Path: blob/master/logs/IMAGENET/SNGAN-train-2021_02_05_01_08_08.log
534 views
[INFO] 2021-02-05 01:08:08 > Run name : SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 01:08:08 > {'config_path': 'src/configs/ILSVRC2012/SNGAN.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'LARS_optimizer': 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] 2021-02-05 01:08:08 > {'data_processing': {'dataset_name': 'imagenet', 'data_path': './data/ILSVRC2012', 'img_size': 128, 'num_classes': 1000, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 5e-05, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}}
[INFO] 2021-02-05 01:08:08 > Load train datasets...
[INFO] 2021-02-05 01:18:33 > Train dataset size : 1281167
[INFO] 2021-02-05 01:18:33 > Load valid datasets...
[INFO] 2021-02-05 01:18:58 > Eval dataset size : 50000
[INFO] 2021-02-05 01:18:58 > Build model...
[INFO] 2021-02-05 01:18:58 > Modules are located on models.resnet.
[INFO] 2021-02-05 01:19:10 > Number of parameters: 41996931
[INFO] 2021-02-05 01:19:10 > Generator(
(linear0): Linear(in_features=128, out_features=16384, bias=True)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d(
(bn): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 1024)
(embed1): Embedding(1000, 1024)
)
(bn2): ConditionalBatchNorm2d(
(bn): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 1024)
(embed1): Embedding(1000, 1024)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1024, 1024, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1024, 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))
)
)
(1): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d(
(bn): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 1024)
(embed1): Embedding(1000, 1024)
)
(bn2): ConditionalBatchNorm2d(
(bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 512)
(embed1): Embedding(1000, 512)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1024, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(2): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d(
(bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 512)
(embed1): Embedding(1000, 512)
)
(bn2): ConditionalBatchNorm2d(
(bn): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 256)
(embed1): Embedding(1000, 256)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(3): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d(
(bn): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 256)
(embed1): Embedding(1000, 256)
)
(bn2): ConditionalBatchNorm2d(
(bn): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 128)
(embed1): Embedding(1000, 128)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(4): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d(
(bn): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 128)
(embed1): Embedding(1000, 128)
)
(bn2): ConditionalBatchNorm2d(
(bn): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(embed0): Embedding(1000, 64)
(embed1): Embedding(1000, 64)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
)
(bn4): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2021-02-05 01:19:10 > Number of parameters: 39443137
[INFO] 2021-02-05 01:19:10 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 64, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(512, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(5): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=1024, out_features=1, bias=True)
(embedding): Embedding(1000, 1024)
)
[INFO] 2021-02-05 01:19:13 > Start training....
[INFO] 2021-02-05 01:20:43 > Step: 100 Progress: 0.1% Elapsed: 0:01:29 temperature: no ada_p: No Discriminator_loss: 0.59285 Generator_loss: 0.35164
[INFO] 2021-02-05 01:21:48 > Step: 200 Progress: 0.1% Elapsed: 0:02:34 temperature: no ada_p: No Discriminator_loss: 1.29973 Generator_loss: 1.07069
[INFO] 2021-02-05 01:22:52 > Step: 300 Progress: 0.1% Elapsed: 0:03:38 temperature: no ada_p: No Discriminator_loss: 1.23039 Generator_loss: 0.0990245
[INFO] 2021-02-05 01:23:56 > Step: 400 Progress: 0.2% Elapsed: 0:04:43 temperature: no ada_p: No Discriminator_loss: 0.749133 Generator_loss: 1.84122
[INFO] 2021-02-05 01:25:01 > Step: 500 Progress: 0.2% Elapsed: 0:05:47 temperature: no ada_p: No Discriminator_loss: 1.82336 Generator_loss: 0.844106
[INFO] 2021-02-05 01:26:05 > Step: 600 Progress: 0.3% Elapsed: 0:06:51 temperature: no ada_p: No Discriminator_loss: 1.69513 Generator_loss: 0.679314
[INFO] 2021-02-05 01:27:09 > Step: 700 Progress: 0.4% Elapsed: 0:07:55 temperature: no ada_p: No Discriminator_loss: 1.37544 Generator_loss: -0.312154
[INFO] 2021-02-05 01:28:13 > Step: 800 Progress: 0.4% Elapsed: 0:08:59 temperature: no ada_p: No Discriminator_loss: 1.32473 Generator_loss: 1.19354
[INFO] 2021-02-05 01:29:17 > Step: 900 Progress: 0.4% Elapsed: 0:10:03 temperature: no ada_p: No Discriminator_loss: 1.32143 Generator_loss: 0.580966
[INFO] 2021-02-05 01:30:21 > Step: 1000 Progress: 0.5% Elapsed: 0:11:07 temperature: no ada_p: No Discriminator_loss: 0.789449 Generator_loss: 0.0808331
[INFO] 2021-02-05 01:31:25 > Step: 1100 Progress: 0.5% Elapsed: 0:12:12 temperature: no ada_p: No Discriminator_loss: 1.02791 Generator_loss: -0.0405838
[INFO] 2021-02-05 01:32:29 > Step: 1200 Progress: 0.6% Elapsed: 0:13:16 temperature: no ada_p: No Discriminator_loss: 1.08009 Generator_loss: 1.30413
[INFO] 2021-02-05 01:33:34 > Step: 1300 Progress: 0.7% Elapsed: 0:14:20 temperature: no ada_p: No Discriminator_loss: 1.09611 Generator_loss: 0.538417
[INFO] 2021-02-05 01:34:38 > Step: 1400 Progress: 0.7% Elapsed: 0:15:24 temperature: no ada_p: No Discriminator_loss: 1.13182 Generator_loss: -0.111961
[INFO] 2021-02-05 01:35:42 > Step: 1500 Progress: 0.8% Elapsed: 0:16:28 temperature: no ada_p: No Discriminator_loss: 1.40909 Generator_loss: 0.515366
[INFO] 2021-02-05 01:36:46 > Step: 1600 Progress: 0.8% Elapsed: 0:17:32 temperature: no ada_p: No Discriminator_loss: 1.64828 Generator_loss: -0.0295827
[INFO] 2021-02-05 01:37:50 > Step: 1700 Progress: 0.9% Elapsed: 0:18:37 temperature: no ada_p: No Discriminator_loss: 1.15838 Generator_loss: 0.592951
[INFO] 2021-02-05 01:38:55 > Step: 1800 Progress: 0.9% Elapsed: 0:19:41 temperature: no ada_p: No Discriminator_loss: 0.743628 Generator_loss: 0.921728
[INFO] 2021-02-05 01:39:59 > Step: 1900 Progress: 0.9% Elapsed: 0:20:45 temperature: no ada_p: No Discriminator_loss: 1.28885 Generator_loss: 0.939393
[INFO] 2021-02-05 01:41:03 > Step: 2000 Progress: 1.0% Elapsed: 0:21:50 temperature: no ada_p: No Discriminator_loss: 1.31189 Generator_loss: 0.337754
[INFO] 2021-02-05 01:41:03 > Start Evaluation (2000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 01:41:03 > Calculating FID Score....
[INFO] 2021-02-05 01:41:46 > Calculating Inception Score....
[INFO] 2021-02-05 01:42:23 > Calculate F_beta Score....
[INFO] 2021-02-05 01:49:29 > Calculate Accuracies....
[INFO] 2021-02-05 01:49:52 > Calculate Accuracies....
[INFO] 2021-02-05 01:53:29 > F_8 score (Step: 2000, Using valid images): 0.16118474053301945
[INFO] 2021-02-05 01:53:29 > F_1/8 score (Step: 2000, Using valid images): 0.08313501146461384
[INFO] 2021-02-05 01:53:29 > FID score (Step: 2000, Using valid moments): 163.31364538364141
[INFO] 2021-02-05 01:53:29 > Inception score (Step: 2000, 50000 generated images): 5.0492095947265625
[INFO] 2021-02-05 01:53:29 > Best FID score (Step: 2000, Using valid moments): 163.31364538364141
[INFO] 2021-02-05 01:53:49 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 01:54:54 > Step: 2100 Progress: 1.1% Elapsed: 0:35:40 temperature: no ada_p: No Discriminator_loss: 1.48358 Generator_loss: 0.266814
[INFO] 2021-02-05 01:55:58 > Step: 2200 Progress: 1.1% Elapsed: 0:36:44 temperature: no ada_p: No Discriminator_loss: 1.00973 Generator_loss: 0.371267
[INFO] 2021-02-05 01:57:02 > Step: 2300 Progress: 1.1% Elapsed: 0:37:48 temperature: no ada_p: No Discriminator_loss: 1.14753 Generator_loss: 0.552154
[INFO] 2021-02-05 01:58:06 > Step: 2400 Progress: 1.2% Elapsed: 0:38:52 temperature: no ada_p: No Discriminator_loss: 1.31245 Generator_loss: 1.93476
[INFO] 2021-02-05 01:59:10 > Step: 2500 Progress: 1.2% Elapsed: 0:39:56 temperature: no ada_p: No Discriminator_loss: 0.941717 Generator_loss: 0.564257
[INFO] 2021-02-05 02:00:15 > Step: 2600 Progress: 1.3% Elapsed: 0:41:02 temperature: no ada_p: No Discriminator_loss: 1.08885 Generator_loss: 1.05911
[INFO] 2021-02-05 02:01:19 > Step: 2700 Progress: 1.4% Elapsed: 0:42:06 temperature: no ada_p: No Discriminator_loss: 1.23647 Generator_loss: 0.736444
[INFO] 2021-02-05 02:02:23 > Step: 2800 Progress: 1.4% Elapsed: 0:43:09 temperature: no ada_p: No Discriminator_loss: 1.21763 Generator_loss: 0.810105
[INFO] 2021-02-05 02:03:27 > Step: 2900 Progress: 1.5% Elapsed: 0:44:13 temperature: no ada_p: No Discriminator_loss: 1.00214 Generator_loss: 0.324386
[INFO] 2021-02-05 02:04:31 > Step: 3000 Progress: 1.5% Elapsed: 0:45:17 temperature: no ada_p: No Discriminator_loss: 1.08523 Generator_loss: -0.1839
[INFO] 2021-02-05 02:05:35 > Step: 3100 Progress: 1.6% Elapsed: 0:46:21 temperature: no ada_p: No Discriminator_loss: 0.771735 Generator_loss: 1.41462
[INFO] 2021-02-05 02:06:39 > Step: 3200 Progress: 1.6% Elapsed: 0:47:25 temperature: no ada_p: No Discriminator_loss: 0.994036 Generator_loss: 0.0680383
[INFO] 2021-02-05 02:07:43 > Step: 3300 Progress: 1.7% Elapsed: 0:48:29 temperature: no ada_p: No Discriminator_loss: 0.816979 Generator_loss: -0.36564
[INFO] 2021-02-05 02:08:47 > Step: 3400 Progress: 1.7% Elapsed: 0:49:33 temperature: no ada_p: No Discriminator_loss: 1.06057 Generator_loss: 0.352715
[INFO] 2021-02-05 02:09:51 > Step: 3500 Progress: 1.8% Elapsed: 0:50:37 temperature: no ada_p: No Discriminator_loss: 1.1746 Generator_loss: -0.205829
[INFO] 2021-02-05 02:11:14 > Step: 3600 Progress: 1.8% Elapsed: 0:52:01 temperature: no ada_p: No Discriminator_loss: 0.912457 Generator_loss: 0.00574758
[INFO] 2021-02-05 02:12:18 > Step: 3700 Progress: 1.8% Elapsed: 0:53:05 temperature: no ada_p: No Discriminator_loss: 1.29786 Generator_loss: -0.0685167
[INFO] 2021-02-05 02:13:23 > Step: 3800 Progress: 1.9% Elapsed: 0:54:09 temperature: no ada_p: No Discriminator_loss: 1.08875 Generator_loss: 0.711836
[INFO] 2021-02-05 02:14:27 > Step: 3900 Progress: 1.9% Elapsed: 0:55:13 temperature: no ada_p: No Discriminator_loss: 0.944218 Generator_loss: 0.155089
[INFO] 2021-02-05 02:15:31 > Step: 4000 Progress: 2.0% Elapsed: 0:56:17 temperature: no ada_p: No Discriminator_loss: 1.11159 Generator_loss: 0.140355
[INFO] 2021-02-05 02:15:31 > Start Evaluation (4000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 02:15:31 > Calculating FID Score....
[INFO] 2021-02-05 02:16:12 > Calculating Inception Score....
[INFO] 2021-02-05 02:16:47 > Calculate F_beta Score....
[INFO] 2021-02-05 02:23:50 > Calculate Accuracies....
[INFO] 2021-02-05 02:24:13 > Calculate Accuracies....
[INFO] 2021-02-05 02:28:01 > F_8 score (Step: 4000, Using valid images): 0.35973574589653
[INFO] 2021-02-05 02:28:01 > F_1/8 score (Step: 4000, Using valid images): 0.3966399640212899
[INFO] 2021-02-05 02:28:01 > FID score (Step: 4000, Using valid moments): 116.09960037141843
[INFO] 2021-02-05 02:28:01 > Inception score (Step: 4000, 50000 generated images): 7.356578826904297
[INFO] 2021-02-05 02:28:01 > Best FID score (Step: 4000, Using valid moments): 116.09960037141843
[INFO] 2021-02-05 02:28:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 02:29:44 > Step: 4100 Progress: 2.1% Elapsed: 1:10:30 temperature: no ada_p: No Discriminator_loss: 0.900219 Generator_loss: 0.642054
[INFO] 2021-02-05 02:30:49 > Step: 4200 Progress: 2.1% Elapsed: 1:11:35 temperature: no ada_p: No Discriminator_loss: 0.976573 Generator_loss: 0.21907
[INFO] 2021-02-05 02:31:53 > Step: 4300 Progress: 2.1% Elapsed: 1:12:39 temperature: no ada_p: No Discriminator_loss: 0.969696 Generator_loss: 0.0136534
[INFO] 2021-02-05 02:32:57 > Step: 4400 Progress: 2.2% Elapsed: 1:13:43 temperature: no ada_p: No Discriminator_loss: 0.819222 Generator_loss: 0.295167
[INFO] 2021-02-05 02:34:01 > Step: 4500 Progress: 2.2% Elapsed: 1:14:47 temperature: no ada_p: No Discriminator_loss: 0.89208 Generator_loss: 0.313457
[INFO] 2021-02-05 02:35:06 > Step: 4600 Progress: 2.3% Elapsed: 1:15:52 temperature: no ada_p: No Discriminator_loss: 0.981781 Generator_loss: 0.299176
[INFO] 2021-02-05 02:36:11 > Step: 4700 Progress: 2.4% Elapsed: 1:16:57 temperature: no ada_p: No Discriminator_loss: 0.79507 Generator_loss: 0.157339
[INFO] 2021-02-05 02:37:15 > Step: 4800 Progress: 2.4% Elapsed: 1:18:01 temperature: no ada_p: No Discriminator_loss: 0.910667 Generator_loss: 0.604084
[INFO] 2021-02-05 02:38:19 > Step: 4900 Progress: 2.5% Elapsed: 1:19:06 temperature: no ada_p: No Discriminator_loss: 0.976469 Generator_loss: 0.552637
[INFO] 2021-02-05 02:39:24 > Step: 5000 Progress: 2.5% Elapsed: 1:20:10 temperature: no ada_p: No Discriminator_loss: 1.00965 Generator_loss: 0.218468
[INFO] 2021-02-05 02:40:30 > Step: 5100 Progress: 2.5% Elapsed: 1:21:16 temperature: no ada_p: No Discriminator_loss: 0.879673 Generator_loss: 0.543004
[INFO] 2021-02-05 02:41:34 > Step: 5200 Progress: 2.6% Elapsed: 1:22:21 temperature: no ada_p: No Discriminator_loss: 0.830446 Generator_loss: 0.394933
[INFO] 2021-02-05 02:42:39 > Step: 5300 Progress: 2.6% Elapsed: 1:23:25 temperature: no ada_p: No Discriminator_loss: 0.901979 Generator_loss: 0.22461
[INFO] 2021-02-05 02:43:43 > Step: 5400 Progress: 2.7% Elapsed: 1:24:29 temperature: no ada_p: No Discriminator_loss: 0.715718 Generator_loss: 0.667753
[INFO] 2021-02-05 02:44:48 > Step: 5500 Progress: 2.8% Elapsed: 1:25:34 temperature: no ada_p: No Discriminator_loss: 1.0692 Generator_loss: 0.483703
[INFO] 2021-02-05 02:45:52 > Step: 5600 Progress: 2.8% Elapsed: 1:26:39 temperature: no ada_p: No Discriminator_loss: 0.72383 Generator_loss: 0.586924
[INFO] 2021-02-05 02:46:57 > Step: 5700 Progress: 2.9% Elapsed: 1:27:43 temperature: no ada_p: No Discriminator_loss: 0.811209 Generator_loss: 0.513192
[INFO] 2021-02-05 02:48:01 > Step: 5800 Progress: 2.9% Elapsed: 1:28:48 temperature: no ada_p: No Discriminator_loss: 0.940359 Generator_loss: 0.541742
[INFO] 2021-02-05 02:49:06 > Step: 5900 Progress: 2.9% Elapsed: 1:29:52 temperature: no ada_p: No Discriminator_loss: 0.830646 Generator_loss: 0.596879
[INFO] 2021-02-05 02:50:10 > Step: 6000 Progress: 3.0% Elapsed: 1:30:57 temperature: no ada_p: No Discriminator_loss: 0.765643 Generator_loss: 0.65559
[INFO] 2021-02-05 02:50:10 > Start Evaluation (6000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 02:50:10 > Calculating FID Score....
[INFO] 2021-02-05 02:50:52 > Calculating Inception Score....
[INFO] 2021-02-05 02:51:15 > Calculate F_beta Score....
[INFO] 2021-02-05 02:58:19 > Calculate Accuracies....
[INFO] 2021-02-05 02:58:42 > Calculate Accuracies....
[INFO] 2021-02-05 03:02:17 > F_8 score (Step: 6000, Using valid images): 0.3709693729727186
[INFO] 2021-02-05 03:02:17 > F_1/8 score (Step: 6000, Using valid images): 0.44184500136925137
[INFO] 2021-02-05 03:02:17 > FID score (Step: 6000, Using valid moments): 110.09080336710036
[INFO] 2021-02-05 03:02:17 > Inception score (Step: 6000, 50000 generated images): 8.208155632019043
[INFO] 2021-02-05 03:02:17 > Best FID score (Step: 6000, Using valid moments): 110.09080336710036
[INFO] 2021-02-05 03:02:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 03:03:41 > Step: 6100 Progress: 3.0% Elapsed: 1:44:27 temperature: no ada_p: No Discriminator_loss: 0.74013 Generator_loss: 0.807155
[INFO] 2021-02-05 03:04:45 > Step: 6200 Progress: 3.1% Elapsed: 1:45:31 temperature: no ada_p: No Discriminator_loss: 1.11478 Generator_loss: 0.341252
[INFO] 2021-02-05 03:05:49 > Step: 6300 Progress: 3.1% Elapsed: 1:46:35 temperature: no ada_p: No Discriminator_loss: 0.964438 Generator_loss: 0.362375
[INFO] 2021-02-05 03:06:53 > Step: 6400 Progress: 3.2% Elapsed: 1:47:40 temperature: no ada_p: No Discriminator_loss: 0.910016 Generator_loss: 0.642519
[INFO] 2021-02-05 03:07:57 > Step: 6500 Progress: 3.2% Elapsed: 1:48:44 temperature: no ada_p: No Discriminator_loss: 1.31664 Generator_loss: 0.470838
[INFO] 2021-02-05 03:09:02 > Step: 6600 Progress: 3.3% Elapsed: 1:49:48 temperature: no ada_p: No Discriminator_loss: 1.06798 Generator_loss: 0.553996
[INFO] 2021-02-05 03:10:06 > Step: 6700 Progress: 3.4% Elapsed: 1:50:52 temperature: no ada_p: No Discriminator_loss: 0.779744 Generator_loss: 0.767465
[INFO] 2021-02-05 03:11:10 > Step: 6800 Progress: 3.4% Elapsed: 1:51:56 temperature: no ada_p: No Discriminator_loss: 0.659125 Generator_loss: 1.07176
[INFO] 2021-02-05 03:12:32 > Step: 6900 Progress: 3.5% Elapsed: 1:53:18 temperature: no ada_p: No Discriminator_loss: 0.89588 Generator_loss: 0.575001
[INFO] 2021-02-05 03:13:36 > Step: 7000 Progress: 3.5% Elapsed: 1:54:22 temperature: no ada_p: No Discriminator_loss: 1.10139 Generator_loss: 0.493709
[INFO] 2021-02-05 03:14:40 > Step: 7100 Progress: 3.5% Elapsed: 1:55:27 temperature: no ada_p: No Discriminator_loss: 0.784213 Generator_loss: 0.826855
[INFO] 2021-02-05 03:15:45 > Step: 7200 Progress: 3.6% Elapsed: 1:56:31 temperature: no ada_p: No Discriminator_loss: 0.770035 Generator_loss: 0.727375
[INFO] 2021-02-05 03:16:50 > Step: 7300 Progress: 3.6% Elapsed: 1:57:36 temperature: no ada_p: No Discriminator_loss: 0.817377 Generator_loss: 0.7195
[INFO] 2021-02-05 03:17:54 > Step: 7400 Progress: 3.7% Elapsed: 1:58:41 temperature: no ada_p: No Discriminator_loss: 0.876765 Generator_loss: 0.618451
[INFO] 2021-02-05 03:18:59 > Step: 7500 Progress: 3.8% Elapsed: 1:59:45 temperature: no ada_p: No Discriminator_loss: 0.572047 Generator_loss: 0.696743
[INFO] 2021-02-05 03:20:05 > Step: 7600 Progress: 3.8% Elapsed: 2:00:51 temperature: no ada_p: No Discriminator_loss: 1.17537 Generator_loss: 0.48039
[INFO] 2021-02-05 03:21:09 > Step: 7700 Progress: 3.9% Elapsed: 2:01:55 temperature: no ada_p: No Discriminator_loss: 0.899933 Generator_loss: 0.519259
[INFO] 2021-02-05 03:22:14 > Step: 7800 Progress: 3.9% Elapsed: 2:03:00 temperature: no ada_p: No Discriminator_loss: 0.602729 Generator_loss: 0.77745
[INFO] 2021-02-05 03:23:18 > Step: 7900 Progress: 4.0% Elapsed: 2:04:04 temperature: no ada_p: No Discriminator_loss: 0.748602 Generator_loss: 0.754147
[INFO] 2021-02-05 03:24:22 > Step: 8000 Progress: 4.0% Elapsed: 2:05:08 temperature: no ada_p: No Discriminator_loss: 0.724105 Generator_loss: 1.80901
[INFO] 2021-02-05 03:24:22 > Start Evaluation (8000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 03:24:22 > Calculating FID Score....
[INFO] 2021-02-05 03:25:03 > Calculating Inception Score....
[INFO] 2021-02-05 03:25:26 > Calculate F_beta Score....
[INFO] 2021-02-05 03:32:26 > Calculate Accuracies....
[INFO] 2021-02-05 03:32:49 > Calculate Accuracies....
[INFO] 2021-02-05 03:36:24 > F_8 score (Step: 8000, Using valid images): 0.4215839353690293
[INFO] 2021-02-05 03:36:24 > F_1/8 score (Step: 8000, Using valid images): 0.5693375971651058
[INFO] 2021-02-05 03:36:24 > FID score (Step: 8000, Using valid moments): 95.74030901822067
[INFO] 2021-02-05 03:36:24 > Inception score (Step: 8000, 50000 generated images): 9.17772388458252
[INFO] 2021-02-05 03:36:24 > Best FID score (Step: 8000, Using valid moments): 95.74030901822067
[INFO] 2021-02-05 03:36:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 03:37:48 > Step: 8100 Progress: 4.0% Elapsed: 2:18:34 temperature: no ada_p: No Discriminator_loss: 1.12805 Generator_loss: 0.179021
[INFO] 2021-02-05 03:38:52 > Step: 8200 Progress: 4.1% Elapsed: 2:19:38 temperature: no ada_p: No Discriminator_loss: 0.79484 Generator_loss: 0.896904
[INFO] 2021-02-05 03:39:56 > Step: 8300 Progress: 4.2% Elapsed: 2:20:42 temperature: no ada_p: No Discriminator_loss: 0.779556 Generator_loss: 0.884679
[INFO] 2021-02-05 03:41:00 > Step: 8400 Progress: 4.2% Elapsed: 2:21:46 temperature: no ada_p: No Discriminator_loss: 0.969555 Generator_loss: 0.575698
[INFO] 2021-02-05 03:42:04 > Step: 8500 Progress: 4.2% Elapsed: 2:22:51 temperature: no ada_p: No Discriminator_loss: 0.814796 Generator_loss: 0.562994
[INFO] 2021-02-05 03:43:30 > Step: 8600 Progress: 4.3% Elapsed: 2:24:16 temperature: no ada_p: No Discriminator_loss: 0.786217 Generator_loss: 0.869726
[INFO] 2021-02-05 03:44:34 > Step: 8700 Progress: 4.3% Elapsed: 2:25:20 temperature: no ada_p: No Discriminator_loss: 0.863439 Generator_loss: 0.450637
[INFO] 2021-02-05 03:45:39 > Step: 8800 Progress: 4.4% Elapsed: 2:26:25 temperature: no ada_p: No Discriminator_loss: 0.75404 Generator_loss: 0.713795
[INFO] 2021-02-05 03:46:43 > Step: 8900 Progress: 4.5% Elapsed: 2:27:29 temperature: no ada_p: No Discriminator_loss: 0.800811 Generator_loss: 0.554669
[INFO] 2021-02-05 03:47:48 > Step: 9000 Progress: 4.5% Elapsed: 2:28:34 temperature: no ada_p: No Discriminator_loss: 1.14298 Generator_loss: 0.5943
[INFO] 2021-02-05 03:48:53 > Step: 9100 Progress: 4.5% Elapsed: 2:29:39 temperature: no ada_p: No Discriminator_loss: 0.934016 Generator_loss: 0.771285
[INFO] 2021-02-05 03:49:57 > Step: 9200 Progress: 4.6% Elapsed: 2:30:43 temperature: no ada_p: No Discriminator_loss: 0.719996 Generator_loss: 0.73399
[INFO] 2021-02-05 03:51:02 > Step: 9300 Progress: 4.7% Elapsed: 2:31:48 temperature: no ada_p: No Discriminator_loss: 0.758871 Generator_loss: 0.53646
[INFO] 2021-02-05 03:52:06 > Step: 9400 Progress: 4.7% Elapsed: 2:32:52 temperature: no ada_p: No Discriminator_loss: 0.56134 Generator_loss: 0.964031
[INFO] 2021-02-05 03:53:11 > Step: 9500 Progress: 4.8% Elapsed: 2:33:57 temperature: no ada_p: No Discriminator_loss: 0.846361 Generator_loss: 0.728468
[INFO] 2021-02-05 03:54:15 > Step: 9600 Progress: 4.8% Elapsed: 2:35:01 temperature: no ada_p: No Discriminator_loss: 0.762235 Generator_loss: 0.561412
[INFO] 2021-02-05 03:55:19 > Step: 9700 Progress: 4.9% Elapsed: 2:36:06 temperature: no ada_p: No Discriminator_loss: 0.8521 Generator_loss: 0.732353
[INFO] 2021-02-05 03:56:24 > Step: 9800 Progress: 4.9% Elapsed: 2:37:10 temperature: no ada_p: No Discriminator_loss: 0.869587 Generator_loss: 0.65557
[INFO] 2021-02-05 03:57:29 > Step: 9900 Progress: 5.0% Elapsed: 2:38:15 temperature: no ada_p: No Discriminator_loss: 0.805118 Generator_loss: 0.73874
[INFO] 2021-02-05 03:58:33 > Step: 10000 Progress: 5.0% Elapsed: 2:39:19 temperature: no ada_p: No Discriminator_loss: 0.673654 Generator_loss: 0.864365
[INFO] 2021-02-05 03:58:33 > Start Evaluation (10000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 03:58:33 > Calculating FID Score....
[INFO] 2021-02-05 03:59:16 > Calculating Inception Score....
[INFO] 2021-02-05 03:59:39 > Calculate F_beta Score....
[INFO] 2021-02-05 04:06:48 > Calculate Accuracies....
[INFO] 2021-02-05 04:07:11 > Calculate Accuracies....
[INFO] 2021-02-05 04:10:48 > F_8 score (Step: 10000, Using valid images): 0.4464827495665968
[INFO] 2021-02-05 04:10:48 > F_1/8 score (Step: 10000, Using valid images): 0.633715138116328
[INFO] 2021-02-05 04:10:48 > FID score (Step: 10000, Using valid moments): 86.92296147970569
[INFO] 2021-02-05 04:10:48 > Inception score (Step: 10000, 50000 generated images): 9.842105865478516
[INFO] 2021-02-05 04:10:48 > Best FID score (Step: 10000, Using valid moments): 86.92296147970569
[INFO] 2021-02-05 04:11:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 04:12:13 > Step: 10100 Progress: 5.1% Elapsed: 2:52:59 temperature: no ada_p: No Discriminator_loss: 0.671649 Generator_loss: 0.645261
[INFO] 2021-02-05 04:13:17 > Step: 10200 Progress: 5.1% Elapsed: 2:54:03 temperature: no ada_p: No Discriminator_loss: 0.668149 Generator_loss: 0.684322
[INFO] 2021-02-05 04:14:21 > Step: 10300 Progress: 5.1% Elapsed: 2:55:07 temperature: no ada_p: No Discriminator_loss: 0.719801 Generator_loss: 0.838334
[INFO] 2021-02-05 04:15:25 > Step: 10400 Progress: 5.2% Elapsed: 2:56:11 temperature: no ada_p: No Discriminator_loss: 0.922467 Generator_loss: 0.826251
[INFO] 2021-02-05 04:16:29 > Step: 10500 Progress: 5.2% Elapsed: 2:57:15 temperature: no ada_p: No Discriminator_loss: 0.812979 Generator_loss: 0.738002
[INFO] 2021-02-05 04:17:33 > Step: 10600 Progress: 5.3% Elapsed: 2:58:19 temperature: no ada_p: No Discriminator_loss: 0.739109 Generator_loss: 0.74934
[INFO] 2021-02-05 04:18:37 > Step: 10700 Progress: 5.3% Elapsed: 2:59:23 temperature: no ada_p: No Discriminator_loss: 0.874393 Generator_loss: 0.527295
[INFO] 2021-02-05 04:19:41 > Step: 10800 Progress: 5.4% Elapsed: 3:00:27 temperature: no ada_p: No Discriminator_loss: 0.447425 Generator_loss: 1.09807
[INFO] 2021-02-05 04:21:05 > Step: 10900 Progress: 5.5% Elapsed: 3:01:51 temperature: no ada_p: No Discriminator_loss: 0.560901 Generator_loss: 0.796703
[INFO] 2021-02-05 04:22:10 > Step: 11000 Progress: 5.5% Elapsed: 3:02:56 temperature: no ada_p: No Discriminator_loss: 0.805487 Generator_loss: 0.879353
[INFO] 2021-02-05 04:23:14 > Step: 11100 Progress: 5.5% Elapsed: 3:04:01 temperature: no ada_p: No Discriminator_loss: 0.662975 Generator_loss: 0.734878
[INFO] 2021-02-05 04:24:19 > Step: 11200 Progress: 5.6% Elapsed: 3:05:05 temperature: no ada_p: No Discriminator_loss: 0.632416 Generator_loss: 0.847559
[INFO] 2021-02-05 04:25:24 > Step: 11300 Progress: 5.7% Elapsed: 3:06:10 temperature: no ada_p: No Discriminator_loss: 0.664887 Generator_loss: 0.852815
[INFO] 2021-02-05 04:26:28 > Step: 11400 Progress: 5.7% Elapsed: 3:07:15 temperature: no ada_p: No Discriminator_loss: 0.910771 Generator_loss: 0.662531
[INFO] 2021-02-05 04:27:33 > Step: 11500 Progress: 5.8% Elapsed: 3:08:19 temperature: no ada_p: No Discriminator_loss: 0.913531 Generator_loss: 0.539269
[INFO] 2021-02-05 04:28:37 > Step: 11600 Progress: 5.8% Elapsed: 3:09:24 temperature: no ada_p: No Discriminator_loss: 0.805628 Generator_loss: 0.676288
[INFO] 2021-02-05 04:29:42 > Step: 11700 Progress: 5.9% Elapsed: 3:10:28 temperature: no ada_p: No Discriminator_loss: 0.573445 Generator_loss: 0.915444
[INFO] 2021-02-05 04:30:46 > Step: 11800 Progress: 5.9% Elapsed: 3:11:33 temperature: no ada_p: No Discriminator_loss: 0.800128 Generator_loss: 0.801524
[INFO] 2021-02-05 04:31:51 > Step: 11900 Progress: 5.9% Elapsed: 3:12:37 temperature: no ada_p: No Discriminator_loss: 0.834804 Generator_loss: 0.895052
[INFO] 2021-02-05 04:32:55 > Step: 12000 Progress: 6.0% Elapsed: 3:13:41 temperature: no ada_p: No Discriminator_loss: 0.770084 Generator_loss: 0.899783
[INFO] 2021-02-05 04:32:55 > Start Evaluation (12000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 04:32:55 > Calculating FID Score....
[INFO] 2021-02-05 04:33:36 > Calculating Inception Score....
[INFO] 2021-02-05 04:34:00 > Calculate F_beta Score....
[INFO] 2021-02-05 04:40:58 > Calculate Accuracies....
[INFO] 2021-02-05 04:41:21 > Calculate Accuracies....
[INFO] 2021-02-05 04:44:56 > F_8 score (Step: 12000, Using valid images): 0.4682702186398855
[INFO] 2021-02-05 04:44:56 > F_1/8 score (Step: 12000, Using valid images): 0.6251942266417347
[INFO] 2021-02-05 04:44:56 > FID score (Step: 12000, Using valid moments): 88.24372333313795
[INFO] 2021-02-05 04:44:56 > Inception score (Step: 12000, 50000 generated images): 9.938772201538086
[INFO] 2021-02-05 04:44:56 > Best FID score (Step: 10000, Using valid moments): 86.92296147970569
[INFO] 2021-02-05 04:45:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 04:46:10 > Step: 12100 Progress: 6.0% Elapsed: 3:26:56 temperature: no ada_p: No Discriminator_loss: 0.644174 Generator_loss: 0.847066
[INFO] 2021-02-05 04:47:14 > Step: 12200 Progress: 6.1% Elapsed: 3:28:00 temperature: no ada_p: No Discriminator_loss: 0.592353 Generator_loss: 0.957319
[INFO] 2021-02-05 04:48:18 > Step: 12300 Progress: 6.2% Elapsed: 3:29:04 temperature: no ada_p: No Discriminator_loss: 1.44859 Generator_loss: 0.665228
[INFO] 2021-02-05 04:49:22 > Step: 12400 Progress: 6.2% Elapsed: 3:30:08 temperature: no ada_p: No Discriminator_loss: 0.731126 Generator_loss: 0.56408
[INFO] 2021-02-05 04:50:44 > Step: 12500 Progress: 6.2% Elapsed: 3:31:30 temperature: no ada_p: No Discriminator_loss: 0.541308 Generator_loss: 0.907221
[INFO] 2021-02-05 04:51:50 > Step: 12600 Progress: 6.3% Elapsed: 3:32:36 temperature: no ada_p: No Discriminator_loss: 0.862997 Generator_loss: 0.607014
[INFO] 2021-02-05 04:52:55 > Step: 12700 Progress: 6.3% Elapsed: 3:33:41 temperature: no ada_p: No Discriminator_loss: 0.731024 Generator_loss: 0.852576
[INFO] 2021-02-05 04:53:59 > Step: 12800 Progress: 6.4% Elapsed: 3:34:45 temperature: no ada_p: No Discriminator_loss: 0.640179 Generator_loss: 0.762636
[INFO] 2021-02-05 04:55:04 > Step: 12900 Progress: 6.5% Elapsed: 3:35:50 temperature: no ada_p: No Discriminator_loss: 0.505273 Generator_loss: 0.958551
[INFO] 2021-02-05 04:56:08 > Step: 13000 Progress: 6.5% Elapsed: 3:36:54 temperature: no ada_p: No Discriminator_loss: 0.45665 Generator_loss: 1.2239
[INFO] 2021-02-05 04:57:13 > Step: 13100 Progress: 6.6% Elapsed: 3:37:59 temperature: no ada_p: No Discriminator_loss: 0.612361 Generator_loss: 0.822455
[INFO] 2021-02-05 04:58:18 > Step: 13200 Progress: 6.6% Elapsed: 3:39:04 temperature: no ada_p: No Discriminator_loss: 0.426382 Generator_loss: 1.20353
[INFO] 2021-02-05 04:59:23 > Step: 13300 Progress: 6.7% Elapsed: 3:40:09 temperature: no ada_p: No Discriminator_loss: 0.617467 Generator_loss: 0.691136
[INFO] 2021-02-05 05:00:27 > Step: 13400 Progress: 6.7% Elapsed: 3:41:13 temperature: no ada_p: No Discriminator_loss: 0.774685 Generator_loss: 0.878048
[INFO] 2021-02-05 05:01:32 > Step: 13500 Progress: 6.8% Elapsed: 3:42:18 temperature: no ada_p: No Discriminator_loss: 0.615752 Generator_loss: 0.870514
[INFO] 2021-02-05 05:02:36 > Step: 13600 Progress: 6.8% Elapsed: 3:43:22 temperature: no ada_p: No Discriminator_loss: 0.822955 Generator_loss: 0.653203
[INFO] 2021-02-05 05:03:41 > Step: 13700 Progress: 6.9% Elapsed: 3:44:27 temperature: no ada_p: No Discriminator_loss: 0.546595 Generator_loss: 0.798973
[INFO] 2021-02-05 05:04:45 > Step: 13800 Progress: 6.9% Elapsed: 3:45:31 temperature: no ada_p: No Discriminator_loss: 0.938553 Generator_loss: 0.789137
[INFO] 2021-02-05 05:05:50 > Step: 13900 Progress: 7.0% Elapsed: 3:46:36 temperature: no ada_p: No Discriminator_loss: 0.838171 Generator_loss: 0.901099
[INFO] 2021-02-05 05:06:54 > Step: 14000 Progress: 7.0% Elapsed: 3:47:40 temperature: no ada_p: No Discriminator_loss: 0.505475 Generator_loss: 0.874943
[INFO] 2021-02-05 05:06:54 > Start Evaluation (14000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 05:06:54 > Calculating FID Score....
[INFO] 2021-02-05 05:07:37 > Calculating Inception Score....
[INFO] 2021-02-05 05:08:00 > Calculate F_beta Score....
[INFO] 2021-02-05 05:15:09 > Calculate Accuracies....
[INFO] 2021-02-05 05:15:32 > Calculate Accuracies....
[INFO] 2021-02-05 05:19:07 > F_8 score (Step: 14000, Using valid images): 0.47853368879714075
[INFO] 2021-02-05 05:19:07 > F_1/8 score (Step: 14000, Using valid images): 0.6463561256455141
[INFO] 2021-02-05 05:19:07 > FID score (Step: 14000, Using valid moments): 85.63763561038428
[INFO] 2021-02-05 05:19:07 > Inception score (Step: 14000, 50000 generated images): 10.254505157470703
[INFO] 2021-02-05 05:19:07 > Best FID score (Step: 14000, Using valid moments): 85.63763561038428
[INFO] 2021-02-05 05:19:29 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 05:20:33 > Step: 14100 Progress: 7.0% Elapsed: 4:01:20 temperature: no ada_p: No Discriminator_loss: 0.672572 Generator_loss: 0.755155
[INFO] 2021-02-05 05:21:37 > Step: 14200 Progress: 7.1% Elapsed: 4:02:24 temperature: no ada_p: No Discriminator_loss: 0.419997 Generator_loss: 1.28237
[INFO] 2021-02-05 05:22:42 > Step: 14300 Progress: 7.1% Elapsed: 4:03:28 temperature: no ada_p: No Discriminator_loss: 0.672107 Generator_loss: 1.03066
[INFO] 2021-02-05 05:23:46 > Step: 14400 Progress: 7.2% Elapsed: 4:04:32 temperature: no ada_p: No Discriminator_loss: 0.489746 Generator_loss: 1.02181
[INFO] 2021-02-05 05:24:50 > Step: 14500 Progress: 7.2% Elapsed: 4:05:36 temperature: no ada_p: No Discriminator_loss: 0.581966 Generator_loss: 0.943591
[INFO] 2021-02-05 05:25:54 > Step: 14600 Progress: 7.3% Elapsed: 4:06:40 temperature: no ada_p: No Discriminator_loss: 0.448114 Generator_loss: 0.993086
[INFO] 2021-02-05 05:26:58 > Step: 14700 Progress: 7.3% Elapsed: 4:07:44 temperature: no ada_p: No Discriminator_loss: 0.512563 Generator_loss: 1.02697
[INFO] 2021-02-05 05:28:02 > Step: 14800 Progress: 7.4% Elapsed: 4:08:49 temperature: no ada_p: No Discriminator_loss: 0.621826 Generator_loss: 1.08869
[INFO] 2021-02-05 05:29:07 > Step: 14900 Progress: 7.4% Elapsed: 4:09:53 temperature: no ada_p: No Discriminator_loss: 0.791535 Generator_loss: 0.781449
[INFO] 2021-02-05 05:30:11 > Step: 15000 Progress: 7.5% Elapsed: 4:10:57 temperature: no ada_p: No Discriminator_loss: 0.50723 Generator_loss: 0.955786
[INFO] 2021-02-05 05:31:16 > Step: 15100 Progress: 7.5% Elapsed: 4:12:02 temperature: no ada_p: No Discriminator_loss: 0.452741 Generator_loss: 0.787877
[INFO] 2021-02-05 05:32:20 > Step: 15200 Progress: 7.6% Elapsed: 4:13:06 temperature: no ada_p: No Discriminator_loss: 0.355329 Generator_loss: 1.21617
[INFO] 2021-02-05 05:33:24 > Step: 15300 Progress: 7.6% Elapsed: 4:14:10 temperature: no ada_p: No Discriminator_loss: 0.705593 Generator_loss: 0.846063
[INFO] 2021-02-05 05:34:28 > Step: 15400 Progress: 7.7% Elapsed: 4:15:15 temperature: no ada_p: No Discriminator_loss: 0.518223 Generator_loss: 1.16769
[INFO] 2021-02-05 05:35:32 > Step: 15500 Progress: 7.8% Elapsed: 4:16:18 temperature: no ada_p: No Discriminator_loss: 0.550908 Generator_loss: 1.06735
[INFO] 2021-02-05 05:36:36 > Step: 15600 Progress: 7.8% Elapsed: 4:17:22 temperature: no ada_p: No Discriminator_loss: 0.519586 Generator_loss: 0.913917
[INFO] 2021-02-05 05:37:40 > Step: 15700 Progress: 7.8% Elapsed: 4:18:26 temperature: no ada_p: No Discriminator_loss: 0.758521 Generator_loss: 0.879713
[INFO] 2021-02-05 05:38:44 > Step: 15800 Progress: 7.9% Elapsed: 4:19:30 temperature: no ada_p: No Discriminator_loss: 0.896894 Generator_loss: 0.850821
[INFO] 2021-02-05 05:39:48 > Step: 15900 Progress: 8.0% Elapsed: 4:20:34 temperature: no ada_p: No Discriminator_loss: 0.502567 Generator_loss: 1.10564
[INFO] 2021-02-05 05:40:52 > Step: 16000 Progress: 8.0% Elapsed: 4:21:38 temperature: no ada_p: No Discriminator_loss: 0.671074 Generator_loss: 0.804648
[INFO] 2021-02-05 05:40:52 > Start Evaluation (16000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 05:40:52 > Calculating FID Score....
[INFO] 2021-02-05 05:41:53 > Calculating Inception Score....
[INFO] 2021-02-05 05:42:16 > Calculate F_beta Score....
[INFO] 2021-02-05 05:49:12 > Calculate Accuracies....
[INFO] 2021-02-05 05:49:35 > Calculate Accuracies....
