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WGAN-GP-train-2021_01_15_11_59_40.log
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WGAN-GP-train-2021_01_15_11_59_40.log
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[INFO] 2021-01-15 11:59:40 > Run name : WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 11:59:40 > {'config_path': './src/configs/TINY_ILSVRC2012/WGAN-GP.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-15 11:59:40 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'resnet', 'conditional_strategy': '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': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'wasserstein', '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': True, 'weight_clipping_bound': 0.01, 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}}
[INFO] 2021-01-15 11:59:40 > Load train datasets...
[INFO] 2021-01-15 11:59:42 > Train dataset size : 100000
[INFO] 2021-01-15 11:59:42 > Load valid datasets...
[INFO] 2021-01-15 11:59:42 > Eval dataset size : 10000
[INFO] 2021-01-15 11:59:42 > Build model...
[INFO] 2021-01-15 11:59:42 > Modules are located on models.resnet.
[INFO] 2021-01-15 11:59:46 > Number of parameters: 12220675
[INFO] 2021-01-15 11:59:46 > Generator(
(linear0): Linear(in_features=128, out_features=16384, bias=True)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1024, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(1): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(2): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(3): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
)
(bn4): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2021-01-15 11:59:46 > Number of parameters: 19550535
[INFO] 2021-01-15 11:59:46 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 64, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(3, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(512, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=1024, out_features=1, bias=True)
)
[INFO] 2021-01-15 11:59:50 > Start training....
[INFO] 2021-01-15 12:00:42 > Step: 100 Progress: 0.1% Elapsed: 0:00:51 temperature: no ada_p: No Discriminator_loss: -8.3237e-09 Generator_loss: 0.00915393
[INFO] 2021-01-15 12:01:29 > Step: 200 Progress: 0.2% Elapsed: 0:01:38 temperature: no ada_p: No Discriminator_loss: 4.85306e-08 Generator_loss: 0.0091536
[INFO] 2021-01-15 12:02:16 > Step: 300 Progress: 0.3% Elapsed: 0:02:25 temperature: no ada_p: No Discriminator_loss: 7.6674e-08 Generator_loss: 0.00915402
[INFO] 2021-01-15 12:03:03 > Step: 400 Progress: 0.4% Elapsed: 0:03:12 temperature: no ada_p: No Discriminator_loss: 6.7339e-08 Generator_loss: 0.00915553
[INFO] 2021-01-15 12:03:50 > Step: 500 Progress: 0.5% Elapsed: 0:03:59 temperature: no ada_p: No Discriminator_loss: -3.79077e-09 Generator_loss: 0.0091576
[INFO] 2021-01-15 12:04:37 > Step: 600 Progress: 0.6% Elapsed: 0:04:46 temperature: no ada_p: No Discriminator_loss: -4.97857e-08 Generator_loss: 0.00916012
[INFO] 2021-01-15 12:05:24 > Step: 700 Progress: 0.7% Elapsed: 0:05:33 temperature: no ada_p: No Discriminator_loss: -8.46412e-08 Generator_loss: 0.00916284
[INFO] 2021-01-15 12:06:12 > Step: 800 Progress: 0.8% Elapsed: 0:06:21 temperature: no ada_p: No Discriminator_loss: -1.24062e-07 Generator_loss: 0.00916542
[INFO] 2021-01-15 12:06:59 > Step: 900 Progress: 0.9% Elapsed: 0:07:08 temperature: no ada_p: No Discriminator_loss: -1.152e-07 Generator_loss: 0.00916754
[INFO] 2021-01-15 12:07:46 > Step: 1000 Progress: 1.0% Elapsed: 0:07:55 temperature: no ada_p: No Discriminator_loss: -7.05004e-08 Generator_loss: 0.00916963
[INFO] 2021-01-15 12:08:33 > Step: 1100 Progress: 1.1% Elapsed: 0:08:42 temperature: no ada_p: No Discriminator_loss: -4.54202e-08 Generator_loss: 0.00917042
[INFO] 2021-01-15 12:09:20 > Step: 1200 Progress: 1.2% Elapsed: 0:09:29 temperature: no ada_p: No Discriminator_loss: 9.4733e-09 Generator_loss: 0.0091703
[INFO] 2021-01-15 12:10:07 > Step: 1300 Progress: 1.3% Elapsed: 0:10:16 temperature: no ada_p: No Discriminator_loss: 1.55051e-08 Generator_loss: 0.00916882
[INFO] 2021-01-15 12:10:54 > Step: 1400 Progress: 1.4% Elapsed: 0:11:03 temperature: no ada_p: No Discriminator_loss: -1.93795e-08 Generator_loss: 0.00916592
[INFO] 2021-01-15 12:11:41 > Step: 1500 Progress: 1.5% Elapsed: 0:11:50 temperature: no ada_p: No Discriminator_loss: -5.9903e-08 Generator_loss: 0.00916222
[INFO] 2021-01-15 12:12:28 > Step: 1600 Progress: 1.6% Elapsed: 0:12:38 temperature: no ada_p: No Discriminator_loss: -1.19759e-07 Generator_loss: 0.00915818
[INFO] 2021-01-15 12:13:15 > Step: 1700 Progress: 1.7% Elapsed: 0:13:25 temperature: no ada_p: No Discriminator_loss: -1.226e-07 Generator_loss: 0.00915534
[INFO] 2021-01-15 12:14:02 > Step: 1800 Progress: 1.8% Elapsed: 0:14:12 temperature: no ada_p: No Discriminator_loss: -8.10542e-08 Generator_loss: 0.00915464
[INFO] 2021-01-15 12:14:49 > Step: 1900 Progress: 1.9% Elapsed: 0:14:59 temperature: no ada_p: No Discriminator_loss: -2.48619e-08 Generator_loss: 0.0091582
[INFO] 2021-01-15 12:15:37 > Step: 2000 Progress: 2.0% Elapsed: 0:15:46 temperature: no ada_p: No Discriminator_loss: -1.63236e-08 Generator_loss: 0.00916312
[INFO] 2021-01-15 12:15:37 > Start Evaluation (2000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:15:37 > Calculating FID Score....
[INFO] 2021-01-15 12:16:00 > Calculating Inception Score....
[INFO] 2021-01-15 12:16:12 > Calculate F_beta Score....
[INFO] 2021-01-15 12:16:49 > F_8 score (Step: 2000, Using valid images): 0.0003572425967071357
[INFO] 2021-01-15 12:16:49 > F_1/8 score (Step: 2000, Using valid images): 0.0165395575096745
[INFO] 2021-01-15 12:16:49 > FID score (Step: 2000, Using valid moments): 314.8806720573301
[INFO] 2021-01-15 12:16:49 > Inception score (Step: 2000, 10000 generated images): 1.3528310060501099
[INFO] 2021-01-15 12:16:49 > Best FID score (Step: 2000, Using valid moments): 314.8806720573301
[INFO] 2021-01-15 12:16:51 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:17:38 > Step: 2100 Progress: 2.1% Elapsed: 0:17:47 temperature: no ada_p: No Discriminator_loss: -8.11488e-08 Generator_loss: 0.00916939
[INFO] 2021-01-15 12:18:25 > Step: 2200 Progress: 2.2% Elapsed: 0:18:34 temperature: no ada_p: No Discriminator_loss: -1.48084e-07 Generator_loss: 0.00917448
[INFO] 2021-01-15 12:19:12 > Step: 2300 Progress: 2.3% Elapsed: 0:19:21 temperature: no ada_p: No Discriminator_loss: -1.10464e-07 Generator_loss: 0.00912072
[INFO] 2021-01-15 12:20:00 > Step: 2400 Progress: 2.4% Elapsed: 0:20:09 temperature: no ada_p: No Discriminator_loss: -9.19244e-08 Generator_loss: 0.00912083
[INFO] 2021-01-15 12:20:47 > Step: 2500 Progress: 2.5% Elapsed: 0:20:56 temperature: no ada_p: No Discriminator_loss: -9.80181e-08 Generator_loss: 0.00911773
[INFO] 2021-01-15 12:21:34 > Step: 2600 Progress: 2.6% Elapsed: 0:21:43 temperature: no ada_p: No Discriminator_loss: -1.08055e-07 Generator_loss: 0.00911194
[INFO] 2021-01-15 12:22:21 > Step: 2700 Progress: 2.7% Elapsed: 0:22:30 temperature: no ada_p: No Discriminator_loss: -1.30338e-07 Generator_loss: 0.00910598
[INFO] 2021-01-15 12:23:08 > Step: 2800 Progress: 2.8% Elapsed: 0:23:17 temperature: no ada_p: No Discriminator_loss: -1.39848e-07 Generator_loss: 0.00910413
[INFO] 2021-01-15 12:23:55 > Step: 2900 Progress: 2.9% Elapsed: 0:24:04 temperature: no ada_p: No Discriminator_loss: -8.81264e-08 Generator_loss: 0.00910984
[INFO] 2021-01-15 12:24:42 > Step: 3000 Progress: 3.0% Elapsed: 0:24:51 temperature: no ada_p: No Discriminator_loss: -1.34234e-07 Generator_loss: 0.0091203
[INFO] 2021-01-15 12:25:29 > Step: 3100 Progress: 3.1% Elapsed: 0:25:38 temperature: no ada_p: No Discriminator_loss: -1.17256e-07 Generator_loss: 0.00912965
[INFO] 2021-01-15 12:26:16 > Step: 3200 Progress: 3.2% Elapsed: 0:26:26 temperature: no ada_p: No Discriminator_loss: -1.35882e-07 Generator_loss: 0.00913087
[INFO] 2021-01-15 12:27:03 > Step: 3300 Progress: 3.3% Elapsed: 0:27:13 temperature: no ada_p: No Discriminator_loss: -1.44526e-07 Generator_loss: 0.00912479
[INFO] 2021-01-15 12:27:50 > Step: 3400 Progress: 3.4% Elapsed: 0:28:00 temperature: no ada_p: No Discriminator_loss: -1.13294e-07 Generator_loss: 0.00912192
[INFO] 2021-01-15 12:28:37 > Step: 3500 Progress: 3.5% Elapsed: 0:28:47 temperature: no ada_p: No Discriminator_loss: -1.29829e-07 Generator_loss: 0.00913067
[INFO] 2021-01-15 12:29:25 > Step: 3600 Progress: 3.6% Elapsed: 0:29:34 temperature: no ada_p: No Discriminator_loss: -1.9322e-07 Generator_loss: 0.00914761
[INFO] 2021-01-15 12:30:12 > Step: 3700 Progress: 3.7% Elapsed: 0:30:21 temperature: no ada_p: No Discriminator_loss: -1.021e-07 Generator_loss: 0.00915645
[INFO] 2021-01-15 12:30:59 > Step: 3800 Progress: 3.8% Elapsed: 0:31:08 temperature: no ada_p: No Discriminator_loss: -1.56033e-07 Generator_loss: 0.00915582
[INFO] 2021-01-15 12:31:46 > Step: 3900 Progress: 3.9% Elapsed: 0:31:55 temperature: no ada_p: No Discriminator_loss: -1.99474e-07 Generator_loss: 0.00916258
[INFO] 2021-01-15 12:32:34 > Step: 4000 Progress: 4.0% Elapsed: 0:32:43 temperature: no ada_p: No Discriminator_loss: -1.97186e-07 Generator_loss: 0.00917423
[INFO] 2021-01-15 12:32:34 > Start Evaluation (4000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:32:34 > Calculating FID Score....
[INFO] 2021-01-15 12:32:54 > Calculating Inception Score....
[INFO] 2021-01-15 12:33:07 > Calculate F_beta Score....
[INFO] 2021-01-15 12:33:43 > F_8 score (Step: 4000, Using valid images): 0.00035270835554125033
[INFO] 2021-01-15 12:33:43 > F_1/8 score (Step: 4000, Using valid images): 0.016064677713394874
[INFO] 2021-01-15 12:33:43 > FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 12:33:43 > Inception score (Step: 4000, 10000 generated images): 1.3218474388122559
[INFO] 2021-01-15 12:33:43 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 12:33:45 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:34:32 > Step: 4100 Progress: 4.1% Elapsed: 0:34:41 temperature: no ada_p: No Discriminator_loss: -2.03912e-07 Generator_loss: 0.00917912
[INFO] 2021-01-15 12:35:18 > Step: 4200 Progress: 4.2% Elapsed: 0:35:28 temperature: no ada_p: No Discriminator_loss: -2.09624e-07 Generator_loss: 0.00918888
[INFO] 2021-01-15 12:36:06 > Step: 4300 Progress: 4.3% Elapsed: 0:36:15 temperature: no ada_p: No Discriminator_loss: -2.19341e-07 Generator_loss: 0.0091983
[INFO] 2021-01-15 12:36:53 > Step: 4400 Progress: 4.4% Elapsed: 0:37:02 temperature: no ada_p: No Discriminator_loss: -1.76311e-07 Generator_loss: 0.00919466
[INFO] 2021-01-15 12:37:40 > Step: 4500 Progress: 4.5% Elapsed: 0:37:49 temperature: no ada_p: No Discriminator_loss: -2.63521e-07 Generator_loss: 0.00920461
[INFO] 2021-01-15 12:38:27 > Step: 4600 Progress: 4.6% Elapsed: 0:38:36 temperature: no ada_p: No Discriminator_loss: -2.81954e-07 Generator_loss: 0.00921784
[INFO] 2021-01-15 12:39:14 > Step: 4700 Progress: 4.7% Elapsed: 0:39:24 temperature: no ada_p: No Discriminator_loss: -2.60352e-07 Generator_loss: 0.00923302
[INFO] 2021-01-15 12:40:01 > Step: 4800 Progress: 4.8% Elapsed: 0:40:11 temperature: no ada_p: No Discriminator_loss: -2.54124e-07 Generator_loss: 0.00925231
[INFO] 2021-01-15 12:40:48 > Step: 4900 Progress: 4.9% Elapsed: 0:40:58 temperature: no ada_p: No Discriminator_loss: -2.73154e-07 Generator_loss: 0.00926884
[INFO] 2021-01-15 12:41:35 > Step: 5000 Progress: 5.0% Elapsed: 0:41:45 temperature: no ada_p: No Discriminator_loss: -3.15769e-07 Generator_loss: 0.00927879
[INFO] 2021-01-15 12:42:23 > Step: 5100 Progress: 5.1% Elapsed: 0:42:32 temperature: no ada_p: No Discriminator_loss: -3.0089e-07 Generator_loss: 0.00929932
[INFO] 2021-01-15 12:43:10 > Step: 5200 Progress: 5.2% Elapsed: 0:43:19 temperature: no ada_p: No Discriminator_loss: -3.06689e-07 Generator_loss: 0.00932297
[INFO] 2021-01-15 12:43:57 > Step: 5300 Progress: 5.3% Elapsed: 0:44:06 temperature: no ada_p: No Discriminator_loss: -4.05165e-07 Generator_loss: 0.00935355
[INFO] 2021-01-15 12:44:44 > Step: 5400 Progress: 5.4% Elapsed: 0:44:53 temperature: no ada_p: No Discriminator_loss: -3.56133e-07 Generator_loss: 0.00940018
[INFO] 2021-01-15 12:45:32 > Step: 5500 Progress: 5.5% Elapsed: 0:45:41 temperature: no ada_p: No Discriminator_loss: -3.49304e-07 Generator_loss: 0.00944688
[INFO] 2021-01-15 12:46:19 > Step: 5600 Progress: 5.6% Elapsed: 0:46:28 temperature: no ada_p: No Discriminator_loss: -3.63361e-07 Generator_loss: 0.00950135
[INFO] 2021-01-15 12:47:06 > Step: 5700 Progress: 5.7% Elapsed: 0:47:15 temperature: no ada_p: No Discriminator_loss: -4.35204e-07 Generator_loss: 0.00952668
[INFO] 2021-01-15 12:47:53 > Step: 5800 Progress: 5.8% Elapsed: 0:48:02 temperature: no ada_p: No Discriminator_loss: -3.50057e-07 Generator_loss: 0.00955596
[INFO] 2021-01-15 12:48:40 > Step: 5900 Progress: 5.9% Elapsed: 0:48:49 temperature: no ada_p: No Discriminator_loss: -2.69109e-07 Generator_loss: 0.0095844
[INFO] 2021-01-15 12:49:27 > Step: 6000 Progress: 6.0% Elapsed: 0:49:36 temperature: no ada_p: No Discriminator_loss: -2.73238e-07 Generator_loss: 0.00962471
[INFO] 2021-01-15 12:49:27 > Start Evaluation (6000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:49:27 > Calculating FID Score....
[INFO] 2021-01-15 12:49:48 > Calculating Inception Score....
[INFO] 2021-01-15 12:50:01 > Calculate F_beta Score....
