generator_loss: 8.08768 
[INFO] 2020-09-15 23:18:28 > Step:    4900 Progress: 2.5% Elapsed: 0:06:08 temperature: no ada_p: No Discriminator_loss: 0.0160381 Generator_loss: 5.83994 
[INFO] 2020-09-15 23:18:32 > Step:    5000 Progress: 2.5% Elapsed: 0:06:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.72572 
[INFO] 2020-09-15 23:18:36 > Step:    5100 Progress: 2.5% Elapsed: 0:06:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.62278 
[INFO] 2020-09-15 23:18:40 > Step:    5200 Progress: 2.6% Elapsed: 0:06:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.08279 
[INFO] 2020-09-15 23:18:44 > Step:    5300 Progress: 2.6% Elapsed: 0:06:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.54948 
[INFO] 2020-09-15 23:18:47 > Step:    5400 Progress: 2.7% Elapsed: 0:06:27 temperature: no ada_p: No Discriminator_loss: 0.0880314 Generator_loss: 2.37668 
[INFO] 2020-09-15 23:18:51 > Step:    5500 Progress: 2.8% Elapsed: 0:06:32 temperature: no ada_p: No Discriminator_loss: 0.49916 Generator_loss: 7.52957 
[INFO] 2020-09-15 23:18:55 > Step:    5600 Progress: 2.8% Elapsed: 0:06:35 temperature: no ada_p: No Discriminator_loss: 0.180824 Generator_loss: 3.50954 
[INFO] 2020-09-15 23:18:59 > Step:    5700 Progress: 2.9% Elapsed: 0:06:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.88092 
[INFO] 2020-09-15 23:19:03 > Step:    5800 Progress: 2.9% Elapsed: 0:06:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.68294 
[INFO] 2020-09-15 23:19:07 > Step:    5900 Progress: 2.9% Elapsed: 0:06:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.06472 
[INFO] 2020-09-15 23:19:11 > Step:    6000 Progress: 3.0% Elapsed: 0:06:51 temperature: no ada_p: No Discriminator_loss: 0.521244 Generator_loss: 6.46014 
[INFO] 2020-09-15 23:19:11 > Start Evaluation (6000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:20:39 > F_8 score (Step: 6000, Using test images): 0.6617525105876693
[INFO] 2020-09-15 23:20:39 > F_1/8 score (Step: 6000, Using test images): 0.844238529272599
[INFO] 2020-09-15 23:20:39 > FID score (Step: 6000, Using test moments): 64.91830033118072
[INFO] 2020-09-15 23:20:39 > Inception score (Step: 6000, 10000 generated images): 5.406187534332275
[INFO] 2020-09-15 23:20:39 > Best FID score (Step: 6000, Using test moments): 64.91830033118072
[INFO] 2020-09-15 23:20:39 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:20:43 > Step:    6100 Progress: 3.0% Elapsed: 0:08:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.43968 
[INFO] 2020-09-15 23:20:47 > Step:    6200 Progress: 3.1% Elapsed: 0:08:27 temperature: no ada_p: No Discriminator_loss: 0.00972509 Generator_loss: 3.84369 
[INFO] 2020-09-15 23:20:51 > Step:    6300 Progress: 3.1% Elapsed: 0:08:31 temperature: no ada_p: No Discriminator_loss: 0.749776 Generator_loss: 4.90906 
[INFO] 2020-09-15 23:20:55 > Step:    6400 Progress: 3.2% Elapsed: 0:08:35 temperature: no ada_p: No Discriminator_loss: 0.0185044 Generator_loss: 2.62481 
[INFO] 2020-09-15 23:20:59 > Step:    6500 Progress: 3.2% Elapsed: 0:08:39 temperature: no ada_p: No Discriminator_loss: 0.0355178 Generator_loss: 4.81571 
[INFO] 2020-09-15 23:21:02 > Step:    6600 Progress: 3.3% Elapsed: 0:08:42 temperature: no ada_p: No Discriminator_loss: 0.00297096 Generator_loss: 3.40458 
[INFO] 2020-09-15 23:21:06 > Step:    6700 Progress: 3.4% Elapsed: 0:08:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.85442 
[INFO] 2020-09-15 23:21:10 > Step:    6800 Progress: 3.4% Elapsed: 0:08:50 temperature: no ada_p: No Discriminator_loss: 0.0144571 Generator_loss: 3.33998 
[INFO] 2020-09-15 23:21:14 > Step:    6900 Progress: 3.5% Elapsed: 0:08:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.8569 
[INFO] 2020-09-15 23:21:18 > Step:    7000 Progress: 3.5% Elapsed: 0:08:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.89438 
[INFO] 2020-09-15 23:21:22 > Step:    7100 Progress: 3.5% Elapsed: 0:09:02 temperature: no ada_p: No Discriminator_loss: 0.143113 Generator_loss: 1.79644 
[INFO] 2020-09-15 23:21:26 > Step:    7200 Progress: 3.6% Elapsed: 0:09:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.10456 
[INFO] 2020-09-15 23:21:29 > Step:    7300 Progress: 3.6% Elapsed: 0:09:10 temperature: no ada_p: No Discriminator_loss: 0.00138745 Generator_loss: 4.11307 
[INFO] 2020-09-15 23:21:33 > Step:    7400 Progress: 3.7% Elapsed: 0:09:13 temperature: no ada_p: No Discriminator_loss: 0.0185584 Generator_loss: 1.40884 
[INFO] 2020-09-15 23:21:37 > Step:    7500 Progress: 3.8% Elapsed: 0:09:18 temperature: no ada_p: No Discriminator_loss: 0.0182554 Generator_loss: 4.87015 
[INFO] 2020-09-15 23:21:41 > Step:    7600 Progress: 3.8% Elapsed: 0:09:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.56232 
[INFO] 2020-09-15 23:21:45 > Step:    7700 Progress: 3.9% Elapsed: 0:09:25 temperature: no ada_p: No Discriminator_loss: 0.00520344 Generator_loss: 0.913332 
[INFO] 2020-09-15 23:21:49 > Step:    7800 Progress: 3.9% Elapsed: 0:09:29 temperature: no ada_p: No Discriminator_loss: 0.0143184 Generator_loss: 7.19108 
[INFO] 2020-09-15 23:21:53 > Step:    7900 Progress: 4.0% Elapsed: 0:09:33 temperature: no ada_p: No Discriminator_loss: 0.0425523 Generator_loss: 4.33096 
[INFO] 2020-09-15 23:21:57 > Step:    8000 Progress: 4.0% Elapsed: 0:09:37 temperature: no ada_p: No Discriminator_loss: 0.0288673 Generator_loss: 3.57926 
[INFO] 2020-09-15 23:21:57 > Start Evaluation (8000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:23:26 > F_8 score (Step: 8000, Using test images): 0.7219184168876926
[INFO] 2020-09-15 23:23:26 > F_1/8 score (Step: 8000, Using test images): 0.822933164588945
[INFO] 2020-09-15 23:23:26 > FID score (Step: 8000, Using test moments): 65.63960690293862
[INFO] 2020-09-15 23:23:26 > Inception score (Step: 8000, 10000 generated images): 5.163151264190674
[INFO] 2020-09-15 23:23:26 > Best FID score (Step: 6000, Using test moments): 64.91830033118072
[INFO] 2020-09-15 23:23:26 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:23:29 > Step:    8100 Progress: 4.0% Elapsed: 0:11:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7609 
[INFO] 2020-09-15 23:23:33 > Step:    8200 Progress: 4.1% Elapsed: 0:11:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.47444 
[INFO] 2020-09-15 23:23:37 > Step:    8300 Progress: 4.2% Elapsed: 0:11:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.80031 
[INFO] 2020-09-15 23:23:41 > Step:    8400 Progress: 4.2% Elapsed: 0:11:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.49515 
[INFO] 2020-09-15 23:23:45 > Step:    8500 Progress: 4.2% Elapsed: 0:11:25 temperature: no ada_p: No Discriminator_loss: 0.0195003 Generator_loss: 2.66332 
[INFO] 2020-09-15 23:23:49 > Step:    8600 Progress: 4.3% Elapsed: 0:11:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.70935 
[INFO] 2020-09-15 23:23:53 > Step:    8700 Progress: 4.3% Elapsed: 0:11:33 temperature: no ada_p: No Discriminator_loss: 0.203977 Generator_loss: 4.49394 
[INFO] 2020-09-15 23:23:57 > Step:    8800 Progress: 4.4% Elapsed: 0:11:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.71706 
[INFO] 2020-09-15 23:24:00 > Step:    8900 Progress: 4.5% Elapsed: 0:11:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.26728 
[INFO] 2020-09-15 23:24:05 > Step:    9000 Progress: 4.5% Elapsed: 0:11:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.47545 
[INFO] 2020-09-15 23:24:08 > Step:    9100 Progress: 4.5% Elapsed: 0:11:48 temperature: no ada_p: No Discriminator_loss: 0.0125058 Generator_loss: 4.42736 
[INFO] 2020-09-15 23:24:12 > Step:    9200 Progress: 4.6% Elapsed: 0:11:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.2573 
[INFO] 2020-09-15 23:24:16 > Step:    9300 Progress: 4.7% Elapsed: 0:11:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.67269 
[INFO] 2020-09-15 23:24:20 > Step:    9400 Progress: 4.7% Elapsed: 0:12:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.33528 
[INFO] 2020-09-15 23:24:24 > Step:    9500 Progress: 4.8% Elapsed: 0:12:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.91274 
[INFO] 2020-09-15 23:24:28 > Step:    9600 Progress: 4.8% Elapsed: 0:12:08 temperature: no ada_p: No Discriminator_loss: 0.00297547 Generator_loss: 3.78113 
[INFO] 2020-09-15 23:24:31 > Step:    9700 Progress: 4.9% Elapsed: 0:12:11 temperature: no ada_p: No Discriminator_loss: 0.00787328 Generator_loss: 4.15066 
[INFO] 2020-09-15 23:24:35 > Step:    9800 Progress: 4.9% Elapsed: 0:12:16 temperature: no ada_p: No Discriminator_loss: 0.0182061 Generator_loss: 3.19033 
[INFO] 2020-09-15 23:24:39 > Step:    9900 Progress: 5.0% Elapsed: 0:12:19 temperature: no ada_p: No Discriminator_loss: 0.0440172 Generator_loss: 1.95314 
[INFO] 2020-09-15 23:24:43 > Step:   10000 Progress: 5.0% Elapsed: 0:12:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.99228 
[INFO] 2020-09-15 23:24:43 > Start Evaluation (10000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:26:12 > F_8 score (Step: 10000, Using test images): 0.7286688651360895
[INFO] 2020-09-15 23:26:12 > F_1/8 score (Step: 10000, Using test images): 0.8177662365859608
[INFO] 2020-09-15 23:26:12 > FID score (Step: 10000, Using test moments): 62.0311022445336
[INFO] 2020-09-15 23:26:12 > Inception score (Step: 10000, 10000 generated images): 5.648491859436035
[INFO] 2020-09-15 23:26:12 > Best FID score (Step: 10000, Using test moments): 62.0311022445336
[INFO] 2020-09-15 23:26:12 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:26:16 > Step:   10100 Progress: 5.1% Elapsed: 0:13:56 temperature: no ada_p: No Discriminator_loss: 0.0305424 Generator_loss: 0.429965 
[INFO] 2020-09-15 23:26:20 > Step:   10200 Progress: 5.1% Elapsed: 0:14:00 temperature: no ada_p: No Discriminator_loss: 0.0443558 Generator_loss: 8.13274 
[INFO] 2020-09-15 23:26:24 > Step:   10300 Progress: 5.1% Elapsed: 0:14:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.06359 
[INFO] 2020-09-15 23:26:28 > Step:   10400 Progress: 5.2% Elapsed: 0:14:08 temperature: no ada_p: No Discriminator_loss: 0.125862 Generator_loss: 2.29825 
[INFO] 2020-09-15 23:26:31 > Step:   10500 Progress: 5.2% Elapsed: 0:14:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.86985 
[INFO] 2020-09-15 23:26:35 > Step:   10600 Progress: 5.3% Elapsed: 0:14:16 temperature: no ada_p: No Discriminator_loss: 4.83945 Generator_loss: 0.551546 
[INFO] 2020-09-15 23:26:39 > Step:   10700 Progress: 5.3% Elapsed: 0:14:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.4945 
[INFO] 2020-09-15 23:26:43 > Step:   10800 Progress: 5.4% Elapsed: 0:14:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.38066 
[INFO] 2020-09-15 23:26:47 > Step:   10900 Progress: 5.5% Elapsed: 0:14:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.54552 
[INFO] 2020-09-15 23:26:51 > Step:   11000 Progress: 5.5% Elapsed: 0:14:31 temperature: no ada_p: No Discriminator_loss: 0.0364934 Generator_loss: 4.57935 
[INFO] 2020-09-15 23:26:55 > Step:   11100 Progress: 5.5% Elapsed: 0:14:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.53053 
[INFO] 2020-09-15 23:26:58 > Step:   11200 Progress: 5.6% Elapsed: 0:14:39 temperature: no ada_p: No Discriminator_loss: 0.15253 Generator_loss: 10.6836 
[INFO] 2020-09-15 23:27:02 > Step:   11300 Progress: 5.7% Elapsed: 0:14:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.59248 
[INFO] 2020-09-15 23:27:06 > Step:   11400 Progress: 5.7% Elapsed: 0:14:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.73039 
[INFO] 2020-09-15 23:27:10 > Step:   11500 Progress: 5.8% Elapsed: 0:14:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.96273 
[INFO] 2020-09-15 23:27:14 > Step:   11600 Progress: 5.8% Elapsed: 0:14:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.61494 
[INFO] 2020-09-15 23:27:18 > Step:   11700 Progress: 5.9% Elapsed: 0:14:58 temperature: no ada_p: No Discriminator_loss: 1.68581 Generator_loss: -0.727449 
[INFO] 2020-09-15 23:27:22 > Step:   11800 Progress: 5.9% Elapsed: 0:15:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.89543 
[INFO] 2020-09-15 23:27:26 > Step:   11900 Progress: 5.9% Elapsed: 0:15:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.9566 
[INFO] 2020-09-15 23:27:29 > Step:   12000 Progress: 6.0% Elapsed: 0:15:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.53996 
[INFO] 2020-09-15 23:27:29 > Start Evaluation (12000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:29:00 > F_8 score (Step: 12000, Using test images): 0.6788614044732688
[INFO] 2020-09-15 23:29:00 > F_1/8 score (Step: 12000, Using test images): 0.7473726003261322
[INFO] 2020-09-15 23:29:00 > FID score (Step: 12000, Using test moments): 67.90351302739481
[INFO] 2020-09-15 23:29:00 > Inception score (Step: 12000, 10000 generated images): 5.361968040466309
[INFO] 2020-09-15 23:29:00 > Best FID score (Step: 10000, Using test moments): 62.0311022445336
[INFO] 2020-09-15 23:29:00 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:29:04 > Step:   12100 Progress: 6.0% Elapsed: 0:16:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.25675 
[INFO] 2020-09-15 23:29:08 > Step:   12200 Progress: 6.1% Elapsed: 0:16:48 temperature: no ada_p: No Discriminator_loss: 0.138317 Generator_loss: 8.13881 
[INFO] 2020-09-15 23:29:12 > Step:   12300 Progress: 6.2% Elapsed: 0:16:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.45455 
[INFO] 2020-09-15 23:29:15 > Step:   12400 Progress: 6.2% Elapsed: 0:16:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.65747 
[INFO] 2020-09-15 23:29:19 > Step:   12500 Progress: 6.2% Elapsed: 0:17:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.955663 
[INFO] 2020-09-15 23:29:23 > Step:   12600 Progress: 6.3% Elapsed: 0:17:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.62176 
[INFO] 2020-09-15 23:29:27 > Step:   12700 Progress: 6.3% Elapsed: 0:17:07 temperature: no ada_p: No Discriminator_loss: 0.459464 Generator_loss: 4.08558 
[INFO] 2020-09-15 23:29:31 > Step:   12800 Progress: 6.4% Elapsed: 0:17:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.29178 
[INFO] 2020-09-15 23:29:35 > Step:   12900 Progress: 6.5% Elapsed: 0:17:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.77507 
[INFO] 2020-09-15 23:29:39 > Step:   13000 Progress: 6.5% Elapsed: 0:17:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.20297 
[INFO] 2020-09-15 23:29:43 > Step:   13100 Progress: 6.6% Elapsed: 0:17:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.09496 
[INFO] 2020-09-15 23:29:46 > Step:   13200 Progress: 6.6% Elapsed: 0:17:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.3052 
[INFO] 2020-09-15 23:29:50 > Step:   13300 Progress: 6.7% Elapsed: 0:17:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.28407 
[INFO] 2020-09-15 23:29:54 > Step:   13400 Progress: 6.7% Elapsed: 0:17:34 temperature: no ada_p: No Discriminator_loss: 0.0771462 Generator_loss: 7.57469 
[INFO] 2020-09-15 23:29:58 > Step:   13500 Progress: 6.8% Elapsed: 0:17:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.13974 
[INFO] 2020-09-15 23:30:02 > Step:   13600 Progress: 6.8% Elapsed: 0:17:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.55567 
[INFO] 2020-09-15 23:30:06 > Step:   13700 Progress: 6.9% Elapsed: 0:17:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.03029 
[INFO] 2020-09-15 23:30:10 > Step:   13800 Progress: 6.9% Elapsed: 0:17:50 temperature: no ada_p: No Discriminator_loss: 0.0230213 Generator_loss: 3.9542 
[INFO] 2020-09-15 23:30:13 > Step:   13900 Progress: 7.0% Elapsed: 0:17:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.75721 
[INFO] 2020-09-15 23:30:17 > Step:   14000 Progress: 7.0% Elapsed: 0:17:57 temperature: no ada_p: No Discriminator_loss: 1.44358 Generator_loss: 8.8825 
[INFO] 2020-09-15 23:30:17 > Start Evaluation (14000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:31:46 > F_8 score (Step: 14000, Using test images): 0.7213167242749889
[INFO] 2020-09-15 23:31:46 > F_1/8 score (Step: 14000, Using test images): 0.8599156939720758
[INFO] 2020-09-15 23:31:46 > FID score (Step: 14000, Using test moments): 57.47368715184598
[INFO] 2020-09-15 23:31:46 > Inception score (Step: 14000, 10000 generated images): 5.605052471160889
[INFO] 2020-09-15 23:31:46 > Best FID score (Step: 14000, Using test moments): 57.47368715184598
[INFO] 2020-09-15 23:31:47 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:31:51 > Step:   14100 Progress: 7.0% Elapsed: 0:19:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.89277 
[INFO] 2020-09-15 23:31:54 > Step:   14200 Progress: 7.1% Elapsed: 0:19:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.80572 
[INFO] 2020-09-15 23:31:58 > Step:   14300 Progress: 7.1% Elapsed: 0:19:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69841 
[INFO] 2020-09-15 23:32:02 > Step:   14400 Progress: 7.2% Elapsed: 0:19:42 temperature: no ada_p: No Discriminator_loss: 0.0220755 Generator_loss: 4.21 
[INFO] 2020-09-15 23:32:06 > Step:   14500 Progress: 7.2% Elapsed: 0:19:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.46485 
[INFO] 2020-09-15 23:32:10 > Step:   14600 Progress: 7.3% Elapsed: 0:19:50 temperature: no ada_p: No Discriminator_loss: 0.0215339 Generator_loss: 3.8099 
[INFO] 2020-09-15 23:32:14 > Step:   14700 Progress: 7.3% Elapsed: 0:19:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.41036 
[INFO] 2020-09-15 23:32:18 > Step:   14800 Progress: 7.4% Elapsed: 0:19:58 temperature: no ada_p: No Discriminator_loss: 0.00212689 Generator_loss: 7.93514 
[INFO] 2020-09-15 23:32:22 > Step:   14900 Progress: 7.4% Elapsed: 0:20:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.97348 
[INFO] 2020-09-15 23:32:25 > Step:   15000 Progress: 7.5% Elapsed: 0:20:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.59865 
[INFO] 2020-09-15 23:32:29 > Step:   15100 Progress: 7.5% Elapsed: 0:20:09 temperature: no ada_p: No Discriminator_loss: 0.057345 Generator_loss: 3.92144 
[INFO] 2020-09-15 23:32:33 > Step:   15200 Progress: 7.6% Elapsed: 0:20:13 temperature: no ada_p: No Discriminator_loss: 0.0881253 Generator_loss: 6.93666 
[INFO] 2020-09-15 23:32:37 > Step:   15300 Progress: 7.6% Elapsed: 0:20:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86095 
[INFO] 2020-09-15 23:32:41 > Step:   15400 Progress: 7.7% Elapsed: 0:20:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.67771 
[INFO] 2020-09-15 23:32:45 > Step:   15500 Progress: 7.8% Elapsed: 0:20:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.0444 
[INFO] 2020-09-15 23:32:48 > Step:   15600 Progress: 7.8% Elapsed: 0:20:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.75858 
[INFO] 2020-09-15 23:32:53 > Step:   15700 Progress: 7.8% Elapsed: 0:20:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.27136 
[INFO] 2020-09-15 23:32:56 > Step:   15800 Progress: 7.9% Elapsed: 0:20:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.7218 
[INFO] 2020-09-15 23:33:00 > Step:   15900 Progress: 8.0% Elapsed: 0:20:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.18418 
[INFO] 2020-09-15 23:33:04 > Step:   16000 Progress: 8.0% Elapsed: 0:20:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.51578 
[INFO] 2020-09-15 23:33:04 > Start Evaluation (16000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:34:34 > F_8 score (Step: 16000, Using test images): 0.6761877714944523
[INFO] 2020-09-15 23:34:34 > F_1/8 score (Step: 16000, Using test images): 0.715919199798434
[INFO] 2020-09-15 23:34:34 > FID score (Step: 16000, Using test moments): 71.73400364791189
[INFO] 2020-09-15 23:34:34 > Inception score (Step: 16000, 10000 generated images): 5.126104354858398
[INFO] 2020-09-15 23:34:34 > Best FID score (Step: 14000, Using test moments): 57.47368715184598
[INFO] 2020-09-15 23:34:34 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:34:38 > Step:   16100 Progress: 8.1% Elapsed: 0:22:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.92866 
[INFO] 2020-09-15 23:34:42 > Step:   16200 Progress: 8.1% Elapsed: 0:22:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.92874 
[INFO] 2020-09-15 23:34:46 > Step:   16300 Progress: 8.2% Elapsed: 0:22:26 temperature: no ada_p: No Discriminator_loss: 0.92095 Generator_loss: 8.45763 
[INFO] 2020-09-15 23:34:49 > Step:   16400 Progress: 8.2% Elapsed: 0:22:29 temperature: no ada_p: No Discriminator_loss: 4.41127 Generator_loss: 9.41935 
[INFO] 2020-09-15 23:34:53 > Step:   16500 Progress: 8.2% Elapsed: 0:22:34 temperature: no ada_p: No Discriminator_loss: 0.00568054 Generator_loss: 6.61857 
[INFO] 2020-09-15 23:34:57 > Step:   16600 Progress: 8.3% Elapsed: 0:22:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.31384 
[INFO] 2020-09-15 23:35:01 > Step:   16700 Progress: 8.3% Elapsed: 0:22:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.30519 
[INFO] 2020-09-15 23:35:05 > Step:   16800 Progress: 8.4% Elapsed: 0:22:45 temperature: no ada_p: No Discriminator_loss: 0.00414112 Generator_loss: 5.19141 
[INFO] 2020-09-15 23:35:09 > Step:   16900 Progress: 8.5% Elapsed: 0:22:49 temperature: no ada_p: No Discriminator_loss: 0.0890721 Generator_loss: 6.66668 
[INFO] 2020-09-15 23:35:13 > Step:   17000 Progress: 8.5% Elapsed: 0:22:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.50394 
[INFO] 2020-09-15 23:35:16 > Step:   17100 Progress: 8.6% Elapsed: 0:22:57 temperature: no ada_p: No Discriminator_loss: 0.00756727 Generator_loss: 8.28863 
[INFO] 2020-09-15 23:35:21 > Step:   17200 Progress: 8.6% Elapsed: 0:23:01 temperature: no ada_p: No Discriminator_loss: 0.000882166 Generator_loss: 4.54975 
[INFO] 2020-09-15 23:35:24 > Step:   17300 Progress: 8.6% Elapsed: 0:23:05 temperature: no ada_p: No Discriminator_loss: 0.0371614 Generator_loss: 4.4031 
[INFO] 2020-09-15 23:35:28 > Step:   17400 Progress: 8.7% Elapsed: 0:23:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.21268 
[INFO] 2020-09-15 23:35:32 > Step:   17500 Progress: 8.8% Elapsed: 0:23:12 temperature: no ada_p: No Discriminator_loss: 0.0315391 Generator_loss: 3.58293 
[INFO] 2020-09-15 23:35:36 > Step:   17600 Progress: 8.8% Elapsed: 0:23:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.27227 
[INFO] 2020-09-15 23:35:40 > Step:   17700 Progress: 8.8% Elapsed: 0:23:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.00405 
[INFO] 2020-09-15 23:35:44 > Step:   17800 Progress: 8.9% Elapsed: 0:23:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.38268 
[INFO] 2020-09-15 23:35:47 > Step:   17900 Progress: 8.9% Elapsed: 0:23:28 temperature: no ada_p: No Discriminator_loss: 0.0373977 Generator_loss: 4.47957 
[INFO] 2020-09-15 23:35:52 > Step:   18000 Progress: 9.0% Elapsed: 0:23:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.52818 
[INFO] 2020-09-15 23:35:52 > Start Evaluation (18000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:37:21 > F_8 score (Step: 18000, Using test images): 0.7829741361874037
[INFO] 2020-09-15 23:37:21 > F_1/8 score (Step: 18000, Using test images): 0.8342022551400252
[INFO] 2020-09-15 23:37:21 > FID score (Step: 18000, Using test moments): 53.34863266902488
[INFO] 2020-09-15 23:37:21 > Inception score (Step: 18000, 10000 generated images): 5.920022010803223
[INFO] 2020-09-15 23:37:21 > Best FID score (Step: 18000, Using test moments): 53.34863266902488
[INFO] 2020-09-15 23:37:22 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:37:25 > Step:   18100 Progress: 9.0% Elapsed: 0:25:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.34193 
[INFO] 2020-09-15 23:37:29 > Step:   18200 Progress: 9.1% Elapsed: 0:25:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.5167 
[INFO] 2020-09-15 23:37:33 > Step:   18300 Progress: 9.2% Elapsed: 0:25:13 temperature: no ada_p: No Discriminator_loss: 1.26107 Generator_loss: 1.09851 
[INFO] 2020-09-15 23:37:37 > Step:   18400 Progress: 9.2% Elapsed: 0:25:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6231 
[INFO] 2020-09-15 23:37:41 > Step:   18500 Progress: 9.2% Elapsed: 0:25:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.33309 
[INFO] 2020-09-15 23:37:45 > Step:   18600 Progress: 9.3% Elapsed: 0:25:25 temperature: no ada_p: No Discriminator_loss: 3.41503 Generator_loss: 5.33442 
[INFO] 2020-09-15 23:37:48 > Step:   18700 Progress: 9.3% Elapsed: 0:25:28 temperature: no ada_p: No Discriminator_loss: 0.541793 Generator_loss: 4.30429 
[INFO] 2020-09-15 23:37:52 > Step:   18800 Progress: 9.4% Elapsed: 0:25:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.22176 
[INFO] 2020-09-15 23:37:56 > Step:   18900 Progress: 9.4% Elapsed: 0:25:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.7723 
[INFO] 2020-09-15 23:38:00 > Step:   19000 Progress: 9.5% Elapsed: 0:25:40 temperature: no ada_p: No Discriminator_loss: 0.000897959 Generator_loss: 9.73487 
[INFO] 2020-09-15 23:38:04 > Step:   19100 Progress: 9.6% Elapsed: 0:25:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.98667 
[INFO] 2020-09-15 23:38:08 > Step:   19200 Progress: 9.6% Elapsed: 0:25:48 temperature: no ada_p: No Discriminator_loss: 0.0117048 Generator_loss: 3.54596 
[INFO] 2020-09-15 23:38:12 > Step:   19300 Progress: 9.7% Elapsed: 0:25:52 temperature: no ada_p: No Discriminator_loss: 0.141411 Generator_loss: 6.48386 
[INFO] 2020-09-15 23:38:16 > Step:   19400 Progress: 9.7% Elapsed: 0:25:56 temperature: no ada_p: No Discriminator_loss: 0.88846 Generator_loss: 8.72759 
[INFO] 2020-09-15 23:38:19 > Step:   19500 Progress: 9.8% Elapsed: 0:25:59 temperature: no ada_p: No Discriminator_loss: 0.144706 Generator_loss: 7.77753 
[INFO] 2020-09-15 23:38:23 > Step:   19600 Progress: 9.8% Elapsed: 0:26:04 temperature: no ada_p: No Discriminator_loss: 0.0470743 Generator_loss: 4.07446 
[INFO] 2020-09-15 23:38:27 > Step:   19700 Progress: 9.8% Elapsed: 0:26:07 temperature: no ada_p: No Discriminator_loss: 1.71993 Generator_loss: 8.19782 
[INFO] 2020-09-15 23:38:31 > Step:   19800 Progress: 9.9% Elapsed: 0:26:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.90522 
[INFO] 2020-09-15 23:38:35 > Step:   19900 Progress: 10.0% Elapsed: 0:26:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.19192 
[INFO] 2020-09-15 23:38:39 > Step:   20000 Progress: 10.0% Elapsed: 0:26:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.32217 
[INFO] 2020-09-15 23:38:39 > Start Evaluation (20000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:40:08 > F_8 score (Step: 20000, Using test images): 0.710678989029645
[INFO] 2020-09-15 23:40:08 > F_1/8 score (Step: 20000, Using test images): 0.8510697987788005
[INFO] 2020-09-15 23:40:08 > FID score (Step: 20000, Using test moments): 61.39200703942015
[INFO] 2020-09-15 23:40:08 > Inception score (Step: 20000, 10000 generated images): 5.813919544219971
[INFO] 2020-09-15 23:40:08 > Best FID score (Step: 18000, Using test moments): 53.34863266902488
[INFO] 2020-09-15 23:40:08 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:40:12 > Step:   20100 Progress: 10.1% Elapsed: 0:27:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.12546 
[INFO] 2020-09-15 23:40:16 > Step:   20200 Progress: 10.1% Elapsed: 0:27:56 temperature: no ada_p: No Discriminator_loss: 0.107532 Generator_loss: 4.01133 
[INFO] 2020-09-15 23:40:20 > Step:   20300 Progress: 10.2% Elapsed: 0:28:00 temperature: no ada_p: No Discriminator_loss: 0.151597 Generator_loss: 0.718498 
[INFO] 2020-09-15 23:40:24 > Step:   20400 Progress: 10.2% Elapsed: 0:28:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.84862 
[INFO] 2020-09-15 23:40:28 > Step:   20500 Progress: 10.2% Elapsed: 0:28:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.38578 
[INFO] 2020-09-15 23:40:31 > Step:   20600 Progress: 10.3% Elapsed: 0:28:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.56855 
[INFO] 2020-09-15 23:40:35 > Step:   20700 Progress: 10.3% Elapsed: 0:28:16 temperature: no ada_p: No Discriminator_loss: 0.196812 Generator_loss: 5.94078 
[INFO] 2020-09-15 23:40:39 > Step:   20800 Progress: 10.4% Elapsed: 0:28:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.61008 
[INFO] 2020-09-15 23:40:43 > Step:   20900 Progress: 10.4% Elapsed: 0:28:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.90986 
[INFO] 2020-09-15 23:40:47 > Step:   21000 Progress: 10.5% Elapsed: 0:28:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65593 
[INFO] 2020-09-15 23:40:51 > Step:   21100 Progress: 10.5% Elapsed: 0:28:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.692031 
[INFO] 2020-09-15 23:40:55 > Step:   21200 Progress: 10.6% Elapsed: 0:28:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.42963 
[INFO] 2020-09-15 23:40:59 > Step:   21300 Progress: 10.7% Elapsed: 0:28:39 temperature: no ada_p: No Discriminator_loss: 0.00313809 Generator_loss: 6.95886 
[INFO] 2020-09-15 23:41:02 > Step:   21400 Progress: 10.7% Elapsed: 0:28:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.45267 
[INFO] 2020-09-15 23:41:06 > Step:   21500 Progress: 10.8% Elapsed: 0:28:47 temperature: no ada_p: No Discriminator_loss: 0.0411059 Generator_loss: 8.34786 
[INFO] 2020-09-15 23:41:10 > Step:   21600 Progress: 10.8% Elapsed: 0:28:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.30931 
[INFO] 2020-09-15 23:41:14 > Step:   21700 Progress: 10.8% Elapsed: 0:28:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.6926 
[INFO] 2020-09-15 23:41:18 > Step:   21800 Progress: 10.9% Elapsed: 0:28:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.02682 
[INFO] 2020-09-15 23:41:22 > Step:   21900 Progress: 10.9% Elapsed: 0:29:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.91756 
[INFO] 2020-09-15 23:41:26 > Step:   22000 Progress: 11.0% Elapsed: 0:29:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.55854 
[INFO] 2020-09-15 23:41:26 > Start Evaluation (22000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:42:55 > F_8 score (Step: 22000, Using test images): 0.8043595059644816
[INFO] 2020-09-15 23:42:55 > F_1/8 score (Step: 22000, Using test images): 0.879434436059684
[INFO] 2020-09-15 23:42:55 > FID score (Step: 22000, Using test moments): 50.01418995983954
[INFO] 2020-09-15 23:42:55 > Inception score (Step: 22000, 10000 generated images): 6.4198808670043945
[INFO] 2020-09-15 23:42:55 > Best FID score (Step: 22000, Using test moments): 50.01418995983954
[INFO] 2020-09-15 23:42:55 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:42:59 > Step:   22100 Progress: 11.1% Elapsed: 0:30:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.02821 
[INFO] 2020-09-15 23:43:03 > Step:   22200 Progress: 11.1% Elapsed: 0:30:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.67937 
[INFO] 2020-09-15 23:43:07 > Step:   22300 Progress: 11.2% Elapsed: 0:30:47 temperature: no ada_p: No Discriminator_loss: 0.0548804 Generator_loss: 8.32486 
[INFO] 2020-09-15 23:43:11 > Step:   22400 Progress: 11.2% Elapsed: 0:30:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.01466 
[INFO] 2020-09-15 23:43:15 > Step:   22500 Progress: 11.2% Elapsed: 0:30:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.5269 
[INFO] 2020-09-15 23:43:18 > Step:   22600 Progress: 11.3% Elapsed: 0:30:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.27484 
[INFO] 2020-09-15 23:43:22 > Step:   22700 Progress: 11.3% Elapsed: 0:31:03 temperature: no ada_p: No Discriminator_loss: 1.47598 Generator_loss: 6.74513 
[INFO] 2020-09-15 23:43:26 > Step:   22800 Progress: 11.4% Elapsed: 0:31:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.52193 
[INFO] 2020-09-15 23:43:30 > Step:   22900 Progress: 11.5% Elapsed: 0:31:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.39537 
[INFO] 2020-09-15 23:43:34 > Step:   23000 Progress: 11.5% Elapsed: 0:31:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.49024 
[INFO] 2020-09-15 23:43:38 > Step:   23100 Progress: 11.6% Elapsed: 0:31:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.30502 
[INFO] 2020-09-15 23:43:42 > Step:   23200 Progress: 11.6% Elapsed: 0:31:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.39222 
[INFO] 2020-09-15 23:43:46 > Step:   23300 Progress: 11.7% Elapsed: 0:31:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.66976 
[INFO] 2020-09-15 23:43:49 > Step:   23400 Progress: 11.7% Elapsed: 0:31:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.73248 
[INFO] 2020-09-15 23:43:53 > Step:   23500 Progress: 11.8% Elapsed: 0:31:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.17892 
[INFO] 2020-09-15 23:43:57 > Step:   23600 Progress: 11.8% Elapsed: 0:31:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83065 
[INFO] 2020-09-15 23:44:01 > Step:   23700 Progress: 11.8% Elapsed: 0:31:41 temperature: no ada_p: No Discriminator_loss: 1.06747 Generator_loss: 9.57692 
[INFO] 2020-09-15 23:44:05 > Step:   23800 Progress: 11.9% Elapsed: 0:31:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.87868 
[INFO] 2020-09-15 23:44:09 > Step:   23900 Progress: 11.9% Elapsed: 0:31:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.91426 
[INFO] 2020-09-15 23:44:13 > Step:   24000 Progress: 12.0% Elapsed: 0:31:53 temperature: no ada_p: No Discriminator_loss: 0.000558474 Generator_loss: 2.13917 
[INFO] 2020-09-15 23:44:13 > Start Evaluation (24000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:45:41 > F_8 score (Step: 24000, Using test images): 0.7685913024019979
[INFO] 2020-09-15 23:45:41 > F_1/8 score (Step: 24000, Using test images): 0.8424822585147853
[INFO] 2020-09-15 23:45:41 > FID score (Step: 24000, Using test moments): 52.214747570952
[INFO] 2020-09-15 23:45:41 > Inception score (Step: 24000, 10000 generated images): 5.794455528259277
[INFO] 2020-09-15 23:45:41 > Best FID score (Step: 22000, Using test moments): 50.01418995983954
[INFO] 2020-09-15 23:45:41 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:45:45 > Step:   24100 Progress: 12.0% Elapsed: 0:33:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.89374 
[INFO] 2020-09-15 23:45:49 > Step:   24200 Progress: 12.1% Elapsed: 0:33:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.69379 
[INFO] 2020-09-15 23:45:53 > Step:   24300 Progress: 12.2% Elapsed: 0:33:33 temperature: no ada_p: No Discriminator_loss: 0.0176938 Generator_loss: 3.22901 
[INFO] 2020-09-15 23:45:57 > Step:   24400 Progress: 12.2% Elapsed: 0:33:37 temperature: no ada_p: No Discriminator_loss: 0.0723644 Generator_loss: 7.03068 
[INFO] 2020-09-15 23:46:01 > Step:   24500 Progress: 12.2% Elapsed: 0:33:41 temperature: no ada_p: No Discriminator_loss: 0.0196996 Generator_loss: 6.70688 
[INFO] 2020-09-15 23:46:04 > Step:   24600 Progress: 12.3% Elapsed: 0:33:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.03221 
[INFO] 2020-09-15 23:46:09 > Step:   24700 Progress: 12.3% Elapsed: 0:33:49 temperature: no ada_p: No Discriminator_loss: 0.247353 Generator_loss: 1.35348 
[INFO] 2020-09-15 23:46:12 > Step:   24800 Progress: 12.4% Elapsed: 0:33:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.66641 
[INFO] 2020-09-15 23:46:16 > Step:   24900 Progress: 12.4% Elapsed: 0:33:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.57431 
[INFO] 2020-09-15 23:46:20 > Step:   25000 Progress: 12.5% Elapsed: 0:34:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.36259 
[INFO] 2020-09-15 23:46:24 > Step:   25100 Progress: 12.6% Elapsed: 0:34:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.01327 
[INFO] 2020-09-15 23:46:28 > Step:   25200 Progress: 12.6% Elapsed: 0:34:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.59111 
[INFO] 2020-09-15 23:46:32 > Step:   25300 Progress: 12.7% Elapsed: 0:34:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.39586 
[INFO] 2020-09-15 23:46:36 > Step:   25400 Progress: 12.7% Elapsed: 0:34:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.66133 
[INFO] 2020-09-15 23:46:40 > Step:   25500 Progress: 12.8% Elapsed: 0:34:20 temperature: no ada_p: No Discriminator_loss: 0.0426311 Generator_loss: 4.41591 
[INFO] 2020-09-15 23:46:43 > Step:   25600 Progress: 12.8% Elapsed: 0:34:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.83282 
[INFO] 2020-09-15 23:46:47 > Step:   25700 Progress: 12.8% Elapsed: 0:34:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.5092 
[INFO] 2020-09-15 23:46:51 > Step:   25800 Progress: 12.9% Elapsed: 0:34:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.97588 
[INFO] 2020-09-15 23:46:55 > Step:   25900 Progress: 13.0% Elapsed: 0:34:35 temperature: no ada_p: No Discriminator_loss: 0.00444056 Generator_loss: 8.89526 
[INFO] 2020-09-15 23:46:59 > Step:   26000 Progress: 13.0% Elapsed: 0:34:39 temperature: no ada_p: No Discriminator_loss: 0.0510256 Generator_loss: 6.14408 
[INFO] 2020-09-15 23:46:59 > Start Evaluation (26000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:48:28 > F_8 score (Step: 26000, Using test images): 0.8483726523335846
[INFO] 2020-09-15 23:48:28 > F_1/8 score (Step: 26000, Using test images): 0.8859260750707166
[INFO] 2020-09-15 23:48:28 > FID score (Step: 26000, Using test moments): 44.81018812999844
[INFO] 2020-09-15 23:48:28 > Inception score (Step: 26000, 10000 generated images): 6.411571979522705
[INFO] 2020-09-15 23:48:28 > Best FID score (Step: 26000, Using test moments): 44.81018812999844
[INFO] 2020-09-15 23:48:28 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:48:32 > Step:   26100 Progress: 13.1% Elapsed: 0:36:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.38509 
[INFO] 2020-09-15 23:48:36 > Step:   26200 Progress: 13.1% Elapsed: 0:36:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.85257 
[INFO] 2020-09-15 23:48:40 > Step:   26300 Progress: 13.2% Elapsed: 0:36:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.28004 
[INFO] 2020-09-15 23:48:44 > Step:   26400 Progress: 13.2% Elapsed: 0:36:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.78435 
[INFO] 2020-09-15 23:48:47 > Step:   26500 Progress: 13.2% Elapsed: 0:36:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.74408 
[INFO] 2020-09-15 23:48:52 > Step:   26600 Progress: 13.3% Elapsed: 0:36:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.05825 
[INFO] 2020-09-15 23:48:55 > Step:   26700 Progress: 13.4% Elapsed: 0:36:35 temperature: no ada_p: No Discriminator_loss: 3.95637 Generator_loss: 9.12292 
[INFO] 2020-09-15 23:48:59 > Step:   26800 Progress: 13.4% Elapsed: 0:36:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.11802 
[INFO] 2020-09-15 23:49:03 > Step:   26900 Progress: 13.5% Elapsed: 0:36:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.31372 
[INFO] 2020-09-15 23:49:07 > Step:   27000 Progress: 13.5% Elapsed: 0:36:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.10032 
[INFO] 2020-09-15 23:49:11 > Step:   27100 Progress: 13.6% Elapsed: 0:36:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.67592 
[INFO] 2020-09-15 23:49:15 > Step:   27200 Progress: 13.6% Elapsed: 0:36:55 temperature: no ada_p: No Discriminator_loss: 0.0979609 Generator_loss: 5.59144 
[INFO] 2020-09-15 23:49:18 > Step:   27300 Progress: 13.7% Elapsed: 0:36:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.88435 
[INFO] 2020-09-15 23:49:23 > Step:   27400 Progress: 13.7% Elapsed: 0:37:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.92933 
[INFO] 2020-09-15 23:49:26 > Step:   27500 Progress: 13.8% Elapsed: 0:37:06 temperature: no ada_p: No Discriminator_loss: 0.135473 Generator_loss: 11.1256 
[INFO] 2020-09-15 23:49:30 > Step:   27600 Progress: 13.8% Elapsed: 0:37:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.0276 
[INFO] 2020-09-15 23:49:34 > Step:   27700 Progress: 13.9% Elapsed: 0:37:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.23807 
[INFO] 2020-09-15 23:49:38 > Step:   27800 Progress: 13.9% Elapsed: 0:37:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88368 
[INFO] 2020-09-15 23:49:42 > Step:   27900 Progress: 14.0% Elapsed: 0:37:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.05561 
[INFO] 2020-09-15 23:49:46 > Step:   28000 Progress: 14.0% Elapsed: 0:37:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.78582 
[INFO] 2020-09-15 23:49:46 > Start Evaluation (28000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:51:15 > F_8 score (Step: 28000, Using test images): 0.7963490067790944
[INFO] 2020-09-15 23:51:15 > F_1/8 score (Step: 28000, Using test images): 0.8890297197243493
[INFO] 2020-09-15 23:51:15 > FID score (Step: 28000, Using test moments): 50.692575219509024
[INFO] 2020-09-15 23:51:15 > Inception score (Step: 28000, 10000 generated images): 6.050297260284424
[INFO] 2020-09-15 23:51:15 > Best FID score (Step: 26000, Using test moments): 44.81018812999844
[INFO] 2020-09-15 23:51:15 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:51:18 > Step:   28100 Progress: 14.1% Elapsed: 0:38:59 temperature: no ada_p: No Discriminator_loss: 0.00394009 Generator_loss: 9.17867 
[INFO] 2020-09-15 23:51:23 > Step:   28200 Progress: 14.1% Elapsed: 0:39:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.30059 
[INFO] 2020-09-15 23:51:26 > Step:   28300 Progress: 14.1% Elapsed: 0:39:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.20342 
[INFO] 2020-09-15 23:51:30 > Step:   28400 Progress: 14.2% Elapsed: 0:39:10 temperature: no ada_p: No Discriminator_loss: 0.106481 Generator_loss: 7.23631 
[INFO] 2020-09-15 23:51:34 > Step:   28500 Progress: 14.2% Elapsed: 0:39:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.63091 
[INFO] 2020-09-15 23:51:38 > Step:   28600 Progress: 14.3% Elapsed: 0:39:18 temperature: no ada_p: No Discriminator_loss: 0.00150395 Generator_loss: 3.85817 