[INFO] 2021-02-05 05:53:11 > F_8 score (Step: 16000, Using valid images): 0.4655391629417858
[INFO] 2021-02-05 05:53:11 > F_1/8 score (Step: 16000, Using valid images): 0.6845382897486932
[INFO] 2021-02-05 05:53:11 > FID score (Step: 16000, Using valid moments): 83.15473796089879
[INFO] 2021-02-05 05:53:11 > Inception score (Step: 16000, 50000 generated images): 10.693854331970215
[INFO] 2021-02-05 05:53:11 > Best FID score (Step: 16000, Using valid moments): 83.15473796089879
[INFO] 2021-02-05 05:53:31 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 05:54:52 > Step: 16100 Progress: 8.1% Elapsed: 4:35:39 temperature: no ada_p: No Discriminator_loss: 0.701358 Generator_loss: 1.84182
[INFO] 2021-02-05 05:55:57 > Step: 16200 Progress: 8.1% Elapsed: 4:36:43 temperature: no ada_p: No Discriminator_loss: 0.468536 Generator_loss: 1.10893
[INFO] 2021-02-05 05:57:01 > Step: 16300 Progress: 8.2% Elapsed: 4:37:47 temperature: no ada_p: No Discriminator_loss: 0.556059 Generator_loss: 1.04963
[INFO] 2021-02-05 05:58:06 > Step: 16400 Progress: 8.2% Elapsed: 4:38:52 temperature: no ada_p: No Discriminator_loss: 0.350118 Generator_loss: 2.03491
[INFO] 2021-02-05 05:59:10 > Step: 16500 Progress: 8.2% Elapsed: 4:39:56 temperature: no ada_p: No Discriminator_loss: 0.587676 Generator_loss: 0.640293
[INFO] 2021-02-05 06:00:14 > Step: 16600 Progress: 8.3% Elapsed: 4:41:01 temperature: no ada_p: No Discriminator_loss: 0.585528 Generator_loss: 0.784828
[INFO] 2021-02-05 06:01:19 > Step: 16700 Progress: 8.3% Elapsed: 4:42:05 temperature: no ada_p: No Discriminator_loss: 0.442349 Generator_loss: 1.62266
[INFO] 2021-02-05 06:02:23 > Step: 16800 Progress: 8.4% Elapsed: 4:43:09 temperature: no ada_p: No Discriminator_loss: 0.440019 Generator_loss: 1.1004
[INFO] 2021-02-05 06:03:28 > Step: 16900 Progress: 8.5% Elapsed: 4:44:14 temperature: no ada_p: No Discriminator_loss: 0.584474 Generator_loss: 0.989515
[INFO] 2021-02-05 06:04:32 > Step: 17000 Progress: 8.5% Elapsed: 4:45:18 temperature: no ada_p: No Discriminator_loss: 0.690382 Generator_loss: 0.924561
[INFO] 2021-02-05 06:05:36 > Step: 17100 Progress: 8.6% Elapsed: 4:46:22 temperature: no ada_p: No Discriminator_loss: 0.551301 Generator_loss: 0.912308
[INFO] 2021-02-05 06:06:41 > Step: 17200 Progress: 8.6% Elapsed: 4:47:27 temperature: no ada_p: No Discriminator_loss: 0.863396 Generator_loss: 0.663914
[INFO] 2021-02-05 06:07:45 > Step: 17300 Progress: 8.6% Elapsed: 4:48:31 temperature: no ada_p: No Discriminator_loss: 0.486819 Generator_loss: 0.957794
[INFO] 2021-02-05 06:08:49 > Step: 17400 Progress: 8.7% Elapsed: 4:49:35 temperature: no ada_p: No Discriminator_loss: 0.483377 Generator_loss: 1.31709
[INFO] 2021-02-05 06:09:54 > Step: 17500 Progress: 8.8% Elapsed: 4:50:40 temperature: no ada_p: No Discriminator_loss: 0.695553 Generator_loss: 0.978397
[INFO] 2021-02-05 06:11:00 > Step: 17600 Progress: 8.8% Elapsed: 4:51:46 temperature: no ada_p: No Discriminator_loss: 0.565797 Generator_loss: 0.96889
[INFO] 2021-02-05 06:12:04 > Step: 17700 Progress: 8.8% Elapsed: 4:52:51 temperature: no ada_p: No Discriminator_loss: 0.48139 Generator_loss: 1.19013
[INFO] 2021-02-05 06:13:09 > Step: 17800 Progress: 8.9% Elapsed: 4:53:55 temperature: no ada_p: No Discriminator_loss: 0.630255 Generator_loss: 0.827952
[INFO] 2021-02-05 06:14:13 > Step: 17900 Progress: 8.9% Elapsed: 4:54:59 temperature: no ada_p: No Discriminator_loss: 0.635381 Generator_loss: 0.942176
[INFO] 2021-02-05 06:15:18 > Step: 18000 Progress: 9.0% Elapsed: 4:56:04 temperature: no ada_p: No Discriminator_loss: 0.646421 Generator_loss: 0.629583
[INFO] 2021-02-05 06:15:18 > Start Evaluation (18000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 06:15:18 > Calculating FID Score....
[INFO] 2021-02-05 06:15:58 > Calculating Inception Score....
[INFO] 2021-02-05 06:16:21 > Calculate F_beta Score....
[INFO] 2021-02-05 06:23:21 > Calculate Accuracies....
[INFO] 2021-02-05 06:23:44 > Calculate Accuracies....
[INFO] 2021-02-05 06:27:20 > F_8 score (Step: 18000, Using valid images): 0.4945971408482049
[INFO] 2021-02-05 06:27:20 > F_1/8 score (Step: 18000, Using valid images): 0.6776338771649479
[INFO] 2021-02-05 06:27:20 > FID score (Step: 18000, Using valid moments): 79.37396699267623
[INFO] 2021-02-05 06:27:20 > Inception score (Step: 18000, 50000 generated images): 11.033721923828125
[INFO] 2021-02-05 06:27:20 > Best FID score (Step: 18000, Using valid moments): 79.37396699267623
[INFO] 2021-02-05 06:27:43 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 06:28:47 > Step: 18100 Progress: 9.0% Elapsed: 5:09:33 temperature: no ada_p: No Discriminator_loss: 0.767777 Generator_loss: 0.840184
[INFO] 2021-02-05 06:29:51 > Step: 18200 Progress: 9.1% Elapsed: 5:10:37 temperature: no ada_p: No Discriminator_loss: 0.533134 Generator_loss: 1.21969
[INFO] 2021-02-05 06:30:55 > Step: 18300 Progress: 9.2% Elapsed: 5:11:41 temperature: no ada_p: No Discriminator_loss: 0.428202 Generator_loss: 1.21433
[INFO] 2021-02-05 06:31:59 > Step: 18400 Progress: 9.2% Elapsed: 5:12:45 temperature: no ada_p: No Discriminator_loss: 0.711602 Generator_loss: 0.877106
[INFO] 2021-02-05 06:33:03 > Step: 18500 Progress: 9.2% Elapsed: 5:13:49 temperature: no ada_p: No Discriminator_loss: 0.740538 Generator_loss: 1.05725
[INFO] 2021-02-05 06:34:06 > Step: 18600 Progress: 9.3% Elapsed: 5:14:53 temperature: no ada_p: No Discriminator_loss: 0.669875 Generator_loss: 1.07892
[INFO] 2021-02-05 06:35:11 > Step: 18700 Progress: 9.3% Elapsed: 5:15:57 temperature: no ada_p: No Discriminator_loss: 0.722018 Generator_loss: 1.05908
[INFO] 2021-02-05 06:36:14 > Step: 18800 Progress: 9.4% Elapsed: 5:17:01 temperature: no ada_p: No Discriminator_loss: 0.588904 Generator_loss: 0.878247
[INFO] 2021-02-05 06:37:37 > Step: 18900 Progress: 9.4% Elapsed: 5:18:23 temperature: no ada_p: No Discriminator_loss: 0.46191 Generator_loss: 0.997936
[INFO] 2021-02-05 06:38:41 > Step: 19000 Progress: 9.5% Elapsed: 5:19:27 temperature: no ada_p: No Discriminator_loss: 0.697293 Generator_loss: 0.880558
[INFO] 2021-02-05 06:39:46 > Step: 19100 Progress: 9.6% Elapsed: 5:20:32 temperature: no ada_p: No Discriminator_loss: 0.996025 Generator_loss: 0.874757
[INFO] 2021-02-05 06:40:50 > Step: 19200 Progress: 9.6% Elapsed: 5:21:36 temperature: no ada_p: No Discriminator_loss: 1.02749 Generator_loss: 0.824191
[INFO] 2021-02-05 06:41:54 > Step: 19300 Progress: 9.7% Elapsed: 5:22:41 temperature: no ada_p: No Discriminator_loss: 0.378564 Generator_loss: 1.38962
[INFO] 2021-02-05 06:42:59 > Step: 19400 Progress: 9.7% Elapsed: 5:23:45 temperature: no ada_p: No Discriminator_loss: 0.510157 Generator_loss: 1.18499
[INFO] 2021-02-05 06:44:03 > Step: 19500 Progress: 9.8% Elapsed: 5:24:49 temperature: no ada_p: No Discriminator_loss: 0.483957 Generator_loss: 1.0769
[INFO] 2021-02-05 06:45:08 > Step: 19600 Progress: 9.8% Elapsed: 5:25:54 temperature: no ada_p: No Discriminator_loss: 0.514259 Generator_loss: 0.952866
[INFO] 2021-02-05 06:46:12 > Step: 19700 Progress: 9.8% Elapsed: 5:26:58 temperature: no ada_p: No Discriminator_loss: 0.529883 Generator_loss: 1.02566
[INFO] 2021-02-05 06:47:16 > Step: 19800 Progress: 9.9% Elapsed: 5:28:03 temperature: no ada_p: No Discriminator_loss: 0.629604 Generator_loss: 1.21173
[INFO] 2021-02-05 06:48:21 > Step: 19900 Progress: 10.0% Elapsed: 5:29:07 temperature: no ada_p: No Discriminator_loss: 0.480931 Generator_loss: 1.92011
[INFO] 2021-02-05 06:49:25 > Step: 20000 Progress: 10.0% Elapsed: 5:30:11 temperature: no ada_p: No Discriminator_loss: 0.731639 Generator_loss: 0.764463
[INFO] 2021-02-05 06:49:25 > Start Evaluation (20000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 06:49:25 > Calculating FID Score....
[INFO] 2021-02-05 06:50:07 > Calculating Inception Score....
[INFO] 2021-02-05 06:50:30 > Calculate F_beta Score....
[INFO] 2021-02-05 06:57:22 > Calculate Accuracies....
[INFO] 2021-02-05 06:57:45 > Calculate Accuracies....
[INFO] 2021-02-05 07:01:21 > F_8 score (Step: 20000, Using valid images): 0.5381387172866177
[INFO] 2021-02-05 07:01:21 > F_1/8 score (Step: 20000, Using valid images): 0.7253637695475552
[INFO] 2021-02-05 07:01:21 > FID score (Step: 20000, Using valid moments): 75.8499093387619
[INFO] 2021-02-05 07:01:21 > Inception score (Step: 20000, 50000 generated images): 11.505439758300781
[INFO] 2021-02-05 07:01:21 > Best FID score (Step: 20000, Using valid moments): 75.8499093387619
[INFO] 2021-02-05 07:01:41 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 07:02:47 > Step: 20100 Progress: 10.1% Elapsed: 5:43:33 temperature: no ada_p: No Discriminator_loss: 0.445827 Generator_loss: 0.903074
[INFO] 2021-02-05 07:03:51 > Step: 20200 Progress: 10.1% Elapsed: 5:44:37 temperature: no ada_p: No Discriminator_loss: 0.567214 Generator_loss: 1.10591
[INFO] 2021-02-05 07:04:55 > Step: 20300 Progress: 10.2% Elapsed: 5:45:41 temperature: no ada_p: No Discriminator_loss: 0.575904 Generator_loss: 1.03354
[INFO] 2021-02-05 07:05:59 > Step: 20400 Progress: 10.2% Elapsed: 5:46:45 temperature: no ada_p: No Discriminator_loss: 0.492362 Generator_loss: 1.09382
[INFO] 2021-02-05 07:07:03 > Step: 20500 Progress: 10.2% Elapsed: 5:47:49 temperature: no ada_p: No Discriminator_loss: 0.505122 Generator_loss: 1.14784
[INFO] 2021-02-05 07:08:06 > Step: 20600 Progress: 10.3% Elapsed: 5:48:53 temperature: no ada_p: No Discriminator_loss: 0.707392 Generator_loss: 0.798915
[INFO] 2021-02-05 07:09:10 > Step: 20700 Progress: 10.3% Elapsed: 5:49:57 temperature: no ada_p: No Discriminator_loss: 0.485598 Generator_loss: 1.12632
[INFO] 2021-02-05 07:10:14 > Step: 20800 Progress: 10.4% Elapsed: 5:51:01 temperature: no ada_p: No Discriminator_loss: 0.65914 Generator_loss: 0.941826
[INFO] 2021-02-05 07:11:37 > Step: 20900 Progress: 10.4% Elapsed: 5:52:23 temperature: no ada_p: No Discriminator_loss: 0.457937 Generator_loss: 1.16597
[INFO] 2021-02-05 07:12:41 > Step: 21000 Progress: 10.5% Elapsed: 5:53:27 temperature: no ada_p: No Discriminator_loss: 0.593476 Generator_loss: 1.13434
[INFO] 2021-02-05 07:13:46 > Step: 21100 Progress: 10.5% Elapsed: 5:54:32 temperature: no ada_p: No Discriminator_loss: 0.736811 Generator_loss: 0.980969
[INFO] 2021-02-05 07:14:50 > Step: 21200 Progress: 10.6% Elapsed: 5:55:36 temperature: no ada_p: No Discriminator_loss: 0.522932 Generator_loss: 0.952095
[INFO] 2021-02-05 07:15:54 > Step: 21300 Progress: 10.7% Elapsed: 5:56:41 temperature: no ada_p: No Discriminator_loss: 0.730273 Generator_loss: 0.905634
[INFO] 2021-02-05 07:16:59 > Step: 21400 Progress: 10.7% Elapsed: 5:57:45 temperature: no ada_p: No Discriminator_loss: 0.441087 Generator_loss: 0.795692
[INFO] 2021-02-05 07:18:03 > Step: 21500 Progress: 10.8% Elapsed: 5:58:49 temperature: no ada_p: No Discriminator_loss: 0.615255 Generator_loss: 0.920325
[INFO] 2021-02-05 07:19:08 > Step: 21600 Progress: 10.8% Elapsed: 5:59:54 temperature: no ada_p: No Discriminator_loss: 0.548884 Generator_loss: 1.11623
[INFO] 2021-02-05 07:20:12 > Step: 21700 Progress: 10.8% Elapsed: 6:00:58 temperature: no ada_p: No Discriminator_loss: 0.507786 Generator_loss: 1.06398
[INFO] 2021-02-05 07:21:16 > Step: 21800 Progress: 10.9% Elapsed: 6:02:03 temperature: no ada_p: No Discriminator_loss: 0.354422 Generator_loss: 0.974799
[INFO] 2021-02-05 07:22:21 > Step: 21900 Progress: 10.9% Elapsed: 6:03:07 temperature: no ada_p: No Discriminator_loss: 0.418775 Generator_loss: 1.21924
[INFO] 2021-02-05 07:23:25 > Step: 22000 Progress: 11.0% Elapsed: 6:04:11 temperature: no ada_p: No Discriminator_loss: 0.559759 Generator_loss: 1.1714
[INFO] 2021-02-05 07:23:25 > Start Evaluation (22000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 07:23:25 > Calculating FID Score....
[INFO] 2021-02-05 07:24:05 > Calculating Inception Score....
[INFO] 2021-02-05 07:24:29 > Calculate F_beta Score....
[INFO] 2021-02-05 07:31:25 > Calculate Accuracies....
[INFO] 2021-02-05 07:31:48 > Calculate Accuracies....
[INFO] 2021-02-05 07:35:24 > F_8 score (Step: 22000, Using valid images): 0.5490459322507952
[INFO] 2021-02-05 07:35:24 > F_1/8 score (Step: 22000, Using valid images): 0.7147299172393287
[INFO] 2021-02-05 07:35:24 > FID score (Step: 22000, Using valid moments): 73.66557649717606
[INFO] 2021-02-05 07:35:24 > Inception score (Step: 22000, 50000 generated images): 11.233072280883789
[INFO] 2021-02-05 07:35:24 > Best FID score (Step: 22000, Using valid moments): 73.66557649717606
[INFO] 2021-02-05 07:35:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 07:36:48 > Step: 22100 Progress: 11.1% Elapsed: 6:17:35 temperature: no ada_p: No Discriminator_loss: 0.532216 Generator_loss: 1.0111
[INFO] 2021-02-05 07:37:52 > Step: 22200 Progress: 11.1% Elapsed: 6:18:39 temperature: no ada_p: No Discriminator_loss: 0.573419 Generator_loss: 1.87575
[INFO] 2021-02-05 07:38:56 > Step: 22300 Progress: 11.2% Elapsed: 6:19:42 temperature: no ada_p: No Discriminator_loss: 0.51279 Generator_loss: 1.30137
[INFO] 2021-02-05 07:40:00 > Step: 22400 Progress: 11.2% Elapsed: 6:20:46 temperature: no ada_p: No Discriminator_loss: 0.905696 Generator_loss: 1.02654
[INFO] 2021-02-05 07:41:04 > Step: 22500 Progress: 11.2% Elapsed: 6:21:50 temperature: no ada_p: No Discriminator_loss: 0.350368 Generator_loss: 1.3983
[INFO] 2021-02-05 07:42:10 > Step: 22600 Progress: 11.3% Elapsed: 6:22:56 temperature: no ada_p: No Discriminator_loss: 0.522996 Generator_loss: 0.977093
[INFO] 2021-02-05 07:43:13 > Step: 22700 Progress: 11.3% Elapsed: 6:24:00 temperature: no ada_p: No Discriminator_loss: 0.415867 Generator_loss: 1.10337
[INFO] 2021-02-05 07:44:18 > Step: 22800 Progress: 11.4% Elapsed: 6:25:04 temperature: no ada_p: No Discriminator_loss: 0.602969 Generator_loss: 1.1325
[INFO] 2021-02-05 07:45:21 > Step: 22900 Progress: 11.5% Elapsed: 6:26:08 temperature: no ada_p: No Discriminator_loss: 0.401219 Generator_loss: 1.07389
[INFO] 2021-02-05 07:46:25 > Step: 23000 Progress: 11.5% Elapsed: 6:27:12 temperature: no ada_p: No Discriminator_loss: 0.572581 Generator_loss: 1.14157
[INFO] 2021-02-05 07:47:29 > Step: 23100 Progress: 11.6% Elapsed: 6:28:16 temperature: no ada_p: No Discriminator_loss: 0.531611 Generator_loss: 1.18294
[INFO] 2021-02-05 07:48:33 > Step: 23200 Progress: 11.6% Elapsed: 6:29:20 temperature: no ada_p: No Discriminator_loss: 0.477912 Generator_loss: 1.13378
[INFO] 2021-02-05 07:49:37 > Step: 23300 Progress: 11.7% Elapsed: 6:30:23 temperature: no ada_p: No Discriminator_loss: 0.569354 Generator_loss: 1.19366
[INFO] 2021-02-05 07:50:41 > Step: 23400 Progress: 11.7% Elapsed: 6:31:27 temperature: no ada_p: No Discriminator_loss: 0.427301 Generator_loss: 1.14301
[INFO] 2021-02-05 07:51:45 > Step: 23500 Progress: 11.8% Elapsed: 6:32:31 temperature: no ada_p: No Discriminator_loss: 0.497735 Generator_loss: 1.31028
[INFO] 2021-02-05 07:52:49 > Step: 23600 Progress: 11.8% Elapsed: 6:33:35 temperature: no ada_p: No Discriminator_loss: 0.72892 Generator_loss: 1.1483
[INFO] 2021-02-05 07:53:53 > Step: 23700 Progress: 11.8% Elapsed: 6:34:39 temperature: no ada_p: No Discriminator_loss: 0.473152 Generator_loss: 1.28265
[INFO] 2021-02-05 07:54:57 > Step: 23800 Progress: 11.9% Elapsed: 6:35:43 temperature: no ada_p: No Discriminator_loss: 0.427234 Generator_loss: 1.33888
[INFO] 2021-02-05 07:56:19 > Step: 23900 Progress: 11.9% Elapsed: 6:37:06 temperature: no ada_p: No Discriminator_loss: 0.49325 Generator_loss: 1.20066
[INFO] 2021-02-05 07:57:24 > Step: 24000 Progress: 12.0% Elapsed: 6:38:10 temperature: no ada_p: No Discriminator_loss: 0.61017 Generator_loss: 1.21949
[INFO] 2021-02-05 07:57:24 > Start Evaluation (24000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 07:57:24 > Calculating FID Score....
[INFO] 2021-02-05 07:58:04 > Calculating Inception Score....
[INFO] 2021-02-05 07:58:27 > Calculate F_beta Score....
[INFO] 2021-02-05 08:05:21 > Calculate Accuracies....
[INFO] 2021-02-05 08:05:44 > Calculate Accuracies....
[INFO] 2021-02-05 08:09:20 > F_8 score (Step: 24000, Using valid images): 0.5603338038634034
[INFO] 2021-02-05 08:09:22 > F_1/8 score (Step: 24000, Using valid images): 0.7305949812738624
[INFO] 2021-02-05 08:09:22 > FID score (Step: 24000, Using valid moments): 72.72154504375317
[INFO] 2021-02-05 08:09:22 > Inception score (Step: 24000, 50000 generated images): 11.867207527160645
[INFO] 2021-02-05 08:09:22 > Best FID score (Step: 24000, Using valid moments): 72.72154504375317
[INFO] 2021-02-05 08:09:49 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 08:10:53 > Step: 24100 Progress: 12.0% Elapsed: 6:51:40 temperature: no ada_p: No Discriminator_loss: 0.561999 Generator_loss: 1.15956
[INFO] 2021-02-05 08:11:57 > Step: 24200 Progress: 12.1% Elapsed: 6:52:43 temperature: no ada_p: No Discriminator_loss: 0.525163 Generator_loss: 1.1171
[INFO] 2021-02-05 08:13:01 > Step: 24300 Progress: 12.2% Elapsed: 6:53:47 temperature: no ada_p: No Discriminator_loss: 0.536198 Generator_loss: 0.962254
[INFO] 2021-02-05 08:14:05 > Step: 24400 Progress: 12.2% Elapsed: 6:54:51 temperature: no ada_p: No Discriminator_loss: 0.469046 Generator_loss: 0.944593
[INFO] 2021-02-05 08:15:09 > Step: 24500 Progress: 12.2% Elapsed: 6:55:55 temperature: no ada_p: No Discriminator_loss: 0.559668 Generator_loss: 0.911983
[INFO] 2021-02-05 08:16:13 > Step: 24600 Progress: 12.3% Elapsed: 6:57:00 temperature: no ada_p: No Discriminator_loss: 0.549513 Generator_loss: 1.05485
[INFO] 2021-02-05 08:17:17 > Step: 24700 Progress: 12.3% Elapsed: 6:58:04 temperature: no ada_p: No Discriminator_loss: 0.521994 Generator_loss: 0.996943
[INFO] 2021-02-05 08:18:41 > Step: 24800 Progress: 12.4% Elapsed: 6:59:27 temperature: no ada_p: No Discriminator_loss: 0.540345 Generator_loss: 1.00087
[INFO] 2021-02-05 08:19:46 > Step: 24900 Progress: 12.4% Elapsed: 7:00:32 temperature: no ada_p: No Discriminator_loss: 0.901069 Generator_loss: 0.778365
[INFO] 2021-02-05 08:20:50 > Step: 25000 Progress: 12.5% Elapsed: 7:01:36 temperature: no ada_p: No Discriminator_loss: 0.435194 Generator_loss: 0.753907
[INFO] 2021-02-05 08:21:56 > Step: 25100 Progress: 12.6% Elapsed: 7:02:42 temperature: no ada_p: No Discriminator_loss: 0.463546 Generator_loss: 0.846065
[INFO] 2021-02-05 08:23:00 > Step: 25200 Progress: 12.6% Elapsed: 7:03:46 temperature: no ada_p: No Discriminator_loss: 1.22703 Generator_loss: 0.74472
[INFO] 2021-02-05 08:24:05 > Step: 25300 Progress: 12.7% Elapsed: 7:04:51 temperature: no ada_p: No Discriminator_loss: 0.294766 Generator_loss: 1.48231
[INFO] 2021-02-05 08:25:09 > Step: 25400 Progress: 12.7% Elapsed: 7:05:55 temperature: no ada_p: No Discriminator_loss: 0.376417 Generator_loss: 1.18007
[INFO] 2021-02-05 08:26:13 > Step: 25500 Progress: 12.8% Elapsed: 7:07:00 temperature: no ada_p: No Discriminator_loss: 0.677525 Generator_loss: 0.957673
[INFO] 2021-02-05 08:27:18 > Step: 25600 Progress: 12.8% Elapsed: 7:08:04 temperature: no ada_p: No Discriminator_loss: 0.506776 Generator_loss: 0.952512
[INFO] 2021-02-05 08:28:22 > Step: 25700 Progress: 12.8% Elapsed: 7:09:09 temperature: no ada_p: No Discriminator_loss: 0.55609 Generator_loss: 1.13766
[INFO] 2021-02-05 08:29:27 > Step: 25800 Progress: 12.9% Elapsed: 7:10:13 temperature: no ada_p: No Discriminator_loss: 0.364369 Generator_loss: 2.10527
[INFO] 2021-02-05 08:30:31 > Step: 25900 Progress: 13.0% Elapsed: 7:11:17 temperature: no ada_p: No Discriminator_loss: 0.714555 Generator_loss: 0.75934
[INFO] 2021-02-05 08:31:36 > Step: 26000 Progress: 13.0% Elapsed: 7:12:22 temperature: no ada_p: No Discriminator_loss: 0.470453 Generator_loss: 0.93585
[INFO] 2021-02-05 08:31:36 > Start Evaluation (26000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 08:31:36 > Calculating FID Score....
[INFO] 2021-02-05 08:32:16 > Calculating Inception Score....
[INFO] 2021-02-05 08:32:40 > Calculate F_beta Score....
[INFO] 2021-02-05 08:39:37 > Calculate Accuracies....
[INFO] 2021-02-05 08:40:00 > Calculate Accuracies....
[INFO] 2021-02-05 08:43:36 > F_8 score (Step: 26000, Using valid images): 0.5411356963981715
[INFO] 2021-02-05 08:43:36 > F_1/8 score (Step: 26000, Using valid images): 0.7236392387974684
[INFO] 2021-02-05 08:43:36 > FID score (Step: 26000, Using valid moments): 73.19090923674923
[INFO] 2021-02-05 08:43:36 > Inception score (Step: 26000, 50000 generated images): 12.162617683410645
[INFO] 2021-02-05 08:43:36 > Best FID score (Step: 24000, Using valid moments): 72.72154504375317
[INFO] 2021-02-05 08:43:46 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 08:44:50 > Step: 26100 Progress: 13.1% Elapsed: 7:25:36 temperature: no ada_p: No Discriminator_loss: 0.68997 Generator_loss: 0.921237
[INFO] 2021-02-05 08:45:54 > Step: 26200 Progress: 13.1% Elapsed: 7:26:40 temperature: no ada_p: No Discriminator_loss: 0.366547 Generator_loss: 2.14111
[INFO] 2021-02-05 08:46:58 > Step: 26300 Progress: 13.2% Elapsed: 7:27:44 temperature: no ada_p: No Discriminator_loss: 0.447058 Generator_loss: 1.13361
[INFO] 2021-02-05 08:48:02 > Step: 26400 Progress: 13.2% Elapsed: 7:28:48 temperature: no ada_p: No Discriminator_loss: 0.686244 Generator_loss: 0.823596
[INFO] 2021-02-05 08:49:06 > Step: 26500 Progress: 13.2% Elapsed: 7:29:52 temperature: no ada_p: No Discriminator_loss: 0.378831 Generator_loss: 1.15343
[INFO] 2021-02-05 08:50:10 > Step: 26600 Progress: 13.3% Elapsed: 7:30:56 temperature: no ada_p: No Discriminator_loss: 0.452581 Generator_loss: 1.36211
[INFO] 2021-02-05 08:51:14 > Step: 26700 Progress: 13.4% Elapsed: 7:32:00 temperature: no ada_p: No Discriminator_loss: 0.890095 Generator_loss: 0.737527
[INFO] 2021-02-05 08:52:18 > Step: 26800 Progress: 13.4% Elapsed: 7:33:04 temperature: no ada_p: No Discriminator_loss: 0.364606 Generator_loss: 1.3374
[INFO] 2021-02-05 08:53:40 > Step: 26900 Progress: 13.5% Elapsed: 7:34:26 temperature: no ada_p: No Discriminator_loss: 0.336675 Generator_loss: 1.52669
[INFO] 2021-02-05 08:54:44 > Step: 27000 Progress: 13.5% Elapsed: 7:35:30 temperature: no ada_p: No Discriminator_loss: 0.363391 Generator_loss: 1.714
[INFO] 2021-02-05 08:55:49 > Step: 27100 Progress: 13.6% Elapsed: 7:36:35 temperature: no ada_p: No Discriminator_loss: 0.876535 Generator_loss: 0.880689
[INFO] 2021-02-05 08:56:53 > Step: 27200 Progress: 13.6% Elapsed: 7:37:39 temperature: no ada_p: No Discriminator_loss: 0.34604 Generator_loss: 1.2159
[INFO] 2021-02-05 08:57:58 > Step: 27300 Progress: 13.7% Elapsed: 7:38:44 temperature: no ada_p: No Discriminator_loss: 0.445885 Generator_loss: 0.93734
[INFO] 2021-02-05 08:59:02 > Step: 27400 Progress: 13.7% Elapsed: 7:39:48 temperature: no ada_p: No Discriminator_loss: 0.586063 Generator_loss: 2.00552
[INFO] 2021-02-05 09:00:07 > Step: 27500 Progress: 13.8% Elapsed: 7:40:53 temperature: no ada_p: No Discriminator_loss: 0.499615 Generator_loss: 1.96646
[INFO] 2021-02-05 09:01:12 > Step: 27600 Progress: 13.8% Elapsed: 7:41:59 temperature: no ada_p: No Discriminator_loss: 0.278296 Generator_loss: 1.53454
[INFO] 2021-02-05 09:02:17 > Step: 27700 Progress: 13.9% Elapsed: 7:43:03 temperature: no ada_p: No Discriminator_loss: 0.441048 Generator_loss: 1.29483
[INFO] 2021-02-05 09:03:21 > Step: 27800 Progress: 13.9% Elapsed: 7:44:08 temperature: no ada_p: No Discriminator_loss: 0.407324 Generator_loss: 1.14938
[INFO] 2021-02-05 09:04:26 > Step: 27900 Progress: 14.0% Elapsed: 7:45:12 temperature: no ada_p: No Discriminator_loss: 0.787917 Generator_loss: 0.582432
[INFO] 2021-02-05 09:05:30 > Step: 28000 Progress: 14.0% Elapsed: 7:46:16 temperature: no ada_p: No Discriminator_loss: 0.563893 Generator_loss: 1.18365
[INFO] 2021-02-05 09:05:30 > Start Evaluation (28000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 09:05:30 > Calculating FID Score....
[INFO] 2021-02-05 09:06:11 > Calculating Inception Score....
[INFO] 2021-02-05 09:06:35 > Calculate F_beta Score....
[INFO] 2021-02-05 09:13:30 > Calculate Accuracies....
[INFO] 2021-02-05 09:13:53 > Calculate Accuracies....
[INFO] 2021-02-05 09:17:33 > F_8 score (Step: 28000, Using valid images): 0.5551425193118614
[INFO] 2021-02-05 09:17:33 > F_1/8 score (Step: 28000, Using valid images): 0.7253562525678954
[INFO] 2021-02-05 09:17:33 > FID score (Step: 28000, Using valid moments): 70.69933710242009
[INFO] 2021-02-05 09:17:33 > Inception score (Step: 28000, 50000 generated images): 12.106300354003906
[INFO] 2021-02-05 09:17:33 > Best FID score (Step: 28000, Using valid moments): 70.69933710242009
[INFO] 2021-02-05 09:17:53 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 09:19:16 > Step: 28100 Progress: 14.1% Elapsed: 8:00:02 temperature: no ada_p: No Discriminator_loss: 0.4495 Generator_loss: 1.11816
[INFO] 2021-02-05 09:20:20 > Step: 28200 Progress: 14.1% Elapsed: 8:01:07 temperature: no ada_p: No Discriminator_loss: 0.399182 Generator_loss: 1.40876
[INFO] 2021-02-05 09:21:25 > Step: 28300 Progress: 14.1% Elapsed: 8:02:11 temperature: no ada_p: No Discriminator_loss: 0.389021 Generator_loss: 1.18562
[INFO] 2021-02-05 09:22:29 > Step: 28400 Progress: 14.2% Elapsed: 8:03:16 temperature: no ada_p: No Discriminator_loss: 0.403927 Generator_loss: 1.30093
[INFO] 2021-02-05 09:23:34 > Step: 28500 Progress: 14.2% Elapsed: 8:04:20 temperature: no ada_p: No Discriminator_loss: 0.660163 Generator_loss: 0.895791
[INFO] 2021-02-05 09:24:38 > Step: 28600 Progress: 14.3% Elapsed: 8:05:25 temperature: no ada_p: No Discriminator_loss: 0.426231 Generator_loss: 1.29738
[INFO] 2021-02-05 09:25:43 > Step: 28700 Progress: 14.3% Elapsed: 8:06:29 temperature: no ada_p: No Discriminator_loss: 0.413906 Generator_loss: 1.30392
[INFO] 2021-02-05 09:26:48 > Step: 28800 Progress: 14.4% Elapsed: 8:07:34 temperature: no ada_p: No Discriminator_loss: 0.427636 Generator_loss: 1.25614
[INFO] 2021-02-05 09:27:52 > Step: 28900 Progress: 14.4% Elapsed: 8:08:39 temperature: no ada_p: No Discriminator_loss: 0.62187 Generator_loss: 0.846584
[INFO] 2021-02-05 09:28:57 > Step: 29000 Progress: 14.5% Elapsed: 8:09:43 temperature: no ada_p: No Discriminator_loss: 0.478658 Generator_loss: 1.41458
[INFO] 2021-02-05 09:30:02 > Step: 29100 Progress: 14.5% Elapsed: 8:10:48 temperature: no ada_p: No Discriminator_loss: 0.335462 Generator_loss: 1.14483
[INFO] 2021-02-05 09:31:06 > Step: 29200 Progress: 14.6% Elapsed: 8:11:52 temperature: no ada_p: No Discriminator_loss: 0.524712 Generator_loss: 1.17808
[INFO] 2021-02-05 09:32:10 > Step: 29300 Progress: 14.6% Elapsed: 8:12:56 temperature: no ada_p: No Discriminator_loss: 0.680116 Generator_loss: 1.04455
[INFO] 2021-02-05 09:33:15 > Step: 29400 Progress: 14.7% Elapsed: 8:14:01 temperature: no ada_p: No Discriminator_loss: 0.488149 Generator_loss: 0.93006
[INFO] 2021-02-05 09:34:19 > Step: 29500 Progress: 14.8% Elapsed: 8:15:05 temperature: no ada_p: No Discriminator_loss: 0.487216 Generator_loss: 2.08476
[INFO] 2021-02-05 09:35:24 > Step: 29600 Progress: 14.8% Elapsed: 8:16:10 temperature: no ada_p: No Discriminator_loss: 0.394724 Generator_loss: 1.29127
[INFO] 2021-02-05 09:36:28 > Step: 29700 Progress: 14.8% Elapsed: 8:17:14 temperature: no ada_p: No Discriminator_loss: 0.329929 Generator_loss: 2.06645
[INFO] 2021-02-05 09:37:33 > Step: 29800 Progress: 14.9% Elapsed: 8:18:19 temperature: no ada_p: No Discriminator_loss: 0.489855 Generator_loss: 1.1069
[INFO] 2021-02-05 09:38:37 > Step: 29900 Progress: 14.9% Elapsed: 8:19:23 temperature: no ada_p: No Discriminator_loss: 0.331364 Generator_loss: 2.01317
[INFO] 2021-02-05 09:39:42 > Step: 30000 Progress: 15.0% Elapsed: 8:20:28 temperature: no ada_p: No Discriminator_loss: 0.545982 Generator_loss: 0.923528
[INFO] 2021-02-05 09:39:42 > Start Evaluation (30000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 09:39:42 > Calculating FID Score....
[INFO] 2021-02-05 09:40:24 > Calculating Inception Score....
[INFO] 2021-02-05 09:40:48 > Calculate F_beta Score....
[INFO] 2021-02-05 09:47:46 > Calculate Accuracies....
[INFO] 2021-02-05 09:48:09 > Calculate Accuracies....
[INFO] 2021-02-05 09:51:47 > F_8 score (Step: 30000, Using valid images): 0.5469171063623679
[INFO] 2021-02-05 09:51:47 > F_1/8 score (Step: 30000, Using valid images): 0.7773265699962096
[INFO] 2021-02-05 09:51:47 > FID score (Step: 30000, Using valid moments): 67.01726076634696
[INFO] 2021-02-05 09:51:47 > Inception score (Step: 30000, 50000 generated images): 12.485004425048828
[INFO] 2021-02-05 09:51:47 > Best FID score (Step: 30000, Using valid moments): 67.01726076634696
[INFO] 2021-02-05 09:52:07 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 09:53:13 > Step: 30100 Progress: 15.0% Elapsed: 8:33:59 temperature: no ada_p: No Discriminator_loss: 0.380381 Generator_loss: 1.40411
[INFO] 2021-02-05 09:54:17 > Step: 30200 Progress: 15.1% Elapsed: 8:35:03 temperature: no ada_p: No Discriminator_loss: 0.339113 Generator_loss: 1.54977
[INFO] 2021-02-05 09:55:20 > Step: 30300 Progress: 15.2% Elapsed: 8:36:07 temperature: no ada_p: No Discriminator_loss: 0.636337 Generator_loss: 1.77274
[INFO] 2021-02-05 09:56:24 > Step: 30400 Progress: 15.2% Elapsed: 8:37:11 temperature: no ada_p: No Discriminator_loss: 0.651431 Generator_loss: 0.813643
[INFO] 2021-02-05 09:57:28 > Step: 30500 Progress: 15.2% Elapsed: 8:38:15 temperature: no ada_p: No Discriminator_loss: 0.465022 Generator_loss: 1.66503
[INFO] 2021-02-05 09:58:33 > Step: 30600 Progress: 15.3% Elapsed: 8:39:19 temperature: no ada_p: No Discriminator_loss: 0.438709 Generator_loss: 1.16609
[INFO] 2021-02-05 09:59:37 > Step: 30700 Progress: 15.3% Elapsed: 8:40:23 temperature: no ada_p: No Discriminator_loss: 0.537917 Generator_loss: 0.926612
[INFO] 2021-02-05 10:00:41 > Step: 30800 Progress: 15.4% Elapsed: 8:41:27 temperature: no ada_p: No Discriminator_loss: 0.35388 Generator_loss: 1.3344
[INFO] 2021-02-05 10:02:03 > Step: 30900 Progress: 15.4% Elapsed: 8:42:49 temperature: no ada_p: No Discriminator_loss: 0.384418 Generator_loss: 2.08468
[INFO] 2021-02-05 10:03:08 > Step: 31000 Progress: 15.5% Elapsed: 8:43:54 temperature: no ada_p: No Discriminator_loss: 0.469157 Generator_loss: 1.44074
[INFO] 2021-02-05 10:04:12 > Step: 31100 Progress: 15.6% Elapsed: 8:44:58 temperature: no ada_p: No Discriminator_loss: 0.584031 Generator_loss: 1.14937
[INFO] 2021-02-05 10:05:17 > Step: 31200 Progress: 15.6% Elapsed: 8:46:03 temperature: no ada_p: No Discriminator_loss: 0.472267 Generator_loss: 1.01759
[INFO] 2021-02-05 10:06:21 > Step: 31300 Progress: 15.7% Elapsed: 8:47:08 temperature: no ada_p: No Discriminator_loss: 0.574014 Generator_loss: 1.28546
[INFO] 2021-02-05 10:07:26 > Step: 31400 Progress: 15.7% Elapsed: 8:48:12 temperature: no ada_p: No Discriminator_loss: 0.431854 Generator_loss: 1.07613
[INFO] 2021-02-05 10:08:30 > Step: 31500 Progress: 15.8% Elapsed: 8:49:16 temperature: no ada_p: No Discriminator_loss: 0.405257 Generator_loss: 1.31364
[INFO] 2021-02-05 10:09:35 > Step: 31600 Progress: 15.8% Elapsed: 8:50:21 temperature: no ada_p: No Discriminator_loss: 0.409507 Generator_loss: 1.74756
[INFO] 2021-02-05 10:10:39 > Step: 31700 Progress: 15.8% Elapsed: 8:51:26 temperature: no ada_p: No Discriminator_loss: 0.766266 Generator_loss: 0.66938
[INFO] 2021-02-05 10:11:44 > Step: 31800 Progress: 15.9% Elapsed: 8:52:30 temperature: no ada_p: No Discriminator_loss: 0.498578 Generator_loss: 1.1752
[INFO] 2021-02-05 10:12:48 > Step: 31900 Progress: 16.0% Elapsed: 8:53:34 temperature: no ada_p: No Discriminator_loss: 0.54921 Generator_loss: 1.19854
[INFO] 2021-02-05 10:13:53 > Step: 32000 Progress: 16.0% Elapsed: 8:54:39 temperature: no ada_p: No Discriminator_loss: 0.246108 Generator_loss: 1.50992
[INFO] 2021-02-05 10:13:53 > Start Evaluation (32000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 10:13:53 > Calculating FID Score....
[INFO] 2021-02-05 10:14:33 > Calculating Inception Score....
[INFO] 2021-02-05 10:14:57 > Calculate F_beta Score....
[INFO] 2021-02-05 10:21:50 > Calculate Accuracies....
[INFO] 2021-02-05 10:22:13 > Calculate Accuracies....