[INFO] 2021-01-15 12:50:36 > F_8 score (Step: 6000, Using valid images): 0.0
[INFO] 2021-01-15 12:50:36 > F_1/8 score (Step: 6000, Using valid images): 0.0
[INFO] 2021-01-15 12:50:36 > FID score (Step: 6000, Using valid moments): 332.2858039740795
[INFO] 2021-01-15 12:50:36 > Inception score (Step: 6000, 10000 generated images): 1.5332345962524414
[INFO] 2021-01-15 12:50:36 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 12:50:37 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:51:24 > Step: 6100 Progress: 6.1% Elapsed: 0:51:33 temperature: no ada_p: No Discriminator_loss: -2.19996e-07 Generator_loss: 0.0096682
[INFO] 2021-01-15 12:52:11 > Step: 6200 Progress: 6.2% Elapsed: 0:52:20 temperature: no ada_p: No Discriminator_loss: -2.24703e-07 Generator_loss: 0.00970008
[INFO] 2021-01-15 12:52:59 > Step: 6300 Progress: 6.3% Elapsed: 0:53:08 temperature: no ada_p: No Discriminator_loss: -1.76431e-07 Generator_loss: 0.00972736
[INFO] 2021-01-15 12:53:46 > Step: 6400 Progress: 6.4% Elapsed: 0:53:55 temperature: no ada_p: No Discriminator_loss: -3.05798e-07 Generator_loss: 0.00974021
[INFO] 2021-01-15 12:54:33 > Step: 6500 Progress: 6.5% Elapsed: 0:54:42 temperature: no ada_p: No Discriminator_loss: -1.38156e-07 Generator_loss: 0.0097463
[INFO] 2021-01-15 12:55:20 > Step: 6600 Progress: 6.6% Elapsed: 0:55:29 temperature: no ada_p: No Discriminator_loss: -1.66016e-07 Generator_loss: 0.00975832
[INFO] 2021-01-15 12:56:07 > Step: 6700 Progress: 6.7% Elapsed: 0:56:16 temperature: no ada_p: No Discriminator_loss: -2.21473e-07 Generator_loss: 0.00977208
[INFO] 2021-01-15 12:56:54 > Step: 6800 Progress: 6.8% Elapsed: 0:57:03 temperature: no ada_p: No Discriminator_loss: -1.87916e-07 Generator_loss: 0.00978513
[INFO] 2021-01-15 12:57:41 > Step: 6900 Progress: 6.9% Elapsed: 0:57:50 temperature: no ada_p: No Discriminator_loss: 7.27305e-08 Generator_loss: 0.00980919
[INFO] 2021-01-15 12:58:28 > Step: 7000 Progress: 7.0% Elapsed: 0:58:37 temperature: no ada_p: No Discriminator_loss: -4.50094e-07 Generator_loss: 0.00984307
[INFO] 2021-01-15 12:59:16 > Step: 7100 Progress: 7.1% Elapsed: 0:59:25 temperature: no ada_p: No Discriminator_loss: -2.70094e-07 Generator_loss: 0.00988312
[INFO] 2021-01-15 13:00:03 > Step: 7200 Progress: 7.2% Elapsed: 1:00:12 temperature: no ada_p: No Discriminator_loss: -3.69044e-07 Generator_loss: 0.0099321
[INFO] 2021-01-15 13:00:50 > Step: 7300 Progress: 7.3% Elapsed: 1:00:59 temperature: no ada_p: No Discriminator_loss: -6.58947e-07 Generator_loss: 0.0100087
[INFO] 2021-01-15 13:01:37 > Step: 7400 Progress: 7.4% Elapsed: 1:01:46 temperature: no ada_p: No Discriminator_loss: -3.60742e-08 Generator_loss: 0.0447245
[INFO] 2021-01-15 13:02:24 > Step: 7500 Progress: 7.5% Elapsed: 1:02:33 temperature: no ada_p: No Discriminator_loss: -3.54194e-08 Generator_loss: 0.106868
[INFO] 2021-01-15 13:03:11 > Step: 7600 Progress: 7.6% Elapsed: 1:03:20 temperature: no ada_p: No Discriminator_loss: -5.68107e-08 Generator_loss: 0.129985
[INFO] 2021-01-15 13:03:58 > Step: 7700 Progress: 7.7% Elapsed: 1:04:07 temperature: no ada_p: No Discriminator_loss: -4.07454e-08 Generator_loss: 0.127276
[INFO] 2021-01-15 13:04:45 > Step: 7800 Progress: 7.8% Elapsed: 1:04:54 temperature: no ada_p: No Discriminator_loss: -5.91972e-08 Generator_loss: 0.130733
[INFO] 2021-01-15 13:05:33 > Step: 7900 Progress: 7.9% Elapsed: 1:05:42 temperature: no ada_p: No Discriminator_loss: -4.97093e-08 Generator_loss: 0.132107
[INFO] 2021-01-15 13:06:20 > Step: 8000 Progress: 8.0% Elapsed: 1:06:29 temperature: no ada_p: No Discriminator_loss: -7.4273e-08 Generator_loss: 0.13249
[INFO] 2021-01-15 13:06:20 > Start Evaluation (8000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:06:20 > Calculating FID Score....
[INFO] 2021-01-15 13:06:40 > Calculating Inception Score....
[INFO] 2021-01-15 13:06:53 > Calculate F_beta Score....
[INFO] 2021-01-15 13:07:28 > F_8 score (Step: 8000, Using valid images): 1.0156000731526428e-05
[INFO] 2021-01-15 13:07:28 > F_1/8 score (Step: 8000, Using valid images): 0.0005906234121118889
[INFO] 2021-01-15 13:07:28 > FID score (Step: 8000, Using valid moments): 319.96049739794034
[INFO] 2021-01-15 13:07:28 > Inception score (Step: 8000, 10000 generated images): 1.597555160522461
[INFO] 2021-01-15 13:07:28 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:07:29 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:08:16 > Step: 8100 Progress: 8.1% Elapsed: 1:08:26 temperature: no ada_p: No Discriminator_loss: -6.4203e-08 Generator_loss: 0.13278
[INFO] 2021-01-15 13:09:04 > Step: 8200 Progress: 8.2% Elapsed: 1:09:13 temperature: no ada_p: No Discriminator_loss: -9.40636e-08 Generator_loss: 0.133149
[INFO] 2021-01-15 13:09:51 > Step: 8300 Progress: 8.3% Elapsed: 1:10:00 temperature: no ada_p: No Discriminator_loss: -1.10624e-07 Generator_loss: 0.12625
[INFO] 2021-01-15 13:10:38 > Step: 8400 Progress: 8.4% Elapsed: 1:10:47 temperature: no ada_p: No Discriminator_loss: -1.3574e-07 Generator_loss: 0.124908
[INFO] 2021-01-15 13:11:25 > Step: 8500 Progress: 8.5% Elapsed: 1:11:34 temperature: no ada_p: No Discriminator_loss: -1.15018e-07 Generator_loss: 0.103691
[INFO] 2021-01-15 13:12:12 > Step: 8600 Progress: 8.6% Elapsed: 1:12:22 temperature: no ada_p: No Discriminator_loss: -9.19099e-08 Generator_loss: 0.0978045
[INFO] 2021-01-15 13:12:59 > Step: 8700 Progress: 8.7% Elapsed: 1:13:09 temperature: no ada_p: No Discriminator_loss: -1.27795e-07 Generator_loss: 0.0905663
[INFO] 2021-01-15 13:13:46 > Step: 8800 Progress: 8.8% Elapsed: 1:13:56 temperature: no ada_p: No Discriminator_loss: -1.91474e-07 Generator_loss: 0.0939995
[INFO] 2021-01-15 13:14:33 > Step: 8900 Progress: 8.9% Elapsed: 1:14:43 temperature: no ada_p: No Discriminator_loss: -1.97178e-07 Generator_loss: 0.0982829
[INFO] 2021-01-15 13:15:21 > Step: 9000 Progress: 9.0% Elapsed: 1:15:30 temperature: no ada_p: No Discriminator_loss: -2.14844e-07 Generator_loss: 0.103436
[INFO] 2021-01-15 13:16:08 > Step: 9100 Progress: 9.1% Elapsed: 1:16:17 temperature: no ada_p: No Discriminator_loss: -2.96015e-07 Generator_loss: 0.111045
[INFO] 2021-01-15 13:16:55 > Step: 9200 Progress: 9.2% Elapsed: 1:17:04 temperature: no ada_p: No Discriminator_loss: -3.93862e-07 Generator_loss: 0.120085
[INFO] 2021-01-15 13:17:42 > Step: 9300 Progress: 9.3% Elapsed: 1:17:51 temperature: no ada_p: No Discriminator_loss: -6.51868e-07 Generator_loss: 0.136964
[INFO] 2021-01-15 13:18:29 > Step: 9400 Progress: 9.4% Elapsed: 1:18:38 temperature: no ada_p: No Discriminator_loss: -1.15117e-06 Generator_loss: 0.138752
[INFO] 2021-01-15 13:19:16 > Step: 9500 Progress: 9.5% Elapsed: 1:19:25 temperature: no ada_p: No Discriminator_loss: -1.7464e-06 Generator_loss: 0.159242
[INFO] 2021-01-15 13:20:03 > Step: 9600 Progress: 9.6% Elapsed: 1:20:12 temperature: no ada_p: No Discriminator_loss: -2.69664e-06 Generator_loss: 0.195325
[INFO] 2021-01-15 13:20:50 > Step: 9700 Progress: 9.7% Elapsed: 1:20:59 temperature: no ada_p: No Discriminator_loss: -1.72277e-06 Generator_loss: 0.190588
[INFO] 2021-01-15 13:21:38 > Step: 9800 Progress: 9.8% Elapsed: 1:21:47 temperature: no ada_p: No Discriminator_loss: -1.92318e-07 Generator_loss: 0.190614
[INFO] 2021-01-15 13:22:24 > Step: 9900 Progress: 9.9% Elapsed: 1:22:34 temperature: no ada_p: No Discriminator_loss: 2.2538e-07 Generator_loss: 0.195853
[INFO] 2021-01-15 13:23:11 > Step: 10000 Progress: 10.0% Elapsed: 1:23:21 temperature: no ada_p: No Discriminator_loss: -3.79176e-06 Generator_loss: 0.196197
[INFO] 2021-01-15 13:23:11 > Start Evaluation (10000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:23:11 > Calculating FID Score....
[INFO] 2021-01-15 13:23:32 > Calculating Inception Score....
[INFO] 2021-01-15 13:23:45 > Calculate F_beta Score....
[INFO] 2021-01-15 13:24:21 > F_8 score (Step: 10000, Using valid images): 0.0
[INFO] 2021-01-15 13:24:21 > F_1/8 score (Step: 10000, Using valid images): 0.0
[INFO] 2021-01-15 13:24:21 > FID score (Step: 10000, Using valid moments): 318.08915256130604
[INFO] 2021-01-15 13:24:21 > Inception score (Step: 10000, 10000 generated images): 1.6008355617523193
[INFO] 2021-01-15 13:24:21 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:24:22 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:25:09 > Step: 10100 Progress: 10.1% Elapsed: 1:25:18 temperature: no ada_p: No Discriminator_loss: -8.59378e-07 Generator_loss: 0.199071
[INFO] 2021-01-15 13:25:56 > Step: 10200 Progress: 10.2% Elapsed: 1:26:05 temperature: no ada_p: No Discriminator_loss: 5.07617e-06 Generator_loss: 0.216259
[INFO] 2021-01-15 13:26:43 > Step: 10300 Progress: 10.3% Elapsed: 1:26:52 temperature: no ada_p: No Discriminator_loss: 2.43395e-06 Generator_loss: 0.217555
[INFO] 2021-01-15 13:27:30 > Step: 10400 Progress: 10.4% Elapsed: 1:27:39 temperature: no ada_p: No Discriminator_loss: 8.11415e-08 Generator_loss: 0.209255
[INFO] 2021-01-15 13:28:17 > Step: 10500 Progress: 10.5% Elapsed: 1:28:26 temperature: no ada_p: No Discriminator_loss: -5.69853e-08 Generator_loss: 0.209962
[INFO] 2021-01-15 13:29:04 > Step: 10600 Progress: 10.6% Elapsed: 1:29:14 temperature: no ada_p: No Discriminator_loss: 1.02504e-07 Generator_loss: 0.213769
[INFO] 2021-01-15 13:29:51 > Step: 10700 Progress: 10.7% Elapsed: 1:30:01 temperature: no ada_p: No Discriminator_loss: -2.3609e-07 Generator_loss: 0.214147
[INFO] 2021-01-15 13:30:38 > Step: 10800 Progress: 10.8% Elapsed: 1:30:48 temperature: no ada_p: No Discriminator_loss: -3.46918e-08 Generator_loss: 0.21588
[INFO] 2021-01-15 13:31:25 > Step: 10900 Progress: 10.9% Elapsed: 1:31:35 temperature: no ada_p: No Discriminator_loss: -1.62399e-07 Generator_loss: 0.215916
[INFO] 2021-01-15 13:32:13 > Step: 11000 Progress: 11.0% Elapsed: 1:32:22 temperature: no ada_p: No Discriminator_loss: 1.58325e-08 Generator_loss: 0.216155
[INFO] 2021-01-15 13:33:00 > Step: 11100 Progress: 11.1% Elapsed: 1:33:09 temperature: no ada_p: No Discriminator_loss: 2.33878e-07 Generator_loss: 0.216322
[INFO] 2021-01-15 13:33:47 > Step: 11200 Progress: 11.2% Elapsed: 1:33:56 temperature: no ada_p: No Discriminator_loss: -8.59727e-08 Generator_loss: 0.217068
[INFO] 2021-01-15 13:34:34 > Step: 11300 Progress: 11.3% Elapsed: 1:34:43 temperature: no ada_p: No Discriminator_loss: 1.43133e-07 Generator_loss: 0.217926
[INFO] 2021-01-15 13:35:21 > Step: 11400 Progress: 11.4% Elapsed: 1:35:30 temperature: no ada_p: No Discriminator_loss: -2.01282e-07 Generator_loss: 0.218331
[INFO] 2021-01-15 13:36:08 > Step: 11500 Progress: 11.5% Elapsed: 1:36:17 temperature: no ada_p: No Discriminator_loss: -1.61701e-07 Generator_loss: 0.218871
[INFO] 2021-01-15 13:36:55 > Step: 11600 Progress: 11.6% Elapsed: 1:37:04 temperature: no ada_p: No Discriminator_loss: -9.26666e-08 Generator_loss: 0.218852
[INFO] 2021-01-15 13:37:42 > Step: 11700 Progress: 11.7% Elapsed: 1:37:51 temperature: no ada_p: No Discriminator_loss: 3.14903e-08 Generator_loss: 0.219962
[INFO] 2021-01-15 13:38:29 > Step: 11800 Progress: 11.8% Elapsed: 1:38:39 temperature: no ada_p: No Discriminator_loss: -5.19212e-08 Generator_loss: 0.220944
[INFO] 2021-01-15 13:39:16 > Step: 11900 Progress: 11.9% Elapsed: 1:39:26 temperature: no ada_p: No Discriminator_loss: -1.05822e-07 Generator_loss: 0.221642
[INFO] 2021-01-15 13:40:03 > Step: 12000 Progress: 12.0% Elapsed: 1:40:12 temperature: no ada_p: No Discriminator_loss: -9.18517e-08 Generator_loss: 0.222669
[INFO] 2021-01-15 13:40:03 > Start Evaluation (12000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:40:03 > Calculating FID Score....
[INFO] 2021-01-15 13:40:24 > Calculating Inception Score....
[INFO] 2021-01-15 13:40:37 > Calculate F_beta Score....
[INFO] 2021-01-15 13:41:13 > F_8 score (Step: 12000, Using valid images): 0.0
[INFO] 2021-01-15 13:41:13 > F_1/8 score (Step: 12000, Using valid images): 0.0
[INFO] 2021-01-15 13:41:13 > FID score (Step: 12000, Using valid moments): 321.4963429636106
[INFO] 2021-01-15 13:41:13 > Inception score (Step: 12000, 10000 generated images): 1.5779976844787598
[INFO] 2021-01-15 13:41:13 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:41:14 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:42:01 > Step: 12100 Progress: 12.1% Elapsed: 1:42:11 temperature: no ada_p: No Discriminator_loss: -1.18336e-07 Generator_loss: 0.223477
[INFO] 2021-01-15 13:42:48 > Step: 12200 Progress: 12.2% Elapsed: 1:42:58 temperature: no ada_p: No Discriminator_loss: 3.21306e-07 Generator_loss: 0.224705
[INFO] 2021-01-15 13:43:35 > Step: 12300 Progress: 12.3% Elapsed: 1:43:45 temperature: no ada_p: No Discriminator_loss: -2.12458e-07 Generator_loss: 0.224966
[INFO] 2021-01-15 13:44:22 > Step: 12400 Progress: 12.4% Elapsed: 1:44:32 temperature: no ada_p: No Discriminator_loss: -2.22819e-07 Generator_loss: 0.225865
[INFO] 2021-01-15 13:45:10 > Step: 12500 Progress: 12.5% Elapsed: 1:45:19 temperature: no ada_p: No Discriminator_loss: -6.37374e-08 Generator_loss: 0.226165
[INFO] 2021-01-15 13:45:57 > Step: 12600 Progress: 12.6% Elapsed: 1:46:06 temperature: no ada_p: No Discriminator_loss: -1.77824e-07 Generator_loss: 0.226674
[INFO] 2021-01-15 13:46:44 > Step: 12700 Progress: 12.7% Elapsed: 1:46:53 temperature: no ada_p: No Discriminator_loss: -1.3411e-07 Generator_loss: 0.227581
[INFO] 2021-01-15 13:47:31 > Step: 12800 Progress: 12.8% Elapsed: 1:47:40 temperature: no ada_p: No Discriminator_loss: -1.8971e-06 Generator_loss: 0.229924
[INFO] 2021-01-15 13:48:18 > Step: 12900 Progress: 12.9% Elapsed: 1:48:27 temperature: no ada_p: No Discriminator_loss: 7.30506e-08 Generator_loss: 0.224014
[INFO] 2021-01-15 13:49:05 > Step: 13000 Progress: 13.0% Elapsed: 1:49:14 temperature: no ada_p: No Discriminator_loss: -1.66649e-07 Generator_loss: 0.22944
[INFO] 2021-01-15 13:49:52 > Step: 13100 Progress: 13.1% Elapsed: 1:50:01 temperature: no ada_p: No Discriminator_loss: 4.02855e-07 Generator_loss: 0.229021
[INFO] 2021-01-15 13:50:39 > Step: 13200 Progress: 13.2% Elapsed: 1:50:48 temperature: no ada_p: No Discriminator_loss: -2.43541e-07 Generator_loss: 0.23563
[INFO] 2021-01-15 13:51:26 > Step: 13300 Progress: 13.3% Elapsed: 1:51:36 temperature: no ada_p: No Discriminator_loss: -1.29006e-06 Generator_loss: 0.238964
[INFO] 2021-01-15 13:52:13 > Step: 13400 Progress: 13.4% Elapsed: 1:52:23 temperature: no ada_p: No Discriminator_loss: -9.34815e-08 Generator_loss: 0.234573
[INFO] 2021-01-15 13:53:00 > Step: 13500 Progress: 13.5% Elapsed: 1:53:09 temperature: no ada_p: No Discriminator_loss: -4.98956e-07 Generator_loss: 0.240624
[INFO] 2021-01-15 13:53:47 > Step: 13600 Progress: 13.6% Elapsed: 1:53:56 temperature: no ada_p: No Discriminator_loss: -3.33617e-06 Generator_loss: 0.24506
[INFO] 2021-01-15 13:54:35 > Step: 13700 Progress: 13.7% Elapsed: 1:54:44 temperature: no ada_p: No Discriminator_loss: -8.34174e-07 Generator_loss: 0.247992
[INFO] 2021-01-15 13:55:21 > Step: 13800 Progress: 13.8% Elapsed: 1:55:31 temperature: no ada_p: No Discriminator_loss: 1.6304e-07 Generator_loss: 0.244908
[INFO] 2021-01-15 13:56:08 > Step: 13900 Progress: 13.9% Elapsed: 1:56:18 temperature: no ada_p: No Discriminator_loss: -1.14145e-07 Generator_loss: 0.246991
[INFO] 2021-01-15 13:56:55 > Step: 14000 Progress: 14.0% Elapsed: 1:57:05 temperature: no ada_p: No Discriminator_loss: 1.20024e-07 Generator_loss: 0.248189
[INFO] 2021-01-15 13:56:55 > Start Evaluation (14000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:56:55 > Calculating FID Score....