[INFO] 2020-09-15 23:51:42 > Step:   28700 Progress: 14.3% Elapsed: 0:39:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.01549 
[INFO] 2020-09-15 23:51:46 > Step:   28800 Progress: 14.4% Elapsed: 0:39:26 temperature: no ada_p: No Discriminator_loss: 0.313556 Generator_loss: 3.09192 
[INFO] 2020-09-15 23:51:50 > Step:   28900 Progress: 14.4% Elapsed: 0:39:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.35588 
[INFO] 2020-09-15 23:51:54 > Step:   29000 Progress: 14.5% Elapsed: 0:39:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.66328 
[INFO] 2020-09-15 23:51:57 > Step:   29100 Progress: 14.5% Elapsed: 0:39:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.81713 
[INFO] 2020-09-15 23:52:01 > Step:   29200 Progress: 14.6% Elapsed: 0:39:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.62877 
[INFO] 2020-09-15 23:52:05 > Step:   29300 Progress: 14.6% Elapsed: 0:39:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.98114 
[INFO] 2020-09-15 23:52:09 > Step:   29400 Progress: 14.7% Elapsed: 0:39:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.41258 
[INFO] 2020-09-15 23:52:13 > Step:   29500 Progress: 14.8% Elapsed: 0:39:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.88279 
[INFO] 2020-09-15 23:52:17 > Step:   29600 Progress: 14.8% Elapsed: 0:39:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.118239 
[INFO] 2020-09-15 23:52:21 > Step:   29700 Progress: 14.8% Elapsed: 0:40:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21565 
[INFO] 2020-09-15 23:52:25 > Step:   29800 Progress: 14.9% Elapsed: 0:40:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.97515 
[INFO] 2020-09-15 23:52:28 > Step:   29900 Progress: 14.9% Elapsed: 0:40:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.73994 
[INFO] 2020-09-15 23:52:32 > Step:   30000 Progress: 15.0% Elapsed: 0:40:12 temperature: no ada_p: No Discriminator_loss: 0.0766913 Generator_loss: 7.26831 
[INFO] 2020-09-15 23:52:32 > Start Evaluation (30000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:54:00 > F_8 score (Step: 30000, Using test images): 0.8234658065955314
[INFO] 2020-09-15 23:54:00 > F_1/8 score (Step: 30000, Using test images): 0.908250561819261
[INFO] 2020-09-15 23:54:00 > FID score (Step: 30000, Using test moments): 45.13803474842888
[INFO] 2020-09-15 23:54:00 > Inception score (Step: 30000, 10000 generated images): 6.6205244064331055
[INFO] 2020-09-15 23:54:00 > Best FID score (Step: 26000, Using test moments): 44.81018812999844
[INFO] 2020-09-15 23:54:00 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:54:04 > Step:   30100 Progress: 15.0% Elapsed: 0:41:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.09297 
[INFO] 2020-09-15 23:54:08 > Step:   30200 Progress: 15.1% Elapsed: 0:41:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.2774 
[INFO] 2020-09-15 23:54:12 > Step:   30300 Progress: 15.2% Elapsed: 0:41:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.37084 
[INFO] 2020-09-15 23:54:16 > Step:   30400 Progress: 15.2% Elapsed: 0:41:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.22516 
[INFO] 2020-09-15 23:54:20 > Step:   30500 Progress: 15.2% Elapsed: 0:42:00 temperature: no ada_p: No Discriminator_loss: 0.0940029 Generator_loss: 10.7174 
[INFO] 2020-09-15 23:54:24 > Step:   30600 Progress: 15.3% Elapsed: 0:42:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.50813 
[INFO] 2020-09-15 23:54:28 > Step:   30700 Progress: 15.3% Elapsed: 0:42:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.48089 
[INFO] 2020-09-15 23:54:31 > Step:   30800 Progress: 15.4% Elapsed: 0:42:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83662 
[INFO] 2020-09-15 23:54:35 > Step:   30900 Progress: 15.4% Elapsed: 0:42:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.32779 
[INFO] 2020-09-15 23:54:39 > Step:   31000 Progress: 15.5% Elapsed: 0:42:19 temperature: no ada_p: No Discriminator_loss: 0.132352 Generator_loss: 7.35486 
[INFO] 2020-09-15 23:54:43 > Step:   31100 Progress: 15.6% Elapsed: 0:42:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.62857 
[INFO] 2020-09-15 23:54:47 > Step:   31200 Progress: 15.6% Elapsed: 0:42:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.0743 
[INFO] 2020-09-15 23:54:51 > Step:   31300 Progress: 15.7% Elapsed: 0:42:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.447 
[INFO] 2020-09-15 23:54:55 > Step:   31400 Progress: 15.7% Elapsed: 0:42:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.09491 
[INFO] 2020-09-15 23:54:59 > Step:   31500 Progress: 15.8% Elapsed: 0:42:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.05556 
[INFO] 2020-09-15 23:55:02 > Step:   31600 Progress: 15.8% Elapsed: 0:42:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.11635 
[INFO] 2020-09-15 23:55:06 > Step:   31700 Progress: 15.8% Elapsed: 0:42:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.70446 
[INFO] 2020-09-15 23:55:10 > Step:   31800 Progress: 15.9% Elapsed: 0:42:50 temperature: no ada_p: No Discriminator_loss: 0.0491434 Generator_loss: 2.85367 
[INFO] 2020-09-15 23:55:14 > Step:   31900 Progress: 16.0% Elapsed: 0:42:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.21059 
[INFO] 2020-09-15 23:55:18 > Step:   32000 Progress: 16.0% Elapsed: 0:42:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.10623 
[INFO] 2020-09-15 23:55:18 > Start Evaluation (32000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:56:46 > F_8 score (Step: 32000, Using test images): 0.8139775805357437
[INFO] 2020-09-15 23:56:46 > F_1/8 score (Step: 32000, Using test images): 0.8781406915365233
[INFO] 2020-09-15 23:56:46 > FID score (Step: 32000, Using test moments): 46.335952356079815
[INFO] 2020-09-15 23:56:46 > Inception score (Step: 32000, 10000 generated images): 6.629932403564453
[INFO] 2020-09-15 23:56:46 > Best FID score (Step: 26000, Using test moments): 44.81018812999844
[INFO] 2020-09-15 23:56:47 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:56:51 > Step:   32100 Progress: 16.1% Elapsed: 0:44:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.464669 
[INFO] 2020-09-15 23:56:54 > Step:   32200 Progress: 16.1% Elapsed: 0:44:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.08903 
[INFO] 2020-09-15 23:56:58 > Step:   32300 Progress: 16.2% Elapsed: 0:44:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.98466 
[INFO] 2020-09-15 23:57:02 > Step:   32400 Progress: 16.2% Elapsed: 0:44:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8035 
[INFO] 2020-09-15 23:57:06 > Step:   32500 Progress: 16.2% Elapsed: 0:44:46 temperature: no ada_p: No Discriminator_loss: 0.542372 Generator_loss: 6.2527 
[INFO] 2020-09-15 23:57:10 > Step:   32600 Progress: 16.3% Elapsed: 0:44:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.08485 
[INFO] 2020-09-15 23:57:14 > Step:   32700 Progress: 16.4% Elapsed: 0:44:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.4419 
[INFO] 2020-09-15 23:57:18 > Step:   32800 Progress: 16.4% Elapsed: 0:44:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.52538 
[INFO] 2020-09-15 23:57:22 > Step:   32900 Progress: 16.4% Elapsed: 0:45:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.10104 
[INFO] 2020-09-15 23:57:25 > Step:   33000 Progress: 16.5% Elapsed: 0:45:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.64674 
[INFO] 2020-09-15 23:57:29 > Step:   33100 Progress: 16.6% Elapsed: 0:45:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.40816 
[INFO] 2020-09-15 23:57:33 > Step:   33200 Progress: 16.6% Elapsed: 0:45:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.04132 
[INFO] 2020-09-15 23:57:37 > Step:   33300 Progress: 16.7% Elapsed: 0:45:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.73089 
[INFO] 2020-09-15 23:57:41 > Step:   33400 Progress: 16.7% Elapsed: 0:45:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.0783 
[INFO] 2020-09-15 23:57:45 > Step:   33500 Progress: 16.8% Elapsed: 0:45:25 temperature: no ada_p: No Discriminator_loss: 3.07344 Generator_loss: 4.70071 
[INFO] 2020-09-15 23:57:49 > Step:   33600 Progress: 16.8% Elapsed: 0:45:29 temperature: no ada_p: No Discriminator_loss: 0.114806 Generator_loss: 5.26575 
[INFO] 2020-09-15 23:57:53 > Step:   33700 Progress: 16.9% Elapsed: 0:45:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.566415 
[INFO] 2020-09-15 23:57:56 > Step:   33800 Progress: 16.9% Elapsed: 0:45:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.65107 
[INFO] 2020-09-15 23:58:00 > Step:   33900 Progress: 17.0% Elapsed: 0:45:40 temperature: no ada_p: No Discriminator_loss: 0.00133009 Generator_loss: 2.17837 
[INFO] 2020-09-15 23:58:04 > Step:   34000 Progress: 17.0% Elapsed: 0:45:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.38798 
[INFO] 2020-09-15 23:58:04 > Start Evaluation (34000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:59:32 > F_8 score (Step: 34000, Using test images): 0.8028697969356019
[INFO] 2020-09-15 23:59:32 > F_1/8 score (Step: 34000, Using test images): 0.8760549558034291
[INFO] 2020-09-15 23:59:32 > FID score (Step: 34000, Using test moments): 48.73950813565375
[INFO] 2020-09-15 23:59:32 > Inception score (Step: 34000, 10000 generated images): 6.342939853668213
[INFO] 2020-09-15 23:59:32 > Best FID score (Step: 26000, Using test moments): 44.81018812999844
[INFO] 2020-09-15 23:59:33 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-15 23:59:36 > Step:   34100 Progress: 17.1% Elapsed: 0:47:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.35049 
[INFO] 2020-09-15 23:59:40 > Step:   34200 Progress: 17.1% Elapsed: 0:47:20 temperature: no ada_p: No Discriminator_loss: 0.0478878 Generator_loss: 3.84285 
[INFO] 2020-09-15 23:59:44 > Step:   34300 Progress: 17.2% Elapsed: 0:47:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.02604 
[INFO] 2020-09-15 23:59:48 > Step:   34400 Progress: 17.2% Elapsed: 0:47:28 temperature: no ada_p: No Discriminator_loss: 1.49016 Generator_loss: 8.60771 
[INFO] 2020-09-15 23:59:52 > Step:   34500 Progress: 17.2% Elapsed: 0:47:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.23175 
[INFO] 2020-09-15 23:59:56 > Step:   34600 Progress: 17.3% Elapsed: 0:47:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.37617 
[INFO] 2020-09-16 00:00:00 > Step:   34700 Progress: 17.3% Elapsed: 0:47:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.65821 
[INFO] 2020-09-16 00:00:04 > Step:   34800 Progress: 17.4% Elapsed: 0:47:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.47382 
[INFO] 2020-09-16 00:00:07 > Step:   34900 Progress: 17.4% Elapsed: 0:47:48 temperature: no ada_p: No Discriminator_loss: 0.0638221 Generator_loss: 8.63236 
[INFO] 2020-09-16 00:00:11 > Step:   35000 Progress: 17.5% Elapsed: 0:47:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.31691 
[INFO] 2020-09-16 00:00:15 > Step:   35100 Progress: 17.5% Elapsed: 0:47:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.37777 
[INFO] 2020-09-16 00:00:19 > Step:   35200 Progress: 17.6% Elapsed: 0:47:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.27103 
[INFO] 2020-09-16 00:00:23 > Step:   35300 Progress: 17.6% Elapsed: 0:48:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.28866 
[INFO] 2020-09-16 00:00:27 > Step:   35400 Progress: 17.7% Elapsed: 0:48:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.30062 
[INFO] 2020-09-16 00:00:31 > Step:   35500 Progress: 17.8% Elapsed: 0:48:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4452 
[INFO] 2020-09-16 00:00:35 > Step:   35600 Progress: 17.8% Elapsed: 0:48:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8651 
[INFO] 2020-09-16 00:00:38 > Step:   35700 Progress: 17.8% Elapsed: 0:48:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.67762 
[INFO] 2020-09-16 00:00:42 > Step:   35800 Progress: 17.9% Elapsed: 0:48:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.55453 
[INFO] 2020-09-16 00:00:46 > Step:   35900 Progress: 17.9% Elapsed: 0:48:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3793 
[INFO] 2020-09-16 00:00:50 > Step:   36000 Progress: 18.0% Elapsed: 0:48:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.26164 
[INFO] 2020-09-16 00:00:50 > Start Evaluation (36000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:02:18 > F_8 score (Step: 36000, Using test images): 0.8494127886672516
[INFO] 2020-09-16 00:02:19 > F_1/8 score (Step: 36000, Using test images): 0.9084846780012508
[INFO] 2020-09-16 00:02:19 > FID score (Step: 36000, Using test moments): 43.904601317550146
[INFO] 2020-09-16 00:02:19 > Inception score (Step: 36000, 10000 generated images): 6.383882999420166
[INFO] 2020-09-16 00:02:19 > Best FID score (Step: 36000, Using test moments): 43.904601317550146
[INFO] 2020-09-16 00:02:19 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:02:23 > Step:   36100 Progress: 18.1% Elapsed: 0:50:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.12357 
[INFO] 2020-09-16 00:02:26 > Step:   36200 Progress: 18.1% Elapsed: 0:50:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.82545 
[INFO] 2020-09-16 00:02:30 > Step:   36300 Progress: 18.1% Elapsed: 0:50:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.38505 
[INFO] 2020-09-16 00:02:34 > Step:   36400 Progress: 18.2% Elapsed: 0:50:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.82399 
[INFO] 2020-09-16 00:02:38 > Step:   36500 Progress: 18.2% Elapsed: 0:50:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.40928 
[INFO] 2020-09-16 00:02:42 > Step:   36600 Progress: 18.3% Elapsed: 0:50:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.15174 
[INFO] 2020-09-16 00:02:46 > Step:   36700 Progress: 18.4% Elapsed: 0:50:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.9669 
[INFO] 2020-09-16 00:02:50 > Step:   36800 Progress: 18.4% Elapsed: 0:50:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.30066 
[INFO] 2020-09-16 00:02:54 > Step:   36900 Progress: 18.4% Elapsed: 0:50:34 temperature: no ada_p: No Discriminator_loss: 0.00780306 Generator_loss: 9.59515 
[INFO] 2020-09-16 00:02:57 > Step:   37000 Progress: 18.5% Elapsed: 0:50:37 temperature: no ada_p: No Discriminator_loss: 0.259302 Generator_loss: 5.84245 
[INFO] 2020-09-16 00:03:01 > Step:   37100 Progress: 18.6% Elapsed: 0:50:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.91212 
[INFO] 2020-09-16 00:03:05 > Step:   37200 Progress: 18.6% Elapsed: 0:50:45 temperature: no ada_p: No Discriminator_loss: 0.0278554 Generator_loss: 3.17894 
[INFO] 2020-09-16 00:03:09 > Step:   37300 Progress: 18.6% Elapsed: 0:50:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.22359 
[INFO] 2020-09-16 00:03:13 > Step:   37400 Progress: 18.7% Elapsed: 0:50:53 temperature: no ada_p: No Discriminator_loss: 0.240696 Generator_loss: 5.35108 
[INFO] 2020-09-16 00:03:17 > Step:   37500 Progress: 18.8% Elapsed: 0:50:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.5559 
[INFO] 2020-09-16 00:03:21 > Step:   37600 Progress: 18.8% Elapsed: 0:51:01 temperature: no ada_p: No Discriminator_loss: 5.02765 Generator_loss: 11.4737 
[INFO] 2020-09-16 00:03:25 > Step:   37700 Progress: 18.9% Elapsed: 0:51:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.69436 
[INFO] 2020-09-16 00:03:28 > Step:   37800 Progress: 18.9% Elapsed: 0:51:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.42359 
[INFO] 2020-09-16 00:03:32 > Step:   37900 Progress: 18.9% Elapsed: 0:51:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.09215 
[INFO] 2020-09-16 00:03:36 > Step:   38000 Progress: 19.0% Elapsed: 0:51:16 temperature: no ada_p: No Discriminator_loss: 0.0438991 Generator_loss: 4.46437 
[INFO] 2020-09-16 00:03:36 > Start Evaluation (38000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:05:05 > F_8 score (Step: 38000, Using test images): 0.7573118928628144
[INFO] 2020-09-16 00:05:05 > F_1/8 score (Step: 38000, Using test images): 0.842428065196758
[INFO] 2020-09-16 00:05:05 > FID score (Step: 38000, Using test moments): 57.32390784719939
[INFO] 2020-09-16 00:05:05 > Inception score (Step: 38000, 10000 generated images): 5.687410354614258
[INFO] 2020-09-16 00:05:05 > Best FID score (Step: 36000, Using test moments): 43.904601317550146
[INFO] 2020-09-16 00:05:05 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:05:09 > Step:   38100 Progress: 19.1% Elapsed: 0:52:49 temperature: no ada_p: No Discriminator_loss: 0.00507525 Generator_loss: 8.06574 
[INFO] 2020-09-16 00:05:13 > Step:   38200 Progress: 19.1% Elapsed: 0:52:53 temperature: no ada_p: No Discriminator_loss: 0.0440095 Generator_loss: 7.34754 
[INFO] 2020-09-16 00:05:17 > Step:   38300 Progress: 19.1% Elapsed: 0:52:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.17864 
[INFO] 2020-09-16 00:05:21 > Step:   38400 Progress: 19.2% Elapsed: 0:53:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.7285 
[INFO] 2020-09-16 00:05:25 > Step:   38500 Progress: 19.2% Elapsed: 0:53:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.81659 
[INFO] 2020-09-16 00:05:28 > Step:   38600 Progress: 19.3% Elapsed: 0:53:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.71724 
[INFO] 2020-09-16 00:05:33 > Step:   38700 Progress: 19.4% Elapsed: 0:53:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.27335 
[INFO] 2020-09-16 00:05:36 > Step:   38800 Progress: 19.4% Elapsed: 0:53:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.424634 
[INFO] 2020-09-16 00:05:40 > Step:   38900 Progress: 19.4% Elapsed: 0:53:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.5673 
[INFO] 2020-09-16 00:05:44 > Step:   39000 Progress: 19.5% Elapsed: 0:53:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.65692 
[INFO] 2020-09-16 00:05:48 > Step:   39100 Progress: 19.6% Elapsed: 0:53:28 temperature: no ada_p: No Discriminator_loss: 0.0545937 Generator_loss: 12.2998 
[INFO] 2020-09-16 00:05:52 > Step:   39200 Progress: 19.6% Elapsed: 0:53:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.08559 
[INFO] 2020-09-16 00:05:56 > Step:   39300 Progress: 19.7% Elapsed: 0:53:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.37227 
[INFO] 2020-09-16 00:05:59 > Step:   39400 Progress: 19.7% Elapsed: 0:53:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.65119 
[INFO] 2020-09-16 00:06:04 > Step:   39500 Progress: 19.8% Elapsed: 0:53:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.4812 
[INFO] 2020-09-16 00:06:07 > Step:   39600 Progress: 19.8% Elapsed: 0:53:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.02252 
[INFO] 2020-09-16 00:06:11 > Step:   39700 Progress: 19.9% Elapsed: 0:53:51 temperature: no ada_p: No Discriminator_loss: 0.0289948 Generator_loss: 4.76041 
[INFO] 2020-09-16 00:06:15 > Step:   39800 Progress: 19.9% Elapsed: 0:53:55 temperature: no ada_p: No Discriminator_loss: 0.62731 Generator_loss: 11.3262 
[INFO] 2020-09-16 00:06:19 > Step:   39900 Progress: 20.0% Elapsed: 0:53:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.71946 
[INFO] 2020-09-16 00:06:23 > Step:   40000 Progress: 20.0% Elapsed: 0:54:03 temperature: no ada_p: No Discriminator_loss: 1.99188 Generator_loss: 9.16655 
[INFO] 2020-09-16 00:06:23 > Start Evaluation (40000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:07:51 > F_8 score (Step: 40000, Using test images): 0.8318741063271592
[INFO] 2020-09-16 00:07:51 > F_1/8 score (Step: 40000, Using test images): 0.9116756236539094
[INFO] 2020-09-16 00:07:51 > FID score (Step: 40000, Using test moments): 43.28897019311762
[INFO] 2020-09-16 00:07:51 > Inception score (Step: 40000, 10000 generated images): 6.388494968414307
[INFO] 2020-09-16 00:07:51 > Best FID score (Step: 40000, Using test moments): 43.28897019311762
[INFO] 2020-09-16 00:07:51 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:07:55 > Step:   40100 Progress: 20.1% Elapsed: 0:55:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.08019 
[INFO] 2020-09-16 00:07:59 > Step:   40200 Progress: 20.1% Elapsed: 0:55:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.8119 
[INFO] 2020-09-16 00:08:03 > Step:   40300 Progress: 20.2% Elapsed: 0:55:43 temperature: no ada_p: No Discriminator_loss: 0.0392545 Generator_loss: 5.98787 
[INFO] 2020-09-16 00:08:07 > Step:   40400 Progress: 20.2% Elapsed: 0:55:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8074 
[INFO] 2020-09-16 00:08:10 > Step:   40500 Progress: 20.2% Elapsed: 0:55:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6207 
[INFO] 2020-09-16 00:08:14 > Step:   40600 Progress: 20.3% Elapsed: 0:55:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.07267 
[INFO] 2020-09-16 00:08:18 > Step:   40700 Progress: 20.3% Elapsed: 0:55:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.27195 
[INFO] 2020-09-16 00:08:22 > Step:   40800 Progress: 20.4% Elapsed: 0:56:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.753 
[INFO] 2020-09-16 00:08:26 > Step:   40900 Progress: 20.4% Elapsed: 0:56:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.14289 
[INFO] 2020-09-16 00:08:30 > Step:   41000 Progress: 20.5% Elapsed: 0:56:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.37298 
[INFO] 2020-09-16 00:08:34 > Step:   41100 Progress: 20.5% Elapsed: 0:56:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.71422 
[INFO] 2020-09-16 00:08:38 > Step:   41200 Progress: 20.6% Elapsed: 0:56:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.5867 
[INFO] 2020-09-16 00:08:41 > Step:   41300 Progress: 20.6% Elapsed: 0:56:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.67324 
[INFO] 2020-09-16 00:08:45 > Step:   41400 Progress: 20.7% Elapsed: 0:56:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.43988 
[INFO] 2020-09-16 00:08:49 > Step:   41500 Progress: 20.8% Elapsed: 0:56:29 temperature: no ada_p: No Discriminator_loss: 0.124484 Generator_loss: 14.0446 
[INFO] 2020-09-16 00:08:53 > Step:   41600 Progress: 20.8% Elapsed: 0:56:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.36564 
[INFO] 2020-09-16 00:08:57 > Step:   41700 Progress: 20.8% Elapsed: 0:56:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.23991 
[INFO] 2020-09-16 00:09:01 > Step:   41800 Progress: 20.9% Elapsed: 0:56:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.30356 
[INFO] 2020-09-16 00:09:05 > Step:   41900 Progress: 20.9% Elapsed: 0:56:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.91402 
[INFO] 2020-09-16 00:09:09 > Step:   42000 Progress: 21.0% Elapsed: 0:56:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.66094 
[INFO] 2020-09-16 00:09:09 > Start Evaluation (42000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:10:39 > F_8 score (Step: 42000, Using test images): 0.7658531792475091
[INFO] 2020-09-16 00:10:39 > F_1/8 score (Step: 42000, Using test images): 0.8540755826951648
[INFO] 2020-09-16 00:10:39 > FID score (Step: 42000, Using test moments): 52.096391613448645
[INFO] 2020-09-16 00:10:39 > Inception score (Step: 42000, 10000 generated images): 6.67948055267334
[INFO] 2020-09-16 00:10:39 > Best FID score (Step: 40000, Using test moments): 43.28897019311762
[INFO] 2020-09-16 00:10:39 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:10:42 > Step:   42100 Progress: 21.1% Elapsed: 0:58:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.00673 
[INFO] 2020-09-16 00:10:47 > Step:   42200 Progress: 21.1% Elapsed: 0:58:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.466 
[INFO] 2020-09-16 00:10:50 > Step:   42300 Progress: 21.1% Elapsed: 0:58:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6417 
[INFO] 2020-09-16 00:10:54 > Step:   42400 Progress: 21.2% Elapsed: 0:58:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.64292 
[INFO] 2020-09-16 00:10:58 > Step:   42500 Progress: 21.2% Elapsed: 0:58:38 temperature: no ada_p: No Discriminator_loss: 0.0170891 Generator_loss: 5.97649 
[INFO] 2020-09-16 00:11:02 > Step:   42600 Progress: 21.3% Elapsed: 0:58:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.42499 
[INFO] 2020-09-16 00:11:06 > Step:   42700 Progress: 21.3% Elapsed: 0:58:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.6036 
[INFO] 2020-09-16 00:11:10 > Step:   42800 Progress: 21.4% Elapsed: 0:58:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.58025 
[INFO] 2020-09-16 00:11:13 > Step:   42900 Progress: 21.4% Elapsed: 0:58:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.43109 
[INFO] 2020-09-16 00:11:18 > Step:   43000 Progress: 21.5% Elapsed: 0:58:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.02233 
[INFO] 2020-09-16 00:11:21 > Step:   43100 Progress: 21.6% Elapsed: 0:59:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.92183 
[INFO] 2020-09-16 00:11:25 > Step:   43200 Progress: 21.6% Elapsed: 0:59:05 temperature: no ada_p: No Discriminator_loss: 0.00639895 Generator_loss: 3.61976 
[INFO] 2020-09-16 00:11:29 > Step:   43300 Progress: 21.6% Elapsed: 0:59:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.69444 
[INFO] 2020-09-16 00:11:33 > Step:   43400 Progress: 21.7% Elapsed: 0:59:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.2157 
[INFO] 2020-09-16 00:11:37 > Step:   43500 Progress: 21.8% Elapsed: 0:59:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.73101 
[INFO] 2020-09-16 00:11:41 > Step:   43600 Progress: 21.8% Elapsed: 0:59:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.74335 
[INFO] 2020-09-16 00:11:44 > Step:   43700 Progress: 21.9% Elapsed: 0:59:25 temperature: no ada_p: No Discriminator_loss: 1.29779 Generator_loss: 5.13206 
[INFO] 2020-09-16 00:11:49 > Step:   43800 Progress: 21.9% Elapsed: 0:59:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1942 
[INFO] 2020-09-16 00:11:52 > Step:   43900 Progress: 21.9% Elapsed: 0:59:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.54117 
[INFO] 2020-09-16 00:11:56 > Step:   44000 Progress: 22.0% Elapsed: 0:59:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.08404 
[INFO] 2020-09-16 00:11:56 > Start Evaluation (44000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:13:24 > F_8 score (Step: 44000, Using test images): 0.8233734503138376
[INFO] 2020-09-16 00:13:24 > F_1/8 score (Step: 44000, Using test images): 0.8683048647395986
[INFO] 2020-09-16 00:13:24 > FID score (Step: 44000, Using test moments): 46.00672320115473
[INFO] 2020-09-16 00:13:24 > Inception score (Step: 44000, 10000 generated images): 6.856417655944824
[INFO] 2020-09-16 00:13:24 > Best FID score (Step: 40000, Using test moments): 43.28897019311762
[INFO] 2020-09-16 00:13:25 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:13:28 > Step:   44100 Progress: 22.1% Elapsed: 1:01:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.48775 
[INFO] 2020-09-16 00:13:32 > Step:   44200 Progress: 22.1% Elapsed: 1:01:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.5147 
[INFO] 2020-09-16 00:13:36 > Step:   44300 Progress: 22.1% Elapsed: 1:01:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.58078 
[INFO] 2020-09-16 00:13:40 > Step:   44400 Progress: 22.2% Elapsed: 1:01:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.10492 
[INFO] 2020-09-16 00:13:44 > Step:   44500 Progress: 22.2% Elapsed: 1:01:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.39142 
[INFO] 2020-09-16 00:13:48 > Step:   44600 Progress: 22.3% Elapsed: 1:01:28 temperature: no ada_p: No Discriminator_loss: 0.000567165 Generator_loss: 4.8232 
[INFO] 2020-09-16 00:13:52 > Step:   44700 Progress: 22.4% Elapsed: 1:01:32 temperature: no ada_p: No Discriminator_loss: 0.0187525 Generator_loss: 1.74746 
[INFO] 2020-09-16 00:13:55 > Step:   44800 Progress: 22.4% Elapsed: 1:01:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.62674 
[INFO] 2020-09-16 00:13:59 > Step:   44900 Progress: 22.4% Elapsed: 1:01:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.72227 
[INFO] 2020-09-16 00:14:03 > Step:   45000 Progress: 22.5% Elapsed: 1:01:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.22462 
[INFO] 2020-09-16 00:14:07 > Step:   45100 Progress: 22.6% Elapsed: 1:01:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.21141 
[INFO] 2020-09-16 00:14:11 > Step:   45200 Progress: 22.6% Elapsed: 1:01:51 temperature: no ada_p: No Discriminator_loss: 3.50559 Generator_loss: 7.8031 
[INFO] 2020-09-16 00:14:15 > Step:   45300 Progress: 22.7% Elapsed: 1:01:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.62439 
[INFO] 2020-09-16 00:14:19 > Step:   45400 Progress: 22.7% Elapsed: 1:01:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.77111 
[INFO] 2020-09-16 00:14:23 > Step:   45500 Progress: 22.8% Elapsed: 1:02:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.06334 
[INFO] 2020-09-16 00:14:27 > Step:   45600 Progress: 22.8% Elapsed: 1:02:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.84554 
[INFO] 2020-09-16 00:14:31 > Step:   45700 Progress: 22.9% Elapsed: 1:02:11 temperature: no ada_p: No Discriminator_loss: 0.0600329 Generator_loss: 8.99739 
[INFO] 2020-09-16 00:14:34 > Step:   45800 Progress: 22.9% Elapsed: 1:02:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.0973 
[INFO] 2020-09-16 00:14:38 > Step:   45900 Progress: 22.9% Elapsed: 1:02:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.62218 
[INFO] 2020-09-16 00:14:42 > Step:   46000 Progress: 23.0% Elapsed: 1:02:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.9899 
[INFO] 2020-09-16 00:14:42 > Start Evaluation (46000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:16:11 > F_8 score (Step: 46000, Using test images): 0.822302419084551
[INFO] 2020-09-16 00:16:11 > F_1/8 score (Step: 46000, Using test images): 0.9163472605870641
[INFO] 2020-09-16 00:16:11 > FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:16:11 > Inception score (Step: 46000, 10000 generated images): 6.226558685302734
[INFO] 2020-09-16 00:16:11 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:16:11 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:16:16 > Step:   46100 Progress: 23.1% Elapsed: 1:03:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.40502 
[INFO] 2020-09-16 00:16:19 > Step:   46200 Progress: 23.1% Elapsed: 1:04:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.00143 
[INFO] 2020-09-16 00:16:23 > Step:   46300 Progress: 23.2% Elapsed: 1:04:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.74367 
[INFO] 2020-09-16 00:16:27 > Step:   46400 Progress: 23.2% Elapsed: 1:04:07 temperature: no ada_p: No Discriminator_loss: 0.00246693 Generator_loss: 10.1701 
[INFO] 2020-09-16 00:16:31 > Step:   46500 Progress: 23.2% Elapsed: 1:04:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.84502 
[INFO] 2020-09-16 00:16:35 > Step:   46600 Progress: 23.3% Elapsed: 1:04:15 temperature: no ada_p: No Discriminator_loss: 1.47136 Generator_loss: 8.94133 
[INFO] 2020-09-16 00:16:39 > Step:   46700 Progress: 23.4% Elapsed: 1:04:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.20478 
[INFO] 2020-09-16 00:16:42 > Step:   46800 Progress: 23.4% Elapsed: 1:04:23 temperature: no ada_p: No Discriminator_loss: 0.647468 Generator_loss: 9.8353 
[INFO] 2020-09-16 00:16:47 > Step:   46900 Progress: 23.4% Elapsed: 1:04:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.71964 
[INFO] 2020-09-16 00:16:50 > Step:   47000 Progress: 23.5% Elapsed: 1:04:31 temperature: no ada_p: No Discriminator_loss: 2.6301 Generator_loss: 2.19057 
[INFO] 2020-09-16 00:16:54 > Step:   47100 Progress: 23.5% Elapsed: 1:04:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.2 
[INFO] 2020-09-16 00:16:58 > Step:   47200 Progress: 23.6% Elapsed: 1:04:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.50123 
[INFO] 2020-09-16 00:17:02 > Step:   47300 Progress: 23.6% Elapsed: 1:04:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.30177 
[INFO] 2020-09-16 00:17:06 > Step:   47400 Progress: 23.7% Elapsed: 1:04:46 temperature: no ada_p: No Discriminator_loss: 0.0310892 Generator_loss: 6.88422 
[INFO] 2020-09-16 00:17:10 > Step:   47500 Progress: 23.8% Elapsed: 1:04:50 temperature: no ada_p: No Discriminator_loss: 0.308062 Generator_loss: 7.15011 
[INFO] 2020-09-16 00:17:13 > Step:   47600 Progress: 23.8% Elapsed: 1:04:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.64119 
[INFO] 2020-09-16 00:17:18 > Step:   47700 Progress: 23.8% Elapsed: 1:04:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.39552 
[INFO] 2020-09-16 00:17:21 > Step:   47800 Progress: 23.9% Elapsed: 1:05:02 temperature: no ada_p: No Discriminator_loss: 0.0138038 Generator_loss: 8.53832 
[INFO] 2020-09-16 00:17:25 > Step:   47900 Progress: 23.9% Elapsed: 1:05:05 temperature: no ada_p: No Discriminator_loss: 0.00197466 Generator_loss: 5.94253 
[INFO] 2020-09-16 00:17:29 > Step:   48000 Progress: 24.0% Elapsed: 1:05:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.61498 
[INFO] 2020-09-16 00:17:29 > Start Evaluation (48000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:18:59 > F_8 score (Step: 48000, Using test images): 0.8385725583839293
[INFO] 2020-09-16 00:18:59 > F_1/8 score (Step: 48000, Using test images): 0.8894893450564817
[INFO] 2020-09-16 00:18:59 > FID score (Step: 48000, Using test moments): 52.220253710968905
[INFO] 2020-09-16 00:18:59 > Inception score (Step: 48000, 10000 generated images): 6.634151935577393
[INFO] 2020-09-16 00:18:59 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:18:59 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:19:03 > Step:   48100 Progress: 24.1% Elapsed: 1:06:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.39698 
[INFO] 2020-09-16 00:19:07 > Step:   48200 Progress: 24.1% Elapsed: 1:06:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.94248 
[INFO] 2020-09-16 00:19:11 > Step:   48300 Progress: 24.1% Elapsed: 1:06:51 temperature: no ada_p: No Discriminator_loss: 0.141517 Generator_loss: 5.68805 
[INFO] 2020-09-16 00:19:15 > Step:   48400 Progress: 24.2% Elapsed: 1:06:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.75559 
[INFO] 2020-09-16 00:19:19 > Step:   48500 Progress: 24.2% Elapsed: 1:06:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.99396 
[INFO] 2020-09-16 00:19:23 > Step:   48600 Progress: 24.3% Elapsed: 1:07:03 temperature: no ada_p: No Discriminator_loss: 0.115073 Generator_loss: 5.82158 
[INFO] 2020-09-16 00:19:26 > Step:   48700 Progress: 24.3% Elapsed: 1:07:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.24708 
[INFO] 2020-09-16 00:19:30 > Step:   48800 Progress: 24.4% Elapsed: 1:07:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.74354 
[INFO] 2020-09-16 00:19:34 > Step:   48900 Progress: 24.4% Elapsed: 1:07:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.9562 
[INFO] 2020-09-16 00:19:38 > Step:   49000 Progress: 24.5% Elapsed: 1:07:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.83354 
[INFO] 2020-09-16 00:19:42 > Step:   49100 Progress: 24.6% Elapsed: 1:07:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.50369 
[INFO] 2020-09-16 00:19:46 > Step:   49200 Progress: 24.6% Elapsed: 1:07:26 temperature: no ada_p: No Discriminator_loss: 0.02329 Generator_loss: 5.2687 
[INFO] 2020-09-16 00:19:50 > Step:   49300 Progress: 24.6% Elapsed: 1:07:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.85651 
[INFO] 2020-09-16 00:19:54 > Step:   49400 Progress: 24.7% Elapsed: 1:07:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.25961 
[INFO] 2020-09-16 00:19:57 > Step:   49500 Progress: 24.8% Elapsed: 1:07:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.92851 
[INFO] 2020-09-16 00:20:01 > Step:   49600 Progress: 24.8% Elapsed: 1:07:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.0826 
[INFO] 2020-09-16 00:20:05 > Step:   49700 Progress: 24.9% Elapsed: 1:07:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.85241 
[INFO] 2020-09-16 00:20:09 > Step:   49800 Progress: 24.9% Elapsed: 1:07:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.93885 
[INFO] 2020-09-16 00:20:13 > Step:   49900 Progress: 24.9% Elapsed: 1:07:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.00655 
[INFO] 2020-09-16 00:20:17 > Step:   50000 Progress: 25.0% Elapsed: 1:07:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.82639 
[INFO] 2020-09-16 00:20:17 > Start Evaluation (50000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:21:46 > F_8 score (Step: 50000, Using test images): 0.803101522413567
[INFO] 2020-09-16 00:21:46 > F_1/8 score (Step: 50000, Using test images): 0.8873726000817496
[INFO] 2020-09-16 00:21:46 > FID score (Step: 50000, Using test moments): 49.777360186486476
[INFO] 2020-09-16 00:21:46 > Inception score (Step: 50000, 10000 generated images): 5.803001880645752
[INFO] 2020-09-16 00:21:46 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:21:46 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:21:50 > Step:   50100 Progress: 25.1% Elapsed: 1:09:30 temperature: no ada_p: No Discriminator_loss: 0.00706571 Generator_loss: 7.82954 
[INFO] 2020-09-16 00:21:54 > Step:   50200 Progress: 25.1% Elapsed: 1:09:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.43391 
[INFO] 2020-09-16 00:21:57 > Step:   50300 Progress: 25.1% Elapsed: 1:09:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3481 
[INFO] 2020-09-16 00:22:02 > Step:   50400 Progress: 25.2% Elapsed: 1:09:42 temperature: no ada_p: No Discriminator_loss: 0.00572789 Generator_loss: 3.43758 
[INFO] 2020-09-16 00:22:05 > Step:   50500 Progress: 25.2% Elapsed: 1:09:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.59038 
[INFO] 2020-09-16 00:22:09 > Step:   50600 Progress: 25.3% Elapsed: 1:09:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.73735 
[INFO] 2020-09-16 00:22:13 > Step:   50700 Progress: 25.4% Elapsed: 1:09:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.79345 
[INFO] 2020-09-16 00:22:17 > Step:   50800 Progress: 25.4% Elapsed: 1:09:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.754 
[INFO] 2020-09-16 00:22:21 > Step:   50900 Progress: 25.4% Elapsed: 1:10:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.08766 
[INFO] 2020-09-16 00:22:25 > Step:   51000 Progress: 25.5% Elapsed: 1:10:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3931 
[INFO] 2020-09-16 00:22:28 > Step:   51100 Progress: 25.6% Elapsed: 1:10:09 temperature: no ada_p: No Discriminator_loss: 0.00287011 Generator_loss: 2.80066 
[INFO] 2020-09-16 00:22:33 > Step:   51200 Progress: 25.6% Elapsed: 1:10:13 temperature: no ada_p: No Discriminator_loss: 0.00621646 Generator_loss: 2.66907 
[INFO] 2020-09-16 00:22:36 > Step:   51300 Progress: 25.7% Elapsed: 1:10:16 temperature: no ada_p: No Discriminator_loss: 0.254696 Generator_loss: 10.8921 
[INFO] 2020-09-16 00:22:40 > Step:   51400 Progress: 25.7% Elapsed: 1:10:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.13069 
[INFO] 2020-09-16 00:22:44 > Step:   51500 Progress: 25.8% Elapsed: 1:10:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.71835 
[INFO] 2020-09-16 00:22:48 > Step:   51600 Progress: 25.8% Elapsed: 1:10:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.89234 
[INFO] 2020-09-16 00:22:52 > Step:   51700 Progress: 25.9% Elapsed: 1:10:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.12764 
[INFO] 2020-09-16 00:22:56 > Step:   51800 Progress: 25.9% Elapsed: 1:10:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.97365 
[INFO] 2020-09-16 00:22:59 > Step:   51900 Progress: 25.9% Elapsed: 1:10:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.4563 
[INFO] 2020-09-16 00:23:04 > Step:   52000 Progress: 26.0% Elapsed: 1:10:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.38422 
[INFO] 2020-09-16 00:23:04 > Start Evaluation (52000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:24:33 > F_8 score (Step: 52000, Using test images): 0.828441509437453
[INFO] 2020-09-16 00:24:33 > F_1/8 score (Step: 52000, Using test images): 0.923049845083646
[INFO] 2020-09-16 00:24:33 > FID score (Step: 52000, Using test moments): 43.06304182361015
[INFO] 2020-09-16 00:24:33 > Inception score (Step: 52000, 10000 generated images): 6.773764610290527
[INFO] 2020-09-16 00:24:33 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:24:33 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:24:37 > Step:   52100 Progress: 26.1% Elapsed: 1:12:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.83291 
[INFO] 2020-09-16 00:24:41 > Step:   52200 Progress: 26.1% Elapsed: 1:12:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.60458 
[INFO] 2020-09-16 00:24:44 > Step:   52300 Progress: 26.2% Elapsed: 1:12:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.53597 
[INFO] 2020-09-16 00:24:49 > Step:   52400 Progress: 26.2% Elapsed: 1:12:29 temperature: no ada_p: No Discriminator_loss: 0.0211531 Generator_loss: 7.82354 
[INFO] 2020-09-16 00:24:52 > Step:   52500 Progress: 26.2% Elapsed: 1:12:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.06492 
[INFO] 2020-09-16 00:24:56 > Step:   52600 Progress: 26.3% Elapsed: 1:12:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.27962 
[INFO] 2020-09-16 00:25:00 > Step:   52700 Progress: 26.4% Elapsed: 1:12:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.00449 
[INFO] 2020-09-16 00:25:04 > Step:   52800 Progress: 26.4% Elapsed: 1:12:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.92104 
[INFO] 2020-09-16 00:25:08 > Step:   52900 Progress: 26.5% Elapsed: 1:12:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3074 
[INFO] 2020-09-16 00:25:12 > Step:   53000 Progress: 26.5% Elapsed: 1:12:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6956 