[INFO] 2021-02-05 10:25:50 > F_8 score (Step: 32000, Using valid images): 0.5526537148262622
[INFO] 2021-02-05 10:25:50 > F_1/8 score (Step: 32000, Using valid images): 0.7735762465553229
[INFO] 2021-02-05 10:25:50 > FID score (Step: 32000, Using valid moments): 68.52486438012767
[INFO] 2021-02-05 10:25:50 > Inception score (Step: 32000, 50000 generated images): 12.49436092376709
[INFO] 2021-02-05 10:25:50 > Best FID score (Step: 30000, Using valid moments): 67.01726076634696
[INFO] 2021-02-05 10:26:00 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 10:27:04 > Step: 32100 Progress: 16.1% Elapsed: 9:07:50 temperature: no ada_p: No Discriminator_loss: 0.349141 Generator_loss: 1.32383
[INFO] 2021-02-05 10:28:35 > Step: 32200 Progress: 16.1% Elapsed: 9:09:21 temperature: no ada_p: No Discriminator_loss: 0.539276 Generator_loss: 0.845812
[INFO] 2021-02-05 10:29:39 > Step: 32300 Progress: 16.2% Elapsed: 9:10:26 temperature: no ada_p: No Discriminator_loss: 0.805517 Generator_loss: 0.813822
[INFO] 2021-02-05 10:30:44 > Step: 32400 Progress: 16.2% Elapsed: 9:11:30 temperature: no ada_p: No Discriminator_loss: 0.405425 Generator_loss: 1.42537
[INFO] 2021-02-05 10:31:48 > Step: 32500 Progress: 16.2% Elapsed: 9:12:35 temperature: no ada_p: No Discriminator_loss: 0.557694 Generator_loss: 1.1943
[INFO] 2021-02-05 10:32:54 > Step: 32600 Progress: 16.3% Elapsed: 9:13:41 temperature: no ada_p: No Discriminator_loss: 0.48178 Generator_loss: 1.28752
[INFO] 2021-02-05 10:33:59 > Step: 32700 Progress: 16.4% Elapsed: 9:14:45 temperature: no ada_p: No Discriminator_loss: 0.335596 Generator_loss: 1.86469
[INFO] 2021-02-05 10:35:03 > Step: 32800 Progress: 16.4% Elapsed: 9:15:49 temperature: no ada_p: No Discriminator_loss: 0.501126 Generator_loss: 1.38089
[INFO] 2021-02-05 10:36:08 > Step: 32900 Progress: 16.4% Elapsed: 9:16:54 temperature: no ada_p: No Discriminator_loss: 0.415713 Generator_loss: 0.94858
[INFO] 2021-02-05 10:37:12 > Step: 33000 Progress: 16.5% Elapsed: 9:17:58 temperature: no ada_p: No Discriminator_loss: 0.712431 Generator_loss: 0.871192
[INFO] 2021-02-05 10:38:17 > Step: 33100 Progress: 16.6% Elapsed: 9:19:03 temperature: no ada_p: No Discriminator_loss: 0.404971 Generator_loss: 1.15238
[INFO] 2021-02-05 10:39:21 > Step: 33200 Progress: 16.6% Elapsed: 9:20:07 temperature: no ada_p: No Discriminator_loss: 0.439186 Generator_loss: 1.12126
[INFO] 2021-02-05 10:40:26 > Step: 33300 Progress: 16.7% Elapsed: 9:21:12 temperature: no ada_p: No Discriminator_loss: 0.466313 Generator_loss: 1.25676
[INFO] 2021-02-05 10:41:30 > Step: 33400 Progress: 16.7% Elapsed: 9:22:16 temperature: no ada_p: No Discriminator_loss: 0.340819 Generator_loss: 1.86131
[INFO] 2021-02-05 10:42:35 > Step: 33500 Progress: 16.8% Elapsed: 9:23:21 temperature: no ada_p: No Discriminator_loss: 0.277733 Generator_loss: 1.8641
[INFO] 2021-02-05 10:43:39 > Step: 33600 Progress: 16.8% Elapsed: 9:24:25 temperature: no ada_p: No Discriminator_loss: 0.546931 Generator_loss: 1.12742
[INFO] 2021-02-05 10:44:44 > Step: 33700 Progress: 16.9% Elapsed: 9:25:30 temperature: no ada_p: No Discriminator_loss: 0.646806 Generator_loss: 1.64178
[INFO] 2021-02-05 10:45:48 > Step: 33800 Progress: 16.9% Elapsed: 9:26:34 temperature: no ada_p: No Discriminator_loss: 0.397869 Generator_loss: 1.10967
[INFO] 2021-02-05 10:46:52 > Step: 33900 Progress: 17.0% Elapsed: 9:27:39 temperature: no ada_p: No Discriminator_loss: 0.385001 Generator_loss: 1.30287
[INFO] 2021-02-05 10:47:57 > Step: 34000 Progress: 17.0% Elapsed: 9:28:43 temperature: no ada_p: No Discriminator_loss: 0.47201 Generator_loss: 1.76741
[INFO] 2021-02-05 10:47:57 > Start Evaluation (34000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 10:47:57 > Calculating FID Score....
[INFO] 2021-02-05 10:48:37 > Calculating Inception Score....
[INFO] 2021-02-05 10:49:01 > Calculate F_beta Score....
[INFO] 2021-02-05 10:56:09 > Calculate Accuracies....
[INFO] 2021-02-05 10:56:31 > Calculate Accuracies....
[INFO] 2021-02-05 11:00:09 > F_8 score (Step: 34000, Using valid images): 0.5719340772949374
[INFO] 2021-02-05 11:00:09 > F_1/8 score (Step: 34000, Using valid images): 0.7787284494768149
[INFO] 2021-02-05 11:00:09 > FID score (Step: 34000, Using valid moments): 68.31233787764495
[INFO] 2021-02-05 11:00:09 > Inception score (Step: 34000, 50000 generated images): 12.392273902893066
[INFO] 2021-02-05 11:00:10 > Best FID score (Step: 30000, Using valid moments): 67.01726076634696
[INFO] 2021-02-05 11:00:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 11:01:26 > Step: 34100 Progress: 17.1% Elapsed: 9:42:12 temperature: no ada_p: No Discriminator_loss: 0.603125 Generator_loss: 0.942539
[INFO] 2021-02-05 11:02:30 > Step: 34200 Progress: 17.1% Elapsed: 9:43:16 temperature: no ada_p: No Discriminator_loss: 0.468704 Generator_loss: 1.1672
[INFO] 2021-02-05 11:03:34 > Step: 34300 Progress: 17.2% Elapsed: 9:44:20 temperature: no ada_p: No Discriminator_loss: 0.336151 Generator_loss: 1.36269
[INFO] 2021-02-05 11:04:38 > Step: 34400 Progress: 17.2% Elapsed: 9:45:24 temperature: no ada_p: No Discriminator_loss: 0.425888 Generator_loss: 1.29959
[INFO] 2021-02-05 11:05:42 > Step: 34500 Progress: 17.2% Elapsed: 9:46:28 temperature: no ada_p: No Discriminator_loss: 0.482919 Generator_loss: 1.33061
[INFO] 2021-02-05 11:06:46 > Step: 34600 Progress: 17.3% Elapsed: 9:47:32 temperature: no ada_p: No Discriminator_loss: 0.359776 Generator_loss: 1.58906
[INFO] 2021-02-05 11:07:50 > Step: 34700 Progress: 17.3% Elapsed: 9:48:36 temperature: no ada_p: No Discriminator_loss: 0.357211 Generator_loss: 1.17095
[INFO] 2021-02-05 11:08:54 > Step: 34800 Progress: 17.4% Elapsed: 9:49:40 temperature: no ada_p: No Discriminator_loss: 0.302149 Generator_loss: 1.48253
[INFO] 2021-02-05 11:10:21 > Step: 34900 Progress: 17.4% Elapsed: 9:51:07 temperature: no ada_p: No Discriminator_loss: 0.376092 Generator_loss: 1.26625
[INFO] 2021-02-05 11:11:25 > Step: 35000 Progress: 17.5% Elapsed: 9:52:12 temperature: no ada_p: No Discriminator_loss: 0.510165 Generator_loss: 1.26606
[INFO] 2021-02-05 11:12:32 > Step: 35100 Progress: 17.5% Elapsed: 9:53:18 temperature: no ada_p: No Discriminator_loss: 0.527381 Generator_loss: 1.0297
[INFO] 2021-02-05 11:13:37 > Step: 35200 Progress: 17.6% Elapsed: 9:54:23 temperature: no ada_p: No Discriminator_loss: 0.347815 Generator_loss: 1.4663
[INFO] 2021-02-05 11:14:41 > Step: 35300 Progress: 17.6% Elapsed: 9:55:27 temperature: no ada_p: No Discriminator_loss: 0.343307 Generator_loss: 1.19646
[INFO] 2021-02-05 11:15:46 > Step: 35400 Progress: 17.7% Elapsed: 9:56:32 temperature: no ada_p: No Discriminator_loss: 0.354402 Generator_loss: 1.08854
[INFO] 2021-02-05 11:16:50 > Step: 35500 Progress: 17.8% Elapsed: 9:57:37 temperature: no ada_p: No Discriminator_loss: 0.544036 Generator_loss: 1.05592
[INFO] 2021-02-05 11:17:55 > Step: 35600 Progress: 17.8% Elapsed: 9:58:41 temperature: no ada_p: No Discriminator_loss: 0.315521 Generator_loss: 1.10426
[INFO] 2021-02-05 11:19:00 > Step: 35700 Progress: 17.8% Elapsed: 9:59:46 temperature: no ada_p: No Discriminator_loss: 0.253805 Generator_loss: 1.2401
[INFO] 2021-02-05 11:20:04 > Step: 35800 Progress: 17.9% Elapsed: 10:00:51 temperature: no ada_p: No Discriminator_loss: 0.363943 Generator_loss: 2.1545
[INFO] 2021-02-05 11:21:09 > Step: 35900 Progress: 17.9% Elapsed: 10:01:55 temperature: no ada_p: No Discriminator_loss: 0.388761 Generator_loss: 1.36838
[INFO] 2021-02-05 11:22:14 > Step: 36000 Progress: 18.0% Elapsed: 10:03:00 temperature: no ada_p: No Discriminator_loss: 0.326367 Generator_loss: 1.51486
[INFO] 2021-02-05 11:22:14 > Start Evaluation (36000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 11:22:14 > Calculating FID Score....
[INFO] 2021-02-05 11:22:55 > Calculating Inception Score....
[INFO] 2021-02-05 11:23:19 > Calculate F_beta Score....
[INFO] 2021-02-05 11:30:24 > Calculate Accuracies....
[INFO] 2021-02-05 11:30:47 > Calculate Accuracies....
[INFO] 2021-02-05 11:34:23 > F_8 score (Step: 36000, Using valid images): 0.5633837243021984
[INFO] 2021-02-05 11:34:23 > F_1/8 score (Step: 36000, Using valid images): 0.7628059458215408
[INFO] 2021-02-05 11:34:23 > FID score (Step: 36000, Using valid moments): 65.8963625098495
[INFO] 2021-02-05 11:34:23 > Inception score (Step: 36000, 50000 generated images): 12.859678268432617
[INFO] 2021-02-05 11:34:23 > Best FID score (Step: 36000, Using valid moments): 65.8963625098495
[INFO] 2021-02-05 11:34:43 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 11:35:47 > Step: 36100 Progress: 18.1% Elapsed: 10:16:34 temperature: no ada_p: No Discriminator_loss: 0.459138 Generator_loss: 1.17659
[INFO] 2021-02-05 11:36:52 > Step: 36200 Progress: 18.1% Elapsed: 10:17:38 temperature: no ada_p: No Discriminator_loss: 0.386933 Generator_loss: 1.23629
[INFO] 2021-02-05 11:37:56 > Step: 36300 Progress: 18.1% Elapsed: 10:18:42 temperature: no ada_p: No Discriminator_loss: 0.703618 Generator_loss: 0.820813
[INFO] 2021-02-05 11:39:00 > Step: 36400 Progress: 18.2% Elapsed: 10:19:46 temperature: no ada_p: No Discriminator_loss: 0.330481 Generator_loss: 1.22127
[INFO] 2021-02-05 11:40:04 > Step: 36500 Progress: 18.2% Elapsed: 10:20:50 temperature: no ada_p: No Discriminator_loss: 0.395139 Generator_loss: 1.26299
[INFO] 2021-02-05 11:41:08 > Step: 36600 Progress: 18.3% Elapsed: 10:21:54 temperature: no ada_p: No Discriminator_loss: 0.980511 Generator_loss: 0.746722
[INFO] 2021-02-05 11:42:12 > Step: 36700 Progress: 18.4% Elapsed: 10:22:58 temperature: no ada_p: No Discriminator_loss: 0.564747 Generator_loss: 1.12892
[INFO] 2021-02-05 11:43:16 > Step: 36800 Progress: 18.4% Elapsed: 10:24:02 temperature: no ada_p: No Discriminator_loss: 0.383099 Generator_loss: 0.975604
[INFO] 2021-02-05 11:44:20 > Step: 36900 Progress: 18.4% Elapsed: 10:25:07 temperature: no ada_p: No Discriminator_loss: 0.312877 Generator_loss: 1.80223
[INFO] 2021-02-05 11:45:25 > Step: 37000 Progress: 18.5% Elapsed: 10:26:11 temperature: no ada_p: No Discriminator_loss: 0.532925 Generator_loss: 1.36463
[INFO] 2021-02-05 11:46:29 > Step: 37100 Progress: 18.6% Elapsed: 10:27:15 temperature: no ada_p: No Discriminator_loss: 0.43639 Generator_loss: 1.13863
[INFO] 2021-02-05 11:47:32 > Step: 37200 Progress: 18.6% Elapsed: 10:28:19 temperature: no ada_p: No Discriminator_loss: 0.455612 Generator_loss: 1.19196
[INFO] 2021-02-05 11:48:36 > Step: 37300 Progress: 18.6% Elapsed: 10:29:23 temperature: no ada_p: No Discriminator_loss: 0.356471 Generator_loss: 1.36018
[INFO] 2021-02-05 11:49:40 > Step: 37400 Progress: 18.7% Elapsed: 10:30:26 temperature: no ada_p: No Discriminator_loss: 0.263163 Generator_loss: 1.86506
[INFO] 2021-02-05 11:50:44 > Step: 37500 Progress: 18.8% Elapsed: 10:31:30 temperature: no ada_p: No Discriminator_loss: 0.309553 Generator_loss: 1.25563
[INFO] 2021-02-05 11:51:50 > Step: 37600 Progress: 18.8% Elapsed: 10:32:36 temperature: no ada_p: No Discriminator_loss: 0.641816 Generator_loss: 1.19631
[INFO] 2021-02-05 11:52:54 > Step: 37700 Progress: 18.9% Elapsed: 10:33:40 temperature: no ada_p: No Discriminator_loss: 0.31912 Generator_loss: 1.542
[INFO] 2021-02-05 11:53:58 > Step: 37800 Progress: 18.9% Elapsed: 10:34:44 temperature: no ada_p: No Discriminator_loss: 0.31258 Generator_loss: 2.10989
[INFO] 2021-02-05 11:55:02 > Step: 37900 Progress: 18.9% Elapsed: 10:35:48 temperature: no ada_p: No Discriminator_loss: 0.286881 Generator_loss: 1.32712
[INFO] 2021-02-05 11:56:06 > Step: 38000 Progress: 19.0% Elapsed: 10:36:52 temperature: no ada_p: No Discriminator_loss: 0.499654 Generator_loss: 1.07262
[INFO] 2021-02-05 11:56:06 > Start Evaluation (38000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 11:56:06 > Calculating FID Score....
[INFO] 2021-02-05 11:57:04 > Calculating Inception Score....
[INFO] 2021-02-05 11:57:27 > Calculate F_beta Score....
[INFO] 2021-02-05 12:04:32 > Calculate Accuracies....
[INFO] 2021-02-05 12:04:54 > Calculate Accuracies....
[INFO] 2021-02-05 12:08:31 > F_8 score (Step: 38000, Using valid images): 0.5472101482067756
[INFO] 2021-02-05 12:08:31 > F_1/8 score (Step: 38000, Using valid images): 0.8115060080391884
[INFO] 2021-02-05 12:08:31 > FID score (Step: 38000, Using valid moments): 62.847914438062276
[INFO] 2021-02-05 12:08:31 > Inception score (Step: 38000, 50000 generated images): 13.154519081115723
[INFO] 2021-02-05 12:08:31 > Best FID score (Step: 38000, Using valid moments): 62.847914438062276
[INFO] 2021-02-05 12:08:51 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 12:09:55 > Step: 38100 Progress: 19.1% Elapsed: 10:50:41 temperature: no ada_p: No Discriminator_loss: 0.360584 Generator_loss: 1.36234
[INFO] 2021-02-05 12:10:59 > Step: 38200 Progress: 19.1% Elapsed: 10:51:45 temperature: no ada_p: No Discriminator_loss: 0.589142 Generator_loss: 1.09935
[INFO] 2021-02-05 12:12:03 > Step: 38300 Progress: 19.1% Elapsed: 10:52:50 temperature: no ada_p: No Discriminator_loss: 0.533447 Generator_loss: 1.29747
[INFO] 2021-02-05 12:13:08 > Step: 38400 Progress: 19.2% Elapsed: 10:53:54 temperature: no ada_p: No Discriminator_loss: 0.307622 Generator_loss: 1.7086
[INFO] 2021-02-05 12:14:12 > Step: 38500 Progress: 19.2% Elapsed: 10:54:59 temperature: no ada_p: No Discriminator_loss: 0.298681 Generator_loss: 1.79805
[INFO] 2021-02-05 12:15:17 > Step: 38600 Progress: 19.3% Elapsed: 10:56:03 temperature: no ada_p: No Discriminator_loss: 0.448702 Generator_loss: 1.37604
[INFO] 2021-02-05 12:16:21 > Step: 38700 Progress: 19.4% Elapsed: 10:57:07 temperature: no ada_p: No Discriminator_loss: 0.255054 Generator_loss: 1.50722
[INFO] 2021-02-05 12:17:25 > Step: 38800 Progress: 19.4% Elapsed: 10:58:11 temperature: no ada_p: No Discriminator_loss: 0.319185 Generator_loss: 1.78446
[INFO] 2021-02-05 12:18:47 > Step: 38900 Progress: 19.4% Elapsed: 10:59:33 temperature: no ada_p: No Discriminator_loss: 0.735982 Generator_loss: 0.926331
[INFO] 2021-02-05 12:19:52 > Step: 39000 Progress: 19.5% Elapsed: 11:00:38 temperature: no ada_p: No Discriminator_loss: 0.306426 Generator_loss: 0.94395
[INFO] 2021-02-05 12:20:56 > Step: 39100 Progress: 19.6% Elapsed: 11:01:43 temperature: no ada_p: No Discriminator_loss: 0.30196 Generator_loss: 1.31634
[INFO] 2021-02-05 12:22:01 > Step: 39200 Progress: 19.6% Elapsed: 11:02:47 temperature: no ada_p: No Discriminator_loss: 0.527147 Generator_loss: 1.06912
[INFO] 2021-02-05 12:23:06 > Step: 39300 Progress: 19.7% Elapsed: 11:03:52 temperature: no ada_p: No Discriminator_loss: 0.602536 Generator_loss: 1.07886
[INFO] 2021-02-05 12:24:10 > Step: 39400 Progress: 19.7% Elapsed: 11:04:56 temperature: no ada_p: No Discriminator_loss: 0.671537 Generator_loss: 0.899427
[INFO] 2021-02-05 12:25:15 > Step: 39500 Progress: 19.8% Elapsed: 11:06:01 temperature: no ada_p: No Discriminator_loss: 0.625871 Generator_loss: 1.02537
[INFO] 2021-02-05 12:26:20 > Step: 39600 Progress: 19.8% Elapsed: 11:07:06 temperature: no ada_p: No Discriminator_loss: 0.477405 Generator_loss: 1.95182
[INFO] 2021-02-05 12:27:24 > Step: 39700 Progress: 19.9% Elapsed: 11:08:11 temperature: no ada_p: No Discriminator_loss: 0.345374 Generator_loss: 1.5056
[INFO] 2021-02-05 12:28:29 > Step: 39800 Progress: 19.9% Elapsed: 11:09:15 temperature: no ada_p: No Discriminator_loss: 0.414608 Generator_loss: 2.12069
[INFO] 2021-02-05 12:29:34 > Step: 39900 Progress: 20.0% Elapsed: 11:10:20 temperature: no ada_p: No Discriminator_loss: 0.387813 Generator_loss: 1.27833
[INFO] 2021-02-05 12:30:39 > Step: 40000 Progress: 20.0% Elapsed: 11:11:25 temperature: no ada_p: No Discriminator_loss: 0.343724 Generator_loss: 1.73611
[INFO] 2021-02-05 12:30:39 > Start Evaluation (40000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 12:30:39 > Calculating FID Score....
[INFO] 2021-02-05 12:31:21 > Calculating Inception Score....
[INFO] 2021-02-05 12:31:45 > Calculate F_beta Score....
[INFO] 2021-02-05 12:38:45 > Calculate Accuracies....
[INFO] 2021-02-05 12:39:08 > Calculate Accuracies....
[INFO] 2021-02-05 12:42:47 > F_8 score (Step: 40000, Using valid images): 0.5902132193123858
[INFO] 2021-02-05 12:42:47 > F_1/8 score (Step: 40000, Using valid images): 0.7856582810312376
[INFO] 2021-02-05 12:42:47 > FID score (Step: 40000, Using valid moments): 63.56423622534169
[INFO] 2021-02-05 12:42:47 > Inception score (Step: 40000, 50000 generated images): 13.392767906188965
[INFO] 2021-02-05 12:42:47 > Best FID score (Step: 38000, Using valid moments): 62.847914438062276
[INFO] 2021-02-05 12:42:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 12:44:03 > Step: 40100 Progress: 20.1% Elapsed: 11:24:50 temperature: no ada_p: No Discriminator_loss: 0.331384 Generator_loss: 1.71411
[INFO] 2021-02-05 12:45:07 > Step: 40200 Progress: 20.1% Elapsed: 11:25:54 temperature: no ada_p: No Discriminator_loss: 0.566479 Generator_loss: 0.975108
[INFO] 2021-02-05 12:46:12 > Step: 40300 Progress: 20.2% Elapsed: 11:26:58 temperature: no ada_p: No Discriminator_loss: 0.39167 Generator_loss: 1.16676
[INFO] 2021-02-05 12:47:16 > Step: 40400 Progress: 20.2% Elapsed: 11:28:02 temperature: no ada_p: No Discriminator_loss: 0.433113 Generator_loss: 1.19433
[INFO] 2021-02-05 12:48:20 > Step: 40500 Progress: 20.2% Elapsed: 11:29:06 temperature: no ada_p: No Discriminator_loss: 0.419881 Generator_loss: 0.947884
[INFO] 2021-02-05 12:49:24 > Step: 40600 Progress: 20.3% Elapsed: 11:30:10 temperature: no ada_p: No Discriminator_loss: 0.342037 Generator_loss: 2.03158
[INFO] 2021-02-05 12:50:28 > Step: 40700 Progress: 20.3% Elapsed: 11:31:14 temperature: no ada_p: No Discriminator_loss: 0.794977 Generator_loss: 0.654002
[INFO] 2021-02-05 12:51:32 > Step: 40800 Progress: 20.4% Elapsed: 11:32:18 temperature: no ada_p: No Discriminator_loss: 0.434922 Generator_loss: 1.06856
[INFO] 2021-02-05 12:52:36 > Step: 40900 Progress: 20.4% Elapsed: 11:33:22 temperature: no ada_p: No Discriminator_loss: 0.306657 Generator_loss: 1.88398
[INFO] 2021-02-05 12:53:40 > Step: 41000 Progress: 20.5% Elapsed: 11:34:26 temperature: no ada_p: No Discriminator_loss: 0.496286 Generator_loss: 1.27361
[INFO] 2021-02-05 12:54:44 > Step: 41100 Progress: 20.5% Elapsed: 11:35:31 temperature: no ada_p: No Discriminator_loss: 0.614798 Generator_loss: 1.40308
[INFO] 2021-02-05 12:55:48 > Step: 41200 Progress: 20.6% Elapsed: 11:36:35 temperature: no ada_p: No Discriminator_loss: 0.718661 Generator_loss: 0.958812
[INFO] 2021-02-05 12:56:53 > Step: 41300 Progress: 20.6% Elapsed: 11:37:39 temperature: no ada_p: No Discriminator_loss: 0.366121 Generator_loss: 1.44407
[INFO] 2021-02-05 12:57:57 > Step: 41400 Progress: 20.7% Elapsed: 11:38:43 temperature: no ada_p: No Discriminator_loss: 0.372949 Generator_loss: 2.28676
[INFO] 2021-02-05 12:59:01 > Step: 41500 Progress: 20.8% Elapsed: 11:39:47 temperature: no ada_p: No Discriminator_loss: 0.442779 Generator_loss: 1.21945
[INFO] 2021-02-05 13:00:05 > Step: 41600 Progress: 20.8% Elapsed: 11:40:51 temperature: no ada_p: No Discriminator_loss: 0.741548 Generator_loss: 1.08137
[INFO] 2021-02-05 13:01:09 > Step: 41700 Progress: 20.8% Elapsed: 11:41:55 temperature: no ada_p: No Discriminator_loss: 0.319279 Generator_loss: 1.11745
[INFO] 2021-02-05 13:02:13 > Step: 41800 Progress: 20.9% Elapsed: 11:42:59 temperature: no ada_p: No Discriminator_loss: 0.482147 Generator_loss: 0.793204
[INFO] 2021-02-05 13:03:17 > Step: 41900 Progress: 20.9% Elapsed: 11:44:03 temperature: no ada_p: No Discriminator_loss: 0.609751 Generator_loss: 1.4054
[INFO] 2021-02-05 13:04:21 > Step: 42000 Progress: 21.0% Elapsed: 11:45:07 temperature: no ada_p: No Discriminator_loss: 0.40182 Generator_loss: 1.09
[INFO] 2021-02-05 13:04:21 > Start Evaluation (42000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 13:04:21 > Calculating FID Score....
[INFO] 2021-02-05 13:05:27 > Calculating Inception Score....
[INFO] 2021-02-05 13:05:50 > Calculate F_beta Score....
[INFO] 2021-02-05 13:12:47 > Calculate Accuracies....
[INFO] 2021-02-05 13:13:10 > Calculate Accuracies....
[INFO] 2021-02-05 13:16:46 > F_8 score (Step: 42000, Using valid images): 0.6147701199805163
[INFO] 2021-02-05 13:16:46 > F_1/8 score (Step: 42000, Using valid images): 0.8195022557926104
[INFO] 2021-02-05 13:16:46 > FID score (Step: 42000, Using valid moments): 62.11733125658003
[INFO] 2021-02-05 13:16:46 > Inception score (Step: 42000, 50000 generated images): 13.467596054077148
[INFO] 2021-02-05 13:16:46 > Best FID score (Step: 42000, Using valid moments): 62.11733125658003
[INFO] 2021-02-05 13:17:07 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 13:18:29 > Step: 42100 Progress: 21.1% Elapsed: 11:59:15 temperature: no ada_p: No Discriminator_loss: 0.527716 Generator_loss: 0.614439
[INFO] 2021-02-05 13:19:34 > Step: 42200 Progress: 21.1% Elapsed: 12:00:20 temperature: no ada_p: No Discriminator_loss: 0.338267 Generator_loss: 1.56668
[INFO] 2021-02-05 13:20:39 > Step: 42300 Progress: 21.1% Elapsed: 12:01:25 temperature: no ada_p: No Discriminator_loss: 0.415591 Generator_loss: 1.39719
[INFO] 2021-02-05 13:21:43 > Step: 42400 Progress: 21.2% Elapsed: 12:02:29 temperature: no ada_p: No Discriminator_loss: 0.432588 Generator_loss: 1.5536
[INFO] 2021-02-05 13:22:48 > Step: 42500 Progress: 21.2% Elapsed: 12:03:34 temperature: no ada_p: No Discriminator_loss: 0.380296 Generator_loss: 1.46896
[INFO] 2021-02-05 13:23:54 > Step: 42600 Progress: 21.3% Elapsed: 12:04:40 temperature: no ada_p: No Discriminator_loss: 0.420615 Generator_loss: 1.28252
[INFO] 2021-02-05 13:24:58 > Step: 42700 Progress: 21.3% Elapsed: 12:05:45 temperature: no ada_p: No Discriminator_loss: 0.601256 Generator_loss: 0.942554
[INFO] 2021-02-05 13:26:03 > Step: 42800 Progress: 21.4% Elapsed: 12:06:49 temperature: no ada_p: No Discriminator_loss: 0.380856 Generator_loss: 1.39267
[INFO] 2021-02-05 13:27:08 > Step: 42900 Progress: 21.4% Elapsed: 12:07:54 temperature: no ada_p: No Discriminator_loss: 0.342318 Generator_loss: 1.42629
[INFO] 2021-02-05 13:28:12 > Step: 43000 Progress: 21.5% Elapsed: 12:08:59 temperature: no ada_p: No Discriminator_loss: 0.599117 Generator_loss: 1.02542
[INFO] 2021-02-05 13:29:17 > Step: 43100 Progress: 21.6% Elapsed: 12:10:03 temperature: no ada_p: No Discriminator_loss: 0.921704 Generator_loss: 0.783161
[INFO] 2021-02-05 13:30:22 > Step: 43200 Progress: 21.6% Elapsed: 12:11:08 temperature: no ada_p: No Discriminator_loss: 0.525144 Generator_loss: 0.959211
[INFO] 2021-02-05 13:31:26 > Step: 43300 Progress: 21.6% Elapsed: 12:12:13 temperature: no ada_p: No Discriminator_loss: 0.345387 Generator_loss: 1.83798
[INFO] 2021-02-05 13:32:31 > Step: 43400 Progress: 21.7% Elapsed: 12:13:17 temperature: no ada_p: No Discriminator_loss: 0.433089 Generator_loss: 1.21411
[INFO] 2021-02-05 13:33:36 > Step: 43500 Progress: 21.8% Elapsed: 12:14:22 temperature: no ada_p: No Discriminator_loss: 0.2927 Generator_loss: 1.37067
[INFO] 2021-02-05 13:34:40 > Step: 43600 Progress: 21.8% Elapsed: 12:15:27 temperature: no ada_p: No Discriminator_loss: 0.354893 Generator_loss: 1.38635
[INFO] 2021-02-05 13:35:45 > Step: 43700 Progress: 21.9% Elapsed: 12:16:31 temperature: no ada_p: No Discriminator_loss: 0.522777 Generator_loss: 1.2754
[INFO] 2021-02-05 13:36:50 > Step: 43800 Progress: 21.9% Elapsed: 12:17:36 temperature: no ada_p: No Discriminator_loss: 0.73424 Generator_loss: 0.818171
[INFO] 2021-02-05 13:37:55 > Step: 43900 Progress: 21.9% Elapsed: 12:18:41 temperature: no ada_p: No Discriminator_loss: 0.440272 Generator_loss: 1.12488
[INFO] 2021-02-05 13:38:59 > Step: 44000 Progress: 22.0% Elapsed: 12:19:45 temperature: no ada_p: No Discriminator_loss: 0.429502 Generator_loss: 1.36763
[INFO] 2021-02-05 13:38:59 > Start Evaluation (44000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 13:38:59 > Calculating FID Score....
[INFO] 2021-02-05 13:39:40 > Calculating Inception Score....
[INFO] 2021-02-05 13:40:03 > Calculate F_beta Score....
[INFO] 2021-02-05 13:47:15 > Calculate Accuracies....
[INFO] 2021-02-05 13:47:38 > Calculate Accuracies....
[INFO] 2021-02-05 13:51:14 > F_8 score (Step: 44000, Using valid images): 0.5843212993927225
[INFO] 2021-02-05 13:51:14 > F_1/8 score (Step: 44000, Using valid images): 0.8112806936120618
[INFO] 2021-02-05 13:51:14 > FID score (Step: 44000, Using valid moments): 61.72823489587756
[INFO] 2021-02-05 13:51:14 > Inception score (Step: 44000, 50000 generated images): 13.93469524383545
[INFO] 2021-02-05 13:51:14 > Best FID score (Step: 44000, Using valid moments): 61.72823489587756
[INFO] 2021-02-05 13:51:34 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 13:52:38 > Step: 44100 Progress: 22.1% Elapsed: 12:33:24 temperature: no ada_p: No Discriminator_loss: 0.391185 Generator_loss: 2.06045
[INFO] 2021-02-05 13:53:42 > Step: 44200 Progress: 22.1% Elapsed: 12:34:28 temperature: no ada_p: No Discriminator_loss: 0.970308 Generator_loss: 0.665027
[INFO] 2021-02-05 13:54:46 > Step: 44300 Progress: 22.1% Elapsed: 12:35:33 temperature: no ada_p: No Discriminator_loss: 0.31774 Generator_loss: 1.34743
[INFO] 2021-02-05 13:55:50 > Step: 44400 Progress: 22.2% Elapsed: 12:36:37 temperature: no ada_p: No Discriminator_loss: 0.370105 Generator_loss: 1.25775
[INFO] 2021-02-05 13:56:54 > Step: 44500 Progress: 22.2% Elapsed: 12:37:41 temperature: no ada_p: No Discriminator_loss: 0.389058 Generator_loss: 1.31406
[INFO] 2021-02-05 13:57:59 > Step: 44600 Progress: 22.3% Elapsed: 12:38:45 temperature: no ada_p: No Discriminator_loss: 0.809814 Generator_loss: 1.68642
[INFO] 2021-02-05 13:59:03 > Step: 44700 Progress: 22.4% Elapsed: 12:39:49 temperature: no ada_p: No Discriminator_loss: 0.35153 Generator_loss: 1.78824
[INFO] 2021-02-05 14:00:07 > Step: 44800 Progress: 22.4% Elapsed: 12:40:53 temperature: no ada_p: No Discriminator_loss: 0.361342 Generator_loss: 1.22944
[INFO] 2021-02-05 14:01:30 > Step: 44900 Progress: 22.4% Elapsed: 12:42:16 temperature: no ada_p: No Discriminator_loss: 0.31199 Generator_loss: 2.27223
[INFO] 2021-02-05 14:02:34 > Step: 45000 Progress: 22.5% Elapsed: 12:43:21 temperature: no ada_p: No Discriminator_loss: 0.387357 Generator_loss: 1.57038
[INFO] 2021-02-05 14:03:40 > Step: 45100 Progress: 22.6% Elapsed: 12:44:27 temperature: no ada_p: No Discriminator_loss: 0.357428 Generator_loss: 1.24941
[INFO] 2021-02-05 14:04:45 > Step: 45200 Progress: 22.6% Elapsed: 12:45:31 temperature: no ada_p: No Discriminator_loss: 0.344283 Generator_loss: 2.00969
[INFO] 2021-02-05 14:05:50 > Step: 45300 Progress: 22.7% Elapsed: 12:46:36 temperature: no ada_p: No Discriminator_loss: 0.283544 Generator_loss: 1.97755
[INFO] 2021-02-05 14:06:54 > Step: 45400 Progress: 22.7% Elapsed: 12:47:40 temperature: no ada_p: No Discriminator_loss: 0.414752 Generator_loss: 1.18271
[INFO] 2021-02-05 14:07:59 > Step: 45500 Progress: 22.8% Elapsed: 12:48:45 temperature: no ada_p: No Discriminator_loss: 0.406581 Generator_loss: 1.35974
[INFO] 2021-02-05 14:09:03 > Step: 45600 Progress: 22.8% Elapsed: 12:49:49 temperature: no ada_p: No Discriminator_loss: 0.400173 Generator_loss: 2.39233
[INFO] 2021-02-05 14:10:08 > Step: 45700 Progress: 22.9% Elapsed: 12:50:54 temperature: no ada_p: No Discriminator_loss: 0.582307 Generator_loss: 1.20094
[INFO] 2021-02-05 14:11:13 > Step: 45800 Progress: 22.9% Elapsed: 12:51:59 temperature: no ada_p: No Discriminator_loss: 0.59354 Generator_loss: 1.32821
[INFO] 2021-02-05 14:12:17 > Step: 45900 Progress: 22.9% Elapsed: 12:53:04 temperature: no ada_p: No Discriminator_loss: 0.564571 Generator_loss: 0.916971
[INFO] 2021-02-05 14:13:22 > Step: 46000 Progress: 23.0% Elapsed: 12:54:08 temperature: no ada_p: No Discriminator_loss: 0.309114 Generator_loss: 1.31021
[INFO] 2021-02-05 14:13:22 > Start Evaluation (46000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 14:13:22 > Calculating FID Score....
[INFO] 2021-02-05 14:14:03 > Calculating Inception Score....
[INFO] 2021-02-05 14:14:27 > Calculate F_beta Score....
[INFO] 2021-02-05 14:21:22 > Calculate Accuracies....
[INFO] 2021-02-05 14:21:45 > Calculate Accuracies....
[INFO] 2021-02-05 14:25:20 > F_8 score (Step: 46000, Using valid images): 0.6067269541499717
[INFO] 2021-02-05 14:25:20 > F_1/8 score (Step: 46000, Using valid images): 0.8113949999618933
[INFO] 2021-02-05 14:25:20 > FID score (Step: 46000, Using valid moments): 60.3078306748954
[INFO] 2021-02-05 14:25:20 > Inception score (Step: 46000, 50000 generated images): 13.992703437805176
[INFO] 2021-02-05 14:25:20 > Best FID score (Step: 46000, Using valid moments): 60.3078306748954
[INFO] 2021-02-05 14:25:41 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 14:26:45 > Step: 46100 Progress: 23.1% Elapsed: 13:07:32 temperature: no ada_p: No Discriminator_loss: 0.318667 Generator_loss: 1.61995
[INFO] 2021-02-05 14:27:49 > Step: 46200 Progress: 23.1% Elapsed: 13:08:36 temperature: no ada_p: No Discriminator_loss: 0.412408 Generator_loss: 2.24472
[INFO] 2021-02-05 14:28:54 > Step: 46300 Progress: 23.2% Elapsed: 13:09:40 temperature: no ada_p: No Discriminator_loss: 0.375822 Generator_loss: 1.35169
[INFO] 2021-02-05 14:29:58 > Step: 46400 Progress: 23.2% Elapsed: 13:10:44 temperature: no ada_p: No Discriminator_loss: 0.265142 Generator_loss: 1.60143
[INFO] 2021-02-05 14:31:02 > Step: 46500 Progress: 23.2% Elapsed: 13:11:48 temperature: no ada_p: No Discriminator_loss: 0.389484 Generator_loss: 1.21574
[INFO] 2021-02-05 14:32:24 > Step: 46600 Progress: 23.3% Elapsed: 13:13:10 temperature: no ada_p: No Discriminator_loss: 0.24811 Generator_loss: 1.80636
[INFO] 2021-02-05 14:33:29 > Step: 46700 Progress: 23.4% Elapsed: 13:14:15 temperature: no ada_p: No Discriminator_loss: 0.539511 Generator_loss: 1.03796
[INFO] 2021-02-05 14:34:34 > Step: 46800 Progress: 23.4% Elapsed: 13:15:20 temperature: no ada_p: No Discriminator_loss: 0.554945 Generator_loss: 0.976594
[INFO] 2021-02-05 14:35:38 > Step: 46900 Progress: 23.4% Elapsed: 13:16:24 temperature: no ada_p: No Discriminator_loss: 0.545922 Generator_loss: 0.899685
[INFO] 2021-02-05 14:36:43 > Step: 47000 Progress: 23.5% Elapsed: 13:17:29 temperature: no ada_p: No Discriminator_loss: 0.647765 Generator_loss: 0.838393
[INFO] 2021-02-05 14:37:48 > Step: 47100 Progress: 23.5% Elapsed: 13:18:34 temperature: no ada_p: No Discriminator_loss: 0.342933 Generator_loss: 1.40647
[INFO] 2021-02-05 14:38:52 > Step: 47200 Progress: 23.6% Elapsed: 13:19:38 temperature: no ada_p: No Discriminator_loss: 0.52934 Generator_loss: 1.01547
[INFO] 2021-02-05 14:39:57 > Step: 47300 Progress: 23.6% Elapsed: 13:20:43 temperature: no ada_p: No Discriminator_loss: 0.370935 Generator_loss: 1.43799
[INFO] 2021-02-05 14:41:02 > Step: 47400 Progress: 23.7% Elapsed: 13:21:48 temperature: no ada_p: No Discriminator_loss: 0.352699 Generator_loss: 1.25167
[INFO] 2021-02-05 14:42:06 > Step: 47500 Progress: 23.8% Elapsed: 13:22:52 temperature: no ada_p: No Discriminator_loss: 0.902307 Generator_loss: 0.712787
[INFO] 2021-02-05 14:43:12 > Step: 47600 Progress: 23.8% Elapsed: 13:23:58 temperature: no ada_p: No Discriminator_loss: 0.365504 Generator_loss: 1.81056
[INFO] 2021-02-05 14:44:17 > Step: 47700 Progress: 23.8% Elapsed: 13:25:03 temperature: no ada_p: No Discriminator_loss: 0.292418 Generator_loss: 2.12771
[INFO] 2021-02-05 14:45:21 > Step: 47800 Progress: 23.9% Elapsed: 13:26:08 temperature: no ada_p: No Discriminator_loss: 0.348702 Generator_loss: 1.93385
[INFO] 2021-02-05 14:46:26 > Step: 47900 Progress: 23.9% Elapsed: 13:27:12 temperature: no ada_p: No Discriminator_loss: 0.60879 Generator_loss: 0.904229
[INFO] 2021-02-05 14:47:31 > Step: 48000 Progress: 24.0% Elapsed: 13:28:17 temperature: no ada_p: No Discriminator_loss: 0.313775 Generator_loss: 1.24415
[INFO] 2021-02-05 14:47:31 > Start Evaluation (48000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 14:47:31 > Calculating FID Score....
[INFO] 2021-02-05 14:48:12 > Calculating Inception Score....
[INFO] 2021-02-05 14:48:35 > Calculate F_beta Score....
[INFO] 2021-02-05 14:55:38 > Calculate Accuracies....
[INFO] 2021-02-05 14:56:00 > Calculate Accuracies....
[INFO] 2021-02-05 14:59:36 > F_8 score (Step: 48000, Using valid images): 0.5907394263561815
[INFO] 2021-02-05 14:59:36 > F_1/8 score (Step: 48000, Using valid images): 0.8072114713234637
[INFO] 2021-02-05 14:59:36 > FID score (Step: 48000, Using valid moments): 60.55730403725818
[INFO] 2021-02-05 14:59:36 > Inception score (Step: 48000, 50000 generated images): 13.84676742553711
[INFO] 2021-02-05 14:59:36 > Best FID score (Step: 46000, Using valid moments): 60.3078306748954
[INFO] 2021-02-05 14:59:46 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 15:00:50 > Step: 48100 Progress: 24.1% Elapsed: 13:41:36 temperature: no ada_p: No Discriminator_loss: 0.631651 Generator_loss: 1.47394
[INFO] 2021-02-05 15:01:55 > Step: 48200 Progress: 24.1% Elapsed: 13:42:41 temperature: no ada_p: No Discriminator_loss: 0.302344 Generator_loss: 1.41313
[INFO] 2021-02-05 15:02:59 > Step: 48300 Progress: 24.1% Elapsed: 13:43:45 temperature: no ada_p: No Discriminator_loss: 0.392629 Generator_loss: 1.14002
[INFO] 2021-02-05 15:04:03 > Step: 48400 Progress: 24.2% Elapsed: 13:44:49 temperature: no ada_p: No Discriminator_loss: 0.271179 Generator_loss: 1.29359
[INFO] 2021-02-05 15:05:07 > Step: 48500 Progress: 24.2% Elapsed: 13:45:53 temperature: no ada_p: No Discriminator_loss: 0.394523 Generator_loss: 1.12194
[INFO] 2021-02-05 15:06:12 > Step: 48600 Progress: 24.3% Elapsed: 13:46:58 temperature: no ada_p: No Discriminator_loss: 0.413033 Generator_loss: 2.22091
[INFO] 2021-02-05 15:07:16 > Step: 48700 Progress: 24.3% Elapsed: 13:48:02 temperature: no ada_p: No Discriminator_loss: 0.436288 Generator_loss: 1.2364
[INFO] 2021-02-05 15:08:20 > Step: 48800 Progress: 24.4% Elapsed: 13:49:06 temperature: no ada_p: No Discriminator_loss: 0.289681 Generator_loss: 1.44368
[INFO] 2021-02-05 15:09:24 > Step: 48900 Progress: 24.4% Elapsed: 13:50:10 temperature: no ada_p: No Discriminator_loss: 0.423496 Generator_loss: 1.38136
[INFO] 2021-02-05 15:10:28 > Step: 49000 Progress: 24.5% Elapsed: 13:51:14 temperature: no ada_p: No Discriminator_loss: 0.271181 Generator_loss: 1.42959
[INFO] 2021-02-05 15:11:32 > Step: 49100 Progress: 24.6% Elapsed: 13:52:18 temperature: no ada_p: No Discriminator_loss: 0.349545 Generator_loss: 1.46544
[INFO] 2021-02-05 15:12:37 > Step: 49200 Progress: 24.6% Elapsed: 13:53:23 temperature: no ada_p: No Discriminator_loss: 0.437664 Generator_loss: 1.25401
[INFO] 2021-02-05 15:13:41 > Step: 49300 Progress: 24.6% Elapsed: 13:54:27 temperature: no ada_p: No Discriminator_loss: 0.461275 Generator_loss: 1.41292
[INFO] 2021-02-05 15:14:45 > Step: 49400 Progress: 24.7% Elapsed: 13:55:31 temperature: no ada_p: No Discriminator_loss: 0.604012 Generator_loss: 1.13433
[INFO] 2021-02-05 15:15:49 > Step: 49500 Progress: 24.8% Elapsed: 13:56:36 temperature: no ada_p: No Discriminator_loss: 0.452517 Generator_loss: 1.29134
[INFO] 2021-02-05 15:16:54 > Step: 49600 Progress: 24.8% Elapsed: 13:57:40 temperature: no ada_p: No Discriminator_loss: 0.537389 Generator_loss: 1.02102
[INFO] 2021-02-05 15:18:16 > Step: 49700 Progress: 24.9% Elapsed: 13:59:02 temperature: no ada_p: No Discriminator_loss: 0.345404 Generator_loss: 2.32002
[INFO] 2021-02-05 15:19:20 > Step: 49800 Progress: 24.9% Elapsed: 14:00:07 temperature: no ada_p: No Discriminator_loss: 0.394399 Generator_loss: 1.43417
[INFO] 2021-02-05 15:20:25 > Step: 49900 Progress: 24.9% Elapsed: 14:01:11 temperature: no ada_p: No Discriminator_loss: 0.408403 Generator_loss: 1.47492
[INFO] 2021-02-05 15:21:30 > Step: 50000 Progress: 25.0% Elapsed: 14:02:16 temperature: no ada_p: No Discriminator_loss: 0.430575 Generator_loss: 1.18235
[INFO] 2021-02-05 15:21:30 > Start Evaluation (50000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 15:21:30 > Calculating FID Score....