[INFO] 2021-01-15 13:57:16 > Calculating Inception Score....
[INFO] 2021-01-15 13:57:29 > Calculate F_beta Score....
[INFO] 2021-01-15 13:58:05 > F_8 score (Step: 14000, Using valid images): 0.0
[INFO] 2021-01-15 13:58:05 > F_1/8 score (Step: 14000, Using valid images): 0.0
[INFO] 2021-01-15 13:58:05 > FID score (Step: 14000, Using valid moments): 324.19646662829456
[INFO] 2021-01-15 13:58:05 > Inception score (Step: 14000, 10000 generated images): 1.6083818674087524
[INFO] 2021-01-15 13:58:05 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:58:06 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:58:54 > Step: 14100 Progress: 14.1% Elapsed: 1:59:03 temperature: no ada_p: No Discriminator_loss: -4.48083e-07 Generator_loss: 0.248122
[INFO] 2021-01-15 13:59:41 > Step: 14200 Progress: 14.2% Elapsed: 1:59:50 temperature: no ada_p: No Discriminator_loss: 2.21189e-08 Generator_loss: 0.249032
[INFO] 2021-01-15 14:00:27 > Step: 14300 Progress: 14.3% Elapsed: 2:00:37 temperature: no ada_p: No Discriminator_loss: 9.74396e-08 Generator_loss: 0.254693
[INFO] 2021-01-15 14:01:14 > Step: 14400 Progress: 14.4% Elapsed: 2:01:23 temperature: no ada_p: No Discriminator_loss: 1.14844e-07 Generator_loss: 0.201241
[INFO] 2021-01-15 14:02:02 > Step: 14500 Progress: 14.5% Elapsed: 2:02:11 temperature: no ada_p: No Discriminator_loss: -2.92086e-07 Generator_loss: 0.187517
[INFO] 2021-01-15 14:02:49 > Step: 14600 Progress: 14.6% Elapsed: 2:02:58 temperature: no ada_p: No Discriminator_loss: 1.08732e-07 Generator_loss: 0.187644
[INFO] 2021-01-15 14:03:35 > Step: 14700 Progress: 14.7% Elapsed: 2:03:45 temperature: no ada_p: No Discriminator_loss: -1.95578e-08 Generator_loss: 0.189303
[INFO] 2021-01-15 14:04:22 > Step: 14800 Progress: 14.8% Elapsed: 2:04:32 temperature: no ada_p: No Discriminator_loss: -3.09083e-08 Generator_loss: 0.200496
[INFO] 2021-01-15 14:05:10 > Step: 14900 Progress: 14.9% Elapsed: 2:05:19 temperature: no ada_p: No Discriminator_loss: -2.86323e-07 Generator_loss: 0.201388
[INFO] 2021-01-15 14:05:57 > Step: 15000 Progress: 15.0% Elapsed: 2:06:06 temperature: no ada_p: No Discriminator_loss: -7.55535e-08 Generator_loss: 0.201733
[INFO] 2021-01-15 14:06:44 > Step: 15100 Progress: 15.1% Elapsed: 2:06:53 temperature: no ada_p: No Discriminator_loss: 2.58326e-07 Generator_loss: 0.201812
[INFO] 2021-01-15 14:07:31 > Step: 15200 Progress: 15.2% Elapsed: 2:07:40 temperature: no ada_p: No Discriminator_loss: 2.11847e-06 Generator_loss: 0.201523
[INFO] 2021-01-15 14:08:18 > Step: 15300 Progress: 15.3% Elapsed: 2:08:27 temperature: no ada_p: No Discriminator_loss: -3.32657e-07 Generator_loss: 0.201047
[INFO] 2021-01-15 14:09:05 > Step: 15400 Progress: 15.4% Elapsed: 2:09:14 temperature: no ada_p: No Discriminator_loss: 1.74041e-07 Generator_loss: 0.200355
[INFO] 2021-01-15 14:09:52 > Step: 15500 Progress: 15.5% Elapsed: 2:10:01 temperature: no ada_p: No Discriminator_loss: 4.44707e-08 Generator_loss: 0.19934
[INFO] 2021-01-15 14:10:39 > Step: 15600 Progress: 15.6% Elapsed: 2:10:48 temperature: no ada_p: No Discriminator_loss: -4.69736e-08 Generator_loss: 0.199633
[INFO] 2021-01-15 14:11:26 > Step: 15700 Progress: 15.7% Elapsed: 2:11:35 temperature: no ada_p: No Discriminator_loss: -1.94996e-08 Generator_loss: 0.199716
[INFO] 2021-01-15 14:12:13 > Step: 15800 Progress: 15.8% Elapsed: 2:12:22 temperature: no ada_p: No Discriminator_loss: 1.37486e-07 Generator_loss: 0.200083
[INFO] 2021-01-15 14:13:00 > Step: 15900 Progress: 15.9% Elapsed: 2:13:09 temperature: no ada_p: No Discriminator_loss: -9.66247e-09 Generator_loss: 0.200273
[INFO] 2021-01-15 14:13:47 > Step: 16000 Progress: 16.0% Elapsed: 2:13:56 temperature: no ada_p: No Discriminator_loss: 7.41449e-07 Generator_loss: 0.200788
[INFO] 2021-01-15 14:13:47 > Start Evaluation (16000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:13:47 > Calculating FID Score....
[INFO] 2021-01-15 14:14:08 > Calculating Inception Score....
[INFO] 2021-01-15 14:14:21 > Calculate F_beta Score....
[INFO] 2021-01-15 14:14:58 > F_8 score (Step: 16000, Using valid images): 0.0
[INFO] 2021-01-15 14:14:58 > F_1/8 score (Step: 16000, Using valid images): 0.0
[INFO] 2021-01-15 14:14:58 > FID score (Step: 16000, Using valid moments): 317.783478019664
[INFO] 2021-01-15 14:14:58 > Inception score (Step: 16000, 10000 generated images): 1.6227672100067139
[INFO] 2021-01-15 14:14:58 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 14:14:59 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:15:46 > Step: 16100 Progress: 16.1% Elapsed: 2:15:55 temperature: no ada_p: No Discriminator_loss: -2.24449e-07 Generator_loss: 0.202494
[INFO] 2021-01-15 14:16:32 > Step: 16200 Progress: 16.2% Elapsed: 2:16:42 temperature: no ada_p: No Discriminator_loss: -2.30502e-08 Generator_loss: 0.201353
[INFO] 2021-01-15 14:17:19 > Step: 16300 Progress: 16.3% Elapsed: 2:17:29 temperature: no ada_p: No Discriminator_loss: 2.90107e-07 Generator_loss: 0.20157
[INFO] 2021-01-15 14:18:07 > Step: 16400 Progress: 16.4% Elapsed: 2:18:16 temperature: no ada_p: No Discriminator_loss: -3.358e-07 Generator_loss: 0.202372
[INFO] 2021-01-15 14:18:54 > Step: 16500 Progress: 16.5% Elapsed: 2:19:03 temperature: no ada_p: No Discriminator_loss: -3.04717e-07 Generator_loss: 0.198575
[INFO] 2021-01-15 14:19:40 > Step: 16600 Progress: 16.6% Elapsed: 2:19:50 temperature: no ada_p: No Discriminator_loss: -4.17058e-07 Generator_loss: 0.201326
[INFO] 2021-01-15 14:20:27 > Step: 16700 Progress: 16.7% Elapsed: 2:20:37 temperature: no ada_p: No Discriminator_loss: -1.39e-07 Generator_loss: 0.199659
[INFO] 2021-01-15 14:21:15 > Step: 16800 Progress: 16.8% Elapsed: 2:21:24 temperature: no ada_p: No Discriminator_loss: -7.46798e-06 Generator_loss: 0.203427
[INFO] 2021-01-15 14:22:02 > Step: 16900 Progress: 16.9% Elapsed: 2:22:11 temperature: no ada_p: No Discriminator_loss: -8.81846e-08 Generator_loss: 0.168516
[INFO] 2021-01-15 14:22:48 > Step: 17000 Progress: 17.0% Elapsed: 2:22:58 temperature: no ada_p: No Discriminator_loss: -7.58446e-08 Generator_loss: 0.159067
[INFO] 2021-01-15 14:23:35 > Step: 17100 Progress: 17.1% Elapsed: 2:23:45 temperature: no ada_p: No Discriminator_loss: -1.87429e-08 Generator_loss: 0.166692
[INFO] 2021-01-15 14:24:23 > Step: 17200 Progress: 17.2% Elapsed: 2:24:32 temperature: no ada_p: No Discriminator_loss: 3.12342e-07 Generator_loss: 0.168975
[INFO] 2021-01-15 14:25:10 > Step: 17300 Progress: 17.3% Elapsed: 2:25:19 temperature: no ada_p: No Discriminator_loss: -4.77303e-08 Generator_loss: 0.168573
[INFO] 2021-01-15 14:25:57 > Step: 17400 Progress: 17.4% Elapsed: 2:26:06 temperature: no ada_p: No Discriminator_loss: 9.01055e-08 Generator_loss: 0.169334
[INFO] 2021-01-15 14:26:43 > Step: 17500 Progress: 17.5% Elapsed: 2:26:53 temperature: no ada_p: No Discriminator_loss: 1.59489e-08 Generator_loss: 0.170935
[INFO] 2021-01-15 14:27:31 > Step: 17600 Progress: 17.6% Elapsed: 2:27:40 temperature: no ada_p: No Discriminator_loss: 4.98258e-08 Generator_loss: 0.168586
[INFO] 2021-01-15 14:28:18 > Step: 17700 Progress: 17.7% Elapsed: 2:28:27 temperature: no ada_p: No Discriminator_loss: -1.32131e-08 Generator_loss: 0.169014
[INFO] 2021-01-15 14:29:04 > Step: 17800 Progress: 17.8% Elapsed: 2:29:14 temperature: no ada_p: No Discriminator_loss: -1.19908e-07 Generator_loss: 0.169464
[INFO] 2021-01-15 14:29:51 > Step: 17900 Progress: 17.9% Elapsed: 2:30:01 temperature: no ada_p: No Discriminator_loss: 8.21892e-08 Generator_loss: 0.165783
[INFO] 2021-01-15 14:30:39 > Step: 18000 Progress: 18.0% Elapsed: 2:30:48 temperature: no ada_p: No Discriminator_loss: -6.58329e-08 Generator_loss: 0.166694
[INFO] 2021-01-15 14:30:39 > Start Evaluation (18000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:30:39 > Calculating FID Score....
[INFO] 2021-01-15 14:30:59 > Calculating Inception Score....
[INFO] 2021-01-15 14:31:12 > Calculate F_beta Score....
[INFO] 2021-01-15 14:31:49 > F_8 score (Step: 18000, Using valid images): 0.0
[INFO] 2021-01-15 14:31:49 > F_1/8 score (Step: 18000, Using valid images): 0.0
[INFO] 2021-01-15 14:31:49 > FID score (Step: 18000, Using valid moments): 328.1952359692747
[INFO] 2021-01-15 14:31:49 > Inception score (Step: 18000, 10000 generated images): 1.6013439893722534
[INFO] 2021-01-15 14:31:49 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 14:31:50 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:32:37 > Step: 18100 Progress: 18.1% Elapsed: 2:32:46 temperature: no ada_p: No Discriminator_loss: -6.51926e-08 Generator_loss: 0.165865
[INFO] 2021-01-15 14:33:24 > Step: 18200 Progress: 18.2% Elapsed: 2:33:33 temperature: no ada_p: No Discriminator_loss: 5.83241e-08 Generator_loss: 0.162992
[INFO] 2021-01-15 14:34:11 > Step: 18300 Progress: 18.3% Elapsed: 2:34:20 temperature: no ada_p: No Discriminator_loss: 2.53203e-08 Generator_loss: 0.1643
[INFO] 2021-01-15 14:34:58 > Step: 18400 Progress: 18.4% Elapsed: 2:35:08 temperature: no ada_p: No Discriminator_loss: 1.24564e-08 Generator_loss: 0.164409
[INFO] 2021-01-15 14:35:45 > Step: 18500 Progress: 18.5% Elapsed: 2:35:54 temperature: no ada_p: No Discriminator_loss: -1.41445e-08 Generator_loss: 0.164178
[INFO] 2021-01-15 14:36:32 > Step: 18600 Progress: 18.6% Elapsed: 2:36:41 temperature: no ada_p: No Discriminator_loss: -6.76955e-08 Generator_loss: 0.163743
[INFO] 2021-01-15 14:37:19 > Step: 18700 Progress: 18.7% Elapsed: 2:37:28 temperature: no ada_p: No Discriminator_loss: 6.12927e-08 Generator_loss: 0.164154
[INFO] 2021-01-15 14:38:06 > Step: 18800 Progress: 18.8% Elapsed: 2:38:16 temperature: no ada_p: No Discriminator_loss: 1.22236e-08 Generator_loss: 0.165025
[INFO] 2021-01-15 14:38:53 > Step: 18900 Progress: 18.9% Elapsed: 2:39:02 temperature: no ada_p: No Discriminator_loss: -5.0175e-08 Generator_loss: 0.167916
[INFO] 2021-01-15 14:39:40 > Step: 19000 Progress: 19.0% Elapsed: 2:39:49 temperature: no ada_p: No Discriminator_loss: 2.19443e-08 Generator_loss: 0.166414
[INFO] 2021-01-15 14:40:27 > Step: 19100 Progress: 19.1% Elapsed: 2:40:36 temperature: no ada_p: No Discriminator_loss: -2.19443e-08 Generator_loss: 0.165918
[INFO] 2021-01-15 14:41:14 > Step: 19200 Progress: 19.2% Elapsed: 2:41:23 temperature: no ada_p: No Discriminator_loss: 3.89991e-09 Generator_loss: 0.165365
[INFO] 2021-01-15 14:42:01 > Step: 19300 Progress: 19.3% Elapsed: 2:42:10 temperature: no ada_p: No Discriminator_loss: -4.5693e-08 Generator_loss: 0.164143
[INFO] 2021-01-15 14:42:48 > Step: 19400 Progress: 19.4% Elapsed: 2:42:57 temperature: no ada_p: No Discriminator_loss: 1.27475e-08 Generator_loss: 0.16261
[INFO] 2021-01-15 14:43:35 > Step: 19500 Progress: 19.5% Elapsed: 2:43:44 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: 0.161866
[INFO] 2021-01-15 14:44:22 > Step: 19600 Progress: 19.6% Elapsed: 2:44:32 temperature: no ada_p: No Discriminator_loss: 9.42964e-09 Generator_loss: 0.16423
[INFO] 2021-01-15 14:45:09 > Step: 19700 Progress: 19.7% Elapsed: 2:45:18 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: 0.16254
[INFO] 2021-01-15 14:45:56 > Step: 19800 Progress: 19.8% Elapsed: 2:46:05 temperature: no ada_p: No Discriminator_loss: -1.87429e-08 Generator_loss: 0.162802
[INFO] 2021-01-15 14:46:43 > Step: 19900 Progress: 19.9% Elapsed: 2:46:53 temperature: no ada_p: No Discriminator_loss: 1.42609e-08 Generator_loss: 0.163595
[INFO] 2021-01-15 14:47:30 > Step: 20000 Progress: 20.0% Elapsed: 2:47:40 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.165384
[INFO] 2021-01-15 14:47:30 > Start Evaluation (20000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:47:30 > Calculating FID Score....
[INFO] 2021-01-15 14:47:51 > Calculating Inception Score....
[INFO] 2021-01-15 14:48:04 > Calculate F_beta Score....