[INFO] 2020-09-16 00:25:15 > Step:   53100 Progress: 26.6% Elapsed: 1:12:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.84473 
[INFO] 2020-09-16 00:25:20 > Step:   53200 Progress: 26.6% Elapsed: 1:13:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.63355 
[INFO] 2020-09-16 00:25:23 > Step:   53300 Progress: 26.7% Elapsed: 1:13:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.10902 
[INFO] 2020-09-16 00:25:27 > Step:   53400 Progress: 26.7% Elapsed: 1:13:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.24076 
[INFO] 2020-09-16 00:25:31 > Step:   53500 Progress: 26.8% Elapsed: 1:13:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.55975 
[INFO] 2020-09-16 00:25:35 > Step:   53600 Progress: 26.8% Elapsed: 1:13:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.14795 
[INFO] 2020-09-16 00:25:39 > Step:   53700 Progress: 26.9% Elapsed: 1:13:19 temperature: no ada_p: No Discriminator_loss: 0.00919728 Generator_loss: 6.7915 
[INFO] 2020-09-16 00:25:43 > Step:   53800 Progress: 26.9% Elapsed: 1:13:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.9975 
[INFO] 2020-09-16 00:25:47 > Step:   53900 Progress: 27.0% Elapsed: 1:13:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.28856 
[INFO] 2020-09-16 00:25:51 > Step:   54000 Progress: 27.0% Elapsed: 1:13:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.45408 
[INFO] 2020-09-16 00:25:51 > Start Evaluation (54000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:27:21 > F_8 score (Step: 54000, Using test images): 0.8196263736265287
[INFO] 2020-09-16 00:27:21 > F_1/8 score (Step: 54000, Using test images): 0.920274557789588
[INFO] 2020-09-16 00:27:21 > FID score (Step: 54000, Using test moments): 43.355264891326556
[INFO] 2020-09-16 00:27:21 > Inception score (Step: 54000, 10000 generated images): 6.618311405181885
[INFO] 2020-09-16 00:27:21 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:27:21 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:27:24 > Step:   54100 Progress: 27.1% Elapsed: 1:15:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.54621 
[INFO] 2020-09-16 00:27:28 > Step:   54200 Progress: 27.1% Elapsed: 1:15:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.77916 
[INFO] 2020-09-16 00:27:32 > Step:   54300 Progress: 27.2% Elapsed: 1:15:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.83753 
[INFO] 2020-09-16 00:27:36 > Step:   54400 Progress: 27.2% Elapsed: 1:15:16 temperature: no ada_p: No Discriminator_loss: 1.47028 Generator_loss: 3.51943 
[INFO] 2020-09-16 00:27:40 > Step:   54500 Progress: 27.3% Elapsed: 1:15:20 temperature: no ada_p: No Discriminator_loss: 0.0501939 Generator_loss: 8.90382 
[INFO] 2020-09-16 00:27:44 > Step:   54600 Progress: 27.3% Elapsed: 1:15:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.1912 
[INFO] 2020-09-16 00:27:48 > Step:   54700 Progress: 27.4% Elapsed: 1:15:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.6812 
[INFO] 2020-09-16 00:27:52 > Step:   54800 Progress: 27.4% Elapsed: 1:15:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.3627 
[INFO] 2020-09-16 00:27:56 > Step:   54900 Progress: 27.5% Elapsed: 1:15:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.28677 
[INFO] 2020-09-16 00:27:59 > Step:   55000 Progress: 27.5% Elapsed: 1:15:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.33455 
[INFO] 2020-09-16 00:28:03 > Step:   55100 Progress: 27.6% Elapsed: 1:15:44 temperature: no ada_p: No Discriminator_loss: 0.00809025 Generator_loss: 5.11916 
[INFO] 2020-09-16 00:28:07 > Step:   55200 Progress: 27.6% Elapsed: 1:15:47 temperature: no ada_p: No Discriminator_loss: 0.00895973 Generator_loss: 3.90413 
[INFO] 2020-09-16 00:28:11 > Step:   55300 Progress: 27.7% Elapsed: 1:15:51 temperature: no ada_p: No Discriminator_loss: 0.0233095 Generator_loss: 10.8388 
[INFO] 2020-09-16 00:28:15 > Step:   55400 Progress: 27.7% Elapsed: 1:15:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.4854 
[INFO] 2020-09-16 00:28:19 > Step:   55500 Progress: 27.8% Elapsed: 1:15:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.63083 
[INFO] 2020-09-16 00:28:23 > Step:   55600 Progress: 27.8% Elapsed: 1:16:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.27922 
[INFO] 2020-09-16 00:28:27 > Step:   55700 Progress: 27.9% Elapsed: 1:16:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.71257 
[INFO] 2020-09-16 00:28:30 > Step:   55800 Progress: 27.9% Elapsed: 1:16:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.06049 
[INFO] 2020-09-16 00:28:34 > Step:   55900 Progress: 28.0% Elapsed: 1:16:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.76829 
[INFO] 2020-09-16 00:28:38 > Step:   56000 Progress: 28.0% Elapsed: 1:16:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.4186 
[INFO] 2020-09-16 00:28:38 > Start Evaluation (56000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:30:07 > F_8 score (Step: 56000, Using test images): 0.8301227453779771
[INFO] 2020-09-16 00:30:07 > F_1/8 score (Step: 56000, Using test images): 0.8875437702067548
[INFO] 2020-09-16 00:30:07 > FID score (Step: 56000, Using test moments): 47.85844166127379
[INFO] 2020-09-16 00:30:07 > Inception score (Step: 56000, 10000 generated images): 6.518248081207275
[INFO] 2020-09-16 00:30:07 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:30:07 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:30:11 > Step:   56100 Progress: 28.1% Elapsed: 1:17:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.0041 
[INFO] 2020-09-16 00:30:15 > Step:   56200 Progress: 28.1% Elapsed: 1:17:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.2768 
[INFO] 2020-09-16 00:30:19 > Step:   56300 Progress: 28.1% Elapsed: 1:17:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.59746 
[INFO] 2020-09-16 00:30:23 > Step:   56400 Progress: 28.2% Elapsed: 1:18:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.87359 
[INFO] 2020-09-16 00:30:27 > Step:   56500 Progress: 28.2% Elapsed: 1:18:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.49123 
[INFO] 2020-09-16 00:30:30 > Step:   56600 Progress: 28.3% Elapsed: 1:18:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.6405 
[INFO] 2020-09-16 00:30:34 > Step:   56700 Progress: 28.3% Elapsed: 1:18:15 temperature: no ada_p: No Discriminator_loss: 0.0899593 Generator_loss: 8.2265 
[INFO] 2020-09-16 00:30:38 > Step:   56800 Progress: 28.4% Elapsed: 1:18:18 temperature: no ada_p: No Discriminator_loss: 0.00947176 Generator_loss: 6.37443 
[INFO] 2020-09-16 00:30:42 > Step:   56900 Progress: 28.4% Elapsed: 1:18:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.37599 
[INFO] 2020-09-16 00:30:46 > Step:   57000 Progress: 28.5% Elapsed: 1:18:26 temperature: no ada_p: No Discriminator_loss: 0.042714 Generator_loss: 6.26915 
[INFO] 2020-09-16 00:30:50 > Step:   57100 Progress: 28.5% Elapsed: 1:18:30 temperature: no ada_p: No Discriminator_loss: 0.0222562 Generator_loss: 8.09558 
[INFO] 2020-09-16 00:30:54 > Step:   57200 Progress: 28.6% Elapsed: 1:18:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6808 
[INFO] 2020-09-16 00:30:58 > Step:   57300 Progress: 28.6% Elapsed: 1:18:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.85772 
[INFO] 2020-09-16 00:31:01 > Step:   57400 Progress: 28.7% Elapsed: 1:18:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.18305 
[INFO] 2020-09-16 00:31:05 > Step:   57500 Progress: 28.7% Elapsed: 1:18:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.34759 
[INFO] 2020-09-16 00:31:09 > Step:   57600 Progress: 28.8% Elapsed: 1:18:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.78193 
[INFO] 2020-09-16 00:31:13 > Step:   57700 Progress: 28.8% Elapsed: 1:18:53 temperature: no ada_p: No Discriminator_loss: 0.00913793 Generator_loss: 7.37816 
[INFO] 2020-09-16 00:31:17 > Step:   57800 Progress: 28.9% Elapsed: 1:18:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.32083 
[INFO] 2020-09-16 00:31:21 > Step:   57900 Progress: 28.9% Elapsed: 1:19:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.2631 
[INFO] 2020-09-16 00:31:25 > Step:   58000 Progress: 29.0% Elapsed: 1:19:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.4198 
[INFO] 2020-09-16 00:31:25 > Start Evaluation (58000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:32:55 > F_8 score (Step: 58000, Using test images): 0.7442372721186956
[INFO] 2020-09-16 00:32:55 > F_1/8 score (Step: 58000, Using test images): 0.8422798588292797
[INFO] 2020-09-16 00:32:55 > FID score (Step: 58000, Using test moments): 58.08822615097722
[INFO] 2020-09-16 00:32:55 > Inception score (Step: 58000, 10000 generated images): 6.0331878662109375
[INFO] 2020-09-16 00:32:55 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:32:56 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:32:59 > Step:   58100 Progress: 29.0% Elapsed: 1:20:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89564 
[INFO] 2020-09-16 00:33:03 > Step:   58200 Progress: 29.1% Elapsed: 1:20:44 temperature: no ada_p: No Discriminator_loss: 0.0381139 Generator_loss: 11.2514 
[INFO] 2020-09-16 00:33:07 > Step:   58300 Progress: 29.1% Elapsed: 1:20:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.7507 
[INFO] 2020-09-16 00:33:11 > Step:   58400 Progress: 29.2% Elapsed: 1:20:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9594 
[INFO] 2020-09-16 00:33:15 > Step:   58500 Progress: 29.2% Elapsed: 1:20:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.8255 
[INFO] 2020-09-16 00:33:19 > Step:   58600 Progress: 29.3% Elapsed: 1:20:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.60521 
[INFO] 2020-09-16 00:33:23 > Step:   58700 Progress: 29.3% Elapsed: 1:21:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.9877 
[INFO] 2020-09-16 00:33:26 > Step:   58800 Progress: 29.4% Elapsed: 1:21:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.52907 
[INFO] 2020-09-16 00:33:30 > Step:   58900 Progress: 29.4% Elapsed: 1:21:10 temperature: no ada_p: No Discriminator_loss: 0.00950417 Generator_loss: 4.52559 
[INFO] 2020-09-16 00:33:34 > Step:   59000 Progress: 29.5% Elapsed: 1:21:15 temperature: no ada_p: No Discriminator_loss: 0.00557895 Generator_loss: 9.23332 
[INFO] 2020-09-16 00:33:38 > Step:   59100 Progress: 29.5% Elapsed: 1:21:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.38908 
[INFO] 2020-09-16 00:33:42 > Step:   59200 Progress: 29.6% Elapsed: 1:21:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.40452 
[INFO] 2020-09-16 00:33:46 > Step:   59300 Progress: 29.6% Elapsed: 1:21:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.98581 
[INFO] 2020-09-16 00:33:50 > Step:   59400 Progress: 29.7% Elapsed: 1:21:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.4594 
[INFO] 2020-09-16 00:33:54 > Step:   59500 Progress: 29.8% Elapsed: 1:21:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.82328 
[INFO] 2020-09-16 00:33:57 > Step:   59600 Progress: 29.8% Elapsed: 1:21:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5278 
[INFO] 2020-09-16 00:34:01 > Step:   59700 Progress: 29.8% Elapsed: 1:21:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.33984 
[INFO] 2020-09-16 00:34:05 > Step:   59800 Progress: 29.9% Elapsed: 1:21:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.2644 
[INFO] 2020-09-16 00:34:09 > Step:   59900 Progress: 29.9% Elapsed: 1:21:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.8355 
[INFO] 2020-09-16 00:34:13 > Step:   60000 Progress: 30.0% Elapsed: 1:21:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.81795 
[INFO] 2020-09-16 00:34:13 > Start Evaluation (60000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:35:42 > F_8 score (Step: 60000, Using test images): 0.8207737058445533
[INFO] 2020-09-16 00:35:42 > F_1/8 score (Step: 60000, Using test images): 0.8214823540185053
[INFO] 2020-09-16 00:35:42 > FID score (Step: 60000, Using test moments): 51.11196985728429
[INFO] 2020-09-16 00:35:42 > Inception score (Step: 60000, 10000 generated images): 6.563885688781738
[INFO] 2020-09-16 00:35:42 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:35:42 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:35:46 > Step:   60100 Progress: 30.0% Elapsed: 1:23:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.31492 
[INFO] 2020-09-16 00:35:50 > Step:   60200 Progress: 30.1% Elapsed: 1:23:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.27571 
[INFO] 2020-09-16 00:35:54 > Step:   60300 Progress: 30.1% Elapsed: 1:23:34 temperature: no ada_p: No Discriminator_loss: 3.52692 Generator_loss: 8.31867 
[INFO] 2020-09-16 00:35:58 > Step:   60400 Progress: 30.2% Elapsed: 1:23:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.06746 
[INFO] 2020-09-16 00:36:02 > Step:   60500 Progress: 30.2% Elapsed: 1:23:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.9182 
[INFO] 2020-09-16 00:36:06 > Step:   60600 Progress: 30.3% Elapsed: 1:23:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.74271 
[INFO] 2020-09-16 00:36:10 > Step:   60700 Progress: 30.3% Elapsed: 1:23:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.52489 
[INFO] 2020-09-16 00:36:13 > Step:   60800 Progress: 30.4% Elapsed: 1:23:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.8413 
[INFO] 2020-09-16 00:36:17 > Step:   60900 Progress: 30.4% Elapsed: 1:23:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.37551 
[INFO] 2020-09-16 00:36:21 > Step:   61000 Progress: 30.5% Elapsed: 1:24:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.1491 
[INFO] 2020-09-16 00:36:25 > Step:   61100 Progress: 30.6% Elapsed: 1:24:05 temperature: no ada_p: No Discriminator_loss: 0.0115398 Generator_loss: 10.2136 
[INFO] 2020-09-16 00:36:29 > Step:   61200 Progress: 30.6% Elapsed: 1:24:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.45437 
[INFO] 2020-09-16 00:36:33 > Step:   61300 Progress: 30.6% Elapsed: 1:24:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.32225 
[INFO] 2020-09-16 00:36:37 > Step:   61400 Progress: 30.7% Elapsed: 1:24:17 temperature: no ada_p: No Discriminator_loss: 0.213694 Generator_loss: 4.79772 
[INFO] 2020-09-16 00:36:41 > Step:   61500 Progress: 30.8% Elapsed: 1:24:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.04684 
[INFO] 2020-09-16 00:36:44 > Step:   61600 Progress: 30.8% Elapsed: 1:24:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.062 
[INFO] 2020-09-16 00:36:48 > Step:   61700 Progress: 30.9% Elapsed: 1:24:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -1.11659 
[INFO] 2020-09-16 00:36:52 > Step:   61800 Progress: 30.9% Elapsed: 1:24:32 temperature: no ada_p: No Discriminator_loss: 0.00196256 Generator_loss: 4.16743 
[INFO] 2020-09-16 00:36:56 > Step:   61900 Progress: 30.9% Elapsed: 1:24:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.57395 
[INFO] 2020-09-16 00:37:00 > Step:   62000 Progress: 31.0% Elapsed: 1:24:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6353 
[INFO] 2020-09-16 00:37:00 > Start Evaluation (62000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:38:28 > F_8 score (Step: 62000, Using test images): 0.7933995684901011
[INFO] 2020-09-16 00:38:28 > F_1/8 score (Step: 62000, Using test images): 0.8884223959793901
[INFO] 2020-09-16 00:38:28 > FID score (Step: 62000, Using test moments): 48.33824182095111
[INFO] 2020-09-16 00:38:28 > Inception score (Step: 62000, 10000 generated images): 6.345508575439453
[INFO] 2020-09-16 00:38:28 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:38:28 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:38:32 > Step:   62100 Progress: 31.1% Elapsed: 1:26:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.91901 
[INFO] 2020-09-16 00:38:36 > Step:   62200 Progress: 31.1% Elapsed: 1:26:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.70788 
[INFO] 2020-09-16 00:38:40 > Step:   62300 Progress: 31.1% Elapsed: 1:26:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.5487 
[INFO] 2020-09-16 00:38:43 > Step:   62400 Progress: 31.2% Elapsed: 1:26:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.8709 
[INFO] 2020-09-16 00:38:48 > Step:   62500 Progress: 31.2% Elapsed: 1:26:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.045858 
[INFO] 2020-09-16 00:38:51 > Step:   62600 Progress: 31.3% Elapsed: 1:26:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.63801 
[INFO] 2020-09-16 00:38:55 > Step:   62700 Progress: 31.4% Elapsed: 1:26:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.767 
[INFO] 2020-09-16 00:38:59 > Step:   62800 Progress: 31.4% Elapsed: 1:26:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.42923 
[INFO] 2020-09-16 00:39:03 > Step:   62900 Progress: 31.4% Elapsed: 1:26:43 temperature: no ada_p: No Discriminator_loss: 0.0589454 Generator_loss: 9.13402 
[INFO] 2020-09-16 00:39:07 > Step:   63000 Progress: 31.5% Elapsed: 1:26:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.00183 
[INFO] 2020-09-16 00:39:11 > Step:   63100 Progress: 31.6% Elapsed: 1:26:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.43386 
[INFO] 2020-09-16 00:39:14 > Step:   63200 Progress: 31.6% Elapsed: 1:26:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.841 
[INFO] 2020-09-16 00:39:19 > Step:   63300 Progress: 31.6% Elapsed: 1:26:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.04434 
[INFO] 2020-09-16 00:39:22 > Step:   63400 Progress: 31.7% Elapsed: 1:27:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.4717 
[INFO] 2020-09-16 00:39:26 > Step:   63500 Progress: 31.8% Elapsed: 1:27:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.6612 
[INFO] 2020-09-16 00:39:30 > Step:   63600 Progress: 31.8% Elapsed: 1:27:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6157 
[INFO] 2020-09-16 00:39:34 > Step:   63700 Progress: 31.9% Elapsed: 1:27:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.5501 
[INFO] 2020-09-16 00:39:38 > Step:   63800 Progress: 31.9% Elapsed: 1:27:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.8085 
[INFO] 2020-09-16 00:39:42 > Step:   63900 Progress: 31.9% Elapsed: 1:27:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.93462 
[INFO] 2020-09-16 00:39:45 > Step:   64000 Progress: 32.0% Elapsed: 1:27:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.51198 
[INFO] 2020-09-16 00:39:45 > Start Evaluation (64000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:41:15 > F_8 score (Step: 64000, Using test images): 0.6887675925462969
[INFO] 2020-09-16 00:41:15 > F_1/8 score (Step: 64000, Using test images): 0.8329640230797217
[INFO] 2020-09-16 00:41:15 > FID score (Step: 64000, Using test moments): 57.6568260000991
[INFO] 2020-09-16 00:41:15 > Inception score (Step: 64000, 10000 generated images): 5.550802230834961
[INFO] 2020-09-16 00:41:15 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:41:15 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:41:19 > Step:   64100 Progress: 32.0% Elapsed: 1:28:59 temperature: no ada_p: No Discriminator_loss: 0.00904699 Generator_loss: 10.5146 
[INFO] 2020-09-16 00:41:23 > Step:   64200 Progress: 32.1% Elapsed: 1:29:03 temperature: no ada_p: No Discriminator_loss: 0.252365 Generator_loss: 16.9137 
[INFO] 2020-09-16 00:41:27 > Step:   64300 Progress: 32.1% Elapsed: 1:29:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.7486 
[INFO] 2020-09-16 00:41:30 > Step:   64400 Progress: 32.2% Elapsed: 1:29:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.215 
[INFO] 2020-09-16 00:41:35 > Step:   64500 Progress: 32.2% Elapsed: 1:29:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.08015 
[INFO] 2020-09-16 00:41:38 > Step:   64600 Progress: 32.3% Elapsed: 1:29:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.97431 
[INFO] 2020-09-16 00:41:42 > Step:   64700 Progress: 32.4% Elapsed: 1:29:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6892 
[INFO] 2020-09-16 00:41:46 > Step:   64800 Progress: 32.4% Elapsed: 1:29:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5243 
[INFO] 2020-09-16 00:41:50 > Step:   64900 Progress: 32.5% Elapsed: 1:29:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.4968 
[INFO] 2020-09-16 00:41:54 > Step:   65000 Progress: 32.5% Elapsed: 1:29:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.06814 
[INFO] 2020-09-16 00:41:58 > Step:   65100 Progress: 32.6% Elapsed: 1:29:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.88594 
[INFO] 2020-09-16 00:42:01 > Step:   65200 Progress: 32.6% Elapsed: 1:29:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.89036 
[INFO] 2020-09-16 00:42:06 > Step:   65300 Progress: 32.6% Elapsed: 1:29:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.96681 
[INFO] 2020-09-16 00:42:09 > Step:   65400 Progress: 32.7% Elapsed: 1:29:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.77957 
[INFO] 2020-09-16 00:42:13 > Step:   65500 Progress: 32.8% Elapsed: 1:29:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.70426 
[INFO] 2020-09-16 00:42:17 > Step:   65600 Progress: 32.8% Elapsed: 1:29:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.39857 
[INFO] 2020-09-16 00:42:21 > Step:   65700 Progress: 32.9% Elapsed: 1:30:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.80591 
[INFO] 2020-09-16 00:42:25 > Step:   65800 Progress: 32.9% Elapsed: 1:30:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5368 
[INFO] 2020-09-16 00:42:29 > Step:   65900 Progress: 33.0% Elapsed: 1:30:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.01217 
[INFO] 2020-09-16 00:42:33 > Step:   66000 Progress: 33.0% Elapsed: 1:30:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.59005 
[INFO] 2020-09-16 00:42:33 > Start Evaluation (66000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:44:04 > F_8 score (Step: 66000, Using test images): 0.6494777304213815
[INFO] 2020-09-16 00:44:04 > F_1/8 score (Step: 66000, Using test images): 0.6981364990663248
[INFO] 2020-09-16 00:44:04 > FID score (Step: 66000, Using test moments): 72.19907362061849
[INFO] 2020-09-16 00:44:04 > Inception score (Step: 66000, 10000 generated images): 5.2821269035339355
[INFO] 2020-09-16 00:44:04 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:44:05 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:44:08 > Step:   66100 Progress: 33.1% Elapsed: 1:31:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.15387 
[INFO] 2020-09-16 00:44:12 > Step:   66200 Progress: 33.1% Elapsed: 1:31:52 temperature: no ada_p: No Discriminator_loss: 0.579612 Generator_loss: 5.02784 
[INFO] 2020-09-16 00:44:16 > Step:   66300 Progress: 33.1% Elapsed: 1:31:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.33867 
[INFO] 2020-09-16 00:44:20 > Step:   66400 Progress: 33.2% Elapsed: 1:32:00 temperature: no ada_p: No Discriminator_loss: 0.00644866 Generator_loss: 15.8817 
[INFO] 2020-09-16 00:44:24 > Step:   66500 Progress: 33.2% Elapsed: 1:32:04 temperature: no ada_p: No Discriminator_loss: 0.000562095 Generator_loss: 7.98246 
[INFO] 2020-09-16 00:44:28 > Step:   66600 Progress: 33.3% Elapsed: 1:32:08 temperature: no ada_p: No Discriminator_loss: 0.0256401 Generator_loss: 8.67929 
[INFO] 2020-09-16 00:44:31 > Step:   66700 Progress: 33.4% Elapsed: 1:32:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.55841 
[INFO] 2020-09-16 00:44:36 > Step:   66800 Progress: 33.4% Elapsed: 1:32:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.3371 
[INFO] 2020-09-16 00:44:39 > Step:   66900 Progress: 33.5% Elapsed: 1:32:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.51652 
[INFO] 2020-09-16 00:44:43 > Step:   67000 Progress: 33.5% Elapsed: 1:32:23 temperature: no ada_p: No Discriminator_loss: 0.0461596 Generator_loss: 4.22103 
[INFO] 2020-09-16 00:44:47 > Step:   67100 Progress: 33.6% Elapsed: 1:32:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.9445 
[INFO] 2020-09-16 00:44:51 > Step:   67200 Progress: 33.6% Elapsed: 1:32:31 temperature: no ada_p: No Discriminator_loss: 0.0515095 Generator_loss: 6.39198 
[INFO] 2020-09-16 00:44:55 > Step:   67300 Progress: 33.7% Elapsed: 1:32:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.57882 
[INFO] 2020-09-16 00:44:59 > Step:   67400 Progress: 33.7% Elapsed: 1:32:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.81877 
[INFO] 2020-09-16 00:45:02 > Step:   67500 Progress: 33.8% Elapsed: 1:32:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.627 
[INFO] 2020-09-16 00:45:07 > Step:   67600 Progress: 33.8% Elapsed: 1:32:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.20268 
[INFO] 2020-09-16 00:45:10 > Step:   67700 Progress: 33.9% Elapsed: 1:32:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.4511 
[INFO] 2020-09-16 00:45:14 > Step:   67800 Progress: 33.9% Elapsed: 1:32:54 temperature: no ada_p: No Discriminator_loss: 0.10036 Generator_loss: 11.5274 
[INFO] 2020-09-16 00:45:18 > Step:   67900 Progress: 34.0% Elapsed: 1:32:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.32278 
[INFO] 2020-09-16 00:45:22 > Step:   68000 Progress: 34.0% Elapsed: 1:33:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.2257 
[INFO] 2020-09-16 00:45:22 > Start Evaluation (68000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:46:50 > F_8 score (Step: 68000, Using test images): 0.6979489570731249
[INFO] 2020-09-16 00:46:50 > F_1/8 score (Step: 68000, Using test images): 0.723922314799347
[INFO] 2020-09-16 00:46:50 > FID score (Step: 68000, Using test moments): 66.35023749934993
[INFO] 2020-09-16 00:46:50 > Inception score (Step: 68000, 10000 generated images): 5.7491655349731445
[INFO] 2020-09-16 00:46:50 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:46:50 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:46:54 > Step:   68100 Progress: 34.1% Elapsed: 1:34:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.43534 
[INFO] 2020-09-16 00:46:58 > Step:   68200 Progress: 34.1% Elapsed: 1:34:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.21617 
[INFO] 2020-09-16 00:47:02 > Step:   68300 Progress: 34.2% Elapsed: 1:34:42 temperature: no ada_p: No Discriminator_loss: 0.402728 Generator_loss: 16.7646 
[INFO] 2020-09-16 00:47:06 > Step:   68400 Progress: 34.2% Elapsed: 1:34:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3252 
[INFO] 2020-09-16 00:47:10 > Step:   68500 Progress: 34.2% Elapsed: 1:34:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.43093 
[INFO] 2020-09-16 00:47:13 > Step:   68600 Progress: 34.3% Elapsed: 1:34:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.7965 
[INFO] 2020-09-16 00:47:17 > Step:   68700 Progress: 34.4% Elapsed: 1:34:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2711 
[INFO] 2020-09-16 00:47:21 > Step:   68800 Progress: 34.4% Elapsed: 1:35:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.08879 
[INFO] 2020-09-16 00:47:25 > Step:   68900 Progress: 34.4% Elapsed: 1:35:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.5072 
[INFO] 2020-09-16 00:47:29 > Step:   69000 Progress: 34.5% Elapsed: 1:35:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.3496 
[INFO] 2020-09-16 00:47:33 > Step:   69100 Progress: 34.5% Elapsed: 1:35:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.46647 
[INFO] 2020-09-16 00:47:37 > Step:   69200 Progress: 34.6% Elapsed: 1:35:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.6877 
[INFO] 2020-09-16 00:47:41 > Step:   69300 Progress: 34.6% Elapsed: 1:35:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.51877 
[INFO] 2020-09-16 00:47:44 > Step:   69400 Progress: 34.7% Elapsed: 1:35:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.9321 
[INFO] 2020-09-16 00:47:48 > Step:   69500 Progress: 34.8% Elapsed: 1:35:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.0536 
[INFO] 2020-09-16 00:47:52 > Step:   69600 Progress: 34.8% Elapsed: 1:35:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.05858 
[INFO] 2020-09-16 00:47:56 > Step:   69700 Progress: 34.8% Elapsed: 1:35:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.4826 
[INFO] 2020-09-16 00:48:00 > Step:   69800 Progress: 34.9% Elapsed: 1:35:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.88911 
[INFO] 2020-09-16 00:48:04 > Step:   69900 Progress: 34.9% Elapsed: 1:35:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4462 
[INFO] 2020-09-16 00:48:08 > Step:   70000 Progress: 35.0% Elapsed: 1:35:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.0309 
[INFO] 2020-09-16 00:48:08 > Start Evaluation (70000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:49:37 > F_8 score (Step: 70000, Using test images): 0.6286365069561045
[INFO] 2020-09-16 00:49:37 > F_1/8 score (Step: 70000, Using test images): 0.7776435892322417
[INFO] 2020-09-16 00:49:37 > FID score (Step: 70000, Using test moments): 64.27660333167381
[INFO] 2020-09-16 00:49:37 > Inception score (Step: 70000, 10000 generated images): 5.90673303604126
[INFO] 2020-09-16 00:49:37 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:49:37 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:49:41 > Step:   70100 Progress: 35.0% Elapsed: 1:37:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3669 
[INFO] 2020-09-16 00:49:45 > Step:   70200 Progress: 35.1% Elapsed: 1:37:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.75556 
[INFO] 2020-09-16 00:49:49 > Step:   70300 Progress: 35.1% Elapsed: 1:37:29 temperature: no ada_p: No Discriminator_loss: 0.00975864 Generator_loss: 3.83819 
[INFO] 2020-09-16 00:49:53 > Step:   70400 Progress: 35.2% Elapsed: 1:37:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.54721 
[INFO] 2020-09-16 00:49:56 > Step:   70500 Progress: 35.2% Elapsed: 1:37:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.04267 
[INFO] 2020-09-16 00:50:00 > Step:   70600 Progress: 35.3% Elapsed: 1:37:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.2911 
[INFO] 2020-09-16 00:50:04 > Step:   70700 Progress: 35.4% Elapsed: 1:37:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.34683 
[INFO] 2020-09-16 00:50:08 > Step:   70800 Progress: 35.4% Elapsed: 1:37:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.47229 
[INFO] 2020-09-16 00:50:12 > Step:   70900 Progress: 35.4% Elapsed: 1:37:52 temperature: no ada_p: No Discriminator_loss: 0.0279296 Generator_loss: 4.27514 
[INFO] 2020-09-16 00:50:16 > Step:   71000 Progress: 35.5% Elapsed: 1:37:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.86642 
[INFO] 2020-09-16 00:50:20 > Step:   71100 Progress: 35.5% Elapsed: 1:38:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.87695 
[INFO] 2020-09-16 00:50:24 > Step:   71200 Progress: 35.6% Elapsed: 1:38:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.5207 
[INFO] 2020-09-16 00:50:27 > Step:   71300 Progress: 35.6% Elapsed: 1:38:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.54045 
[INFO] 2020-09-16 00:50:31 > Step:   71400 Progress: 35.7% Elapsed: 1:38:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.59581 
[INFO] 2020-09-16 00:50:35 > Step:   71500 Progress: 35.8% Elapsed: 1:38:15 temperature: no ada_p: No Discriminator_loss: 0.0152902 Generator_loss: 5.78109 
[INFO] 2020-09-16 00:50:39 > Step:   71600 Progress: 35.8% Elapsed: 1:38:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.84642 
[INFO] 2020-09-16 00:50:43 > Step:   71700 Progress: 35.9% Elapsed: 1:38:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.49051 
[INFO] 2020-09-16 00:50:47 > Step:   71800 Progress: 35.9% Elapsed: 1:38:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.14534 
[INFO] 2020-09-16 00:50:51 > Step:   71900 Progress: 35.9% Elapsed: 1:38:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.97777 
[INFO] 2020-09-16 00:50:55 > Step:   72000 Progress: 36.0% Elapsed: 1:38:35 temperature: no ada_p: No Discriminator_loss: 0.0231161 Generator_loss: 9.07252 
[INFO] 2020-09-16 00:50:55 > Start Evaluation (72000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:52:24 > F_8 score (Step: 72000, Using test images): 0.48284936436835835
[INFO] 2020-09-16 00:52:24 > F_1/8 score (Step: 72000, Using test images): 0.6274281470623706
[INFO] 2020-09-16 00:52:24 > FID score (Step: 72000, Using test moments): 86.76912570966203
[INFO] 2020-09-16 00:52:24 > Inception score (Step: 72000, 10000 generated images): 5.150537967681885
[INFO] 2020-09-16 00:52:24 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:52:24 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:52:27 > Step:   72100 Progress: 36.0% Elapsed: 1:40:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.28563 
[INFO] 2020-09-16 00:52:31 > Step:   72200 Progress: 36.1% Elapsed: 1:40:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.39274 
[INFO] 2020-09-16 00:52:35 > Step:   72300 Progress: 36.1% Elapsed: 1:40:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5857 
[INFO] 2020-09-16 00:52:39 > Step:   72400 Progress: 36.2% Elapsed: 1:40:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.40464 
[INFO] 2020-09-16 00:52:43 > Step:   72500 Progress: 36.2% Elapsed: 1:40:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.28617 
[INFO] 2020-09-16 00:52:47 > Step:   72600 Progress: 36.3% Elapsed: 1:40:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.17338 
[INFO] 2020-09-16 00:52:51 > Step:   72700 Progress: 36.4% Elapsed: 1:40:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3132 
[INFO] 2020-09-16 00:52:55 > Step:   72800 Progress: 36.4% Elapsed: 1:40:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.18764 
[INFO] 2020-09-16 00:52:58 > Step:   72900 Progress: 36.4% Elapsed: 1:40:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.1028 
[INFO] 2020-09-16 00:53:02 > Step:   73000 Progress: 36.5% Elapsed: 1:40:42 temperature: no ada_p: No Discriminator_loss: 0.00224016 Generator_loss: 6.05603 
[INFO] 2020-09-16 00:53:06 > Step:   73100 Progress: 36.5% Elapsed: 1:40:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3353 
[INFO] 2020-09-16 00:53:10 > Step:   73200 Progress: 36.6% Elapsed: 1:40:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3919 
[INFO] 2020-09-16 00:53:14 > Step:   73300 Progress: 36.6% Elapsed: 1:40:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.53 
[INFO] 2020-09-16 00:53:18 > Step:   73400 Progress: 36.7% Elapsed: 1:40:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.95182 
[INFO] 2020-09-16 00:53:22 > Step:   73500 Progress: 36.8% Elapsed: 1:41:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.4018 
[INFO] 2020-09-16 00:53:26 > Step:   73600 Progress: 36.8% Elapsed: 1:41:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.16624 
[INFO] 2020-09-16 00:53:29 > Step:   73700 Progress: 36.9% Elapsed: 1:41:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.7171 
[INFO] 2020-09-16 00:53:33 > Step:   73800 Progress: 36.9% Elapsed: 1:41:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6021 
[INFO] 2020-09-16 00:53:37 > Step:   73900 Progress: 37.0% Elapsed: 1:41:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.10514 
[INFO] 2020-09-16 00:53:41 > Step:   74000 Progress: 37.0% Elapsed: 1:41:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.84237 
[INFO] 2020-09-16 00:53:41 > Start Evaluation (74000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:55:09 > F_8 score (Step: 74000, Using test images): 0.5239673599134024
[INFO] 2020-09-16 00:55:09 > F_1/8 score (Step: 74000, Using test images): 0.6400274888907839
[INFO] 2020-09-16 00:55:09 > FID score (Step: 74000, Using test moments): 80.85556448578768
[INFO] 2020-09-16 00:55:09 > Inception score (Step: 74000, 10000 generated images): 5.399384498596191
[INFO] 2020-09-16 00:55:09 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:55:10 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:55:13 > Step:   74100 Progress: 37.0% Elapsed: 1:42:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6456 
[INFO] 2020-09-16 00:55:17 > Step:   74200 Progress: 37.1% Elapsed: 1:42:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.20732 
[INFO] 2020-09-16 00:55:21 > Step:   74300 Progress: 37.1% Elapsed: 1:43:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.74503 
[INFO] 2020-09-16 00:55:25 > Step:   74400 Progress: 37.2% Elapsed: 1:43:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.3298 
[INFO] 2020-09-16 00:55:29 > Step:   74500 Progress: 37.2% Elapsed: 1:43:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.9691 
[INFO] 2020-09-16 00:55:33 > Step:   74600 Progress: 37.3% Elapsed: 1:43:13 temperature: no ada_p: No Discriminator_loss: 0.155173 Generator_loss: 6.99986 
[INFO] 2020-09-16 00:55:37 > Step:   74700 Progress: 37.4% Elapsed: 1:43:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.4998 
[INFO] 2020-09-16 00:55:40 > Step:   74800 Progress: 37.4% Elapsed: 1:43:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.277 
[INFO] 2020-09-16 00:55:44 > Step:   74900 Progress: 37.5% Elapsed: 1:43:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.36947 
[INFO] 2020-09-16 00:55:48 > Step:   75000 Progress: 37.5% Elapsed: 1:43:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.68695 
[INFO] 2020-09-16 00:55:52 > Step:   75100 Progress: 37.5% Elapsed: 1:43:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5879 
[INFO] 2020-09-16 00:55:56 > Step:   75200 Progress: 37.6% Elapsed: 1:43:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.00934 
[INFO] 2020-09-16 00:56:00 > Step:   75300 Progress: 37.6% Elapsed: 1:43:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4246 
[INFO] 2020-09-16 00:56:04 > Step:   75400 Progress: 37.7% Elapsed: 1:43:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.11497 
[INFO] 2020-09-16 00:56:08 > Step:   75500 Progress: 37.8% Elapsed: 1:43:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.662 
[INFO] 2020-09-16 00:56:11 > Step:   75600 Progress: 37.8% Elapsed: 1:43:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.9743 
[INFO] 2020-09-16 00:56:15 > Step:   75700 Progress: 37.9% Elapsed: 1:43:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.61275 
[INFO] 2020-09-16 00:56:19 > Step:   75800 Progress: 37.9% Elapsed: 1:44:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.7086 
[INFO] 2020-09-16 00:56:23 > Step:   75900 Progress: 38.0% Elapsed: 1:44:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.1985 
[INFO] 2020-09-16 00:56:27 > Step:   76000 Progress: 38.0% Elapsed: 1:44:07 temperature: no ada_p: No Discriminator_loss: 0.00722869 Generator_loss: 3.65429 
[INFO] 2020-09-16 00:56:27 > Start Evaluation (76000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:57:56 > F_8 score (Step: 76000, Using test images): 0.4705637103474144
[INFO] 2020-09-16 00:57:56 > F_1/8 score (Step: 76000, Using test images): 0.5392187849815284
[INFO] 2020-09-16 00:57:56 > FID score (Step: 76000, Using test moments): 86.11277216023973
[INFO] 2020-09-16 00:57:56 > Inception score (Step: 76000, 10000 generated images): 4.103755474090576
[INFO] 2020-09-16 00:57:56 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 00:57:56 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 00:58:00 > Step:   76100 Progress: 38.0% Elapsed: 1:45:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.08757 
[INFO] 2020-09-16 00:58:04 > Step:   76200 Progress: 38.1% Elapsed: 1:45:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.45667 
[INFO] 2020-09-16 00:58:08 > Step:   76300 Progress: 38.1% Elapsed: 1:45:48 temperature: no ada_p: No Discriminator_loss: 0.0892577 Generator_loss: 1.35006 
[INFO] 2020-09-16 00:58:12 > Step:   76400 Progress: 38.2% Elapsed: 1:45:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.932 
[INFO] 2020-09-16 00:58:15 > Step:   76500 Progress: 38.2% Elapsed: 1:45:56 temperature: no ada_p: No Discriminator_loss: 0.012962 Generator_loss: 1.36997 
[INFO] 2020-09-16 00:58:20 > Step:   76600 Progress: 38.3% Elapsed: 1:46:00 temperature: no ada_p: No Discriminator_loss: 0.0537472 Generator_loss: 8.20751 
[INFO] 2020-09-16 00:58:23 > Step:   76700 Progress: 38.4% Elapsed: 1:46:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.83905 
[INFO] 2020-09-16 00:58:27 > Step:   76800 Progress: 38.4% Elapsed: 1:46:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.6147 
[INFO] 2020-09-16 00:58:31 > Step:   76900 Progress: 38.5% Elapsed: 1:46:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.91019 
[INFO] 2020-09-16 00:58:35 > Step:   77000 Progress: 38.5% Elapsed: 1:46:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2628 
[INFO] 2020-09-16 00:58:39 > Step:   77100 Progress: 38.6% Elapsed: 1:46:19 temperature: no ada_p: No Discriminator_loss: 0.557439 Generator_loss: 13.3749 
[INFO] 2020-09-16 00:58:43 > Step:   77200 Progress: 38.6% Elapsed: 1:46:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.50224 
[INFO] 2020-09-16 00:58:46 > Step:   77300 Progress: 38.6% Elapsed: 1:46:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.60362 
[INFO] 2020-09-16 00:58:51 > Step:   77400 Progress: 38.7% Elapsed: 1:46:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6418 
[INFO] 2020-09-16 00:58:54 > Step:   77500 Progress: 38.8% Elapsed: 1:46:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.39045 
[INFO] 2020-09-16 00:58:58 > Step:   77600 Progress: 38.8% Elapsed: 1:46:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.36455 
[INFO] 2020-09-16 00:59:02 > Step:   77700 Progress: 38.9% Elapsed: 1:46:42 temperature: no ada_p: No Discriminator_loss: 0.0965966 Generator_loss: 5.91164 
[INFO] 2020-09-16 00:59:06 > Step:   77800 Progress: 38.9% Elapsed: 1:46:46 temperature: no ada_p: No Discriminator_loss: 0.00987167 Generator_loss: 3.69597 