[INFO] 2021-02-05 15:22:12 > Calculating Inception Score....
[INFO] 2021-02-05 15:22:35 > Calculate F_beta Score....
[INFO] 2021-02-05 15:29:36 > Calculate Accuracies....
[INFO] 2021-02-05 15:29:59 > Calculate Accuracies....
[INFO] 2021-02-05 15:33:35 > F_8 score (Step: 50000, Using valid images): 0.6018444250949821
[INFO] 2021-02-05 15:33:35 > F_1/8 score (Step: 50000, Using valid images): 0.8188913553928414
[INFO] 2021-02-05 15:33:35 > FID score (Step: 50000, Using valid moments): 59.932213819292826
[INFO] 2021-02-05 15:33:35 > Inception score (Step: 50000, 50000 generated images): 13.82844066619873
[INFO] 2021-02-05 15:33:35 > Best FID score (Step: 50000, Using valid moments): 59.932213819292826
[INFO] 2021-02-05 15:33:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 15:35:01 > Step: 50100 Progress: 25.1% Elapsed: 14:15:47 temperature: no ada_p: No Discriminator_loss: 0.662422 Generator_loss: 0.64996
[INFO] 2021-02-05 15:36:05 > Step: 50200 Progress: 25.1% Elapsed: 14:16:51 temperature: no ada_p: No Discriminator_loss: 0.404631 Generator_loss: 1.25332
[INFO] 2021-02-05 15:37:09 > Step: 50300 Progress: 25.1% Elapsed: 14:17:56 temperature: no ada_p: No Discriminator_loss: 0.609949 Generator_loss: 1.0134
[INFO] 2021-02-05 15:38:14 > Step: 50400 Progress: 25.2% Elapsed: 14:19:00 temperature: no ada_p: No Discriminator_loss: 0.410066 Generator_loss: 0.907449
[INFO] 2021-02-05 15:39:17 > Step: 50500 Progress: 25.2% Elapsed: 14:20:04 temperature: no ada_p: No Discriminator_loss: 0.420648 Generator_loss: 1.17719
[INFO] 2021-02-05 15:40:21 > Step: 50600 Progress: 25.3% Elapsed: 14:21:08 temperature: no ada_p: No Discriminator_loss: 0.630678 Generator_loss: 1.08438
[INFO] 2021-02-05 15:41:25 > Step: 50700 Progress: 25.4% Elapsed: 14:22:11 temperature: no ada_p: No Discriminator_loss: 0.537635 Generator_loss: 1.33833
[INFO] 2021-02-05 15:42:29 > Step: 50800 Progress: 25.4% Elapsed: 14:23:16 temperature: no ada_p: No Discriminator_loss: 0.34949 Generator_loss: 0.923169
[INFO] 2021-02-05 15:43:33 > Step: 50900 Progress: 25.4% Elapsed: 14:24:20 temperature: no ada_p: No Discriminator_loss: 0.413758 Generator_loss: 1.31258
[INFO] 2021-02-05 15:45:03 > Step: 51000 Progress: 25.5% Elapsed: 14:25:49 temperature: no ada_p: No Discriminator_loss: 0.546382 Generator_loss: 1.17189
[INFO] 2021-02-05 15:46:07 > Step: 51100 Progress: 25.6% Elapsed: 14:26:54 temperature: no ada_p: No Discriminator_loss: 0.599569 Generator_loss: 1.25869
[INFO] 2021-02-05 15:47:12 > Step: 51200 Progress: 25.6% Elapsed: 14:27:59 temperature: no ada_p: No Discriminator_loss: 0.356364 Generator_loss: 2.01456
[INFO] 2021-02-05 15:48:17 > Step: 51300 Progress: 25.7% Elapsed: 14:29:03 temperature: no ada_p: No Discriminator_loss: 0.358811 Generator_loss: 1.2506
[INFO] 2021-02-05 15:49:22 > Step: 51400 Progress: 25.7% Elapsed: 14:30:08 temperature: no ada_p: No Discriminator_loss: 0.378846 Generator_loss: 1.27787
[INFO] 2021-02-05 15:50:26 > Step: 51500 Progress: 25.8% Elapsed: 14:31:12 temperature: no ada_p: No Discriminator_loss: 0.335846 Generator_loss: 1.51034
[INFO] 2021-02-05 15:51:31 > Step: 51600 Progress: 25.8% Elapsed: 14:32:17 temperature: no ada_p: No Discriminator_loss: 0.621705 Generator_loss: 0.975207
[INFO] 2021-02-05 15:52:36 > Step: 51700 Progress: 25.9% Elapsed: 14:33:22 temperature: no ada_p: No Discriminator_loss: 0.455715 Generator_loss: 1.42278
[INFO] 2021-02-05 15:53:41 > Step: 51800 Progress: 25.9% Elapsed: 14:34:27 temperature: no ada_p: No Discriminator_loss: 0.363195 Generator_loss: 1.31809
[INFO] 2021-02-05 15:54:45 > Step: 51900 Progress: 25.9% Elapsed: 14:35:32 temperature: no ada_p: No Discriminator_loss: 0.337162 Generator_loss: 1.52165
[INFO] 2021-02-05 15:55:50 > Step: 52000 Progress: 26.0% Elapsed: 14:36:36 temperature: no ada_p: No Discriminator_loss: 0.2749 Generator_loss: 1.37809
[INFO] 2021-02-05 15:55:50 > Start Evaluation (52000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 15:55:50 > Calculating FID Score....
[INFO] 2021-02-05 15:56:31 > Calculating Inception Score....
[INFO] 2021-02-05 15:56:54 > Calculate F_beta Score....
[INFO] 2021-02-05 16:03:50 > Calculate Accuracies....
[INFO] 2021-02-05 16:04:13 > Calculate Accuracies....
[INFO] 2021-02-05 16:07:49 > F_8 score (Step: 52000, Using valid images): 0.6314131840376054
[INFO] 2021-02-05 16:07:49 > F_1/8 score (Step: 52000, Using valid images): 0.8277027135109333
[INFO] 2021-02-05 16:07:49 > FID score (Step: 52000, Using valid moments): 58.57214708768703
[INFO] 2021-02-05 16:07:49 > Inception score (Step: 52000, 50000 generated images): 14.335235595703125
[INFO] 2021-02-05 16:07:49 > Best FID score (Step: 52000, Using valid moments): 58.57214708768703
[INFO] 2021-02-05 16:08:09 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 16:09:14 > Step: 52100 Progress: 26.1% Elapsed: 14:50:00 temperature: no ada_p: No Discriminator_loss: 0.792307 Generator_loss: 0.907182
[INFO] 2021-02-05 16:10:18 > Step: 52200 Progress: 26.1% Elapsed: 14:51:05 temperature: no ada_p: No Discriminator_loss: 1.06688 Generator_loss: 0.519226
[INFO] 2021-02-05 16:11:23 > Step: 52300 Progress: 26.2% Elapsed: 14:52:09 temperature: no ada_p: No Discriminator_loss: 0.501941 Generator_loss: 1.24103
[INFO] 2021-02-05 16:12:27 > Step: 52400 Progress: 26.2% Elapsed: 14:53:13 temperature: no ada_p: No Discriminator_loss: 0.377959 Generator_loss: 1.56702
[INFO] 2021-02-05 16:13:31 > Step: 52500 Progress: 26.2% Elapsed: 14:54:17 temperature: no ada_p: No Discriminator_loss: 0.478616 Generator_loss: 1.11151
[INFO] 2021-02-05 16:14:36 > Step: 52600 Progress: 26.3% Elapsed: 14:55:23 temperature: no ada_p: No Discriminator_loss: 0.609119 Generator_loss: 1.14534
[INFO] 2021-02-05 16:15:40 > Step: 52700 Progress: 26.4% Elapsed: 14:56:27 temperature: no ada_p: No Discriminator_loss: 0.276865 Generator_loss: 1.455
[INFO] 2021-02-05 16:16:44 > Step: 52800 Progress: 26.4% Elapsed: 14:57:31 temperature: no ada_p: No Discriminator_loss: 0.264692 Generator_loss: 1.66491
[INFO] 2021-02-05 16:17:48 > Step: 52900 Progress: 26.5% Elapsed: 14:58:35 temperature: no ada_p: No Discriminator_loss: 0.278008 Generator_loss: 1.43555
[INFO] 2021-02-05 16:19:18 > Step: 53000 Progress: 26.5% Elapsed: 15:00:04 temperature: no ada_p: No Discriminator_loss: 0.410012 Generator_loss: 1.38938
[INFO] 2021-02-05 16:20:22 > Step: 53100 Progress: 26.6% Elapsed: 15:01:08 temperature: no ada_p: No Discriminator_loss: 0.304845 Generator_loss: 1.68115
[INFO] 2021-02-05 16:21:27 > Step: 53200 Progress: 26.6% Elapsed: 15:02:13 temperature: no ada_p: No Discriminator_loss: 0.624426 Generator_loss: 1.04428
[INFO] 2021-02-05 16:22:31 > Step: 53300 Progress: 26.7% Elapsed: 15:03:18 temperature: no ada_p: No Discriminator_loss: 0.42832 Generator_loss: 1.23333
[INFO] 2021-02-05 16:23:36 > Step: 53400 Progress: 26.7% Elapsed: 15:04:22 temperature: no ada_p: No Discriminator_loss: 0.367623 Generator_loss: 1.18582
[INFO] 2021-02-05 16:24:40 > Step: 53500 Progress: 26.8% Elapsed: 15:05:27 temperature: no ada_p: No Discriminator_loss: 0.380739 Generator_loss: 1.29145
[INFO] 2021-02-05 16:25:45 > Step: 53600 Progress: 26.8% Elapsed: 15:06:31 temperature: no ada_p: No Discriminator_loss: 0.295394 Generator_loss: 1.63542
[INFO] 2021-02-05 16:26:49 > Step: 53700 Progress: 26.9% Elapsed: 15:07:36 temperature: no ada_p: No Discriminator_loss: 0.384223 Generator_loss: 1.63432
[INFO] 2021-02-05 16:27:54 > Step: 53800 Progress: 26.9% Elapsed: 15:08:40 temperature: no ada_p: No Discriminator_loss: 0.445535 Generator_loss: 1.35603
[INFO] 2021-02-05 16:28:59 > Step: 53900 Progress: 27.0% Elapsed: 15:09:45 temperature: no ada_p: No Discriminator_loss: 0.314436 Generator_loss: 1.18762
[INFO] 2021-02-05 16:30:04 > Step: 54000 Progress: 27.0% Elapsed: 15:10:50 temperature: no ada_p: No Discriminator_loss: 0.255057 Generator_loss: 1.83281
[INFO] 2021-02-05 16:30:04 > Start Evaluation (54000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 16:30:04 > Calculating FID Score....
[INFO] 2021-02-05 16:30:45 > Calculating Inception Score....
[INFO] 2021-02-05 16:31:09 > Calculate F_beta Score....
[INFO] 2021-02-05 16:38:07 > Calculate Accuracies....
[INFO] 2021-02-05 16:38:30 > Calculate Accuracies....
[INFO] 2021-02-05 16:42:05 > F_8 score (Step: 54000, Using valid images): 0.6204516797367018
[INFO] 2021-02-05 16:42:05 > F_1/8 score (Step: 54000, Using valid images): 0.8201502765244802
[INFO] 2021-02-05 16:42:05 > FID score (Step: 54000, Using valid moments): 59.32393420739322
[INFO] 2021-02-05 16:42:05 > Inception score (Step: 54000, 50000 generated images): 14.326090812683105
[INFO] 2021-02-05 16:42:05 > Best FID score (Step: 52000, Using valid moments): 58.57214708768703
[INFO] 2021-02-05 16:42:15 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 16:43:39 > Step: 54100 Progress: 27.1% Elapsed: 15:24:25 temperature: no ada_p: No Discriminator_loss: 0.512275 Generator_loss: 1.08159
[INFO] 2021-02-05 16:44:43 > Step: 54200 Progress: 27.1% Elapsed: 15:25:30 temperature: no ada_p: No Discriminator_loss: 0.304501 Generator_loss: 1.54421
[INFO] 2021-02-05 16:45:48 > Step: 54300 Progress: 27.2% Elapsed: 15:26:34 temperature: no ada_p: No Discriminator_loss: 0.374756 Generator_loss: 1.12227
[INFO] 2021-02-05 16:46:52 > Step: 54400 Progress: 27.2% Elapsed: 15:27:39 temperature: no ada_p: No Discriminator_loss: 0.35669 Generator_loss: 1.21415
[INFO] 2021-02-05 16:47:57 > Step: 54500 Progress: 27.3% Elapsed: 15:28:44 temperature: no ada_p: No Discriminator_loss: 0.317064 Generator_loss: 2.02398
[INFO] 2021-02-05 16:49:02 > Step: 54600 Progress: 27.3% Elapsed: 15:29:48 temperature: no ada_p: No Discriminator_loss: 0.276422 Generator_loss: 1.98097
[INFO] 2021-02-05 16:50:07 > Step: 54700 Progress: 27.4% Elapsed: 15:30:53 temperature: no ada_p: No Discriminator_loss: 0.463583 Generator_loss: 1.2438
[INFO] 2021-02-05 16:51:11 > Step: 54800 Progress: 27.4% Elapsed: 15:31:58 temperature: no ada_p: No Discriminator_loss: 0.317295 Generator_loss: 2.18468
[INFO] 2021-02-05 16:52:16 > Step: 54900 Progress: 27.5% Elapsed: 15:33:02 temperature: no ada_p: No Discriminator_loss: 0.430889 Generator_loss: 1.94565
[INFO] 2021-02-05 16:53:21 > Step: 55000 Progress: 27.5% Elapsed: 15:34:07 temperature: no ada_p: No Discriminator_loss: 0.470882 Generator_loss: 1.13112
[INFO] 2021-02-05 16:54:27 > Step: 55100 Progress: 27.6% Elapsed: 15:35:13 temperature: no ada_p: No Discriminator_loss: 0.276257 Generator_loss: 1.14568
[INFO] 2021-02-05 16:55:32 > Step: 55200 Progress: 27.6% Elapsed: 15:36:18 temperature: no ada_p: No Discriminator_loss: 0.326232 Generator_loss: 2.19702
[INFO] 2021-02-05 16:56:36 > Step: 55300 Progress: 27.7% Elapsed: 15:37:22 temperature: no ada_p: No Discriminator_loss: 0.34413 Generator_loss: 1.35567
[INFO] 2021-02-05 16:57:41 > Step: 55400 Progress: 27.7% Elapsed: 15:38:27 temperature: no ada_p: No Discriminator_loss: 0.334589 Generator_loss: 1.30563
[INFO] 2021-02-05 16:58:45 > Step: 55500 Progress: 27.8% Elapsed: 15:39:32 temperature: no ada_p: No Discriminator_loss: 0.243111 Generator_loss: 1.62644
[INFO] 2021-02-05 16:59:50 > Step: 55600 Progress: 27.8% Elapsed: 15:40:36 temperature: no ada_p: No Discriminator_loss: 0.834616 Generator_loss: 0.669891
[INFO] 2021-02-05 17:00:55 > Step: 55700 Progress: 27.9% Elapsed: 15:41:41 temperature: no ada_p: No Discriminator_loss: 0.503258 Generator_loss: 1.03349
[INFO] 2021-02-05 17:01:59 > Step: 55800 Progress: 27.9% Elapsed: 15:42:45 temperature: no ada_p: No Discriminator_loss: 0.488569 Generator_loss: 1.35262
[INFO] 2021-02-05 17:03:04 > Step: 55900 Progress: 28.0% Elapsed: 15:43:50 temperature: no ada_p: No Discriminator_loss: 0.314273 Generator_loss: 1.82752
[INFO] 2021-02-05 17:04:08 > Step: 56000 Progress: 28.0% Elapsed: 15:44:55 temperature: no ada_p: No Discriminator_loss: 0.305711 Generator_loss: 1.51388
[INFO] 2021-02-05 17:04:08 > Start Evaluation (56000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 17:04:08 > Calculating FID Score....
[INFO] 2021-02-05 17:04:49 > Calculating Inception Score....
[INFO] 2021-02-05 17:05:12 > Calculate F_beta Score....
[INFO] 2021-02-05 17:12:14 > Calculate Accuracies....
[INFO] 2021-02-05 17:12:37 > Calculate Accuracies....
[INFO] 2021-02-05 17:16:13 > F_8 score (Step: 56000, Using valid images): 0.6098185188819437
[INFO] 2021-02-05 17:16:13 > F_1/8 score (Step: 56000, Using valid images): 0.8155500412379096
[INFO] 2021-02-05 17:16:13 > FID score (Step: 56000, Using valid moments): 57.411465593522564
[INFO] 2021-02-05 17:16:13 > Inception score (Step: 56000, 50000 generated images): 14.467529296875
[INFO] 2021-02-05 17:16:13 > Best FID score (Step: 56000, Using valid moments): 57.411465593522564
[INFO] 2021-02-05 17:16:33 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 17:17:37 > Step: 56100 Progress: 28.1% Elapsed: 15:58:24 temperature: no ada_p: No Discriminator_loss: 0.461828 Generator_loss: 1.24346
[INFO] 2021-02-05 17:18:41 > Step: 56200 Progress: 28.1% Elapsed: 15:59:27 temperature: no ada_p: No Discriminator_loss: 0.359949 Generator_loss: 1.5534
[INFO] 2021-02-05 17:19:46 > Step: 56300 Progress: 28.1% Elapsed: 16:00:32 temperature: no ada_p: No Discriminator_loss: 0.599286 Generator_loss: 1.71503
[INFO] 2021-02-05 17:20:51 > Step: 56400 Progress: 28.2% Elapsed: 16:01:37 temperature: no ada_p: No Discriminator_loss: 0.532175 Generator_loss: 0.891506
[INFO] 2021-02-05 17:21:56 > Step: 56500 Progress: 28.2% Elapsed: 16:02:42 temperature: no ada_p: No Discriminator_loss: 0.586399 Generator_loss: 1.24077
[INFO] 2021-02-05 17:23:01 > Step: 56600 Progress: 28.3% Elapsed: 16:03:47 temperature: no ada_p: No Discriminator_loss: 0.348306 Generator_loss: 1.6742
[INFO] 2021-02-05 17:24:05 > Step: 56700 Progress: 28.3% Elapsed: 16:04:51 temperature: no ada_p: No Discriminator_loss: 0.385154 Generator_loss: 1.28594
[INFO] 2021-02-05 17:25:10 > Step: 56800 Progress: 28.4% Elapsed: 16:05:56 temperature: no ada_p: No Discriminator_loss: 0.236164 Generator_loss: 1.96692
[INFO] 2021-02-05 17:26:14 > Step: 56900 Progress: 28.4% Elapsed: 16:07:00 temperature: no ada_p: No Discriminator_loss: 0.306379 Generator_loss: 1.76111
[INFO] 2021-02-05 17:27:18 > Step: 57000 Progress: 28.5% Elapsed: 16:08:04 temperature: no ada_p: No Discriminator_loss: 0.338425 Generator_loss: 1.33791
[INFO] 2021-02-05 17:28:23 > Step: 57100 Progress: 28.5% Elapsed: 16:09:09 temperature: no ada_p: No Discriminator_loss: 0.297144 Generator_loss: 1.11617
[INFO] 2021-02-05 17:29:27 > Step: 57200 Progress: 28.6% Elapsed: 16:10:13 temperature: no ada_p: No Discriminator_loss: 0.216483 Generator_loss: 1.5348
[INFO] 2021-02-05 17:30:49 > Step: 57300 Progress: 28.6% Elapsed: 16:11:35 temperature: no ada_p: No Discriminator_loss: 0.272871 Generator_loss: 1.23747
[INFO] 2021-02-05 17:31:53 > Step: 57400 Progress: 28.7% Elapsed: 16:12:39 temperature: no ada_p: No Discriminator_loss: 0.640206 Generator_loss: 1.05591
[INFO] 2021-02-05 17:32:58 > Step: 57500 Progress: 28.7% Elapsed: 16:13:44 temperature: no ada_p: No Discriminator_loss: 0.383995 Generator_loss: 1.61317
[INFO] 2021-02-05 17:34:04 > Step: 57600 Progress: 28.8% Elapsed: 16:14:50 temperature: no ada_p: No Discriminator_loss: 0.55252 Generator_loss: 1.04298
[INFO] 2021-02-05 17:35:08 > Step: 57700 Progress: 28.8% Elapsed: 16:15:54 temperature: no ada_p: No Discriminator_loss: 0.453649 Generator_loss: 1.42399
[INFO] 2021-02-05 17:36:13 > Step: 57800 Progress: 28.9% Elapsed: 16:16:59 temperature: no ada_p: No Discriminator_loss: 0.406162 Generator_loss: 1.3785
[INFO] 2021-02-05 17:37:17 > Step: 57900 Progress: 28.9% Elapsed: 16:18:04 temperature: no ada_p: No Discriminator_loss: 0.560119 Generator_loss: 1.21453
[INFO] 2021-02-05 17:38:22 > Step: 58000 Progress: 29.0% Elapsed: 16:19:08 temperature: no ada_p: No Discriminator_loss: 0.573443 Generator_loss: 0.893245
[INFO] 2021-02-05 17:38:22 > Start Evaluation (58000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 17:38:22 > Calculating FID Score....
[INFO] 2021-02-05 17:39:02 > Calculating Inception Score....
[INFO] 2021-02-05 17:39:25 > Calculate F_beta Score....
[INFO] 2021-02-05 17:46:23 > Calculate Accuracies....
[INFO] 2021-02-05 17:46:46 > Calculate Accuracies....
[INFO] 2021-02-05 17:50:21 > F_8 score (Step: 58000, Using valid images): 0.6366329419597246
[INFO] 2021-02-05 17:50:21 > F_1/8 score (Step: 58000, Using valid images): 0.8434308274967931
[INFO] 2021-02-05 17:50:21 > FID score (Step: 58000, Using valid moments): 56.07659480408648
[INFO] 2021-02-05 17:50:21 > Inception score (Step: 58000, 50000 generated images): 14.814857482910156
[INFO] 2021-02-05 17:50:21 > Best FID score (Step: 58000, Using valid moments): 56.07659480408648
[INFO] 2021-02-05 17:50:41 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 17:51:45 > Step: 58100 Progress: 29.0% Elapsed: 16:32:31 temperature: no ada_p: No Discriminator_loss: 0.391465 Generator_loss: 2.00636
[INFO] 2021-02-05 17:53:07 > Step: 58200 Progress: 29.1% Elapsed: 16:33:54 temperature: no ada_p: No Discriminator_loss: 0.283896 Generator_loss: 1.95435
[INFO] 2021-02-05 17:54:12 > Step: 58300 Progress: 29.1% Elapsed: 16:34:58 temperature: no ada_p: No Discriminator_loss: 0.870726 Generator_loss: 0.448891
[INFO] 2021-02-05 17:55:16 > Step: 58400 Progress: 29.2% Elapsed: 16:36:02 temperature: no ada_p: No Discriminator_loss: 0.278897 Generator_loss: 1.2325
[INFO] 2021-02-05 17:56:21 > Step: 58500 Progress: 29.2% Elapsed: 16:37:07 temperature: no ada_p: No Discriminator_loss: 0.316744 Generator_loss: 1.68604
[INFO] 2021-02-05 17:57:25 > Step: 58600 Progress: 29.3% Elapsed: 16:38:12 temperature: no ada_p: No Discriminator_loss: 0.343291 Generator_loss: 1.18253
[INFO] 2021-02-05 17:58:30 > Step: 58700 Progress: 29.3% Elapsed: 16:39:16 temperature: no ada_p: No Discriminator_loss: 0.313222 Generator_loss: 1.65751
[INFO] 2021-02-05 17:59:34 > Step: 58800 Progress: 29.4% Elapsed: 16:40:21 temperature: no ada_p: No Discriminator_loss: 0.302917 Generator_loss: 1.5162
[INFO] 2021-02-05 18:00:39 > Step: 58900 Progress: 29.4% Elapsed: 16:41:25 temperature: no ada_p: No Discriminator_loss: 0.433248 Generator_loss: 1.36698
[INFO] 2021-02-05 18:01:44 > Step: 59000 Progress: 29.5% Elapsed: 16:42:30 temperature: no ada_p: No Discriminator_loss: 0.310706 Generator_loss: 1.58883
[INFO] 2021-02-05 18:02:48 > Step: 59100 Progress: 29.5% Elapsed: 16:43:34 temperature: no ada_p: No Discriminator_loss: 0.285854 Generator_loss: 1.66995
[INFO] 2021-02-05 18:03:53 > Step: 59200 Progress: 29.6% Elapsed: 16:44:39 temperature: no ada_p: No Discriminator_loss: 0.545637 Generator_loss: 1.28677
[INFO] 2021-02-05 18:04:57 > Step: 59300 Progress: 29.6% Elapsed: 16:45:44 temperature: no ada_p: No Discriminator_loss: 0.497357 Generator_loss: 1.24594
[INFO] 2021-02-05 18:06:02 > Step: 59400 Progress: 29.7% Elapsed: 16:46:48 temperature: no ada_p: No Discriminator_loss: 0.334089 Generator_loss: 2.57505
[INFO] 2021-02-05 18:07:07 > Step: 59500 Progress: 29.8% Elapsed: 16:47:53 temperature: no ada_p: No Discriminator_loss: 0.418114 Generator_loss: 1.21843
[INFO] 2021-02-05 18:08:11 > Step: 59600 Progress: 29.8% Elapsed: 16:48:57 temperature: no ada_p: No Discriminator_loss: 0.323701 Generator_loss: 1.50084
[INFO] 2021-02-05 18:09:16 > Step: 59700 Progress: 29.8% Elapsed: 16:50:02 temperature: no ada_p: No Discriminator_loss: 0.420871 Generator_loss: 1.90667
[INFO] 2021-02-05 18:10:20 > Step: 59800 Progress: 29.9% Elapsed: 16:51:07 temperature: no ada_p: No Discriminator_loss: 0.287881 Generator_loss: 2.14538
[INFO] 2021-02-05 18:11:25 > Step: 59900 Progress: 29.9% Elapsed: 16:52:11 temperature: no ada_p: No Discriminator_loss: 0.647837 Generator_loss: 1.03319
[INFO] 2021-02-05 18:12:29 > Step: 60000 Progress: 30.0% Elapsed: 16:53:16 temperature: no ada_p: No Discriminator_loss: 0.437417 Generator_loss: 2.45832
[INFO] 2021-02-05 18:12:29 > Start Evaluation (60000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 18:12:29 > Calculating FID Score....
[INFO] 2021-02-05 18:13:10 > Calculating Inception Score....
[INFO] 2021-02-05 18:13:34 > Calculate F_beta Score....
[INFO] 2021-02-05 18:20:34 > Calculate Accuracies....
[INFO] 2021-02-05 18:20:58 > Calculate Accuracies....
[INFO] 2021-02-05 18:24:37 > F_8 score (Step: 60000, Using valid images): 0.6356038286227826
[INFO] 2021-02-05 18:24:37 > F_1/8 score (Step: 60000, Using valid images): 0.8378087798988414
[INFO] 2021-02-05 18:24:37 > FID score (Step: 60000, Using valid moments): 55.91489327761536
[INFO] 2021-02-05 18:24:37 > Inception score (Step: 60000, 50000 generated images): 14.795186042785645
[INFO] 2021-02-05 18:24:37 > Best FID score (Step: 60000, Using valid moments): 55.91489327761536
[INFO] 2021-02-05 18:24:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 18:26:03 > Step: 60100 Progress: 30.0% Elapsed: 17:06:49 temperature: no ada_p: No Discriminator_loss: 0.270547 Generator_loss: 1.84901
[INFO] 2021-02-05 18:27:07 > Step: 60200 Progress: 30.1% Elapsed: 17:07:53 temperature: no ada_p: No Discriminator_loss: 0.247775 Generator_loss: 1.77493
[INFO] 2021-02-05 18:28:11 > Step: 60300 Progress: 30.1% Elapsed: 17:08:57 temperature: no ada_p: No Discriminator_loss: 0.331551 Generator_loss: 2.17511
[INFO] 2021-02-05 18:29:15 > Step: 60400 Progress: 30.2% Elapsed: 17:10:01 temperature: no ada_p: No Discriminator_loss: 0.493333 Generator_loss: 1.25423
[INFO] 2021-02-05 18:30:19 > Step: 60500 Progress: 30.2% Elapsed: 17:11:05 temperature: no ada_p: No Discriminator_loss: 0.441744 Generator_loss: 1.33733
[INFO] 2021-02-05 18:31:23 > Step: 60600 Progress: 30.3% Elapsed: 17:12:09 temperature: no ada_p: No Discriminator_loss: 0.348937 Generator_loss: 1.4197
[INFO] 2021-02-05 18:32:27 > Step: 60700 Progress: 30.3% Elapsed: 17:13:13 temperature: no ada_p: No Discriminator_loss: 0.337647 Generator_loss: 1.05497
[INFO] 2021-02-05 18:33:31 > Step: 60800 Progress: 30.4% Elapsed: 17:14:17 temperature: no ada_p: No Discriminator_loss: 0.286774 Generator_loss: 1.40102
[INFO] 2021-02-05 18:34:53 > Step: 60900 Progress: 30.4% Elapsed: 17:15:39 temperature: no ada_p: No Discriminator_loss: 0.241529 Generator_loss: 1.51221
[INFO] 2021-02-05 18:35:59 > Step: 61000 Progress: 30.5% Elapsed: 17:16:45 temperature: no ada_p: No Discriminator_loss: 0.408295 Generator_loss: 2.43701
[INFO] 2021-02-05 18:37:03 > Step: 61100 Progress: 30.6% Elapsed: 17:17:49 temperature: no ada_p: No Discriminator_loss: 0.511072 Generator_loss: 1.169
[INFO] 2021-02-05 18:38:08 > Step: 61200 Progress: 30.6% Elapsed: 17:18:54 temperature: no ada_p: No Discriminator_loss: 0.534554 Generator_loss: 1.15738
[INFO] 2021-02-05 18:39:12 > Step: 61300 Progress: 30.6% Elapsed: 17:19:58 temperature: no ada_p: No Discriminator_loss: 0.386238 Generator_loss: 1.38791
[INFO] 2021-02-05 18:40:17 > Step: 61400 Progress: 30.7% Elapsed: 17:21:03 temperature: no ada_p: No Discriminator_loss: 0.558111 Generator_loss: 1.27912
[INFO] 2021-02-05 18:41:21 > Step: 61500 Progress: 30.8% Elapsed: 17:22:07 temperature: no ada_p: No Discriminator_loss: 0.586462 Generator_loss: 2.1461
[INFO] 2021-02-05 18:42:25 > Step: 61600 Progress: 30.8% Elapsed: 17:23:12 temperature: no ada_p: No Discriminator_loss: 0.327876 Generator_loss: 1.35392
[INFO] 2021-02-05 18:43:30 > Step: 61700 Progress: 30.9% Elapsed: 17:24:16 temperature: no ada_p: No Discriminator_loss: 0.370177 Generator_loss: 1.27788
[INFO] 2021-02-05 18:44:34 > Step: 61800 Progress: 30.9% Elapsed: 17:25:20 temperature: no ada_p: No Discriminator_loss: 0.44582 Generator_loss: 1.22884
[INFO] 2021-02-05 18:45:39 > Step: 61900 Progress: 30.9% Elapsed: 17:26:25 temperature: no ada_p: No Discriminator_loss: 0.309698 Generator_loss: 1.70753
[INFO] 2021-02-05 18:46:43 > Step: 62000 Progress: 31.0% Elapsed: 17:27:29 temperature: no ada_p: No Discriminator_loss: 0.274764 Generator_loss: 1.60924
[INFO] 2021-02-05 18:46:43 > Start Evaluation (62000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 18:46:43 > Calculating FID Score....
[INFO] 2021-02-05 18:47:24 > Calculating Inception Score....
[INFO] 2021-02-05 18:47:48 > Calculate F_beta Score....
[INFO] 2021-02-05 18:54:43 > Calculate Accuracies....
[INFO] 2021-02-05 18:55:06 > Calculate Accuracies....
[INFO] 2021-02-05 18:58:44 > F_8 score (Step: 62000, Using valid images): 0.6261998689375898
[INFO] 2021-02-05 18:58:44 > F_1/8 score (Step: 62000, Using valid images): 0.8131383777294426
[INFO] 2021-02-05 18:58:44 > FID score (Step: 62000, Using valid moments): 58.06290838868131
[INFO] 2021-02-05 18:58:44 > Inception score (Step: 62000, 50000 generated images): 14.640408515930176
[INFO] 2021-02-05 18:58:44 > Best FID score (Step: 60000, Using valid moments): 55.91489327761536
[INFO] 2021-02-05 18:58:55 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 18:59:59 > Step: 62100 Progress: 31.1% Elapsed: 17:40:45 temperature: no ada_p: No Discriminator_loss: 0.331914 Generator_loss: 2.29305
[INFO] 2021-02-05 19:01:03 > Step: 62200 Progress: 31.1% Elapsed: 17:41:49 temperature: no ada_p: No Discriminator_loss: 0.342433 Generator_loss: 1.36707
[INFO] 2021-02-05 19:02:07 > Step: 62300 Progress: 31.1% Elapsed: 17:42:53 temperature: no ada_p: No Discriminator_loss: 0.400152 Generator_loss: 1.39155
[INFO] 2021-02-05 19:03:11 > Step: 62400 Progress: 31.2% Elapsed: 17:43:57 temperature: no ada_p: No Discriminator_loss: 0.391837 Generator_loss: 1.3314
[INFO] 2021-02-05 19:04:14 > Step: 62500 Progress: 31.2% Elapsed: 17:45:01 temperature: no ada_p: No Discriminator_loss: 0.306735 Generator_loss: 1.72993
[INFO] 2021-02-05 19:05:39 > Step: 62600 Progress: 31.3% Elapsed: 17:46:25 temperature: no ada_p: No Discriminator_loss: 0.348421 Generator_loss: 2.40086
[INFO] 2021-02-05 19:06:43 > Step: 62700 Progress: 31.4% Elapsed: 17:47:29 temperature: no ada_p: No Discriminator_loss: 0.271318 Generator_loss: 1.95996
[INFO] 2021-02-05 19:07:47 > Step: 62800 Progress: 31.4% Elapsed: 17:48:33 temperature: no ada_p: No Discriminator_loss: 0.269155 Generator_loss: 1.68502
[INFO] 2021-02-05 19:08:52 > Step: 62900 Progress: 31.4% Elapsed: 17:49:38 temperature: no ada_p: No Discriminator_loss: 0.289565 Generator_loss: 2.33614
[INFO] 2021-02-05 19:09:56 > Step: 63000 Progress: 31.5% Elapsed: 17:50:42 temperature: no ada_p: No Discriminator_loss: 0.303917 Generator_loss: 1.72492
[INFO] 2021-02-05 19:11:00 > Step: 63100 Progress: 31.6% Elapsed: 17:51:46 temperature: no ada_p: No Discriminator_loss: 0.551494 Generator_loss: 1.16797
[INFO] 2021-02-05 19:12:05 > Step: 63200 Progress: 31.6% Elapsed: 17:52:51 temperature: no ada_p: No Discriminator_loss: 0.418901 Generator_loss: 1.12794
[INFO] 2021-02-05 19:13:09 > Step: 63300 Progress: 31.6% Elapsed: 17:53:55 temperature: no ada_p: No Discriminator_loss: 0.293291 Generator_loss: 2.32994
[INFO] 2021-02-05 19:14:13 > Step: 63400 Progress: 31.7% Elapsed: 17:55:00 temperature: no ada_p: No Discriminator_loss: 0.222677 Generator_loss: 1.89688
[INFO] 2021-02-05 19:15:18 > Step: 63500 Progress: 31.8% Elapsed: 17:56:04 temperature: no ada_p: No Discriminator_loss: 0.2993 Generator_loss: 1.40944
[INFO] 2021-02-05 19:16:22 > Step: 63600 Progress: 31.8% Elapsed: 17:57:08 temperature: no ada_p: No Discriminator_loss: 0.502155 Generator_loss: 1.23761
[INFO] 2021-02-05 19:17:26 > Step: 63700 Progress: 31.9% Elapsed: 17:58:13 temperature: no ada_p: No Discriminator_loss: 0.30634 Generator_loss: 2.34714
[INFO] 2021-02-05 19:18:31 > Step: 63800 Progress: 31.9% Elapsed: 17:59:17 temperature: no ada_p: No Discriminator_loss: 0.301794 Generator_loss: 1.79498
[INFO] 2021-02-05 19:19:35 > Step: 63900 Progress: 31.9% Elapsed: 18:00:21 temperature: no ada_p: No Discriminator_loss: 0.414782 Generator_loss: 2.00529
[INFO] 2021-02-05 19:20:39 > Step: 64000 Progress: 32.0% Elapsed: 18:01:26 temperature: no ada_p: No Discriminator_loss: 0.376749 Generator_loss: 1.09677
[INFO] 2021-02-05 19:20:39 > Start Evaluation (64000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 19:20:39 > Calculating FID Score....
[INFO] 2021-02-05 19:21:22 > Calculating Inception Score....
[INFO] 2021-02-05 19:21:47 > Calculate F_beta Score....
[INFO] 2021-02-05 19:28:54 > Calculate Accuracies....
[INFO] 2021-02-05 19:29:17 > Calculate Accuracies....
[INFO] 2021-02-05 19:32:55 > F_8 score (Step: 64000, Using valid images): 0.6445770792893
[INFO] 2021-02-05 19:32:55 > F_1/8 score (Step: 64000, Using valid images): 0.8215171736504807
[INFO] 2021-02-05 19:32:55 > FID score (Step: 64000, Using valid moments): 56.607786091318815
[INFO] 2021-02-05 19:32:55 > Inception score (Step: 64000, 50000 generated images): 15.18556022644043
[INFO] 2021-02-05 19:32:55 > Best FID score (Step: 60000, Using valid moments): 55.91489327761536
[INFO] 2021-02-05 19:33:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 19:34:10 > Step: 64100 Progress: 32.0% Elapsed: 18:14:56 temperature: no ada_p: No Discriminator_loss: 0.634024 Generator_loss: 1.07469
[INFO] 2021-02-05 19:35:14 > Step: 64200 Progress: 32.1% Elapsed: 18:16:00 temperature: no ada_p: No Discriminator_loss: 0.350433 Generator_loss: 1.59205
[INFO] 2021-02-05 19:36:18 > Step: 64300 Progress: 32.1% Elapsed: 18:17:04 temperature: no ada_p: No Discriminator_loss: 0.463136 Generator_loss: 2.28968
[INFO] 2021-02-05 19:37:21 > Step: 64400 Progress: 32.2% Elapsed: 18:18:08 temperature: no ada_p: No Discriminator_loss: 0.326763 Generator_loss: 1.9715
[INFO] 2021-02-05 19:38:25 > Step: 64500 Progress: 32.2% Elapsed: 18:19:11 temperature: no ada_p: No Discriminator_loss: 0.460888 Generator_loss: 2.27326
[INFO] 2021-02-05 19:39:29 > Step: 64600 Progress: 32.3% Elapsed: 18:20:15 temperature: no ada_p: No Discriminator_loss: 0.425304 Generator_loss: 1.9414
[INFO] 2021-02-05 19:40:33 > Step: 64700 Progress: 32.4% Elapsed: 18:21:19 temperature: no ada_p: No Discriminator_loss: 0.449289 Generator_loss: 1.32387
[INFO] 2021-02-05 19:41:37 > Step: 64800 Progress: 32.4% Elapsed: 18:22:23 temperature: no ada_p: No Discriminator_loss: 0.587131 Generator_loss: 1.04597
[INFO] 2021-02-05 19:42:41 > Step: 64900 Progress: 32.5% Elapsed: 18:23:27 temperature: no ada_p: No Discriminator_loss: 0.383501 Generator_loss: 1.20536
[INFO] 2021-02-05 19:43:45 > Step: 65000 Progress: 32.5% Elapsed: 18:24:31 temperature: no ada_p: No Discriminator_loss: 0.338626 Generator_loss: 1.51811
[INFO] 2021-02-05 19:44:50 > Step: 65100 Progress: 32.6% Elapsed: 18:25:37 temperature: no ada_p: No Discriminator_loss: 0.446825 Generator_loss: 1.15002
[INFO] 2021-02-05 19:45:54 > Step: 65200 Progress: 32.6% Elapsed: 18:26:40 temperature: no ada_p: No Discriminator_loss: 0.390301 Generator_loss: 1.38056
[INFO] 2021-02-05 19:46:58 > Step: 65300 Progress: 32.6% Elapsed: 18:27:44 temperature: no ada_p: No Discriminator_loss: 0.339509 Generator_loss: 1.34815
[INFO] 2021-02-05 19:48:29 > Step: 65400 Progress: 32.7% Elapsed: 18:29:15 temperature: no ada_p: No Discriminator_loss: 0.453984 Generator_loss: 1.23935
[INFO] 2021-02-05 19:49:33 > Step: 65500 Progress: 32.8% Elapsed: 18:30:20 temperature: no ada_p: No Discriminator_loss: 0.246494 Generator_loss: 1.30464
[INFO] 2021-02-05 19:50:38 > Step: 65600 Progress: 32.8% Elapsed: 18:31:24 temperature: no ada_p: No Discriminator_loss: 0.293106 Generator_loss: 1.55725
[INFO] 2021-02-05 19:51:42 > Step: 65700 Progress: 32.9% Elapsed: 18:32:28 temperature: no ada_p: No Discriminator_loss: 0.298292 Generator_loss: 1.25402
[INFO] 2021-02-05 19:52:46 > Step: 65800 Progress: 32.9% Elapsed: 18:33:33 temperature: no ada_p: No Discriminator_loss: 0.343898 Generator_loss: 2.02379
[INFO] 2021-02-05 19:53:51 > Step: 65900 Progress: 33.0% Elapsed: 18:34:37 temperature: no ada_p: No Discriminator_loss: 0.336597 Generator_loss: 1.90732
[INFO] 2021-02-05 19:54:55 > Step: 66000 Progress: 33.0% Elapsed: 18:35:41 temperature: no ada_p: No Discriminator_loss: 0.392414 Generator_loss: 1.43012
[INFO] 2021-02-05 19:54:55 > Start Evaluation (66000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 19:54:55 > Calculating FID Score....
[INFO] 2021-02-05 19:55:35 > Calculating Inception Score....
[INFO] 2021-02-05 19:55:58 > Calculate F_beta Score....
[INFO] 2021-02-05 20:03:07 > Calculate Accuracies....
[INFO] 2021-02-05 20:03:30 > Calculate Accuracies....