[INFO] 2021-01-15 14:48:39 > F_8 score (Step: 20000, Using valid images): 0.0
[INFO] 2021-01-15 14:48:39 > F_1/8 score (Step: 20000, Using valid images): 0.0
[INFO] 2021-01-15 14:48:39 > FID score (Step: 20000, Using valid moments): 329.3419066473454
[INFO] 2021-01-15 14:48:39 > Inception score (Step: 20000, 10000 generated images): 1.61057448387146
[INFO] 2021-01-15 14:48:39 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 14:48:40 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:49:27 > Step: 20100 Progress: 20.1% Elapsed: 2:49:36 temperature: no ada_p: No Discriminator_loss: -6.9791e-08 Generator_loss: 0.166198
[INFO] 2021-01-15 14:50:14 > Step: 20200 Progress: 20.2% Elapsed: 2:50:23 temperature: no ada_p: No Discriminator_loss: 4.1211e-08 Generator_loss: 0.165051
[INFO] 2021-01-15 14:51:01 > Step: 20300 Progress: 20.3% Elapsed: 2:51:11 temperature: no ada_p: No Discriminator_loss: 1.82772e-08 Generator_loss: 0.165676
[INFO] 2021-01-15 14:51:48 > Step: 20400 Progress: 20.4% Elapsed: 2:51:57 temperature: no ada_p: No Discriminator_loss: -3.58559e-08 Generator_loss: 0.165227
[INFO] 2021-01-15 14:52:35 > Step: 20500 Progress: 20.5% Elapsed: 2:52:44 temperature: no ada_p: No Discriminator_loss: 4.5402e-09 Generator_loss: 0.165194
[INFO] 2021-01-15 14:53:22 > Step: 20600 Progress: 20.6% Elapsed: 2:53:31 temperature: no ada_p: No Discriminator_loss: 9.19681e-09 Generator_loss: 0.16376
[INFO] 2021-01-15 14:54:09 > Step: 20700 Progress: 20.7% Elapsed: 2:54:19 temperature: no ada_p: No Discriminator_loss: -3.81842e-08 Generator_loss: 0.163692
[INFO] 2021-01-15 14:54:56 > Step: 20800 Progress: 20.8% Elapsed: 2:55:05 temperature: no ada_p: No Discriminator_loss: 3.84171e-09 Generator_loss: 0.162401
[INFO] 2021-01-15 14:55:43 > Step: 20900 Progress: 20.9% Elapsed: 2:55:52 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.162702
[INFO] 2021-01-15 14:56:30 > Step: 21000 Progress: 21.0% Elapsed: 2:56:39 temperature: no ada_p: No Discriminator_loss: -7.15954e-09 Generator_loss: 0.163534
[INFO] 2021-01-15 14:57:17 > Step: 21100 Progress: 21.1% Elapsed: 2:57:27 temperature: no ada_p: No Discriminator_loss: -1.75205e-08 Generator_loss: 0.167087
[INFO] 2021-01-15 14:58:04 > Step: 21200 Progress: 21.2% Elapsed: 2:58:13 temperature: no ada_p: No Discriminator_loss: -3.20026e-07 Generator_loss: 0.168818
[INFO] 2021-01-15 14:58:51 > Step: 21300 Progress: 21.3% Elapsed: 2:59:00 temperature: no ada_p: No Discriminator_loss: 7.10133e-09 Generator_loss: 0.164656
[INFO] 2021-01-15 14:59:38 > Step: 21400 Progress: 21.4% Elapsed: 2:59:47 temperature: no ada_p: No Discriminator_loss: 2.28756e-08 Generator_loss: 0.165117
[INFO] 2021-01-15 15:00:25 > Step: 21500 Progress: 21.5% Elapsed: 3:00:35 temperature: no ada_p: No Discriminator_loss: 4.28408e-08 Generator_loss: 0.166648
[INFO] 2021-01-15 15:01:12 > Step: 21600 Progress: 21.6% Elapsed: 3:01:21 temperature: no ada_p: No Discriminator_loss: -3.24217e-08 Generator_loss: 0.164222
[INFO] 2021-01-15 15:01:59 > Step: 21700 Progress: 21.7% Elapsed: 3:02:08 temperature: no ada_p: No Discriminator_loss: -4.64497e-08 Generator_loss: 0.163486
[INFO] 2021-01-15 15:02:46 > Step: 21800 Progress: 21.8% Elapsed: 3:02:55 temperature: no ada_p: No Discriminator_loss: 9.16189e-08 Generator_loss: 0.165125
[INFO] 2021-01-15 15:03:33 > Step: 21900 Progress: 21.9% Elapsed: 3:03:43 temperature: no ada_p: No Discriminator_loss: -2.67755e-09 Generator_loss: 0.165119
[INFO] 2021-01-15 15:04:20 > Step: 22000 Progress: 22.0% Elapsed: 3:04:30 temperature: no ada_p: No Discriminator_loss: 6.85686e-08 Generator_loss: 0.166441
[INFO] 2021-01-15 15:04:20 > Start Evaluation (22000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:04:20 > Calculating FID Score....
[INFO] 2021-01-15 15:04:41 > Calculating Inception Score....
[INFO] 2021-01-15 15:04:54 > Calculate F_beta Score....
[INFO] 2021-01-15 15:05:30 > F_8 score (Step: 22000, Using valid images): 0.0
[INFO] 2021-01-15 15:05:30 > F_1/8 score (Step: 22000, Using valid images): 0.0
[INFO] 2021-01-15 15:05:30 > FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:05:30 > Inception score (Step: 22000, 10000 generated images): 1.6540207862854004
[INFO] 2021-01-15 15:05:30 > Best FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:05:32 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:06:18 > Step: 22100 Progress: 22.1% Elapsed: 3:06:28 temperature: no ada_p: No Discriminator_loss: -1.46101e-08 Generator_loss: 0.167016
[INFO] 2021-01-15 15:07:05 > Step: 22200 Progress: 22.2% Elapsed: 3:07:14 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: 0.167467
[INFO] 2021-01-15 15:07:53 > Step: 22300 Progress: 22.3% Elapsed: 3:08:02 temperature: no ada_p: No Discriminator_loss: -5.83823e-08 Generator_loss: 0.166539
[INFO] 2021-01-15 15:08:40 > Step: 22400 Progress: 22.4% Elapsed: 3:08:49 temperature: no ada_p: No Discriminator_loss: -8.67294e-09 Generator_loss: 0.164845
[INFO] 2021-01-15 15:09:26 > Step: 22500 Progress: 22.5% Elapsed: 3:09:36 temperature: no ada_p: No Discriminator_loss: -1.0943e-08 Generator_loss: 0.164159
[INFO] 2021-01-15 15:10:13 > Step: 22600 Progress: 22.6% Elapsed: 3:10:23 temperature: no ada_p: No Discriminator_loss: 1.39698e-08 Generator_loss: 0.163407
[INFO] 2021-01-15 15:11:01 > Step: 22700 Progress: 22.7% Elapsed: 3:11:10 temperature: no ada_p: No Discriminator_loss: -2.86382e-08 Generator_loss: 0.163616
[INFO] 2021-01-15 15:11:48 > Step: 22800 Progress: 22.8% Elapsed: 3:11:57 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.143281
[INFO] 2021-01-15 15:12:34 > Step: 22900 Progress: 22.9% Elapsed: 3:12:44 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.14335
[INFO] 2021-01-15 15:13:21 > Step: 23000 Progress: 23.0% Elapsed: 3:13:31 temperature: no ada_p: No Discriminator_loss: -4.5402e-09 Generator_loss: 0.143026
[INFO] 2021-01-15 15:14:09 > Step: 23100 Progress: 23.1% Elapsed: 3:14:18 temperature: no ada_p: No Discriminator_loss: -2.03203e-07 Generator_loss: 0.150214
[INFO] 2021-01-15 15:14:55 > Step: 23200 Progress: 23.2% Elapsed: 3:15:05 temperature: no ada_p: No Discriminator_loss: -2.61934e-09 Generator_loss: 0.154088
[INFO] 2021-01-15 15:15:42 > Step: 23300 Progress: 23.3% Elapsed: 3:15:52 temperature: no ada_p: No Discriminator_loss: 1.08266e-08 Generator_loss: 0.153529
[INFO] 2021-01-15 15:16:29 > Step: 23400 Progress: 23.4% Elapsed: 3:16:39 temperature: no ada_p: No Discriminator_loss: 7.10133e-08 Generator_loss: 0.155096
[INFO] 2021-01-15 15:17:17 > Step: 23500 Progress: 23.5% Elapsed: 3:17:26 temperature: no ada_p: No Discriminator_loss: -3.09665e-08 Generator_loss: 0.15518
[INFO] 2021-01-15 15:18:04 > Step: 23600 Progress: 23.6% Elapsed: 3:18:13 temperature: no ada_p: No Discriminator_loss: -3.39933e-08 Generator_loss: 0.157515
[INFO] 2021-01-15 15:18:51 > Step: 23700 Progress: 23.7% Elapsed: 3:19:00 temperature: no ada_p: No Discriminator_loss: 9.83709e-09 Generator_loss: 0.151707
[INFO] 2021-01-15 15:19:38 > Step: 23800 Progress: 23.8% Elapsed: 3:19:47 temperature: no ada_p: No Discriminator_loss: 5.41913e-08 Generator_loss: 0.151535
[INFO] 2021-01-15 15:20:25 > Step: 23900 Progress: 23.9% Elapsed: 3:20:34 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.14917
[INFO] 2021-01-15 15:21:12 > Step: 24000 Progress: 24.0% Elapsed: 3:21:21 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.150221
[INFO] 2021-01-15 15:21:12 > Start Evaluation (24000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:21:12 > Calculating FID Score....
[INFO] 2021-01-15 15:21:33 > Calculating Inception Score....
[INFO] 2021-01-15 15:21:46 > Calculate F_beta Score....
[INFO] 2021-01-15 15:22:21 > F_8 score (Step: 24000, Using valid images): 0.0
[INFO] 2021-01-15 15:22:21 > F_1/8 score (Step: 24000, Using valid images): 0.0
[INFO] 2021-01-15 15:22:21 > FID score (Step: 24000, Using valid moments): 312.0781400534871
[INFO] 2021-01-15 15:22:21 > Inception score (Step: 24000, 10000 generated images): 1.6379516124725342
[INFO] 2021-01-15 15:22:21 > Best FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:22:22 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:23:09 > Step: 24100 Progress: 24.1% Elapsed: 3:23:18 temperature: no ada_p: No Discriminator_loss: 5.47152e-09 Generator_loss: 0.151576
[INFO] 2021-01-15 15:23:57 > Step: 24200 Progress: 24.2% Elapsed: 3:24:06 temperature: no ada_p: No Discriminator_loss: -2.38651e-09 Generator_loss: 0.152279
[INFO] 2021-01-15 15:24:43 > Step: 24300 Progress: 24.3% Elapsed: 3:24:53 temperature: no ada_p: No Discriminator_loss: -4.77303e-09 Generator_loss: 0.151225
[INFO] 2021-01-15 15:25:30 > Step: 24400 Progress: 24.4% Elapsed: 3:25:40 temperature: no ada_p: No Discriminator_loss: -1.14087e-08 Generator_loss: 0.150637
[INFO] 2021-01-15 15:26:17 > Step: 24500 Progress: 24.5% Elapsed: 3:26:26 temperature: no ada_p: No Discriminator_loss: -1.08848e-08 Generator_loss: 0.149174
[INFO] 2021-01-15 15:27:04 > Step: 24600 Progress: 24.6% Elapsed: 3:27:14 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: 0.148689
[INFO] 2021-01-15 15:27:51 > Step: 24700 Progress: 24.7% Elapsed: 3:28:01 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.148411
[INFO] 2021-01-15 15:28:38 > Step: 24800 Progress: 24.8% Elapsed: 3:28:48 temperature: no ada_p: No Discriminator_loss: -1.234e-08 Generator_loss: 0.149011
[INFO] 2021-01-15 15:29:25 > Step: 24900 Progress: 24.9% Elapsed: 3:29:34 temperature: no ada_p: No Discriminator_loss: 6.92671e-09 Generator_loss: 0.14885
[INFO] 2021-01-15 15:30:13 > Step: 25000 Progress: 25.0% Elapsed: 3:30:22 temperature: no ada_p: No Discriminator_loss: -2.61934e-09 Generator_loss: 0.147474
[INFO] 2021-01-15 15:30:59 > Step: 25100 Progress: 25.1% Elapsed: 3:31:09 temperature: no ada_p: No Discriminator_loss: -8.67294e-09 Generator_loss: 0.14797
[INFO] 2021-01-15 15:31:46 > Step: 25200 Progress: 25.2% Elapsed: 3:31:56 temperature: no ada_p: No Discriminator_loss: 1.47265e-08 Generator_loss: 0.147225
[INFO] 2021-01-15 15:32:33 > Step: 25300 Progress: 25.3% Elapsed: 3:32:42 temperature: no ada_p: No Discriminator_loss: -3.1956e-08 Generator_loss: 0.147666
[INFO] 2021-01-15 15:33:21 > Step: 25400 Progress: 25.4% Elapsed: 3:33:30 temperature: no ada_p: No Discriminator_loss: 5.18048e-09 Generator_loss: 0.148571
[INFO] 2021-01-15 15:34:08 > Step: 25500 Progress: 25.5% Elapsed: 3:34:17 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.145716
[INFO] 2021-01-15 15:34:54 > Step: 25600 Progress: 25.6% Elapsed: 3:35:04 temperature: no ada_p: No Discriminator_loss: 1.85682e-08 Generator_loss: 0.145346
[INFO] 2021-01-15 15:35:41 > Step: 25700 Progress: 25.7% Elapsed: 3:35:51 temperature: no ada_p: No Discriminator_loss: -2.46218e-08 Generator_loss: 0.146385
[INFO] 2021-01-15 15:36:29 > Step: 25800 Progress: 25.8% Elapsed: 3:36:38 temperature: no ada_p: No Discriminator_loss: -4.81319e-07 Generator_loss: 0.165431
[INFO] 2021-01-15 15:37:16 > Step: 25900 Progress: 25.9% Elapsed: 3:37:25 temperature: no ada_p: No Discriminator_loss: 1.23633e-07 Generator_loss: 0.157842
[INFO] 2021-01-15 15:38:03 > Step: 26000 Progress: 26.0% Elapsed: 3:38:12 temperature: no ada_p: No Discriminator_loss: 7.45058e-09 Generator_loss: 0.15318
[INFO] 2021-01-15 15:38:03 > Start Evaluation (26000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:38:03 > Calculating FID Score....
[INFO] 2021-01-15 15:38:23 > Calculating Inception Score....
[INFO] 2021-01-15 15:38:36 > Calculate F_beta Score....
[INFO] 2021-01-15 15:39:12 > F_8 score (Step: 26000, Using valid images): 0.0
[INFO] 2021-01-15 15:39:12 > F_1/8 score (Step: 26000, Using valid images): 0.0
[INFO] 2021-01-15 15:39:12 > FID score (Step: 26000, Using valid moments): 309.81192798988883
[INFO] 2021-01-15 15:39:12 > Inception score (Step: 26000, 10000 generated images): 1.6265661716461182
[INFO] 2021-01-15 15:39:12 > Best FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:39:13 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:39:59 > Step: 26100 Progress: 26.1% Elapsed: 3:40:09 temperature: no ada_p: No Discriminator_loss: 2.12458e-08 Generator_loss: 0.154349
[INFO] 2021-01-15 15:40:47 > Step: 26200 Progress: 26.2% Elapsed: 3:40:56 temperature: no ada_p: No Discriminator_loss: -5.83241e-08 Generator_loss: 0.153503
[INFO] 2021-01-15 15:41:34 > Step: 26300 Progress: 26.3% Elapsed: 3:41:43 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: 0.151668
[INFO] 2021-01-15 15:42:20 > Step: 26400 Progress: 26.4% Elapsed: 3:42:30 temperature: no ada_p: No Discriminator_loss: 5.2969e-09 Generator_loss: 0.151432
[INFO] 2021-01-15 15:43:07 > Step: 26500 Progress: 26.5% Elapsed: 3:43:17 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.152791
[INFO] 2021-01-15 15:43:55 > Step: 26600 Progress: 26.6% Elapsed: 3:44:04 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: 0.151575
[INFO] 2021-01-15 15:44:41 > Step: 26700 Progress: 26.7% Elapsed: 3:44:51 temperature: no ada_p: No Discriminator_loss: -2.96859e-09 Generator_loss: 0.152128
[INFO] 2021-01-15 15:45:28 > Step: 26800 Progress: 26.8% Elapsed: 3:45:38 temperature: no ada_p: No Discriminator_loss: -4.77303e-09 Generator_loss: 0.152306
[INFO] 2021-01-15 15:46:15 > Step: 26900 Progress: 26.9% Elapsed: 3:46:24 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.152416
[INFO] 2021-01-15 15:47:02 > Step: 27000 Progress: 27.0% Elapsed: 3:47:12 temperature: no ada_p: No Discriminator_loss: -5.06407e-09 Generator_loss: 0.150052
[INFO] 2021-01-15 15:47:49 > Step: 27100 Progress: 27.1% Elapsed: 3:47:59 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.149421
[INFO] 2021-01-15 15:48:36 > Step: 27200 Progress: 27.2% Elapsed: 3:48:46 temperature: no ada_p: No Discriminator_loss: -2.56696e-08 Generator_loss: 0.148362
[INFO] 2021-01-15 15:49:23 > Step: 27300 Progress: 27.3% Elapsed: 3:49:32 temperature: no ada_p: No Discriminator_loss: -4.94765e-09 Generator_loss: 0.147592
[INFO] 2021-01-15 15:50:11 > Step: 27400 Progress: 27.4% Elapsed: 3:50:20 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.147639
[INFO] 2021-01-15 15:50:58 > Step: 27500 Progress: 27.5% Elapsed: 3:51:07 temperature: no ada_p: No Discriminator_loss: 2.12458e-08 Generator_loss: 0.14962
[INFO] 2021-01-15 15:51:44 > Step: 27600 Progress: 27.6% Elapsed: 3:51:54 temperature: no ada_p: No Discriminator_loss: -9.37143e-09 Generator_loss: 0.147981
[INFO] 2021-01-15 15:52:32 > Step: 27700 Progress: 27.7% Elapsed: 3:52:41 temperature: no ada_p: No Discriminator_loss: -3.7835e-09 Generator_loss: 0.148585
[INFO] 2021-01-15 15:53:19 > Step: 27800 Progress: 27.8% Elapsed: 3:53:28 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: 0.145825
[INFO] 2021-01-15 15:54:06 > Step: 27900 Progress: 27.9% Elapsed: 3:54:15 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: 0.146819
[INFO] 2021-01-15 15:54:52 > Step: 28000 Progress: 28.0% Elapsed: 3:55:02 temperature: no ada_p: No Discriminator_loss: 5.82077e-11 Generator_loss: 0.14597
[INFO] 2021-01-15 15:54:52 > Start Evaluation (28000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:54:52 > Calculating FID Score....