[INFO] 2020-09-16 00:59:10 > Step:   77900 Progress: 39.0% Elapsed: 1:46:50 temperature: no ada_p: No Discriminator_loss: 0.073204 Generator_loss: 11.7568 
[INFO] 2020-09-16 00:59:14 > Step:   78000 Progress: 39.0% Elapsed: 1:46:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.07216 
[INFO] 2020-09-16 00:59:14 > Start Evaluation (78000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:00:42 > F_8 score (Step: 78000, Using test images): 0.4862539006987311
[INFO] 2020-09-16 01:00:42 > F_1/8 score (Step: 78000, Using test images): 0.5064051206901545
[INFO] 2020-09-16 01:00:42 > FID score (Step: 78000, Using test moments): 110.15284323851921
[INFO] 2020-09-16 01:00:42 > Inception score (Step: 78000, 10000 generated images): 4.480777740478516
[INFO] 2020-09-16 01:00:42 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:00:42 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:00:46 > Step:   78100 Progress: 39.1% Elapsed: 1:48:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.68745 
[INFO] 2020-09-16 01:00:50 > Step:   78200 Progress: 39.1% Elapsed: 1:48:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.41501 
[INFO] 2020-09-16 01:00:54 > Step:   78300 Progress: 39.1% Elapsed: 1:48:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.1507 
[INFO] 2020-09-16 01:00:58 > Step:   78400 Progress: 39.2% Elapsed: 1:48:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.64203 
[INFO] 2020-09-16 01:01:02 > Step:   78500 Progress: 39.2% Elapsed: 1:48:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.6103 
[INFO] 2020-09-16 01:01:06 > Step:   78600 Progress: 39.3% Elapsed: 1:48:46 temperature: no ada_p: No Discriminator_loss: 0.0256878 Generator_loss: 4.84861 
[INFO] 2020-09-16 01:01:10 > Step:   78700 Progress: 39.4% Elapsed: 1:48:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.2831 
[INFO] 2020-09-16 01:01:13 > Step:   78800 Progress: 39.4% Elapsed: 1:48:53 temperature: no ada_p: No Discriminator_loss: 0.305263 Generator_loss: 6.29238 
[INFO] 2020-09-16 01:01:17 > Step:   78900 Progress: 39.5% Elapsed: 1:48:58 temperature: no ada_p: No Discriminator_loss: 1.95754 Generator_loss: -3.08997 
[INFO] 2020-09-16 01:01:21 > Step:   79000 Progress: 39.5% Elapsed: 1:49:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9379 
[INFO] 2020-09-16 01:01:25 > Step:   79100 Progress: 39.6% Elapsed: 1:49:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.27844 
[INFO] 2020-09-16 01:01:29 > Step:   79200 Progress: 39.6% Elapsed: 1:49:09 temperature: no ada_p: No Discriminator_loss: 0.00730903 Generator_loss: 4.68315 
[INFO] 2020-09-16 01:01:33 > Step:   79300 Progress: 39.6% Elapsed: 1:49:13 temperature: no ada_p: No Discriminator_loss: 0.193461 Generator_loss: 23.3206 
[INFO] 2020-09-16 01:01:37 > Step:   79400 Progress: 39.7% Elapsed: 1:49:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.40875 
[INFO] 2020-09-16 01:01:40 > Step:   79500 Progress: 39.8% Elapsed: 1:49:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.49351 
[INFO] 2020-09-16 01:01:44 > Step:   79600 Progress: 39.8% Elapsed: 1:49:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4151 
[INFO] 2020-09-16 01:01:48 > Step:   79700 Progress: 39.9% Elapsed: 1:49:29 temperature: no ada_p: No Discriminator_loss: 0.151972 Generator_loss: 6.52274 
[INFO] 2020-09-16 01:01:52 > Step:   79800 Progress: 39.9% Elapsed: 1:49:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.4498 
[INFO] 2020-09-16 01:01:56 > Step:   79900 Progress: 40.0% Elapsed: 1:49:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.00625 
[INFO] 2020-09-16 01:02:00 > Step:   80000 Progress: 40.0% Elapsed: 1:49:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.5009 
[INFO] 2020-09-16 01:02:00 > Start Evaluation (80000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:03:29 > F_8 score (Step: 80000, Using test images): 0.3503532268399528
[INFO] 2020-09-16 01:03:29 > F_1/8 score (Step: 80000, Using test images): 0.5295080657148288
[INFO] 2020-09-16 01:03:29 > FID score (Step: 80000, Using test moments): 104.64690528063602
[INFO] 2020-09-16 01:03:29 > Inception score (Step: 80000, 10000 generated images): 4.575306415557861
[INFO] 2020-09-16 01:03:29 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:03:29 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:03:34 > Step:   80100 Progress: 40.1% Elapsed: 1:51:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.86972 
[INFO] 2020-09-16 01:03:37 > Step:   80200 Progress: 40.1% Elapsed: 1:51:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.23272 
[INFO] 2020-09-16 01:03:41 > Step:   80300 Progress: 40.2% Elapsed: 1:51:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.88455 
[INFO] 2020-09-16 01:03:45 > Step:   80400 Progress: 40.2% Elapsed: 1:51:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1642 
[INFO] 2020-09-16 01:03:49 > Step:   80500 Progress: 40.2% Elapsed: 1:51:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.77648 
[INFO] 2020-09-16 01:03:53 > Step:   80600 Progress: 40.3% Elapsed: 1:51:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94801 
[INFO] 2020-09-16 01:03:57 > Step:   80700 Progress: 40.4% Elapsed: 1:51:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.75417 
[INFO] 2020-09-16 01:04:00 > Step:   80800 Progress: 40.4% Elapsed: 1:51:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.1223 
[INFO] 2020-09-16 01:04:05 > Step:   80900 Progress: 40.5% Elapsed: 1:51:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.83743 
[INFO] 2020-09-16 01:04:08 > Step:   81000 Progress: 40.5% Elapsed: 1:51:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 23.3344 
[INFO] 2020-09-16 01:04:12 > Step:   81100 Progress: 40.6% Elapsed: 1:51:52 temperature: no ada_p: No Discriminator_loss: 0.0264983 Generator_loss: 24.8027 
[INFO] 2020-09-16 01:04:16 > Step:   81200 Progress: 40.6% Elapsed: 1:51:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.89789 
[INFO] 2020-09-16 01:04:20 > Step:   81300 Progress: 40.6% Elapsed: 1:52:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.10549 
[INFO] 2020-09-16 01:04:24 > Step:   81400 Progress: 40.7% Elapsed: 1:52:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.08088 
[INFO] 2020-09-16 01:04:28 > Step:   81500 Progress: 40.8% Elapsed: 1:52:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02093 
[INFO] 2020-09-16 01:04:31 > Step:   81600 Progress: 40.8% Elapsed: 1:52:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.65256 
[INFO] 2020-09-16 01:04:35 > Step:   81700 Progress: 40.8% Elapsed: 1:52:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.99828 
[INFO] 2020-09-16 01:04:39 > Step:   81800 Progress: 40.9% Elapsed: 1:52:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.03344 
[INFO] 2020-09-16 01:04:43 > Step:   81900 Progress: 40.9% Elapsed: 1:52:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1039 
[INFO] 2020-09-16 01:04:47 > Step:   82000 Progress: 41.0% Elapsed: 1:52:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.8232 
[INFO] 2020-09-16 01:04:47 > Start Evaluation (82000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:06:17 > F_8 score (Step: 82000, Using test images): 0.4311202259472812
[INFO] 2020-09-16 01:06:17 > F_1/8 score (Step: 82000, Using test images): 0.5356581363725539
[INFO] 2020-09-16 01:06:17 > FID score (Step: 82000, Using test moments): 96.27431172068572
[INFO] 2020-09-16 01:06:17 > Inception score (Step: 82000, 10000 generated images): 4.520819664001465
[INFO] 2020-09-16 01:06:17 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:06:17 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:06:21 > Step:   82100 Progress: 41.0% Elapsed: 1:54:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.74962 
[INFO] 2020-09-16 01:06:25 > Step:   82200 Progress: 41.1% Elapsed: 1:54:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.3463 
[INFO] 2020-09-16 01:06:28 > Step:   82300 Progress: 41.1% Elapsed: 1:54:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.10878 
[INFO] 2020-09-16 01:06:33 > Step:   82400 Progress: 41.2% Elapsed: 1:54:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.68478 
[INFO] 2020-09-16 01:06:36 > Step:   82500 Progress: 41.2% Elapsed: 1:54:16 temperature: no ada_p: No Discriminator_loss: 0.00864189 Generator_loss: 3.45867 
[INFO] 2020-09-16 01:06:40 > Step:   82600 Progress: 41.3% Elapsed: 1:54:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6568 
[INFO] 2020-09-16 01:06:44 > Step:   82700 Progress: 41.3% Elapsed: 1:54:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.31615 
[INFO] 2020-09-16 01:06:48 > Step:   82800 Progress: 41.4% Elapsed: 1:54:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.51893 
[INFO] 2020-09-16 01:06:52 > Step:   82900 Progress: 41.4% Elapsed: 1:54:32 temperature: no ada_p: No Discriminator_loss: 0.274334 Generator_loss: 12.7099 
[INFO] 2020-09-16 01:06:56 > Step:   83000 Progress: 41.5% Elapsed: 1:54:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.8148 
[INFO] 2020-09-16 01:06:59 > Step:   83100 Progress: 41.5% Elapsed: 1:54:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9252 
[INFO] 2020-09-16 01:07:04 > Step:   83200 Progress: 41.6% Elapsed: 1:54:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.60738 
[INFO] 2020-09-16 01:07:07 > Step:   83300 Progress: 41.6% Elapsed: 1:54:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.39328 
[INFO] 2020-09-16 01:07:11 > Step:   83400 Progress: 41.7% Elapsed: 1:54:51 temperature: no ada_p: No Discriminator_loss: 0.900453 Generator_loss: 2.8662 
[INFO] 2020-09-16 01:07:15 > Step:   83500 Progress: 41.8% Elapsed: 1:54:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.38116 
[INFO] 2020-09-16 01:07:19 > Step:   83600 Progress: 41.8% Elapsed: 1:54:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.9029 
[INFO] 2020-09-16 01:07:23 > Step:   83700 Progress: 41.9% Elapsed: 1:55:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3584 
[INFO] 2020-09-16 01:07:27 > Step:   83800 Progress: 41.9% Elapsed: 1:55:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.70459 
[INFO] 2020-09-16 01:07:30 > Step:   83900 Progress: 41.9% Elapsed: 1:55:10 temperature: no ada_p: No Discriminator_loss: 2.27847 Generator_loss: 8.31871 
[INFO] 2020-09-16 01:07:34 > Step:   84000 Progress: 42.0% Elapsed: 1:55:15 temperature: no ada_p: No Discriminator_loss: 0.207094 Generator_loss: 19.736 
[INFO] 2020-09-16 01:07:35 > Start Evaluation (84000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:09:04 > F_8 score (Step: 84000, Using test images): 0.304863997651931
[INFO] 2020-09-16 01:09:04 > F_1/8 score (Step: 84000, Using test images): 0.5653329554043602
[INFO] 2020-09-16 01:09:04 > FID score (Step: 84000, Using test moments): 107.70219505554292
[INFO] 2020-09-16 01:09:04 > Inception score (Step: 84000, 10000 generated images): 4.8813347816467285
[INFO] 2020-09-16 01:09:04 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:09:04 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:09:08 > Step:   84100 Progress: 42.0% Elapsed: 1:56:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.14114 
[INFO] 2020-09-16 01:09:12 > Step:   84200 Progress: 42.1% Elapsed: 1:56:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.0689 
[INFO] 2020-09-16 01:09:15 > Step:   84300 Progress: 42.1% Elapsed: 1:56:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.20024 
[INFO] 2020-09-16 01:09:19 > Step:   84400 Progress: 42.2% Elapsed: 1:57:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.97824 
[INFO] 2020-09-16 01:09:23 > Step:   84500 Progress: 42.2% Elapsed: 1:57:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.47691 
[INFO] 2020-09-16 01:09:27 > Step:   84600 Progress: 42.3% Elapsed: 1:57:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.79105 
[INFO] 2020-09-16 01:09:31 > Step:   84700 Progress: 42.4% Elapsed: 1:57:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.47012 
[INFO] 2020-09-16 01:09:35 > Step:   84800 Progress: 42.4% Elapsed: 1:57:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.32067 
[INFO] 2020-09-16 01:09:39 > Step:   84900 Progress: 42.4% Elapsed: 1:57:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.1812 
[INFO] 2020-09-16 01:09:43 > Step:   85000 Progress: 42.5% Elapsed: 1:57:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.41529 
[INFO] 2020-09-16 01:09:46 > Step:   85100 Progress: 42.5% Elapsed: 1:57:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.67451 
[INFO] 2020-09-16 01:09:50 > Step:   85200 Progress: 42.6% Elapsed: 1:57:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.98422 
[INFO] 2020-09-16 01:09:54 > Step:   85300 Progress: 42.6% Elapsed: 1:57:34 temperature: no ada_p: No Discriminator_loss: 0.0261096 Generator_loss: 3.52735 
[INFO] 2020-09-16 01:09:58 > Step:   85400 Progress: 42.7% Elapsed: 1:57:38 temperature: no ada_p: No Discriminator_loss: 0.0109694 Generator_loss: 7.04454 
[INFO] 2020-09-16 01:10:02 > Step:   85500 Progress: 42.8% Elapsed: 1:57:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.12072 
[INFO] 2020-09-16 01:10:06 > Step:   85600 Progress: 42.8% Elapsed: 1:57:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.19563 
[INFO] 2020-09-16 01:10:10 > Step:   85700 Progress: 42.9% Elapsed: 1:57:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.55338 
[INFO] 2020-09-16 01:10:14 > Step:   85800 Progress: 42.9% Elapsed: 1:57:54 temperature: no ada_p: No Discriminator_loss: 1.87507 Generator_loss: 6.71852 
[INFO] 2020-09-16 01:10:17 > Step:   85900 Progress: 43.0% Elapsed: 1:57:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.56101 
[INFO] 2020-09-16 01:10:21 > Step:   86000 Progress: 43.0% Elapsed: 1:58:02 temperature: no ada_p: No Discriminator_loss: 0.405354 Generator_loss: 8.17297 
[INFO] 2020-09-16 01:10:21 > Start Evaluation (86000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:11:49 > F_8 score (Step: 86000, Using test images): 0.2540975948047775
[INFO] 2020-09-16 01:11:49 > F_1/8 score (Step: 86000, Using test images): 0.4571942514308106
[INFO] 2020-09-16 01:11:49 > FID score (Step: 86000, Using test moments): 112.6380847453292
[INFO] 2020-09-16 01:11:49 > Inception score (Step: 86000, 10000 generated images): 4.187824249267578
[INFO] 2020-09-16 01:11:49 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:11:49 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:11:53 > Step:   86100 Progress: 43.0% Elapsed: 1:59:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.2961 
[INFO] 2020-09-16 01:11:57 > Step:   86200 Progress: 43.1% Elapsed: 1:59:37 temperature: no ada_p: No Discriminator_loss: 2.59184 Generator_loss: 16.3653 
[INFO] 2020-09-16 01:12:00 > Step:   86300 Progress: 43.1% Elapsed: 1:59:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.48766 
[INFO] 2020-09-16 01:12:05 > Step:   86400 Progress: 43.2% Elapsed: 1:59:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.0406 
[INFO] 2020-09-16 01:12:08 > Step:   86500 Progress: 43.2% Elapsed: 1:59:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.8861 
[INFO] 2020-09-16 01:12:12 > Step:   86600 Progress: 43.3% Elapsed: 1:59:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.35229 
[INFO] 2020-09-16 01:12:16 > Step:   86700 Progress: 43.4% Elapsed: 1:59:56 temperature: no ada_p: No Discriminator_loss: 0.0112695 Generator_loss: 12.0143 
[INFO] 2020-09-16 01:12:20 > Step:   86800 Progress: 43.4% Elapsed: 2:00:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3216 
[INFO] 2020-09-16 01:12:24 > Step:   86900 Progress: 43.5% Elapsed: 2:00:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.35048 
[INFO] 2020-09-16 01:12:28 > Step:   87000 Progress: 43.5% Elapsed: 2:00:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.62011 
[INFO] 2020-09-16 01:12:32 > Step:   87100 Progress: 43.5% Elapsed: 2:00:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.89154 
[INFO] 2020-09-16 01:12:36 > Step:   87200 Progress: 43.6% Elapsed: 2:00:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.73022 
[INFO] 2020-09-16 01:12:39 > Step:   87300 Progress: 43.6% Elapsed: 2:00:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.367 
[INFO] 2020-09-16 01:12:43 > Step:   87400 Progress: 43.7% Elapsed: 2:00:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4519 
[INFO] 2020-09-16 01:12:47 > Step:   87500 Progress: 43.8% Elapsed: 2:00:27 temperature: no ada_p: No Discriminator_loss: 0.0443999 Generator_loss: 17.8554 
[INFO] 2020-09-16 01:12:51 > Step:   87600 Progress: 43.8% Elapsed: 2:00:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.9502 
[INFO] 2020-09-16 01:12:55 > Step:   87700 Progress: 43.9% Elapsed: 2:00:35 temperature: no ada_p: No Discriminator_loss: 0.0354985 Generator_loss: 6.64523 
[INFO] 2020-09-16 01:12:59 > Step:   87800 Progress: 43.9% Elapsed: 2:00:39 temperature: no ada_p: No Discriminator_loss: 0.0455554 Generator_loss: 6.95135 
[INFO] 2020-09-16 01:13:03 > Step:   87900 Progress: 44.0% Elapsed: 2:00:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.05955 
[INFO] 2020-09-16 01:13:06 > Step:   88000 Progress: 44.0% Elapsed: 2:00:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.85123 
[INFO] 2020-09-16 01:13:07 > Start Evaluation (88000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:14:36 > F_8 score (Step: 88000, Using test images): 0.3826952492003602
[INFO] 2020-09-16 01:14:36 > F_1/8 score (Step: 88000, Using test images): 0.43263056273258227
[INFO] 2020-09-16 01:14:36 > FID score (Step: 88000, Using test moments): 101.40428545090941
[INFO] 2020-09-16 01:14:36 > Inception score (Step: 88000, 10000 generated images): 4.280911445617676
[INFO] 2020-09-16 01:14:36 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:14:36 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:14:40 > Step:   88100 Progress: 44.0% Elapsed: 2:02:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.75517 
[INFO] 2020-09-16 01:14:44 > Step:   88200 Progress: 44.1% Elapsed: 2:02:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.1224 
[INFO] 2020-09-16 01:14:48 > Step:   88300 Progress: 44.1% Elapsed: 2:02:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.41568 
[INFO] 2020-09-16 01:14:52 > Step:   88400 Progress: 44.2% Elapsed: 2:02:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.17021 
[INFO] 2020-09-16 01:14:55 > Step:   88500 Progress: 44.2% Elapsed: 2:02:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.1176 
[INFO] 2020-09-16 01:14:59 > Step:   88600 Progress: 44.3% Elapsed: 2:02:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.84642 
[INFO] 2020-09-16 01:15:03 > Step:   88700 Progress: 44.4% Elapsed: 2:02:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8987 
[INFO] 2020-09-16 01:15:07 > Step:   88800 Progress: 44.4% Elapsed: 2:02:47 temperature: no ada_p: No Discriminator_loss: 0.999671 Generator_loss: 8.06806 
[INFO] 2020-09-16 01:15:11 > Step:   88900 Progress: 44.5% Elapsed: 2:02:51 temperature: no ada_p: No Discriminator_loss: 0.0365542 Generator_loss: 6.46169 
[INFO] 2020-09-16 01:15:15 > Step:   89000 Progress: 44.5% Elapsed: 2:02:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.66754 
[INFO] 2020-09-16 01:15:19 > Step:   89100 Progress: 44.5% Elapsed: 2:02:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.6873 
[INFO] 2020-09-16 01:15:23 > Step:   89200 Progress: 44.6% Elapsed: 2:03:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.73712 
[INFO] 2020-09-16 01:15:26 > Step:   89300 Progress: 44.6% Elapsed: 2:03:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.93814 
[INFO] 2020-09-16 01:15:30 > Step:   89400 Progress: 44.7% Elapsed: 2:03:10 temperature: no ada_p: No Discriminator_loss: 0.0211589 Generator_loss: 10.1905 
[INFO] 2020-09-16 01:15:34 > Step:   89500 Progress: 44.8% Elapsed: 2:03:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.6525 
[INFO] 2020-09-16 01:15:38 > Step:   89600 Progress: 44.8% Elapsed: 2:03:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.1932 
[INFO] 2020-09-16 01:15:42 > Step:   89700 Progress: 44.9% Elapsed: 2:03:22 temperature: no ada_p: No Discriminator_loss: 0.0396586 Generator_loss: 5.01849 
[INFO] 2020-09-16 01:15:46 > Step:   89800 Progress: 44.9% Elapsed: 2:03:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.23502 
[INFO] 2020-09-16 01:15:50 > Step:   89900 Progress: 45.0% Elapsed: 2:03:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.89312 
[INFO] 2020-09-16 01:15:54 > Step:   90000 Progress: 45.0% Elapsed: 2:03:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6483 
[INFO] 2020-09-16 01:15:54 > Start Evaluation (90000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:17:22 > F_8 score (Step: 90000, Using test images): 0.15743891124575657
[INFO] 2020-09-16 01:17:22 > F_1/8 score (Step: 90000, Using test images): 0.5107624875161886
[INFO] 2020-09-16 01:17:22 > FID score (Step: 90000, Using test moments): 121.35291270038647
[INFO] 2020-09-16 01:17:22 > Inception score (Step: 90000, 10000 generated images): 5.013889789581299
[INFO] 2020-09-16 01:17:22 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:17:22 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:17:25 > Step:   90100 Progress: 45.1% Elapsed: 2:05:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.7335 
[INFO] 2020-09-16 01:17:29 > Step:   90200 Progress: 45.1% Elapsed: 2:05:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.05638 
[INFO] 2020-09-16 01:17:33 > Step:   90300 Progress: 45.1% Elapsed: 2:05:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.6314 
[INFO] 2020-09-16 01:17:37 > Step:   90400 Progress: 45.2% Elapsed: 2:05:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.13972 
[INFO] 2020-09-16 01:17:41 > Step:   90500 Progress: 45.2% Elapsed: 2:05:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.94669 
[INFO] 2020-09-16 01:17:45 > Step:   90600 Progress: 45.3% Elapsed: 2:05:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.45588 
[INFO] 2020-09-16 01:17:49 > Step:   90700 Progress: 45.4% Elapsed: 2:05:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.5222 
[INFO] 2020-09-16 01:17:53 > Step:   90800 Progress: 45.4% Elapsed: 2:05:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.96204 
[INFO] 2020-09-16 01:17:56 > Step:   90900 Progress: 45.5% Elapsed: 2:05:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.98969 
[INFO] 2020-09-16 01:18:01 > Step:   91000 Progress: 45.5% Elapsed: 2:05:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.84472 
[INFO] 2020-09-16 01:18:04 > Step:   91100 Progress: 45.6% Elapsed: 2:05:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.695 
[INFO] 2020-09-16 01:18:08 > Step:   91200 Progress: 45.6% Elapsed: 2:05:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.89295 
[INFO] 2020-09-16 01:18:12 > Step:   91300 Progress: 45.6% Elapsed: 2:05:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.17986 
[INFO] 2020-09-16 01:18:16 > Step:   91400 Progress: 45.7% Elapsed: 2:05:56 temperature: no ada_p: No Discriminator_loss: 1.57303 Generator_loss: 18.435 
[INFO] 2020-09-16 01:18:20 > Step:   91500 Progress: 45.8% Elapsed: 2:06:00 temperature: no ada_p: No Discriminator_loss: 1.06408 Generator_loss: 3.57633 
[INFO] 2020-09-16 01:18:24 > Step:   91600 Progress: 45.8% Elapsed: 2:06:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.71697 
[INFO] 2020-09-16 01:18:27 > Step:   91700 Progress: 45.9% Elapsed: 2:06:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.45455 
[INFO] 2020-09-16 01:18:32 > Step:   91800 Progress: 45.9% Elapsed: 2:06:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.31996 
[INFO] 2020-09-16 01:18:35 > Step:   91900 Progress: 46.0% Elapsed: 2:06:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.9116 
[INFO] 2020-09-16 01:18:39 > Step:   92000 Progress: 46.0% Elapsed: 2:06:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.35201 
[INFO] 2020-09-16 01:18:39 > Start Evaluation (92000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:20:07 > F_8 score (Step: 92000, Using test images): 0.12693550156836253
[INFO] 2020-09-16 01:20:07 > F_1/8 score (Step: 92000, Using test images): 0.32824805344635927
[INFO] 2020-09-16 01:20:07 > FID score (Step: 92000, Using test moments): 152.56255391734538
[INFO] 2020-09-16 01:20:07 > Inception score (Step: 92000, 10000 generated images): 3.8224425315856934
[INFO] 2020-09-16 01:20:07 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:20:07 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:20:11 > Step:   92100 Progress: 46.1% Elapsed: 2:07:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.2338 
[INFO] 2020-09-16 01:20:15 > Step:   92200 Progress: 46.1% Elapsed: 2:07:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.71284 
[INFO] 2020-09-16 01:20:19 > Step:   92300 Progress: 46.2% Elapsed: 2:07:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.20952 
[INFO] 2020-09-16 01:20:22 > Step:   92400 Progress: 46.2% Elapsed: 2:08:03 temperature: no ada_p: No Discriminator_loss: 0.326555 Generator_loss: 13.3248 
[INFO] 2020-09-16 01:20:26 > Step:   92500 Progress: 46.2% Elapsed: 2:08:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.49333 
[INFO] 2020-09-16 01:20:30 > Step:   92600 Progress: 46.3% Elapsed: 2:08:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.55552 
[INFO] 2020-09-16 01:20:34 > Step:   92700 Progress: 46.4% Elapsed: 2:08:14 temperature: no ada_p: No Discriminator_loss: 0.00559077 Generator_loss: 17.6588 
[INFO] 2020-09-16 01:20:38 > Step:   92800 Progress: 46.4% Elapsed: 2:08:18 temperature: no ada_p: No Discriminator_loss: 0.0183768 Generator_loss: 16.7439 
[INFO] 2020-09-16 01:20:42 > Step:   92900 Progress: 46.5% Elapsed: 2:08:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.2088 
[INFO] 2020-09-16 01:20:46 > Step:   93000 Progress: 46.5% Elapsed: 2:08:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.20816 
[INFO] 2020-09-16 01:20:50 > Step:   93100 Progress: 46.6% Elapsed: 2:08:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.48347 
[INFO] 2020-09-16 01:20:53 > Step:   93200 Progress: 46.6% Elapsed: 2:08:34 temperature: no ada_p: No Discriminator_loss: 0.135238 Generator_loss: 0.684865 
[INFO] 2020-09-16 01:20:57 > Step:   93300 Progress: 46.7% Elapsed: 2:08:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.24887 
[INFO] 2020-09-16 01:21:01 > Step:   93400 Progress: 46.7% Elapsed: 2:08:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.9917 
[INFO] 2020-09-16 01:21:05 > Step:   93500 Progress: 46.8% Elapsed: 2:08:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.0956 
[INFO] 2020-09-16 01:21:09 > Step:   93600 Progress: 46.8% Elapsed: 2:08:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.69 
[INFO] 2020-09-16 01:21:13 > Step:   93700 Progress: 46.9% Elapsed: 2:08:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.6764 
[INFO] 2020-09-16 01:21:17 > Step:   93800 Progress: 46.9% Elapsed: 2:08:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.77461 
[INFO] 2020-09-16 01:21:21 > Step:   93900 Progress: 46.9% Elapsed: 2:09:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.12338 
[INFO] 2020-09-16 01:21:24 > Step:   94000 Progress: 47.0% Elapsed: 2:09:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.22051 
[INFO] 2020-09-16 01:21:24 > Start Evaluation (94000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:22:52 > F_8 score (Step: 94000, Using test images): 0.12173099492706821
[INFO] 2020-09-16 01:22:52 > F_1/8 score (Step: 94000, Using test images): 0.3256207207754872
[INFO] 2020-09-16 01:22:52 > FID score (Step: 94000, Using test moments): 168.29409011349588
[INFO] 2020-09-16 01:22:52 > Inception score (Step: 94000, 10000 generated images): 4.603583335876465
[INFO] 2020-09-16 01:22:52 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:22:52 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:22:56 > Step:   94100 Progress: 47.0% Elapsed: 2:10:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.479 
[INFO] 2020-09-16 01:23:00 > Step:   94200 Progress: 47.1% Elapsed: 2:10:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.56773 
[INFO] 2020-09-16 01:23:04 > Step:   94300 Progress: 47.1% Elapsed: 2:10:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.5297 
[INFO] 2020-09-16 01:23:08 > Step:   94400 Progress: 47.2% Elapsed: 2:10:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.23015 
[INFO] 2020-09-16 01:23:12 > Step:   94500 Progress: 47.2% Elapsed: 2:10:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 24.4596 
[INFO] 2020-09-16 01:23:16 > Step:   94600 Progress: 47.3% Elapsed: 2:10:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1412 
[INFO] 2020-09-16 01:23:19 > Step:   94700 Progress: 47.3% Elapsed: 2:11:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.75494 
[INFO] 2020-09-16 01:23:23 > Step:   94800 Progress: 47.4% Elapsed: 2:11:03 temperature: no ada_p: No Discriminator_loss: 0.0184984 Generator_loss: 25.5656 
[INFO] 2020-09-16 01:23:27 > Step:   94900 Progress: 47.4% Elapsed: 2:11:07 temperature: no ada_p: No Discriminator_loss: 0.0571705 Generator_loss: 8.67032 
[INFO] 2020-09-16 01:23:31 > Step:   95000 Progress: 47.5% Elapsed: 2:11:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.5194 
[INFO] 2020-09-16 01:23:35 > Step:   95100 Progress: 47.5% Elapsed: 2:11:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.93695 
[INFO] 2020-09-16 01:23:39 > Step:   95200 Progress: 47.6% Elapsed: 2:11:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.50707 
[INFO] 2020-09-16 01:23:43 > Step:   95300 Progress: 47.6% Elapsed: 2:11:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.64095 
[INFO] 2020-09-16 01:23:47 > Step:   95400 Progress: 47.7% Elapsed: 2:11:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.2018 
[INFO] 2020-09-16 01:23:50 > Step:   95500 Progress: 47.8% Elapsed: 2:11:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.86888 
[INFO] 2020-09-16 01:23:54 > Step:   95600 Progress: 47.8% Elapsed: 2:11:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.31205 
[INFO] 2020-09-16 01:23:58 > Step:   95700 Progress: 47.9% Elapsed: 2:11:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.96176 
[INFO] 2020-09-16 01:24:02 > Step:   95800 Progress: 47.9% Elapsed: 2:11:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.3129 
[INFO] 2020-09-16 01:24:06 > Step:   95900 Progress: 47.9% Elapsed: 2:11:46 temperature: no ada_p: No Discriminator_loss: 0.174428 Generator_loss: 8.23602 
[INFO] 2020-09-16 01:24:10 > Step:   96000 Progress: 48.0% Elapsed: 2:11:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.8034 
[INFO] 2020-09-16 01:24:10 > Start Evaluation (96000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:25:38 > F_8 score (Step: 96000, Using test images): 0.22620093927639184
[INFO] 2020-09-16 01:25:38 > F_1/8 score (Step: 96000, Using test images): 0.4591861681450674
[INFO] 2020-09-16 01:25:38 > FID score (Step: 96000, Using test moments): 150.37352198412623
[INFO] 2020-09-16 01:25:38 > Inception score (Step: 96000, 10000 generated images): 4.796389579772949
[INFO] 2020-09-16 01:25:38 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:25:38 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:25:42 > Step:   96100 Progress: 48.0% Elapsed: 2:13:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.3951 
[INFO] 2020-09-16 01:25:46 > Step:   96200 Progress: 48.1% Elapsed: 2:13:26 temperature: no ada_p: No Discriminator_loss: 0.330994 Generator_loss: 0.822206 
[INFO] 2020-09-16 01:25:49 > Step:   96300 Progress: 48.1% Elapsed: 2:13:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.0629 
[INFO] 2020-09-16 01:25:53 > Step:   96400 Progress: 48.2% Elapsed: 2:13:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3814 
[INFO] 2020-09-16 01:25:57 > Step:   96500 Progress: 48.2% Elapsed: 2:13:37 temperature: no ada_p: No Discriminator_loss: 0.0968318 Generator_loss: 3.09362 
[INFO] 2020-09-16 01:26:01 > Step:   96600 Progress: 48.3% Elapsed: 2:13:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.48309 
[INFO] 2020-09-16 01:26:05 > Step:   96700 Progress: 48.4% Elapsed: 2:13:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.79629 
[INFO] 2020-09-16 01:26:09 > Step:   96800 Progress: 48.4% Elapsed: 2:13:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.06017 
[INFO] 2020-09-16 01:26:13 > Step:   96900 Progress: 48.4% Elapsed: 2:13:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.89156 
[INFO] 2020-09-16 01:26:17 > Step:   97000 Progress: 48.5% Elapsed: 2:13:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.67952 
[INFO] 2020-09-16 01:26:20 > Step:   97100 Progress: 48.5% Elapsed: 2:14:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.02394 
[INFO] 2020-09-16 01:26:24 > Step:   97200 Progress: 48.6% Elapsed: 2:14:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.42284 
[INFO] 2020-09-16 01:26:28 > Step:   97300 Progress: 48.6% Elapsed: 2:14:09 temperature: no ada_p: No Discriminator_loss: 0.192105 Generator_loss: 9.11895 
[INFO] 2020-09-16 01:26:32 > Step:   97400 Progress: 48.7% Elapsed: 2:14:12 temperature: no ada_p: No Discriminator_loss: 0.0102538 Generator_loss: 6.87752 
[INFO] 2020-09-16 01:26:36 > Step:   97500 Progress: 48.8% Elapsed: 2:14:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.67196 
[INFO] 2020-09-16 01:26:40 > Step:   97600 Progress: 48.8% Elapsed: 2:14:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.76369 
[INFO] 2020-09-16 01:26:44 > Step:   97700 Progress: 48.9% Elapsed: 2:14:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.89416 
[INFO] 2020-09-16 01:26:48 > Step:   97800 Progress: 48.9% Elapsed: 2:14:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.24217 
[INFO] 2020-09-16 01:26:51 > Step:   97900 Progress: 48.9% Elapsed: 2:14:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.05023 
[INFO] 2020-09-16 01:26:55 > Step:   98000 Progress: 49.0% Elapsed: 2:14:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.08641 
[INFO] 2020-09-16 01:26:55 > Start Evaluation (98000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:28:24 > F_8 score (Step: 98000, Using test images): 0.15825617349987114
[INFO] 2020-09-16 01:28:24 > F_1/8 score (Step: 98000, Using test images): 0.35595272384400667
[INFO] 2020-09-16 01:28:24 > FID score (Step: 98000, Using test moments): 141.662620152251
[INFO] 2020-09-16 01:28:24 > Inception score (Step: 98000, 10000 generated images): 3.7738468647003174
[INFO] 2020-09-16 01:28:24 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:28:24 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:28:28 > Step:   98100 Progress: 49.0% Elapsed: 2:16:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.936 
[INFO] 2020-09-16 01:28:32 > Step:   98200 Progress: 49.1% Elapsed: 2:16:12 temperature: no ada_p: No Discriminator_loss: 0.203537 Generator_loss: 9.78659 
[INFO] 2020-09-16 01:28:36 > Step:   98300 Progress: 49.1% Elapsed: 2:16:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.48935 
[INFO] 2020-09-16 01:28:40 > Step:   98400 Progress: 49.2% Elapsed: 2:16:20 temperature: no ada_p: No Discriminator_loss: 0.264493 Generator_loss: 3.82143 
[INFO] 2020-09-16 01:28:44 > Step:   98500 Progress: 49.2% Elapsed: 2:16:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.55079 
[INFO] 2020-09-16 01:28:48 > Step:   98600 Progress: 49.3% Elapsed: 2:16:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.10275 
[INFO] 2020-09-16 01:28:51 > Step:   98700 Progress: 49.4% Elapsed: 2:16:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.09756 
[INFO] 2020-09-16 01:28:55 > Step:   98800 Progress: 49.4% Elapsed: 2:16:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.9805 
[INFO] 2020-09-16 01:28:59 > Step:   98900 Progress: 49.5% Elapsed: 2:16:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.6811 
[INFO] 2020-09-16 01:29:03 > Step:   99000 Progress: 49.5% Elapsed: 2:16:43 temperature: no ada_p: No Discriminator_loss: 0.344854 Generator_loss: 15.2975 
[INFO] 2020-09-16 01:29:07 > Step:   99100 Progress: 49.5% Elapsed: 2:16:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.55426 
[INFO] 2020-09-16 01:29:11 > Step:   99200 Progress: 49.6% Elapsed: 2:16:51 temperature: no ada_p: No Discriminator_loss: 1.03177 Generator_loss: 2.6988 
[INFO] 2020-09-16 01:29:15 > Step:   99300 Progress: 49.6% Elapsed: 2:16:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.81112 
[INFO] 2020-09-16 01:29:19 > Step:   99400 Progress: 49.7% Elapsed: 2:16:59 temperature: no ada_p: No Discriminator_loss: 0.111212 Generator_loss: 7.3326 
[INFO] 2020-09-16 01:29:22 > Step:   99500 Progress: 49.8% Elapsed: 2:17:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.66788 
[INFO] 2020-09-16 01:29:26 > Step:   99600 Progress: 49.8% Elapsed: 2:17:07 temperature: no ada_p: No Discriminator_loss: 0.263139 Generator_loss: 6.61694 
[INFO] 2020-09-16 01:29:30 > Step:   99700 Progress: 49.9% Elapsed: 2:17:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5331 
[INFO] 2020-09-16 01:29:34 > Step:   99800 Progress: 49.9% Elapsed: 2:17:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.96972 
[INFO] 2020-09-16 01:29:38 > Step:   99900 Progress: 50.0% Elapsed: 2:17:18 temperature: no ada_p: No Discriminator_loss: 0.111103 Generator_loss: 7.37224 
[INFO] 2020-09-16 01:29:42 > Step:  100000 Progress: 50.0% Elapsed: 2:17:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.80513 
[INFO] 2020-09-16 01:29:42 > Start Evaluation (100000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:31:10 > F_8 score (Step: 100000, Using test images): 0.12203680309653823
[INFO] 2020-09-16 01:31:10 > F_1/8 score (Step: 100000, Using test images): 0.3327064236865788
[INFO] 2020-09-16 01:31:10 > FID score (Step: 100000, Using test moments): 148.24715612310254
[INFO] 2020-09-16 01:31:10 > Inception score (Step: 100000, 10000 generated images): 4.005514621734619
[INFO] 2020-09-16 01:31:10 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:31:10 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:31:14 > Step:  100100 Progress: 50.0% Elapsed: 2:18:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.87351 
[INFO] 2020-09-16 01:31:17 > Step:  100200 Progress: 50.1% Elapsed: 2:18:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.1277 
[INFO] 2020-09-16 01:31:21 > Step:  100300 Progress: 50.1% Elapsed: 2:19:01 temperature: no ada_p: No Discriminator_loss: 0.00137882 Generator_loss: 5.7471 
[INFO] 2020-09-16 01:31:25 > Step:  100400 Progress: 50.2% Elapsed: 2:19:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.69207 
[INFO] 2020-09-16 01:31:29 > Step:  100500 Progress: 50.2% Elapsed: 2:19:09 temperature: no ada_p: No Discriminator_loss: 0.00348359 Generator_loss: 6.44961 
[INFO] 2020-09-16 01:31:33 > Step:  100600 Progress: 50.3% Elapsed: 2:19:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.11731 
[INFO] 2020-09-16 01:31:37 > Step:  100700 Progress: 50.3% Elapsed: 2:19:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91951 
[INFO] 2020-09-16 01:31:41 > Step:  100800 Progress: 50.4% Elapsed: 2:19:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.92557 
[INFO] 2020-09-16 01:31:45 > Step:  100900 Progress: 50.4% Elapsed: 2:19:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -1.13157 
[INFO] 2020-09-16 01:31:48 > Step:  101000 Progress: 50.5% Elapsed: 2:19:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.2939 
[INFO] 2020-09-16 01:31:52 > Step:  101100 Progress: 50.5% Elapsed: 2:19:32 temperature: no ada_p: No Discriminator_loss: 0.0201386 Generator_loss: 5.51491 
[INFO] 2020-09-16 01:31:56 > Step:  101200 Progress: 50.6% Elapsed: 2:19:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.54417 
[INFO] 2020-09-16 01:32:00 > Step:  101300 Progress: 50.6% Elapsed: 2:19:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.48029 
[INFO] 2020-09-16 01:32:04 > Step:  101400 Progress: 50.7% Elapsed: 2:19:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.38501 
[INFO] 2020-09-16 01:32:08 > Step:  101500 Progress: 50.7% Elapsed: 2:19:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.7788 
[INFO] 2020-09-16 01:32:12 > Step:  101600 Progress: 50.8% Elapsed: 2:19:52 temperature: no ada_p: No Discriminator_loss: 0.00586746 Generator_loss: 6.2399 
[INFO] 2020-09-16 01:32:16 > Step:  101700 Progress: 50.8% Elapsed: 2:19:56 temperature: no ada_p: No Discriminator_loss: 0.00149686 Generator_loss: 13.3216 
[INFO] 2020-09-16 01:32:19 > Step:  101800 Progress: 50.9% Elapsed: 2:19:59 temperature: no ada_p: No Discriminator_loss: 0.017082 Generator_loss: 16.0311 
[INFO] 2020-09-16 01:32:23 > Step:  101900 Progress: 50.9% Elapsed: 2:20:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.998 
[INFO] 2020-09-16 01:32:27 > Step:  102000 Progress: 51.0% Elapsed: 2:20:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.36679 
[INFO] 2020-09-16 01:32:27 > Start Evaluation (102000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:33:56 > F_8 score (Step: 102000, Using test images): 0.20553155447221125
[INFO] 2020-09-16 01:33:56 > F_1/8 score (Step: 102000, Using test images): 0.35782760806744474
[INFO] 2020-09-16 01:33:56 > FID score (Step: 102000, Using test moments): 148.2693880864628
[INFO] 2020-09-16 01:33:56 > Inception score (Step: 102000, 10000 generated images): 4.175833225250244