[INFO] 2021-02-05 20:07:08 > F_8 score (Step: 66000, Using valid images): 0.6484599107065118
[INFO] 2021-02-05 20:07:08 > F_1/8 score (Step: 66000, Using valid images): 0.8477835240049124
[INFO] 2021-02-05 20:07:08 > FID score (Step: 66000, Using valid moments): 52.93225629531935
[INFO] 2021-02-05 20:07:08 > Inception score (Step: 66000, 50000 generated images): 15.740177154541016
[INFO] 2021-02-05 20:07:08 > Best FID score (Step: 66000, Using valid moments): 52.93225629531935
[INFO] 2021-02-05 20:07:29 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 20:08:32 > Step: 66100 Progress: 33.1% Elapsed: 18:49:19 temperature: no ada_p: No Discriminator_loss: 0.292789 Generator_loss: 1.56662
[INFO] 2021-02-05 20:09:36 > Step: 66200 Progress: 33.1% Elapsed: 18:50:22 temperature: no ada_p: No Discriminator_loss: 0.489863 Generator_loss: 1.25362
[INFO] 2021-02-05 20:10:40 > Step: 66300 Progress: 33.1% Elapsed: 18:51:26 temperature: no ada_p: No Discriminator_loss: 0.416383 Generator_loss: 1.03374
[INFO] 2021-02-05 20:11:44 > Step: 66400 Progress: 33.2% Elapsed: 18:52:30 temperature: no ada_p: No Discriminator_loss: 0.27221 Generator_loss: 1.61545
[INFO] 2021-02-05 20:13:06 > Step: 66500 Progress: 33.2% Elapsed: 18:53:52 temperature: no ada_p: No Discriminator_loss: 0.214555 Generator_loss: 1.92434
[INFO] 2021-02-05 20:14:10 > Step: 66600 Progress: 33.3% Elapsed: 18:54:56 temperature: no ada_p: No Discriminator_loss: 0.408902 Generator_loss: 2.04185
[INFO] 2021-02-05 20:15:14 > Step: 66700 Progress: 33.4% Elapsed: 18:56:01 temperature: no ada_p: No Discriminator_loss: 0.495882 Generator_loss: 1.14913
[INFO] 2021-02-05 20:16:19 > Step: 66800 Progress: 33.4% Elapsed: 18:57:05 temperature: no ada_p: No Discriminator_loss: 0.646639 Generator_loss: 1.14617
[INFO] 2021-02-05 20:17:23 > Step: 66900 Progress: 33.5% Elapsed: 18:58:09 temperature: no ada_p: No Discriminator_loss: 0.459078 Generator_loss: 1.28597
[INFO] 2021-02-05 20:18:27 > Step: 67000 Progress: 33.5% Elapsed: 18:59:13 temperature: no ada_p: No Discriminator_loss: 0.832314 Generator_loss: 0.689779
[INFO] 2021-02-05 20:19:32 > Step: 67100 Progress: 33.6% Elapsed: 19:00:18 temperature: no ada_p: No Discriminator_loss: 0.451018 Generator_loss: 1.30765
[INFO] 2021-02-05 20:20:36 > Step: 67200 Progress: 33.6% Elapsed: 19:01:22 temperature: no ada_p: No Discriminator_loss: 0.371882 Generator_loss: 1.50604
[INFO] 2021-02-05 20:21:40 > Step: 67300 Progress: 33.7% Elapsed: 19:02:26 temperature: no ada_p: No Discriminator_loss: 0.220128 Generator_loss: 1.96054
[INFO] 2021-02-05 20:22:45 > Step: 67400 Progress: 33.7% Elapsed: 19:03:31 temperature: no ada_p: No Discriminator_loss: 0.681622 Generator_loss: 0.825083
[INFO] 2021-02-05 20:23:49 > Step: 67500 Progress: 33.8% Elapsed: 19:04:35 temperature: no ada_p: No Discriminator_loss: 0.293673 Generator_loss: 1.50051
[INFO] 2021-02-05 20:24:55 > Step: 67600 Progress: 33.8% Elapsed: 19:05:42 temperature: no ada_p: No Discriminator_loss: 0.339781 Generator_loss: 1.56889
[INFO] 2021-02-05 20:26:00 > Step: 67700 Progress: 33.9% Elapsed: 19:06:46 temperature: no ada_p: No Discriminator_loss: 0.412978 Generator_loss: 1.269
[INFO] 2021-02-05 20:27:04 > Step: 67800 Progress: 33.9% Elapsed: 19:07:50 temperature: no ada_p: No Discriminator_loss: 0.271868 Generator_loss: 1.37873
[INFO] 2021-02-05 20:28:08 > Step: 67900 Progress: 34.0% Elapsed: 19:08:54 temperature: no ada_p: No Discriminator_loss: 0.349796 Generator_loss: 2.00339
[INFO] 2021-02-05 20:29:13 > Step: 68000 Progress: 34.0% Elapsed: 19:09:59 temperature: no ada_p: No Discriminator_loss: 0.35482 Generator_loss: 1.93051
[INFO] 2021-02-05 20:29:13 > Start Evaluation (68000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 20:29:13 > Calculating FID Score....
[INFO] 2021-02-05 20:29:53 > Calculating Inception Score....
[INFO] 2021-02-05 20:30:17 > Calculate F_beta Score....
[INFO] 2021-02-05 20:37:16 > Calculate Accuracies....
[INFO] 2021-02-05 20:37:39 > Calculate Accuracies....
[INFO] 2021-02-05 20:41:17 > F_8 score (Step: 68000, Using valid images): 0.6509128936714631
[INFO] 2021-02-05 20:41:17 > F_1/8 score (Step: 68000, Using valid images): 0.8244861380107984
[INFO] 2021-02-05 20:41:17 > FID score (Step: 68000, Using valid moments): 58.00858080644281
[INFO] 2021-02-05 20:41:17 > Inception score (Step: 68000, 50000 generated images): 15.034161567687988
[INFO] 2021-02-05 20:41:17 > Best FID score (Step: 66000, Using valid moments): 52.93225629531935
[INFO] 2021-02-05 20:41:27 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 20:42:31 > Step: 68100 Progress: 34.1% Elapsed: 19:23:17 temperature: no ada_p: No Discriminator_loss: 0.427669 Generator_loss: 1.32877
[INFO] 2021-02-05 20:43:35 > Step: 68200 Progress: 34.1% Elapsed: 19:24:21 temperature: no ada_p: No Discriminator_loss: 0.324808 Generator_loss: 1.68833
[INFO] 2021-02-05 20:44:39 > Step: 68300 Progress: 34.2% Elapsed: 19:25:25 temperature: no ada_p: No Discriminator_loss: 0.517815 Generator_loss: 0.886981
[INFO] 2021-02-05 20:45:43 > Step: 68400 Progress: 34.2% Elapsed: 19:26:29 temperature: no ada_p: No Discriminator_loss: 0.488615 Generator_loss: 0.844955
[INFO] 2021-02-05 20:46:47 > Step: 68500 Progress: 34.2% Elapsed: 19:27:33 temperature: no ada_p: No Discriminator_loss: 0.391364 Generator_loss: 1.13063
[INFO] 2021-02-05 20:47:51 > Step: 68600 Progress: 34.3% Elapsed: 19:28:37 temperature: no ada_p: No Discriminator_loss: 0.30911 Generator_loss: 1.48752
[INFO] 2021-02-05 20:48:55 > Step: 68700 Progress: 34.4% Elapsed: 19:29:41 temperature: no ada_p: No Discriminator_loss: 0.385092 Generator_loss: 1.34626
[INFO] 2021-02-05 20:49:59 > Step: 68800 Progress: 34.4% Elapsed: 19:30:45 temperature: no ada_p: No Discriminator_loss: 0.379707 Generator_loss: 1.46769
[INFO] 2021-02-05 20:51:29 > Step: 68900 Progress: 34.4% Elapsed: 19:32:15 temperature: no ada_p: No Discriminator_loss: 0.309708 Generator_loss: 2.47644
[INFO] 2021-02-05 20:52:33 > Step: 69000 Progress: 34.5% Elapsed: 19:33:20 temperature: no ada_p: No Discriminator_loss: 0.286753 Generator_loss: 2.10387
[INFO] 2021-02-05 20:53:38 > Step: 69100 Progress: 34.5% Elapsed: 19:34:24 temperature: no ada_p: No Discriminator_loss: 0.33541 Generator_loss: 2.26908
[INFO] 2021-02-05 20:54:42 > Step: 69200 Progress: 34.6% Elapsed: 19:35:28 temperature: no ada_p: No Discriminator_loss: 0.269814 Generator_loss: 1.89558
[INFO] 2021-02-05 20:55:46 > Step: 69300 Progress: 34.6% Elapsed: 19:36:33 temperature: no ada_p: No Discriminator_loss: 0.291844 Generator_loss: 1.88563
[INFO] 2021-02-05 20:56:51 > Step: 69400 Progress: 34.7% Elapsed: 19:37:37 temperature: no ada_p: No Discriminator_loss: 0.288209 Generator_loss: 2.18457
[INFO] 2021-02-05 20:57:55 > Step: 69500 Progress: 34.8% Elapsed: 19:38:41 temperature: no ada_p: No Discriminator_loss: 0.281041 Generator_loss: 1.6258
[INFO] 2021-02-05 20:59:00 > Step: 69600 Progress: 34.8% Elapsed: 19:39:46 temperature: no ada_p: No Discriminator_loss: 0.800467 Generator_loss: 0.960273
[INFO] 2021-02-05 21:00:04 > Step: 69700 Progress: 34.8% Elapsed: 19:40:50 temperature: no ada_p: No Discriminator_loss: 0.389243 Generator_loss: 1.41551
[INFO] 2021-02-05 21:01:08 > Step: 69800 Progress: 34.9% Elapsed: 19:41:55 temperature: no ada_p: No Discriminator_loss: 0.742107 Generator_loss: 0.989662
[INFO] 2021-02-05 21:02:13 > Step: 69900 Progress: 34.9% Elapsed: 19:42:59 temperature: no ada_p: No Discriminator_loss: 0.366409 Generator_loss: 1.24037
[INFO] 2021-02-05 21:03:17 > Step: 70000 Progress: 35.0% Elapsed: 19:44:04 temperature: no ada_p: No Discriminator_loss: 0.261682 Generator_loss: 1.41459
[INFO] 2021-02-05 21:03:17 > Start Evaluation (70000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 21:03:17 > Calculating FID Score....
[INFO] 2021-02-05 21:03:58 > Calculating Inception Score....
[INFO] 2021-02-05 21:04:22 > Calculate F_beta Score....
[INFO] 2021-02-05 21:11:23 > Calculate Accuracies....
[INFO] 2021-02-05 21:11:46 > Calculate Accuracies....
[INFO] 2021-02-05 21:15:22 > F_8 score (Step: 70000, Using valid images): 0.7358191774692906
[INFO] 2021-02-05 21:15:22 > F_1/8 score (Step: 70000, Using valid images): 0.8439118483606691
[INFO] 2021-02-05 21:15:22 > FID score (Step: 70000, Using valid moments): 53.528809007263135
[INFO] 2021-02-05 21:15:22 > Inception score (Step: 70000, 50000 generated images): 15.409558296203613
[INFO] 2021-02-05 21:15:22 > Best FID score (Step: 66000, Using valid moments): 52.93225629531935
[INFO] 2021-02-05 21:15:32 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 21:16:38 > Step: 70100 Progress: 35.0% Elapsed: 19:57:24 temperature: no ada_p: No Discriminator_loss: 0.373828 Generator_loss: 1.33692
[INFO] 2021-02-05 21:17:43 > Step: 70200 Progress: 35.1% Elapsed: 19:58:29 temperature: no ada_p: No Discriminator_loss: 0.34761 Generator_loss: 1.37371
[INFO] 2021-02-05 21:18:47 > Step: 70300 Progress: 35.1% Elapsed: 19:59:34 temperature: no ada_p: No Discriminator_loss: 0.272636 Generator_loss: 1.51381
[INFO] 2021-02-05 21:19:52 > Step: 70400 Progress: 35.2% Elapsed: 20:00:38 temperature: no ada_p: No Discriminator_loss: 0.256089 Generator_loss: 1.98175
[INFO] 2021-02-05 21:20:56 > Step: 70500 Progress: 35.2% Elapsed: 20:01:42 temperature: no ada_p: No Discriminator_loss: 0.411738 Generator_loss: 1.20661
[INFO] 2021-02-05 21:22:20 > Step: 70600 Progress: 35.3% Elapsed: 20:03:07 temperature: no ada_p: No Discriminator_loss: 0.236254 Generator_loss: 1.47753
[INFO] 2021-02-05 21:23:25 > Step: 70700 Progress: 35.4% Elapsed: 20:04:11 temperature: no ada_p: No Discriminator_loss: 0.295143 Generator_loss: 1.64204
[INFO] 2021-02-05 21:24:29 > Step: 70800 Progress: 35.4% Elapsed: 20:05:16 temperature: no ada_p: No Discriminator_loss: 0.332305 Generator_loss: 1.71608
[INFO] 2021-02-05 21:25:34 > Step: 70900 Progress: 35.4% Elapsed: 20:06:20 temperature: no ada_p: No Discriminator_loss: 0.263623 Generator_loss: 2.23236
[INFO] 2021-02-05 21:26:38 > Step: 71000 Progress: 35.5% Elapsed: 20:07:25 temperature: no ada_p: No Discriminator_loss: 0.368558 Generator_loss: 2.35975
[INFO] 2021-02-05 21:27:43 > Step: 71100 Progress: 35.5% Elapsed: 20:08:29 temperature: no ada_p: No Discriminator_loss: 0.283467 Generator_loss: 1.76243
[INFO] 2021-02-05 21:28:47 > Step: 71200 Progress: 35.6% Elapsed: 20:09:34 temperature: no ada_p: No Discriminator_loss: 0.278575 Generator_loss: 1.97392
[INFO] 2021-02-05 21:29:52 > Step: 71300 Progress: 35.6% Elapsed: 20:10:38 temperature: no ada_p: No Discriminator_loss: 0.259488 Generator_loss: 1.83221
[INFO] 2021-02-05 21:30:56 > Step: 71400 Progress: 35.7% Elapsed: 20:11:43 temperature: no ada_p: No Discriminator_loss: 0.331935 Generator_loss: 2.08457
[INFO] 2021-02-05 21:32:01 > Step: 71500 Progress: 35.8% Elapsed: 20:12:48 temperature: no ada_p: No Discriminator_loss: 0.465145 Generator_loss: 1.26001
[INFO] 2021-02-05 21:33:06 > Step: 71600 Progress: 35.8% Elapsed: 20:13:53 temperature: no ada_p: No Discriminator_loss: 0.61541 Generator_loss: 0.656602
[INFO] 2021-02-05 21:34:11 > Step: 71700 Progress: 35.9% Elapsed: 20:14:57 temperature: no ada_p: No Discriminator_loss: 0.24856 Generator_loss: 2.28853
[INFO] 2021-02-05 21:35:16 > Step: 71800 Progress: 35.9% Elapsed: 20:16:02 temperature: no ada_p: No Discriminator_loss: 0.527023 Generator_loss: 1.02963
[INFO] 2021-02-05 21:36:20 > Step: 71900 Progress: 35.9% Elapsed: 20:17:06 temperature: no ada_p: No Discriminator_loss: 0.375649 Generator_loss: 1.37083
[INFO] 2021-02-05 21:37:25 > Step: 72000 Progress: 36.0% Elapsed: 20:18:11 temperature: no ada_p: No Discriminator_loss: 0.39532 Generator_loss: 1.19148
[INFO] 2021-02-05 21:37:25 > Start Evaluation (72000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 21:37:25 > Calculating FID Score....
[INFO] 2021-02-05 21:38:06 > Calculating Inception Score....
[INFO] 2021-02-05 21:38:29 > Calculate F_beta Score....
[INFO] 2021-02-05 21:45:32 > Calculate Accuracies....
[INFO] 2021-02-05 21:45:55 > Calculate Accuracies....
[INFO] 2021-02-05 21:49:31 > F_8 score (Step: 72000, Using valid images): 0.6778372920322805
[INFO] 2021-02-05 21:49:31 > F_1/8 score (Step: 72000, Using valid images): 0.8497807545514643
[INFO] 2021-02-05 21:49:31 > FID score (Step: 72000, Using valid moments): 52.59104754500015
[INFO] 2021-02-05 21:49:31 > Inception score (Step: 72000, 50000 generated images): 15.46589469909668
[INFO] 2021-02-05 21:49:31 > Best FID score (Step: 72000, Using valid moments): 52.59104754500015
[INFO] 2021-02-05 21:49:51 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 21:50:55 > Step: 72100 Progress: 36.0% Elapsed: 20:31:42 temperature: no ada_p: No Discriminator_loss: 0.373426 Generator_loss: 1.18138
[INFO] 2021-02-05 21:52:00 > Step: 72200 Progress: 36.1% Elapsed: 20:32:46 temperature: no ada_p: No Discriminator_loss: 0.266739 Generator_loss: 1.97106
[INFO] 2021-02-05 21:53:04 > Step: 72300 Progress: 36.1% Elapsed: 20:33:50 temperature: no ada_p: No Discriminator_loss: 0.354025 Generator_loss: 2.37798
[INFO] 2021-02-05 21:54:08 > Step: 72400 Progress: 36.2% Elapsed: 20:34:54 temperature: no ada_p: No Discriminator_loss: 0.389906 Generator_loss: 1.50109
[INFO] 2021-02-05 21:55:12 > Step: 72500 Progress: 36.2% Elapsed: 20:35:58 temperature: no ada_p: No Discriminator_loss: 0.269834 Generator_loss: 1.54444
[INFO] 2021-02-05 21:56:18 > Step: 72600 Progress: 36.3% Elapsed: 20:37:04 temperature: no ada_p: No Discriminator_loss: 0.276926 Generator_loss: 1.82416
[INFO] 2021-02-05 21:57:22 > Step: 72700 Progress: 36.4% Elapsed: 20:38:08 temperature: no ada_p: No Discriminator_loss: 0.353447 Generator_loss: 1.30356
[INFO] 2021-02-05 21:58:26 > Step: 72800 Progress: 36.4% Elapsed: 20:39:12 temperature: no ada_p: No Discriminator_loss: 0.270298 Generator_loss: 1.43287
[INFO] 2021-02-05 21:59:30 > Step: 72900 Progress: 36.4% Elapsed: 20:40:16 temperature: no ada_p: No Discriminator_loss: 0.526882 Generator_loss: 1.12057
[INFO] 2021-02-05 22:00:34 > Step: 73000 Progress: 36.5% Elapsed: 20:41:20 temperature: no ada_p: No Discriminator_loss: 0.264376 Generator_loss: 1.65258
[INFO] 2021-02-05 22:01:38 > Step: 73100 Progress: 36.5% Elapsed: 20:42:24 temperature: no ada_p: No Discriminator_loss: 0.440923 Generator_loss: 1.18584
[INFO] 2021-02-05 22:02:42 > Step: 73200 Progress: 36.6% Elapsed: 20:43:28 temperature: no ada_p: No Discriminator_loss: 0.533961 Generator_loss: 0.855036
[INFO] 2021-02-05 22:03:46 > Step: 73300 Progress: 36.6% Elapsed: 20:44:32 temperature: no ada_p: No Discriminator_loss: 0.249561 Generator_loss: 2.44581
[INFO] 2021-02-05 22:04:49 > Step: 73400 Progress: 36.7% Elapsed: 20:45:36 temperature: no ada_p: No Discriminator_loss: 0.280084 Generator_loss: 1.93695
[INFO] 2021-02-05 22:05:53 > Step: 73500 Progress: 36.8% Elapsed: 20:46:40 temperature: no ada_p: No Discriminator_loss: 0.346574 Generator_loss: 2.351
[INFO] 2021-02-05 22:06:57 > Step: 73600 Progress: 36.8% Elapsed: 20:47:43 temperature: no ada_p: No Discriminator_loss: 0.71582 Generator_loss: 1.00206
[INFO] 2021-02-05 22:08:24 > Step: 73700 Progress: 36.9% Elapsed: 20:49:10 temperature: no ada_p: No Discriminator_loss: 0.411092 Generator_loss: 1.43072
[INFO] 2021-02-05 22:09:28 > Step: 73800 Progress: 36.9% Elapsed: 20:50:14 temperature: no ada_p: No Discriminator_loss: 0.265224 Generator_loss: 1.19434
[INFO] 2021-02-05 22:10:32 > Step: 73900 Progress: 37.0% Elapsed: 20:51:18 temperature: no ada_p: No Discriminator_loss: 0.240456 Generator_loss: 1.70704
[INFO] 2021-02-05 22:11:36 > Step: 74000 Progress: 37.0% Elapsed: 20:52:23 temperature: no ada_p: No Discriminator_loss: 0.772211 Generator_loss: 0.933393
[INFO] 2021-02-05 22:11:36 > Start Evaluation (74000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 22:11:36 > Calculating FID Score....
[INFO] 2021-02-05 22:12:17 > Calculating Inception Score....
[INFO] 2021-02-05 22:12:42 > Calculate F_beta Score....
[INFO] 2021-02-05 22:19:47 > Calculate Accuracies....
[INFO] 2021-02-05 22:20:10 > Calculate Accuracies....
[INFO] 2021-02-05 22:23:46 > F_8 score (Step: 74000, Using valid images): 0.6674995670119847
[INFO] 2021-02-05 22:23:46 > F_1/8 score (Step: 74000, Using valid images): 0.8364743368977885
[INFO] 2021-02-05 22:23:46 > FID score (Step: 74000, Using valid moments): 52.66986322998821
[INFO] 2021-02-05 22:23:46 > Inception score (Step: 74000, 50000 generated images): 16.091262817382812
[INFO] 2021-02-05 22:23:46 > Best FID score (Step: 72000, Using valid moments): 52.59104754500015
[INFO] 2021-02-05 22:23:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 22:25:00 > Step: 74100 Progress: 37.0% Elapsed: 21:05:46 temperature: no ada_p: No Discriminator_loss: 0.342291 Generator_loss: 2.08432
[INFO] 2021-02-05 22:26:04 > Step: 74200 Progress: 37.1% Elapsed: 21:06:50 temperature: no ada_p: No Discriminator_loss: 0.560734 Generator_loss: 1.14689
[INFO] 2021-02-05 22:27:08 > Step: 74300 Progress: 37.1% Elapsed: 21:07:54 temperature: no ada_p: No Discriminator_loss: 0.385149 Generator_loss: 2.0779
[INFO] 2021-02-05 22:28:12 > Step: 74400 Progress: 37.2% Elapsed: 21:08:58 temperature: no ada_p: No Discriminator_loss: 0.454182 Generator_loss: 1.36533
[INFO] 2021-02-05 22:29:16 > Step: 74500 Progress: 37.2% Elapsed: 21:10:02 temperature: no ada_p: No Discriminator_loss: 0.290104 Generator_loss: 2.26797
[INFO] 2021-02-05 22:30:20 > Step: 74600 Progress: 37.3% Elapsed: 21:11:06 temperature: no ada_p: No Discriminator_loss: 0.340424 Generator_loss: 1.31926
[INFO] 2021-02-05 22:31:24 > Step: 74700 Progress: 37.4% Elapsed: 21:12:10 temperature: no ada_p: No Discriminator_loss: 0.388379 Generator_loss: 1.36145
[INFO] 2021-02-05 22:32:28 > Step: 74800 Progress: 37.4% Elapsed: 21:13:14 temperature: no ada_p: No Discriminator_loss: 0.39704 Generator_loss: 1.5771
[INFO] 2021-02-05 22:33:32 > Step: 74900 Progress: 37.5% Elapsed: 21:14:18 temperature: no ada_p: No Discriminator_loss: 0.506637 Generator_loss: 1.26232
[INFO] 2021-02-05 22:34:36 > Step: 75000 Progress: 37.5% Elapsed: 21:15:22 temperature: no ada_p: No Discriminator_loss: 0.42544 Generator_loss: 1.24139
[INFO] 2021-02-05 22:35:42 > Step: 75100 Progress: 37.5% Elapsed: 21:16:28 temperature: no ada_p: No Discriminator_loss: 0.360705 Generator_loss: 1.2391
[INFO] 2021-02-05 22:36:46 > Step: 75200 Progress: 37.6% Elapsed: 21:17:32 temperature: no ada_p: No Discriminator_loss: 0.324672 Generator_loss: 2.20148
[INFO] 2021-02-05 22:38:08 > Step: 75300 Progress: 37.6% Elapsed: 21:18:54 temperature: no ada_p: No Discriminator_loss: 0.259864 Generator_loss: 1.66838
[INFO] 2021-02-05 22:39:12 > Step: 75400 Progress: 37.7% Elapsed: 21:19:58 temperature: no ada_p: No Discriminator_loss: 1.02246 Generator_loss: 1.02712
[INFO] 2021-02-05 22:40:17 > Step: 75500 Progress: 37.8% Elapsed: 21:21:03 temperature: no ada_p: No Discriminator_loss: 0.315735 Generator_loss: 1.68363
[INFO] 2021-02-05 22:41:22 > Step: 75600 Progress: 37.8% Elapsed: 21:22:08 temperature: no ada_p: No Discriminator_loss: 0.33901 Generator_loss: 1.43395
[INFO] 2021-02-05 22:42:26 > Step: 75700 Progress: 37.9% Elapsed: 21:23:13 temperature: no ada_p: No Discriminator_loss: 0.423994 Generator_loss: 1.64133
[INFO] 2021-02-05 22:43:31 > Step: 75800 Progress: 37.9% Elapsed: 21:24:17 temperature: no ada_p: No Discriminator_loss: 0.332526 Generator_loss: 2.60287
[INFO] 2021-02-05 22:44:35 > Step: 75900 Progress: 38.0% Elapsed: 21:25:21 temperature: no ada_p: No Discriminator_loss: 0.418918 Generator_loss: 1.1446
[INFO] 2021-02-05 22:45:39 > Step: 76000 Progress: 38.0% Elapsed: 21:26:26 temperature: no ada_p: No Discriminator_loss: 0.95528 Generator_loss: 0.816406
[INFO] 2021-02-05 22:45:39 > Start Evaluation (76000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 22:45:39 > Calculating FID Score....
[INFO] 2021-02-05 22:46:20 > Calculating Inception Score....
[INFO] 2021-02-05 22:46:44 > Calculate F_beta Score....
[INFO] 2021-02-05 22:53:39 > Calculate Accuracies....
[INFO] 2021-02-05 22:54:02 > Calculate Accuracies....
[INFO] 2021-02-05 22:57:37 > F_8 score (Step: 76000, Using valid images): 0.6555055254164626
[INFO] 2021-02-05 22:57:37 > F_1/8 score (Step: 76000, Using valid images): 0.8318063256185811
[INFO] 2021-02-05 22:57:37 > FID score (Step: 76000, Using valid moments): 53.89444220785032
[INFO] 2021-02-05 22:57:37 > Inception score (Step: 76000, 50000 generated images): 15.630430221557617
[INFO] 2021-02-05 22:57:37 > Best FID score (Step: 72000, Using valid moments): 52.59104754500015
[INFO] 2021-02-05 22:57:47 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 22:58:51 > Step: 76100 Progress: 38.0% Elapsed: 21:39:38 temperature: no ada_p: No Discriminator_loss: 0.294956 Generator_loss: 2.25932
[INFO] 2021-02-05 22:59:55 > Step: 76200 Progress: 38.1% Elapsed: 21:40:41 temperature: no ada_p: No Discriminator_loss: 0.742255 Generator_loss: 0.714076
[INFO] 2021-02-05 23:00:59 > Step: 76300 Progress: 38.1% Elapsed: 21:41:45 temperature: no ada_p: No Discriminator_loss: 0.364447 Generator_loss: 1.54453
[INFO] 2021-02-05 23:02:03 > Step: 76400 Progress: 38.2% Elapsed: 21:42:49 temperature: no ada_p: No Discriminator_loss: 0.404849 Generator_loss: 1.95022
[INFO] 2021-02-05 23:03:07 > Step: 76500 Progress: 38.2% Elapsed: 21:43:53 temperature: no ada_p: No Discriminator_loss: 0.301986 Generator_loss: 1.89246
[INFO] 2021-02-05 23:04:29 > Step: 76600 Progress: 38.3% Elapsed: 21:45:15 temperature: no ada_p: No Discriminator_loss: 0.318538 Generator_loss: 1.49463
[INFO] 2021-02-05 23:05:34 > Step: 76700 Progress: 38.4% Elapsed: 21:46:20 temperature: no ada_p: No Discriminator_loss: 0.375456 Generator_loss: 2.33023
[INFO] 2021-02-05 23:06:38 > Step: 76800 Progress: 38.4% Elapsed: 21:47:24 temperature: no ada_p: No Discriminator_loss: 0.282373 Generator_loss: 1.63015
[INFO] 2021-02-05 23:07:43 > Step: 76900 Progress: 38.5% Elapsed: 21:48:29 temperature: no ada_p: No Discriminator_loss: 0.404554 Generator_loss: 1.02885
[INFO] 2021-02-05 23:08:48 > Step: 77000 Progress: 38.5% Elapsed: 21:49:34 temperature: no ada_p: No Discriminator_loss: 0.337889 Generator_loss: 1.18225
[INFO] 2021-02-05 23:09:52 > Step: 77100 Progress: 38.6% Elapsed: 21:50:38 temperature: no ada_p: No Discriminator_loss: 0.344921 Generator_loss: 2.0963
[INFO] 2021-02-05 23:10:56 > Step: 77200 Progress: 38.6% Elapsed: 21:51:43 temperature: no ada_p: No Discriminator_loss: 0.545144 Generator_loss: 1.25576
[INFO] 2021-02-05 23:12:01 > Step: 77300 Progress: 38.6% Elapsed: 21:52:47 temperature: no ada_p: No Discriminator_loss: 0.388333 Generator_loss: 2.20857
[INFO] 2021-02-05 23:13:05 > Step: 77400 Progress: 38.7% Elapsed: 21:53:52 temperature: no ada_p: No Discriminator_loss: 0.303688 Generator_loss: 1.58193
[INFO] 2021-02-05 23:14:10 > Step: 77500 Progress: 38.8% Elapsed: 21:54:56 temperature: no ada_p: No Discriminator_loss: 0.302956 Generator_loss: 1.58514
[INFO] 2021-02-05 23:15:16 > Step: 77600 Progress: 38.8% Elapsed: 21:56:02 temperature: no ada_p: No Discriminator_loss: 0.361342 Generator_loss: 1.48422
[INFO] 2021-02-05 23:16:21 > Step: 77700 Progress: 38.9% Elapsed: 21:57:07 temperature: no ada_p: No Discriminator_loss: 0.608802 Generator_loss: 1.11831
[INFO] 2021-02-05 23:17:25 > Step: 77800 Progress: 38.9% Elapsed: 21:58:11 temperature: no ada_p: No Discriminator_loss: 0.273849 Generator_loss: 1.33499
[INFO] 2021-02-05 23:18:30 > Step: 77900 Progress: 39.0% Elapsed: 21:59:16 temperature: no ada_p: No Discriminator_loss: 0.505264 Generator_loss: 1.34098
[INFO] 2021-02-05 23:19:34 > Step: 78000 Progress: 39.0% Elapsed: 22:00:20 temperature: no ada_p: No Discriminator_loss: 0.538463 Generator_loss: 1.27979
[INFO] 2021-02-05 23:19:34 > Start Evaluation (78000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 23:19:34 > Calculating FID Score....
[INFO] 2021-02-05 23:20:14 > Calculating Inception Score....
[INFO] 2021-02-05 23:20:38 > Calculate F_beta Score....
[INFO] 2021-02-05 23:27:38 > Calculate Accuracies....
[INFO] 2021-02-05 23:28:01 > Calculate Accuracies....
[INFO] 2021-02-05 23:31:37 > F_8 score (Step: 78000, Using valid images): 0.6806813376279208
[INFO] 2021-02-05 23:31:37 > F_1/8 score (Step: 78000, Using valid images): 0.8343026544368326
[INFO] 2021-02-05 23:31:37 > FID score (Step: 78000, Using valid moments): 51.64736605512962
[INFO] 2021-02-05 23:31:37 > Inception score (Step: 78000, 50000 generated images): 15.971148490905762
[INFO] 2021-02-05 23:31:37 > Best FID score (Step: 78000, Using valid moments): 51.64736605512962
[INFO] 2021-02-05 23:31:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 23:33:01 > Step: 78100 Progress: 39.1% Elapsed: 22:13:47 temperature: no ada_p: No Discriminator_loss: 0.2616 Generator_loss: 1.61859
[INFO] 2021-02-05 23:34:05 > Step: 78200 Progress: 39.1% Elapsed: 22:14:51 temperature: no ada_p: No Discriminator_loss: 0.363805 Generator_loss: 1.41592
[INFO] 2021-02-05 23:35:09 > Step: 78300 Progress: 39.1% Elapsed: 22:15:55 temperature: no ada_p: No Discriminator_loss: 0.83225 Generator_loss: 0.641006
[INFO] 2021-02-05 23:36:13 > Step: 78400 Progress: 39.2% Elapsed: 22:17:00 temperature: no ada_p: No Discriminator_loss: 0.281046 Generator_loss: 1.93316
[INFO] 2021-02-05 23:37:17 > Step: 78500 Progress: 39.2% Elapsed: 22:18:04 temperature: no ada_p: No Discriminator_loss: 0.481859 Generator_loss: 1.34127
[INFO] 2021-02-05 23:38:22 > Step: 78600 Progress: 39.3% Elapsed: 22:19:08 temperature: no ada_p: No Discriminator_loss: 0.322909 Generator_loss: 1.47618
[INFO] 2021-02-05 23:39:26 > Step: 78700 Progress: 39.4% Elapsed: 22:20:12 temperature: no ada_p: No Discriminator_loss: 0.312503 Generator_loss: 2.47714
[INFO] 2021-02-05 23:40:30 > Step: 78800 Progress: 39.4% Elapsed: 22:21:16 temperature: no ada_p: No Discriminator_loss: 0.464689 Generator_loss: 1.22653
[INFO] 2021-02-05 23:41:34 > Step: 78900 Progress: 39.5% Elapsed: 22:22:20 temperature: no ada_p: No Discriminator_loss: 0.300914 Generator_loss: 1.5961
[INFO] 2021-02-05 23:42:37 > Step: 79000 Progress: 39.5% Elapsed: 22:23:24 temperature: no ada_p: No Discriminator_loss: 0.403712 Generator_loss: 2.38171
[INFO] 2021-02-05 23:43:41 > Step: 79100 Progress: 39.6% Elapsed: 22:24:27 temperature: no ada_p: No Discriminator_loss: 0.457315 Generator_loss: 1.20505
[INFO] 2021-02-05 23:44:45 > Step: 79200 Progress: 39.6% Elapsed: 22:25:31 temperature: no ada_p: No Discriminator_loss: 0.310251 Generator_loss: 1.71116
[INFO] 2021-02-05 23:45:49 > Step: 79300 Progress: 39.6% Elapsed: 22:26:35 temperature: no ada_p: No Discriminator_loss: 0.280418 Generator_loss: 1.54376
[INFO] 2021-02-05 23:46:53 > Step: 79400 Progress: 39.7% Elapsed: 22:27:39 temperature: no ada_p: No Discriminator_loss: 0.40234 Generator_loss: 1.39102
[INFO] 2021-02-05 23:47:57 > Step: 79500 Progress: 39.8% Elapsed: 22:28:43 temperature: no ada_p: No Discriminator_loss: 0.302271 Generator_loss: 1.24874
[INFO] 2021-02-05 23:49:01 > Step: 79600 Progress: 39.8% Elapsed: 22:29:47 temperature: no ada_p: No Discriminator_loss: 0.306539 Generator_loss: 1.48591
[INFO] 2021-02-05 23:50:24 > Step: 79700 Progress: 39.9% Elapsed: 22:31:10 temperature: no ada_p: No Discriminator_loss: 0.503409 Generator_loss: 1.24306
[INFO] 2021-02-05 23:51:28 > Step: 79800 Progress: 39.9% Elapsed: 22:32:14 temperature: no ada_p: No Discriminator_loss: 0.264291 Generator_loss: 1.88237
[INFO] 2021-02-05 23:52:33 > Step: 79900 Progress: 40.0% Elapsed: 22:33:19 temperature: no ada_p: No Discriminator_loss: 0.298317 Generator_loss: 1.85267
[INFO] 2021-02-05 23:53:37 > Step: 80000 Progress: 40.0% Elapsed: 22:34:23 temperature: no ada_p: No Discriminator_loss: 0.330378 Generator_loss: 1.4776
[INFO] 2021-02-05 23:53:37 > Start Evaluation (80000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-05 23:53:37 > Calculating FID Score....
[INFO] 2021-02-05 23:54:18 > Calculating Inception Score....
[INFO] 2021-02-05 23:54:41 > Calculate F_beta Score....
[INFO] 2021-02-06 00:01:43 > Calculate Accuracies....
[INFO] 2021-02-06 00:02:07 > Calculate Accuracies....
[INFO] 2021-02-06 00:05:42 > F_8 score (Step: 80000, Using valid images): 0.6931160617185844
[INFO] 2021-02-06 00:05:42 > F_1/8 score (Step: 80000, Using valid images): 0.8389419623105084
[INFO] 2021-02-06 00:05:42 > FID score (Step: 80000, Using valid moments): 52.45239611216266
[INFO] 2021-02-06 00:05:42 > Inception score (Step: 80000, 50000 generated images): 16.204191207885742
[INFO] 2021-02-06 00:05:42 > Best FID score (Step: 78000, Using valid moments): 51.64736605512962
[INFO] 2021-02-06 00:05:53 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 00:06:59 > Step: 80100 Progress: 40.1% Elapsed: 22:47:45 temperature: no ada_p: No Discriminator_loss: 0.510265 Generator_loss: 0.944354
[INFO] 2021-02-06 00:08:03 > Step: 80200 Progress: 40.1% Elapsed: 22:48:49 temperature: no ada_p: No Discriminator_loss: 0.336917 Generator_loss: 1.51727
[INFO] 2021-02-06 00:09:07 > Step: 80300 Progress: 40.2% Elapsed: 22:49:53 temperature: no ada_p: No Discriminator_loss: 0.272281 Generator_loss: 1.39906
[INFO] 2021-02-06 00:10:11 > Step: 80400 Progress: 40.2% Elapsed: 22:50:57 temperature: no ada_p: No Discriminator_loss: 0.340917 Generator_loss: 2.37288
[INFO] 2021-02-06 00:11:15 > Step: 80500 Progress: 40.2% Elapsed: 22:52:01 temperature: no ada_p: No Discriminator_loss: 0.74427 Generator_loss: 0.791491
[INFO] 2021-02-06 00:12:41 > Step: 80600 Progress: 40.3% Elapsed: 22:53:27 temperature: no ada_p: No Discriminator_loss: 0.351668 Generator_loss: 1.60306
[INFO] 2021-02-06 00:13:45 > Step: 80700 Progress: 40.4% Elapsed: 22:54:31 temperature: no ada_p: No Discriminator_loss: 0.423733 Generator_loss: 1.26557
[INFO] 2021-02-06 00:14:50 > Step: 80800 Progress: 40.4% Elapsed: 22:55:36 temperature: no ada_p: No Discriminator_loss: 0.273394 Generator_loss: 2.15098
[INFO] 2021-02-06 00:15:54 > Step: 80900 Progress: 40.5% Elapsed: 22:56:41 temperature: no ada_p: No Discriminator_loss: 0.26725 Generator_loss: 1.84148
[INFO] 2021-02-06 00:16:59 > Step: 81000 Progress: 40.5% Elapsed: 22:57:45 temperature: no ada_p: No Discriminator_loss: 0.645163 Generator_loss: 0.961545
[INFO] 2021-02-06 00:18:04 > Step: 81100 Progress: 40.6% Elapsed: 22:58:50 temperature: no ada_p: No Discriminator_loss: 0.455896 Generator_loss: 1.54838
[INFO] 2021-02-06 00:19:08 > Step: 81200 Progress: 40.6% Elapsed: 22:59:54 temperature: no ada_p: No Discriminator_loss: 0.377916 Generator_loss: 1.90022
[INFO] 2021-02-06 00:20:13 > Step: 81300 Progress: 40.6% Elapsed: 23:00:59 temperature: no ada_p: No Discriminator_loss: 0.617515 Generator_loss: 1.00957
[INFO] 2021-02-06 00:21:17 > Step: 81400 Progress: 40.7% Elapsed: 23:02:03 temperature: no ada_p: No Discriminator_loss: 0.244001 Generator_loss: 1.83358
[INFO] 2021-02-06 00:22:21 > Step: 81500 Progress: 40.8% Elapsed: 23:03:08 temperature: no ada_p: No Discriminator_loss: 0.341982 Generator_loss: 2.01214
[INFO] 2021-02-06 00:23:26 > Step: 81600 Progress: 40.8% Elapsed: 23:04:12 temperature: no ada_p: No Discriminator_loss: 0.471324 Generator_loss: 0.987567
[INFO] 2021-02-06 00:24:31 > Step: 81700 Progress: 40.8% Elapsed: 23:05:17 temperature: no ada_p: No Discriminator_loss: 0.267185 Generator_loss: 2.06973
[INFO] 2021-02-06 00:25:35 > Step: 81800 Progress: 40.9% Elapsed: 23:06:21 temperature: no ada_p: No Discriminator_loss: 0.344424 Generator_loss: 1.32047
[INFO] 2021-02-06 00:26:40 > Step: 81900 Progress: 40.9% Elapsed: 23:07:26 temperature: no ada_p: No Discriminator_loss: 0.294185 Generator_loss: 1.98679
[INFO] 2021-02-06 00:27:44 > Step: 82000 Progress: 41.0% Elapsed: 23:08:30 temperature: no ada_p: No Discriminator_loss: 0.634925 Generator_loss: 1.03128
[INFO] 2021-02-06 00:27:44 > Start Evaluation (82000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 00:27:44 > Calculating FID Score....
[INFO] 2021-02-06 00:28:25 > Calculating Inception Score....
[INFO] 2021-02-06 00:28:48 > Calculate F_beta Score....
[INFO] 2021-02-06 00:35:46 > Calculate Accuracies....
[INFO] 2021-02-06 00:36:09 > Calculate Accuracies....
[INFO] 2021-02-06 00:39:44 > F_8 score (Step: 82000, Using valid images): 0.6819362073997675
[INFO] 2021-02-06 00:39:44 > F_1/8 score (Step: 82000, Using valid images): 0.8467080412199721
[INFO] 2021-02-06 00:39:44 > FID score (Step: 82000, Using valid moments): 50.49560104118103
[INFO] 2021-02-06 00:39:44 > Inception score (Step: 82000, 50000 generated images): 16.26947593688965
[INFO] 2021-02-06 00:39:44 > Best FID score (Step: 82000, Using valid moments): 50.49560104118103
[INFO] 2021-02-06 00:40:04 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 00:41:08 > Step: 82100 Progress: 41.0% Elapsed: 23:21:55 temperature: no ada_p: No Discriminator_loss: 0.577243 Generator_loss: 2.34238
[INFO] 2021-02-06 00:42:12 > Step: 82200 Progress: 41.1% Elapsed: 23:22:59 temperature: no ada_p: No Discriminator_loss: 0.536665 Generator_loss: 1.12523
[INFO] 2021-02-06 00:43:17 > Step: 82300 Progress: 41.1% Elapsed: 23:24:03 temperature: no ada_p: No Discriminator_loss: 0.44853 Generator_loss: 1.46135
[INFO] 2021-02-06 00:44:21 > Step: 82400 Progress: 41.2% Elapsed: 23:25:07 temperature: no ada_p: No Discriminator_loss: 0.487737 Generator_loss: 1.3686
[INFO] 2021-02-06 00:45:25 > Step: 82500 Progress: 41.2% Elapsed: 23:26:11 temperature: no ada_p: No Discriminator_loss: 0.238851 Generator_loss: 1.89733
[INFO] 2021-02-06 00:46:30 > Step: 82600 Progress: 41.3% Elapsed: 23:27:17 temperature: no ada_p: No Discriminator_loss: 0.409533 Generator_loss: 2.2987
[INFO] 2021-02-06 00:47:34 > Step: 82700 Progress: 41.3% Elapsed: 23:28:20 temperature: no ada_p: No Discriminator_loss: 0.392994 Generator_loss: 1.26464
[INFO] 2021-02-06 00:48:38 > Step: 82800 Progress: 41.4% Elapsed: 23:29:24 temperature: no ada_p: No Discriminator_loss: 0.346416 Generator_loss: 1.42012
[INFO] 2021-02-06 00:49:42 > Step: 82900 Progress: 41.4% Elapsed: 23:30:28 temperature: no ada_p: No Discriminator_loss: 0.36812 Generator_loss: 1.91562
[INFO] 2021-02-06 00:50:46 > Step: 83000 Progress: 41.5% Elapsed: 23:31:32 temperature: no ada_p: No Discriminator_loss: 0.482989 Generator_loss: 2.12637
[INFO] 2021-02-06 00:51:50 > Step: 83100 Progress: 41.5% Elapsed: 23:32:36 temperature: no ada_p: No Discriminator_loss: 0.300263 Generator_loss: 2.31576
[INFO] 2021-02-06 00:52:54 > Step: 83200 Progress: 41.6% Elapsed: 23:33:40 temperature: no ada_p: No Discriminator_loss: 0.646708 Generator_loss: 0.991779
[INFO] 2021-02-06 00:53:58 > Step: 83300 Progress: 41.6% Elapsed: 23:34:44 temperature: no ada_p: No Discriminator_loss: 0.3103 Generator_loss: 1.82844
[INFO] 2021-02-06 00:55:21 > Step: 83400 Progress: 41.7% Elapsed: 23:36:07 temperature: no ada_p: No Discriminator_loss: 0.217798 Generator_loss: 2.21732
[INFO] 2021-02-06 00:56:26 > Step: 83500 Progress: 41.8% Elapsed: 23:37:12 temperature: no ada_p: No Discriminator_loss: 0.698179 Generator_loss: 0.666262
[INFO] 2021-02-06 00:57:30 > Step: 83600 Progress: 41.8% Elapsed: 23:38:16 temperature: no ada_p: No Discriminator_loss: 0.30939 Generator_loss: 2.57724
[INFO] 2021-02-06 00:58:35 > Step: 83700 Progress: 41.9% Elapsed: 23:39:21 temperature: no ada_p: No Discriminator_loss: 0.445638 Generator_loss: 1.57979
[INFO] 2021-02-06 00:59:39 > Step: 83800 Progress: 41.9% Elapsed: 23:40:25 temperature: no ada_p: No Discriminator_loss: 0.380558 Generator_loss: 2.26325
[INFO] 2021-02-06 01:00:44 > Step: 83900 Progress: 41.9% Elapsed: 23:41:30 temperature: no ada_p: No Discriminator_loss: 0.392305 Generator_loss: 1.50939
[INFO] 2021-02-06 01:01:48 > Step: 84000 Progress: 42.0% Elapsed: 23:42:35 temperature: no ada_p: No Discriminator_loss: 0.322088 Generator_loss: 1.34965
[INFO] 2021-02-06 01:01:48 > Start Evaluation (84000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 01:01:48 > Calculating FID Score....