[INFO] 2021-01-15 15:55:13 > Calculating Inception Score....
[INFO] 2021-01-15 15:55:26 > Calculate F_beta Score....
[INFO] 2021-01-15 15:56:02 > F_8 score (Step: 28000, Using valid images): 0.0
[INFO] 2021-01-15 15:56:02 > F_1/8 score (Step: 28000, Using valid images): 0.0
[INFO] 2021-01-15 15:56:02 > FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 15:56:02 > Inception score (Step: 28000, 10000 generated images): 1.6384599208831787
[INFO] 2021-01-15 15:56:02 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 15:56:04 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:56:51 > Step: 28100 Progress: 28.1% Elapsed: 3:57:00 temperature: no ada_p: No Discriminator_loss: 4.52274e-08 Generator_loss: 0.145063
[INFO] 2021-01-15 15:57:38 > Step: 28200 Progress: 28.2% Elapsed: 3:57:47 temperature: no ada_p: No Discriminator_loss: 2.96859e-09 Generator_loss: 0.144684
[INFO] 2021-01-15 15:58:25 > Step: 28300 Progress: 28.3% Elapsed: 3:58:34 temperature: no ada_p: No Discriminator_loss: -5.00586e-09 Generator_loss: 0.144299
[INFO] 2021-01-15 15:59:12 > Step: 28400 Progress: 28.4% Elapsed: 3:59:21 temperature: no ada_p: No Discriminator_loss: -7.50879e-09 Generator_loss: 0.144005
[INFO] 2021-01-15 15:59:59 > Step: 28500 Progress: 28.5% Elapsed: 4:00:08 temperature: no ada_p: No Discriminator_loss: 1.97906e-09 Generator_loss: 0.142672
[INFO] 2021-01-15 16:00:46 > Step: 28600 Progress: 28.6% Elapsed: 4:00:55 temperature: no ada_p: No Discriminator_loss: 8.3819e-09 Generator_loss: 0.143058
[INFO] 2021-01-15 16:01:33 > Step: 28700 Progress: 28.7% Elapsed: 4:01:42 temperature: no ada_p: No Discriminator_loss: 7.68341e-09 Generator_loss: 0.142586
[INFO] 2021-01-15 16:02:19 > Step: 28800 Progress: 28.8% Elapsed: 4:02:29 temperature: no ada_p: No Discriminator_loss: -2.66009e-08 Generator_loss: 0.142942
[INFO] 2021-01-15 16:03:07 > Step: 28900 Progress: 28.9% Elapsed: 4:03:16 temperature: no ada_p: No Discriminator_loss: 3.14321e-09 Generator_loss: 0.141854
[INFO] 2021-01-15 16:03:54 > Step: 29000 Progress: 29.0% Elapsed: 4:04:03 temperature: no ada_p: No Discriminator_loss: 3.56813e-08 Generator_loss: 0.140754
[INFO] 2021-01-15 16:04:40 > Step: 29100 Progress: 29.1% Elapsed: 4:04:50 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.139989
[INFO] 2021-01-15 16:05:27 > Step: 29200 Progress: 29.2% Elapsed: 4:05:37 temperature: no ada_p: No Discriminator_loss: 2.85218e-09 Generator_loss: 0.139664
[INFO] 2021-01-15 16:06:15 > Step: 29300 Progress: 29.3% Elapsed: 4:06:24 temperature: no ada_p: No Discriminator_loss: -1.26311e-08 Generator_loss: 0.14072
[INFO] 2021-01-15 16:07:02 > Step: 29400 Progress: 29.4% Elapsed: 4:07:11 temperature: no ada_p: No Discriminator_loss: -1.53086e-08 Generator_loss: 0.140606
[INFO] 2021-01-15 16:07:48 > Step: 29500 Progress: 29.5% Elapsed: 4:07:58 temperature: no ada_p: No Discriminator_loss: -2.43308e-08 Generator_loss: 0.140342
[INFO] 2021-01-15 16:08:35 > Step: 29600 Progress: 29.6% Elapsed: 4:08:45 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.140265
[INFO] 2021-01-15 16:09:23 > Step: 29700 Progress: 29.7% Elapsed: 4:09:32 temperature: no ada_p: No Discriminator_loss: 1.33878e-09 Generator_loss: 0.140799
[INFO] 2021-01-15 16:10:09 > Step: 29800 Progress: 29.8% Elapsed: 4:10:19 temperature: no ada_p: No Discriminator_loss: -2.5786e-08 Generator_loss: 0.140215
[INFO] 2021-01-15 16:10:56 > Step: 29900 Progress: 29.9% Elapsed: 4:11:06 temperature: no ada_p: No Discriminator_loss: 8.55653e-09 Generator_loss: 0.14068
[INFO] 2021-01-15 16:11:43 > Step: 30000 Progress: 30.0% Elapsed: 4:11:52 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.140064
[INFO] 2021-01-15 16:11:43 > Start Evaluation (30000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:11:43 > Calculating FID Score....
[INFO] 2021-01-15 16:12:04 > Calculating Inception Score....
[INFO] 2021-01-15 16:12:17 > Calculate F_beta Score....
[INFO] 2021-01-15 16:12:53 > F_8 score (Step: 30000, Using valid images): 0.0
[INFO] 2021-01-15 16:12:53 > F_1/8 score (Step: 30000, Using valid images): 0.0
[INFO] 2021-01-15 16:12:53 > FID score (Step: 30000, Using valid moments): 310.08491638371
[INFO] 2021-01-15 16:12:53 > Inception score (Step: 30000, 10000 generated images): 1.6357293128967285
[INFO] 2021-01-15 16:12:53 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 16:12:54 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:13:41 > Step: 30100 Progress: 30.1% Elapsed: 4:13:51 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: 0.140015
[INFO] 2021-01-15 16:14:28 > Step: 30200 Progress: 30.2% Elapsed: 4:14:37 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.138678
[INFO] 2021-01-15 16:15:15 > Step: 30300 Progress: 30.3% Elapsed: 4:15:24 temperature: no ada_p: No Discriminator_loss: 7.74162e-09 Generator_loss: 0.139946
[INFO] 2021-01-15 16:16:02 > Step: 30400 Progress: 30.4% Elapsed: 4:16:11 temperature: no ada_p: No Discriminator_loss: -2.38651e-09 Generator_loss: 0.140642
[INFO] 2021-01-15 16:16:49 > Step: 30500 Progress: 30.5% Elapsed: 4:16:59 temperature: no ada_p: No Discriminator_loss: -6.46105e-09 Generator_loss: 0.140577
[INFO] 2021-01-15 16:17:36 > Step: 30600 Progress: 30.6% Elapsed: 4:17:45 temperature: no ada_p: No Discriminator_loss: 1.29803e-08 Generator_loss: 0.141123
[INFO] 2021-01-15 16:18:23 > Step: 30700 Progress: 30.7% Elapsed: 4:18:32 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.139972
[INFO] 2021-01-15 16:19:10 > Step: 30800 Progress: 30.8% Elapsed: 4:19:19 temperature: no ada_p: No Discriminator_loss: -1.80444e-09 Generator_loss: 0.138158
[INFO] 2021-01-15 16:19:57 > Step: 30900 Progress: 30.9% Elapsed: 4:20:06 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: 0.138248
[INFO] 2021-01-15 16:20:44 > Step: 31000 Progress: 31.0% Elapsed: 4:20:53 temperature: no ada_p: No Discriminator_loss: -4.48199e-09 Generator_loss: 0.13866
[INFO] 2021-01-15 16:21:31 > Step: 31100 Progress: 31.1% Elapsed: 4:21:40 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.13878
[INFO] 2021-01-15 16:22:18 > Step: 31200 Progress: 31.2% Elapsed: 4:22:27 temperature: no ada_p: No Discriminator_loss: 5.3551e-09 Generator_loss: 0.138618
[INFO] 2021-01-15 16:23:05 > Step: 31300 Progress: 31.3% Elapsed: 4:23:15 temperature: no ada_p: No Discriminator_loss: 2.03727e-09 Generator_loss: 0.14068
[INFO] 2021-01-15 16:23:52 > Step: 31400 Progress: 31.4% Elapsed: 4:24:02 temperature: no ada_p: No Discriminator_loss: -4.36557e-09 Generator_loss: 0.140183
[INFO] 2021-01-15 16:24:39 > Step: 31500 Progress: 31.5% Elapsed: 4:24:48 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.139362
[INFO] 2021-01-15 16:25:27 > Step: 31600 Progress: 31.6% Elapsed: 4:25:36 temperature: no ada_p: No Discriminator_loss: -2.73576e-09 Generator_loss: 0.139549
[INFO] 2021-01-15 16:26:13 > Step: 31700 Progress: 31.7% Elapsed: 4:26:23 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.141084
[INFO] 2021-01-15 16:27:00 > Step: 31800 Progress: 31.8% Elapsed: 4:27:09 temperature: no ada_p: No Discriminator_loss: -5.23869e-10 Generator_loss: 0.138554
[INFO] 2021-01-15 16:27:47 > Step: 31900 Progress: 31.9% Elapsed: 4:27:56 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: 0.139192
[INFO] 2021-01-15 16:28:35 > Step: 32000 Progress: 32.0% Elapsed: 4:28:44 temperature: no ada_p: No Discriminator_loss: 1.68802e-09 Generator_loss: 0.140852
[INFO] 2021-01-15 16:28:35 > Start Evaluation (32000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:28:35 > Calculating FID Score....
[INFO] 2021-01-15 16:28:55 > Calculating Inception Score....
[INFO] 2021-01-15 16:29:08 > Calculate F_beta Score....
[INFO] 2021-01-15 16:29:44 > F_8 score (Step: 32000, Using valid images): 0.0
[INFO] 2021-01-15 16:29:44 > F_1/8 score (Step: 32000, Using valid images): 0.0
[INFO] 2021-01-15 16:29:44 > FID score (Step: 32000, Using valid moments): 310.6049542269602
[INFO] 2021-01-15 16:29:44 > Inception score (Step: 32000, 10000 generated images): 1.6189719438552856
[INFO] 2021-01-15 16:29:44 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 16:29:45 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:30:32 > Step: 32100 Progress: 32.1% Elapsed: 4:30:41 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.139761
[INFO] 2021-01-15 16:31:19 > Step: 32200 Progress: 32.2% Elapsed: 4:31:28 temperature: no ada_p: No Discriminator_loss: -2.85218e-09 Generator_loss: 0.138934
[INFO] 2021-01-15 16:32:06 > Step: 32300 Progress: 32.3% Elapsed: 4:32:15 temperature: no ada_p: No Discriminator_loss: 4.20841e-08 Generator_loss: 0.138988
[INFO] 2021-01-15 16:32:53 > Step: 32400 Progress: 32.4% Elapsed: 4:33:02 temperature: no ada_p: No Discriminator_loss: -3.31784e-09 Generator_loss: 0.139081
[INFO] 2021-01-15 16:33:40 > Step: 32500 Progress: 32.5% Elapsed: 4:33:49 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: 0.13983
[INFO] 2021-01-15 16:34:27 > Step: 32600 Progress: 32.6% Elapsed: 4:34:36 temperature: no ada_p: No Discriminator_loss: -2.03727e-09 Generator_loss: 0.138479
[INFO] 2021-01-15 16:35:14 > Step: 32700 Progress: 32.7% Elapsed: 4:35:23 temperature: no ada_p: No Discriminator_loss: -6.46105e-09 Generator_loss: 0.137455
[INFO] 2021-01-15 16:36:01 > Step: 32800 Progress: 32.8% Elapsed: 4:36:10 temperature: no ada_p: No Discriminator_loss: -9.60426e-09 Generator_loss: 0.138961
[INFO] 2021-01-15 16:36:48 > Step: 32900 Progress: 32.9% Elapsed: 4:36:57 temperature: no ada_p: No Discriminator_loss: -6.34464e-09 Generator_loss: 0.136917
[INFO] 2021-01-15 16:37:35 > Step: 33000 Progress: 33.0% Elapsed: 4:37:44 temperature: no ada_p: No Discriminator_loss: 2.38651e-09 Generator_loss: 0.137269
[INFO] 2021-01-15 16:38:22 > Step: 33100 Progress: 33.1% Elapsed: 4:38:31 temperature: no ada_p: No Discriminator_loss: 4.24916e-09 Generator_loss: 0.139017
[INFO] 2021-01-15 16:39:09 > Step: 33200 Progress: 33.2% Elapsed: 4:39:18 temperature: no ada_p: No Discriminator_loss: 7.567e-10 Generator_loss: 0.138069
[INFO] 2021-01-15 16:39:56 > Step: 33300 Progress: 33.3% Elapsed: 4:40:05 temperature: no ada_p: No Discriminator_loss: -4.30737e-09 Generator_loss: 0.136951
[INFO] 2021-01-15 16:40:43 > Step: 33400 Progress: 33.4% Elapsed: 4:40:52 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.136887
[INFO] 2021-01-15 16:41:30 > Step: 33500 Progress: 33.5% Elapsed: 4:41:39 temperature: no ada_p: No Discriminator_loss: 7.567e-10 Generator_loss: 0.136089
[INFO] 2021-01-15 16:42:17 > Step: 33600 Progress: 33.6% Elapsed: 4:42:26 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: 0.136713
[INFO] 2021-01-15 16:43:04 > Step: 33700 Progress: 33.7% Elapsed: 4:43:13 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.136172
[INFO] 2021-01-15 16:43:51 > Step: 33800 Progress: 33.8% Elapsed: 4:44:00 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: 0.136339
[INFO] 2021-01-15 16:44:38 > Step: 33900 Progress: 33.9% Elapsed: 4:44:47 temperature: no ada_p: No Discriminator_loss: 9.8953e-10 Generator_loss: 0.133892
[INFO] 2021-01-15 16:45:25 > Step: 34000 Progress: 34.0% Elapsed: 4:45:34 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.133177
[INFO] 2021-01-15 16:45:25 > Start Evaluation (34000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:45:25 > Calculating FID Score....
[INFO] 2021-01-15 16:45:46 > Calculating Inception Score....
[INFO] 2021-01-15 16:45:59 > Calculate F_beta Score....
[INFO] 2021-01-15 16:46:35 > F_8 score (Step: 34000, Using valid images): 0.0
[INFO] 2021-01-15 16:46:35 > F_1/8 score (Step: 34000, Using valid images): 0.0
[INFO] 2021-01-15 16:46:35 > FID score (Step: 34000, Using valid moments): 308.89623874128006
[INFO] 2021-01-15 16:46:35 > Inception score (Step: 34000, 10000 generated images): 1.6433881521224976
[INFO] 2021-01-15 16:46:35 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 16:46:36 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:47:23 > Step: 34100 Progress: 34.1% Elapsed: 4:47:32 temperature: no ada_p: No Discriminator_loss: 3.39933e-08 Generator_loss: 0.131582
[INFO] 2021-01-15 16:48:10 > Step: 34200 Progress: 34.2% Elapsed: 4:48:19 temperature: no ada_p: No Discriminator_loss: 2.44472e-09 Generator_loss: 0.131676
[INFO] 2021-01-15 16:48:57 > Step: 34300 Progress: 34.3% Elapsed: 4:49:06 temperature: no ada_p: No Discriminator_loss: -1.01281e-08 Generator_loss: 0.132451
[INFO] 2021-01-15 16:49:44 > Step: 34400 Progress: 34.4% Elapsed: 4:49:53 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: 0.132622
[INFO] 2021-01-15 16:50:31 > Step: 34500 Progress: 34.5% Elapsed: 4:50:40 temperature: no ada_p: No Discriminator_loss: 1.57161e-09 Generator_loss: 0.130572
[INFO] 2021-01-15 16:51:18 > Step: 34600 Progress: 34.6% Elapsed: 4:51:27 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.130161
[INFO] 2021-01-15 16:52:05 > Step: 34700 Progress: 34.7% Elapsed: 4:52:14 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.129918
[INFO] 2021-01-15 16:52:52 > Step: 34800 Progress: 34.8% Elapsed: 4:53:01 temperature: no ada_p: No Discriminator_loss: -1.22236e-09 Generator_loss: 0.131174
[INFO] 2021-01-15 16:53:39 > Step: 34900 Progress: 34.9% Elapsed: 4:53:48 temperature: no ada_p: No Discriminator_loss: 3.55067e-09 Generator_loss: 0.129094
[INFO] 2021-01-15 16:54:26 > Step: 35000 Progress: 35.0% Elapsed: 4:54:35 temperature: no ada_p: No Discriminator_loss: -6.8103e-09 Generator_loss: 0.128748
[INFO] 2021-01-15 16:55:13 > Step: 35100 Progress: 35.1% Elapsed: 4:55:22 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: 0.12668
[INFO] 2021-01-15 16:56:00 > Step: 35200 Progress: 35.2% Elapsed: 4:56:10 temperature: no ada_p: No Discriminator_loss: -5.00586e-09 Generator_loss: 0.126305
[INFO] 2021-01-15 16:56:47 > Step: 35300 Progress: 35.3% Elapsed: 4:56:56 temperature: no ada_p: No Discriminator_loss: 1.4028e-08 Generator_loss: 0.125521
[INFO] 2021-01-15 16:57:34 > Step: 35400 Progress: 35.4% Elapsed: 4:57:43 temperature: no ada_p: No Discriminator_loss: -1.57161e-09 Generator_loss: 0.127345
[INFO] 2021-01-15 16:58:21 > Step: 35500 Progress: 35.5% Elapsed: 4:58:31 temperature: no ada_p: No Discriminator_loss: -3.7835e-09 Generator_loss: 0.126608
[INFO] 2021-01-15 16:59:08 > Step: 35600 Progress: 35.6% Elapsed: 4:59:17 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.125873
[INFO] 2021-01-15 16:59:55 > Step: 35700 Progress: 35.7% Elapsed: 5:00:04 temperature: no ada_p: No Discriminator_loss: 5.93718e-09 Generator_loss: 0.12592
[INFO] 2021-01-15 17:00:42 > Step: 35800 Progress: 35.8% Elapsed: 5:00:51 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.126088
[INFO] 2021-01-15 17:01:29 > Step: 35900 Progress: 35.9% Elapsed: 5:01:39 temperature: no ada_p: No Discriminator_loss: 8.84756e-09 Generator_loss: 0.126978
[INFO] 2021-01-15 17:02:16 > Step: 36000 Progress: 36.0% Elapsed: 5:02:25 temperature: no ada_p: No Discriminator_loss: -3.08501e-09 Generator_loss: 0.125838
[INFO] 2021-01-15 17:02:16 > Start Evaluation (36000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:02:16 > Calculating FID Score....