[INFO] 2020-09-16 01:33:56 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:33:56 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:34:00 > Step:  102100 Progress: 51.0% Elapsed: 2:21:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.6976 
[INFO] 2020-09-16 01:34:04 > Step:  102200 Progress: 51.1% Elapsed: 2:21:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.71897 
[INFO] 2020-09-16 01:34:08 > Step:  102300 Progress: 51.1% Elapsed: 2:21:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.46984 
[INFO] 2020-09-16 01:34:12 > Step:  102400 Progress: 51.2% Elapsed: 2:21:52 temperature: no ada_p: No Discriminator_loss: 0.0362802 Generator_loss: 6.39304 
[INFO] 2020-09-16 01:34:15 > Step:  102500 Progress: 51.2% Elapsed: 2:21:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.77071 
[INFO] 2020-09-16 01:34:19 > Step:  102600 Progress: 51.3% Elapsed: 2:21:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83889 
[INFO] 2020-09-16 01:34:23 > Step:  102700 Progress: 51.3% Elapsed: 2:22:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.3438 
[INFO] 2020-09-16 01:34:27 > Step:  102800 Progress: 51.4% Elapsed: 2:22:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.2933 
[INFO] 2020-09-16 01:34:31 > Step:  102900 Progress: 51.4% Elapsed: 2:22:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.7252 
[INFO] 2020-09-16 01:34:35 > Step:  103000 Progress: 51.5% Elapsed: 2:22:15 temperature: no ada_p: No Discriminator_loss: 0.00136594 Generator_loss: 4.36173 
[INFO] 2020-09-16 01:34:39 > Step:  103100 Progress: 51.5% Elapsed: 2:22:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.5164 
[INFO] 2020-09-16 01:34:43 > Step:  103200 Progress: 51.6% Elapsed: 2:22:23 temperature: no ada_p: No Discriminator_loss: 0.0268596 Generator_loss: 5.166 
[INFO] 2020-09-16 01:34:46 > Step:  103300 Progress: 51.6% Elapsed: 2:22:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.444 
[INFO] 2020-09-16 01:34:50 > Step:  103400 Progress: 51.7% Elapsed: 2:22:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.92231 
[INFO] 2020-09-16 01:34:54 > Step:  103500 Progress: 51.7% Elapsed: 2:22:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.07117 
[INFO] 2020-09-16 01:34:58 > Step:  103600 Progress: 51.8% Elapsed: 2:22:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.32417 
[INFO] 2020-09-16 01:35:02 > Step:  103700 Progress: 51.8% Elapsed: 2:22:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.7887 
[INFO] 2020-09-16 01:35:06 > Step:  103800 Progress: 51.9% Elapsed: 2:22:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.28319 
[INFO] 2020-09-16 01:35:10 > Step:  103900 Progress: 51.9% Elapsed: 2:22:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.80128 
[INFO] 2020-09-16 01:35:14 > Step:  104000 Progress: 52.0% Elapsed: 2:22:54 temperature: no ada_p: No Discriminator_loss: 0.00754973 Generator_loss: 3.93245 
[INFO] 2020-09-16 01:35:14 > Start Evaluation (104000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:36:43 > F_8 score (Step: 104000, Using test images): 0.20869194523252027
[INFO] 2020-09-16 01:36:43 > F_1/8 score (Step: 104000, Using test images): 0.4048362235149764
[INFO] 2020-09-16 01:36:43 > FID score (Step: 104000, Using test moments): 153.4933381497156
[INFO] 2020-09-16 01:36:43 > Inception score (Step: 104000, 10000 generated images): 4.673189640045166
[INFO] 2020-09-16 01:36:43 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:36:43 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:36:47 > Step:  104100 Progress: 52.0% Elapsed: 2:24:27 temperature: no ada_p: No Discriminator_loss: 0.474531 Generator_loss: 5.68148 
[INFO] 2020-09-16 01:36:51 > Step:  104200 Progress: 52.1% Elapsed: 2:24:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.24123 
[INFO] 2020-09-16 01:36:55 > Step:  104300 Progress: 52.1% Elapsed: 2:24:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.24828 
[INFO] 2020-09-16 01:36:58 > Step:  104400 Progress: 52.2% Elapsed: 2:24:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.82549 
[INFO] 2020-09-16 01:37:02 > Step:  104500 Progress: 52.2% Elapsed: 2:24:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.1915 
[INFO] 2020-09-16 01:37:06 > Step:  104600 Progress: 52.3% Elapsed: 2:24:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.19786 
[INFO] 2020-09-16 01:37:10 > Step:  104700 Progress: 52.3% Elapsed: 2:24:50 temperature: no ada_p: No Discriminator_loss: 0.0269573 Generator_loss: 6.14342 
[INFO] 2020-09-16 01:37:14 > Step:  104800 Progress: 52.4% Elapsed: 2:24:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.09392 
[INFO] 2020-09-16 01:37:18 > Step:  104900 Progress: 52.4% Elapsed: 2:24:58 temperature: no ada_p: No Discriminator_loss: 0.0395874 Generator_loss: 6.92268 
[INFO] 2020-09-16 01:37:22 > Step:  105000 Progress: 52.5% Elapsed: 2:25:02 temperature: no ada_p: No Discriminator_loss: 0.0810781 Generator_loss: 4.25388 
[INFO] 2020-09-16 01:37:26 > Step:  105100 Progress: 52.5% Elapsed: 2:25:06 temperature: no ada_p: No Discriminator_loss: 0.0733763 Generator_loss: 11.4134 
[INFO] 2020-09-16 01:37:29 > Step:  105200 Progress: 52.6% Elapsed: 2:25:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.2542 
[INFO] 2020-09-16 01:37:33 > Step:  105300 Progress: 52.6% Elapsed: 2:25:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.7156 
[INFO] 2020-09-16 01:37:37 > Step:  105400 Progress: 52.7% Elapsed: 2:25:17 temperature: no ada_p: No Discriminator_loss: 0.011194 Generator_loss: 8.29759 
[INFO] 2020-09-16 01:37:41 > Step:  105500 Progress: 52.8% Elapsed: 2:25:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.04018 
[INFO] 2020-09-16 01:37:45 > Step:  105600 Progress: 52.8% Elapsed: 2:25:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 23.9653 
[INFO] 2020-09-16 01:37:49 > Step:  105700 Progress: 52.8% Elapsed: 2:25:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 22.608 
[INFO] 2020-09-16 01:37:53 > Step:  105800 Progress: 52.9% Elapsed: 2:25:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.90302 
[INFO] 2020-09-16 01:37:57 > Step:  105900 Progress: 52.9% Elapsed: 2:25:37 temperature: no ada_p: No Discriminator_loss: 0.00325534 Generator_loss: 6.37072 
[INFO] 2020-09-16 01:38:00 > Step:  106000 Progress: 53.0% Elapsed: 2:25:41 temperature: no ada_p: No Discriminator_loss: 0.256711 Generator_loss: 5.71274 
[INFO] 2020-09-16 01:38:00 > Start Evaluation (106000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:39:29 > F_8 score (Step: 106000, Using test images): 0.14201843882939502
[INFO] 2020-09-16 01:39:29 > F_1/8 score (Step: 106000, Using test images): 0.41400696369210666
[INFO] 2020-09-16 01:39:29 > FID score (Step: 106000, Using test moments): 143.19398442416423
[INFO] 2020-09-16 01:39:29 > Inception score (Step: 106000, 10000 generated images): 4.01418924331665
[INFO] 2020-09-16 01:39:29 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:39:30 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:39:33 > Step:  106100 Progress: 53.0% Elapsed: 2:27:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9986 
[INFO] 2020-09-16 01:39:37 > Step:  106200 Progress: 53.1% Elapsed: 2:27:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.52239 
[INFO] 2020-09-16 01:39:41 > Step:  106300 Progress: 53.1% Elapsed: 2:27:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.26908 
[INFO] 2020-09-16 01:39:45 > Step:  106400 Progress: 53.2% Elapsed: 2:27:25 temperature: no ada_p: No Discriminator_loss: 0.184188 Generator_loss: 18.0439 
[INFO] 2020-09-16 01:39:49 > Step:  106500 Progress: 53.2% Elapsed: 2:27:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.08023 
[INFO] 2020-09-16 01:39:53 > Step:  106600 Progress: 53.3% Elapsed: 2:27:33 temperature: no ada_p: No Discriminator_loss: 0.0232564 Generator_loss: 7.14735 
[INFO] 2020-09-16 01:39:57 > Step:  106700 Progress: 53.3% Elapsed: 2:27:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.50546 
[INFO] 2020-09-16 01:40:00 > Step:  106800 Progress: 53.4% Elapsed: 2:27:41 temperature: no ada_p: No Discriminator_loss: 0.30217 Generator_loss: 10.9503 
[INFO] 2020-09-16 01:40:04 > Step:  106900 Progress: 53.4% Elapsed: 2:27:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.47122 
[INFO] 2020-09-16 01:40:08 > Step:  107000 Progress: 53.5% Elapsed: 2:27:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.31178 
[INFO] 2020-09-16 01:40:12 > Step:  107100 Progress: 53.5% Elapsed: 2:27:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.96393 
[INFO] 2020-09-16 01:40:16 > Step:  107200 Progress: 53.6% Elapsed: 2:27:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.4496 
[INFO] 2020-09-16 01:40:20 > Step:  107300 Progress: 53.6% Elapsed: 2:28:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2875 
[INFO] 2020-09-16 01:40:24 > Step:  107400 Progress: 53.7% Elapsed: 2:28:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.06307 
[INFO] 2020-09-16 01:40:28 > Step:  107500 Progress: 53.8% Elapsed: 2:28:08 temperature: no ada_p: No Discriminator_loss: 0.063908 Generator_loss: 14.7072 
[INFO] 2020-09-16 01:40:31 > Step:  107600 Progress: 53.8% Elapsed: 2:28:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.28145 
[INFO] 2020-09-16 01:40:35 > Step:  107700 Progress: 53.8% Elapsed: 2:28:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.7424 
[INFO] 2020-09-16 01:40:39 > Step:  107800 Progress: 53.9% Elapsed: 2:28:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.38626 
[INFO] 2020-09-16 01:40:43 > Step:  107900 Progress: 53.9% Elapsed: 2:28:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.43823 
[INFO] 2020-09-16 01:40:47 > Step:  108000 Progress: 54.0% Elapsed: 2:28:27 temperature: no ada_p: No Discriminator_loss: 0.0288352 Generator_loss: 19.4524 
[INFO] 2020-09-16 01:40:47 > Start Evaluation (108000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:42:15 > F_8 score (Step: 108000, Using test images): 0.20510995237587523
[INFO] 2020-09-16 01:42:15 > F_1/8 score (Step: 108000, Using test images): 0.35065703253711233
[INFO] 2020-09-16 01:42:15 > FID score (Step: 108000, Using test moments): 149.45745367776163
[INFO] 2020-09-16 01:42:15 > Inception score (Step: 108000, 10000 generated images): 4.514842987060547
[INFO] 2020-09-16 01:42:15 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:42:15 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:42:19 > Step:  108100 Progress: 54.0% Elapsed: 2:29:59 temperature: no ada_p: No Discriminator_loss: 0.00197502 Generator_loss: 13.3898 
[INFO] 2020-09-16 01:42:23 > Step:  108200 Progress: 54.1% Elapsed: 2:30:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.5807 
[INFO] 2020-09-16 01:42:27 > Step:  108300 Progress: 54.1% Elapsed: 2:30:07 temperature: no ada_p: No Discriminator_loss: 0.0139601 Generator_loss: 7.41942 
[INFO] 2020-09-16 01:42:30 > Step:  108400 Progress: 54.2% Elapsed: 2:30:10 temperature: no ada_p: No Discriminator_loss: 0.0118416 Generator_loss: 5.1652 
[INFO] 2020-09-16 01:42:34 > Step:  108500 Progress: 54.2% Elapsed: 2:30:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6195 
[INFO] 2020-09-16 01:42:38 > Step:  108600 Progress: 54.3% Elapsed: 2:30:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.7814 
[INFO] 2020-09-16 01:42:42 > Step:  108700 Progress: 54.4% Elapsed: 2:30:22 temperature: no ada_p: No Discriminator_loss: 0.00454491 Generator_loss: 5.54219 
[INFO] 2020-09-16 01:42:46 > Step:  108800 Progress: 54.4% Elapsed: 2:30:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.6685 
[INFO] 2020-09-16 01:42:50 > Step:  108900 Progress: 54.4% Elapsed: 2:30:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.828 
[INFO] 2020-09-16 01:42:54 > Step:  109000 Progress: 54.5% Elapsed: 2:30:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3735 
[INFO] 2020-09-16 01:42:57 > Step:  109100 Progress: 54.5% Elapsed: 2:30:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.819 
[INFO] 2020-09-16 01:43:01 > Step:  109200 Progress: 54.6% Elapsed: 2:30:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.9374 
[INFO] 2020-09-16 01:43:05 > Step:  109300 Progress: 54.6% Elapsed: 2:30:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.3394 
[INFO] 2020-09-16 01:43:09 > Step:  109400 Progress: 54.7% Elapsed: 2:30:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.0742 
[INFO] 2020-09-16 01:43:13 > Step:  109500 Progress: 54.8% Elapsed: 2:30:53 temperature: no ada_p: No Discriminator_loss: 0.0841719 Generator_loss: 8.0165 
[INFO] 2020-09-16 01:43:17 > Step:  109600 Progress: 54.8% Elapsed: 2:30:57 temperature: no ada_p: No Discriminator_loss: 0.0021332 Generator_loss: 4.96834 
[INFO] 2020-09-16 01:43:21 > Step:  109700 Progress: 54.9% Elapsed: 2:31:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.36787 
[INFO] 2020-09-16 01:43:25 > Step:  109800 Progress: 54.9% Elapsed: 2:31:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.6999 
[INFO] 2020-09-16 01:43:28 > Step:  109900 Progress: 54.9% Elapsed: 2:31:09 temperature: no ada_p: No Discriminator_loss: 0.00523732 Generator_loss: 5.42601 
[INFO] 2020-09-16 01:43:32 > Step:  110000 Progress: 55.0% Elapsed: 2:31:12 temperature: no ada_p: No Discriminator_loss: 0.00557357 Generator_loss: 3.3384 
[INFO] 2020-09-16 01:43:32 > Start Evaluation (110000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:45:01 > F_8 score (Step: 110000, Using test images): 0.11004962633903649
[INFO] 2020-09-16 01:45:01 > F_1/8 score (Step: 110000, Using test images): 0.37366348740801136
[INFO] 2020-09-16 01:45:01 > FID score (Step: 110000, Using test moments): 161.54980754103468
[INFO] 2020-09-16 01:45:01 > Inception score (Step: 110000, 10000 generated images): 4.385103225708008
[INFO] 2020-09-16 01:45:01 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:45:02 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:45:05 > Step:  110100 Progress: 55.0% Elapsed: 2:32:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.05582 
[INFO] 2020-09-16 01:45:10 > Step:  110200 Progress: 55.1% Elapsed: 2:32:50 temperature: no ada_p: No Discriminator_loss: 0.748991 Generator_loss: 19.0651 
[INFO] 2020-09-16 01:45:13 > Step:  110300 Progress: 55.1% Elapsed: 2:32:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.6737 
[INFO] 2020-09-16 01:45:17 > Step:  110400 Progress: 55.2% Elapsed: 2:32:57 temperature: no ada_p: No Discriminator_loss: 0.00509322 Generator_loss: 2.46991 
[INFO] 2020-09-16 01:45:21 > Step:  110500 Progress: 55.2% Elapsed: 2:33:01 temperature: no ada_p: No Discriminator_loss: 0.00182928 Generator_loss: 8.98799 
[INFO] 2020-09-16 01:45:25 > Step:  110600 Progress: 55.3% Elapsed: 2:33:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.1013 
[INFO] 2020-09-16 01:45:29 > Step:  110700 Progress: 55.4% Elapsed: 2:33:09 temperature: no ada_p: No Discriminator_loss: 1.9566 Generator_loss: 11.8845 
[INFO] 2020-09-16 01:45:33 > Step:  110800 Progress: 55.4% Elapsed: 2:33:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86439 
[INFO] 2020-09-16 01:45:36 > Step:  110900 Progress: 55.5% Elapsed: 2:33:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5977 
[INFO] 2020-09-16 01:45:41 > Step:  111000 Progress: 55.5% Elapsed: 2:33:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.12341 
[INFO] 2020-09-16 01:45:44 > Step:  111100 Progress: 55.5% Elapsed: 2:33:24 temperature: no ada_p: No Discriminator_loss: 0.0105633 Generator_loss: 5.25303 
[INFO] 2020-09-16 01:45:48 > Step:  111200 Progress: 55.6% Elapsed: 2:33:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.24167 
[INFO] 2020-09-16 01:45:52 > Step:  111300 Progress: 55.6% Elapsed: 2:33:32 temperature: no ada_p: No Discriminator_loss: 0.00572886 Generator_loss: 6.17283 
[INFO] 2020-09-16 01:45:56 > Step:  111400 Progress: 55.7% Elapsed: 2:33:36 temperature: no ada_p: No Discriminator_loss: 2.40521 Generator_loss: 2.60988 
[INFO] 2020-09-16 01:46:00 > Step:  111500 Progress: 55.8% Elapsed: 2:33:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.4481 
[INFO] 2020-09-16 01:46:04 > Step:  111600 Progress: 55.8% Elapsed: 2:33:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.9486 
[INFO] 2020-09-16 01:46:08 > Step:  111700 Progress: 55.9% Elapsed: 2:33:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.40413 
[INFO] 2020-09-16 01:46:11 > Step:  111800 Progress: 55.9% Elapsed: 2:33:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.67765 
[INFO] 2020-09-16 01:46:15 > Step:  111900 Progress: 56.0% Elapsed: 2:33:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.90705 
[INFO] 2020-09-16 01:46:19 > Step:  112000 Progress: 56.0% Elapsed: 2:33:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.27893 
[INFO] 2020-09-16 01:46:19 > Start Evaluation (112000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:47:48 > F_8 score (Step: 112000, Using test images): 0.2015292369255872
[INFO] 2020-09-16 01:47:48 > F_1/8 score (Step: 112000, Using test images): 0.4049972075176607
[INFO] 2020-09-16 01:47:48 > FID score (Step: 112000, Using test moments): 136.7978101660119
[INFO] 2020-09-16 01:47:48 > Inception score (Step: 112000, 10000 generated images): 3.8990838527679443
[INFO] 2020-09-16 01:47:48 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:47:48 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:47:52 > Step:  112100 Progress: 56.0% Elapsed: 2:35:32 temperature: no ada_p: No Discriminator_loss: 0.000217319 Generator_loss: 3.22449 
[INFO] 2020-09-16 01:47:56 > Step:  112200 Progress: 56.1% Elapsed: 2:35:36 temperature: no ada_p: No Discriminator_loss: 0.0123605 Generator_loss: 9.13379 
[INFO] 2020-09-16 01:48:00 > Step:  112300 Progress: 56.1% Elapsed: 2:35:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.9659 
[INFO] 2020-09-16 01:48:04 > Step:  112400 Progress: 56.2% Elapsed: 2:35:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.2969 
[INFO] 2020-09-16 01:48:08 > Step:  112500 Progress: 56.2% Elapsed: 2:35:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.67597 
[INFO] 2020-09-16 01:48:12 > Step:  112600 Progress: 56.3% Elapsed: 2:35:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.79127 
[INFO] 2020-09-16 01:48:15 > Step:  112700 Progress: 56.4% Elapsed: 2:35:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.25909 
[INFO] 2020-09-16 01:48:19 > Step:  112800 Progress: 56.4% Elapsed: 2:35:59 temperature: no ada_p: No Discriminator_loss: 0.0895837 Generator_loss: 7.96054 
[INFO] 2020-09-16 01:48:23 > Step:  112900 Progress: 56.5% Elapsed: 2:36:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.39286 
[INFO] 2020-09-16 01:48:27 > Step:  113000 Progress: 56.5% Elapsed: 2:36:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.78159 
[INFO] 2020-09-16 01:48:31 > Step:  113100 Progress: 56.5% Elapsed: 2:36:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.43461 
[INFO] 2020-09-16 01:48:35 > Step:  113200 Progress: 56.6% Elapsed: 2:36:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.89136 
[INFO] 2020-09-16 01:48:39 > Step:  113300 Progress: 56.6% Elapsed: 2:36:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.30297 
[INFO] 2020-09-16 01:48:43 > Step:  113400 Progress: 56.7% Elapsed: 2:36:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.176 
[INFO] 2020-09-16 01:48:46 > Step:  113500 Progress: 56.8% Elapsed: 2:36:26 temperature: no ada_p: No Discriminator_loss: 0.911955 Generator_loss: 5.84384 
[INFO] 2020-09-16 01:48:50 > Step:  113600 Progress: 56.8% Elapsed: 2:36:30 temperature: no ada_p: No Discriminator_loss: 0.922167 Generator_loss: 14.4852 
[INFO] 2020-09-16 01:48:54 > Step:  113700 Progress: 56.9% Elapsed: 2:36:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.9996 
[INFO] 2020-09-16 01:48:58 > Step:  113800 Progress: 56.9% Elapsed: 2:36:38 temperature: no ada_p: No Discriminator_loss: 0.733372 Generator_loss: 0.823399 
[INFO] 2020-09-16 01:49:02 > Step:  113900 Progress: 57.0% Elapsed: 2:36:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.77096 
[INFO] 2020-09-16 01:49:06 > Step:  114000 Progress: 57.0% Elapsed: 2:36:46 temperature: no ada_p: No Discriminator_loss: 0.0956823 Generator_loss: 5.83392 
[INFO] 2020-09-16 01:49:06 > Start Evaluation (114000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:50:33 > F_8 score (Step: 114000, Using test images): 0.3283559460385833
[INFO] 2020-09-16 01:50:33 > F_1/8 score (Step: 114000, Using test images): 0.5105146841784558
[INFO] 2020-09-16 01:50:33 > FID score (Step: 114000, Using test moments): 140.62613527233395
[INFO] 2020-09-16 01:50:33 > Inception score (Step: 114000, 10000 generated images): 3.862236976623535
[INFO] 2020-09-16 01:50:33 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:50:33 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:50:37 > Step:  114100 Progress: 57.0% Elapsed: 2:38:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.24763 
[INFO] 2020-09-16 01:50:41 > Step:  114200 Progress: 57.1% Elapsed: 2:38:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.70791 
[INFO] 2020-09-16 01:50:45 > Step:  114300 Progress: 57.1% Elapsed: 2:38:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.38708 
[INFO] 2020-09-16 01:50:49 > Step:  114400 Progress: 57.2% Elapsed: 2:38:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.71963 
[INFO] 2020-09-16 01:50:53 > Step:  114500 Progress: 57.2% Elapsed: 2:38:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.0924 
[INFO] 2020-09-16 01:50:57 > Step:  114600 Progress: 57.3% Elapsed: 2:38:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.78935 
[INFO] 2020-09-16 01:51:00 > Step:  114700 Progress: 57.4% Elapsed: 2:38:41 temperature: no ada_p: No Discriminator_loss: 0.00727333 Generator_loss: 20.3669 
[INFO] 2020-09-16 01:51:04 > Step:  114800 Progress: 57.4% Elapsed: 2:38:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.31103 
[INFO] 2020-09-16 01:51:08 > Step:  114900 Progress: 57.5% Elapsed: 2:38:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.69797 
[INFO] 2020-09-16 01:51:12 > Step:  115000 Progress: 57.5% Elapsed: 2:38:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.78635 
[INFO] 2020-09-16 01:51:16 > Step:  115100 Progress: 57.6% Elapsed: 2:38:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.03356 
[INFO] 2020-09-16 01:51:20 > Step:  115200 Progress: 57.6% Elapsed: 2:39:00 temperature: no ada_p: No Discriminator_loss: 0.018643 Generator_loss: 9.11361 
[INFO] 2020-09-16 01:51:24 > Step:  115300 Progress: 57.6% Elapsed: 2:39:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.83719 
[INFO] 2020-09-16 01:51:28 > Step:  115400 Progress: 57.7% Elapsed: 2:39:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.55429 
[INFO] 2020-09-16 01:51:31 > Step:  115500 Progress: 57.8% Elapsed: 2:39:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.97347 
[INFO] 2020-09-16 01:51:36 > Step:  115600 Progress: 57.8% Elapsed: 2:39:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.99105 
[INFO] 2020-09-16 01:51:39 > Step:  115700 Progress: 57.9% Elapsed: 2:39:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.4088 
[INFO] 2020-09-16 01:51:43 > Step:  115800 Progress: 57.9% Elapsed: 2:39:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.39567 
[INFO] 2020-09-16 01:51:47 > Step:  115900 Progress: 58.0% Elapsed: 2:39:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.70624 
[INFO] 2020-09-16 01:51:51 > Step:  116000 Progress: 58.0% Elapsed: 2:39:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.74683 
[INFO] 2020-09-16 01:51:51 > Start Evaluation (116000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:53:20 > F_8 score (Step: 116000, Using test images): 0.18896995294660995
[INFO] 2020-09-16 01:53:20 > F_1/8 score (Step: 116000, Using test images): 0.3892669327797839
[INFO] 2020-09-16 01:53:20 > FID score (Step: 116000, Using test moments): 149.99861762018594
[INFO] 2020-09-16 01:53:20 > Inception score (Step: 116000, 10000 generated images): 3.9996836185455322
[INFO] 2020-09-16 01:53:20 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:53:21 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:53:24 > Step:  116100 Progress: 58.1% Elapsed: 2:41:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.51597 
[INFO] 2020-09-16 01:53:28 > Step:  116200 Progress: 58.1% Elapsed: 2:41:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.80597 
[INFO] 2020-09-16 01:53:32 > Step:  116300 Progress: 58.1% Elapsed: 2:41:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.81764 
[INFO] 2020-09-16 01:53:36 > Step:  116400 Progress: 58.2% Elapsed: 2:41:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.04461 
[INFO] 2020-09-16 01:53:40 > Step:  116500 Progress: 58.2% Elapsed: 2:41:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.4463 
[INFO] 2020-09-16 01:53:44 > Step:  116600 Progress: 58.3% Elapsed: 2:41:24 temperature: no ada_p: No Discriminator_loss: 0.038121 Generator_loss: 4.80949 
[INFO] 2020-09-16 01:53:47 > Step:  116700 Progress: 58.4% Elapsed: 2:41:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.50868 
[INFO] 2020-09-16 01:53:51 > Step:  116800 Progress: 58.4% Elapsed: 2:41:32 temperature: no ada_p: No Discriminator_loss: 0.179537 Generator_loss: 16.3716 
[INFO] 2020-09-16 01:53:55 > Step:  116900 Progress: 58.5% Elapsed: 2:41:35 temperature: no ada_p: No Discriminator_loss: 0.362214 Generator_loss: 3.88622 
[INFO] 2020-09-16 01:53:59 > Step:  117000 Progress: 58.5% Elapsed: 2:41:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.6126 
[INFO] 2020-09-16 01:54:03 > Step:  117100 Progress: 58.6% Elapsed: 2:41:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.12842 
[INFO] 2020-09-16 01:54:07 > Step:  117200 Progress: 58.6% Elapsed: 2:41:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.78388 
[INFO] 2020-09-16 01:54:11 > Step:  117300 Progress: 58.7% Elapsed: 2:41:51 temperature: no ada_p: No Discriminator_loss: 0.000829062 Generator_loss: 5.48079 
[INFO] 2020-09-16 01:54:15 > Step:  117400 Progress: 58.7% Elapsed: 2:41:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.1991 
[INFO] 2020-09-16 01:54:18 > Step:  117500 Progress: 58.8% Elapsed: 2:41:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4885 
[INFO] 2020-09-16 01:54:22 > Step:  117600 Progress: 58.8% Elapsed: 2:42:03 temperature: no ada_p: No Discriminator_loss: 0.0339284 Generator_loss: 1.95355 
[INFO] 2020-09-16 01:54:26 > Step:  117700 Progress: 58.9% Elapsed: 2:42:06 temperature: no ada_p: No Discriminator_loss: 0.02324 Generator_loss: 3.45757 
[INFO] 2020-09-16 01:54:30 > Step:  117800 Progress: 58.9% Elapsed: 2:42:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.18481 
[INFO] 2020-09-16 01:54:34 > Step:  117900 Progress: 59.0% Elapsed: 2:42:14 temperature: no ada_p: No Discriminator_loss: 0.00261026 Generator_loss: 3.87537 
[INFO] 2020-09-16 01:54:38 > Step:  118000 Progress: 59.0% Elapsed: 2:42:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.95536 
[INFO] 2020-09-16 01:54:38 > Start Evaluation (118000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:56:06 > F_8 score (Step: 118000, Using test images): 0.40849227456585396
[INFO] 2020-09-16 01:56:06 > F_1/8 score (Step: 118000, Using test images): 0.45649146976209043
[INFO] 2020-09-16 01:56:06 > FID score (Step: 118000, Using test moments): 131.89496455327037
[INFO] 2020-09-16 01:56:06 > Inception score (Step: 118000, 10000 generated images): 5.136312484741211
[INFO] 2020-09-16 01:56:06 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:56:06 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:56:10 > Step:  118100 Progress: 59.1% Elapsed: 2:43:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.4432 
[INFO] 2020-09-16 01:56:13 > Step:  118200 Progress: 59.1% Elapsed: 2:43:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.96363 
[INFO] 2020-09-16 01:56:17 > Step:  118300 Progress: 59.2% Elapsed: 2:43:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9785 
[INFO] 2020-09-16 01:56:21 > Step:  118400 Progress: 59.2% Elapsed: 2:44:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.52835 
[INFO] 2020-09-16 01:56:25 > Step:  118500 Progress: 59.2% Elapsed: 2:44:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.97694 
[INFO] 2020-09-16 01:56:29 > Step:  118600 Progress: 59.3% Elapsed: 2:44:09 temperature: no ada_p: No Discriminator_loss: 0.0202526 Generator_loss: 13.0368 
[INFO] 2020-09-16 01:56:33 > Step:  118700 Progress: 59.4% Elapsed: 2:44:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.7972 
[INFO] 2020-09-16 01:56:37 > Step:  118800 Progress: 59.4% Elapsed: 2:44:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3091 
[INFO] 2020-09-16 01:56:41 > Step:  118900 Progress: 59.5% Elapsed: 2:44:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.10028 
[INFO] 2020-09-16 01:56:44 > Step:  119000 Progress: 59.5% Elapsed: 2:44:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.6724 
[INFO] 2020-09-16 01:56:48 > Step:  119100 Progress: 59.6% Elapsed: 2:44:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.34937 
[INFO] 2020-09-16 01:56:52 > Step:  119200 Progress: 59.6% Elapsed: 2:44:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30254 
[INFO] 2020-09-16 01:56:56 > Step:  119300 Progress: 59.7% Elapsed: 2:44:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.04623 
[INFO] 2020-09-16 01:57:00 > Step:  119400 Progress: 59.7% Elapsed: 2:44:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.59555 
[INFO] 2020-09-16 01:57:04 > Step:  119500 Progress: 59.8% Elapsed: 2:44:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.20572 
[INFO] 2020-09-16 01:57:08 > Step:  119600 Progress: 59.8% Elapsed: 2:44:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.66084 
[INFO] 2020-09-16 01:57:12 > Step:  119700 Progress: 59.9% Elapsed: 2:44:52 temperature: no ada_p: No Discriminator_loss: 0.000452578 Generator_loss: 2.51163 
[INFO] 2020-09-16 01:57:15 > Step:  119800 Progress: 59.9% Elapsed: 2:44:56 temperature: no ada_p: No Discriminator_loss: 0.153788 Generator_loss: 7.11585 
[INFO] 2020-09-16 01:57:20 > Step:  119900 Progress: 60.0% Elapsed: 2:45:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.3825 
[INFO] 2020-09-16 01:57:23 > Step:  120000 Progress: 60.0% Elapsed: 2:45:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.62821 
[INFO] 2020-09-16 01:57:23 > Start Evaluation (120000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:58:52 > F_8 score (Step: 120000, Using test images): 0.1948464588417409
[INFO] 2020-09-16 01:58:52 > F_1/8 score (Step: 120000, Using test images): 0.4718199389243956
[INFO] 2020-09-16 01:58:52 > FID score (Step: 120000, Using test moments): 139.16066207270313
[INFO] 2020-09-16 01:58:52 > Inception score (Step: 120000, 10000 generated images): 4.2875518798828125
[INFO] 2020-09-16 01:58:52 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 01:58:52 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 01:58:56 > Step:  120100 Progress: 60.1% Elapsed: 2:46:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.81452 
[INFO] 2020-09-16 01:58:59 > Step:  120200 Progress: 60.1% Elapsed: 2:46:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.97334 
[INFO] 2020-09-16 01:59:04 > Step:  120300 Progress: 60.2% Elapsed: 2:46:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.88849 
[INFO] 2020-09-16 01:59:07 > Step:  120400 Progress: 60.2% Elapsed: 2:46:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.1869 
[INFO] 2020-09-16 01:59:11 > Step:  120500 Progress: 60.2% Elapsed: 2:46:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.4687 
[INFO] 2020-09-16 01:59:15 > Step:  120600 Progress: 60.3% Elapsed: 2:46:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.47315 
[INFO] 2020-09-16 01:59:19 > Step:  120700 Progress: 60.4% Elapsed: 2:46:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.1584 
[INFO] 2020-09-16 01:59:23 > Step:  120800 Progress: 60.4% Elapsed: 2:47:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.57358 
[INFO] 2020-09-16 01:59:27 > Step:  120900 Progress: 60.5% Elapsed: 2:47:07 temperature: no ada_p: No Discriminator_loss: 0.136952 Generator_loss: 7.20723 
[INFO] 2020-09-16 01:59:30 > Step:  121000 Progress: 60.5% Elapsed: 2:47:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.71023 
[INFO] 2020-09-16 01:59:35 > Step:  121100 Progress: 60.6% Elapsed: 2:47:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.29231 
[INFO] 2020-09-16 01:59:38 > Step:  121200 Progress: 60.6% Elapsed: 2:47:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.86455 
[INFO] 2020-09-16 01:59:42 > Step:  121300 Progress: 60.7% Elapsed: 2:47:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.8516 
[INFO] 2020-09-16 01:59:46 > Step:  121400 Progress: 60.7% Elapsed: 2:47:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.18959 
[INFO] 2020-09-16 01:59:50 > Step:  121500 Progress: 60.8% Elapsed: 2:47:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.7642 
[INFO] 2020-09-16 01:59:54 > Step:  121600 Progress: 60.8% Elapsed: 2:47:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.37617 
[INFO] 2020-09-16 01:59:58 > Step:  121700 Progress: 60.9% Elapsed: 2:47:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.4472 
[INFO] 2020-09-16 02:00:01 > Step:  121800 Progress: 60.9% Elapsed: 2:47:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.0183 
[INFO] 2020-09-16 02:00:06 > Step:  121900 Progress: 61.0% Elapsed: 2:47:46 temperature: no ada_p: No Discriminator_loss: 0.42859 Generator_loss: 10.51 
[INFO] 2020-09-16 02:00:09 > Step:  122000 Progress: 61.0% Elapsed: 2:47:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.6346 
[INFO] 2020-09-16 02:00:09 > Start Evaluation (122000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:01:38 > F_8 score (Step: 122000, Using test images): 0.18422613144733802
[INFO] 2020-09-16 02:01:38 > F_1/8 score (Step: 122000, Using test images): 0.4691984336742298
[INFO] 2020-09-16 02:01:38 > FID score (Step: 122000, Using test moments): 136.99590212680954
[INFO] 2020-09-16 02:01:38 > Inception score (Step: 122000, 10000 generated images): 3.8706765174865723
[INFO] 2020-09-16 02:01:38 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:01:39 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:01:42 > Step:  122100 Progress: 61.1% Elapsed: 2:49:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.93771 
[INFO] 2020-09-16 02:01:46 > Step:  122200 Progress: 61.1% Elapsed: 2:49:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.10546 
[INFO] 2020-09-16 02:01:50 > Step:  122300 Progress: 61.2% Elapsed: 2:49:30 temperature: no ada_p: No Discriminator_loss: 0.221735 Generator_loss: 5.08668 
[INFO] 2020-09-16 02:01:54 > Step:  122400 Progress: 61.2% Elapsed: 2:49:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.6677 
[INFO] 2020-09-16 02:01:58 > Step:  122500 Progress: 61.3% Elapsed: 2:49:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6883 
[INFO] 2020-09-16 02:02:02 > Step:  122600 Progress: 61.3% Elapsed: 2:49:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.15842 
[INFO] 2020-09-16 02:02:06 > Step:  122700 Progress: 61.4% Elapsed: 2:49:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.47935 
[INFO] 2020-09-16 02:02:09 > Step:  122800 Progress: 61.4% Elapsed: 2:49:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.99487 
[INFO] 2020-09-16 02:02:13 > Step:  122900 Progress: 61.5% Elapsed: 2:49:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.95811 
[INFO] 2020-09-16 02:02:17 > Step:  123000 Progress: 61.5% Elapsed: 2:49:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.17523 
[INFO] 2020-09-16 02:02:21 > Step:  123100 Progress: 61.6% Elapsed: 2:50:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.2967 
[INFO] 2020-09-16 02:02:25 > Step:  123200 Progress: 61.6% Elapsed: 2:50:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.9107 
[INFO] 2020-09-16 02:02:29 > Step:  123300 Progress: 61.7% Elapsed: 2:50:09 temperature: no ada_p: No Discriminator_loss: 0.59155 Generator_loss: 11.2953 
[INFO] 2020-09-16 02:02:33 > Step:  123400 Progress: 61.7% Elapsed: 2:50:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2797 
[INFO] 2020-09-16 02:02:37 > Step:  123500 Progress: 61.8% Elapsed: 2:50:17 temperature: no ada_p: No Discriminator_loss: 0.013185 Generator_loss: 3.96966 
[INFO] 2020-09-16 02:02:40 > Step:  123600 Progress: 61.8% Elapsed: 2:50:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.7731 
[INFO] 2020-09-16 02:02:44 > Step:  123700 Progress: 61.9% Elapsed: 2:50:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5751 
[INFO] 2020-09-16 02:02:48 > Step:  123800 Progress: 61.9% Elapsed: 2:50:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.06954 
[INFO] 2020-09-16 02:02:52 > Step:  123900 Progress: 62.0% Elapsed: 2:50:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.394 
[INFO] 2020-09-16 02:02:56 > Step:  124000 Progress: 62.0% Elapsed: 2:50:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09282 
[INFO] 2020-09-16 02:02:56 > Start Evaluation (124000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:04:24 > F_8 score (Step: 124000, Using test images): 0.200393987115151
[INFO] 2020-09-16 02:04:24 > F_1/8 score (Step: 124000, Using test images): 0.4462334442932472
[INFO] 2020-09-16 02:04:24 > FID score (Step: 124000, Using test moments): 145.65039167671398
[INFO] 2020-09-16 02:04:24 > Inception score (Step: 124000, 10000 generated images): 4.063725471496582
[INFO] 2020-09-16 02:04:24 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:04:24 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:04:28 > Step:  124100 Progress: 62.1% Elapsed: 2:52:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.69777 
[INFO] 2020-09-16 02:04:32 > Step:  124200 Progress: 62.1% Elapsed: 2:52:12 temperature: no ada_p: No Discriminator_loss: 0.135383 Generator_loss: 6.48093 
[INFO] 2020-09-16 02:04:36 > Step:  124300 Progress: 62.2% Elapsed: 2:52:16 temperature: no ada_p: No Discriminator_loss: 0.00252732 Generator_loss: 4.80168 
[INFO] 2020-09-16 02:04:39 > Step:  124400 Progress: 62.2% Elapsed: 2:52:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.66612 
[INFO] 2020-09-16 02:04:43 > Step:  124500 Progress: 62.3% Elapsed: 2:52:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.54739 
[INFO] 2020-09-16 02:04:47 > Step:  124600 Progress: 62.3% Elapsed: 2:52:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.06844 
[INFO] 2020-09-16 02:04:51 > Step:  124700 Progress: 62.4% Elapsed: 2:52:31 temperature: no ada_p: No Discriminator_loss: 0.405905 Generator_loss: 24.2244 
[INFO] 2020-09-16 02:04:55 > Step:  124800 Progress: 62.4% Elapsed: 2:52:35 temperature: no ada_p: No Discriminator_loss: 0.0318892 Generator_loss: 8.61493 
[INFO] 2020-09-16 02:04:59 > Step:  124900 Progress: 62.5% Elapsed: 2:52:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.14812 
[INFO] 2020-09-16 02:05:03 > Step:  125000 Progress: 62.5% Elapsed: 2:52:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.75288 
[INFO] 2020-09-16 02:05:07 > Step:  125100 Progress: 62.5% Elapsed: 2:52:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.19704 
[INFO] 2020-09-16 02:05:10 > Step:  125200 Progress: 62.6% Elapsed: 2:52:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.86906 
[INFO] 2020-09-16 02:05:14 > Step:  125300 Progress: 62.6% Elapsed: 2:52:54 temperature: no ada_p: No Discriminator_loss: 0.00624924 Generator_loss: 9.92119 
[INFO] 2020-09-16 02:05:18 > Step:  125400 Progress: 62.7% Elapsed: 2:52:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.70814 
[INFO] 2020-09-16 02:05:22 > Step:  125500 Progress: 62.7% Elapsed: 2:53:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.6136 
[INFO] 2020-09-16 02:05:26 > Step:  125600 Progress: 62.8% Elapsed: 2:53:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.73297 
[INFO] 2020-09-16 02:05:30 > Step:  125700 Progress: 62.8% Elapsed: 2:53:10 temperature: no ada_p: No Discriminator_loss: 0.129779 Generator_loss: 6.94193 
[INFO] 2020-09-16 02:05:34 > Step:  125800 Progress: 62.9% Elapsed: 2:53:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.31718 
[INFO] 2020-09-16 02:05:38 > Step:  125900 Progress: 62.9% Elapsed: 2:53:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.83271 
[INFO] 2020-09-16 02:05:41 > Step:  126000 Progress: 63.0% Elapsed: 2:53:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.84925 
[INFO] 2020-09-16 02:05:41 > Start Evaluation (126000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:07:10 > F_8 score (Step: 126000, Using test images): 0.43149463403082516
[INFO] 2020-09-16 02:07:10 > F_1/8 score (Step: 126000, Using test images): 0.5287551283429005
[INFO] 2020-09-16 02:07:10 > FID score (Step: 126000, Using test moments): 119.96751253200557
[INFO] 2020-09-16 02:07:10 > Inception score (Step: 126000, 10000 generated images): 4.691783905029297
[INFO] 2020-09-16 02:07:10 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:07:10 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:07:14 > Step:  126100 Progress: 63.0% Elapsed: 2:54:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.88937 
[INFO] 2020-09-16 02:07:18 > Step:  126200 Progress: 63.1% Elapsed: 2:54:58 temperature: no ada_p: No Discriminator_loss: 0.00151479 Generator_loss: 10.1048 
[INFO] 2020-09-16 02:07:22 > Step:  126300 Progress: 63.1% Elapsed: 2:55:02 temperature: no ada_p: No Discriminator_loss: 0.00107516 Generator_loss: 4.97964 