[INFO] 2021-02-06 01:02:29 > Calculating Inception Score....
[INFO] 2021-02-06 01:02:52 > Calculate F_beta Score....
[INFO] 2021-02-06 01:09:48 > Calculate Accuracies....
[INFO] 2021-02-06 01:10:10 > Calculate Accuracies....
[INFO] 2021-02-06 01:13:46 > F_8 score (Step: 84000, Using valid images): 0.7037537631077376
[INFO] 2021-02-06 01:13:46 > F_1/8 score (Step: 84000, Using valid images): 0.8556688675045563
[INFO] 2021-02-06 01:13:46 > FID score (Step: 84000, Using valid moments): 51.43694198532563
[INFO] 2021-02-06 01:13:46 > Inception score (Step: 84000, 50000 generated images): 16.743547439575195
[INFO] 2021-02-06 01:13:46 > Best FID score (Step: 82000, Using valid moments): 50.49560104118103
[INFO] 2021-02-06 01:13:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 01:15:01 > Step: 84100 Progress: 42.0% Elapsed: 23:55:48 temperature: no ada_p: No Discriminator_loss: 0.304238 Generator_loss: 1.41941
[INFO] 2021-02-06 01:16:06 > Step: 84200 Progress: 42.1% Elapsed: 23:56:52 temperature: no ada_p: No Discriminator_loss: 0.551646 Generator_loss: 1.19639
[INFO] 2021-02-06 01:17:10 > Step: 84300 Progress: 42.1% Elapsed: 23:57:56 temperature: no ada_p: No Discriminator_loss: 0.357725 Generator_loss: 2.03923
[INFO] 2021-02-06 01:18:13 > Step: 84400 Progress: 42.2% Elapsed: 23:59:00 temperature: no ada_p: No Discriminator_loss: 0.27614 Generator_loss: 1.61711
[INFO] 2021-02-06 01:19:17 > Step: 84500 Progress: 42.2% Elapsed: 1 day, 0:00:04 temperature: no ada_p: No Discriminator_loss: 0.406423 Generator_loss: 2.5751
[INFO] 2021-02-06 01:20:46 > Step: 84600 Progress: 42.3% Elapsed: 1 day, 0:01:32 temperature: no ada_p: No Discriminator_loss: 0.383251 Generator_loss: 1.4732
[INFO] 2021-02-06 01:21:51 > Step: 84700 Progress: 42.4% Elapsed: 1 day, 0:02:37 temperature: no ada_p: No Discriminator_loss: 0.338272 Generator_loss: 1.45393
[INFO] 2021-02-06 01:22:55 > Step: 84800 Progress: 42.4% Elapsed: 1 day, 0:03:41 temperature: no ada_p: No Discriminator_loss: 0.656732 Generator_loss: 1.02262
[INFO] 2021-02-06 01:24:00 > Step: 84900 Progress: 42.4% Elapsed: 1 day, 0:04:46 temperature: no ada_p: No Discriminator_loss: 0.394929 Generator_loss: 1.58884
[INFO] 2021-02-06 01:25:04 > Step: 85000 Progress: 42.5% Elapsed: 1 day, 0:05:50 temperature: no ada_p: No Discriminator_loss: 0.349077 Generator_loss: 1.71906
[INFO] 2021-02-06 01:26:11 > Step: 85100 Progress: 42.5% Elapsed: 1 day, 0:06:57 temperature: no ada_p: No Discriminator_loss: 0.328868 Generator_loss: 1.93343
[INFO] 2021-02-06 01:27:15 > Step: 85200 Progress: 42.6% Elapsed: 1 day, 0:08:01 temperature: no ada_p: No Discriminator_loss: 0.34476 Generator_loss: 2.20764
[INFO] 2021-02-06 01:28:20 > Step: 85300 Progress: 42.6% Elapsed: 1 day, 0:09:06 temperature: no ada_p: No Discriminator_loss: 0.304181 Generator_loss: 2.08558
[INFO] 2021-02-06 01:29:24 > Step: 85400 Progress: 42.7% Elapsed: 1 day, 0:10:11 temperature: no ada_p: No Discriminator_loss: 0.664279 Generator_loss: 1.0902
[INFO] 2021-02-06 01:30:29 > Step: 85500 Progress: 42.8% Elapsed: 1 day, 0:11:15 temperature: no ada_p: No Discriminator_loss: 0.315082 Generator_loss: 2.00414
[INFO] 2021-02-06 01:31:33 > Step: 85600 Progress: 42.8% Elapsed: 1 day, 0:12:20 temperature: no ada_p: No Discriminator_loss: 0.244678 Generator_loss: 1.7955
[INFO] 2021-02-06 01:32:38 > Step: 85700 Progress: 42.9% Elapsed: 1 day, 0:13:24 temperature: no ada_p: No Discriminator_loss: 0.259538 Generator_loss: 1.65084
[INFO] 2021-02-06 01:33:42 > Step: 85800 Progress: 42.9% Elapsed: 1 day, 0:14:29 temperature: no ada_p: No Discriminator_loss: 0.559293 Generator_loss: 1.09083
[INFO] 2021-02-06 01:34:47 > Step: 85900 Progress: 43.0% Elapsed: 1 day, 0:15:33 temperature: no ada_p: No Discriminator_loss: 0.374637 Generator_loss: 1.12846
[INFO] 2021-02-06 01:35:51 > Step: 86000 Progress: 43.0% Elapsed: 1 day, 0:16:38 temperature: no ada_p: No Discriminator_loss: 0.336327 Generator_loss: 1.55995
[INFO] 2021-02-06 01:35:51 > Start Evaluation (86000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 01:35:51 > Calculating FID Score....
[INFO] 2021-02-06 01:36:33 > Calculating Inception Score....
[INFO] 2021-02-06 01:36:57 > Calculate F_beta Score....
[INFO] 2021-02-06 01:43:57 > Calculate Accuracies....
[INFO] 2021-02-06 01:44:20 > Calculate Accuracies....
[INFO] 2021-02-06 01:47:57 > F_8 score (Step: 86000, Using valid images): 0.714700736850884
[INFO] 2021-02-06 01:47:57 > F_1/8 score (Step: 86000, Using valid images): 0.8533900957627305
[INFO] 2021-02-06 01:47:57 > FID score (Step: 86000, Using valid moments): 50.604963739889
[INFO] 2021-02-06 01:47:57 > Inception score (Step: 86000, 50000 generated images): 16.605058670043945
[INFO] 2021-02-06 01:47:57 > Best FID score (Step: 82000, Using valid moments): 50.49560104118103
[INFO] 2021-02-06 01:48:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 01:49:12 > Step: 86100 Progress: 43.0% Elapsed: 1 day, 0:29:58 temperature: no ada_p: No Discriminator_loss: 0.289658 Generator_loss: 1.67727
[INFO] 2021-02-06 01:50:16 > Step: 86200 Progress: 43.1% Elapsed: 1 day, 0:31:02 temperature: no ada_p: No Discriminator_loss: 0.301499 Generator_loss: 1.39387
[INFO] 2021-02-06 01:51:20 > Step: 86300 Progress: 43.1% Elapsed: 1 day, 0:32:06 temperature: no ada_p: No Discriminator_loss: 0.271659 Generator_loss: 1.50309
[INFO] 2021-02-06 01:52:24 > Step: 86400 Progress: 43.2% Elapsed: 1 day, 0:33:10 temperature: no ada_p: No Discriminator_loss: 0.520162 Generator_loss: 0.991048
[INFO] 2021-02-06 01:53:28 > Step: 86500 Progress: 43.2% Elapsed: 1 day, 0:34:14 temperature: no ada_p: No Discriminator_loss: 0.365329 Generator_loss: 1.26982
[INFO] 2021-02-06 01:54:32 > Step: 86600 Progress: 43.3% Elapsed: 1 day, 0:35:18 temperature: no ada_p: No Discriminator_loss: 0.270541 Generator_loss: 1.74798
[INFO] 2021-02-06 01:55:36 > Step: 86700 Progress: 43.4% Elapsed: 1 day, 0:36:22 temperature: no ada_p: No Discriminator_loss: 0.533168 Generator_loss: 1.21413
[INFO] 2021-02-06 01:56:40 > Step: 86800 Progress: 43.4% Elapsed: 1 day, 0:37:26 temperature: no ada_p: No Discriminator_loss: 0.485132 Generator_loss: 1.21016
[INFO] 2021-02-06 01:57:44 > Step: 86900 Progress: 43.5% Elapsed: 1 day, 0:38:30 temperature: no ada_p: No Discriminator_loss: 0.520724 Generator_loss: 1.00405
[INFO] 2021-02-06 01:58:47 > Step: 87000 Progress: 43.5% Elapsed: 1 day, 0:39:34 temperature: no ada_p: No Discriminator_loss: 0.385601 Generator_loss: 1.29514
[INFO] 2021-02-06 01:59:52 > Step: 87100 Progress: 43.5% Elapsed: 1 day, 0:40:38 temperature: no ada_p: No Discriminator_loss: 0.319981 Generator_loss: 1.55231
[INFO] 2021-02-06 02:00:56 > Step: 87200 Progress: 43.6% Elapsed: 1 day, 0:41:42 temperature: no ada_p: No Discriminator_loss: 0.621471 Generator_loss: 0.908144
[INFO] 2021-02-06 02:02:00 > Step: 87300 Progress: 43.6% Elapsed: 1 day, 0:42:46 temperature: no ada_p: No Discriminator_loss: 0.304136 Generator_loss: 1.55287
[INFO] 2021-02-06 02:03:04 > Step: 87400 Progress: 43.7% Elapsed: 1 day, 0:43:50 temperature: no ada_p: No Discriminator_loss: 0.399054 Generator_loss: 1.3353
[INFO] 2021-02-06 02:04:08 > Step: 87500 Progress: 43.8% Elapsed: 1 day, 0:44:54 temperature: no ada_p: No Discriminator_loss: 0.319795 Generator_loss: 1.72485
[INFO] 2021-02-06 02:05:14 > Step: 87600 Progress: 43.8% Elapsed: 1 day, 0:46:00 temperature: no ada_p: No Discriminator_loss: 0.468201 Generator_loss: 1.181
[INFO] 2021-02-06 02:06:18 > Step: 87700 Progress: 43.9% Elapsed: 1 day, 0:47:04 temperature: no ada_p: No Discriminator_loss: 0.529895 Generator_loss: 1.14915
[INFO] 2021-02-06 02:07:22 > Step: 87800 Progress: 43.9% Elapsed: 1 day, 0:48:08 temperature: no ada_p: No Discriminator_loss: 0.315174 Generator_loss: 1.82892
[INFO] 2021-02-06 02:08:46 > Step: 87900 Progress: 44.0% Elapsed: 1 day, 0:49:32 temperature: no ada_p: No Discriminator_loss: 0.683182 Generator_loss: 0.509637
[INFO] 2021-02-06 02:09:50 > Step: 88000 Progress: 44.0% Elapsed: 1 day, 0:50:37 temperature: no ada_p: No Discriminator_loss: 0.315917 Generator_loss: 1.66832
[INFO] 2021-02-06 02:09:50 > Start Evaluation (88000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 02:09:50 > Calculating FID Score....
[INFO] 2021-02-06 02:10:31 > Calculating Inception Score....
[INFO] 2021-02-06 02:10:54 > Calculate F_beta Score....
[INFO] 2021-02-06 02:17:47 > Calculate Accuracies....
[INFO] 2021-02-06 02:18:10 > Calculate Accuracies....
[INFO] 2021-02-06 02:21:45 > F_8 score (Step: 88000, Using valid images): 0.7560354827789921
[INFO] 2021-02-06 02:21:45 > F_1/8 score (Step: 88000, Using valid images): 0.8540290850754876
[INFO] 2021-02-06 02:21:45 > FID score (Step: 88000, Using valid moments): 49.82889786407708
[INFO] 2021-02-06 02:21:45 > Inception score (Step: 88000, 50000 generated images): 16.326210021972656
[INFO] 2021-02-06 02:21:45 > Best FID score (Step: 88000, Using valid moments): 49.82889786407708
[INFO] 2021-02-06 02:22:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 02:23:10 > Step: 88100 Progress: 44.0% Elapsed: 1 day, 1:03:56 temperature: no ada_p: No Discriminator_loss: 0.22472 Generator_loss: 2.26045
[INFO] 2021-02-06 02:24:14 > Step: 88200 Progress: 44.1% Elapsed: 1 day, 1:05:00 temperature: no ada_p: No Discriminator_loss: 0.448319 Generator_loss: 1.24433
[INFO] 2021-02-06 02:25:18 > Step: 88300 Progress: 44.1% Elapsed: 1 day, 1:06:04 temperature: no ada_p: No Discriminator_loss: 0.358782 Generator_loss: 1.31957
[INFO] 2021-02-06 02:26:22 > Step: 88400 Progress: 44.2% Elapsed: 1 day, 1:07:08 temperature: no ada_p: No Discriminator_loss: 0.477533 Generator_loss: 1.03533
[INFO] 2021-02-06 02:27:26 > Step: 88500 Progress: 44.2% Elapsed: 1 day, 1:08:12 temperature: no ada_p: No Discriminator_loss: 0.447432 Generator_loss: 1.21114
[INFO] 2021-02-06 02:28:30 > Step: 88600 Progress: 44.3% Elapsed: 1 day, 1:09:16 temperature: no ada_p: No Discriminator_loss: 0.343593 Generator_loss: 1.004
[INFO] 2021-02-06 02:29:34 > Step: 88700 Progress: 44.4% Elapsed: 1 day, 1:10:20 temperature: no ada_p: No Discriminator_loss: 0.251289 Generator_loss: 1.89878
[INFO] 2021-02-06 02:30:56 > Step: 88800 Progress: 44.4% Elapsed: 1 day, 1:11:42 temperature: no ada_p: No Discriminator_loss: 0.280615 Generator_loss: 1.71645
[INFO] 2021-02-06 02:32:01 > Step: 88900 Progress: 44.5% Elapsed: 1 day, 1:12:47 temperature: no ada_p: No Discriminator_loss: 0.367108 Generator_loss: 1.4986
[INFO] 2021-02-06 02:33:05 > Step: 89000 Progress: 44.5% Elapsed: 1 day, 1:13:51 temperature: no ada_p: No Discriminator_loss: 0.49972 Generator_loss: 2.08064
[INFO] 2021-02-06 02:34:10 > Step: 89100 Progress: 44.5% Elapsed: 1 day, 1:14:56 temperature: no ada_p: No Discriminator_loss: 0.552704 Generator_loss: 2.27739
[INFO] 2021-02-06 02:35:14 > Step: 89200 Progress: 44.6% Elapsed: 1 day, 1:16:01 temperature: no ada_p: No Discriminator_loss: 0.392064 Generator_loss: 1.55727
[INFO] 2021-02-06 02:36:19 > Step: 89300 Progress: 44.6% Elapsed: 1 day, 1:17:05 temperature: no ada_p: No Discriminator_loss: 0.645974 Generator_loss: 1.06694
[INFO] 2021-02-06 02:37:23 > Step: 89400 Progress: 44.7% Elapsed: 1 day, 1:18:10 temperature: no ada_p: No Discriminator_loss: 0.568123 Generator_loss: 1.21377
[INFO] 2021-02-06 02:38:28 > Step: 89500 Progress: 44.8% Elapsed: 1 day, 1:19:14 temperature: no ada_p: No Discriminator_loss: 0.594779 Generator_loss: 1.02894
[INFO] 2021-02-06 02:39:32 > Step: 89600 Progress: 44.8% Elapsed: 1 day, 1:20:19 temperature: no ada_p: No Discriminator_loss: 0.339953 Generator_loss: 1.45076
[INFO] 2021-02-06 02:40:37 > Step: 89700 Progress: 44.9% Elapsed: 1 day, 1:21:23 temperature: no ada_p: No Discriminator_loss: 0.443975 Generator_loss: 1.06097
[INFO] 2021-02-06 02:41:41 > Step: 89800 Progress: 44.9% Elapsed: 1 day, 1:22:28 temperature: no ada_p: No Discriminator_loss: 0.263633 Generator_loss: 1.71374
[INFO] 2021-02-06 02:42:46 > Step: 89900 Progress: 45.0% Elapsed: 1 day, 1:23:32 temperature: no ada_p: No Discriminator_loss: 0.327057 Generator_loss: 1.62264
[INFO] 2021-02-06 02:43:51 > Step: 90000 Progress: 45.0% Elapsed: 1 day, 1:24:37 temperature: no ada_p: No Discriminator_loss: 0.248722 Generator_loss: 2.23696
[INFO] 2021-02-06 02:43:51 > Start Evaluation (90000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 02:43:51 > Calculating FID Score....
[INFO] 2021-02-06 02:44:31 > Calculating Inception Score....
[INFO] 2021-02-06 02:44:54 > Calculate F_beta Score....
[INFO] 2021-02-06 02:51:50 > Calculate Accuracies....
[INFO] 2021-02-06 02:52:13 > Calculate Accuracies....
[INFO] 2021-02-06 02:55:50 > F_8 score (Step: 90000, Using valid images): 0.681206997633938
[INFO] 2021-02-06 02:55:50 > F_1/8 score (Step: 90000, Using valid images): 0.851054611580386
[INFO] 2021-02-06 02:55:50 > FID score (Step: 90000, Using valid moments): 52.500638413918125
[INFO] 2021-02-06 02:55:50 > Inception score (Step: 90000, 50000 generated images): 16.624176025390625
[INFO] 2021-02-06 02:55:50 > Best FID score (Step: 88000, Using valid moments): 49.82889786407708
[INFO] 2021-02-06 02:56:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 02:57:07 > Step: 90100 Progress: 45.1% Elapsed: 1 day, 1:37:53 temperature: no ada_p: No Discriminator_loss: 0.198264 Generator_loss: 1.96412
[INFO] 2021-02-06 02:58:11 > Step: 90200 Progress: 45.1% Elapsed: 1 day, 1:38:57 temperature: no ada_p: No Discriminator_loss: 0.320456 Generator_loss: 2.55259
[INFO] 2021-02-06 02:59:15 > Step: 90300 Progress: 45.1% Elapsed: 1 day, 1:40:01 temperature: no ada_p: No Discriminator_loss: 0.361562 Generator_loss: 1.4626
[INFO] 2021-02-06 03:00:19 > Step: 90400 Progress: 45.2% Elapsed: 1 day, 1:41:05 temperature: no ada_p: No Discriminator_loss: 0.293555 Generator_loss: 1.67928
[INFO] 2021-02-06 03:01:23 > Step: 90500 Progress: 45.2% Elapsed: 1 day, 1:42:09 temperature: no ada_p: No Discriminator_loss: 0.448013 Generator_loss: 1.61601
[INFO] 2021-02-06 03:02:26 > Step: 90600 Progress: 45.3% Elapsed: 1 day, 1:43:13 temperature: no ada_p: No Discriminator_loss: 0.473858 Generator_loss: 1.45364
[INFO] 2021-02-06 03:03:30 > Step: 90700 Progress: 45.4% Elapsed: 1 day, 1:44:17 temperature: no ada_p: No Discriminator_loss: 0.537657 Generator_loss: 1.08925
[INFO] 2021-02-06 03:04:34 > Step: 90800 Progress: 45.4% Elapsed: 1 day, 1:45:21 temperature: no ada_p: No Discriminator_loss: 0.393087 Generator_loss: 2.53937
[INFO] 2021-02-06 03:05:57 > Step: 90900 Progress: 45.5% Elapsed: 1 day, 1:46:43 temperature: no ada_p: No Discriminator_loss: 0.275676 Generator_loss: 1.81621
[INFO] 2021-02-06 03:07:02 > Step: 91000 Progress: 45.5% Elapsed: 1 day, 1:47:48 temperature: no ada_p: No Discriminator_loss: 0.278898 Generator_loss: 1.86142
[INFO] 2021-02-06 03:08:06 > Step: 91100 Progress: 45.6% Elapsed: 1 day, 1:48:52 temperature: no ada_p: No Discriminator_loss: 0.40378 Generator_loss: 1.14221
[INFO] 2021-02-06 03:09:11 > Step: 91200 Progress: 45.6% Elapsed: 1 day, 1:49:57 temperature: no ada_p: No Discriminator_loss: 0.420315 Generator_loss: 1.27599
[INFO] 2021-02-06 03:10:15 > Step: 91300 Progress: 45.6% Elapsed: 1 day, 1:51:02 temperature: no ada_p: No Discriminator_loss: 0.60366 Generator_loss: 0.795546
[INFO] 2021-02-06 03:11:20 > Step: 91400 Progress: 45.7% Elapsed: 1 day, 1:52:06 temperature: no ada_p: No Discriminator_loss: 0.250736 Generator_loss: 1.79835
[INFO] 2021-02-06 03:12:24 > Step: 91500 Progress: 45.8% Elapsed: 1 day, 1:53:11 temperature: no ada_p: No Discriminator_loss: 0.237017 Generator_loss: 1.55141
[INFO] 2021-02-06 03:13:29 > Step: 91600 Progress: 45.8% Elapsed: 1 day, 1:54:15 temperature: no ada_p: No Discriminator_loss: 0.335414 Generator_loss: 1.33737
[INFO] 2021-02-06 03:14:33 > Step: 91700 Progress: 45.9% Elapsed: 1 day, 1:55:19 temperature: no ada_p: No Discriminator_loss: 0.230748 Generator_loss: 1.91073
[INFO] 2021-02-06 03:15:38 > Step: 91800 Progress: 45.9% Elapsed: 1 day, 1:56:24 temperature: no ada_p: No Discriminator_loss: 0.318192 Generator_loss: 1.05291
[INFO] 2021-02-06 03:16:42 > Step: 91900 Progress: 46.0% Elapsed: 1 day, 1:57:28 temperature: no ada_p: No Discriminator_loss: 0.351972 Generator_loss: 2.2002
[INFO] 2021-02-06 03:17:47 > Step: 92000 Progress: 46.0% Elapsed: 1 day, 1:58:33 temperature: no ada_p: No Discriminator_loss: 0.443923 Generator_loss: 1.45372
[INFO] 2021-02-06 03:17:47 > Start Evaluation (92000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 03:17:47 > Calculating FID Score....
[INFO] 2021-02-06 03:18:27 > Calculating Inception Score....
[INFO] 2021-02-06 03:18:51 > Calculate F_beta Score....
[INFO] 2021-02-06 03:25:47 > Calculate Accuracies....
[INFO] 2021-02-06 03:26:11 > Calculate Accuracies....
[INFO] 2021-02-06 03:29:48 > F_8 score (Step: 92000, Using valid images): 0.7287090566370176
[INFO] 2021-02-06 03:29:48 > F_1/8 score (Step: 92000, Using valid images): 0.8659511132507347
[INFO] 2021-02-06 03:29:48 > FID score (Step: 92000, Using valid moments): 50.27217814847626
[INFO] 2021-02-06 03:29:48 > Inception score (Step: 92000, 50000 generated images): 16.545644760131836
[INFO] 2021-02-06 03:29:48 > Best FID score (Step: 88000, Using valid moments): 49.82889786407708
[INFO] 2021-02-06 03:29:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 03:31:02 > Step: 92100 Progress: 46.1% Elapsed: 1 day, 2:11:48 temperature: no ada_p: No Discriminator_loss: 0.38076 Generator_loss: 1.1026
[INFO] 2021-02-06 03:32:06 > Step: 92200 Progress: 46.1% Elapsed: 1 day, 2:12:53 temperature: no ada_p: No Discriminator_loss: 0.250307 Generator_loss: 1.53117
[INFO] 2021-02-06 03:33:10 > Step: 92300 Progress: 46.2% Elapsed: 1 day, 2:13:56 temperature: no ada_p: No Discriminator_loss: 0.227009 Generator_loss: 2.15608
[INFO] 2021-02-06 03:34:14 > Step: 92400 Progress: 46.2% Elapsed: 1 day, 2:15:01 temperature: no ada_p: No Discriminator_loss: 0.301735 Generator_loss: 1.36189
[INFO] 2021-02-06 03:35:18 > Step: 92500 Progress: 46.2% Elapsed: 1 day, 2:16:05 temperature: no ada_p: No Discriminator_loss: 0.401691 Generator_loss: 1.43124
[INFO] 2021-02-06 03:36:24 > Step: 92600 Progress: 46.3% Elapsed: 1 day, 2:17:11 temperature: no ada_p: No Discriminator_loss: 0.334157 Generator_loss: 1.41937
[INFO] 2021-02-06 03:37:28 > Step: 92700 Progress: 46.4% Elapsed: 1 day, 2:18:15 temperature: no ada_p: No Discriminator_loss: 0.378928 Generator_loss: 1.41719
[INFO] 2021-02-06 03:38:32 > Step: 92800 Progress: 46.4% Elapsed: 1 day, 2:19:19 temperature: no ada_p: No Discriminator_loss: 0.598188 Generator_loss: 1.05204
[INFO] 2021-02-06 03:39:55 > Step: 92900 Progress: 46.5% Elapsed: 1 day, 2:20:42 temperature: no ada_p: No Discriminator_loss: 0.434663 Generator_loss: 0.961114
[INFO] 2021-02-06 03:41:00 > Step: 93000 Progress: 46.5% Elapsed: 1 day, 2:21:46 temperature: no ada_p: No Discriminator_loss: 0.319926 Generator_loss: 1.01772
[INFO] 2021-02-06 03:42:04 > Step: 93100 Progress: 46.6% Elapsed: 1 day, 2:22:51 temperature: no ada_p: No Discriminator_loss: 0.352651 Generator_loss: 1.36442
[INFO] 2021-02-06 03:43:09 > Step: 93200 Progress: 46.6% Elapsed: 1 day, 2:23:55 temperature: no ada_p: No Discriminator_loss: 0.288023 Generator_loss: 1.36876
[INFO] 2021-02-06 03:44:13 > Step: 93300 Progress: 46.7% Elapsed: 1 day, 2:25:00 temperature: no ada_p: No Discriminator_loss: 0.289856 Generator_loss: 1.7633
[INFO] 2021-02-06 03:45:18 > Step: 93400 Progress: 46.7% Elapsed: 1 day, 2:26:04 temperature: no ada_p: No Discriminator_loss: 0.323299 Generator_loss: 1.45992
[INFO] 2021-02-06 03:46:23 > Step: 93500 Progress: 46.8% Elapsed: 1 day, 2:27:09 temperature: no ada_p: No Discriminator_loss: 0.283398 Generator_loss: 2.14109
[INFO] 2021-02-06 03:47:27 > Step: 93600 Progress: 46.8% Elapsed: 1 day, 2:28:13 temperature: no ada_p: No Discriminator_loss: 0.687635 Generator_loss: 1.0061
[INFO] 2021-02-06 03:48:32 > Step: 93700 Progress: 46.9% Elapsed: 1 day, 2:29:18 temperature: no ada_p: No Discriminator_loss: 0.232443 Generator_loss: 2.09725
[INFO] 2021-02-06 03:49:36 > Step: 93800 Progress: 46.9% Elapsed: 1 day, 2:30:22 temperature: no ada_p: No Discriminator_loss: 0.419105 Generator_loss: 1.31601
[INFO] 2021-02-06 03:50:41 > Step: 93900 Progress: 46.9% Elapsed: 1 day, 2:31:27 temperature: no ada_p: No Discriminator_loss: 0.253821 Generator_loss: 1.65825
[INFO] 2021-02-06 03:51:45 > Step: 94000 Progress: 47.0% Elapsed: 1 day, 2:32:31 temperature: no ada_p: No Discriminator_loss: 0.300923 Generator_loss: 2.23684
[INFO] 2021-02-06 03:51:45 > Start Evaluation (94000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 03:51:45 > Calculating FID Score....
[INFO] 2021-02-06 03:52:26 > Calculating Inception Score....
[INFO] 2021-02-06 03:52:50 > Calculate F_beta Score....
[INFO] 2021-02-06 03:59:48 > Calculate Accuracies....
[INFO] 2021-02-06 04:00:10 > Calculate Accuracies....
[INFO] 2021-02-06 04:03:48 > F_8 score (Step: 94000, Using valid images): 0.7189413628808331
[INFO] 2021-02-06 04:03:48 > F_1/8 score (Step: 94000, Using valid images): 0.8611571190664961
[INFO] 2021-02-06 04:03:48 > FID score (Step: 94000, Using valid moments): 49.44492930945182
[INFO] 2021-02-06 04:03:48 > Inception score (Step: 94000, 50000 generated images): 17.081398010253906
[INFO] 2021-02-06 04:03:48 > Best FID score (Step: 94000, Using valid moments): 49.44492930945182
[INFO] 2021-02-06 04:04:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 04:05:13 > Step: 94100 Progress: 47.0% Elapsed: 1 day, 2:45:59 temperature: no ada_p: No Discriminator_loss: 0.355728 Generator_loss: 1.40769
[INFO] 2021-02-06 04:06:17 > Step: 94200 Progress: 47.1% Elapsed: 1 day, 2:47:03 temperature: no ada_p: No Discriminator_loss: 0.402049 Generator_loss: 1.13583
[INFO] 2021-02-06 04:07:20 > Step: 94300 Progress: 47.1% Elapsed: 1 day, 2:48:07 temperature: no ada_p: No Discriminator_loss: 0.509567 Generator_loss: 1.11432
[INFO] 2021-02-06 04:08:24 > Step: 94400 Progress: 47.2% Elapsed: 1 day, 2:49:11 temperature: no ada_p: No Discriminator_loss: 0.321661 Generator_loss: 1.40777
[INFO] 2021-02-06 04:09:28 > Step: 94500 Progress: 47.2% Elapsed: 1 day, 2:50:15 temperature: no ada_p: No Discriminator_loss: 0.331332 Generator_loss: 2.58279
[INFO] 2021-02-06 04:10:33 > Step: 94600 Progress: 47.3% Elapsed: 1 day, 2:51:19 temperature: no ada_p: No Discriminator_loss: 0.28373 Generator_loss: 2.16719
[INFO] 2021-02-06 04:11:37 > Step: 94700 Progress: 47.3% Elapsed: 1 day, 2:52:23 temperature: no ada_p: No Discriminator_loss: 0.343254 Generator_loss: 1.42197
[INFO] 2021-02-06 04:12:41 > Step: 94800 Progress: 47.4% Elapsed: 1 day, 2:53:27 temperature: no ada_p: No Discriminator_loss: 0.400992 Generator_loss: 1.2014
[INFO] 2021-02-06 04:14:04 > Step: 94900 Progress: 47.4% Elapsed: 1 day, 2:54:50 temperature: no ada_p: No Discriminator_loss: 0.41554 Generator_loss: 1.32018
[INFO] 2021-02-06 04:15:09 > Step: 95000 Progress: 47.5% Elapsed: 1 day, 2:55:55 temperature: no ada_p: No Discriminator_loss: 0.296999 Generator_loss: 1.44279
[INFO] 2021-02-06 04:16:15 > Step: 95100 Progress: 47.5% Elapsed: 1 day, 2:57:01 temperature: no ada_p: No Discriminator_loss: 0.44219 Generator_loss: 1.51931
[INFO] 2021-02-06 04:17:20 > Step: 95200 Progress: 47.6% Elapsed: 1 day, 2:58:06 temperature: no ada_p: No Discriminator_loss: 0.395852 Generator_loss: 1.22318
[INFO] 2021-02-06 04:18:24 > Step: 95300 Progress: 47.6% Elapsed: 1 day, 2:59:10 temperature: no ada_p: No Discriminator_loss: 0.504928 Generator_loss: 1.33676
[INFO] 2021-02-06 04:19:29 > Step: 95400 Progress: 47.7% Elapsed: 1 day, 3:00:15 temperature: no ada_p: No Discriminator_loss: 0.401693 Generator_loss: 1.31517
[INFO] 2021-02-06 04:20:33 > Step: 95500 Progress: 47.8% Elapsed: 1 day, 3:01:19 temperature: no ada_p: No Discriminator_loss: 0.283468 Generator_loss: 1.915
[INFO] 2021-02-06 04:21:38 > Step: 95600 Progress: 47.8% Elapsed: 1 day, 3:02:24 temperature: no ada_p: No Discriminator_loss: 0.469503 Generator_loss: 1.35205
[INFO] 2021-02-06 04:22:42 > Step: 95700 Progress: 47.9% Elapsed: 1 day, 3:03:28 temperature: no ada_p: No Discriminator_loss: 0.396272 Generator_loss: 2.21296
[INFO] 2021-02-06 04:23:47 > Step: 95800 Progress: 47.9% Elapsed: 1 day, 3:04:33 temperature: no ada_p: No Discriminator_loss: 0.361645 Generator_loss: 1.48636
[INFO] 2021-02-06 04:24:51 > Step: 95900 Progress: 47.9% Elapsed: 1 day, 3:05:37 temperature: no ada_p: No Discriminator_loss: 0.348195 Generator_loss: 2.32391
[INFO] 2021-02-06 04:25:56 > Step: 96000 Progress: 48.0% Elapsed: 1 day, 3:06:42 temperature: no ada_p: No Discriminator_loss: 0.236022 Generator_loss: 2.11602
[INFO] 2021-02-06 04:25:56 > Start Evaluation (96000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 04:25:56 > Calculating FID Score....
[INFO] 2021-02-06 04:26:36 > Calculating Inception Score....
[INFO] 2021-02-06 04:27:00 > Calculate F_beta Score....
[INFO] 2021-02-06 04:33:57 > Calculate Accuracies....
[INFO] 2021-02-06 04:34:21 > Calculate Accuracies....
[INFO] 2021-02-06 04:37:59 > F_8 score (Step: 96000, Using valid images): 0.7224011923982676
[INFO] 2021-02-06 04:37:59 > F_1/8 score (Step: 96000, Using valid images): 0.8776636767808671
[INFO] 2021-02-06 04:37:59 > FID score (Step: 96000, Using valid moments): 48.53009528819035
[INFO] 2021-02-06 04:37:59 > Inception score (Step: 96000, 50000 generated images): 16.855138778686523
[INFO] 2021-02-06 04:37:59 > Best FID score (Step: 96000, Using valid moments): 48.53009528819035
[INFO] 2021-02-06 04:38:19 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 04:39:44 > Step: 96100 Progress: 48.0% Elapsed: 1 day, 3:20:30 temperature: no ada_p: No Discriminator_loss: 0.347002 Generator_loss: 1.69604
[INFO] 2021-02-06 04:40:48 > Step: 96200 Progress: 48.1% Elapsed: 1 day, 3:21:34 temperature: no ada_p: No Discriminator_loss: 0.345685 Generator_loss: 1.40905
[INFO] 2021-02-06 04:41:52 > Step: 96300 Progress: 48.1% Elapsed: 1 day, 3:22:39 temperature: no ada_p: No Discriminator_loss: 0.339468 Generator_loss: 1.69472
[INFO] 2021-02-06 04:42:57 > Step: 96400 Progress: 48.2% Elapsed: 1 day, 3:23:43 temperature: no ada_p: No Discriminator_loss: 0.346434 Generator_loss: 1.44108
[INFO] 2021-02-06 04:44:01 > Step: 96500 Progress: 48.2% Elapsed: 1 day, 3:24:48 temperature: no ada_p: No Discriminator_loss: 0.309676 Generator_loss: 1.60833
[INFO] 2021-02-06 04:45:06 > Step: 96600 Progress: 48.3% Elapsed: 1 day, 3:25:52 temperature: no ada_p: No Discriminator_loss: 0.249554 Generator_loss: 2.04555
[INFO] 2021-02-06 04:46:11 > Step: 96700 Progress: 48.4% Elapsed: 1 day, 3:26:57 temperature: no ada_p: No Discriminator_loss: 0.290469 Generator_loss: 1.87829
[INFO] 2021-02-06 04:47:15 > Step: 96800 Progress: 48.4% Elapsed: 1 day, 3:28:02 temperature: no ada_p: No Discriminator_loss: 0.272756 Generator_loss: 1.98515
[INFO] 2021-02-06 04:48:20 > Step: 96900 Progress: 48.4% Elapsed: 1 day, 3:29:06 temperature: no ada_p: No Discriminator_loss: 0.27436 Generator_loss: 1.68923
[INFO] 2021-02-06 04:49:24 > Step: 97000 Progress: 48.5% Elapsed: 1 day, 3:30:11 temperature: no ada_p: No Discriminator_loss: 0.411357 Generator_loss: 2.31167
[INFO] 2021-02-06 04:50:29 > Step: 97100 Progress: 48.5% Elapsed: 1 day, 3:31:15 temperature: no ada_p: No Discriminator_loss: 0.494122 Generator_loss: 1.43832
[INFO] 2021-02-06 04:51:34 > Step: 97200 Progress: 48.6% Elapsed: 1 day, 3:32:20 temperature: no ada_p: No Discriminator_loss: 0.587551 Generator_loss: 0.825357
[INFO] 2021-02-06 04:52:38 > Step: 97300 Progress: 48.6% Elapsed: 1 day, 3:33:24 temperature: no ada_p: No Discriminator_loss: 0.300764 Generator_loss: 1.88906
[INFO] 2021-02-06 04:53:43 > Step: 97400 Progress: 48.7% Elapsed: 1 day, 3:34:29 temperature: no ada_p: No Discriminator_loss: 0.267467 Generator_loss: 1.90852
[INFO] 2021-02-06 04:54:47 > Step: 97500 Progress: 48.8% Elapsed: 1 day, 3:35:33 temperature: no ada_p: No Discriminator_loss: 0.402412 Generator_loss: 2.22207
[INFO] 2021-02-06 04:55:53 > Step: 97600 Progress: 48.8% Elapsed: 1 day, 3:36:39 temperature: no ada_p: No Discriminator_loss: 0.311307 Generator_loss: 1.69394
[INFO] 2021-02-06 04:56:58 > Step: 97700 Progress: 48.9% Elapsed: 1 day, 3:37:44 temperature: no ada_p: No Discriminator_loss: 0.273725 Generator_loss: 1.8159
[INFO] 2021-02-06 04:58:02 > Step: 97800 Progress: 48.9% Elapsed: 1 day, 3:38:48 temperature: no ada_p: No Discriminator_loss: 0.37827 Generator_loss: 1.26044
[INFO] 2021-02-06 04:59:07 > Step: 97900 Progress: 48.9% Elapsed: 1 day, 3:39:53 temperature: no ada_p: No Discriminator_loss: 0.254728 Generator_loss: 1.63048
[INFO] 2021-02-06 05:00:11 > Step: 98000 Progress: 49.0% Elapsed: 1 day, 3:40:57 temperature: no ada_p: No Discriminator_loss: 0.337827 Generator_loss: 1.52432
[INFO] 2021-02-06 05:00:11 > Start Evaluation (98000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 05:00:11 > Calculating FID Score....
[INFO] 2021-02-06 05:00:53 > Calculating Inception Score....
[INFO] 2021-02-06 05:01:17 > Calculate F_beta Score....
[INFO] 2021-02-06 05:08:22 > Calculate Accuracies....
[INFO] 2021-02-06 05:08:45 > Calculate Accuracies....
[INFO] 2021-02-06 05:12:21 > F_8 score (Step: 98000, Using valid images): 0.7364617791685951
[INFO] 2021-02-06 05:12:21 > F_1/8 score (Step: 98000, Using valid images): 0.8519875350836544
[INFO] 2021-02-06 05:12:22 > FID score (Step: 98000, Using valid moments): 50.00444185464778
[INFO] 2021-02-06 05:12:22 > Inception score (Step: 98000, 50000 generated images): 16.887922286987305
[INFO] 2021-02-06 05:12:22 > Best FID score (Step: 96000, Using valid moments): 48.53009528819035
[INFO] 2021-02-06 05:12:32 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 05:13:36 > Step: 98100 Progress: 49.0% Elapsed: 1 day, 3:54:22 temperature: no ada_p: No Discriminator_loss: 0.271276 Generator_loss: 2.14601
[INFO] 2021-02-06 05:14:40 > Step: 98200 Progress: 49.1% Elapsed: 1 day, 3:55:26 temperature: no ada_p: No Discriminator_loss: 0.420455 Generator_loss: 1.31436
[INFO] 2021-02-06 05:15:44 > Step: 98300 Progress: 49.1% Elapsed: 1 day, 3:56:30 temperature: no ada_p: No Discriminator_loss: 0.212145 Generator_loss: 2.50613
[INFO] 2021-02-06 05:16:48 > Step: 98400 Progress: 49.2% Elapsed: 1 day, 3:57:34 temperature: no ada_p: No Discriminator_loss: 0.270219 Generator_loss: 1.82822
[INFO] 2021-02-06 05:17:52 > Step: 98500 Progress: 49.2% Elapsed: 1 day, 3:58:38 temperature: no ada_p: No Discriminator_loss: 0.260454 Generator_loss: 2.19843
[INFO] 2021-02-06 05:18:56 > Step: 98600 Progress: 49.3% Elapsed: 1 day, 3:59:42 temperature: no ada_p: No Discriminator_loss: 0.502673 Generator_loss: 1.33512
[INFO] 2021-02-06 05:20:00 > Step: 98700 Progress: 49.4% Elapsed: 1 day, 4:00:46 temperature: no ada_p: No Discriminator_loss: 0.285482 Generator_loss: 1.69001
[INFO] 2021-02-06 05:21:04 > Step: 98800 Progress: 49.4% Elapsed: 1 day, 4:01:50 temperature: no ada_p: No Discriminator_loss: 0.256761 Generator_loss: 1.61443
[INFO] 2021-02-06 05:22:08 > Step: 98900 Progress: 49.5% Elapsed: 1 day, 4:02:54 temperature: no ada_p: No Discriminator_loss: 0.164073 Generator_loss: 1.72182
[INFO] 2021-02-06 05:23:12 > Step: 99000 Progress: 49.5% Elapsed: 1 day, 4:03:59 temperature: no ada_p: No Discriminator_loss: 0.756955 Generator_loss: -0.205716
[INFO] 2021-02-06 05:24:16 > Step: 99100 Progress: 49.5% Elapsed: 1 day, 4:05:03 temperature: no ada_p: No Discriminator_loss: 0.357828 Generator_loss: 1.28031
[INFO] 2021-02-06 05:25:20 > Step: 99200 Progress: 49.6% Elapsed: 1 day, 4:06:07 temperature: no ada_p: No Discriminator_loss: 0.399995 Generator_loss: 1.11887
[INFO] 2021-02-06 05:26:24 > Step: 99300 Progress: 49.6% Elapsed: 1 day, 4:07:11 temperature: no ada_p: No Discriminator_loss: 0.327354 Generator_loss: 1.54144
[INFO] 2021-02-06 05:27:28 > Step: 99400 Progress: 49.7% Elapsed: 1 day, 4:08:15 temperature: no ada_p: No Discriminator_loss: 0.336726 Generator_loss: 1.69936
[INFO] 2021-02-06 05:28:33 > Step: 99500 Progress: 49.8% Elapsed: 1 day, 4:09:19 temperature: no ada_p: No Discriminator_loss: 0.206421 Generator_loss: 2.05524
[INFO] 2021-02-06 05:29:37 > Step: 99600 Progress: 49.8% Elapsed: 1 day, 4:10:23 temperature: no ada_p: No Discriminator_loss: 0.336589 Generator_loss: 1.5277
[INFO] 2021-02-06 05:30:41 > Step: 99700 Progress: 49.9% Elapsed: 1 day, 4:11:27 temperature: no ada_p: No Discriminator_loss: 0.425155 Generator_loss: 1.49596
[INFO] 2021-02-06 05:31:45 > Step: 99800 Progress: 49.9% Elapsed: 1 day, 4:12:31 temperature: no ada_p: No Discriminator_loss: 0.272111 Generator_loss: 1.55109
[INFO] 2021-02-06 05:32:49 > Step: 99900 Progress: 50.0% Elapsed: 1 day, 4:13:35 temperature: no ada_p: No Discriminator_loss: 0.309661 Generator_loss: 1.53178
[INFO] 2021-02-06 05:33:53 > Step: 100000 Progress: 50.0% Elapsed: 1 day, 4:14:39 temperature: no ada_p: No Discriminator_loss: 0.350389 Generator_loss: 1.32061
[INFO] 2021-02-06 05:33:53 > Start Evaluation (100000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 05:33:53 > Calculating FID Score....