[INFO] 2021-01-15 17:02:37 > Calculating Inception Score....
[INFO] 2021-01-15 17:02:50 > Calculate F_beta Score....
[INFO] 2021-01-15 17:03:25 > F_8 score (Step: 36000, Using valid images): 0.0
[INFO] 2021-01-15 17:03:25 > F_1/8 score (Step: 36000, Using valid images): 0.0
[INFO] 2021-01-15 17:03:25 > FID score (Step: 36000, Using valid moments): 308.1554963862684
[INFO] 2021-01-15 17:03:25 > Inception score (Step: 36000, 10000 generated images): 1.6384329795837402
[INFO] 2021-01-15 17:03:25 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:03:26 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:04:13 > Step: 36100 Progress: 36.1% Elapsed: 5:04:22 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.126379
[INFO] 2021-01-15 17:05:00 > Step: 36200 Progress: 36.2% Elapsed: 5:05:09 temperature: no ada_p: No Discriminator_loss: 2.38651e-09 Generator_loss: 0.126592
[INFO] 2021-01-15 17:05:47 > Step: 36300 Progress: 36.3% Elapsed: 5:05:56 temperature: no ada_p: No Discriminator_loss: -3.55067e-09 Generator_loss: 0.126491
[INFO] 2021-01-15 17:06:34 > Step: 36400 Progress: 36.4% Elapsed: 5:06:43 temperature: no ada_p: No Discriminator_loss: 8.09086e-09 Generator_loss: 0.12492
[INFO] 2021-01-15 17:07:21 > Step: 36500 Progress: 36.5% Elapsed: 5:07:30 temperature: no ada_p: No Discriminator_loss: 6.75209e-09 Generator_loss: 0.124736
[INFO] 2021-01-15 17:08:07 > Step: 36600 Progress: 36.6% Elapsed: 5:08:17 temperature: no ada_p: No Discriminator_loss: -1.01863e-09 Generator_loss: 0.124384
[INFO] 2021-01-15 17:08:55 > Step: 36700 Progress: 36.7% Elapsed: 5:09:04 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.125005
[INFO] 2021-01-15 17:09:42 > Step: 36800 Progress: 36.8% Elapsed: 5:09:51 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.125781
[INFO] 2021-01-15 17:10:29 > Step: 36900 Progress: 36.9% Elapsed: 5:10:38 temperature: no ada_p: No Discriminator_loss: 6.60657e-09 Generator_loss: 0.125069
[INFO] 2021-01-15 17:11:15 > Step: 37000 Progress: 37.0% Elapsed: 5:11:25 temperature: no ada_p: No Discriminator_loss: -2.38651e-09 Generator_loss: 0.125654
[INFO] 2021-01-15 17:12:03 > Step: 37100 Progress: 37.1% Elapsed: 5:12:12 temperature: no ada_p: No Discriminator_loss: 3.89991e-09 Generator_loss: 0.126124
[INFO] 2021-01-15 17:12:50 > Step: 37200 Progress: 37.2% Elapsed: 5:12:59 temperature: no ada_p: No Discriminator_loss: 2.16532e-08 Generator_loss: 0.127003
[INFO] 2021-01-15 17:13:36 > Step: 37300 Progress: 37.3% Elapsed: 5:13:46 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.125473
[INFO] 2021-01-15 17:14:23 > Step: 37400 Progress: 37.4% Elapsed: 5:14:33 temperature: no ada_p: No Discriminator_loss: -1.78115e-08 Generator_loss: 0.124417
[INFO] 2021-01-15 17:15:11 > Step: 37500 Progress: 37.5% Elapsed: 5:15:20 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.123927
[INFO] 2021-01-15 17:15:58 > Step: 37600 Progress: 37.6% Elapsed: 5:16:07 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: 0.122899
[INFO] 2021-01-15 17:16:44 > Step: 37700 Progress: 37.7% Elapsed: 5:16:54 temperature: no ada_p: No Discriminator_loss: 8.61473e-09 Generator_loss: 0.122642
[INFO] 2021-01-15 17:17:31 > Step: 37800 Progress: 37.8% Elapsed: 5:17:40 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.121781
[INFO] 2021-01-15 17:18:19 > Step: 37900 Progress: 37.9% Elapsed: 5:18:28 temperature: no ada_p: No Discriminator_loss: -1.19617e-08 Generator_loss: 0.120856
[INFO] 2021-01-15 17:19:05 > Step: 38000 Progress: 38.0% Elapsed: 5:19:15 temperature: no ada_p: No Discriminator_loss: 3.08792e-08 Generator_loss: 0.119135
[INFO] 2021-01-15 17:19:05 > Start Evaluation (38000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:19:05 > Calculating FID Score....
[INFO] 2021-01-15 17:19:26 > Calculating Inception Score....
[INFO] 2021-01-15 17:19:39 > Calculate F_beta Score....
[INFO] 2021-01-15 17:20:16 > F_8 score (Step: 38000, Using valid images): 0.0
[INFO] 2021-01-15 17:20:16 > F_1/8 score (Step: 38000, Using valid images): 0.0
[INFO] 2021-01-15 17:20:16 > FID score (Step: 38000, Using valid moments): 308.7263966228878
[INFO] 2021-01-15 17:20:16 > Inception score (Step: 38000, 10000 generated images): 1.620206356048584
[INFO] 2021-01-15 17:20:16 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:20:17 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:21:04 > Step: 38100 Progress: 38.1% Elapsed: 5:21:13 temperature: no ada_p: No Discriminator_loss: -4.39468e-09 Generator_loss: 0.119091
[INFO] 2021-01-15 17:21:51 > Step: 38200 Progress: 38.2% Elapsed: 5:22:00 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.116995
[INFO] 2021-01-15 17:22:38 > Step: 38300 Progress: 38.3% Elapsed: 5:22:48 temperature: no ada_p: No Discriminator_loss: -7.39237e-09 Generator_loss: 0.11678
[INFO] 2021-01-15 17:23:25 > Step: 38400 Progress: 38.4% Elapsed: 5:23:35 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.117856
[INFO] 2021-01-15 17:24:12 > Step: 38500 Progress: 38.5% Elapsed: 5:24:21 temperature: no ada_p: No Discriminator_loss: 1.90921e-08 Generator_loss: 0.117598
[INFO] 2021-01-15 17:24:59 > Step: 38600 Progress: 38.6% Elapsed: 5:25:08 temperature: no ada_p: No Discriminator_loss: 1.95869e-08 Generator_loss: 0.118475
[INFO] 2021-01-15 17:25:46 > Step: 38700 Progress: 38.7% Elapsed: 5:25:56 temperature: no ada_p: No Discriminator_loss: 2.87837e-08 Generator_loss: 0.11906
[INFO] 2021-01-15 17:26:33 > Step: 38800 Progress: 38.8% Elapsed: 5:26:42 temperature: no ada_p: No Discriminator_loss: -3.31784e-09 Generator_loss: 0.12
[INFO] 2021-01-15 17:27:20 > Step: 38900 Progress: 38.9% Elapsed: 5:27:29 temperature: no ada_p: No Discriminator_loss: -1.5134e-08 Generator_loss: 0.121267
[INFO] 2021-01-15 17:28:07 > Step: 39000 Progress: 39.0% Elapsed: 5:28:16 temperature: no ada_p: No Discriminator_loss: 1.43482e-08 Generator_loss: 0.121403
[INFO] 2021-01-15 17:28:55 > Step: 39100 Progress: 39.1% Elapsed: 5:29:04 temperature: no ada_p: No Discriminator_loss: -2.47965e-08 Generator_loss: 0.121933
[INFO] 2021-01-15 17:29:41 > Step: 39200 Progress: 39.2% Elapsed: 5:29:51 temperature: no ada_p: No Discriminator_loss: 2.82307e-09 Generator_loss: 0.122053
[INFO] 2021-01-15 17:30:28 > Step: 39300 Progress: 39.3% Elapsed: 5:30:37 temperature: no ada_p: No Discriminator_loss: -8.3819e-09 Generator_loss: 0.121973
[INFO] 2021-01-15 17:31:16 > Step: 39400 Progress: 39.4% Elapsed: 5:31:25 temperature: no ada_p: No Discriminator_loss: 6.1118e-10 Generator_loss: 0.122153
[INFO] 2021-01-15 17:32:02 > Step: 39500 Progress: 39.5% Elapsed: 5:32:12 temperature: no ada_p: No Discriminator_loss: -3.28873e-09 Generator_loss: 0.121484
[INFO] 2021-01-15 17:32:49 > Step: 39600 Progress: 39.6% Elapsed: 5:32:59 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.118681
[INFO] 2021-01-15 17:33:36 > Step: 39700 Progress: 39.7% Elapsed: 5:33:45 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.118632
[INFO] 2021-01-15 17:34:24 > Step: 39800 Progress: 39.8% Elapsed: 5:34:33 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.121133
[INFO] 2021-01-15 17:35:10 > Step: 39900 Progress: 39.9% Elapsed: 5:35:20 temperature: no ada_p: No Discriminator_loss: 2.70666e-09 Generator_loss: 0.121585
[INFO] 2021-01-15 17:35:57 > Step: 40000 Progress: 40.0% Elapsed: 5:36:06 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.123443
[INFO] 2021-01-15 17:35:57 > Start Evaluation (40000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:35:57 > Calculating FID Score....
[INFO] 2021-01-15 17:36:18 > Calculating Inception Score....
[INFO] 2021-01-15 17:36:31 > Calculate F_beta Score....
[INFO] 2021-01-15 17:37:06 > F_8 score (Step: 40000, Using valid images): 0.0
[INFO] 2021-01-15 17:37:06 > F_1/8 score (Step: 40000, Using valid images): 0.0
[INFO] 2021-01-15 17:37:06 > FID score (Step: 40000, Using valid moments): 309.14347671990834
[INFO] 2021-01-15 17:37:06 > Inception score (Step: 40000, 10000 generated images): 1.6487747430801392
[INFO] 2021-01-15 17:37:06 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:37:07 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:37:54 > Step: 40100 Progress: 40.1% Elapsed: 5:38:03 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: 0.123318
[INFO] 2021-01-15 17:38:41 > Step: 40200 Progress: 40.2% Elapsed: 5:38:50 temperature: no ada_p: No Discriminator_loss: -1.74623e-10 Generator_loss: 0.123864
[INFO] 2021-01-15 17:39:28 > Step: 40300 Progress: 40.3% Elapsed: 5:39:37 temperature: no ada_p: No Discriminator_loss: -5.47152e-09 Generator_loss: 0.125152
[INFO] 2021-01-15 17:40:15 > Step: 40400 Progress: 40.4% Elapsed: 5:40:24 temperature: no ada_p: No Discriminator_loss: -1.19908e-08 Generator_loss: 0.124038
[INFO] 2021-01-15 17:41:02 > Step: 40500 Progress: 40.5% Elapsed: 5:41:11 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: 0.121849
[INFO] 2021-01-15 17:41:49 > Step: 40600 Progress: 40.6% Elapsed: 5:41:58 temperature: no ada_p: No Discriminator_loss: 3.31784e-09 Generator_loss: 0.121222
[INFO] 2021-01-15 17:42:36 > Step: 40700 Progress: 40.7% Elapsed: 5:42:45 temperature: no ada_p: No Discriminator_loss: 8.20728e-09 Generator_loss: 0.121804
[INFO] 2021-01-15 17:43:23 > Step: 40800 Progress: 40.8% Elapsed: 5:43:32 temperature: no ada_p: No Discriminator_loss: -1.30967e-09 Generator_loss: 0.122704
[INFO] 2021-01-15 17:44:10 > Step: 40900 Progress: 40.9% Elapsed: 5:44:19 temperature: no ada_p: No Discriminator_loss: 2.47383e-09 Generator_loss: 0.122359
[INFO] 2021-01-15 17:44:57 > Step: 41000 Progress: 41.0% Elapsed: 5:45:06 temperature: no ada_p: No Discriminator_loss: -1.17579e-08 Generator_loss: 0.12225
[INFO] 2021-01-15 17:45:44 > Step: 41100 Progress: 41.1% Elapsed: 5:45:53 temperature: no ada_p: No Discriminator_loss: -2.47383e-09 Generator_loss: 0.122254
[INFO] 2021-01-15 17:46:31 > Step: 41200 Progress: 41.2% Elapsed: 5:46:40 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: 0.122381
[INFO] 2021-01-15 17:47:18 > Step: 41300 Progress: 41.3% Elapsed: 5:47:27 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.121798
[INFO] 2021-01-15 17:48:05 > Step: 41400 Progress: 41.4% Elapsed: 5:48:14 temperature: no ada_p: No Discriminator_loss: 7.68341e-09 Generator_loss: 0.120697
[INFO] 2021-01-15 17:48:52 > Step: 41500 Progress: 41.5% Elapsed: 5:49:01 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.121275
[INFO] 2021-01-15 17:49:39 > Step: 41600 Progress: 41.6% Elapsed: 5:49:48 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.121056
[INFO] 2021-01-15 17:50:26 > Step: 41700 Progress: 41.7% Elapsed: 5:50:35 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.12034
[INFO] 2021-01-15 17:51:13 > Step: 41800 Progress: 41.8% Elapsed: 5:51:22 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.119157
[INFO] 2021-01-15 17:52:00 > Step: 41900 Progress: 41.9% Elapsed: 5:52:09 temperature: no ada_p: No Discriminator_loss: 7.15954e-09 Generator_loss: 0.119577
[INFO] 2021-01-15 17:52:47 > Step: 42000 Progress: 42.0% Elapsed: 5:52:56 temperature: no ada_p: No Discriminator_loss: 1.30967e-09 Generator_loss: 0.119821
[INFO] 2021-01-15 17:52:47 > Start Evaluation (42000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:52:47 > Calculating FID Score....
[INFO] 2021-01-15 17:53:07 > Calculating Inception Score....
[INFO] 2021-01-15 17:53:20 > Calculate F_beta Score....
[INFO] 2021-01-15 17:53:56 > F_8 score (Step: 42000, Using valid images): 0.0
[INFO] 2021-01-15 17:53:56 > F_1/8 score (Step: 42000, Using valid images): 0.0
[INFO] 2021-01-15 17:53:56 > FID score (Step: 42000, Using valid moments): 310.44410858447793
[INFO] 2021-01-15 17:53:56 > Inception score (Step: 42000, 10000 generated images): 1.6225839853286743
[INFO] 2021-01-15 17:53:56 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:53:57 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:54:44 > Step: 42100 Progress: 42.1% Elapsed: 5:54:53 temperature: no ada_p: No Discriminator_loss: 1.65892e-09 Generator_loss: 0.118802
[INFO] 2021-01-15 17:55:31 > Step: 42200 Progress: 42.2% Elapsed: 5:55:41 temperature: no ada_p: No Discriminator_loss: -8.44011e-10 Generator_loss: 0.11906
[INFO] 2021-01-15 17:56:18 > Step: 42300 Progress: 42.3% Elapsed: 5:56:27 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.120928
[INFO] 2021-01-15 17:57:05 > Step: 42400 Progress: 42.4% Elapsed: 5:57:14 temperature: no ada_p: No Discriminator_loss: 6.43195e-09 Generator_loss: 0.119809
[INFO] 2021-01-15 17:57:52 > Step: 42500 Progress: 42.5% Elapsed: 5:58:01 temperature: no ada_p: No Discriminator_loss: 6.78119e-09 Generator_loss: 0.121388
[INFO] 2021-01-15 17:58:39 > Step: 42600 Progress: 42.6% Elapsed: 5:58:48 temperature: no ada_p: No Discriminator_loss: -5.23869e-10 Generator_loss: 0.119838
[INFO] 2021-01-15 17:59:26 > Step: 42700 Progress: 42.7% Elapsed: 5:59:35 temperature: no ada_p: No Discriminator_loss: 2.91038e-09 Generator_loss: 0.116723
[INFO] 2021-01-15 18:00:13 > Step: 42800 Progress: 42.8% Elapsed: 6:00:22 temperature: no ada_p: No Discriminator_loss: -8.44011e-10 Generator_loss: 0.11653
[INFO] 2021-01-15 18:01:00 > Step: 42900 Progress: 42.9% Elapsed: 6:01:09 temperature: no ada_p: No Discriminator_loss: 2.93949e-09 Generator_loss: 0.117691
[INFO] 2021-01-15 18:01:47 > Step: 43000 Progress: 43.0% Elapsed: 6:01:57 temperature: no ada_p: No Discriminator_loss: -1.15542e-08 Generator_loss: 0.119424
[INFO] 2021-01-15 18:02:34 > Step: 43100 Progress: 43.1% Elapsed: 6:02:44 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: 0.120268
[INFO] 2021-01-15 18:03:21 > Step: 43200 Progress: 43.2% Elapsed: 6:03:30 temperature: no ada_p: No Discriminator_loss: -9.54606e-09 Generator_loss: 0.120512
[INFO] 2021-01-15 18:04:08 > Step: 43300 Progress: 43.3% Elapsed: 6:04:18 temperature: no ada_p: No Discriminator_loss: -2.50293e-09 Generator_loss: 0.118753
[INFO] 2021-01-15 18:04:55 > Step: 43400 Progress: 43.4% Elapsed: 6:05:05 temperature: no ada_p: No Discriminator_loss: 8.81846e-09 Generator_loss: 0.118758
[INFO] 2021-01-15 18:05:42 > Step: 43500 Progress: 43.5% Elapsed: 6:05:51 temperature: no ada_p: No Discriminator_loss: 7.567e-10 Generator_loss: 0.117851
[INFO] 2021-01-15 18:06:29 > Step: 43600 Progress: 43.6% Elapsed: 6:06:38 temperature: no ada_p: No Discriminator_loss: -3.98722e-09 Generator_loss: 0.119358
[INFO] 2021-01-15 18:07:16 > Step: 43700 Progress: 43.7% Elapsed: 6:07:26 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.117093
[INFO] 2021-01-15 18:08:03 > Step: 43800 Progress: 43.8% Elapsed: 6:08:13 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.11714
[INFO] 2021-01-15 18:08:50 > Step: 43900 Progress: 43.9% Elapsed: 6:08:59 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.116993
[INFO] 2021-01-15 18:09:37 > Step: 44000 Progress: 44.0% Elapsed: 6:09:46 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.117804
[INFO] 2021-01-15 18:09:37 > Start Evaluation (44000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:09:37 > Calculating FID Score....