[INFO] 2020-09-16 02:07:26 > Step:  126400 Progress: 63.2% Elapsed: 2:55:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.29611 
[INFO] 2020-09-16 02:07:29 > Step:  126500 Progress: 63.2% Elapsed: 2:55:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.17347 
[INFO] 2020-09-16 02:07:34 > Step:  126600 Progress: 63.3% Elapsed: 2:55:14 temperature: no ada_p: No Discriminator_loss: 0.391702 Generator_loss: 7.6883 
[INFO] 2020-09-16 02:07:37 > Step:  126700 Progress: 63.3% Elapsed: 2:55:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.92864 
[INFO] 2020-09-16 02:07:41 > Step:  126800 Progress: 63.4% Elapsed: 2:55:21 temperature: no ada_p: No Discriminator_loss: 0.00707238 Generator_loss: 6.12935 
[INFO] 2020-09-16 02:07:45 > Step:  126900 Progress: 63.4% Elapsed: 2:55:25 temperature: no ada_p: No Discriminator_loss: 0.00181029 Generator_loss: 5.56028 
[INFO] 2020-09-16 02:07:49 > Step:  127000 Progress: 63.5% Elapsed: 2:55:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.208 
[INFO] 2020-09-16 02:07:53 > Step:  127100 Progress: 63.5% Elapsed: 2:55:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.7387 
[INFO] 2020-09-16 02:07:57 > Step:  127200 Progress: 63.6% Elapsed: 2:55:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.7976 
[INFO] 2020-09-16 02:08:00 > Step:  127300 Progress: 63.6% Elapsed: 2:55:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.56336 
[INFO] 2020-09-16 02:08:05 > Step:  127400 Progress: 63.7% Elapsed: 2:55:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6181 
[INFO] 2020-09-16 02:08:08 > Step:  127500 Progress: 63.7% Elapsed: 2:55:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.62563 
[INFO] 2020-09-16 02:08:12 > Step:  127600 Progress: 63.8% Elapsed: 2:55:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.16768 
[INFO] 2020-09-16 02:08:16 > Step:  127700 Progress: 63.8% Elapsed: 2:55:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1623 
[INFO] 2020-09-16 02:08:20 > Step:  127800 Progress: 63.9% Elapsed: 2:56:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.12725 
[INFO] 2020-09-16 02:08:24 > Step:  127900 Progress: 63.9% Elapsed: 2:56:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.30795 
[INFO] 2020-09-16 02:08:28 > Step:  128000 Progress: 64.0% Elapsed: 2:56:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.50252 
[INFO] 2020-09-16 02:08:28 > Start Evaluation (128000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:09:57 > F_8 score (Step: 128000, Using test images): 0.2653194948382436
[INFO] 2020-09-16 02:09:57 > F_1/8 score (Step: 128000, Using test images): 0.3770511908632417
[INFO] 2020-09-16 02:09:57 > FID score (Step: 128000, Using test moments): 140.4150469113152
[INFO] 2020-09-16 02:09:57 > Inception score (Step: 128000, 10000 generated images): 4.299366474151611
[INFO] 2020-09-16 02:09:57 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:09:57 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:10:01 > Step:  128100 Progress: 64.0% Elapsed: 2:57:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.66097 
[INFO] 2020-09-16 02:10:05 > Step:  128200 Progress: 64.1% Elapsed: 2:57:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.20219 
[INFO] 2020-09-16 02:10:09 > Step:  128300 Progress: 64.1% Elapsed: 2:57:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.07175 
[INFO] 2020-09-16 02:10:13 > Step:  128400 Progress: 64.2% Elapsed: 2:57:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.94505 
[INFO] 2020-09-16 02:10:17 > Step:  128500 Progress: 64.2% Elapsed: 2:57:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.68342 
[INFO] 2020-09-16 02:10:20 > Step:  128600 Progress: 64.3% Elapsed: 2:58:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.50825 
[INFO] 2020-09-16 02:10:24 > Step:  128700 Progress: 64.3% Elapsed: 2:58:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.70234 
[INFO] 2020-09-16 02:10:28 > Step:  128800 Progress: 64.4% Elapsed: 2:58:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.67271 
[INFO] 2020-09-16 02:10:32 > Step:  128900 Progress: 64.5% Elapsed: 2:58:12 temperature: no ada_p: No Discriminator_loss: 0.576559 Generator_loss: 10.5852 
[INFO] 2020-09-16 02:10:36 > Step:  129000 Progress: 64.5% Elapsed: 2:58:16 temperature: no ada_p: No Discriminator_loss: 0.0545978 Generator_loss: 19.7389 
[INFO] 2020-09-16 02:10:40 > Step:  129100 Progress: 64.5% Elapsed: 2:58:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.81707 
[INFO] 2020-09-16 02:10:43 > Step:  129200 Progress: 64.6% Elapsed: 2:58:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.3187 
[INFO] 2020-09-16 02:10:48 > Step:  129300 Progress: 64.6% Elapsed: 2:58:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.88448 
[INFO] 2020-09-16 02:10:51 > Step:  129400 Progress: 64.7% Elapsed: 2:58:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.82589 
[INFO] 2020-09-16 02:10:55 > Step:  129500 Progress: 64.8% Elapsed: 2:58:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.0151 
[INFO] 2020-09-16 02:10:59 > Step:  129600 Progress: 64.8% Elapsed: 2:58:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.065 
[INFO] 2020-09-16 02:11:03 > Step:  129700 Progress: 64.8% Elapsed: 2:58:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.35279 
[INFO] 2020-09-16 02:11:07 > Step:  129800 Progress: 64.9% Elapsed: 2:58:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.2206 
[INFO] 2020-09-16 02:11:11 > Step:  129900 Progress: 65.0% Elapsed: 2:58:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.01568 
[INFO] 2020-09-16 02:11:14 > Step:  130000 Progress: 65.0% Elapsed: 2:58:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3266 
[INFO] 2020-09-16 02:11:14 > Start Evaluation (130000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:12:43 > F_8 score (Step: 130000, Using test images): 0.21113359738841608
[INFO] 2020-09-16 02:12:43 > F_1/8 score (Step: 130000, Using test images): 0.3907104868311316
[INFO] 2020-09-16 02:12:43 > FID score (Step: 130000, Using test moments): 130.8246513944593
[INFO] 2020-09-16 02:12:43 > Inception score (Step: 130000, 10000 generated images): 4.294313430786133
[INFO] 2020-09-16 02:12:43 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:12:43 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:12:47 > Step:  130100 Progress: 65.0% Elapsed: 3:00:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.6018 
[INFO] 2020-09-16 02:12:51 > Step:  130200 Progress: 65.1% Elapsed: 3:00:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.55849 
[INFO] 2020-09-16 02:12:55 > Step:  130300 Progress: 65.1% Elapsed: 3:00:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.22694 
[INFO] 2020-09-16 02:12:58 > Step:  130400 Progress: 65.2% Elapsed: 3:00:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.7972 
[INFO] 2020-09-16 02:13:02 > Step:  130500 Progress: 65.2% Elapsed: 3:00:43 temperature: no ada_p: No Discriminator_loss: 0.905532 Generator_loss: 2.03123 
[INFO] 2020-09-16 02:13:06 > Step:  130600 Progress: 65.3% Elapsed: 3:00:46 temperature: no ada_p: No Discriminator_loss: 0.0045111 Generator_loss: 7.61638 
[INFO] 2020-09-16 02:13:10 > Step:  130700 Progress: 65.3% Elapsed: 3:00:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.54143 
[INFO] 2020-09-16 02:13:14 > Step:  130800 Progress: 65.4% Elapsed: 3:00:54 temperature: no ada_p: No Discriminator_loss: 0.0393372 Generator_loss: 6.07156 
[INFO] 2020-09-16 02:13:18 > Step:  130900 Progress: 65.5% Elapsed: 3:00:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.5784 
[INFO] 2020-09-16 02:13:22 > Step:  131000 Progress: 65.5% Elapsed: 3:01:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.47897 
[INFO] 2020-09-16 02:13:26 > Step:  131100 Progress: 65.5% Elapsed: 3:01:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.43848 
[INFO] 2020-09-16 02:13:29 > Step:  131200 Progress: 65.6% Elapsed: 3:01:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.9093 
[INFO] 2020-09-16 02:13:33 > Step:  131300 Progress: 65.6% Elapsed: 3:01:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.18542 
[INFO] 2020-09-16 02:13:37 > Step:  131400 Progress: 65.7% Elapsed: 3:01:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.87861 
[INFO] 2020-09-16 02:13:41 > Step:  131500 Progress: 65.8% Elapsed: 3:01:21 temperature: no ada_p: No Discriminator_loss: 0.0973154 Generator_loss: 8.36559 
[INFO] 2020-09-16 02:13:45 > Step:  131600 Progress: 65.8% Elapsed: 3:01:25 temperature: no ada_p: No Discriminator_loss: 0.0236552 Generator_loss: 5.20914 
[INFO] 2020-09-16 02:13:49 > Step:  131700 Progress: 65.8% Elapsed: 3:01:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.02191 
[INFO] 2020-09-16 02:13:53 > Step:  131800 Progress: 65.9% Elapsed: 3:01:33 temperature: no ada_p: No Discriminator_loss: 0.244681 Generator_loss: 6.52507 
[INFO] 2020-09-16 02:13:57 > Step:  131900 Progress: 66.0% Elapsed: 3:01:37 temperature: no ada_p: No Discriminator_loss: 0.0943608 Generator_loss: 10.3785 
[INFO] 2020-09-16 02:14:01 > Step:  132000 Progress: 66.0% Elapsed: 3:01:41 temperature: no ada_p: No Discriminator_loss: 0.0756975 Generator_loss: 5.39772 
[INFO] 2020-09-16 02:14:01 > Start Evaluation (132000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:15:30 > F_8 score (Step: 132000, Using test images): 0.16845021314216932
[INFO] 2020-09-16 02:15:30 > F_1/8 score (Step: 132000, Using test images): 0.32748103351875424
[INFO] 2020-09-16 02:15:30 > FID score (Step: 132000, Using test moments): 154.06586015528347
[INFO] 2020-09-16 02:15:30 > Inception score (Step: 132000, 10000 generated images): 4.602844715118408
[INFO] 2020-09-16 02:15:30 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:15:30 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:15:34 > Step:  132100 Progress: 66.0% Elapsed: 3:03:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.0065 
[INFO] 2020-09-16 02:15:37 > Step:  132200 Progress: 66.1% Elapsed: 3:03:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.97563 
[INFO] 2020-09-16 02:15:41 > Step:  132300 Progress: 66.1% Elapsed: 3:03:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.00404 
[INFO] 2020-09-16 02:15:45 > Step:  132400 Progress: 66.2% Elapsed: 3:03:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5902 
[INFO] 2020-09-16 02:15:49 > Step:  132500 Progress: 66.2% Elapsed: 3:03:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.09689 
[INFO] 2020-09-16 02:15:53 > Step:  132600 Progress: 66.3% Elapsed: 3:03:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.66586 
[INFO] 2020-09-16 02:15:57 > Step:  132700 Progress: 66.3% Elapsed: 3:03:37 temperature: no ada_p: No Discriminator_loss: 0.0904557 Generator_loss: 15.0969 
[INFO] 2020-09-16 02:16:01 > Step:  132800 Progress: 66.4% Elapsed: 3:03:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.0277 
[INFO] 2020-09-16 02:16:05 > Step:  132900 Progress: 66.5% Elapsed: 3:03:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.8786 
[INFO] 2020-09-16 02:16:08 > Step:  133000 Progress: 66.5% Elapsed: 3:03:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.82327 
[INFO] 2020-09-16 02:16:12 > Step:  133100 Progress: 66.5% Elapsed: 3:03:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.3069 
[INFO] 2020-09-16 02:16:16 > Step:  133200 Progress: 66.6% Elapsed: 3:03:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.36024 
[INFO] 2020-09-16 02:16:20 > Step:  133300 Progress: 66.6% Elapsed: 3:04:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.60742 
[INFO] 2020-09-16 02:16:24 > Step:  133400 Progress: 66.7% Elapsed: 3:04:04 temperature: no ada_p: No Discriminator_loss: 0.0214067 Generator_loss: 3.00464 
[INFO] 2020-09-16 02:16:28 > Step:  133500 Progress: 66.8% Elapsed: 3:04:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6221 
[INFO] 2020-09-16 02:16:32 > Step:  133600 Progress: 66.8% Elapsed: 3:04:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.01323 
[INFO] 2020-09-16 02:16:36 > Step:  133700 Progress: 66.8% Elapsed: 3:04:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.86248 
[INFO] 2020-09-16 02:16:39 > Step:  133800 Progress: 66.9% Elapsed: 3:04:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.64803 
[INFO] 2020-09-16 02:16:43 > Step:  133900 Progress: 67.0% Elapsed: 3:04:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.76131 
[INFO] 2020-09-16 02:16:47 > Step:  134000 Progress: 67.0% Elapsed: 3:04:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.11346 
[INFO] 2020-09-16 02:16:47 > Start Evaluation (134000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:18:14 > F_8 score (Step: 134000, Using test images): 0.2437398944514848
[INFO] 2020-09-16 02:18:14 > F_1/8 score (Step: 134000, Using test images): 0.3919450370993276
[INFO] 2020-09-16 02:18:14 > FID score (Step: 134000, Using test moments): 142.37795162021064
[INFO] 2020-09-16 02:18:14 > Inception score (Step: 134000, 10000 generated images): 4.58494758605957
[INFO] 2020-09-16 02:18:14 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:18:14 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:18:18 > Step:  134100 Progress: 67.0% Elapsed: 3:05:58 temperature: no ada_p: No Discriminator_loss: 0.0106014 Generator_loss: 9.30054 
[INFO] 2020-09-16 02:18:22 > Step:  134200 Progress: 67.1% Elapsed: 3:06:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.13882 
[INFO] 2020-09-16 02:18:26 > Step:  134300 Progress: 67.2% Elapsed: 3:06:06 temperature: no ada_p: No Discriminator_loss: 0.0223681 Generator_loss: 7.87876 
[INFO] 2020-09-16 02:18:30 > Step:  134400 Progress: 67.2% Elapsed: 3:06:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.81834 
[INFO] 2020-09-16 02:18:34 > Step:  134500 Progress: 67.2% Elapsed: 3:06:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5471 
[INFO] 2020-09-16 02:18:37 > Step:  134600 Progress: 67.3% Elapsed: 3:06:18 temperature: no ada_p: No Discriminator_loss: 0.00032472 Generator_loss: 17.7661 
[INFO] 2020-09-16 02:18:41 > Step:  134700 Progress: 67.3% Elapsed: 3:06:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.255561 
[INFO] 2020-09-16 02:18:45 > Step:  134800 Progress: 67.4% Elapsed: 3:06:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.09269 
[INFO] 2020-09-16 02:18:49 > Step:  134900 Progress: 67.5% Elapsed: 3:06:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.04012 
[INFO] 2020-09-16 02:18:53 > Step:  135000 Progress: 67.5% Elapsed: 3:06:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.0235 
[INFO] 2020-09-16 02:18:57 > Step:  135100 Progress: 67.5% Elapsed: 3:06:37 temperature: no ada_p: No Discriminator_loss: 0.786018 Generator_loss: 21.9893 
[INFO] 2020-09-16 02:19:01 > Step:  135200 Progress: 67.6% Elapsed: 3:06:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.9633 
[INFO] 2020-09-16 02:19:05 > Step:  135300 Progress: 67.7% Elapsed: 3:06:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.32458 
[INFO] 2020-09-16 02:19:08 > Step:  135400 Progress: 67.7% Elapsed: 3:06:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.05037 
[INFO] 2020-09-16 02:19:12 > Step:  135500 Progress: 67.8% Elapsed: 3:06:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.43592 
[INFO] 2020-09-16 02:19:16 > Step:  135600 Progress: 67.8% Elapsed: 3:06:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.02288 
[INFO] 2020-09-16 02:19:20 > Step:  135700 Progress: 67.8% Elapsed: 3:07:00 temperature: no ada_p: No Discriminator_loss: 0.705463 Generator_loss: 10.4112 
[INFO] 2020-09-16 02:19:24 > Step:  135800 Progress: 67.9% Elapsed: 3:07:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.41717 
[INFO] 2020-09-16 02:19:28 > Step:  135900 Progress: 68.0% Elapsed: 3:07:08 temperature: no ada_p: No Discriminator_loss: 0.00123073 Generator_loss: 3.41173 
[INFO] 2020-09-16 02:19:32 > Step:  136000 Progress: 68.0% Elapsed: 3:07:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.903 
[INFO] 2020-09-16 02:19:32 > Start Evaluation (136000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:21:01 > F_8 score (Step: 136000, Using test images): 0.23912284158596595
[INFO] 2020-09-16 02:21:01 > F_1/8 score (Step: 136000, Using test images): 0.40027702322569214
[INFO] 2020-09-16 02:21:01 > FID score (Step: 136000, Using test moments): 138.07759248539446
[INFO] 2020-09-16 02:21:01 > Inception score (Step: 136000, 10000 generated images): 5.111868381500244
[INFO] 2020-09-16 02:21:01 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:21:01 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:21:05 > Step:  136100 Progress: 68.0% Elapsed: 3:08:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.8847 
[INFO] 2020-09-16 02:21:08 > Step:  136200 Progress: 68.1% Elapsed: 3:08:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.06023 
[INFO] 2020-09-16 02:21:12 > Step:  136300 Progress: 68.2% Elapsed: 3:08:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.04767 
[INFO] 2020-09-16 02:21:16 > Step:  136400 Progress: 68.2% Elapsed: 3:08:56 temperature: no ada_p: No Discriminator_loss: 0.236062 Generator_loss: 8.05402 
[INFO] 2020-09-16 02:21:20 > Step:  136500 Progress: 68.2% Elapsed: 3:09:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.47428 
[INFO] 2020-09-16 02:21:24 > Step:  136600 Progress: 68.3% Elapsed: 3:09:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.24938 
[INFO] 2020-09-16 02:21:28 > Step:  136700 Progress: 68.3% Elapsed: 3:09:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.38331 
[INFO] 2020-09-16 02:21:32 > Step:  136800 Progress: 68.4% Elapsed: 3:09:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.42944 
[INFO] 2020-09-16 02:21:36 > Step:  136900 Progress: 68.5% Elapsed: 3:09:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5585 
[INFO] 2020-09-16 02:21:39 > Step:  137000 Progress: 68.5% Elapsed: 3:09:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.51681 
[INFO] 2020-09-16 02:21:43 > Step:  137100 Progress: 68.5% Elapsed: 3:09:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.23274 
[INFO] 2020-09-16 02:21:47 > Step:  137200 Progress: 68.6% Elapsed: 3:09:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.96601 
[INFO] 2020-09-16 02:21:51 > Step:  137300 Progress: 68.7% Elapsed: 3:09:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.4247 
[INFO] 2020-09-16 02:21:55 > Step:  137400 Progress: 68.7% Elapsed: 3:09:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.993 
[INFO] 2020-09-16 02:21:59 > Step:  137500 Progress: 68.8% Elapsed: 3:09:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.2075 
[INFO] 2020-09-16 02:22:03 > Step:  137600 Progress: 68.8% Elapsed: 3:09:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.14563 
[INFO] 2020-09-16 02:22:07 > Step:  137700 Progress: 68.8% Elapsed: 3:09:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8454 
[INFO] 2020-09-16 02:22:10 > Step:  137800 Progress: 68.9% Elapsed: 3:09:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.49152 
[INFO] 2020-09-16 02:22:14 > Step:  137900 Progress: 69.0% Elapsed: 3:09:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.4871 
[INFO] 2020-09-16 02:22:18 > Step:  138000 Progress: 69.0% Elapsed: 3:09:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.15481 
[INFO] 2020-09-16 02:22:18 > Start Evaluation (138000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:23:45 > F_8 score (Step: 138000, Using test images): 0.36608353271709054
[INFO] 2020-09-16 02:23:45 > F_1/8 score (Step: 138000, Using test images): 0.4066644656683714
[INFO] 2020-09-16 02:23:45 > FID score (Step: 138000, Using test moments): 143.2339375089686
[INFO] 2020-09-16 02:23:45 > Inception score (Step: 138000, 10000 generated images): 4.455361843109131
[INFO] 2020-09-16 02:23:45 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:23:45 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:23:49 > Step:  138100 Progress: 69.0% Elapsed: 3:11:29 temperature: no ada_p: No Discriminator_loss: 0.545657 Generator_loss: 16.9215 
[INFO] 2020-09-16 02:23:53 > Step:  138200 Progress: 69.1% Elapsed: 3:11:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.7098 
[INFO] 2020-09-16 02:23:57 > Step:  138300 Progress: 69.2% Elapsed: 3:11:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.31493 
[INFO] 2020-09-16 02:24:01 > Step:  138400 Progress: 69.2% Elapsed: 3:11:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.9916 
[INFO] 2020-09-16 02:24:05 > Step:  138500 Progress: 69.2% Elapsed: 3:11:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.46052 
[INFO] 2020-09-16 02:24:08 > Step:  138600 Progress: 69.3% Elapsed: 3:11:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.2435 
[INFO] 2020-09-16 02:24:12 > Step:  138700 Progress: 69.3% Elapsed: 3:11:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.16354 
[INFO] 2020-09-16 02:24:16 > Step:  138800 Progress: 69.4% Elapsed: 3:11:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.41979 
[INFO] 2020-09-16 02:24:20 > Step:  138900 Progress: 69.5% Elapsed: 3:12:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.19159 
[INFO] 2020-09-16 02:24:24 > Step:  139000 Progress: 69.5% Elapsed: 3:12:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.47189 
[INFO] 2020-09-16 02:24:28 > Step:  139100 Progress: 69.5% Elapsed: 3:12:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.48026 
[INFO] 2020-09-16 02:24:32 > Step:  139200 Progress: 69.6% Elapsed: 3:12:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.78363 
[INFO] 2020-09-16 02:24:36 > Step:  139300 Progress: 69.7% Elapsed: 3:12:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.781168 
[INFO] 2020-09-16 02:24:39 > Step:  139400 Progress: 69.7% Elapsed: 3:12:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.8468 
[INFO] 2020-09-16 02:24:43 > Step:  139500 Progress: 69.8% Elapsed: 3:12:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.02432 
[INFO] 2020-09-16 02:24:47 > Step:  139600 Progress: 69.8% Elapsed: 3:12:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.8361 
[INFO] 2020-09-16 02:24:51 > Step:  139700 Progress: 69.8% Elapsed: 3:12:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.3829 
[INFO] 2020-09-16 02:24:55 > Step:  139800 Progress: 69.9% Elapsed: 3:12:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.23937 
[INFO] 2020-09-16 02:24:59 > Step:  139900 Progress: 70.0% Elapsed: 3:12:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.82096 
[INFO] 2020-09-16 02:25:03 > Step:  140000 Progress: 70.0% Elapsed: 3:12:43 temperature: no ada_p: No Discriminator_loss: 0.0103379 Generator_loss: 6.75952 
[INFO] 2020-09-16 02:25:03 > Start Evaluation (140000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:26:31 > F_8 score (Step: 140000, Using test images): 0.23718507474247602
[INFO] 2020-09-16 02:26:31 > F_1/8 score (Step: 140000, Using test images): 0.472709910305337
[INFO] 2020-09-16 02:26:31 > FID score (Step: 140000, Using test moments): 122.96102257507073
[INFO] 2020-09-16 02:26:31 > Inception score (Step: 140000, 10000 generated images): 4.016851902008057
[INFO] 2020-09-16 02:26:31 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:26:31 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:26:35 > Step:  140100 Progress: 70.0% Elapsed: 3:14:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.83666 
[INFO] 2020-09-16 02:26:39 > Step:  140200 Progress: 70.1% Elapsed: 3:14:19 temperature: no ada_p: No Discriminator_loss: 0.0122706 Generator_loss: 7.18352 
[INFO] 2020-09-16 02:26:43 > Step:  140300 Progress: 70.2% Elapsed: 3:14:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.05258 
[INFO] 2020-09-16 02:26:47 > Step:  140400 Progress: 70.2% Elapsed: 3:14:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.8408 
[INFO] 2020-09-16 02:26:50 > Step:  140500 Progress: 70.2% Elapsed: 3:14:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.53244 
[INFO] 2020-09-16 02:26:55 > Step:  140600 Progress: 70.3% Elapsed: 3:14:35 temperature: no ada_p: No Discriminator_loss: 0.0101032 Generator_loss: 5.21224 
[INFO] 2020-09-16 02:26:58 > Step:  140700 Progress: 70.3% Elapsed: 3:14:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.4074 
[INFO] 2020-09-16 02:27:02 > Step:  140800 Progress: 70.4% Elapsed: 3:14:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.2324 
[INFO] 2020-09-16 02:27:06 > Step:  140900 Progress: 70.5% Elapsed: 3:14:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.8222 
[INFO] 2020-09-16 02:27:10 > Step:  141000 Progress: 70.5% Elapsed: 3:14:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.85185 
[INFO] 2020-09-16 02:27:14 > Step:  141100 Progress: 70.5% Elapsed: 3:14:54 temperature: no ada_p: No Discriminator_loss: 0.000171286 Generator_loss: 6.81898 
[INFO] 2020-09-16 02:27:18 > Step:  141200 Progress: 70.6% Elapsed: 3:14:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.25074 
[INFO] 2020-09-16 02:27:21 > Step:  141300 Progress: 70.7% Elapsed: 3:15:02 temperature: no ada_p: No Discriminator_loss: 0.00366426 Generator_loss: 7.47323 
[INFO] 2020-09-16 02:27:26 > Step:  141400 Progress: 70.7% Elapsed: 3:15:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.64522 
[INFO] 2020-09-16 02:27:29 > Step:  141500 Progress: 70.8% Elapsed: 3:15:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.22563 
[INFO] 2020-09-16 02:27:33 > Step:  141600 Progress: 70.8% Elapsed: 3:15:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.93784 
[INFO] 2020-09-16 02:27:37 > Step:  141700 Progress: 70.9% Elapsed: 3:15:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.44074 
[INFO] 2020-09-16 02:27:41 > Step:  141800 Progress: 70.9% Elapsed: 3:15:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.53677 
[INFO] 2020-09-16 02:27:45 > Step:  141900 Progress: 71.0% Elapsed: 3:15:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.90253 
[INFO] 2020-09-16 02:27:49 > Step:  142000 Progress: 71.0% Elapsed: 3:15:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 24.1456 
[INFO] 2020-09-16 02:27:49 > Start Evaluation (142000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:29:16 > F_8 score (Step: 142000, Using test images): 0.20308913457319372
[INFO] 2020-09-16 02:29:16 > F_1/8 score (Step: 142000, Using test images): 0.5045816609603071
[INFO] 2020-09-16 02:29:16 > FID score (Step: 142000, Using test moments): 124.26815654467339
[INFO] 2020-09-16 02:29:16 > Inception score (Step: 142000, 10000 generated images): 4.110455513000488
[INFO] 2020-09-16 02:29:16 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:29:16 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:29:20 > Step:  142100 Progress: 71.0% Elapsed: 3:17:00 temperature: no ada_p: No Discriminator_loss: 0.0286267 Generator_loss: 3.99372 
[INFO] 2020-09-16 02:29:24 > Step:  142200 Progress: 71.1% Elapsed: 3:17:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86356 
[INFO] 2020-09-16 02:29:28 > Step:  142300 Progress: 71.2% Elapsed: 3:17:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.9716 
[INFO] 2020-09-16 02:29:31 > Step:  142400 Progress: 71.2% Elapsed: 3:17:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.9448 
[INFO] 2020-09-16 02:29:35 > Step:  142500 Progress: 71.2% Elapsed: 3:17:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.48947 
[INFO] 2020-09-16 02:29:39 > Step:  142600 Progress: 71.3% Elapsed: 3:17:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.51994 
[INFO] 2020-09-16 02:29:43 > Step:  142700 Progress: 71.4% Elapsed: 3:17:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.94619 
[INFO] 2020-09-16 02:29:47 > Step:  142800 Progress: 71.4% Elapsed: 3:17:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.9266 
[INFO] 2020-09-16 02:29:51 > Step:  142900 Progress: 71.5% Elapsed: 3:17:31 temperature: no ada_p: No Discriminator_loss: 0.0166825 Generator_loss: 5.53685 
[INFO] 2020-09-16 02:29:55 > Step:  143000 Progress: 71.5% Elapsed: 3:17:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.42928 
[INFO] 2020-09-16 02:29:59 > Step:  143100 Progress: 71.5% Elapsed: 3:17:39 temperature: no ada_p: No Discriminator_loss: 0.0250948 Generator_loss: 6.17916 
[INFO] 2020-09-16 02:30:02 > Step:  143200 Progress: 71.6% Elapsed: 3:17:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.4337 
[INFO] 2020-09-16 02:30:06 > Step:  143300 Progress: 71.7% Elapsed: 3:17:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.96114 
[INFO] 2020-09-16 02:30:10 > Step:  143400 Progress: 71.7% Elapsed: 3:17:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.2717 
[INFO] 2020-09-16 02:30:14 > Step:  143500 Progress: 71.8% Elapsed: 3:17:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.09021 
[INFO] 2020-09-16 02:30:18 > Step:  143600 Progress: 71.8% Elapsed: 3:17:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.7125 
[INFO] 2020-09-16 02:30:22 > Step:  143700 Progress: 71.9% Elapsed: 3:18:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.43399 
[INFO] 2020-09-16 02:30:26 > Step:  143800 Progress: 71.9% Elapsed: 3:18:06 temperature: no ada_p: No Discriminator_loss: 0.0191683 Generator_loss: 7.1738 
[INFO] 2020-09-16 02:30:30 > Step:  143900 Progress: 72.0% Elapsed: 3:18:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.4181 
[INFO] 2020-09-16 02:30:33 > Step:  144000 Progress: 72.0% Elapsed: 3:18:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2371 
[INFO] 2020-09-16 02:30:33 > Start Evaluation (144000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:32:01 > F_8 score (Step: 144000, Using test images): 0.1877698582280024
[INFO] 2020-09-16 02:32:01 > F_1/8 score (Step: 144000, Using test images): 0.37033069449587075
[INFO] 2020-09-16 02:32:01 > FID score (Step: 144000, Using test moments): 148.21415106207598
[INFO] 2020-09-16 02:32:01 > Inception score (Step: 144000, 10000 generated images): 4.293643951416016
[INFO] 2020-09-16 02:32:01 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:32:01 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:32:05 > Step:  144100 Progress: 72.0% Elapsed: 3:19:45 temperature: no ada_p: No Discriminator_loss: 0.0436913 Generator_loss: 5.74478 
[INFO] 2020-09-16 02:32:09 > Step:  144200 Progress: 72.1% Elapsed: 3:19:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.77703 
[INFO] 2020-09-16 02:32:12 > Step:  144300 Progress: 72.2% Elapsed: 3:19:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.86013 
[INFO] 2020-09-16 02:32:16 > Step:  144400 Progress: 72.2% Elapsed: 3:19:56 temperature: no ada_p: No Discriminator_loss: 0.00778154 Generator_loss: 7.95147 
[INFO] 2020-09-16 02:32:20 > Step:  144500 Progress: 72.2% Elapsed: 3:20:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.84613 
[INFO] 2020-09-16 02:32:24 > Step:  144600 Progress: 72.3% Elapsed: 3:20:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.96303 
[INFO] 2020-09-16 02:32:28 > Step:  144700 Progress: 72.4% Elapsed: 3:20:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.02454 
[INFO] 2020-09-16 02:32:32 > Step:  144800 Progress: 72.4% Elapsed: 3:20:12 temperature: no ada_p: No Discriminator_loss: 0.00602437 Generator_loss: 4.25838 
[INFO] 2020-09-16 02:32:36 > Step:  144900 Progress: 72.5% Elapsed: 3:20:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.55246 
[INFO] 2020-09-16 02:32:40 > Step:  145000 Progress: 72.5% Elapsed: 3:20:20 temperature: no ada_p: No Discriminator_loss: 1.7814 Generator_loss: 0.0970621 
[INFO] 2020-09-16 02:32:43 > Step:  145100 Progress: 72.5% Elapsed: 3:20:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.50449 
[INFO] 2020-09-16 02:32:47 > Step:  145200 Progress: 72.6% Elapsed: 3:20:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.18027 
[INFO] 2020-09-16 02:32:51 > Step:  145300 Progress: 72.7% Elapsed: 3:20:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.13127 
[INFO] 2020-09-16 02:32:55 > Step:  145400 Progress: 72.7% Elapsed: 3:20:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5704 
[INFO] 2020-09-16 02:32:59 > Step:  145500 Progress: 72.8% Elapsed: 3:20:39 temperature: no ada_p: No Discriminator_loss: 0.0796179 Generator_loss: 4.4477 
[INFO] 2020-09-16 02:33:03 > Step:  145600 Progress: 72.8% Elapsed: 3:20:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.1388 
[INFO] 2020-09-16 02:33:07 > Step:  145700 Progress: 72.9% Elapsed: 3:20:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.12731 
[INFO] 2020-09-16 02:33:11 > Step:  145800 Progress: 72.9% Elapsed: 3:20:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.67179 
[INFO] 2020-09-16 02:33:14 > Step:  145900 Progress: 73.0% Elapsed: 3:20:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.52205 
[INFO] 2020-09-16 02:33:18 > Step:  146000 Progress: 73.0% Elapsed: 3:20:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5403 
[INFO] 2020-09-16 02:33:18 > Start Evaluation (146000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:34:46 > F_8 score (Step: 146000, Using test images): 0.15711669590574762
[INFO] 2020-09-16 02:34:46 > F_1/8 score (Step: 146000, Using test images): 0.4418157396688134
[INFO] 2020-09-16 02:34:46 > FID score (Step: 146000, Using test moments): 152.8668909996373
[INFO] 2020-09-16 02:34:46 > Inception score (Step: 146000, 10000 generated images): 3.957213878631592
[INFO] 2020-09-16 02:34:46 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:34:46 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:34:51 > Step:  146100 Progress: 73.0% Elapsed: 3:22:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.75138 
[INFO] 2020-09-16 02:34:54 > Step:  146200 Progress: 73.1% Elapsed: 3:22:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.97701 
[INFO] 2020-09-16 02:34:58 > Step:  146300 Progress: 73.2% Elapsed: 3:22:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.0242 
[INFO] 2020-09-16 02:35:02 > Step:  146400 Progress: 73.2% Elapsed: 3:22:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.7014 
[INFO] 2020-09-16 02:35:06 > Step:  146500 Progress: 73.2% Elapsed: 3:22:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.94653 
[INFO] 2020-09-16 02:35:10 > Step:  146600 Progress: 73.3% Elapsed: 3:22:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.19612 
[INFO] 2020-09-16 02:35:14 > Step:  146700 Progress: 73.4% Elapsed: 3:22:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.57399 
[INFO] 2020-09-16 02:35:17 > Step:  146800 Progress: 73.4% Elapsed: 3:22:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.3861 
[INFO] 2020-09-16 02:35:22 > Step:  146900 Progress: 73.5% Elapsed: 3:23:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.15244 
[INFO] 2020-09-16 02:35:25 > Step:  147000 Progress: 73.5% Elapsed: 3:23:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.99896 
[INFO] 2020-09-16 02:35:29 > Step:  147100 Progress: 73.6% Elapsed: 3:23:09 temperature: no ada_p: No Discriminator_loss: 0.17341 Generator_loss: 7.68755 
[INFO] 2020-09-16 02:35:33 > Step:  147200 Progress: 73.6% Elapsed: 3:23:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.1173 
[INFO] 2020-09-16 02:35:37 > Step:  147300 Progress: 73.7% Elapsed: 3:23:17 temperature: no ada_p: No Discriminator_loss: 0.942537 Generator_loss: 14.6905 
[INFO] 2020-09-16 02:35:41 > Step:  147400 Progress: 73.7% Elapsed: 3:23:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.38064 
[INFO] 2020-09-16 02:35:45 > Step:  147500 Progress: 73.8% Elapsed: 3:23:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.32037 
[INFO] 2020-09-16 02:35:48 > Step:  147600 Progress: 73.8% Elapsed: 3:23:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.8952 
[INFO] 2020-09-16 02:35:53 > Step:  147700 Progress: 73.9% Elapsed: 3:23:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.5962 
[INFO] 2020-09-16 02:35:56 > Step:  147800 Progress: 73.9% Elapsed: 3:23:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.39218 
[INFO] 2020-09-16 02:36:00 > Step:  147900 Progress: 74.0% Elapsed: 3:23:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.03596 
[INFO] 2020-09-16 02:36:04 > Step:  148000 Progress: 74.0% Elapsed: 3:23:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6676 
[INFO] 2020-09-16 02:36:04 > Start Evaluation (148000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:37:30 > F_8 score (Step: 148000, Using test images): 0.1518019117365165
[INFO] 2020-09-16 02:37:30 > F_1/8 score (Step: 148000, Using test images): 0.4999480573000045
[INFO] 2020-09-16 02:37:30 > FID score (Step: 148000, Using test moments): 145.94399708516562
[INFO] 2020-09-16 02:37:30 > Inception score (Step: 148000, 10000 generated images): 4.44468355178833
[INFO] 2020-09-16 02:37:30 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:37:30 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:37:34 > Step:  148100 Progress: 74.1% Elapsed: 3:25:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.49165 
[INFO] 2020-09-16 02:37:38 > Step:  148200 Progress: 74.1% Elapsed: 3:25:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.8906 
[INFO] 2020-09-16 02:37:41 > Step:  148300 Progress: 74.2% Elapsed: 3:25:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.90493 
[INFO] 2020-09-16 02:37:45 > Step:  148400 Progress: 74.2% Elapsed: 3:25:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.7942 
[INFO] 2020-09-16 02:37:49 > Step:  148500 Progress: 74.2% Elapsed: 3:25:29 temperature: no ada_p: No Discriminator_loss: 0.0118098 Generator_loss: 3.70086 
[INFO] 2020-09-16 02:37:53 > Step:  148600 Progress: 74.3% Elapsed: 3:25:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.82694 
[INFO] 2020-09-16 02:37:57 > Step:  148700 Progress: 74.4% Elapsed: 3:25:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.2721 
[INFO] 2020-09-16 02:38:01 > Step:  148800 Progress: 74.4% Elapsed: 3:25:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.48779 
[INFO] 2020-09-16 02:38:05 > Step:  148900 Progress: 74.5% Elapsed: 3:25:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.2807 
[INFO] 2020-09-16 02:38:09 > Step:  149000 Progress: 74.5% Elapsed: 3:25:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.81324 
[INFO] 2020-09-16 02:38:12 > Step:  149100 Progress: 74.6% Elapsed: 3:25:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.1233 
[INFO] 2020-09-16 02:38:16 > Step:  149200 Progress: 74.6% Elapsed: 3:25:57 temperature: no ada_p: No Discriminator_loss: 0.0160603 Generator_loss: 8.1088 
[INFO] 2020-09-16 02:38:20 > Step:  149300 Progress: 74.7% Elapsed: 3:26:00 temperature: no ada_p: No Discriminator_loss: 0.0148217 Generator_loss: 6.32521 
[INFO] 2020-09-16 02:38:24 > Step:  149400 Progress: 74.7% Elapsed: 3:26:04 temperature: no ada_p: No Discriminator_loss: 0.700639 Generator_loss: 19.017 
[INFO] 2020-09-16 02:38:28 > Step:  149500 Progress: 74.8% Elapsed: 3:26:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.99801 
[INFO] 2020-09-16 02:38:32 > Step:  149600 Progress: 74.8% Elapsed: 3:26:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.96045 
[INFO] 2020-09-16 02:38:36 > Step:  149700 Progress: 74.9% Elapsed: 3:26:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.54661 
[INFO] 2020-09-16 02:38:40 > Step:  149800 Progress: 74.9% Elapsed: 3:26:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.71 
[INFO] 2020-09-16 02:38:43 > Step:  149900 Progress: 75.0% Elapsed: 3:26:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.1028 
[INFO] 2020-09-16 02:38:47 > Step:  150000 Progress: 75.0% Elapsed: 3:26:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.82658 
[INFO] 2020-09-16 02:38:47 > Start Evaluation (150000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:40:16 > F_8 score (Step: 150000, Using test images): 0.28492282559954607
[INFO] 2020-09-16 02:40:16 > F_1/8 score (Step: 150000, Using test images): 0.5247816368650404
[INFO] 2020-09-16 02:40:16 > FID score (Step: 150000, Using test moments): 134.5054982647793
[INFO] 2020-09-16 02:40:16 > Inception score (Step: 150000, 10000 generated images): 4.706318378448486
[INFO] 2020-09-16 02:40:16 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:40:16 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:40:20 > Step:  150100 Progress: 75.0% Elapsed: 3:28:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.03386 
[INFO] 2020-09-16 02:40:24 > Step:  150200 Progress: 75.1% Elapsed: 3:28:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.7179 
[INFO] 2020-09-16 02:40:28 > Step:  150300 Progress: 75.1% Elapsed: 3:28:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.60592 
[INFO] 2020-09-16 02:40:32 > Step:  150400 Progress: 75.2% Elapsed: 3:28:12 temperature: no ada_p: No Discriminator_loss: 0.254437 Generator_loss: 7.9588 
[INFO] 2020-09-16 02:40:36 > Step:  150500 Progress: 75.2% Elapsed: 3:28:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.21575 
[INFO] 2020-09-16 02:40:39 > Step:  150600 Progress: 75.3% Elapsed: 3:28:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.29099 
[INFO] 2020-09-16 02:40:43 > Step:  150700 Progress: 75.3% Elapsed: 3:28:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.1547 
[INFO] 2020-09-16 02:40:47 > Step:  150800 Progress: 75.4% Elapsed: 3:28:27 temperature: no ada_p: No Discriminator_loss: 0.162149 Generator_loss: 6.91779 
[INFO] 2020-09-16 02:40:51 > Step:  150900 Progress: 75.4% Elapsed: 3:28:31 temperature: no ada_p: No Discriminator_loss: 0.00434664 Generator_loss: 11.8102 
[INFO] 2020-09-16 02:40:55 > Step:  151000 Progress: 75.5% Elapsed: 3:28:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.65894 