[INFO] 2021-02-06 05:34:53 > Calculating Inception Score....
[INFO] 2021-02-06 05:35:16 > Calculate F_beta Score....
[INFO] 2021-02-06 05:42:20 > Calculate Accuracies....
[INFO] 2021-02-06 05:42:43 > Calculate Accuracies....
[INFO] 2021-02-06 05:46:20 > F_8 score (Step: 100000, Using valid images): 0.7164113943535494
[INFO] 2021-02-06 05:46:20 > F_1/8 score (Step: 100000, Using valid images): 0.8632471815163018
[INFO] 2021-02-06 05:46:20 > FID score (Step: 100000, Using valid moments): 48.4482634775008
[INFO] 2021-02-06 05:46:20 > Inception score (Step: 100000, 50000 generated images): 17.29770278930664
[INFO] 2021-02-06 05:46:20 > Best FID score (Step: 100000, Using valid moments): 48.4482634775008
[INFO] 2021-02-06 05:46:40 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 05:47:46 > Step: 100100 Progress: 50.0% Elapsed: 1 day, 4:28:32 temperature: no ada_p: No Discriminator_loss: 0.258552 Generator_loss: 1.91913
[INFO] 2021-02-06 05:48:50 > Step: 100200 Progress: 50.1% Elapsed: 1 day, 4:29:36 temperature: no ada_p: No Discriminator_loss: 0.290433 Generator_loss: 1.65196
[INFO] 2021-02-06 05:49:54 > Step: 100300 Progress: 50.1% Elapsed: 1 day, 4:30:40 temperature: no ada_p: No Discriminator_loss: 0.375936 Generator_loss: 1.24706
[INFO] 2021-02-06 05:50:58 > Step: 100400 Progress: 50.2% Elapsed: 1 day, 4:31:45 temperature: no ada_p: No Discriminator_loss: 0.359214 Generator_loss: 1.1917
[INFO] 2021-02-06 05:52:02 > Step: 100500 Progress: 50.2% Elapsed: 1 day, 4:32:49 temperature: no ada_p: No Discriminator_loss: 0.299313 Generator_loss: 2.00181
[INFO] 2021-02-06 05:53:07 > Step: 100600 Progress: 50.3% Elapsed: 1 day, 4:33:53 temperature: no ada_p: No Discriminator_loss: 0.351291 Generator_loss: 1.26273
[INFO] 2021-02-06 05:54:11 > Step: 100700 Progress: 50.3% Elapsed: 1 day, 4:34:57 temperature: no ada_p: No Discriminator_loss: 0.363197 Generator_loss: 1.75585
[INFO] 2021-02-06 05:55:33 > Step: 100800 Progress: 50.4% Elapsed: 1 day, 4:36:19 temperature: no ada_p: No Discriminator_loss: 0.532518 Generator_loss: 1.32899
[INFO] 2021-02-06 05:56:37 > Step: 100900 Progress: 50.4% Elapsed: 1 day, 4:37:24 temperature: no ada_p: No Discriminator_loss: 0.314398 Generator_loss: 1.51264
[INFO] 2021-02-06 05:57:42 > Step: 101000 Progress: 50.5% Elapsed: 1 day, 4:38:28 temperature: no ada_p: No Discriminator_loss: 0.291514 Generator_loss: 1.45845
[INFO] 2021-02-06 05:58:46 > Step: 101100 Progress: 50.5% Elapsed: 1 day, 4:39:32 temperature: no ada_p: No Discriminator_loss: 0.274959 Generator_loss: 1.88487
[INFO] 2021-02-06 05:59:51 > Step: 101200 Progress: 50.6% Elapsed: 1 day, 4:40:37 temperature: no ada_p: No Discriminator_loss: 0.387421 Generator_loss: 1.37575
[INFO] 2021-02-06 06:00:56 > Step: 101300 Progress: 50.6% Elapsed: 1 day, 4:41:42 temperature: no ada_p: No Discriminator_loss: 1.22396 Generator_loss: 0.116327
[INFO] 2021-02-06 06:02:00 > Step: 101400 Progress: 50.7% Elapsed: 1 day, 4:42:46 temperature: no ada_p: No Discriminator_loss: 0.307712 Generator_loss: 1.56122
[INFO] 2021-02-06 06:03:04 > Step: 101500 Progress: 50.7% Elapsed: 1 day, 4:43:51 temperature: no ada_p: No Discriminator_loss: 0.396026 Generator_loss: 1.39603
[INFO] 2021-02-06 06:04:09 > Step: 101600 Progress: 50.8% Elapsed: 1 day, 4:44:55 temperature: no ada_p: No Discriminator_loss: 0.269573 Generator_loss: 1.96761
[INFO] 2021-02-06 06:05:13 > Step: 101700 Progress: 50.8% Elapsed: 1 day, 4:46:00 temperature: no ada_p: No Discriminator_loss: 0.497682 Generator_loss: 0.800337
[INFO] 2021-02-06 06:06:18 > Step: 101800 Progress: 50.9% Elapsed: 1 day, 4:47:04 temperature: no ada_p: No Discriminator_loss: 0.316274 Generator_loss: 1.66943
[INFO] 2021-02-06 06:07:22 > Step: 101900 Progress: 50.9% Elapsed: 1 day, 4:48:08 temperature: no ada_p: No Discriminator_loss: 0.325691 Generator_loss: 2.3618
[INFO] 2021-02-06 06:08:26 > Step: 102000 Progress: 51.0% Elapsed: 1 day, 4:49:12 temperature: no ada_p: No Discriminator_loss: 0.28991 Generator_loss: 2.30007
[INFO] 2021-02-06 06:08:26 > Start Evaluation (102000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 06:08:26 > Calculating FID Score....
[INFO] 2021-02-06 06:09:06 > Calculating Inception Score....
[INFO] 2021-02-06 06:09:30 > Calculate F_beta Score....
[INFO] 2021-02-06 06:16:33 > Calculate Accuracies....
[INFO] 2021-02-06 06:16:56 > Calculate Accuracies....
[INFO] 2021-02-06 06:20:31 > F_8 score (Step: 102000, Using valid images): 0.6993866095701592
[INFO] 2021-02-06 06:20:31 > F_1/8 score (Step: 102000, Using valid images): 0.8699200249973014
[INFO] 2021-02-06 06:20:31 > FID score (Step: 102000, Using valid moments): 49.39127358975344
[INFO] 2021-02-06 06:20:31 > Inception score (Step: 102000, 50000 generated images): 16.63332748413086
[INFO] 2021-02-06 06:20:31 > Best FID score (Step: 100000, Using valid moments): 48.4482634775008
[INFO] 2021-02-06 06:20:42 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 06:21:46 > Step: 102100 Progress: 51.0% Elapsed: 1 day, 5:02:32 temperature: no ada_p: No Discriminator_loss: 0.259097 Generator_loss: 1.78209
[INFO] 2021-02-06 06:22:50 > Step: 102200 Progress: 51.1% Elapsed: 1 day, 5:03:36 temperature: no ada_p: No Discriminator_loss: 0.389247 Generator_loss: 1.26182
[INFO] 2021-02-06 06:23:55 > Step: 102300 Progress: 51.1% Elapsed: 1 day, 5:04:41 temperature: no ada_p: No Discriminator_loss: 0.284794 Generator_loss: 1.45478
[INFO] 2021-02-06 06:24:59 > Step: 102400 Progress: 51.2% Elapsed: 1 day, 5:05:45 temperature: no ada_p: No Discriminator_loss: 0.388129 Generator_loss: 1.34075
[INFO] 2021-02-06 06:26:03 > Step: 102500 Progress: 51.2% Elapsed: 1 day, 5:06:49 temperature: no ada_p: No Discriminator_loss: 0.488477 Generator_loss: 1.22225
[INFO] 2021-02-06 06:27:09 > Step: 102600 Progress: 51.3% Elapsed: 1 day, 5:07:55 temperature: no ada_p: No Discriminator_loss: 0.396715 Generator_loss: 1.15188
[INFO] 2021-02-06 06:28:13 > Step: 102700 Progress: 51.3% Elapsed: 1 day, 5:08:59 temperature: no ada_p: No Discriminator_loss: 0.356406 Generator_loss: 1.35724
[INFO] 2021-02-06 06:29:36 > Step: 102800 Progress: 51.4% Elapsed: 1 day, 5:10:22 temperature: no ada_p: No Discriminator_loss: 0.246684 Generator_loss: 1.93935
[INFO] 2021-02-06 06:30:40 > Step: 102900 Progress: 51.4% Elapsed: 1 day, 5:11:27 temperature: no ada_p: No Discriminator_loss: 0.396786 Generator_loss: 1.42728
[INFO] 2021-02-06 06:31:45 > Step: 103000 Progress: 51.5% Elapsed: 1 day, 5:12:31 temperature: no ada_p: No Discriminator_loss: 0.263779 Generator_loss: 2.29139
[INFO] 2021-02-06 06:32:50 > Step: 103100 Progress: 51.5% Elapsed: 1 day, 5:13:36 temperature: no ada_p: No Discriminator_loss: 0.305338 Generator_loss: 1.64122
[INFO] 2021-02-06 06:33:54 > Step: 103200 Progress: 51.6% Elapsed: 1 day, 5:14:41 temperature: no ada_p: No Discriminator_loss: 0.333724 Generator_loss: 1.37433
[INFO] 2021-02-06 06:34:59 > Step: 103300 Progress: 51.6% Elapsed: 1 day, 5:15:45 temperature: no ada_p: No Discriminator_loss: 0.276118 Generator_loss: 1.98359
[INFO] 2021-02-06 06:36:04 > Step: 103400 Progress: 51.7% Elapsed: 1 day, 5:16:50 temperature: no ada_p: No Discriminator_loss: 0.302623 Generator_loss: 1.6293
[INFO] 2021-02-06 06:37:09 > Step: 103500 Progress: 51.7% Elapsed: 1 day, 5:17:55 temperature: no ada_p: No Discriminator_loss: 0.49026 Generator_loss: 1.07292
[INFO] 2021-02-06 06:38:14 > Step: 103600 Progress: 51.8% Elapsed: 1 day, 5:19:00 temperature: no ada_p: No Discriminator_loss: 0.521358 Generator_loss: 1.20951
[INFO] 2021-02-06 06:39:18 > Step: 103700 Progress: 51.8% Elapsed: 1 day, 5:20:05 temperature: no ada_p: No Discriminator_loss: 0.296131 Generator_loss: 1.22661
[INFO] 2021-02-06 06:40:23 > Step: 103800 Progress: 51.9% Elapsed: 1 day, 5:21:10 temperature: no ada_p: No Discriminator_loss: 0.357079 Generator_loss: 1.41661
[INFO] 2021-02-06 06:41:28 > Step: 103900 Progress: 51.9% Elapsed: 1 day, 5:22:14 temperature: no ada_p: No Discriminator_loss: 0.555619 Generator_loss: 1.16551
[INFO] 2021-02-06 06:42:33 > Step: 104000 Progress: 52.0% Elapsed: 1 day, 5:23:19 temperature: no ada_p: No Discriminator_loss: 0.337114 Generator_loss: 1.51653
[INFO] 2021-02-06 06:42:33 > Start Evaluation (104000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 06:42:33 > Calculating FID Score....
[INFO] 2021-02-06 06:43:13 > Calculating Inception Score....
[INFO] 2021-02-06 06:43:37 > Calculate F_beta Score....
[INFO] 2021-02-06 06:50:36 > Calculate Accuracies....
[INFO] 2021-02-06 06:50:59 > Calculate Accuracies....
[INFO] 2021-02-06 06:54:36 > F_8 score (Step: 104000, Using valid images): 0.7442706171161759
[INFO] 2021-02-06 06:54:36 > F_1/8 score (Step: 104000, Using valid images): 0.8766730362159821
[INFO] 2021-02-06 06:54:36 > FID score (Step: 104000, Using valid moments): 46.99422885244576
[INFO] 2021-02-06 06:54:36 > Inception score (Step: 104000, 50000 generated images): 17.052915573120117
[INFO] 2021-02-06 06:54:36 > Best FID score (Step: 104000, Using valid moments): 46.99422885244576
[INFO] 2021-02-06 06:54:59 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 06:56:03 > Step: 104100 Progress: 52.0% Elapsed: 1 day, 5:36:49 temperature: no ada_p: No Discriminator_loss: 0.400149 Generator_loss: 1.07887
[INFO] 2021-02-06 06:57:07 > Step: 104200 Progress: 52.1% Elapsed: 1 day, 5:37:54 temperature: no ada_p: No Discriminator_loss: 0.247558 Generator_loss: 1.73433
[INFO] 2021-02-06 06:58:12 > Step: 104300 Progress: 52.1% Elapsed: 1 day, 5:38:58 temperature: no ada_p: No Discriminator_loss: 0.236453 Generator_loss: 1.44182
[INFO] 2021-02-06 06:59:16 > Step: 104400 Progress: 52.2% Elapsed: 1 day, 5:40:02 temperature: no ada_p: No Discriminator_loss: 0.25471 Generator_loss: 1.80887
[INFO] 2021-02-06 07:00:20 > Step: 104500 Progress: 52.2% Elapsed: 1 day, 5:41:06 temperature: no ada_p: No Discriminator_loss: 0.296857 Generator_loss: 1.49485
[INFO] 2021-02-06 07:01:25 > Step: 104600 Progress: 52.3% Elapsed: 1 day, 5:42:11 temperature: no ada_p: No Discriminator_loss: 0.369286 Generator_loss: 1.41184
[INFO] 2021-02-06 07:02:29 > Step: 104700 Progress: 52.3% Elapsed: 1 day, 5:43:15 temperature: no ada_p: No Discriminator_loss: 0.485077 Generator_loss: 1.07638
[INFO] 2021-02-06 07:03:34 > Step: 104800 Progress: 52.4% Elapsed: 1 day, 5:44:20 temperature: no ada_p: No Discriminator_loss: 0.39027 Generator_loss: 2.17569
[INFO] 2021-02-06 07:04:38 > Step: 104900 Progress: 52.4% Elapsed: 1 day, 5:45:24 temperature: no ada_p: No Discriminator_loss: 0.586725 Generator_loss: 0.854675
[INFO] 2021-02-06 07:05:42 > Step: 105000 Progress: 52.5% Elapsed: 1 day, 5:46:28 temperature: no ada_p: No Discriminator_loss: 0.305514 Generator_loss: 1.40854
[INFO] 2021-02-06 07:06:48 > Step: 105100 Progress: 52.5% Elapsed: 1 day, 5:47:35 temperature: no ada_p: No Discriminator_loss: 0.222112 Generator_loss: 1.70604
[INFO] 2021-02-06 07:07:52 > Step: 105200 Progress: 52.6% Elapsed: 1 day, 5:48:39 temperature: no ada_p: No Discriminator_loss: 0.385415 Generator_loss: 1.42581
[INFO] 2021-02-06 07:08:57 > Step: 105300 Progress: 52.6% Elapsed: 1 day, 5:49:43 temperature: no ada_p: No Discriminator_loss: 0.295244 Generator_loss: 1.57678
[INFO] 2021-02-06 07:10:20 > Step: 105400 Progress: 52.7% Elapsed: 1 day, 5:51:07 temperature: no ada_p: No Discriminator_loss: 0.437499 Generator_loss: 1.0208
[INFO] 2021-02-06 07:11:25 > Step: 105500 Progress: 52.8% Elapsed: 1 day, 5:52:11 temperature: no ada_p: No Discriminator_loss: 0.352161 Generator_loss: 2.43419
[INFO] 2021-02-06 07:12:29 > Step: 105600 Progress: 52.8% Elapsed: 1 day, 5:53:15 temperature: no ada_p: No Discriminator_loss: 0.311552 Generator_loss: 2.01726
[INFO] 2021-02-06 07:13:34 > Step: 105700 Progress: 52.8% Elapsed: 1 day, 5:54:21 temperature: no ada_p: No Discriminator_loss: 0.298092 Generator_loss: 1.0885
[INFO] 2021-02-06 07:14:39 > Step: 105800 Progress: 52.9% Elapsed: 1 day, 5:55:25 temperature: no ada_p: No Discriminator_loss: 1.49405 Generator_loss: 0.51518
[INFO] 2021-02-06 07:15:44 > Step: 105900 Progress: 52.9% Elapsed: 1 day, 5:56:30 temperature: no ada_p: No Discriminator_loss: 0.214091 Generator_loss: 2.12958
[INFO] 2021-02-06 07:16:49 > Step: 106000 Progress: 53.0% Elapsed: 1 day, 5:57:35 temperature: no ada_p: No Discriminator_loss: 0.444527 Generator_loss: 1.31419
[INFO] 2021-02-06 07:16:49 > Start Evaluation (106000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 07:16:49 > Calculating FID Score....
[INFO] 2021-02-06 07:17:29 > Calculating Inception Score....
[INFO] 2021-02-06 07:17:52 > Calculate F_beta Score....
[INFO] 2021-02-06 07:24:51 > Calculate Accuracies....
[INFO] 2021-02-06 07:25:14 > Calculate Accuracies....
[INFO] 2021-02-06 07:28:50 > F_8 score (Step: 106000, Using valid images): 0.7521108231744518
[INFO] 2021-02-06 07:28:50 > F_1/8 score (Step: 106000, Using valid images): 0.8685833721315557
[INFO] 2021-02-06 07:28:50 > FID score (Step: 106000, Using valid moments): 47.23183925904698
[INFO] 2021-02-06 07:28:50 > Inception score (Step: 106000, 50000 generated images): 17.743724822998047
[INFO] 2021-02-06 07:28:50 > Best FID score (Step: 104000, Using valid moments): 46.99422885244576
[INFO] 2021-02-06 07:29:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 07:30:06 > Step: 106100 Progress: 53.0% Elapsed: 1 day, 6:10:52 temperature: no ada_p: No Discriminator_loss: 0.222439 Generator_loss: 1.9961
[INFO] 2021-02-06 07:31:10 > Step: 106200 Progress: 53.1% Elapsed: 1 day, 6:11:56 temperature: no ada_p: No Discriminator_loss: 0.335343 Generator_loss: 1.61943
[INFO] 2021-02-06 07:32:14 > Step: 106300 Progress: 53.1% Elapsed: 1 day, 6:13:00 temperature: no ada_p: No Discriminator_loss: 0.351114 Generator_loss: 1.93709
[INFO] 2021-02-06 07:33:18 > Step: 106400 Progress: 53.2% Elapsed: 1 day, 6:14:04 temperature: no ada_p: No Discriminator_loss: 0.356116 Generator_loss: 1.21554
[INFO] 2021-02-06 07:34:23 > Step: 106500 Progress: 53.2% Elapsed: 1 day, 6:15:09 temperature: no ada_p: No Discriminator_loss: 0.313853 Generator_loss: 1.53518
[INFO] 2021-02-06 07:35:27 > Step: 106600 Progress: 53.3% Elapsed: 1 day, 6:16:13 temperature: no ada_p: No Discriminator_loss: 0.298997 Generator_loss: 1.49688
[INFO] 2021-02-06 07:36:31 > Step: 106700 Progress: 53.3% Elapsed: 1 day, 6:17:17 temperature: no ada_p: No Discriminator_loss: 0.379304 Generator_loss: 1.89515
[INFO] 2021-02-06 07:37:54 > Step: 106800 Progress: 53.4% Elapsed: 1 day, 6:18:40 temperature: no ada_p: No Discriminator_loss: 0.240165 Generator_loss: 1.94119
[INFO] 2021-02-06 07:38:58 > Step: 106900 Progress: 53.4% Elapsed: 1 day, 6:19:44 temperature: no ada_p: No Discriminator_loss: 0.473664 Generator_loss: 1.37428
[INFO] 2021-02-06 07:40:02 > Step: 107000 Progress: 53.5% Elapsed: 1 day, 6:20:48 temperature: no ada_p: No Discriminator_loss: 0.328342 Generator_loss: 1.56251
[INFO] 2021-02-06 07:41:07 > Step: 107100 Progress: 53.5% Elapsed: 1 day, 6:21:53 temperature: no ada_p: No Discriminator_loss: 0.37908 Generator_loss: 1.46273
[INFO] 2021-02-06 07:42:11 > Step: 107200 Progress: 53.6% Elapsed: 1 day, 6:22:57 temperature: no ada_p: No Discriminator_loss: 0.416412 Generator_loss: 1.05443
[INFO] 2021-02-06 07:43:16 > Step: 107300 Progress: 53.6% Elapsed: 1 day, 6:24:02 temperature: no ada_p: No Discriminator_loss: 0.41694 Generator_loss: 1.85909
[INFO] 2021-02-06 07:44:20 > Step: 107400 Progress: 53.7% Elapsed: 1 day, 6:25:07 temperature: no ada_p: No Discriminator_loss: 0.501154 Generator_loss: 1.25307
[INFO] 2021-02-06 07:45:25 > Step: 107500 Progress: 53.8% Elapsed: 1 day, 6:26:11 temperature: no ada_p: No Discriminator_loss: 0.295661 Generator_loss: 2.12661
[INFO] 2021-02-06 07:46:31 > Step: 107600 Progress: 53.8% Elapsed: 1 day, 6:27:17 temperature: no ada_p: No Discriminator_loss: 0.2918 Generator_loss: 1.32987
[INFO] 2021-02-06 07:47:35 > Step: 107700 Progress: 53.8% Elapsed: 1 day, 6:28:22 temperature: no ada_p: No Discriminator_loss: 0.265904 Generator_loss: 1.45065
[INFO] 2021-02-06 07:48:40 > Step: 107800 Progress: 53.9% Elapsed: 1 day, 6:29:26 temperature: no ada_p: No Discriminator_loss: 0.372259 Generator_loss: 2.44398
[INFO] 2021-02-06 07:49:45 > Step: 107900 Progress: 53.9% Elapsed: 1 day, 6:30:31 temperature: no ada_p: No Discriminator_loss: 0.263947 Generator_loss: 1.78222
[INFO] 2021-02-06 07:50:49 > Step: 108000 Progress: 54.0% Elapsed: 1 day, 6:31:35 temperature: no ada_p: No Discriminator_loss: 0.425714 Generator_loss: 1.17807
[INFO] 2021-02-06 07:50:49 > Start Evaluation (108000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 07:50:49 > Calculating FID Score....
[INFO] 2021-02-06 07:51:30 > Calculating Inception Score....
[INFO] 2021-02-06 07:51:53 > Calculate F_beta Score....
[INFO] 2021-02-06 07:59:00 > Calculate Accuracies....
[INFO] 2021-02-06 07:59:23 > Calculate Accuracies....
[INFO] 2021-02-06 08:02:59 > F_8 score (Step: 108000, Using valid images): 0.7518546734302046
[INFO] 2021-02-06 08:02:59 > F_1/8 score (Step: 108000, Using valid images): 0.8679493525350764
[INFO] 2021-02-06 08:02:59 > FID score (Step: 108000, Using valid moments): 47.29172571889637
[INFO] 2021-02-06 08:02:59 > Inception score (Step: 108000, 50000 generated images): 17.371572494506836
[INFO] 2021-02-06 08:02:59 > Best FID score (Step: 104000, Using valid moments): 46.99422885244576
[INFO] 2021-02-06 08:03:09 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 08:04:13 > Step: 108100 Progress: 54.0% Elapsed: 1 day, 6:45:00 temperature: no ada_p: No Discriminator_loss: 0.276652 Generator_loss: 1.5449
[INFO] 2021-02-06 08:05:18 > Step: 108200 Progress: 54.1% Elapsed: 1 day, 6:46:04 temperature: no ada_p: No Discriminator_loss: 0.267701 Generator_loss: 1.09517
[INFO] 2021-02-06 08:06:22 > Step: 108300 Progress: 54.1% Elapsed: 1 day, 6:47:08 temperature: no ada_p: No Discriminator_loss: 0.210193 Generator_loss: 2.58821
[INFO] 2021-02-06 08:07:26 > Step: 108400 Progress: 54.2% Elapsed: 1 day, 6:48:13 temperature: no ada_p: No Discriminator_loss: 0.353877 Generator_loss: 1.49224
[INFO] 2021-02-06 08:08:31 > Step: 108500 Progress: 54.2% Elapsed: 1 day, 6:49:17 temperature: no ada_p: No Discriminator_loss: 0.330761 Generator_loss: 1.64143
[INFO] 2021-02-06 08:09:35 > Step: 108600 Progress: 54.3% Elapsed: 1 day, 6:50:21 temperature: no ada_p: No Discriminator_loss: 0.451446 Generator_loss: 2.16867
[INFO] 2021-02-06 08:10:39 > Step: 108700 Progress: 54.4% Elapsed: 1 day, 6:51:25 temperature: no ada_p: No Discriminator_loss: 0.418619 Generator_loss: 1.444
[INFO] 2021-02-06 08:11:43 > Step: 108800 Progress: 54.4% Elapsed: 1 day, 6:52:30 temperature: no ada_p: No Discriminator_loss: 0.265314 Generator_loss: 1.5122
[INFO] 2021-02-06 08:13:06 > Step: 108900 Progress: 54.4% Elapsed: 1 day, 6:53:52 temperature: no ada_p: No Discriminator_loss: 0.257864 Generator_loss: 2.20073
[INFO] 2021-02-06 08:14:11 > Step: 109000 Progress: 54.5% Elapsed: 1 day, 6:54:57 temperature: no ada_p: No Discriminator_loss: 0.341515 Generator_loss: 1.40944
[INFO] 2021-02-06 08:15:16 > Step: 109100 Progress: 54.5% Elapsed: 1 day, 6:56:02 temperature: no ada_p: No Discriminator_loss: 0.323107 Generator_loss: 1.98012
[INFO] 2021-02-06 08:16:21 > Step: 109200 Progress: 54.6% Elapsed: 1 day, 6:57:07 temperature: no ada_p: No Discriminator_loss: 0.474126 Generator_loss: 1.36282
[INFO] 2021-02-06 08:17:26 > Step: 109300 Progress: 54.6% Elapsed: 1 day, 6:58:12 temperature: no ada_p: No Discriminator_loss: 0.346602 Generator_loss: 1.14084
[INFO] 2021-02-06 08:18:31 > Step: 109400 Progress: 54.7% Elapsed: 1 day, 6:59:17 temperature: no ada_p: No Discriminator_loss: 0.386743 Generator_loss: 1.37573
[INFO] 2021-02-06 08:19:35 > Step: 109500 Progress: 54.8% Elapsed: 1 day, 7:00:21 temperature: no ada_p: No Discriminator_loss: 0.482249 Generator_loss: 1.21768
[INFO] 2021-02-06 08:20:39 > Step: 109600 Progress: 54.8% Elapsed: 1 day, 7:01:26 temperature: no ada_p: No Discriminator_loss: 0.368733 Generator_loss: 2.37912
[INFO] 2021-02-06 08:21:44 > Step: 109700 Progress: 54.9% Elapsed: 1 day, 7:02:30 temperature: no ada_p: No Discriminator_loss: 0.399015 Generator_loss: 1.48755
[INFO] 2021-02-06 08:22:48 > Step: 109800 Progress: 54.9% Elapsed: 1 day, 7:03:34 temperature: no ada_p: No Discriminator_loss: 0.834879 Generator_loss: 0.27379
[INFO] 2021-02-06 08:23:52 > Step: 109900 Progress: 54.9% Elapsed: 1 day, 7:04:39 temperature: no ada_p: No Discriminator_loss: 0.287547 Generator_loss: 1.53372
[INFO] 2021-02-06 08:24:58 > Step: 110000 Progress: 55.0% Elapsed: 1 day, 7:05:44 temperature: no ada_p: No Discriminator_loss: 0.340702 Generator_loss: 2.36386
[INFO] 2021-02-06 08:24:58 > Start Evaluation (110000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 08:24:58 > Calculating FID Score....
[INFO] 2021-02-06 08:25:41 > Calculating Inception Score....
[INFO] 2021-02-06 08:26:04 > Calculate F_beta Score....
[INFO] 2021-02-06 08:33:06 > Calculate Accuracies....
[INFO] 2021-02-06 08:33:29 > Calculate Accuracies....
[INFO] 2021-02-06 08:37:05 > F_8 score (Step: 110000, Using valid images): 0.7694511526241368
[INFO] 2021-02-06 08:37:05 > F_1/8 score (Step: 110000, Using valid images): 0.8674226713386788
[INFO] 2021-02-06 08:37:05 > FID score (Step: 110000, Using valid moments): 48.295050598336616
[INFO] 2021-02-06 08:37:05 > Inception score (Step: 110000, 50000 generated images): 17.726886749267578
[INFO] 2021-02-06 08:37:05 > Best FID score (Step: 104000, Using valid moments): 46.99422885244576
[INFO] 2021-02-06 08:37:15 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 08:38:21 > Step: 110100 Progress: 55.0% Elapsed: 1 day, 7:19:08 temperature: no ada_p: No Discriminator_loss: 0.250003 Generator_loss: 2.31638
[INFO] 2021-02-06 08:39:26 > Step: 110200 Progress: 55.1% Elapsed: 1 day, 7:20:12 temperature: no ada_p: No Discriminator_loss: 0.273565 Generator_loss: 1.53531
[INFO] 2021-02-06 08:40:30 > Step: 110300 Progress: 55.1% Elapsed: 1 day, 7:21:16 temperature: no ada_p: No Discriminator_loss: 0.309519 Generator_loss: 2.07489
[INFO] 2021-02-06 08:41:34 > Step: 110400 Progress: 55.2% Elapsed: 1 day, 7:22:20 temperature: no ada_p: No Discriminator_loss: 0.461048 Generator_loss: 1.03911
[INFO] 2021-02-06 08:42:38 > Step: 110500 Progress: 55.2% Elapsed: 1 day, 7:23:24 temperature: no ada_p: No Discriminator_loss: 0.439755 Generator_loss: 1.22316
[INFO] 2021-02-06 08:43:42 > Step: 110600 Progress: 55.3% Elapsed: 1 day, 7:24:28 temperature: no ada_p: No Discriminator_loss: 0.564111 Generator_loss: 0.779197
[INFO] 2021-02-06 08:44:46 > Step: 110700 Progress: 55.4% Elapsed: 1 day, 7:25:32 temperature: no ada_p: No Discriminator_loss: 0.741205 Generator_loss: 0.534706
[INFO] 2021-02-06 08:45:50 > Step: 110800 Progress: 55.4% Elapsed: 1 day, 7:26:36 temperature: no ada_p: No Discriminator_loss: 0.250402 Generator_loss: 1.86373
[INFO] 2021-02-06 08:46:54 > Step: 110900 Progress: 55.5% Elapsed: 1 day, 7:27:40 temperature: no ada_p: No Discriminator_loss: 0.273319 Generator_loss: 2.19856
[INFO] 2021-02-06 08:47:58 > Step: 111000 Progress: 55.5% Elapsed: 1 day, 7:28:44 temperature: no ada_p: No Discriminator_loss: 0.329612 Generator_loss: 1.72468
[INFO] 2021-02-06 08:49:02 > Step: 111100 Progress: 55.5% Elapsed: 1 day, 7:29:49 temperature: no ada_p: No Discriminator_loss: 0.479395 Generator_loss: 1.15615
[INFO] 2021-02-06 08:50:06 > Step: 111200 Progress: 55.6% Elapsed: 1 day, 7:30:53 temperature: no ada_p: No Discriminator_loss: 0.716975 Generator_loss: 0.486147
[INFO] 2021-02-06 08:51:11 > Step: 111300 Progress: 55.6% Elapsed: 1 day, 7:31:57 temperature: no ada_p: No Discriminator_loss: 0.327888 Generator_loss: 1.31903
[INFO] 2021-02-06 08:52:15 > Step: 111400 Progress: 55.7% Elapsed: 1 day, 7:33:01 temperature: no ada_p: No Discriminator_loss: 0.330723 Generator_loss: 1.19886
[INFO] 2021-02-06 08:53:37 > Step: 111500 Progress: 55.8% Elapsed: 1 day, 7:34:23 temperature: no ada_p: No Discriminator_loss: 0.318345 Generator_loss: 1.14476
[INFO] 2021-02-06 08:54:42 > Step: 111600 Progress: 55.8% Elapsed: 1 day, 7:35:28 temperature: no ada_p: No Discriminator_loss: 0.462728 Generator_loss: 1.4801
[INFO] 2021-02-06 08:55:47 > Step: 111700 Progress: 55.9% Elapsed: 1 day, 7:36:33 temperature: no ada_p: No Discriminator_loss: 0.403294 Generator_loss: 2.44287
[INFO] 2021-02-06 08:56:51 > Step: 111800 Progress: 55.9% Elapsed: 1 day, 7:37:37 temperature: no ada_p: No Discriminator_loss: 0.434468 Generator_loss: 1.32458
[INFO] 2021-02-06 08:57:55 > Step: 111900 Progress: 56.0% Elapsed: 1 day, 7:38:42 temperature: no ada_p: No Discriminator_loss: 0.228044 Generator_loss: 1.87703
[INFO] 2021-02-06 08:59:00 > Step: 112000 Progress: 56.0% Elapsed: 1 day, 7:39:46 temperature: no ada_p: No Discriminator_loss: 0.42736 Generator_loss: 1.2171
[INFO] 2021-02-06 08:59:00 > Start Evaluation (112000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 08:59:00 > Calculating FID Score....
[INFO] 2021-02-06 08:59:40 > Calculating Inception Score....
[INFO] 2021-02-06 09:00:04 > Calculate F_beta Score....
[INFO] 2021-02-06 09:07:02 > Calculate Accuracies....
[INFO] 2021-02-06 09:07:25 > Calculate Accuracies....
[INFO] 2021-02-06 09:11:00 > F_8 score (Step: 112000, Using valid images): 0.7344500424437607
[INFO] 2021-02-06 09:11:00 > F_1/8 score (Step: 112000, Using valid images): 0.8749297554389839
[INFO] 2021-02-06 09:11:00 > FID score (Step: 112000, Using valid moments): 46.62678731034089
[INFO] 2021-02-06 09:11:00 > Inception score (Step: 112000, 50000 generated images): 17.77146339416504
[INFO] 2021-02-06 09:11:00 > Best FID score (Step: 112000, Using valid moments): 46.62678731034089
[INFO] 2021-02-06 09:11:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 09:12:25 > Step: 112100 Progress: 56.0% Elapsed: 1 day, 7:53:11 temperature: no ada_p: No Discriminator_loss: 0.246949 Generator_loss: 1.27047
[INFO] 2021-02-06 09:13:29 > Step: 112200 Progress: 56.1% Elapsed: 1 day, 7:54:15 temperature: no ada_p: No Discriminator_loss: 0.258619 Generator_loss: 2.41104
[INFO] 2021-02-06 09:14:33 > Step: 112300 Progress: 56.1% Elapsed: 1 day, 7:55:20 temperature: no ada_p: No Discriminator_loss: 0.352237 Generator_loss: 1.6834
[INFO] 2021-02-06 09:15:38 > Step: 112400 Progress: 56.2% Elapsed: 1 day, 7:56:24 temperature: no ada_p: No Discriminator_loss: 0.220349 Generator_loss: 1.80525
[INFO] 2021-02-06 09:16:42 > Step: 112500 Progress: 56.2% Elapsed: 1 day, 7:57:28 temperature: no ada_p: No Discriminator_loss: 0.369161 Generator_loss: 1.5894
[INFO] 2021-02-06 09:17:48 > Step: 112600 Progress: 56.3% Elapsed: 1 day, 7:58:34 temperature: no ada_p: No Discriminator_loss: 0.323359 Generator_loss: 1.30654
[INFO] 2021-02-06 09:18:52 > Step: 112700 Progress: 56.4% Elapsed: 1 day, 7:59:38 temperature: no ada_p: No Discriminator_loss: 0.294167 Generator_loss: 1.7859
[INFO] 2021-02-06 09:19:56 > Step: 112800 Progress: 56.4% Elapsed: 1 day, 8:00:42 temperature: no ada_p: No Discriminator_loss: 0.597978 Generator_loss: 0.826409
[INFO] 2021-02-06 09:21:19 > Step: 112900 Progress: 56.5% Elapsed: 1 day, 8:02:06 temperature: no ada_p: No Discriminator_loss: 0.346569 Generator_loss: 1.14126
[INFO] 2021-02-06 09:22:24 > Step: 113000 Progress: 56.5% Elapsed: 1 day, 8:03:10 temperature: no ada_p: No Discriminator_loss: 0.22215 Generator_loss: 1.62545
[INFO] 2021-02-06 09:23:28 > Step: 113100 Progress: 56.5% Elapsed: 1 day, 8:04:14 temperature: no ada_p: No Discriminator_loss: 0.423702 Generator_loss: 1.25217
[INFO] 2021-02-06 09:24:33 > Step: 113200 Progress: 56.6% Elapsed: 1 day, 8:05:19 temperature: no ada_p: No Discriminator_loss: 0.305508 Generator_loss: 1.94058
[INFO] 2021-02-06 09:25:37 > Step: 113300 Progress: 56.6% Elapsed: 1 day, 8:06:24 temperature: no ada_p: No Discriminator_loss: 0.397849 Generator_loss: 1.42938
[INFO] 2021-02-06 09:26:42 > Step: 113400 Progress: 56.7% Elapsed: 1 day, 8:07:28 temperature: no ada_p: No Discriminator_loss: 0.447178 Generator_loss: 1.08276
[INFO] 2021-02-06 09:27:47 > Step: 113500 Progress: 56.8% Elapsed: 1 day, 8:08:33 temperature: no ada_p: No Discriminator_loss: 0.371864 Generator_loss: 1.36358
[INFO] 2021-02-06 09:28:51 > Step: 113600 Progress: 56.8% Elapsed: 1 day, 8:09:37 temperature: no ada_p: No Discriminator_loss: 0.27957 Generator_loss: 1.71944
[INFO] 2021-02-06 09:29:56 > Step: 113700 Progress: 56.9% Elapsed: 1 day, 8:10:42 temperature: no ada_p: No Discriminator_loss: 0.683195 Generator_loss: 1.93028
[INFO] 2021-02-06 09:31:00 > Step: 113800 Progress: 56.9% Elapsed: 1 day, 8:11:46 temperature: no ada_p: No Discriminator_loss: 0.290087 Generator_loss: 1.58725
[INFO] 2021-02-06 09:32:05 > Step: 113900 Progress: 57.0% Elapsed: 1 day, 8:12:51 temperature: no ada_p: No Discriminator_loss: 0.283619 Generator_loss: 1.63335
[INFO] 2021-02-06 09:33:09 > Step: 114000 Progress: 57.0% Elapsed: 1 day, 8:13:55 temperature: no ada_p: No Discriminator_loss: 0.292211 Generator_loss: 1.77687
[INFO] 2021-02-06 09:33:09 > Start Evaluation (114000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 09:33:09 > Calculating FID Score....
[INFO] 2021-02-06 09:33:50 > Calculating Inception Score....
[INFO] 2021-02-06 09:34:14 > Calculate F_beta Score....
[INFO] 2021-02-06 09:41:23 > Calculate Accuracies....
[INFO] 2021-02-06 09:41:46 > Calculate Accuracies....
[INFO] 2021-02-06 09:45:22 > F_8 score (Step: 114000, Using valid images): 0.7796647793113715
[INFO] 2021-02-06 09:45:22 > F_1/8 score (Step: 114000, Using valid images): 0.868194025194098
[INFO] 2021-02-06 09:45:22 > FID score (Step: 114000, Using valid moments): 45.88460429214001
[INFO] 2021-02-06 09:45:22 > Inception score (Step: 114000, 50000 generated images): 18.337631225585938
[INFO] 2021-02-06 09:45:22 > Best FID score (Step: 114000, Using valid moments): 45.88460429214001
[INFO] 2021-02-06 09:45:43 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 09:46:47 > Step: 114100 Progress: 57.0% Elapsed: 1 day, 8:27:34 temperature: no ada_p: No Discriminator_loss: 0.431129 Generator_loss: 1.27022
[INFO] 2021-02-06 09:47:52 > Step: 114200 Progress: 57.1% Elapsed: 1 day, 8:28:38 temperature: no ada_p: No Discriminator_loss: 0.231954 Generator_loss: 1.61184
[INFO] 2021-02-06 09:48:56 > Step: 114300 Progress: 57.1% Elapsed: 1 day, 8:29:42 temperature: no ada_p: No Discriminator_loss: 0.292368 Generator_loss: 2.19231
[INFO] 2021-02-06 09:50:01 > Step: 114400 Progress: 57.2% Elapsed: 1 day, 8:30:47 temperature: no ada_p: No Discriminator_loss: 0.428307 Generator_loss: 1.29162
[INFO] 2021-02-06 09:51:05 > Step: 114500 Progress: 57.2% Elapsed: 1 day, 8:31:51 temperature: no ada_p: No Discriminator_loss: 0.545764 Generator_loss: 1.31852
[INFO] 2021-02-06 09:52:09 > Step: 114600 Progress: 57.3% Elapsed: 1 day, 8:32:55 temperature: no ada_p: No Discriminator_loss: 0.279673 Generator_loss: 1.58088
[INFO] 2021-02-06 09:53:36 > Step: 114700 Progress: 57.4% Elapsed: 1 day, 8:34:23 temperature: no ada_p: No Discriminator_loss: 0.498885 Generator_loss: 1.32925
[INFO] 2021-02-06 09:54:41 > Step: 114800 Progress: 57.4% Elapsed: 1 day, 8:35:27 temperature: no ada_p: No Discriminator_loss: 0.271289 Generator_loss: 1.51791
[INFO] 2021-02-06 09:55:45 > Step: 114900 Progress: 57.5% Elapsed: 1 day, 8:36:31 temperature: no ada_p: No Discriminator_loss: 0.430866 Generator_loss: 1.37181
[INFO] 2021-02-06 09:56:50 > Step: 115000 Progress: 57.5% Elapsed: 1 day, 8:37:36 temperature: no ada_p: No Discriminator_loss: 0.24297 Generator_loss: 2.29437
[INFO] 2021-02-06 09:57:56 > Step: 115100 Progress: 57.6% Elapsed: 1 day, 8:38:42 temperature: no ada_p: No Discriminator_loss: 0.277867 Generator_loss: 1.65596
[INFO] 2021-02-06 09:59:01 > Step: 115200 Progress: 57.6% Elapsed: 1 day, 8:39:47 temperature: no ada_p: No Discriminator_loss: 0.242548 Generator_loss: 1.85438
[INFO] 2021-02-06 10:00:05 > Step: 115300 Progress: 57.6% Elapsed: 1 day, 8:40:51 temperature: no ada_p: No Discriminator_loss: 0.282894 Generator_loss: 2.06205
[INFO] 2021-02-06 10:01:10 > Step: 115400 Progress: 57.7% Elapsed: 1 day, 8:41:56 temperature: no ada_p: No Discriminator_loss: 0.419543 Generator_loss: 2.3791
[INFO] 2021-02-06 10:02:14 > Step: 115500 Progress: 57.8% Elapsed: 1 day, 8:43:00 temperature: no ada_p: No Discriminator_loss: 0.270559 Generator_loss: 1.72257
[INFO] 2021-02-06 10:03:19 > Step: 115600 Progress: 57.8% Elapsed: 1 day, 8:44:05 temperature: no ada_p: No Discriminator_loss: 0.239985 Generator_loss: 1.59619
[INFO] 2021-02-06 10:04:23 > Step: 115700 Progress: 57.9% Elapsed: 1 day, 8:45:10 temperature: no ada_p: No Discriminator_loss: 0.38483 Generator_loss: 1.56597
[INFO] 2021-02-06 10:05:28 > Step: 115800 Progress: 57.9% Elapsed: 1 day, 8:46:14 temperature: no ada_p: No Discriminator_loss: 0.266297 Generator_loss: 1.52954
[INFO] 2021-02-06 10:06:33 > Step: 115900 Progress: 58.0% Elapsed: 1 day, 8:47:19 temperature: no ada_p: No Discriminator_loss: 0.241396 Generator_loss: 1.85688
[INFO] 2021-02-06 10:07:37 > Step: 116000 Progress: 58.0% Elapsed: 1 day, 8:48:23 temperature: no ada_p: No Discriminator_loss: 0.6413 Generator_loss: 0.878024
[INFO] 2021-02-06 10:07:37 > Start Evaluation (116000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 10:07:37 > Calculating FID Score....