[INFO] 2021-01-15 18:09:58 > Calculating Inception Score....
[INFO] 2021-01-15 18:10:11 > Calculate F_beta Score....
[INFO] 2021-01-15 18:10:47 > F_8 score (Step: 44000, Using valid images): 0.0
[INFO] 2021-01-15 18:10:47 > F_1/8 score (Step: 44000, Using valid images): 0.0
[INFO] 2021-01-15 18:10:47 > FID score (Step: 44000, Using valid moments): 309.5021416023508
[INFO] 2021-01-15 18:10:47 > Inception score (Step: 44000, 10000 generated images): 1.6293504238128662
[INFO] 2021-01-15 18:10:47 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 18:10:48 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:11:35 > Step: 44100 Progress: 44.1% Elapsed: 6:11:44 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: 0.116973
[INFO] 2021-01-15 18:12:22 > Step: 44200 Progress: 44.2% Elapsed: 6:12:31 temperature: no ada_p: No Discriminator_loss: -2.91038e-09 Generator_loss: 0.118512
[INFO] 2021-01-15 18:13:09 > Step: 44300 Progress: 44.3% Elapsed: 6:13:18 temperature: no ada_p: No Discriminator_loss: -1.19326e-09 Generator_loss: 0.118539
[INFO] 2021-01-15 18:13:56 > Step: 44400 Progress: 44.4% Elapsed: 6:14:05 temperature: no ada_p: No Discriminator_loss: 5.52973e-10 Generator_loss: 0.121218
[INFO] 2021-01-15 18:14:43 > Step: 44500 Progress: 44.5% Elapsed: 6:14:52 temperature: no ada_p: No Discriminator_loss: -1.94996e-09 Generator_loss: 0.122398
[INFO] 2021-01-15 18:15:30 > Step: 44600 Progress: 44.6% Elapsed: 6:15:39 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.123291
[INFO] 2021-01-15 18:16:17 > Step: 44700 Progress: 44.7% Elapsed: 6:16:26 temperature: no ada_p: No Discriminator_loss: -2.18279e-09 Generator_loss: 0.12353
[INFO] 2021-01-15 18:17:04 > Step: 44800 Progress: 44.8% Elapsed: 6:17:13 temperature: no ada_p: No Discriminator_loss: -8.73115e-10 Generator_loss: 0.120798
[INFO] 2021-01-15 18:17:51 > Step: 44900 Progress: 44.9% Elapsed: 6:18:00 temperature: no ada_p: No Discriminator_loss: 1.25146e-09 Generator_loss: 0.121418
[INFO] 2021-01-15 18:18:38 > Step: 45000 Progress: 45.0% Elapsed: 6:18:47 temperature: no ada_p: No Discriminator_loss: 4.83124e-09 Generator_loss: 0.122718
[INFO] 2021-01-15 18:19:25 > Step: 45100 Progress: 45.1% Elapsed: 6:19:34 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: 0.12322
[INFO] 2021-01-15 18:20:12 > Step: 45200 Progress: 45.2% Elapsed: 6:20:21 temperature: no ada_p: No Discriminator_loss: 1.5425e-09 Generator_loss: 0.122414
[INFO] 2021-01-15 18:20:59 > Step: 45300 Progress: 45.3% Elapsed: 6:21:08 temperature: no ada_p: No Discriminator_loss: -2.91038e-11 Generator_loss: 0.121798
[INFO] 2021-01-15 18:21:46 > Step: 45400 Progress: 45.4% Elapsed: 6:21:55 temperature: no ada_p: No Discriminator_loss: -8.73115e-11 Generator_loss: 0.121362
[INFO] 2021-01-15 18:22:33 > Step: 45500 Progress: 45.5% Elapsed: 6:22:42 temperature: no ada_p: No Discriminator_loss: 1.83354e-09 Generator_loss: 0.121301
[INFO] 2021-01-15 18:23:20 > Step: 45600 Progress: 45.6% Elapsed: 6:23:29 temperature: no ada_p: No Discriminator_loss: 8.73115e-11 Generator_loss: 0.122399
[INFO] 2021-01-15 18:24:07 > Step: 45700 Progress: 45.7% Elapsed: 6:24:16 temperature: no ada_p: No Discriminator_loss: 3.20142e-09 Generator_loss: 0.122531
[INFO] 2021-01-15 18:24:54 > Step: 45800 Progress: 45.8% Elapsed: 6:25:03 temperature: no ada_p: No Discriminator_loss: 2.99769e-09 Generator_loss: 0.121069
[INFO] 2021-01-15 18:25:41 > Step: 45900 Progress: 45.9% Elapsed: 6:25:50 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.121014
[INFO] 2021-01-15 18:26:27 > Step: 46000 Progress: 46.0% Elapsed: 6:26:37 temperature: no ada_p: No Discriminator_loss: -9.8953e-10 Generator_loss: 0.120529
[INFO] 2021-01-15 18:26:27 > Start Evaluation (46000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:26:28 > Calculating FID Score....
[INFO] 2021-01-15 18:26:48 > Calculating Inception Score....
[INFO] 2021-01-15 18:27:01 > Calculate F_beta Score....
[INFO] 2021-01-15 18:27:36 > F_8 score (Step: 46000, Using valid images): 0.0
[INFO] 2021-01-15 18:27:36 > F_1/8 score (Step: 46000, Using valid images): 0.0
[INFO] 2021-01-15 18:27:36 > FID score (Step: 46000, Using valid moments): 310.0951919145044
[INFO] 2021-01-15 18:27:36 > Inception score (Step: 46000, 10000 generated images): 1.6349533796310425
[INFO] 2021-01-15 18:27:36 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 18:27:37 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:28:25 > Step: 46100 Progress: 46.1% Elapsed: 6:28:34 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.120899
[INFO] 2021-01-15 18:29:11 > Step: 46200 Progress: 46.2% Elapsed: 6:29:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.119465
[INFO] 2021-01-15 18:29:58 > Step: 46300 Progress: 46.3% Elapsed: 6:30:07 temperature: no ada_p: No Discriminator_loss: 4.10364e-09 Generator_loss: 0.121815
[INFO] 2021-01-15 18:30:45 > Step: 46400 Progress: 46.4% Elapsed: 6:30:54 temperature: no ada_p: No Discriminator_loss: -3.14321e-09 Generator_loss: 0.121357
[INFO] 2021-01-15 18:31:32 > Step: 46500 Progress: 46.5% Elapsed: 6:31:42 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.122618
[INFO] 2021-01-15 18:32:19 > Step: 46600 Progress: 46.6% Elapsed: 6:32:29 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.123108
[INFO] 2021-01-15 18:33:06 > Step: 46700 Progress: 46.7% Elapsed: 6:33:15 temperature: no ada_p: No Discriminator_loss: 1.36788e-09 Generator_loss: 0.123595
[INFO] 2021-01-15 18:33:53 > Step: 46800 Progress: 46.8% Elapsed: 6:34:02 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.12125
[INFO] 2021-01-15 18:34:41 > Step: 46900 Progress: 46.9% Elapsed: 6:34:50 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.121602
[INFO] 2021-01-15 18:35:28 > Step: 47000 Progress: 47.0% Elapsed: 6:35:37 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: 0.121964
[INFO] 2021-01-15 18:36:14 > Step: 47100 Progress: 47.1% Elapsed: 6:36:24 temperature: no ada_p: No Discriminator_loss: 1.42609e-09 Generator_loss: 0.121785
[INFO] 2021-01-15 18:37:02 > Step: 47200 Progress: 47.2% Elapsed: 6:37:11 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.121866
[INFO] 2021-01-15 18:37:49 > Step: 47300 Progress: 47.3% Elapsed: 6:37:58 temperature: no ada_p: No Discriminator_loss: -3.17232e-09 Generator_loss: 0.12299
[INFO] 2021-01-15 18:38:35 > Step: 47400 Progress: 47.4% Elapsed: 6:38:45 temperature: no ada_p: No Discriminator_loss: -2.12458e-09 Generator_loss: 0.123266
[INFO] 2021-01-15 18:39:22 > Step: 47500 Progress: 47.5% Elapsed: 6:39:32 temperature: no ada_p: No Discriminator_loss: -4.51109e-09 Generator_loss: 0.1209
[INFO] 2021-01-15 18:40:10 > Step: 47600 Progress: 47.6% Elapsed: 6:40:19 temperature: no ada_p: No Discriminator_loss: 1.07684e-09 Generator_loss: 0.121881
[INFO] 2021-01-15 18:40:56 > Step: 47700 Progress: 47.7% Elapsed: 6:41:06 temperature: no ada_p: No Discriminator_loss: 1.25146e-09 Generator_loss: 0.119931
[INFO] 2021-01-15 18:41:43 > Step: 47800 Progress: 47.8% Elapsed: 6:41:53 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: 0.119556
[INFO] 2021-01-15 18:42:30 > Step: 47900 Progress: 47.9% Elapsed: 6:42:39 temperature: no ada_p: No Discriminator_loss: -1.42609e-09 Generator_loss: 0.11935
[INFO] 2021-01-15 18:43:17 > Step: 48000 Progress: 48.0% Elapsed: 6:43:27 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.117762
[INFO] 2021-01-15 18:43:17 > Start Evaluation (48000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:43:18 > Calculating FID Score....
[INFO] 2021-01-15 18:43:38 > Calculating Inception Score....
[INFO] 2021-01-15 18:43:51 > Calculate F_beta Score....
[INFO] 2021-01-15 18:44:27 > F_8 score (Step: 48000, Using valid images): 0.0
[INFO] 2021-01-15 18:44:27 > F_1/8 score (Step: 48000, Using valid images): 0.0
[INFO] 2021-01-15 18:44:27 > FID score (Step: 48000, Using valid moments): 308.5746033523317
[INFO] 2021-01-15 18:44:27 > Inception score (Step: 48000, 10000 generated images): 1.6357308626174927
[INFO] 2021-01-15 18:44:27 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 18:44:28 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:45:15 > Step: 48100 Progress: 48.1% Elapsed: 6:45:24 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.117517
[INFO] 2021-01-15 18:46:02 > Step: 48200 Progress: 48.2% Elapsed: 6:46:11 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.117293
[INFO] 2021-01-15 18:46:49 > Step: 48300 Progress: 48.3% Elapsed: 6:46:58 temperature: no ada_p: No Discriminator_loss: -4.59841e-09 Generator_loss: 0.117852
[INFO] 2021-01-15 18:47:36 > Step: 48400 Progress: 48.4% Elapsed: 6:47:45 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.1182
[INFO] 2021-01-15 18:48:23 > Step: 48500 Progress: 48.5% Elapsed: 6:48:32 temperature: no ada_p: No Discriminator_loss: 2.88128e-09 Generator_loss: 0.118211
[INFO] 2021-01-15 18:49:10 > Step: 48600 Progress: 48.6% Elapsed: 6:49:19 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.116968
[INFO] 2021-01-15 18:49:57 > Step: 48700 Progress: 48.7% Elapsed: 6:50:06 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: 0.116029
[INFO] 2021-01-15 18:50:44 > Step: 48800 Progress: 48.8% Elapsed: 6:50:53 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: 0.117168
[INFO] 2021-01-15 18:51:31 > Step: 48900 Progress: 48.9% Elapsed: 6:51:40 temperature: no ada_p: No Discriminator_loss: -2.27301e-08 Generator_loss: 0.116139
[INFO] 2021-01-15 18:52:18 > Step: 49000 Progress: 49.0% Elapsed: 6:52:27 temperature: no ada_p: No Discriminator_loss: -2.91329e-08 Generator_loss: 0.116194
[INFO] 2021-01-15 18:53:05 > Step: 49100 Progress: 49.1% Elapsed: 6:53:14 temperature: no ada_p: No Discriminator_loss: -3.73693e-08 Generator_loss: 0.115584
[INFO] 2021-01-15 18:53:52 > Step: 49200 Progress: 49.2% Elapsed: 6:54:01 temperature: no ada_p: No Discriminator_loss: 2.41562e-09 Generator_loss: 0.117075
[INFO] 2021-01-15 18:54:39 > Step: 49300 Progress: 49.3% Elapsed: 6:54:48 temperature: no ada_p: No Discriminator_loss: 9.48785e-09 Generator_loss: 0.117283
[INFO] 2021-01-15 18:55:26 > Step: 49400 Progress: 49.4% Elapsed: 6:55:35 temperature: no ada_p: No Discriminator_loss: 6.1118e-10 Generator_loss: 0.117801
[INFO] 2021-01-15 18:56:13 > Step: 49500 Progress: 49.5% Elapsed: 6:56:22 temperature: no ada_p: No Discriminator_loss: 4.22006e-09 Generator_loss: 0.11659
[INFO] 2021-01-15 18:57:00 > Step: 49600 Progress: 49.6% Elapsed: 6:57:09 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: 0.118884
[INFO] 2021-01-15 18:57:47 > Step: 49700 Progress: 49.7% Elapsed: 6:57:56 temperature: no ada_p: No Discriminator_loss: -3.7835e-10 Generator_loss: 0.118317
[INFO] 2021-01-15 18:58:34 > Step: 49800 Progress: 49.8% Elapsed: 6:58:43 temperature: no ada_p: No Discriminator_loss: 3.7835e-10 Generator_loss: 0.116895
[INFO] 2021-01-15 18:59:21 > Step: 49900 Progress: 49.9% Elapsed: 6:59:30 temperature: no ada_p: No Discriminator_loss: -2.82307e-09 Generator_loss: 0.117644
[INFO] 2021-01-15 19:00:08 > Step: 50000 Progress: 50.0% Elapsed: 7:00:17 temperature: no ada_p: No Discriminator_loss: 1.53959e-08 Generator_loss: 0.117425
[INFO] 2021-01-15 19:00:08 > Start Evaluation (50000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:00:08 > Calculating FID Score....
[INFO] 2021-01-15 19:00:28 > Calculating Inception Score....
[INFO] 2021-01-15 19:00:41 > Calculate F_beta Score....