[INFO] 2020-09-16 02:40:59 > Step:  151100 Progress: 75.5% Elapsed: 3:28:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.02456 
[INFO] 2020-09-16 02:41:03 > Step:  151200 Progress: 75.6% Elapsed: 3:28:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.98605 
[INFO] 2020-09-16 02:41:07 > Step:  151300 Progress: 75.6% Elapsed: 3:28:47 temperature: no ada_p: No Discriminator_loss: 0.309637 Generator_loss: 7.90009 
[INFO] 2020-09-16 02:41:10 > Step:  151400 Progress: 75.7% Elapsed: 3:28:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.00825 
[INFO] 2020-09-16 02:41:14 > Step:  151500 Progress: 75.8% Elapsed: 3:28:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.117 
[INFO] 2020-09-16 02:41:18 > Step:  151600 Progress: 75.8% Elapsed: 3:28:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.1804 
[INFO] 2020-09-16 02:41:22 > Step:  151700 Progress: 75.8% Elapsed: 3:29:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.31394 
[INFO] 2020-09-16 02:41:26 > Step:  151800 Progress: 75.9% Elapsed: 3:29:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.53279 
[INFO] 2020-09-16 02:41:30 > Step:  151900 Progress: 75.9% Elapsed: 3:29:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.52021 
[INFO] 2020-09-16 02:41:34 > Step:  152000 Progress: 76.0% Elapsed: 3:29:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1549 
[INFO] 2020-09-16 02:41:34 > Start Evaluation (152000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:43:01 > F_8 score (Step: 152000, Using test images): 0.2749549648966704
[INFO] 2020-09-16 02:43:01 > F_1/8 score (Step: 152000, Using test images): 0.5092100003745484
[INFO] 2020-09-16 02:43:01 > FID score (Step: 152000, Using test moments): 132.91792682422738
[INFO] 2020-09-16 02:43:01 > Inception score (Step: 152000, 10000 generated images): 4.6487040519714355
[INFO] 2020-09-16 02:43:01 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:43:01 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:43:05 > Step:  152100 Progress: 76.0% Elapsed: 3:30:45 temperature: no ada_p: No Discriminator_loss: 1.49027 Generator_loss: -2.03477 
[INFO] 2020-09-16 02:43:09 > Step:  152200 Progress: 76.1% Elapsed: 3:30:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.23585 
[INFO] 2020-09-16 02:43:13 > Step:  152300 Progress: 76.1% Elapsed: 3:30:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.58488 
[INFO] 2020-09-16 02:43:17 > Step:  152400 Progress: 76.2% Elapsed: 3:30:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.40453 
[INFO] 2020-09-16 02:43:20 > Step:  152500 Progress: 76.2% Elapsed: 3:31:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.62105 
[INFO] 2020-09-16 02:43:24 > Step:  152600 Progress: 76.3% Elapsed: 3:31:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.27738 
[INFO] 2020-09-16 02:43:28 > Step:  152700 Progress: 76.3% Elapsed: 3:31:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.8828 
[INFO] 2020-09-16 02:43:32 > Step:  152800 Progress: 76.4% Elapsed: 3:31:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.64649 
[INFO] 2020-09-16 02:43:36 > Step:  152900 Progress: 76.4% Elapsed: 3:31:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.39527 
[INFO] 2020-09-16 02:43:40 > Step:  153000 Progress: 76.5% Elapsed: 3:31:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.40512 
[INFO] 2020-09-16 02:43:44 > Step:  153100 Progress: 76.5% Elapsed: 3:31:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6995 
[INFO] 2020-09-16 02:43:48 > Step:  153200 Progress: 76.6% Elapsed: 3:31:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.8285 
[INFO] 2020-09-16 02:43:51 > Step:  153300 Progress: 76.6% Elapsed: 3:31:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.77671 
[INFO] 2020-09-16 02:43:55 > Step:  153400 Progress: 76.7% Elapsed: 3:31:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.0499 
[INFO] 2020-09-16 02:43:59 > Step:  153500 Progress: 76.8% Elapsed: 3:31:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.6013 
[INFO] 2020-09-16 02:44:03 > Step:  153600 Progress: 76.8% Elapsed: 3:31:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.93604 
[INFO] 2020-09-16 02:44:07 > Step:  153700 Progress: 76.8% Elapsed: 3:31:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.35914 
[INFO] 2020-09-16 02:44:11 > Step:  153800 Progress: 76.9% Elapsed: 3:31:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.35128 
[INFO] 2020-09-16 02:44:15 > Step:  153900 Progress: 77.0% Elapsed: 3:31:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3438 
[INFO] 2020-09-16 02:44:19 > Step:  154000 Progress: 77.0% Elapsed: 3:31:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.35753 
[INFO] 2020-09-16 02:44:19 > Start Evaluation (154000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:45:44 > F_8 score (Step: 154000, Using test images): 0.13786623937985668
[INFO] 2020-09-16 02:45:44 > F_1/8 score (Step: 154000, Using test images): 0.3803171287880572
[INFO] 2020-09-16 02:45:44 > FID score (Step: 154000, Using test moments): 158.9828352754406
[INFO] 2020-09-16 02:45:44 > Inception score (Step: 154000, 10000 generated images): 4.1459197998046875
[INFO] 2020-09-16 02:45:44 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:45:45 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:45:48 > Step:  154100 Progress: 77.0% Elapsed: 3:33:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.14858 
[INFO] 2020-09-16 02:45:52 > Step:  154200 Progress: 77.1% Elapsed: 3:33:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.17482 
[INFO] 2020-09-16 02:45:56 > Step:  154300 Progress: 77.1% Elapsed: 3:33:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.72687 
[INFO] 2020-09-16 02:46:00 > Step:  154400 Progress: 77.2% Elapsed: 3:33:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.10239 
[INFO] 2020-09-16 02:46:04 > Step:  154500 Progress: 77.2% Elapsed: 3:33:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.07597 
[INFO] 2020-09-16 02:46:08 > Step:  154600 Progress: 77.3% Elapsed: 3:33:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.91403 
[INFO] 2020-09-16 02:46:12 > Step:  154700 Progress: 77.3% Elapsed: 3:33:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.71107 
[INFO] 2020-09-16 02:46:15 > Step:  154800 Progress: 77.4% Elapsed: 3:33:56 temperature: no ada_p: No Discriminator_loss: 3.53892 Generator_loss: 18.3855 
[INFO] 2020-09-16 02:46:19 > Step:  154900 Progress: 77.5% Elapsed: 3:33:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.63277 
[INFO] 2020-09-16 02:46:23 > Step:  155000 Progress: 77.5% Elapsed: 3:34:03 temperature: no ada_p: No Discriminator_loss: 0.277059 Generator_loss: 16.2153 
[INFO] 2020-09-16 02:46:27 > Step:  155100 Progress: 77.5% Elapsed: 3:34:07 temperature: no ada_p: No Discriminator_loss: 0.0600153 Generator_loss: 9.31127 
[INFO] 2020-09-16 02:46:31 > Step:  155200 Progress: 77.6% Elapsed: 3:34:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9028 
[INFO] 2020-09-16 02:46:35 > Step:  155300 Progress: 77.6% Elapsed: 3:34:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.86167 
[INFO] 2020-09-16 02:46:39 > Step:  155400 Progress: 77.7% Elapsed: 3:34:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.04341 
[INFO] 2020-09-16 02:46:43 > Step:  155500 Progress: 77.8% Elapsed: 3:34:23 temperature: no ada_p: No Discriminator_loss: 0.012196 Generator_loss: 7.05535 
[INFO] 2020-09-16 02:46:46 > Step:  155600 Progress: 77.8% Elapsed: 3:34:27 temperature: no ada_p: No Discriminator_loss: 0.0342236 Generator_loss: 6.31085 
[INFO] 2020-09-16 02:46:50 > Step:  155700 Progress: 77.8% Elapsed: 3:34:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.28978 
[INFO] 2020-09-16 02:46:54 > Step:  155800 Progress: 77.9% Elapsed: 3:34:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.91714 
[INFO] 2020-09-16 02:46:58 > Step:  155900 Progress: 78.0% Elapsed: 3:34:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.1237 
[INFO] 2020-09-16 02:47:02 > Step:  156000 Progress: 78.0% Elapsed: 3:34:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1848 
[INFO] 2020-09-16 02:47:02 > Start Evaluation (156000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:48:32 > F_8 score (Step: 156000, Using test images): 0.3865200334299981
[INFO] 2020-09-16 02:48:33 > F_1/8 score (Step: 156000, Using test images): 0.5068919595944686
[INFO] 2020-09-16 02:48:33 > FID score (Step: 156000, Using test moments): 133.37386906631104
[INFO] 2020-09-16 02:48:33 > Inception score (Step: 156000, 10000 generated images): 4.012153625488281
[INFO] 2020-09-16 02:48:33 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:48:33 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:48:36 > Step:  156100 Progress: 78.0% Elapsed: 3:36:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3928 
[INFO] 2020-09-16 02:48:40 > Step:  156200 Progress: 78.1% Elapsed: 3:36:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.77211 
[INFO] 2020-09-16 02:48:44 > Step:  156300 Progress: 78.1% Elapsed: 3:36:24 temperature: no ada_p: No Discriminator_loss: 0.0512948 Generator_loss: 8.02555 
[INFO] 2020-09-16 02:48:48 > Step:  156400 Progress: 78.2% Elapsed: 3:36:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.47239 
[INFO] 2020-09-16 02:48:52 > Step:  156500 Progress: 78.2% Elapsed: 3:36:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.22668 
[INFO] 2020-09-16 02:48:56 > Step:  156600 Progress: 78.3% Elapsed: 3:36:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.25625 
[INFO] 2020-09-16 02:49:00 > Step:  156700 Progress: 78.3% Elapsed: 3:36:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.16544 
[INFO] 2020-09-16 02:49:04 > Step:  156800 Progress: 78.4% Elapsed: 3:36:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.56093 
[INFO] 2020-09-16 02:49:07 > Step:  156900 Progress: 78.5% Elapsed: 3:36:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.2031 
[INFO] 2020-09-16 02:49:12 > Step:  157000 Progress: 78.5% Elapsed: 3:36:52 temperature: no ada_p: No Discriminator_loss: 0.0288738 Generator_loss: 12.706 
[INFO] 2020-09-16 02:49:15 > Step:  157100 Progress: 78.5% Elapsed: 3:36:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.74142 
[INFO] 2020-09-16 02:49:19 > Step:  157200 Progress: 78.6% Elapsed: 3:36:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.07326 
[INFO] 2020-09-16 02:49:23 > Step:  157300 Progress: 78.6% Elapsed: 3:37:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.45412 
[INFO] 2020-09-16 02:49:27 > Step:  157400 Progress: 78.7% Elapsed: 3:37:07 temperature: no ada_p: No Discriminator_loss: 0.333981 Generator_loss: 3.99735 
[INFO] 2020-09-16 02:49:31 > Step:  157500 Progress: 78.8% Elapsed: 3:37:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.41447 
[INFO] 2020-09-16 02:49:35 > Step:  157600 Progress: 78.8% Elapsed: 3:37:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.03587 
[INFO] 2020-09-16 02:49:38 > Step:  157700 Progress: 78.8% Elapsed: 3:37:19 temperature: no ada_p: No Discriminator_loss: 0.111162 Generator_loss: 9.75384 
[INFO] 2020-09-16 02:49:42 > Step:  157800 Progress: 78.9% Elapsed: 3:37:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.8772 
[INFO] 2020-09-16 02:49:46 > Step:  157900 Progress: 79.0% Elapsed: 3:37:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.47627 
[INFO] 2020-09-16 02:49:50 > Step:  158000 Progress: 79.0% Elapsed: 3:37:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.98543 
[INFO] 2020-09-16 02:49:50 > Start Evaluation (158000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:51:18 > F_8 score (Step: 158000, Using test images): 0.29650659915929145
[INFO] 2020-09-16 02:51:19 > F_1/8 score (Step: 158000, Using test images): 0.3656871839197769
[INFO] 2020-09-16 02:51:19 > FID score (Step: 158000, Using test moments): 149.86215085124513
[INFO] 2020-09-16 02:51:19 > Inception score (Step: 158000, 10000 generated images): 4.307544708251953
[INFO] 2020-09-16 02:51:19 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:51:19 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:51:22 > Step:  158100 Progress: 79.0% Elapsed: 3:39:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.77668 
[INFO] 2020-09-16 02:51:27 > Step:  158200 Progress: 79.1% Elapsed: 3:39:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.76241 
[INFO] 2020-09-16 02:51:30 > Step:  158300 Progress: 79.1% Elapsed: 3:39:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.80322 
[INFO] 2020-09-16 02:51:34 > Step:  158400 Progress: 79.2% Elapsed: 3:39:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.5937 
[INFO] 2020-09-16 02:51:38 > Step:  158500 Progress: 79.2% Elapsed: 3:39:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.01593 
[INFO] 2020-09-16 02:51:42 > Step:  158600 Progress: 79.3% Elapsed: 3:39:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.56178 
[INFO] 2020-09-16 02:51:46 > Step:  158700 Progress: 79.3% Elapsed: 3:39:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.05558 
[INFO] 2020-09-16 02:51:50 > Step:  158800 Progress: 79.4% Elapsed: 3:39:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.6953 
[INFO] 2020-09-16 02:51:53 > Step:  158900 Progress: 79.5% Elapsed: 3:39:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.544 
[INFO] 2020-09-16 02:51:58 > Step:  159000 Progress: 79.5% Elapsed: 3:39:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 19.2876 
[INFO] 2020-09-16 02:52:01 > Step:  159100 Progress: 79.5% Elapsed: 3:39:41 temperature: no ada_p: No Discriminator_loss: 0.659615 Generator_loss: 17.3677 
[INFO] 2020-09-16 02:52:05 > Step:  159200 Progress: 79.6% Elapsed: 3:39:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.61561 
[INFO] 2020-09-16 02:52:09 > Step:  159300 Progress: 79.7% Elapsed: 3:39:49 temperature: no ada_p: No Discriminator_loss: 0.00208985 Generator_loss: 21.9889 
[INFO] 2020-09-16 02:52:13 > Step:  159400 Progress: 79.7% Elapsed: 3:39:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86196 
[INFO] 2020-09-16 02:52:17 > Step:  159500 Progress: 79.8% Elapsed: 3:39:57 temperature: no ada_p: No Discriminator_loss: 0.0135073 Generator_loss: 7.49501 
[INFO] 2020-09-16 02:52:21 > Step:  159600 Progress: 79.8% Elapsed: 3:40:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.57262 
[INFO] 2020-09-16 02:52:24 > Step:  159700 Progress: 79.8% Elapsed: 3:40:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.7494 
[INFO] 2020-09-16 02:52:29 > Step:  159800 Progress: 79.9% Elapsed: 3:40:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.52812 
[INFO] 2020-09-16 02:52:32 > Step:  159900 Progress: 80.0% Elapsed: 3:40:12 temperature: no ada_p: No Discriminator_loss: 0.00989969 Generator_loss: 7.55104 
[INFO] 2020-09-16 02:52:36 > Step:  160000 Progress: 80.0% Elapsed: 3:40:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.75299 
[INFO] 2020-09-16 02:52:36 > Start Evaluation (160000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:54:03 > F_8 score (Step: 160000, Using test images): 0.22591138405269795
[INFO] 2020-09-16 02:54:03 > F_1/8 score (Step: 160000, Using test images): 0.5341271821561663
[INFO] 2020-09-16 02:54:03 > FID score (Step: 160000, Using test moments): 138.76045613619567
[INFO] 2020-09-16 02:54:03 > Inception score (Step: 160000, 10000 generated images): 3.772216320037842
[INFO] 2020-09-16 02:54:03 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:54:03 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:54:07 > Step:  160100 Progress: 80.0% Elapsed: 3:41:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.7722 
[INFO] 2020-09-16 02:54:11 > Step:  160200 Progress: 80.1% Elapsed: 3:41:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.99445 
[INFO] 2020-09-16 02:54:15 > Step:  160300 Progress: 80.2% Elapsed: 3:41:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5779 
[INFO] 2020-09-16 02:54:19 > Step:  160400 Progress: 80.2% Elapsed: 3:41:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.90595 
[INFO] 2020-09-16 02:54:23 > Step:  160500 Progress: 80.2% Elapsed: 3:42:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.38386 
[INFO] 2020-09-16 02:54:27 > Step:  160600 Progress: 80.3% Elapsed: 3:42:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.71379 
[INFO] 2020-09-16 02:54:31 > Step:  160700 Progress: 80.3% Elapsed: 3:42:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.18136 
[INFO] 2020-09-16 02:54:34 > Step:  160800 Progress: 80.4% Elapsed: 3:42:15 temperature: no ada_p: No Discriminator_loss: 0.0218497 Generator_loss: 5.93477 
[INFO] 2020-09-16 02:54:39 > Step:  160900 Progress: 80.5% Elapsed: 3:42:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.8236 
[INFO] 2020-09-16 02:54:42 > Step:  161000 Progress: 80.5% Elapsed: 3:42:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.13708 
[INFO] 2020-09-16 02:54:46 > Step:  161100 Progress: 80.5% Elapsed: 3:42:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.9318 
[INFO] 2020-09-16 02:54:50 > Step:  161200 Progress: 80.6% Elapsed: 3:42:30 temperature: no ada_p: No Discriminator_loss: 0.0153695 Generator_loss: 4.84315 
[INFO] 2020-09-16 02:54:54 > Step:  161300 Progress: 80.7% Elapsed: 3:42:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.2899 
[INFO] 2020-09-16 02:54:58 > Step:  161400 Progress: 80.7% Elapsed: 3:42:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.66176 
[INFO] 2020-09-16 02:55:02 > Step:  161500 Progress: 80.8% Elapsed: 3:42:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.18829 
[INFO] 2020-09-16 02:55:05 > Step:  161600 Progress: 80.8% Elapsed: 3:42:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.1047 
[INFO] 2020-09-16 02:55:10 > Step:  161700 Progress: 80.8% Elapsed: 3:42:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.30429 
[INFO] 2020-09-16 02:55:13 > Step:  161800 Progress: 80.9% Elapsed: 3:42:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.02407 
[INFO] 2020-09-16 02:55:17 > Step:  161900 Progress: 81.0% Elapsed: 3:42:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.06767 
[INFO] 2020-09-16 02:55:21 > Step:  162000 Progress: 81.0% Elapsed: 3:43:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.87853 
[INFO] 2020-09-16 02:55:21 > Start Evaluation (162000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:56:49 > F_8 score (Step: 162000, Using test images): 0.4218405921691953
[INFO] 2020-09-16 02:56:49 > F_1/8 score (Step: 162000, Using test images): 0.528194722539147
[INFO] 2020-09-16 02:56:49 > FID score (Step: 162000, Using test moments): 122.2968061866593
[INFO] 2020-09-16 02:56:49 > Inception score (Step: 162000, 10000 generated images): 4.641573905944824
[INFO] 2020-09-16 02:56:49 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:56:49 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:56:53 > Step:  162100 Progress: 81.0% Elapsed: 3:44:34 temperature: no ada_p: No Discriminator_loss: 0.0740095 Generator_loss: 6.77164 
[INFO] 2020-09-16 02:56:57 > Step:  162200 Progress: 81.1% Elapsed: 3:44:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.0102 
[INFO] 2020-09-16 02:57:01 > Step:  162300 Progress: 81.2% Elapsed: 3:44:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.76746 
[INFO] 2020-09-16 02:57:05 > Step:  162400 Progress: 81.2% Elapsed: 3:44:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.1937 
[INFO] 2020-09-16 02:57:09 > Step:  162500 Progress: 81.2% Elapsed: 3:44:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.9621 
[INFO] 2020-09-16 02:57:13 > Step:  162600 Progress: 81.3% Elapsed: 3:44:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.64428 
[INFO] 2020-09-16 02:57:17 > Step:  162700 Progress: 81.3% Elapsed: 3:44:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.32823 
[INFO] 2020-09-16 02:57:20 > Step:  162800 Progress: 81.4% Elapsed: 3:45:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6717 
[INFO] 2020-09-16 02:57:24 > Step:  162900 Progress: 81.5% Elapsed: 3:45:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.76095 
[INFO] 2020-09-16 02:57:28 > Step:  163000 Progress: 81.5% Elapsed: 3:45:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.35164 
[INFO] 2020-09-16 02:57:32 > Step:  163100 Progress: 81.5% Elapsed: 3:45:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.48379 
[INFO] 2020-09-16 02:57:36 > Step:  163200 Progress: 81.6% Elapsed: 3:45:16 temperature: no ada_p: No Discriminator_loss: 0.019494 Generator_loss: 6.42219 
[INFO] 2020-09-16 02:57:40 > Step:  163300 Progress: 81.7% Elapsed: 3:45:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.22316 
[INFO] 2020-09-16 02:57:44 > Step:  163400 Progress: 81.7% Elapsed: 3:45:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.8471 
[INFO] 2020-09-16 02:57:48 > Step:  163500 Progress: 81.8% Elapsed: 3:45:28 temperature: no ada_p: No Discriminator_loss: 0.0129844 Generator_loss: 5.22549 
[INFO] 2020-09-16 02:57:51 > Step:  163600 Progress: 81.8% Elapsed: 3:45:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.29369 
[INFO] 2020-09-16 02:57:55 > Step:  163700 Progress: 81.8% Elapsed: 3:45:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.57311 
[INFO] 2020-09-16 02:57:59 > Step:  163800 Progress: 81.9% Elapsed: 3:45:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.1453 
[INFO] 2020-09-16 02:58:03 > Step:  163900 Progress: 82.0% Elapsed: 3:45:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.50957 
[INFO] 2020-09-16 02:58:07 > Step:  164000 Progress: 82.0% Elapsed: 3:45:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.95459 
[INFO] 2020-09-16 02:58:07 > Start Evaluation (164000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:59:36 > F_8 score (Step: 164000, Using test images): 0.258922209079526
[INFO] 2020-09-16 02:59:36 > F_1/8 score (Step: 164000, Using test images): 0.49286339074753416
[INFO] 2020-09-16 02:59:36 > FID score (Step: 164000, Using test moments): 135.98221209516333
[INFO] 2020-09-16 02:59:36 > Inception score (Step: 164000, 10000 generated images): 4.551855087280273
[INFO] 2020-09-16 02:59:36 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 02:59:36 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 02:59:40 > Step:  164100 Progress: 82.0% Elapsed: 3:47:20 temperature: no ada_p: No Discriminator_loss: 0.00485599 Generator_loss: 6.87542 
[INFO] 2020-09-16 02:59:44 > Step:  164200 Progress: 82.1% Elapsed: 3:47:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.03215 
[INFO] 2020-09-16 02:59:48 > Step:  164300 Progress: 82.2% Elapsed: 3:47:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3082 
[INFO] 2020-09-16 02:59:51 > Step:  164400 Progress: 82.2% Elapsed: 3:47:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.16821 
[INFO] 2020-09-16 02:59:56 > Step:  164500 Progress: 82.2% Elapsed: 3:47:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.325 
[INFO] 2020-09-16 02:59:59 > Step:  164600 Progress: 82.3% Elapsed: 3:47:39 temperature: no ada_p: No Discriminator_loss: 0.0259929 Generator_loss: 11.3399 
[INFO] 2020-09-16 03:00:03 > Step:  164700 Progress: 82.3% Elapsed: 3:47:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.92291 
[INFO] 2020-09-16 03:00:07 > Step:  164800 Progress: 82.4% Elapsed: 3:47:47 temperature: no ada_p: No Discriminator_loss: 0.0074378 Generator_loss: 6.85445 
[INFO] 2020-09-16 03:00:11 > Step:  164900 Progress: 82.5% Elapsed: 3:47:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.52868 
[INFO] 2020-09-16 03:00:15 > Step:  165000 Progress: 82.5% Elapsed: 3:47:55 temperature: no ada_p: No Discriminator_loss: 0.0122835 Generator_loss: 3.84428 
[INFO] 2020-09-16 03:00:19 > Step:  165100 Progress: 82.5% Elapsed: 3:47:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.88266 
[INFO] 2020-09-16 03:00:23 > Step:  165200 Progress: 82.6% Elapsed: 3:48:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.83121 
[INFO] 2020-09-16 03:00:27 > Step:  165300 Progress: 82.7% Elapsed: 3:48:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.88927 
[INFO] 2020-09-16 03:00:30 > Step:  165400 Progress: 82.7% Elapsed: 3:48:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.33489 
[INFO] 2020-09-16 03:00:34 > Step:  165500 Progress: 82.8% Elapsed: 3:48:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.5493 
[INFO] 2020-09-16 03:00:38 > Step:  165600 Progress: 82.8% Elapsed: 3:48:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.2142 
[INFO] 2020-09-16 03:00:42 > Step:  165700 Progress: 82.8% Elapsed: 3:48:22 temperature: no ada_p: No Discriminator_loss: 0.0337667 Generator_loss: 3.84382 
[INFO] 2020-09-16 03:00:46 > Step:  165800 Progress: 82.9% Elapsed: 3:48:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.4111 
[INFO] 2020-09-16 03:00:50 > Step:  165900 Progress: 83.0% Elapsed: 3:48:30 temperature: no ada_p: No Discriminator_loss: 0.00394511 Generator_loss: 3.23552 
[INFO] 2020-09-16 03:00:54 > Step:  166000 Progress: 83.0% Elapsed: 3:48:34 temperature: no ada_p: No Discriminator_loss: 1.4082 Generator_loss: 17.6251 
[INFO] 2020-09-16 03:00:54 > Start Evaluation (166000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:02:22 > F_8 score (Step: 166000, Using test images): 0.27200965530712395
[INFO] 2020-09-16 03:02:22 > F_1/8 score (Step: 166000, Using test images): 0.5033659083146448
[INFO] 2020-09-16 03:02:22 > FID score (Step: 166000, Using test moments): 142.04258869770024
[INFO] 2020-09-16 03:02:22 > Inception score (Step: 166000, 10000 generated images): 4.058618068695068
[INFO] 2020-09-16 03:02:22 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:02:22 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:02:26 > Step:  166100 Progress: 83.0% Elapsed: 3:50:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.0019 
[INFO] 2020-09-16 03:02:30 > Step:  166200 Progress: 83.1% Elapsed: 3:50:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 23.2902 
[INFO] 2020-09-16 03:02:34 > Step:  166300 Progress: 83.2% Elapsed: 3:50:14 temperature: no ada_p: No Discriminator_loss: 0.00454045 Generator_loss: 7.1661 
[INFO] 2020-09-16 03:02:38 > Step:  166400 Progress: 83.2% Elapsed: 3:50:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.2936 
[INFO] 2020-09-16 03:02:42 > Step:  166500 Progress: 83.2% Elapsed: 3:50:22 temperature: no ada_p: No Discriminator_loss: 0.0315654 Generator_loss: 6.07221 
[INFO] 2020-09-16 03:02:45 > Step:  166600 Progress: 83.3% Elapsed: 3:50:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.59638 
[INFO] 2020-09-16 03:02:49 > Step:  166700 Progress: 83.4% Elapsed: 3:50:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.58886 
[INFO] 2020-09-16 03:02:53 > Step:  166800 Progress: 83.4% Elapsed: 3:50:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.31666 
[INFO] 2020-09-16 03:02:57 > Step:  166900 Progress: 83.5% Elapsed: 3:50:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.86227 
[INFO] 2020-09-16 03:03:01 > Step:  167000 Progress: 83.5% Elapsed: 3:50:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.04394 
[INFO] 2020-09-16 03:03:05 > Step:  167100 Progress: 83.5% Elapsed: 3:50:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.69609 
[INFO] 2020-09-16 03:03:09 > Step:  167200 Progress: 83.6% Elapsed: 3:50:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.07819 
[INFO] 2020-09-16 03:03:13 > Step:  167300 Progress: 83.7% Elapsed: 3:50:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.56904 
[INFO] 2020-09-16 03:03:16 > Step:  167400 Progress: 83.7% Elapsed: 3:50:57 temperature: no ada_p: No Discriminator_loss: 0.0692428 Generator_loss: 6.34697 
[INFO] 2020-09-16 03:03:20 > Step:  167500 Progress: 83.8% Elapsed: 3:51:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.4888 
[INFO] 2020-09-16 03:03:24 > Step:  167600 Progress: 83.8% Elapsed: 3:51:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.30469 
[INFO] 2020-09-16 03:03:28 > Step:  167700 Progress: 83.9% Elapsed: 3:51:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.21989 
[INFO] 2020-09-16 03:03:32 > Step:  167800 Progress: 83.9% Elapsed: 3:51:12 temperature: no ada_p: No Discriminator_loss: 0.666958 Generator_loss: 19.6871 
[INFO] 2020-09-16 03:03:36 > Step:  167900 Progress: 84.0% Elapsed: 3:51:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.80276 
[INFO] 2020-09-16 03:03:40 > Step:  168000 Progress: 84.0% Elapsed: 3:51:20 temperature: no ada_p: No Discriminator_loss: 0.00525305 Generator_loss: 4.27696 
[INFO] 2020-09-16 03:03:40 > Start Evaluation (168000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:05:08 > F_8 score (Step: 168000, Using test images): 0.15362138075157755
[INFO] 2020-09-16 03:05:08 > F_1/8 score (Step: 168000, Using test images): 0.34984017021462227
[INFO] 2020-09-16 03:05:08 > FID score (Step: 168000, Using test moments): 161.19484516563494
[INFO] 2020-09-16 03:05:08 > Inception score (Step: 168000, 10000 generated images): 4.893850326538086
[INFO] 2020-09-16 03:05:08 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:05:08 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:05:12 > Step:  168100 Progress: 84.0% Elapsed: 3:52:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.29891 
[INFO] 2020-09-16 03:05:16 > Step:  168200 Progress: 84.1% Elapsed: 3:52:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.02717 
[INFO] 2020-09-16 03:05:20 > Step:  168300 Progress: 84.2% Elapsed: 3:53:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.33241 
[INFO] 2020-09-16 03:05:24 > Step:  168400 Progress: 84.2% Elapsed: 3:53:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.6324 
[INFO] 2020-09-16 03:05:28 > Step:  168500 Progress: 84.2% Elapsed: 3:53:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.10841 
[INFO] 2020-09-16 03:05:31 > Step:  168600 Progress: 84.3% Elapsed: 3:53:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.2957 
[INFO] 2020-09-16 03:05:36 > Step:  168700 Progress: 84.4% Elapsed: 3:53:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.15566 
[INFO] 2020-09-16 03:05:39 > Step:  168800 Progress: 84.4% Elapsed: 3:53:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.529 
[INFO] 2020-09-16 03:05:43 > Step:  168900 Progress: 84.5% Elapsed: 3:53:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.82843 
[INFO] 2020-09-16 03:05:47 > Step:  169000 Progress: 84.5% Elapsed: 3:53:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.16172 
[INFO] 2020-09-16 03:05:51 > Step:  169100 Progress: 84.5% Elapsed: 3:53:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.09642 
[INFO] 2020-09-16 03:05:55 > Step:  169200 Progress: 84.6% Elapsed: 3:53:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.7503 
[INFO] 2020-09-16 03:05:59 > Step:  169300 Progress: 84.7% Elapsed: 3:53:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.5559 
[INFO] 2020-09-16 03:06:02 > Step:  169400 Progress: 84.7% Elapsed: 3:53:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.10365 
[INFO] 2020-09-16 03:06:07 > Step:  169500 Progress: 84.8% Elapsed: 3:53:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.76138 
[INFO] 2020-09-16 03:06:10 > Step:  169600 Progress: 84.8% Elapsed: 3:53:50 temperature: no ada_p: No Discriminator_loss: 0.00652768 Generator_loss: 9.27871 
[INFO] 2020-09-16 03:06:14 > Step:  169700 Progress: 84.9% Elapsed: 3:53:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.52457 
[INFO] 2020-09-16 03:06:18 > Step:  169800 Progress: 84.9% Elapsed: 3:53:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.98279 
[INFO] 2020-09-16 03:06:22 > Step:  169900 Progress: 85.0% Elapsed: 3:54:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.80393 
[INFO] 2020-09-16 03:06:26 > Step:  170000 Progress: 85.0% Elapsed: 3:54:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.56968 
[INFO] 2020-09-16 03:06:26 > Start Evaluation (170000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:07:56 > F_8 score (Step: 170000, Using test images): 0.3718694317086166
[INFO] 2020-09-16 03:07:56 > F_1/8 score (Step: 170000, Using test images): 0.5200958841957005
[INFO] 2020-09-16 03:07:56 > FID score (Step: 170000, Using test moments): 126.21644128755605
[INFO] 2020-09-16 03:07:56 > Inception score (Step: 170000, 10000 generated images): 4.4305033683776855
[INFO] 2020-09-16 03:07:56 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:07:57 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:08:00 > Step:  170100 Progress: 85.0% Elapsed: 3:55:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.7183 
[INFO] 2020-09-16 03:08:04 > Step:  170200 Progress: 85.1% Elapsed: 3:55:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.0248 
[INFO] 2020-09-16 03:08:08 > Step:  170300 Progress: 85.2% Elapsed: 3:55:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.6041 
[INFO] 2020-09-16 03:08:12 > Step:  170400 Progress: 85.2% Elapsed: 3:55:52 temperature: no ada_p: No Discriminator_loss: 0.0627965 Generator_loss: 3.72785 
[INFO] 2020-09-16 03:08:16 > Step:  170500 Progress: 85.2% Elapsed: 3:55:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.94029 
[INFO] 2020-09-16 03:08:20 > Step:  170600 Progress: 85.3% Elapsed: 3:56:00 temperature: no ada_p: No Discriminator_loss: 0.00172639 Generator_loss: 3.22912 
[INFO] 2020-09-16 03:08:24 > Step:  170700 Progress: 85.4% Elapsed: 3:56:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.44208 
[INFO] 2020-09-16 03:08:28 > Step:  170800 Progress: 85.4% Elapsed: 3:56:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.0388 
[INFO] 2020-09-16 03:08:31 > Step:  170900 Progress: 85.5% Elapsed: 3:56:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.42305 
[INFO] 2020-09-16 03:08:35 > Step:  171000 Progress: 85.5% Elapsed: 3:56:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.00778 
[INFO] 2020-09-16 03:08:39 > Step:  171100 Progress: 85.5% Elapsed: 3:56:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.43234 
[INFO] 2020-09-16 03:08:43 > Step:  171200 Progress: 85.6% Elapsed: 3:56:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.2847 
[INFO] 2020-09-16 03:08:47 > Step:  171300 Progress: 85.7% Elapsed: 3:56:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3678 
[INFO] 2020-09-16 03:08:51 > Step:  171400 Progress: 85.7% Elapsed: 3:56:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.18663 
[INFO] 2020-09-16 03:08:55 > Step:  171500 Progress: 85.8% Elapsed: 3:56:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.573 
[INFO] 2020-09-16 03:08:59 > Step:  171600 Progress: 85.8% Elapsed: 3:56:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.79579 
[INFO] 2020-09-16 03:09:02 > Step:  171700 Progress: 85.9% Elapsed: 3:56:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.118 
[INFO] 2020-09-16 03:09:06 > Step:  171800 Progress: 85.9% Elapsed: 3:56:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8477 
[INFO] 2020-09-16 03:09:10 > Step:  171900 Progress: 86.0% Elapsed: 3:56:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.22774 
[INFO] 2020-09-16 03:09:14 > Step:  172000 Progress: 86.0% Elapsed: 3:56:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.63113 
[INFO] 2020-09-16 03:09:14 > Start Evaluation (172000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:10:42 > F_8 score (Step: 172000, Using test images): 0.4229635962916297
[INFO] 2020-09-16 03:10:42 > F_1/8 score (Step: 172000, Using test images): 0.44719840714548004
[INFO] 2020-09-16 03:10:42 > FID score (Step: 172000, Using test moments): 137.8189446432765
[INFO] 2020-09-16 03:10:42 > Inception score (Step: 172000, 10000 generated images): 4.752127170562744
[INFO] 2020-09-16 03:10:42 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:10:42 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:10:46 > Step:  172100 Progress: 86.1% Elapsed: 3:58:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.52985 
[INFO] 2020-09-16 03:10:50 > Step:  172200 Progress: 86.1% Elapsed: 3:58:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.6337 
[INFO] 2020-09-16 03:10:54 > Step:  172300 Progress: 86.2% Elapsed: 3:58:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.25365 
[INFO] 2020-09-16 03:10:58 > Step:  172400 Progress: 86.2% Elapsed: 3:58:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.18318 
[INFO] 2020-09-16 03:11:01 > Step:  172500 Progress: 86.2% Elapsed: 3:58:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.5428 
[INFO] 2020-09-16 03:11:05 > Step:  172600 Progress: 86.3% Elapsed: 3:58:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.0232 
[INFO] 2020-09-16 03:11:09 > Step:  172700 Progress: 86.4% Elapsed: 3:58:49 temperature: no ada_p: No Discriminator_loss: 0.000998147 Generator_loss: 10.6134 
[INFO] 2020-09-16 03:11:13 > Step:  172800 Progress: 86.4% Elapsed: 3:58:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.45509 
[INFO] 2020-09-16 03:11:17 > Step:  172900 Progress: 86.5% Elapsed: 3:58:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.9582 
[INFO] 2020-09-16 03:11:21 > Step:  173000 Progress: 86.5% Elapsed: 3:59:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.87921 
[INFO] 2020-09-16 03:11:25 > Step:  173100 Progress: 86.6% Elapsed: 3:59:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.18719 
[INFO] 2020-09-16 03:11:29 > Step:  173200 Progress: 86.6% Elapsed: 3:59:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.1163 
[INFO] 2020-09-16 03:11:32 > Step:  173300 Progress: 86.7% Elapsed: 3:59:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.1305 
[INFO] 2020-09-16 03:11:36 > Step:  173400 Progress: 86.7% Elapsed: 3:59:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.29542 
[INFO] 2020-09-16 03:11:40 > Step:  173500 Progress: 86.8% Elapsed: 3:59:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.50732 
[INFO] 2020-09-16 03:11:44 > Step:  173600 Progress: 86.8% Elapsed: 3:59:24 temperature: no ada_p: No Discriminator_loss: 0.00337464 Generator_loss: 8.90666 
[INFO] 2020-09-16 03:11:48 > Step:  173700 Progress: 86.9% Elapsed: 3:59:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.88055 
[INFO] 2020-09-16 03:11:52 > Step:  173800 Progress: 86.9% Elapsed: 3:59:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.11357 
[INFO] 2020-09-16 03:11:56 > Step:  173900 Progress: 87.0% Elapsed: 3:59:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.3013 
[INFO] 2020-09-16 03:12:00 > Step:  174000 Progress: 87.0% Elapsed: 3:59:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.68566 
[INFO] 2020-09-16 03:12:00 > Start Evaluation (174000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:13:28 > F_8 score (Step: 174000, Using test images): 0.41295456967050975
[INFO] 2020-09-16 03:13:28 > F_1/8 score (Step: 174000, Using test images): 0.529117735892628
[INFO] 2020-09-16 03:13:28 > FID score (Step: 174000, Using test moments): 129.57088992175846
[INFO] 2020-09-16 03:13:28 > Inception score (Step: 174000, 10000 generated images): 5.001043319702148
[INFO] 2020-09-16 03:13:28 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:13:29 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:13:32 > Step:  174100 Progress: 87.1% Elapsed: 4:01:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.51499 
[INFO] 2020-09-16 03:13:37 > Step:  174200 Progress: 87.1% Elapsed: 4:01:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.55355 
[INFO] 2020-09-16 03:13:40 > Step:  174300 Progress: 87.2% Elapsed: 4:01:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.313 
[INFO] 2020-09-16 03:13:44 > Step:  174400 Progress: 87.2% Elapsed: 4:01:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.41271 
[INFO] 2020-09-16 03:13:48 > Step:  174500 Progress: 87.2% Elapsed: 4:01:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.71331 
[INFO] 2020-09-16 03:13:52 > Step:  174600 Progress: 87.3% Elapsed: 4:01:32 temperature: no ada_p: No Discriminator_loss: 0.0015449 Generator_loss: 5.1406 
[INFO] 2020-09-16 03:13:56 > Step:  174700 Progress: 87.4% Elapsed: 4:01:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.7174 
[INFO] 2020-09-16 03:14:00 > Step:  174800 Progress: 87.4% Elapsed: 4:01:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.3325 
[INFO] 2020-09-16 03:14:03 > Step:  174900 Progress: 87.5% Elapsed: 4:01:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.5484 
[INFO] 2020-09-16 03:14:08 > Step:  175000 Progress: 87.5% Elapsed: 4:01:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86601 
[INFO] 2020-09-16 03:14:11 > Step:  175100 Progress: 87.5% Elapsed: 4:01:51 temperature: no ada_p: No Discriminator_loss: 0.0141652 Generator_loss: 9.53646 
[INFO] 2020-09-16 03:14:15 > Step:  175200 Progress: 87.6% Elapsed: 4:01:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.89412 
[INFO] 2020-09-16 03:14:19 > Step:  175300 Progress: 87.6% Elapsed: 4:01:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.90683 
[INFO] 2020-09-16 03:14:23 > Step:  175400 Progress: 87.7% Elapsed: 4:02:03 temperature: no ada_p: No Discriminator_loss: 0.404359 Generator_loss: 8.87613 
[INFO] 2020-09-16 03:14:27 > Step:  175500 Progress: 87.8% Elapsed: 4:02:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.00417 
[INFO] 2020-09-16 03:14:31 > Step:  175600 Progress: 87.8% Elapsed: 4:02:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.01867 
[INFO] 2020-09-16 03:14:34 > Step:  175700 Progress: 87.8% Elapsed: 4:02:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.17348 
[INFO] 2020-09-16 03:14:39 > Step:  175800 Progress: 87.9% Elapsed: 4:02:19 temperature: no ada_p: No Discriminator_loss: 0.0153899 Generator_loss: 6.87086 
[INFO] 2020-09-16 03:14:42 > Step:  175900 Progress: 87.9% Elapsed: 4:02:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.3795 
[INFO] 2020-09-16 03:14:46 > Step:  176000 Progress: 88.0% Elapsed: 4:02:26 temperature: no ada_p: No Discriminator_loss: 0.00189629 Generator_loss: 3.99335 
[INFO] 2020-09-16 03:14:46 > Start Evaluation (176000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:16:14 > F_8 score (Step: 176000, Using test images): 0.29654846218932096
[INFO] 2020-09-16 03:16:14 > F_1/8 score (Step: 176000, Using test images): 0.5164425580325835
[INFO] 2020-09-16 03:16:14 > FID score (Step: 176000, Using test moments): 138.87406467216755
[INFO] 2020-09-16 03:16:14 > Inception score (Step: 176000, 10000 generated images): 4.403203010559082
[INFO] 2020-09-16 03:16:14 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:16:14 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:16:18 > Step:  176100 Progress: 88.0% Elapsed: 4:03:58 temperature: no ada_p: No Discriminator_loss: 0.0472594 Generator_loss: 6.15094 
[INFO] 2020-09-16 03:16:22 > Step:  176200 Progress: 88.1% Elapsed: 4:04:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.55635 
[INFO] 2020-09-16 03:16:25 > Step:  176300 Progress: 88.1% Elapsed: 4:04:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.46238 
[INFO] 2020-09-16 03:16:29 > Step:  176400 Progress: 88.2% Elapsed: 4:04:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86704 
[INFO] 2020-09-16 03:16:33 > Step:  176500 Progress: 88.2% Elapsed: 4:04:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.84036 
[INFO] 2020-09-16 03:16:37 > Step:  176600 Progress: 88.3% Elapsed: 4:04:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90396 
[INFO] 2020-09-16 03:16:41 > Step:  176700 Progress: 88.3% Elapsed: 4:04:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.41278 
[INFO] 2020-09-16 03:16:45 > Step:  176800 Progress: 88.4% Elapsed: 4:04:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.90526 
[INFO] 2020-09-16 03:16:49 > Step:  176900 Progress: 88.4% Elapsed: 4:04:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.1407 
[INFO] 2020-09-16 03:16:53 > Step:  177000 Progress: 88.5% Elapsed: 4:04:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.73122 
[INFO] 2020-09-16 03:16:57 > Step:  177100 Progress: 88.5% Elapsed: 4:04:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 18.1678 
[INFO] 2020-09-16 03:17:00 > Step:  177200 Progress: 88.6% Elapsed: 4:04:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.47188 
[INFO] 2020-09-16 03:17:04 > Step:  177300 Progress: 88.6% Elapsed: 4:04:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.86159 
[INFO] 2020-09-16 03:17:08 > Step:  177400 Progress: 88.7% Elapsed: 4:04:48 temperature: no ada_p: No Discriminator_loss: 0.02365 Generator_loss: 9.20834 
[INFO] 2020-09-16 03:17:12 > Step:  177500 Progress: 88.8% Elapsed: 4:04:52 temperature: no ada_p: No Discriminator_loss: 0.125298 Generator_loss: 8.14818 
[INFO] 2020-09-16 03:17:16 > Step:  177600 Progress: 88.8% Elapsed: 4:04:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.37094 
[INFO] 2020-09-16 03:17:20 > Step:  177700 Progress: 88.8% Elapsed: 4:05:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.25277 
[INFO] 2020-09-16 03:17:24 > Step:  177800 Progress: 88.9% Elapsed: 4:05:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.58893 
[INFO] 2020-09-16 03:17:28 > Step:  177900 Progress: 88.9% Elapsed: 4:05:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.9022 
[INFO] 2020-09-16 03:17:31 > Step:  178000 Progress: 89.0% Elapsed: 4:05:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.44426 
[INFO] 2020-09-16 03:17:31 > Start Evaluation (178000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:19:00 > F_8 score (Step: 178000, Using test images): 0.2759429511613799
[INFO] 2020-09-16 03:19:00 > F_1/8 score (Step: 178000, Using test images): 0.5234755963909092
[INFO] 2020-09-16 03:19:00 > FID score (Step: 178000, Using test moments): 131.0516550619048
[INFO] 2020-09-16 03:19:00 > Inception score (Step: 178000, 10000 generated images): 3.9440648555755615
[INFO] 2020-09-16 03:19:00 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:19:00 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:19:04 > Step:  178100 Progress: 89.0% Elapsed: 4:06:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.30694 
[INFO] 2020-09-16 03:19:08 > Step:  178200 Progress: 89.1% Elapsed: 4:06:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.16933 
[INFO] 2020-09-16 03:19:12 > Step:  178300 Progress: 89.1% Elapsed: 4:06:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.91154 
[INFO] 2020-09-16 03:19:16 > Step:  178400 Progress: 89.2% Elapsed: 4:06:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.1401 
[INFO] 2020-09-16 03:19:20 > Step:  178500 Progress: 89.2% Elapsed: 4:07:00 temperature: no ada_p: No Discriminator_loss: 0.00536593 Generator_loss: 6.62962 
[INFO] 2020-09-16 03:19:23 > Step:  178600 Progress: 89.3% Elapsed: 4:07:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.77099 
[INFO] 2020-09-16 03:19:27 > Step:  178700 Progress: 89.3% Elapsed: 4:07:07 temperature: no ada_p: No Discriminator_loss: 0.0873576 Generator_loss: 8.69147 
[INFO] 2020-09-16 03:19:31 > Step:  178800 Progress: 89.4% Elapsed: 4:07:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.00378 
[INFO] 2020-09-16 03:19:35 > Step:  178900 Progress: 89.5% Elapsed: 4:07:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.94607 
[INFO] 2020-09-16 03:19:39 > Step:  179000 Progress: 89.5% Elapsed: 4:07:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.73594 
[INFO] 2020-09-16 03:19:43 > Step:  179100 Progress: 89.5% Elapsed: 4:07:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.40941 
[INFO] 2020-09-16 03:19:47 > Step:  179200 Progress: 89.6% Elapsed: 4:07:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.7463 
[INFO] 2020-09-16 03:19:51 > Step:  179300 Progress: 89.6% Elapsed: 4:07:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.92189 
[INFO] 2020-09-16 03:19:54 > Step:  179400 Progress: 89.7% Elapsed: 4:07:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.62798 
[INFO] 2020-09-16 03:19:58 > Step:  179500 Progress: 89.8% Elapsed: 4:07:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.88761 
[INFO] 2020-09-16 03:20:02 > Step:  179600 Progress: 89.8% Elapsed: 4:07:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.46251 
[INFO] 2020-09-16 03:20:06 > Step:  179700 Progress: 89.8% Elapsed: 4:07:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.5409 
[INFO] 2020-09-16 03:20:10 > Step:  179800 Progress: 89.9% Elapsed: 4:07:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.88312 
[INFO] 2020-09-16 03:20:14 > Step:  179900 Progress: 90.0% Elapsed: 4:07:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.55316 
[INFO] 2020-09-16 03:20:17 > Step:  180000 Progress: 90.0% Elapsed: 4:07:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.80208 
[INFO] 2020-09-16 03:20:18 > Start Evaluation (180000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:21:45 > F_8 score (Step: 180000, Using test images): 0.2571152956350653
[INFO] 2020-09-16 03:21:45 > F_1/8 score (Step: 180000, Using test images): 0.4873052183958456
[INFO] 2020-09-16 03:21:45 > FID score (Step: 180000, Using test moments): 136.6996220197322
[INFO] 2020-09-16 03:21:45 > Inception score (Step: 180000, 10000 generated images): 4.346114635467529
[INFO] 2020-09-16 03:21:45 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:21:45 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:21:49 > Step:  180100 Progress: 90.0% Elapsed: 4:09:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 21.7914 
[INFO] 2020-09-16 03:21:53 > Step:  180200 Progress: 90.1% Elapsed: 4:09:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9966 
[INFO] 2020-09-16 03:21:57 > Step:  180300 Progress: 90.1% Elapsed: 4:09:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.65514 
[INFO] 2020-09-16 03:22:00 > Step:  180400 Progress: 90.2% Elapsed: 4:09:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.85126 
[INFO] 2020-09-16 03:22:04 > Step:  180500 Progress: 90.2% Elapsed: 4:09:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.63047 
[INFO] 2020-09-16 03:22:08 > Step:  180600 Progress: 90.3% Elapsed: 4:09:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.91736 
[INFO] 2020-09-16 03:22:12 > Step:  180700 Progress: 90.3% Elapsed: 4:09:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.39875 
[INFO] 2020-09-16 03:22:16 > Step:  180800 Progress: 90.4% Elapsed: 4:09:56 temperature: no ada_p: No Discriminator_loss: 0.0550527 Generator_loss: 23.5718 
[INFO] 2020-09-16 03:22:20 > Step:  180900 Progress: 90.5% Elapsed: 4:10:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.96888 
[INFO] 2020-09-16 03:22:24 > Step:  181000 Progress: 90.5% Elapsed: 4:10:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.25926 
[INFO] 2020-09-16 03:22:28 > Step:  181100 Progress: 90.5% Elapsed: 4:10:08 temperature: no ada_p: No Discriminator_loss: 0.00500082 Generator_loss: 3.41585 
[INFO] 2020-09-16 03:22:32 > Step:  181200 Progress: 90.6% Elapsed: 4:10:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.21069 
[INFO] 2020-09-16 03:22:35 > Step:  181300 Progress: 90.6% Elapsed: 4:10:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.96716 
[INFO] 2020-09-16 03:22:39 > Step:  181400 Progress: 90.7% Elapsed: 4:10:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.7566 
[INFO] 2020-09-16 03:22:43 > Step:  181500 Progress: 90.8% Elapsed: 4:10:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.1004 
[INFO] 2020-09-16 03:22:47 > Step:  181600 Progress: 90.8% Elapsed: 4:10:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.48123 
[INFO] 2020-09-16 03:22:51 > Step:  181700 Progress: 90.8% Elapsed: 4:10:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.0949 
[INFO] 2020-09-16 03:22:55 > Step:  181800 Progress: 90.9% Elapsed: 4:10:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.24524 
[INFO] 2020-09-16 03:22:58 > Step:  181900 Progress: 91.0% Elapsed: 4:10:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.38037 
[INFO] 2020-09-16 03:23:03 > Step:  182000 Progress: 91.0% Elapsed: 4:10:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.32991 
[INFO] 2020-09-16 03:23:03 > Start Evaluation (182000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:24:30 > F_8 score (Step: 182000, Using test images): 0.38062522704651386
[INFO] 2020-09-16 03:24:30 > F_1/8 score (Step: 182000, Using test images): 0.4075486827061609
[INFO] 2020-09-16 03:24:30 > FID score (Step: 182000, Using test moments): 139.21392923754257
[INFO] 2020-09-16 03:24:30 > Inception score (Step: 182000, 10000 generated images): 4.589731693267822
[INFO] 2020-09-16 03:24:30 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:24:30 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:24:34 > Step:  182100 Progress: 91.0% Elapsed: 4:12:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.268 
[INFO] 2020-09-16 03:24:38 > Step:  182200 Progress: 91.1% Elapsed: 4:12:18 temperature: no ada_p: No Discriminator_loss: 0.0251676 Generator_loss: 5.03779 
[INFO] 2020-09-16 03:24:41 > Step:  182300 Progress: 91.1% Elapsed: 4:12:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.6481 
[INFO] 2020-09-16 03:24:46 > Step:  182400 Progress: 91.2% Elapsed: 4:12:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.61142 
[INFO] 2020-09-16 03:24:49 > Step:  182500 Progress: 91.2% Elapsed: 4:12:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.89903 
[INFO] 2020-09-16 03:24:53 > Step:  182600 Progress: 91.3% Elapsed: 4:12:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.8241 
[INFO] 2020-09-16 03:24:57 > Step:  182700 Progress: 91.3% Elapsed: 4:12:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.73209 
[INFO] 2020-09-16 03:25:01 > Step:  182800 Progress: 91.4% Elapsed: 4:12:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.10311 
[INFO] 2020-09-16 03:25:05 > Step:  182900 Progress: 91.5% Elapsed: 4:12:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.96419 
[INFO] 2020-09-16 03:25:09 > Step:  183000 Progress: 91.5% Elapsed: 4:12:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 20.0583 
[INFO] 2020-09-16 03:25:12 > Step:  183100 Progress: 91.5% Elapsed: 4:12:53 temperature: no ada_p: No Discriminator_loss: 0.00186759 Generator_loss: 5.12375 
[INFO] 2020-09-16 03:25:17 > Step:  183200 Progress: 91.6% Elapsed: 4:12:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.7359 
[INFO] 2020-09-16 03:25:20 > Step:  183300 Progress: 91.6% Elapsed: 4:13:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.26536 
[INFO] 2020-09-16 03:25:24 > Step:  183400 Progress: 91.7% Elapsed: 4:13:04 temperature: no ada_p: No Discriminator_loss: 0.0282732 Generator_loss: 3.28683 
[INFO] 2020-09-16 03:25:28 > Step:  183500 Progress: 91.8% Elapsed: 4:13:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.1969 
[INFO] 2020-09-16 03:25:32 > Step:  183600 Progress: 91.8% Elapsed: 4:13:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.70998 
[INFO] 2020-09-16 03:25:36 > Step:  183700 Progress: 91.8% Elapsed: 4:13:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.91224 
[INFO] 2020-09-16 03:25:40 > Step:  183800 Progress: 91.9% Elapsed: 4:13:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.9543 
[INFO] 2020-09-16 03:25:43 > Step:  183900 Progress: 92.0% Elapsed: 4:13:24 temperature: no ada_p: No Discriminator_loss: 0.0101002 Generator_loss: 4.33273 
[INFO] 2020-09-16 03:25:48 > Step:  184000 Progress: 92.0% Elapsed: 4:13:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.95415 
[INFO] 2020-09-16 03:25:48 > Start Evaluation (184000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:27:16 > F_8 score (Step: 184000, Using test images): 0.32372662871113256
[INFO] 2020-09-16 03:27:16 > F_1/8 score (Step: 184000, Using test images): 0.3592958998875599
[INFO] 2020-09-16 03:27:16 > FID score (Step: 184000, Using test moments): 136.94125982490334
[INFO] 2020-09-16 03:27:16 > Inception score (Step: 184000, 10000 generated images): 4.502660751342773
[INFO] 2020-09-16 03:27:16 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:27:16 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:27:20 > Step:  184100 Progress: 92.0% Elapsed: 4:15:00 temperature: no ada_p: No Discriminator_loss: 0.0345313 Generator_loss: 5.86998 
[INFO] 2020-09-16 03:27:24 > Step:  184200 Progress: 92.1% Elapsed: 4:15:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.58502 
[INFO] 2020-09-16 03:27:28 > Step:  184300 Progress: 92.2% Elapsed: 4:15:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6392 
[INFO] 2020-09-16 03:27:32 > Step:  184400 Progress: 92.2% Elapsed: 4:15:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.69508 
[INFO] 2020-09-16 03:27:36 > Step:  184500 Progress: 92.2% Elapsed: 4:15:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.90108 
[INFO] 2020-09-16 03:27:39 > Step:  184600 Progress: 92.3% Elapsed: 4:15:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.23701 
[INFO] 2020-09-16 03:27:43 > Step:  184700 Progress: 92.3% Elapsed: 4:15:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.53619 
[INFO] 2020-09-16 03:27:47 > Step:  184800 Progress: 92.4% Elapsed: 4:15:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.51178 
[INFO] 2020-09-16 03:27:51 > Step:  184900 Progress: 92.5% Elapsed: 4:15:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.57066 
[INFO] 2020-09-16 03:27:55 > Step:  185000 Progress: 92.5% Elapsed: 4:15:35 temperature: no ada_p: No Discriminator_loss: 0.206279 Generator_loss: 9.2878 
[INFO] 2020-09-16 03:27:59 > Step:  185100 Progress: 92.5% Elapsed: 4:15:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.987 
[INFO] 2020-09-16 03:28:03 > Step:  185200 Progress: 92.6% Elapsed: 4:15:43 temperature: no ada_p: No Discriminator_loss: 0.217444 Generator_loss: 5.41868 
[INFO] 2020-09-16 03:28:07 > Step:  185300 Progress: 92.7% Elapsed: 4:15:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 22.9436 
[INFO] 2020-09-16 03:28:10 > Step:  185400 Progress: 92.7% Elapsed: 4:15:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.38506 
[INFO] 2020-09-16 03:28:15 > Step:  185500 Progress: 92.8% Elapsed: 4:15:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.69907 
[INFO] 2020-09-16 03:28:18 > Step:  185600 Progress: 92.8% Elapsed: 4:15:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2428 
[INFO] 2020-09-16 03:28:22 > Step:  185700 Progress: 92.8% Elapsed: 4:16:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.38131 
[INFO] 2020-09-16 03:28:26 > Step:  185800 Progress: 92.9% Elapsed: 4:16:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.40666 
[INFO] 2020-09-16 03:28:30 > Step:  185900 Progress: 93.0% Elapsed: 4:16:10 temperature: no ada_p: No Discriminator_loss: 0.00286291 Generator_loss: 4.05676 
[INFO] 2020-09-16 03:28:34 > Step:  186000 Progress: 93.0% Elapsed: 4:16:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.0345 
[INFO] 2020-09-16 03:28:34 > Start Evaluation (186000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:30:03 > F_8 score (Step: 186000, Using test images): 0.4583333789939785
[INFO] 2020-09-16 03:30:03 > F_1/8 score (Step: 186000, Using test images): 0.5123049010835695
[INFO] 2020-09-16 03:30:03 > FID score (Step: 186000, Using test moments): 127.61526510543547
[INFO] 2020-09-16 03:30:03 > Inception score (Step: 186000, 10000 generated images): 4.404642581939697
[INFO] 2020-09-16 03:30:03 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:30:03 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:30:06 > Step:  186100 Progress: 93.0% Elapsed: 4:17:47 temperature: no ada_p: No Discriminator_loss: 0.0113863 Generator_loss: 6.82046 
[INFO] 2020-09-16 03:30:10 > Step:  186200 Progress: 93.1% Elapsed: 4:17:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 22.1643 
[INFO] 2020-09-16 03:30:14 > Step:  186300 Progress: 93.2% Elapsed: 4:17:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.58524 
[INFO] 2020-09-16 03:30:18 > Step:  186400 Progress: 93.2% Elapsed: 4:17:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.46177 
[INFO] 2020-09-16 03:30:22 > Step:  186500 Progress: 93.2% Elapsed: 4:18:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.24869 
[INFO] 2020-09-16 03:30:26 > Step:  186600 Progress: 93.3% Elapsed: 4:18:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.65816 
[INFO] 2020-09-16 03:30:30 > Step:  186700 Progress: 93.3% Elapsed: 4:18:10 temperature: no ada_p: No Discriminator_loss: 0.0516941 Generator_loss: 3.08293 
[INFO] 2020-09-16 03:30:34 > Step:  186800 Progress: 93.4% Elapsed: 4:18:14 temperature: no ada_p: No Discriminator_loss: 3.59384 Generator_loss: 12.2115 
[INFO] 2020-09-16 03:30:37 > Step:  186900 Progress: 93.5% Elapsed: 4:18:18 temperature: no ada_p: No Discriminator_loss: 0.0223685 Generator_loss: 7.2654 
[INFO] 2020-09-16 03:30:41 > Step:  187000 Progress: 93.5% Elapsed: 4:18:21 temperature: no ada_p: No Discriminator_loss: 0.101036 Generator_loss: 4.88149 
[INFO] 2020-09-16 03:30:45 > Step:  187100 Progress: 93.5% Elapsed: 4:18:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.81959 
[INFO] 2020-09-16 03:30:49 > Step:  187200 Progress: 93.6% Elapsed: 4:18:29 temperature: no ada_p: No Discriminator_loss: 0.0175828 Generator_loss: 6.49653 
[INFO] 2020-09-16 03:30:53 > Step:  187300 Progress: 93.7% Elapsed: 4:18:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.37719 
[INFO] 2020-09-16 03:30:57 > Step:  187400 Progress: 93.7% Elapsed: 4:18:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.409 
[INFO] 2020-09-16 03:31:01 > Step:  187500 Progress: 93.8% Elapsed: 4:18:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.40385 
[INFO] 2020-09-16 03:31:05 > Step:  187600 Progress: 93.8% Elapsed: 4:18:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.4035 
[INFO] 2020-09-16 03:31:08 > Step:  187700 Progress: 93.8% Elapsed: 4:18:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.40466 
[INFO] 2020-09-16 03:31:12 > Step:  187800 Progress: 93.9% Elapsed: 4:18:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.1346 
[INFO] 2020-09-16 03:31:16 > Step:  187900 Progress: 94.0% Elapsed: 4:18:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.4661 
[INFO] 2020-09-16 03:31:20 > Step:  188000 Progress: 94.0% Elapsed: 4:19:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.06772 
[INFO] 2020-09-16 03:31:20 > Start Evaluation (188000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:32:48 > F_8 score (Step: 188000, Using test images): 0.35148349559702163
[INFO] 2020-09-16 03:32:48 > F_1/8 score (Step: 188000, Using test images): 0.5104656569783801
[INFO] 2020-09-16 03:32:48 > FID score (Step: 188000, Using test moments): 132.69695200760407
[INFO] 2020-09-16 03:32:48 > Inception score (Step: 188000, 10000 generated images): 5.028414726257324
[INFO] 2020-09-16 03:32:48 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:32:48 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:32:52 > Step:  188100 Progress: 94.0% Elapsed: 4:20:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.9344 
[INFO] 2020-09-16 03:32:56 > Step:  188200 Progress: 94.1% Elapsed: 4:20:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.00572 
[INFO] 2020-09-16 03:33:00 > Step:  188300 Progress: 94.2% Elapsed: 4:20:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2174 
[INFO] 2020-09-16 03:33:04 > Step:  188400 Progress: 94.2% Elapsed: 4:20:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.71687 
[INFO] 2020-09-16 03:33:07 > Step:  188500 Progress: 94.2% Elapsed: 4:20:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.17489 
[INFO] 2020-09-16 03:33:11 > Step:  188600 Progress: 94.3% Elapsed: 4:20:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.64335 
[INFO] 2020-09-16 03:33:15 > Step:  188700 Progress: 94.3% Elapsed: 4:20:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.27663 
[INFO] 2020-09-16 03:33:19 > Step:  188800 Progress: 94.4% Elapsed: 4:20:59 temperature: no ada_p: No Discriminator_loss: 0.0393443 Generator_loss: 7.86065 
[INFO] 2020-09-16 03:33:23 > Step:  188900 Progress: 94.5% Elapsed: 4:21:03 temperature: no ada_p: No Discriminator_loss: 0.0263148 Generator_loss: 7.68331 
[INFO] 2020-09-16 03:33:27 > Step:  189000 Progress: 94.5% Elapsed: 4:21:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.97303 
[INFO] 2020-09-16 03:33:31 > Step:  189100 Progress: 94.5% Elapsed: 4:21:11 temperature: no ada_p: No Discriminator_loss: 0.103639 Generator_loss: 10.1072 
[INFO] 2020-09-16 03:33:35 > Step:  189200 Progress: 94.6% Elapsed: 4:21:15 temperature: no ada_p: No Discriminator_loss: 0.00206427 Generator_loss: 3.92854 
[INFO] 2020-09-16 03:33:38 > Step:  189300 Progress: 94.7% Elapsed: 4:21:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.0441 
[INFO] 2020-09-16 03:33:42 > Step:  189400 Progress: 94.7% Elapsed: 4:21:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.83179 
[INFO] 2020-09-16 03:33:46 > Step:  189500 Progress: 94.8% Elapsed: 4:21:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.18323 
[INFO] 2020-09-16 03:33:50 > Step:  189600 Progress: 94.8% Elapsed: 4:21:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.25453 
[INFO] 2020-09-16 03:33:54 > Step:  189700 Progress: 94.8% Elapsed: 4:21:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.355 
[INFO] 2020-09-16 03:33:58 > Step:  189800 Progress: 94.9% Elapsed: 4:21:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.48574 
[INFO] 2020-09-16 03:34:02 > Step:  189900 Progress: 95.0% Elapsed: 4:21:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.59591 
[INFO] 2020-09-16 03:34:06 > Step:  190000 Progress: 95.0% Elapsed: 4:21:46 temperature: no ada_p: No Discriminator_loss: 0.258942 Generator_loss: 9.79292 
[INFO] 2020-09-16 03:34:06 > Start Evaluation (190000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:35:34 > F_8 score (Step: 190000, Using test images): 0.3933875765825934
[INFO] 2020-09-16 03:35:34 > F_1/8 score (Step: 190000, Using test images): 0.47698077843398956
[INFO] 2020-09-16 03:35:34 > FID score (Step: 190000, Using test moments): 139.55072442199213
[INFO] 2020-09-16 03:35:34 > Inception score (Step: 190000, 10000 generated images): 5.061804294586182
[INFO] 2020-09-16 03:35:34 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:35:34 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:35:38 > Step:  190100 Progress: 95.0% Elapsed: 4:23:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.02414 
[INFO] 2020-09-16 03:35:42 > Step:  190200 Progress: 95.1% Elapsed: 4:23:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.7157 
[INFO] 2020-09-16 03:35:46 > Step:  190300 Progress: 95.2% Elapsed: 4:23:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.55188 
[INFO] 2020-09-16 03:35:49 > Step:  190400 Progress: 95.2% Elapsed: 4:23:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.26026 
[INFO] 2020-09-16 03:35:53 > Step:  190500 Progress: 95.2% Elapsed: 4:23:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.7011 
[INFO] 2020-09-16 03:35:57 > Step:  190600 Progress: 95.3% Elapsed: 4:23:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.6841 
[INFO] 2020-09-16 03:36:01 > Step:  190700 Progress: 95.3% Elapsed: 4:23:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.26903 
[INFO] 2020-09-16 03:36:05 > Step:  190800 Progress: 95.4% Elapsed: 4:23:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.3357 
[INFO] 2020-09-16 03:36:09 > Step:  190900 Progress: 95.5% Elapsed: 4:23:49 temperature: no ada_p: No Discriminator_loss: 0.0336919 Generator_loss: 5.81825 
[INFO] 2020-09-16 03:36:13 > Step:  191000 Progress: 95.5% Elapsed: 4:23:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.71909 
[INFO] 2020-09-16 03:36:17 > Step:  191100 Progress: 95.5% Elapsed: 4:23:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.08237 
[INFO] 2020-09-16 03:36:20 > Step:  191200 Progress: 95.6% Elapsed: 4:24:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.94454 
[INFO] 2020-09-16 03:36:24 > Step:  191300 Progress: 95.7% Elapsed: 4:24:04 temperature: no ada_p: No Discriminator_loss: 1.19642 Generator_loss: 20.3395 
[INFO] 2020-09-16 03:36:28 > Step:  191400 Progress: 95.7% Elapsed: 4:24:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.49527 
[INFO] 2020-09-16 03:36:32 > Step:  191500 Progress: 95.8% Elapsed: 4:24:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3772 
[INFO] 2020-09-16 03:36:36 > Step:  191600 Progress: 95.8% Elapsed: 4:24:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.5677 
[INFO] 2020-09-16 03:36:40 > Step:  191700 Progress: 95.9% Elapsed: 4:24:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.02953 
[INFO] 2020-09-16 03:36:44 > Step:  191800 Progress: 95.9% Elapsed: 4:24:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.80293 
[INFO] 2020-09-16 03:36:48 > Step:  191900 Progress: 96.0% Elapsed: 4:24:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.88069 
[INFO] 2020-09-16 03:36:51 > Step:  192000 Progress: 96.0% Elapsed: 4:24:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.01795 
[INFO] 2020-09-16 03:36:51 > Start Evaluation (192000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:38:20 > F_8 score (Step: 192000, Using test images): 0.3085998446065546
[INFO] 2020-09-16 03:38:20 > F_1/8 score (Step: 192000, Using test images): 0.4885499026911589
[INFO] 2020-09-16 03:38:20 > FID score (Step: 192000, Using test moments): 135.39328261629623
[INFO] 2020-09-16 03:38:20 > Inception score (Step: 192000, 10000 generated images): 5.247378826141357
[INFO] 2020-09-16 03:38:20 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:38:21 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:38:24 > Step:  192100 Progress: 96.0% Elapsed: 4:26:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.1223 
[INFO] 2020-09-16 03:38:28 > Step:  192200 Progress: 96.1% Elapsed: 4:26:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.1013 
[INFO] 2020-09-16 03:38:32 > Step:  192300 Progress: 96.2% Elapsed: 4:26:12 temperature: no ada_p: No Discriminator_loss: 0.0174169 Generator_loss: 5.52266 
[INFO] 2020-09-16 03:38:36 > Step:  192400 Progress: 96.2% Elapsed: 4:26:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.39299 
[INFO] 2020-09-16 03:38:40 > Step:  192500 Progress: 96.2% Elapsed: 4:26:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.27046 
[INFO] 2020-09-16 03:38:44 > Step:  192600 Progress: 96.3% Elapsed: 4:26:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.84051 
[INFO] 2020-09-16 03:38:48 > Step:  192700 Progress: 96.4% Elapsed: 4:26:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.93082 
[INFO] 2020-09-16 03:38:52 > Step:  192800 Progress: 96.4% Elapsed: 4:26:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.6191 
[INFO] 2020-09-16 03:38:55 > Step:  192900 Progress: 96.5% Elapsed: 4:26:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.68647 
[INFO] 2020-09-16 03:38:59 > Step:  193000 Progress: 96.5% Elapsed: 4:26:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.18943 
[INFO] 2020-09-16 03:39:03 > Step:  193100 Progress: 96.5% Elapsed: 4:26:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.9711 
[INFO] 2020-09-16 03:39:07 > Step:  193200 Progress: 96.6% Elapsed: 4:26:47 temperature: no ada_p: No Discriminator_loss: 0.0836192 Generator_loss: 7.11399 
[INFO] 2020-09-16 03:39:11 > Step:  193300 Progress: 96.7% Elapsed: 4:26:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.92389 
[INFO] 2020-09-16 03:39:15 > Step:  193400 Progress: 96.7% Elapsed: 4:26:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.59298 
[INFO] 2020-09-16 03:39:19 > Step:  193500 Progress: 96.8% Elapsed: 4:26:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.24117 
[INFO] 2020-09-16 03:39:23 > Step:  193600 Progress: 96.8% Elapsed: 4:27:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.2257 
[INFO] 2020-09-16 03:39:27 > Step:  193700 Progress: 96.9% Elapsed: 4:27:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.4322 
[INFO] 2020-09-16 03:39:30 > Step:  193800 Progress: 96.9% Elapsed: 4:27:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.67901 
[INFO] 2020-09-16 03:39:34 > Step:  193900 Progress: 97.0% Elapsed: 4:27:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.8357 
[INFO] 2020-09-16 03:39:38 > Step:  194000 Progress: 97.0% Elapsed: 4:27:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.14215 
[INFO] 2020-09-16 03:39:38 > Start Evaluation (194000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:41:05 > F_8 score (Step: 194000, Using test images): 0.3574178596570611
[INFO] 2020-09-16 03:41:05 > F_1/8 score (Step: 194000, Using test images): 0.5418844853549354
[INFO] 2020-09-16 03:41:05 > FID score (Step: 194000, Using test moments): 123.30814189251697
[INFO] 2020-09-16 03:41:05 > Inception score (Step: 194000, 10000 generated images): 4.979127883911133
[INFO] 2020-09-16 03:41:05 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:41:05 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:41:09 > Step:  194100 Progress: 97.0% Elapsed: 4:28:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.55989 
[INFO] 2020-09-16 03:41:13 > Step:  194200 Progress: 97.1% Elapsed: 4:28:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.88704 
[INFO] 2020-09-16 03:41:17 > Step:  194300 Progress: 97.2% Elapsed: 4:28:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00977 
[INFO] 2020-09-16 03:41:21 > Step:  194400 Progress: 97.2% Elapsed: 4:29:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.62937 
[INFO] 2020-09-16 03:41:25 > Step:  194500 Progress: 97.2% Elapsed: 4:29:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2488 
[INFO] 2020-09-16 03:41:29 > Step:  194600 Progress: 97.3% Elapsed: 4:29:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.43238 
[INFO] 2020-09-16 03:41:32 > Step:  194700 Progress: 97.4% Elapsed: 4:29:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.33996 
[INFO] 2020-09-16 03:41:36 > Step:  194800 Progress: 97.4% Elapsed: 4:29:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.01423 
[INFO] 2020-09-16 03:41:40 > Step:  194900 Progress: 97.5% Elapsed: 4:29:20 temperature: no ada_p: No Discriminator_loss: 0.0717681 Generator_loss: 6.49292 
[INFO] 2020-09-16 03:41:44 > Step:  195000 Progress: 97.5% Elapsed: 4:29:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.31002 
[INFO] 2020-09-16 03:41:48 > Step:  195100 Progress: 97.5% Elapsed: 4:29:28 temperature: no ada_p: No Discriminator_loss: 0.010416 Generator_loss: 6.50517 
[INFO] 2020-09-16 03:41:52 > Step:  195200 Progress: 97.6% Elapsed: 4:29:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.32589 
[INFO] 2020-09-16 03:41:56 > Step:  195300 Progress: 97.7% Elapsed: 4:29:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 16.659 
[INFO] 2020-09-16 03:42:00 > Step:  195400 Progress: 97.7% Elapsed: 4:29:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.33209 
[INFO] 2020-09-16 03:42:03 > Step:  195500 Progress: 97.8% Elapsed: 4:29:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3941 
[INFO] 2020-09-16 03:42:07 > Step:  195600 Progress: 97.8% Elapsed: 4:29:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.94533 
[INFO] 2020-09-16 03:42:11 > Step:  195700 Progress: 97.9% Elapsed: 4:29:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.51219 
[INFO] 2020-09-16 03:42:15 > Step:  195800 Progress: 97.9% Elapsed: 4:29:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.2642 
[INFO] 2020-09-16 03:42:19 > Step:  195900 Progress: 98.0% Elapsed: 4:29:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.5313 
[INFO] 2020-09-16 03:42:23 > Step:  196000 Progress: 98.0% Elapsed: 4:30:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.23807 
[INFO] 2020-09-16 03:42:23 > Start Evaluation (196000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:43:50 > F_8 score (Step: 196000, Using test images): 0.26392979270989075
[INFO] 2020-09-16 03:43:50 > F_1/8 score (Step: 196000, Using test images): 0.40343400768845494
[INFO] 2020-09-16 03:43:50 > FID score (Step: 196000, Using test moments): 145.6834918555599
[INFO] 2020-09-16 03:43:50 > Inception score (Step: 196000, 10000 generated images): 4.680301666259766
[INFO] 2020-09-16 03:43:50 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:43:50 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:43:55 > Step:  196100 Progress: 98.0% Elapsed: 4:31:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 11.0332 
[INFO] 2020-09-16 03:43:58 > Step:  196200 Progress: 98.1% Elapsed: 4:31:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.0176 
[INFO] 2020-09-16 03:44:02 > Step:  196300 Progress: 98.2% Elapsed: 4:31:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.82504 
[INFO] 2020-09-16 03:44:06 > Step:  196400 Progress: 98.2% Elapsed: 4:31:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.08735 
[INFO] 2020-09-16 03:44:10 > Step:  196500 Progress: 98.2% Elapsed: 4:31:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.0273 
[INFO] 2020-09-16 03:44:14 > Step:  196600 Progress: 98.3% Elapsed: 4:31:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 7.03935 
[INFO] 2020-09-16 03:44:18 > Step:  196700 Progress: 98.4% Elapsed: 4:31:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.59142 
[INFO] 2020-09-16 03:44:21 > Step:  196800 Progress: 98.4% Elapsed: 4:32:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.51225 
[INFO] 2020-09-16 03:44:26 > Step:  196900 Progress: 98.5% Elapsed: 4:32:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 12.3035 
[INFO] 2020-09-16 03:44:29 > Step:  197000 Progress: 98.5% Elapsed: 4:32:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.78718 
[INFO] 2020-09-16 03:44:33 > Step:  197100 Progress: 98.6% Elapsed: 4:32:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.62063 
[INFO] 2020-09-16 03:44:37 > Step:  197200 Progress: 98.6% Elapsed: 4:32:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.74323 
[INFO] 2020-09-16 03:44:41 > Step:  197300 Progress: 98.7% Elapsed: 4:32:21 temperature: no ada_p: No Discriminator_loss: 0.00391662 Generator_loss: 8.68834 
[INFO] 2020-09-16 03:44:45 > Step:  197400 Progress: 98.7% Elapsed: 4:32:25 temperature: no ada_p: No Discriminator_loss: 0.0697914 Generator_loss: 8.07221 
[INFO] 2020-09-16 03:44:49 > Step:  197500 Progress: 98.8% Elapsed: 4:32:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.57949 
[INFO] 2020-09-16 03:44:53 > Step:  197600 Progress: 98.8% Elapsed: 4:32:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 13.1906 
[INFO] 2020-09-16 03:44:57 > Step:  197700 Progress: 98.9% Elapsed: 4:32:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.11523 
[INFO] 2020-09-16 03:45:00 > Step:  197800 Progress: 98.9% Elapsed: 4:32:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.72923 
[INFO] 2020-09-16 03:45:04 > Step:  197900 Progress: 99.0% Elapsed: 4:32:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 14.4013 
[INFO] 2020-09-16 03:45:08 > Step:  198000 Progress: 99.0% Elapsed: 4:32:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 10.3672 
[INFO] 2020-09-16 03:45:08 > Start Evaluation (198000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:46:38 > F_8 score (Step: 198000, Using test images): 0.18364389633655384
[INFO] 2020-09-16 03:46:38 > F_1/8 score (Step: 198000, Using test images): 0.4129761390164032
[INFO] 2020-09-16 03:46:38 > FID score (Step: 198000, Using test moments): 142.763100996736
[INFO] 2020-09-16 03:46:38 > Inception score (Step: 198000, 10000 generated images): 4.110753059387207
[INFO] 2020-09-16 03:46:38 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:46:38 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:46:41 > Step:  198100 Progress: 99.1% Elapsed: 4:34:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.92101 
[INFO] 2020-09-16 03:46:45 > Step:  198200 Progress: 99.1% Elapsed: 4:34:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.9535 
[INFO] 2020-09-16 03:46:49 > Step:  198300 Progress: 99.2% Elapsed: 4:34:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 9.86046 
[INFO] 2020-09-16 03:46:53 > Step:  198400 Progress: 99.2% Elapsed: 4:34:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.117 
[INFO] 2020-09-16 03:46:57 > Step:  198500 Progress: 99.2% Elapsed: 4:34:37 temperature: no ada_p: No Discriminator_loss: 0.0227989 Generator_loss: 4.84464 
[INFO] 2020-09-16 03:47:01 > Step:  198600 Progress: 99.3% Elapsed: 4:34:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.7227 
[INFO] 2020-09-16 03:47:05 > Step:  198700 Progress: 99.4% Elapsed: 4:34:45 temperature: no ada_p: No Discriminator_loss: 0.251106 Generator_loss: 11.5491 
[INFO] 2020-09-16 03:47:09 > Step:  198800 Progress: 99.4% Elapsed: 4:34:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.02805 
[INFO] 2020-09-16 03:47:12 > Step:  198900 Progress: 99.5% Elapsed: 4:34:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.90643 
[INFO] 2020-09-16 03:47:16 > Step:  199000 Progress: 99.5% Elapsed: 4:34:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.94405 
[INFO] 2020-09-16 03:47:20 > Step:  199100 Progress: 99.6% Elapsed: 4:35:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 8.73865 
[INFO] 2020-09-16 03:47:24 > Step:  199200 Progress: 99.6% Elapsed: 4:35:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.26522 
[INFO] 2020-09-16 03:47:28 > Step:  199300 Progress: 99.7% Elapsed: 4:35:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 15.5879 
[INFO] 2020-09-16 03:47:32 > Step:  199400 Progress: 99.7% Elapsed: 4:35:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.62511 
[INFO] 2020-09-16 03:47:36 > Step:  199500 Progress: 99.8% Elapsed: 4:35:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 6.25167 
[INFO] 2020-09-16 03:47:40 > Step:  199600 Progress: 99.8% Elapsed: 4:35:20 temperature: no ada_p: No Discriminator_loss: 0.0230662 Generator_loss: 6.18648 
[INFO] 2020-09-16 03:47:43 > Step:  199700 Progress: 99.9% Elapsed: 4:35:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26406 
[INFO] 2020-09-16 03:47:47 > Step:  199800 Progress: 99.9% Elapsed: 4:35:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.35051 
[INFO] 2020-09-16 03:47:51 > Step:  199900 Progress: 100.0% Elapsed: 4:35:31 temperature: no ada_p: No Discriminator_loss: 0.0312806 Generator_loss: 17.1198 
[INFO] 2020-09-16 03:47:55 > Step:  200000 Progress: 100.0% Elapsed: 4:35:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 17.0294 
[INFO] 2020-09-16 03:47:55 > Start Evaluation (200000 Step): GGAN-train-2020_09_15_23_11_09
[INFO] 2020-09-16 03:49:23 > F_8 score (Step: 200000, Using test images): 0.23959083984492027
[INFO] 2020-09-16 03:49:23 > F_1/8 score (Step: 200000, Using test images): 0.4894257569114165
[INFO] 2020-09-16 03:49:23 > FID score (Step: 200000, Using test moments): 128.7746682420468
[INFO] 2020-09-16 03:49:23 > Inception score (Step: 200000, 10000 generated images): 4.016401290893555
[INFO] 2020-09-16 03:49:23 > Best FID score (Step: 46000, Using test moments): 42.7144625878808
[INFO] 2020-09-16 03:49:23 > Saved model to checkpoints/GGAN-train-2020_09_15_23_11_09