[INFO] 2021-01-15 19:01:18 > F_8 score (Step: 50000, Using valid images): 0.0
[INFO] 2021-01-15 19:01:18 > F_1/8 score (Step: 50000, Using valid images): 0.0
[INFO] 2021-01-15 19:01:18 > FID score (Step: 50000, Using valid moments): 308.73230490183244
[INFO] 2021-01-15 19:01:18 > Inception score (Step: 50000, 10000 generated images): 1.629315972328186
[INFO] 2021-01-15 19:01:18 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:01:19 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:02:06 > Step: 50100 Progress: 50.1% Elapsed: 7:02:15 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: 0.115969
[INFO] 2021-01-15 19:02:52 > Step: 50200 Progress: 50.2% Elapsed: 7:03:02 temperature: no ada_p: No Discriminator_loss: 2.67755e-09 Generator_loss: 0.116324
[INFO] 2021-01-15 19:03:39 > Step: 50300 Progress: 50.3% Elapsed: 7:03:49 temperature: no ada_p: No Discriminator_loss: 1.11759e-08 Generator_loss: 0.115763
[INFO] 2021-01-15 19:04:27 > Step: 50400 Progress: 50.4% Elapsed: 7:04:36 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.115208
[INFO] 2021-01-15 19:05:14 > Step: 50500 Progress: 50.5% Elapsed: 7:05:23 temperature: no ada_p: No Discriminator_loss: -6.8394e-09 Generator_loss: 0.115162
[INFO] 2021-01-15 19:06:00 > Step: 50600 Progress: 50.6% Elapsed: 7:06:10 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.116358
[INFO] 2021-01-15 19:06:47 > Step: 50700 Progress: 50.7% Elapsed: 7:06:57 temperature: no ada_p: No Discriminator_loss: 1.4843e-09 Generator_loss: 0.117708
[INFO] 2021-01-15 19:07:35 > Step: 50800 Progress: 50.8% Elapsed: 7:07:44 temperature: no ada_p: No Discriminator_loss: -4.59841e-09 Generator_loss: 0.116418
[INFO] 2021-01-15 19:08:22 > Step: 50900 Progress: 50.9% Elapsed: 7:08:31 temperature: no ada_p: No Discriminator_loss: -6.1118e-10 Generator_loss: 0.116214
[INFO] 2021-01-15 19:09:09 > Step: 51000 Progress: 51.0% Elapsed: 7:09:18 temperature: no ada_p: No Discriminator_loss: 3.75439e-09 Generator_loss: 0.114515
[INFO] 2021-01-15 19:09:56 > Step: 51100 Progress: 51.1% Elapsed: 7:10:05 temperature: no ada_p: No Discriminator_loss: -6.46105e-09 Generator_loss: 0.116029
[INFO] 2021-01-15 19:10:43 > Step: 51200 Progress: 51.2% Elapsed: 7:10:52 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: 0.115725
[INFO] 2021-01-15 19:11:30 > Step: 51300 Progress: 51.3% Elapsed: 7:11:39 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.112329
[INFO] 2021-01-15 19:12:16 > Step: 51400 Progress: 51.4% Elapsed: 7:12:26 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.112488
[INFO] 2021-01-15 19:13:04 > Step: 51500 Progress: 51.5% Elapsed: 7:13:13 temperature: no ada_p: No Discriminator_loss: -2.18279e-09 Generator_loss: 0.11133
[INFO] 2021-01-15 19:13:51 > Step: 51600 Progress: 51.6% Elapsed: 7:14:00 temperature: no ada_p: No Discriminator_loss: 2.15368e-09 Generator_loss: 0.110146
[INFO] 2021-01-15 19:14:38 > Step: 51700 Progress: 51.7% Elapsed: 7:14:47 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.11097
[INFO] 2021-01-15 19:15:24 > Step: 51800 Progress: 51.8% Elapsed: 7:15:34 temperature: no ada_p: No Discriminator_loss: -1.18162e-08 Generator_loss: 0.109851
[INFO] 2021-01-15 19:16:12 > Step: 51900 Progress: 51.9% Elapsed: 7:16:21 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.11147
[INFO] 2021-01-15 19:16:59 > Step: 52000 Progress: 52.0% Elapsed: 7:17:08 temperature: no ada_p: No Discriminator_loss: -3.60887e-09 Generator_loss: 0.112852
[INFO] 2021-01-15 19:16:59 > Start Evaluation (52000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:16:59 > Calculating FID Score....
[INFO] 2021-01-15 19:17:19 > Calculating Inception Score....
[INFO] 2021-01-15 19:17:32 > Calculate F_beta Score....
[INFO] 2021-01-15 19:18:08 > F_8 score (Step: 52000, Using valid images): 0.0
[INFO] 2021-01-15 19:18:08 > F_1/8 score (Step: 52000, Using valid images): 0.0
[INFO] 2021-01-15 19:18:08 > FID score (Step: 52000, Using valid moments): 309.03442665437035
[INFO] 2021-01-15 19:18:08 > Inception score (Step: 52000, 10000 generated images): 1.6276695728302002
[INFO] 2021-01-15 19:18:08 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:18:09 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:18:56 > Step: 52100 Progress: 52.1% Elapsed: 7:19:05 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.112464
[INFO] 2021-01-15 19:19:43 > Step: 52200 Progress: 52.2% Elapsed: 7:19:52 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: 0.11343
[INFO] 2021-01-15 19:20:30 > Step: 52300 Progress: 52.3% Elapsed: 7:20:39 temperature: no ada_p: No Discriminator_loss: 2.99769e-09 Generator_loss: 0.11525
[INFO] 2021-01-15 19:21:17 > Step: 52400 Progress: 52.4% Elapsed: 7:21:26 temperature: no ada_p: No Discriminator_loss: -3.20142e-09 Generator_loss: 0.116365
[INFO] 2021-01-15 19:22:04 > Step: 52500 Progress: 52.5% Elapsed: 7:22:13 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.115358
[INFO] 2021-01-15 19:22:51 > Step: 52600 Progress: 52.6% Elapsed: 7:23:00 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.115589
[INFO] 2021-01-15 19:23:38 > Step: 52700 Progress: 52.7% Elapsed: 7:23:47 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.114305
[INFO] 2021-01-15 19:24:25 > Step: 52800 Progress: 52.8% Elapsed: 7:24:34 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: 0.115056
[INFO] 2021-01-15 19:25:12 > Step: 52900 Progress: 52.9% Elapsed: 7:25:21 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.115253
[INFO] 2021-01-15 19:25:59 > Step: 53000 Progress: 53.0% Elapsed: 7:26:08 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.114022
[INFO] 2021-01-15 19:26:46 > Step: 53100 Progress: 53.1% Elapsed: 7:26:55 temperature: no ada_p: No Discriminator_loss: -1.4843e-09 Generator_loss: 0.115838
[INFO] 2021-01-15 19:27:33 > Step: 53200 Progress: 53.2% Elapsed: 7:27:42 temperature: no ada_p: No Discriminator_loss: -1.09721e-08 Generator_loss: 0.118143
[INFO] 2021-01-15 19:28:20 > Step: 53300 Progress: 53.3% Elapsed: 7:28:29 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: 0.119749
[INFO] 2021-01-15 19:29:07 > Step: 53400 Progress: 53.4% Elapsed: 7:29:16 temperature: no ada_p: No Discriminator_loss: 7.01402e-09 Generator_loss: 0.120753
[INFO] 2021-01-15 19:29:54 > Step: 53500 Progress: 53.5% Elapsed: 7:30:03 temperature: no ada_p: No Discriminator_loss: 2.67755e-09 Generator_loss: 0.121289
[INFO] 2021-01-15 19:30:41 > Step: 53600 Progress: 53.6% Elapsed: 7:30:50 temperature: no ada_p: No Discriminator_loss: 2.91038e-11 Generator_loss: 0.120681
[INFO] 2021-01-15 19:31:28 > Step: 53700 Progress: 53.7% Elapsed: 7:31:37 temperature: no ada_p: No Discriminator_loss: -4.07454e-09 Generator_loss: 0.12132
[INFO] 2021-01-15 19:32:15 > Step: 53800 Progress: 53.8% Elapsed: 7:32:24 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.121571
[INFO] 2021-01-15 19:33:02 > Step: 53900 Progress: 53.9% Elapsed: 7:33:11 temperature: no ada_p: No Discriminator_loss: 4.10364e-09 Generator_loss: 0.119249
[INFO] 2021-01-15 19:33:49 > Step: 54000 Progress: 54.0% Elapsed: 7:33:58 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.117383
[INFO] 2021-01-15 19:33:49 > Start Evaluation (54000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:33:49 > Calculating FID Score....
[INFO] 2021-01-15 19:34:09 > Calculating Inception Score....
[INFO] 2021-01-15 19:34:22 > Calculate F_beta Score....
[INFO] 2021-01-15 19:34:59 > F_8 score (Step: 54000, Using valid images): 0.0
[INFO] 2021-01-15 19:34:59 > F_1/8 score (Step: 54000, Using valid images): 0.0
[INFO] 2021-01-15 19:34:59 > FID score (Step: 54000, Using valid moments): 310.4459445549983
[INFO] 2021-01-15 19:34:59 > Inception score (Step: 54000, 10000 generated images): 1.630170464515686
[INFO] 2021-01-15 19:34:59 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:35:00 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:35:47 > Step: 54100 Progress: 54.1% Elapsed: 7:35:56 temperature: no ada_p: No Discriminator_loss: 2.12458e-09 Generator_loss: 0.117523
[INFO] 2021-01-15 19:36:34 > Step: 54200 Progress: 54.2% Elapsed: 7:36:43 temperature: no ada_p: No Discriminator_loss: 5.52973e-10 Generator_loss: 0.117255
[INFO] 2021-01-15 19:37:21 > Step: 54300 Progress: 54.3% Elapsed: 7:37:30 temperature: no ada_p: No Discriminator_loss: -3.20142e-09 Generator_loss: 0.117156
[INFO] 2021-01-15 19:38:08 > Step: 54400 Progress: 54.4% Elapsed: 7:38:17 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.117415
[INFO] 2021-01-15 19:38:55 > Step: 54500 Progress: 54.5% Elapsed: 7:39:04 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.114845
[INFO] 2021-01-15 19:39:41 > Step: 54600 Progress: 54.6% Elapsed: 7:39:51 temperature: no ada_p: No Discriminator_loss: 3.23053e-09 Generator_loss: 0.115389
[INFO] 2021-01-15 19:40:29 > Step: 54700 Progress: 54.7% Elapsed: 7:40:38 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.117169
[INFO] 2021-01-15 19:41:16 > Step: 54800 Progress: 54.8% Elapsed: 7:41:25 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: 0.118316
[INFO] 2021-01-15 19:42:03 > Step: 54900 Progress: 54.9% Elapsed: 7:42:12 temperature: no ada_p: No Discriminator_loss: -1.19326e-09 Generator_loss: 0.116091
[INFO] 2021-01-15 19:42:50 > Step: 55000 Progress: 55.0% Elapsed: 7:42:59 temperature: no ada_p: No Discriminator_loss: -3.8126e-09 Generator_loss: 0.115422
[INFO] 2021-01-15 19:43:37 > Step: 55100 Progress: 55.1% Elapsed: 7:43:46 temperature: no ada_p: No Discriminator_loss: -1.36788e-09 Generator_loss: 0.113232
[INFO] 2021-01-15 19:44:24 > Step: 55200 Progress: 55.2% Elapsed: 7:44:33 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.111694
[INFO] 2021-01-15 19:45:11 > Step: 55300 Progress: 55.3% Elapsed: 7:45:20 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.112448
[INFO] 2021-01-15 19:45:58 > Step: 55400 Progress: 55.4% Elapsed: 7:46:07 temperature: no ada_p: No Discriminator_loss: -2.91038e-11 Generator_loss: 0.111329
[INFO] 2021-01-15 19:46:45 > Step: 55500 Progress: 55.5% Elapsed: 7:46:54 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: 0.110681
[INFO] 2021-01-15 19:47:32 > Step: 55600 Progress: 55.6% Elapsed: 7:47:41 temperature: no ada_p: No Discriminator_loss: 7.97445e-09 Generator_loss: 0.110113
[INFO] 2021-01-15 19:48:19 > Step: 55700 Progress: 55.7% Elapsed: 7:48:28 temperature: no ada_p: No Discriminator_loss: 1.3446e-08 Generator_loss: 0.109625
[INFO] 2021-01-15 19:49:06 > Step: 55800 Progress: 55.8% Elapsed: 7:49:15 temperature: no ada_p: No Discriminator_loss: 1.83354e-09 Generator_loss: 0.109397
[INFO] 2021-01-15 19:49:53 > Step: 55900 Progress: 55.9% Elapsed: 7:50:02 temperature: no ada_p: No Discriminator_loss: -4.06581e-08 Generator_loss: 0.10894
[INFO] 2021-01-15 19:50:40 > Step: 56000 Progress: 56.0% Elapsed: 7:50:49 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.107067
[INFO] 2021-01-15 19:50:40 > Start Evaluation (56000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:50:40 > Calculating FID Score....
[INFO] 2021-01-15 19:51:00 > Calculating Inception Score....
[INFO] 2021-01-15 19:51:13 > Calculate F_beta Score....
[INFO] 2021-01-15 19:51:49 > F_8 score (Step: 56000, Using valid images): 0.0
[INFO] 2021-01-15 19:51:49 > F_1/8 score (Step: 56000, Using valid images): 0.0
[INFO] 2021-01-15 19:51:49 > FID score (Step: 56000, Using valid moments): 310.3902182452802
[INFO] 2021-01-15 19:51:49 > Inception score (Step: 56000, 10000 generated images): 1.6319478750228882
[INFO] 2021-01-15 19:51:49 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:51:50 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:52:37 > Step: 56100 Progress: 56.1% Elapsed: 7:52:46 temperature: no ada_p: No Discriminator_loss: 2.31666e-08 Generator_loss: 0.107405
[INFO] 2021-01-15 19:53:24 > Step: 56200 Progress: 56.2% Elapsed: 7:53:33 temperature: no ada_p: No Discriminator_loss: -2.45345e-08 Generator_loss: 0.106418
[INFO] 2021-01-15 19:54:11 > Step: 56300 Progress: 56.3% Elapsed: 7:54:20 temperature: no ada_p: No Discriminator_loss: 1.16124e-08 Generator_loss: 0.107847
[INFO] 2021-01-15 19:54:58 > Step: 56400 Progress: 56.4% Elapsed: 7:55:07 temperature: no ada_p: No Discriminator_loss: -3.76895e-08 Generator_loss: 0.107778
[INFO] 2021-01-15 19:55:45 > Step: 56500 Progress: 56.5% Elapsed: 7:55:54 temperature: no ada_p: No Discriminator_loss: 5.96629e-09 Generator_loss: 0.106875
[INFO] 2021-01-15 19:56:32 > Step: 56600 Progress: 56.6% Elapsed: 7:56:41 temperature: no ada_p: No Discriminator_loss: -3.28291e-08 Generator_loss: 0.106615
[INFO] 2021-01-15 19:57:19 > Step: 56700 Progress: 56.7% Elapsed: 7:57:28 temperature: no ada_p: No Discriminator_loss: -2.91038e-11 Generator_loss: 0.104531
[INFO] 2021-01-15 19:58:06 > Step: 56800 Progress: 56.8% Elapsed: 7:58:15 temperature: no ada_p: No Discriminator_loss: -3.59723e-08 Generator_loss: 0.106841
[INFO] 2021-01-15 19:58:53 > Step: 56900 Progress: 56.9% Elapsed: 7:59:02 temperature: no ada_p: No Discriminator_loss: 1.43773e-08 Generator_loss: 0.10467
[INFO] 2021-01-15 19:59:40 > Step: 57000 Progress: 57.0% Elapsed: 7:59:49 temperature: no ada_p: No Discriminator_loss: 6.69388e-10 Generator_loss: 0.105942
[INFO] 2021-01-15 20:00:27 > Step: 57100 Progress: 57.1% Elapsed: 8:00:36 temperature: no ada_p: No Discriminator_loss: 2.28174e-08 Generator_loss: 0.10642
[INFO] 2021-01-15 20:01:14 > Step: 57200 Progress: 57.2% Elapsed: 8:01:23 temperature: no ada_p: No Discriminator_loss: -1.851e-08 Generator_loss: 0.107387
[INFO] 2021-01-15 20:02:01 > Step: 57300 Progress: 57.3% Elapsed: 8:02:10 temperature: no ada_p: No Discriminator_loss: -7.53789e-09 Generator_loss: 0.107685
[INFO] 2021-01-15 20:02:48 > Step: 57400 Progress: 57.4% Elapsed: 8:02:57 temperature: no ada_p: No Discriminator_loss: 2.91038e-11 Generator_loss: 0.106967
[INFO] 2021-01-15 20:03:35 > Step: 57500 Progress: 57.5% Elapsed: 8:03:44 temperature: no ada_p: No Discriminator_loss: 6.37374e-09 Generator_loss: 0.106429
[INFO] 2021-01-15 20:04:22 > Step: 57600 Progress: 57.6% Elapsed: 8:04:31 temperature: no ada_p: No Discriminator_loss: 8.58563e-09 Generator_loss: 0.106846
[INFO] 2021-01-15 20:05:09 > Step: 57700 Progress: 57.7% Elapsed: 8:05:18 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.106624
[INFO] 2021-01-15 20:05:56 > Step: 57800 Progress: 57.8% Elapsed: 8:06:05 temperature: no ada_p: No Discriminator_loss: 1.68802e-08 Generator_loss: 0.104356
[INFO] 2021-01-15 20:06:43 > Step: 57900 Progress: 57.9% Elapsed: 8:06:52 temperature: no ada_p: No Discriminator_loss: -6.37374e-09 Generator_loss: 0.10288
[INFO] 2021-01-15 20:07:30 > Step: 58000 Progress: 58.0% Elapsed: 8:07:39 temperature: no ada_p: No Discriminator_loss: 1.45519e-10 Generator_loss: 0.103658
[INFO] 2021-01-15 20:07:30 > Start Evaluation (58000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:07:30 > Calculating FID Score....
[INFO] 2021-01-15 20:07:50 > Calculating Inception Score....
[INFO] 2021-01-15 20:08:03 > Calculate F_beta Score....
[INFO] 2021-01-15 20:08:39 > F_8 score (Step: 58000, Using valid images): 0.0
[INFO] 2021-01-15 20:08:39 > F_1/8 score (Step: 58000, Using valid images): 0.0
[INFO] 2021-01-15 20:08:39 > FID score (Step: 58000, Using valid moments): 310.2851238019886
[INFO] 2021-01-15 20:08:39 > Inception score (Step: 58000, 10000 generated images): 1.633475422859192
[INFO] 2021-01-15 20:08:39 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 20:08:40 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:09:27 > Step: 58100 Progress: 58.1% Elapsed: 8:09:36 temperature: no ada_p: No Discriminator_loss: -1.07684e-09 Generator_loss: 0.105207
[INFO] 2021-01-15 20:10:14 > Step: 58200 Progress: 58.2% Elapsed: 8:10:24 temperature: no ada_p: No Discriminator_loss: 3.89991e-09 Generator_loss: 0.106591
[INFO] 2021-01-15 20:11:01 > Step: 58300 Progress: 58.3% Elapsed: 8:11:11 temperature: no ada_p: No Discriminator_loss: -7.79983e-09 Generator_loss: 0.105101
[INFO] 2021-01-15 20:11:48 > Step: 58400 Progress: 58.4% Elapsed: 8:11:57 temperature: no ada_p: No Discriminator_loss: 5.77711e-08 Generator_loss: 0.10944