[INFO] 2021-02-06 10:08:20 > Calculating Inception Score....
[INFO] 2021-02-06 10:08:44 > Calculate F_beta Score....
[INFO] 2021-02-06 10:15:41 > Calculate Accuracies....
[INFO] 2021-02-06 10:16:03 > Calculate Accuracies....
[INFO] 2021-02-06 10:19:39 > F_8 score (Step: 116000, Using valid images): 0.7587482210329863
[INFO] 2021-02-06 10:19:39 > F_1/8 score (Step: 116000, Using valid images): 0.8730157941686859
[INFO] 2021-02-06 10:19:39 > FID score (Step: 116000, Using valid moments): 45.74451503228846
[INFO] 2021-02-06 10:19:39 > Inception score (Step: 116000, 50000 generated images): 18.620872497558594
[INFO] 2021-02-06 10:19:39 > Best FID score (Step: 116000, Using valid moments): 45.74451503228846
[INFO] 2021-02-06 10:20:00 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 10:21:04 > Step: 116100 Progress: 58.1% Elapsed: 1 day, 9:01:50 temperature: no ada_p: No Discriminator_loss: 0.583992 Generator_loss: 1.01185
[INFO] 2021-02-06 10:22:08 > Step: 116200 Progress: 58.1% Elapsed: 1 day, 9:02:55 temperature: no ada_p: No Discriminator_loss: 0.22519 Generator_loss: 2.34036
[INFO] 2021-02-06 10:23:12 > Step: 116300 Progress: 58.1% Elapsed: 1 day, 9:03:59 temperature: no ada_p: No Discriminator_loss: 0.331564 Generator_loss: 1.45291
[INFO] 2021-02-06 10:24:16 > Step: 116400 Progress: 58.2% Elapsed: 1 day, 9:05:03 temperature: no ada_p: No Discriminator_loss: 0.614368 Generator_loss: 0.685679
[INFO] 2021-02-06 10:25:20 > Step: 116500 Progress: 58.2% Elapsed: 1 day, 9:06:07 temperature: no ada_p: No Discriminator_loss: 0.252284 Generator_loss: 1.80071
[INFO] 2021-02-06 10:26:25 > Step: 116600 Progress: 58.3% Elapsed: 1 day, 9:07:11 temperature: no ada_p: No Discriminator_loss: 0.307122 Generator_loss: 2.35354
[INFO] 2021-02-06 10:27:29 > Step: 116700 Progress: 58.4% Elapsed: 1 day, 9:08:15 temperature: no ada_p: No Discriminator_loss: 0.509582 Generator_loss: 1.18841
[INFO] 2021-02-06 10:28:32 > Step: 116800 Progress: 58.4% Elapsed: 1 day, 9:09:19 temperature: no ada_p: No Discriminator_loss: 0.342605 Generator_loss: 1.98135
[INFO] 2021-02-06 10:29:55 > Step: 116900 Progress: 58.5% Elapsed: 1 day, 9:10:42 temperature: no ada_p: No Discriminator_loss: 0.25485 Generator_loss: 2.07371
[INFO] 2021-02-06 10:31:00 > Step: 117000 Progress: 58.5% Elapsed: 1 day, 9:11:46 temperature: no ada_p: No Discriminator_loss: 0.28085 Generator_loss: 1.32951
[INFO] 2021-02-06 10:32:04 > Step: 117100 Progress: 58.6% Elapsed: 1 day, 9:12:51 temperature: no ada_p: No Discriminator_loss: 0.34783 Generator_loss: 2.02939
[INFO] 2021-02-06 10:33:09 > Step: 117200 Progress: 58.6% Elapsed: 1 day, 9:13:55 temperature: no ada_p: No Discriminator_loss: 0.322313 Generator_loss: 1.29906
[INFO] 2021-02-06 10:34:13 > Step: 117300 Progress: 58.7% Elapsed: 1 day, 9:15:00 temperature: no ada_p: No Discriminator_loss: 0.42666 Generator_loss: 1.36208
[INFO] 2021-02-06 10:35:18 > Step: 117400 Progress: 58.7% Elapsed: 1 day, 9:16:04 temperature: no ada_p: No Discriminator_loss: 0.424678 Generator_loss: 2.33142
[INFO] 2021-02-06 10:36:23 > Step: 117500 Progress: 58.8% Elapsed: 1 day, 9:17:09 temperature: no ada_p: No Discriminator_loss: 0.318124 Generator_loss: 1.73738
[INFO] 2021-02-06 10:37:29 > Step: 117600 Progress: 58.8% Elapsed: 1 day, 9:18:15 temperature: no ada_p: No Discriminator_loss: 0.367384 Generator_loss: 1.21249
[INFO] 2021-02-06 10:38:33 > Step: 117700 Progress: 58.9% Elapsed: 1 day, 9:19:20 temperature: no ada_p: No Discriminator_loss: 0.355583 Generator_loss: 1.73145
[INFO] 2021-02-06 10:39:38 > Step: 117800 Progress: 58.9% Elapsed: 1 day, 9:20:24 temperature: no ada_p: No Discriminator_loss: 0.330706 Generator_loss: 1.26908
[INFO] 2021-02-06 10:40:42 > Step: 117900 Progress: 59.0% Elapsed: 1 day, 9:21:29 temperature: no ada_p: No Discriminator_loss: 0.398345 Generator_loss: 1.46612
[INFO] 2021-02-06 10:41:47 > Step: 118000 Progress: 59.0% Elapsed: 1 day, 9:22:33 temperature: no ada_p: No Discriminator_loss: 0.297594 Generator_loss: 1.69885
[INFO] 2021-02-06 10:41:47 > Start Evaluation (118000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 10:41:47 > Calculating FID Score....
[INFO] 2021-02-06 10:42:28 > Calculating Inception Score....
[INFO] 2021-02-06 10:42:52 > Calculate F_beta Score....
[INFO] 2021-02-06 10:49:47 > Calculate Accuracies....
[INFO] 2021-02-06 10:50:10 > Calculate Accuracies....
[INFO] 2021-02-06 10:53:45 > F_8 score (Step: 118000, Using valid images): 0.7826746486779083
[INFO] 2021-02-06 10:53:45 > F_1/8 score (Step: 118000, Using valid images): 0.8691295644588178
[INFO] 2021-02-06 10:53:45 > FID score (Step: 118000, Using valid moments): 45.55701716030791
[INFO] 2021-02-06 10:53:45 > Inception score (Step: 118000, 50000 generated images): 18.36959457397461
[INFO] 2021-02-06 10:53:45 > Best FID score (Step: 118000, Using valid moments): 45.55701716030791
[INFO] 2021-02-06 10:54:05 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 10:55:10 > Step: 118100 Progress: 59.1% Elapsed: 1 day, 9:35:56 temperature: no ada_p: No Discriminator_loss: 0.28006 Generator_loss: 1.86883
[INFO] 2021-02-06 10:56:13 > Step: 118200 Progress: 59.1% Elapsed: 1 day, 9:37:00 temperature: no ada_p: No Discriminator_loss: 0.463671 Generator_loss: 1.12286
[INFO] 2021-02-06 10:57:17 > Step: 118300 Progress: 59.2% Elapsed: 1 day, 9:38:03 temperature: no ada_p: No Discriminator_loss: 0.285679 Generator_loss: 1.57662
[INFO] 2021-02-06 10:58:21 > Step: 118400 Progress: 59.2% Elapsed: 1 day, 9:39:07 temperature: no ada_p: No Discriminator_loss: 0.286952 Generator_loss: 1.59603
[INFO] 2021-02-06 10:59:25 > Step: 118500 Progress: 59.2% Elapsed: 1 day, 9:40:11 temperature: no ada_p: No Discriminator_loss: 0.289043 Generator_loss: 2.48352
[INFO] 2021-02-06 11:00:29 > Step: 118600 Progress: 59.3% Elapsed: 1 day, 9:41:15 temperature: no ada_p: No Discriminator_loss: 0.311277 Generator_loss: 1.74566
[INFO] 2021-02-06 11:01:33 > Step: 118700 Progress: 59.4% Elapsed: 1 day, 9:42:19 temperature: no ada_p: No Discriminator_loss: 0.415721 Generator_loss: 1.38232
[INFO] 2021-02-06 11:02:37 > Step: 118800 Progress: 59.4% Elapsed: 1 day, 9:43:23 temperature: no ada_p: No Discriminator_loss: 0.379962 Generator_loss: 0.973294
[INFO] 2021-02-06 11:03:59 > Step: 118900 Progress: 59.5% Elapsed: 1 day, 9:44:46 temperature: no ada_p: No Discriminator_loss: 0.573699 Generator_loss: 1.15421
[INFO] 2021-02-06 11:05:04 > Step: 119000 Progress: 59.5% Elapsed: 1 day, 9:45:50 temperature: no ada_p: No Discriminator_loss: 0.460035 Generator_loss: 1.4694
[INFO] 2021-02-06 11:06:08 > Step: 119100 Progress: 59.6% Elapsed: 1 day, 9:46:54 temperature: no ada_p: No Discriminator_loss: 0.282618 Generator_loss: 2.16732
[INFO] 2021-02-06 11:07:13 > Step: 119200 Progress: 59.6% Elapsed: 1 day, 9:47:59 temperature: no ada_p: No Discriminator_loss: 0.485195 Generator_loss: 1.24161
[INFO] 2021-02-06 11:08:17 > Step: 119300 Progress: 59.7% Elapsed: 1 day, 9:49:04 temperature: no ada_p: No Discriminator_loss: 0.216461 Generator_loss: 1.85201
[INFO] 2021-02-06 11:09:22 > Step: 119400 Progress: 59.7% Elapsed: 1 day, 9:50:08 temperature: no ada_p: No Discriminator_loss: 0.295892 Generator_loss: 2.08027
[INFO] 2021-02-06 11:10:27 > Step: 119500 Progress: 59.8% Elapsed: 1 day, 9:51:13 temperature: no ada_p: No Discriminator_loss: 0.289825 Generator_loss: 1.37503
[INFO] 2021-02-06 11:11:31 > Step: 119600 Progress: 59.8% Elapsed: 1 day, 9:52:17 temperature: no ada_p: No Discriminator_loss: 0.637802 Generator_loss: 0.9039
[INFO] 2021-02-06 11:12:36 > Step: 119700 Progress: 59.9% Elapsed: 1 day, 9:53:22 temperature: no ada_p: No Discriminator_loss: 0.224238 Generator_loss: 2.31117
[INFO] 2021-02-06 11:13:40 > Step: 119800 Progress: 59.9% Elapsed: 1 day, 9:54:26 temperature: no ada_p: No Discriminator_loss: 0.272462 Generator_loss: 2.38562
[INFO] 2021-02-06 11:14:45 > Step: 119900 Progress: 60.0% Elapsed: 1 day, 9:55:31 temperature: no ada_p: No Discriminator_loss: 0.347388 Generator_loss: 2.59392
[INFO] 2021-02-06 11:15:49 > Step: 120000 Progress: 60.0% Elapsed: 1 day, 9:56:35 temperature: no ada_p: No Discriminator_loss: 0.351005 Generator_loss: 2.21348
[INFO] 2021-02-06 11:15:49 > Start Evaluation (120000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 11:15:49 > Calculating FID Score....
[INFO] 2021-02-06 11:16:31 > Calculating Inception Score....
[INFO] 2021-02-06 11:16:55 > Calculate F_beta Score....
[INFO] 2021-02-06 11:23:50 > Calculate Accuracies....
[INFO] 2021-02-06 11:24:13 > Calculate Accuracies....
[INFO] 2021-02-06 11:27:48 > F_8 score (Step: 120000, Using valid images): 0.7604084805418341
[INFO] 2021-02-06 11:27:48 > F_1/8 score (Step: 120000, Using valid images): 0.8658143092457221
[INFO] 2021-02-06 11:27:48 > FID score (Step: 120000, Using valid moments): 46.47910188946116
[INFO] 2021-02-06 11:27:48 > Inception score (Step: 120000, 50000 generated images): 18.341825485229492
[INFO] 2021-02-06 11:27:48 > Best FID score (Step: 118000, Using valid moments): 45.55701716030791
[INFO] 2021-02-06 11:27:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 11:29:04 > Step: 120100 Progress: 60.1% Elapsed: 1 day, 10:09:50 temperature: no ada_p: No Discriminator_loss: 0.446312 Generator_loss: 1.47938
[INFO] 2021-02-06 11:30:07 > Step: 120200 Progress: 60.1% Elapsed: 1 day, 10:10:54 temperature: no ada_p: No Discriminator_loss: 0.279229 Generator_loss: 1.48882
[INFO] 2021-02-06 11:31:11 > Step: 120300 Progress: 60.2% Elapsed: 1 day, 10:11:58 temperature: no ada_p: No Discriminator_loss: 0.422209 Generator_loss: 1.16844
[INFO] 2021-02-06 11:32:15 > Step: 120400 Progress: 60.2% Elapsed: 1 day, 10:13:02 temperature: no ada_p: No Discriminator_loss: 0.286198 Generator_loss: 1.58121
[INFO] 2021-02-06 11:33:19 > Step: 120500 Progress: 60.2% Elapsed: 1 day, 10:14:06 temperature: no ada_p: No Discriminator_loss: 0.400235 Generator_loss: 1.35792
[INFO] 2021-02-06 11:34:23 > Step: 120600 Progress: 60.3% Elapsed: 1 day, 10:15:10 temperature: no ada_p: No Discriminator_loss: 0.24476 Generator_loss: 1.91197
[INFO] 2021-02-06 11:35:46 > Step: 120700 Progress: 60.4% Elapsed: 1 day, 10:16:32 temperature: no ada_p: No Discriminator_loss: 0.487167 Generator_loss: 1.30232
[INFO] 2021-02-06 11:36:50 > Step: 120800 Progress: 60.4% Elapsed: 1 day, 10:17:37 temperature: no ada_p: No Discriminator_loss: 0.898182 Generator_loss: 0.785557
[INFO] 2021-02-06 11:37:55 > Step: 120900 Progress: 60.5% Elapsed: 1 day, 10:18:41 temperature: no ada_p: No Discriminator_loss: 0.378672 Generator_loss: 1.2728
[INFO] 2021-02-06 11:38:59 > Step: 121000 Progress: 60.5% Elapsed: 1 day, 10:19:46 temperature: no ada_p: No Discriminator_loss: 0.250789 Generator_loss: 1.92909
[INFO] 2021-02-06 11:40:04 > Step: 121100 Progress: 60.6% Elapsed: 1 day, 10:20:50 temperature: no ada_p: No Discriminator_loss: 0.213643 Generator_loss: 2.43542
[INFO] 2021-02-06 11:41:08 > Step: 121200 Progress: 60.6% Elapsed: 1 day, 10:21:55 temperature: no ada_p: No Discriminator_loss: 0.202295 Generator_loss: 2.11855
[INFO] 2021-02-06 11:42:13 > Step: 121300 Progress: 60.7% Elapsed: 1 day, 10:22:59 temperature: no ada_p: No Discriminator_loss: 0.440791 Generator_loss: 1.41623
[INFO] 2021-02-06 11:43:17 > Step: 121400 Progress: 60.7% Elapsed: 1 day, 10:24:03 temperature: no ada_p: No Discriminator_loss: 0.342405 Generator_loss: 1.32858
[INFO] 2021-02-06 11:44:22 > Step: 121500 Progress: 60.8% Elapsed: 1 day, 10:25:08 temperature: no ada_p: No Discriminator_loss: 0.197381 Generator_loss: 1.76636
[INFO] 2021-02-06 11:45:26 > Step: 121600 Progress: 60.8% Elapsed: 1 day, 10:26:12 temperature: no ada_p: No Discriminator_loss: 0.572719 Generator_loss: 1.12547
[INFO] 2021-02-06 11:46:31 > Step: 121700 Progress: 60.9% Elapsed: 1 day, 10:27:17 temperature: no ada_p: No Discriminator_loss: 0.377962 Generator_loss: 2.35498
[INFO] 2021-02-06 11:47:35 > Step: 121800 Progress: 60.9% Elapsed: 1 day, 10:28:21 temperature: no ada_p: No Discriminator_loss: 0.28627 Generator_loss: 1.30364
[INFO] 2021-02-06 11:48:40 > Step: 121900 Progress: 61.0% Elapsed: 1 day, 10:29:26 temperature: no ada_p: No Discriminator_loss: 0.287679 Generator_loss: 1.58763
[INFO] 2021-02-06 11:49:44 > Step: 122000 Progress: 61.0% Elapsed: 1 day, 10:30:30 temperature: no ada_p: No Discriminator_loss: 0.310194 Generator_loss: 1.67948
[INFO] 2021-02-06 11:49:44 > Start Evaluation (122000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 11:49:44 > Calculating FID Score....
[INFO] 2021-02-06 11:50:24 > Calculating Inception Score....
[INFO] 2021-02-06 11:50:48 > Calculate F_beta Score....
[INFO] 2021-02-06 11:57:50 > Calculate Accuracies....
[INFO] 2021-02-06 11:58:13 > Calculate Accuracies....
[INFO] 2021-02-06 12:01:48 > F_8 score (Step: 122000, Using valid images): 0.7726191673401135
[INFO] 2021-02-06 12:01:48 > F_1/8 score (Step: 122000, Using valid images): 0.8759871352666551
[INFO] 2021-02-06 12:01:48 > FID score (Step: 122000, Using valid moments): 44.93671025696875
[INFO] 2021-02-06 12:01:48 > Inception score (Step: 122000, 50000 generated images): 19.15117835998535
[INFO] 2021-02-06 12:01:48 > Best FID score (Step: 122000, Using valid moments): 44.93671025696875
[INFO] 2021-02-06 12:02:10 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 12:03:14 > Step: 122100 Progress: 61.1% Elapsed: 1 day, 10:44:00 temperature: no ada_p: No Discriminator_loss: 0.465296 Generator_loss: 1.03685
[INFO] 2021-02-06 12:04:18 > Step: 122200 Progress: 61.1% Elapsed: 1 day, 10:45:04 temperature: no ada_p: No Discriminator_loss: 0.300456 Generator_loss: 1.89408
[INFO] 2021-02-06 12:05:22 > Step: 122300 Progress: 61.2% Elapsed: 1 day, 10:46:08 temperature: no ada_p: No Discriminator_loss: 0.294613 Generator_loss: 2.36625
[INFO] 2021-02-06 12:06:26 > Step: 122400 Progress: 61.2% Elapsed: 1 day, 10:47:12 temperature: no ada_p: No Discriminator_loss: 0.315259 Generator_loss: 1.67635
[INFO] 2021-02-06 12:07:30 > Step: 122500 Progress: 61.3% Elapsed: 1 day, 10:48:16 temperature: no ada_p: No Discriminator_loss: 0.659312 Generator_loss: 1.94524
[INFO] 2021-02-06 12:08:36 > Step: 122600 Progress: 61.3% Elapsed: 1 day, 10:49:22 temperature: no ada_p: No Discriminator_loss: 0.239177 Generator_loss: 1.90914
[INFO] 2021-02-06 12:09:40 > Step: 122700 Progress: 61.4% Elapsed: 1 day, 10:50:26 temperature: no ada_p: No Discriminator_loss: 0.234003 Generator_loss: 2.29456
[INFO] 2021-02-06 12:10:44 > Step: 122800 Progress: 61.4% Elapsed: 1 day, 10:51:30 temperature: no ada_p: No Discriminator_loss: 0.259762 Generator_loss: 2.03388
[INFO] 2021-02-06 12:12:06 > Step: 122900 Progress: 61.5% Elapsed: 1 day, 10:52:52 temperature: no ada_p: No Discriminator_loss: 0.603527 Generator_loss: 1.12877
[INFO] 2021-02-06 12:13:11 > Step: 123000 Progress: 61.5% Elapsed: 1 day, 10:53:57 temperature: no ada_p: No Discriminator_loss: 0.257332 Generator_loss: 1.67278
[INFO] 2021-02-06 12:14:15 > Step: 123100 Progress: 61.6% Elapsed: 1 day, 10:55:01 temperature: no ada_p: No Discriminator_loss: 0.254096 Generator_loss: 2.10149
[INFO] 2021-02-06 12:15:20 > Step: 123200 Progress: 61.6% Elapsed: 1 day, 10:56:06 temperature: no ada_p: No Discriminator_loss: 0.479352 Generator_loss: 1.19969
[INFO] 2021-02-06 12:16:24 > Step: 123300 Progress: 61.7% Elapsed: 1 day, 10:57:10 temperature: no ada_p: No Discriminator_loss: 0.25217 Generator_loss: 1.33273
[INFO] 2021-02-06 12:17:28 > Step: 123400 Progress: 61.7% Elapsed: 1 day, 10:58:15 temperature: no ada_p: No Discriminator_loss: 0.296594 Generator_loss: 1.39689
[INFO] 2021-02-06 12:18:33 > Step: 123500 Progress: 61.8% Elapsed: 1 day, 10:59:19 temperature: no ada_p: No Discriminator_loss: 0.267603 Generator_loss: 1.84189
[INFO] 2021-02-06 12:19:38 > Step: 123600 Progress: 61.8% Elapsed: 1 day, 11:00:24 temperature: no ada_p: No Discriminator_loss: 0.3563 Generator_loss: 1.40086
[INFO] 2021-02-06 12:20:42 > Step: 123700 Progress: 61.9% Elapsed: 1 day, 11:01:28 temperature: no ada_p: No Discriminator_loss: 0.300194 Generator_loss: 2.16307
[INFO] 2021-02-06 12:21:46 > Step: 123800 Progress: 61.9% Elapsed: 1 day, 11:02:33 temperature: no ada_p: No Discriminator_loss: 0.288827 Generator_loss: 2.51354
[INFO] 2021-02-06 12:22:51 > Step: 123900 Progress: 62.0% Elapsed: 1 day, 11:03:37 temperature: no ada_p: No Discriminator_loss: 0.486578 Generator_loss: 1.26311
[INFO] 2021-02-06 12:23:55 > Step: 124000 Progress: 62.0% Elapsed: 1 day, 11:04:41 temperature: no ada_p: No Discriminator_loss: 0.379429 Generator_loss: 1.46191
[INFO] 2021-02-06 12:23:55 > Start Evaluation (124000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 12:23:55 > Calculating FID Score....
[INFO] 2021-02-06 12:24:35 > Calculating Inception Score....
[INFO] 2021-02-06 12:24:59 > Calculate F_beta Score....
[INFO] 2021-02-06 12:31:59 > Calculate Accuracies....
[INFO] 2021-02-06 12:32:21 > Calculate Accuracies....
[INFO] 2021-02-06 12:35:59 > F_8 score (Step: 124000, Using valid images): 0.7766108471546319
[INFO] 2021-02-06 12:35:59 > F_1/8 score (Step: 124000, Using valid images): 0.8670595932299447
[INFO] 2021-02-06 12:35:59 > FID score (Step: 124000, Using valid moments): 46.21513960074873
[INFO] 2021-02-06 12:35:59 > Inception score (Step: 124000, 50000 generated images): 18.43865394592285
[INFO] 2021-02-06 12:35:59 > Best FID score (Step: 122000, Using valid moments): 44.93671025696875
[INFO] 2021-02-06 12:36:09 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 12:37:13 > Step: 124100 Progress: 62.1% Elapsed: 1 day, 11:17:59 temperature: no ada_p: No Discriminator_loss: 0.300644 Generator_loss: 1.96174
[INFO] 2021-02-06 12:38:17 > Step: 124200 Progress: 62.1% Elapsed: 1 day, 11:19:04 temperature: no ada_p: No Discriminator_loss: 0.204037 Generator_loss: 2.13975
[INFO] 2021-02-06 12:39:21 > Step: 124300 Progress: 62.2% Elapsed: 1 day, 11:20:08 temperature: no ada_p: No Discriminator_loss: 0.287101 Generator_loss: 2.29028
[INFO] 2021-02-06 12:40:25 > Step: 124400 Progress: 62.2% Elapsed: 1 day, 11:21:11 temperature: no ada_p: No Discriminator_loss: 0.562158 Generator_loss: 1.13609
[INFO] 2021-02-06 12:41:29 > Step: 124500 Progress: 62.3% Elapsed: 1 day, 11:22:15 temperature: no ada_p: No Discriminator_loss: 0.218099 Generator_loss: 1.99131
[INFO] 2021-02-06 12:42:33 > Step: 124600 Progress: 62.3% Elapsed: 1 day, 11:23:19 temperature: no ada_p: No Discriminator_loss: 0.474256 Generator_loss: 1.35317
[INFO] 2021-02-06 12:43:37 > Step: 124700 Progress: 62.4% Elapsed: 1 day, 11:24:23 temperature: no ada_p: No Discriminator_loss: 0.440248 Generator_loss: 2.34133
[INFO] 2021-02-06 12:44:41 > Step: 124800 Progress: 62.4% Elapsed: 1 day, 11:25:27 temperature: no ada_p: No Discriminator_loss: 0.512337 Generator_loss: 0.699704
[INFO] 2021-02-06 12:46:04 > Step: 124900 Progress: 62.5% Elapsed: 1 day, 11:26:50 temperature: no ada_p: No Discriminator_loss: 0.289902 Generator_loss: 2.18125
[INFO] 2021-02-06 12:47:08 > Step: 125000 Progress: 62.5% Elapsed: 1 day, 11:27:55 temperature: no ada_p: No Discriminator_loss: 0.286172 Generator_loss: 2.34042
[INFO] 2021-02-06 12:48:13 > Step: 125100 Progress: 62.5% Elapsed: 1 day, 11:28:59 temperature: no ada_p: No Discriminator_loss: 0.46195 Generator_loss: 2.33708
[INFO] 2021-02-06 12:49:19 > Step: 125200 Progress: 62.6% Elapsed: 1 day, 11:30:05 temperature: no ada_p: No Discriminator_loss: 0.389639 Generator_loss: 1.38557
[INFO] 2021-02-06 12:50:24 > Step: 125300 Progress: 62.6% Elapsed: 1 day, 11:31:10 temperature: no ada_p: No Discriminator_loss: 0.229822 Generator_loss: 2.06646
[INFO] 2021-02-06 12:51:28 > Step: 125400 Progress: 62.7% Elapsed: 1 day, 11:32:14 temperature: no ada_p: No Discriminator_loss: 0.305848 Generator_loss: 1.51265
[INFO] 2021-02-06 12:52:32 > Step: 125500 Progress: 62.7% Elapsed: 1 day, 11:33:19 temperature: no ada_p: No Discriminator_loss: 0.410664 Generator_loss: 1.36933
[INFO] 2021-02-06 12:53:37 > Step: 125600 Progress: 62.8% Elapsed: 1 day, 11:34:23 temperature: no ada_p: No Discriminator_loss: 0.454221 Generator_loss: 1.88357
[INFO] 2021-02-06 12:54:41 > Step: 125700 Progress: 62.8% Elapsed: 1 day, 11:35:28 temperature: no ada_p: No Discriminator_loss: 0.454651 Generator_loss: 1.26846
[INFO] 2021-02-06 12:55:46 > Step: 125800 Progress: 62.9% Elapsed: 1 day, 11:36:32 temperature: no ada_p: No Discriminator_loss: 0.361876 Generator_loss: 1.99494
[INFO] 2021-02-06 12:56:50 > Step: 125900 Progress: 62.9% Elapsed: 1 day, 11:37:36 temperature: no ada_p: No Discriminator_loss: 0.231464 Generator_loss: 1.90764
[INFO] 2021-02-06 12:57:55 > Step: 126000 Progress: 63.0% Elapsed: 1 day, 11:38:41 temperature: no ada_p: No Discriminator_loss: 0.323817 Generator_loss: 1.6418
[INFO] 2021-02-06 12:57:55 > Start Evaluation (126000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 12:57:55 > Calculating FID Score....
[INFO] 2021-02-06 12:58:35 > Calculating Inception Score....
[INFO] 2021-02-06 12:58:59 > Calculate F_beta Score....
[INFO] 2021-02-06 13:05:58 > Calculate Accuracies....
[INFO] 2021-02-06 13:06:20 > Calculate Accuracies....
[INFO] 2021-02-06 13:09:57 > F_8 score (Step: 126000, Using valid images): 0.7608387310064536
[INFO] 2021-02-06 13:09:57 > F_1/8 score (Step: 126000, Using valid images): 0.8864056609346161
[INFO] 2021-02-06 13:09:57 > FID score (Step: 126000, Using valid moments): 44.24990649753602
[INFO] 2021-02-06 13:09:58 > Inception score (Step: 126000, 50000 generated images): 18.739587783813477
[INFO] 2021-02-06 13:09:58 > Best FID score (Step: 126000, Using valid moments): 44.24990649753602
[INFO] 2021-02-06 13:10:18 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 13:11:22 > Step: 126100 Progress: 63.0% Elapsed: 1 day, 11:52:09 temperature: no ada_p: No Discriminator_loss: 0.555701 Generator_loss: 1.26072
[INFO] 2021-02-06 13:12:26 > Step: 126200 Progress: 63.1% Elapsed: 1 day, 11:53:12 temperature: no ada_p: No Discriminator_loss: 0.771619 Generator_loss: 0.84359
[INFO] 2021-02-06 13:13:30 > Step: 126300 Progress: 63.1% Elapsed: 1 day, 11:54:16 temperature: no ada_p: No Discriminator_loss: 0.309291 Generator_loss: 1.62911
[INFO] 2021-02-06 13:14:34 > Step: 126400 Progress: 63.2% Elapsed: 1 day, 11:55:20 temperature: no ada_p: No Discriminator_loss: 0.376392 Generator_loss: 1.18502
[INFO] 2021-02-06 13:15:38 > Step: 126500 Progress: 63.2% Elapsed: 1 day, 11:56:24 temperature: no ada_p: No Discriminator_loss: 0.415573 Generator_loss: 1.41004
[INFO] 2021-02-06 13:16:42 > Step: 126600 Progress: 63.3% Elapsed: 1 day, 11:57:28 temperature: no ada_p: No Discriminator_loss: 0.285921 Generator_loss: 1.89681
[INFO] 2021-02-06 13:17:46 > Step: 126700 Progress: 63.3% Elapsed: 1 day, 11:58:32 temperature: no ada_p: No Discriminator_loss: 0.298262 Generator_loss: 1.54823
[INFO] 2021-02-06 13:19:08 > Step: 126800 Progress: 63.4% Elapsed: 1 day, 11:59:54 temperature: no ada_p: No Discriminator_loss: 0.469709 Generator_loss: 1.24407
[INFO] 2021-02-06 13:20:12 > Step: 126900 Progress: 63.4% Elapsed: 1 day, 12:00:58 temperature: no ada_p: No Discriminator_loss: 0.270573 Generator_loss: 1.62291
[INFO] 2021-02-06 13:21:16 > Step: 127000 Progress: 63.5% Elapsed: 1 day, 12:02:02 temperature: no ada_p: No Discriminator_loss: 0.294673 Generator_loss: 1.42212
[INFO] 2021-02-06 13:22:20 > Step: 127100 Progress: 63.5% Elapsed: 1 day, 12:03:06 temperature: no ada_p: No Discriminator_loss: 0.295941 Generator_loss: 1.91936
[INFO] 2021-02-06 13:23:24 > Step: 127200 Progress: 63.6% Elapsed: 1 day, 12:04:10 temperature: no ada_p: No Discriminator_loss: 0.234964 Generator_loss: 1.77628
[INFO] 2021-02-06 13:24:28 > Step: 127300 Progress: 63.6% Elapsed: 1 day, 12:05:15 temperature: no ada_p: No Discriminator_loss: 0.312265 Generator_loss: 1.39459
[INFO] 2021-02-06 13:25:32 > Step: 127400 Progress: 63.7% Elapsed: 1 day, 12:06:19 temperature: no ada_p: No Discriminator_loss: 0.208224 Generator_loss: 2.12684
[INFO] 2021-02-06 13:26:37 > Step: 127500 Progress: 63.7% Elapsed: 1 day, 12:07:23 temperature: no ada_p: No Discriminator_loss: 0.505431 Generator_loss: 1.24347
[INFO] 2021-02-06 13:27:41 > Step: 127600 Progress: 63.8% Elapsed: 1 day, 12:08:27 temperature: no ada_p: No Discriminator_loss: 0.382109 Generator_loss: 2.25
[INFO] 2021-02-06 13:28:47 > Step: 127700 Progress: 63.8% Elapsed: 1 day, 12:09:33 temperature: no ada_p: No Discriminator_loss: 0.263879 Generator_loss: 1.51617
[INFO] 2021-02-06 13:29:51 > Step: 127800 Progress: 63.9% Elapsed: 1 day, 12:10:37 temperature: no ada_p: No Discriminator_loss: 0.359224 Generator_loss: 1.50525
[INFO] 2021-02-06 13:30:56 > Step: 127900 Progress: 63.9% Elapsed: 1 day, 12:11:42 temperature: no ada_p: No Discriminator_loss: 0.285318 Generator_loss: 2.64601
[INFO] 2021-02-06 13:32:00 > Step: 128000 Progress: 64.0% Elapsed: 1 day, 12:12:46 temperature: no ada_p: No Discriminator_loss: 0.354327 Generator_loss: 1.24157
[INFO] 2021-02-06 13:32:00 > Start Evaluation (128000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 13:32:00 > Calculating FID Score....
[INFO] 2021-02-06 13:32:41 > Calculating Inception Score....
[INFO] 2021-02-06 13:33:04 > Calculate F_beta Score....
[INFO] 2021-02-06 13:40:04 > Calculate Accuracies....
[INFO] 2021-02-06 13:40:27 > Calculate Accuracies....
[INFO] 2021-02-06 13:44:06 > F_8 score (Step: 128000, Using valid images): 0.7747107075621481
[INFO] 2021-02-06 13:44:06 > F_1/8 score (Step: 128000, Using valid images): 0.8678381003734831
[INFO] 2021-02-06 13:44:06 > FID score (Step: 128000, Using valid moments): 46.84520061669241
[INFO] 2021-02-06 13:44:06 > Inception score (Step: 128000, 50000 generated images): 18.56675148010254
[INFO] 2021-02-06 13:44:06 > Best FID score (Step: 126000, Using valid moments): 44.24990649753602
[INFO] 2021-02-06 13:44:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 13:45:20 > Step: 128100 Progress: 64.0% Elapsed: 1 day, 12:26:07 temperature: no ada_p: No Discriminator_loss: 0.275478 Generator_loss: 1.67589
[INFO] 2021-02-06 13:46:24 > Step: 128200 Progress: 64.1% Elapsed: 1 day, 12:27:10 temperature: no ada_p: No Discriminator_loss: 0.301796 Generator_loss: 1.50628
[INFO] 2021-02-06 13:47:28 > Step: 128300 Progress: 64.1% Elapsed: 1 day, 12:28:14 temperature: no ada_p: No Discriminator_loss: 0.413899 Generator_loss: 1.35817
[INFO] 2021-02-06 13:48:32 > Step: 128400 Progress: 64.2% Elapsed: 1 day, 12:29:18 temperature: no ada_p: No Discriminator_loss: 0.379546 Generator_loss: 2.41811
[INFO] 2021-02-06 13:49:36 > Step: 128500 Progress: 64.2% Elapsed: 1 day, 12:30:22 temperature: no ada_p: No Discriminator_loss: 0.247603 Generator_loss: 1.67761
[INFO] 2021-02-06 13:50:59 > Step: 128600 Progress: 64.3% Elapsed: 1 day, 12:31:45 temperature: no ada_p: No Discriminator_loss: 0.254858 Generator_loss: 1.9389
[INFO] 2021-02-06 13:52:03 > Step: 128700 Progress: 64.3% Elapsed: 1 day, 12:32:49 temperature: no ada_p: No Discriminator_loss: 0.318844 Generator_loss: 2.12801
[INFO] 2021-02-06 13:53:08 > Step: 128800 Progress: 64.4% Elapsed: 1 day, 12:33:54 temperature: no ada_p: No Discriminator_loss: 0.351028 Generator_loss: 2.15092
[INFO] 2021-02-06 13:54:12 > Step: 128900 Progress: 64.5% Elapsed: 1 day, 12:34:58 temperature: no ada_p: No Discriminator_loss: 0.519814 Generator_loss: 1.38565
[INFO] 2021-02-06 13:55:16 > Step: 129000 Progress: 64.5% Elapsed: 1 day, 12:36:03 temperature: no ada_p: No Discriminator_loss: 0.506213 Generator_loss: 2.08728
[INFO] 2021-02-06 13:56:21 > Step: 129100 Progress: 64.5% Elapsed: 1 day, 12:37:07 temperature: no ada_p: No Discriminator_loss: 0.460428 Generator_loss: 1.5193
[INFO] 2021-02-06 13:57:25 > Step: 129200 Progress: 64.6% Elapsed: 1 day, 12:38:12 temperature: no ada_p: No Discriminator_loss: 0.516536 Generator_loss: 2.4016
[INFO] 2021-02-06 13:58:30 > Step: 129300 Progress: 64.6% Elapsed: 1 day, 12:39:16 temperature: no ada_p: No Discriminator_loss: 0.331165 Generator_loss: 1.3462
[INFO] 2021-02-06 13:59:34 > Step: 129400 Progress: 64.7% Elapsed: 1 day, 12:40:21 temperature: no ada_p: No Discriminator_loss: 0.297475 Generator_loss: 1.28625
[INFO] 2021-02-06 14:00:39 > Step: 129500 Progress: 64.8% Elapsed: 1 day, 12:41:25 temperature: no ada_p: No Discriminator_loss: 0.266564 Generator_loss: 1.90063
[INFO] 2021-02-06 14:01:43 > Step: 129600 Progress: 64.8% Elapsed: 1 day, 12:42:30 temperature: no ada_p: No Discriminator_loss: 0.26801 Generator_loss: 1.44179
[INFO] 2021-02-06 14:02:48 > Step: 129700 Progress: 64.8% Elapsed: 1 day, 12:43:34 temperature: no ada_p: No Discriminator_loss: 0.462986 Generator_loss: 1.23686
[INFO] 2021-02-06 14:03:53 > Step: 129800 Progress: 64.9% Elapsed: 1 day, 12:44:39 temperature: no ada_p: No Discriminator_loss: 0.194 Generator_loss: 1.54707
[INFO] 2021-02-06 14:04:57 > Step: 129900 Progress: 65.0% Elapsed: 1 day, 12:45:43 temperature: no ada_p: No Discriminator_loss: 0.545586 Generator_loss: 1.197
[INFO] 2021-02-06 14:06:01 > Step: 130000 Progress: 65.0% Elapsed: 1 day, 12:46:48 temperature: no ada_p: No Discriminator_loss: 0.24896 Generator_loss: 1.79943
[INFO] 2021-02-06 14:06:01 > Start Evaluation (130000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 14:06:01 > Calculating FID Score....
[INFO] 2021-02-06 14:06:42 > Calculating Inception Score....
[INFO] 2021-02-06 14:07:05 > Calculate F_beta Score....
[INFO] 2021-02-06 14:14:02 > Calculate Accuracies....
[INFO] 2021-02-06 14:14:25 > Calculate Accuracies....
[INFO] 2021-02-06 14:18:05 > F_8 score (Step: 130000, Using valid images): 0.7808799627424978
[INFO] 2021-02-06 14:18:05 > F_1/8 score (Step: 130000, Using valid images): 0.8735605099300611
[INFO] 2021-02-06 14:18:05 > FID score (Step: 130000, Using valid moments): 44.728002375909796
[INFO] 2021-02-06 14:18:05 > Inception score (Step: 130000, 50000 generated images): 18.756591796875
[INFO] 2021-02-06 14:18:05 > Best FID score (Step: 126000, Using valid moments): 44.24990649753602
[INFO] 2021-02-06 14:18:15 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 14:19:38 > Step: 130100 Progress: 65.0% Elapsed: 1 day, 13:00:24 temperature: no ada_p: No Discriminator_loss: 0.268646 Generator_loss: 1.75296
[INFO] 2021-02-06 14:20:44 > Step: 130200 Progress: 65.1% Elapsed: 1 day, 13:01:30 temperature: no ada_p: No Discriminator_loss: 0.295428 Generator_loss: 1.73084
[INFO] 2021-02-06 14:21:48 > Step: 130300 Progress: 65.1% Elapsed: 1 day, 13:02:35 temperature: no ada_p: No Discriminator_loss: 0.226989 Generator_loss: 2.02536
[INFO] 2021-02-06 14:22:53 > Step: 130400 Progress: 65.2% Elapsed: 1 day, 13:03:39 temperature: no ada_p: No Discriminator_loss: 0.509034 Generator_loss: 1.35813
[INFO] 2021-02-06 14:23:57 > Step: 130500 Progress: 65.2% Elapsed: 1 day, 13:04:44 temperature: no ada_p: No Discriminator_loss: 0.239823 Generator_loss: 1.6469
[INFO] 2021-02-06 14:25:02 > Step: 130600 Progress: 65.3% Elapsed: 1 day, 13:05:48 temperature: no ada_p: No Discriminator_loss: 0.261457 Generator_loss: 1.43
[INFO] 2021-02-06 14:26:06 > Step: 130700 Progress: 65.3% Elapsed: 1 day, 13:06:53 temperature: no ada_p: No Discriminator_loss: 0.364099 Generator_loss: 1.19753
[INFO] 2021-02-06 14:27:11 > Step: 130800 Progress: 65.4% Elapsed: 1 day, 13:07:57 temperature: no ada_p: No Discriminator_loss: 0.28546 Generator_loss: 1.66687
[INFO] 2021-02-06 14:28:15 > Step: 130900 Progress: 65.5% Elapsed: 1 day, 13:09:02 temperature: no ada_p: No Discriminator_loss: 0.351381 Generator_loss: 2.34397
[INFO] 2021-02-06 14:29:20 > Step: 131000 Progress: 65.5% Elapsed: 1 day, 13:10:06 temperature: no ada_p: No Discriminator_loss: 0.365242 Generator_loss: 1.12823
[INFO] 2021-02-06 14:30:24 > Step: 131100 Progress: 65.5% Elapsed: 1 day, 13:11:11 temperature: no ada_p: No Discriminator_loss: 0.350002 Generator_loss: 1.69065
[INFO] 2021-02-06 14:31:29 > Step: 131200 Progress: 65.6% Elapsed: 1 day, 13:12:15 temperature: no ada_p: No Discriminator_loss: 0.296055 Generator_loss: 1.51365
[INFO] 2021-02-06 14:32:34 > Step: 131300 Progress: 65.6% Elapsed: 1 day, 13:13:20 temperature: no ada_p: No Discriminator_loss: 0.281528 Generator_loss: 1.77594
[INFO] 2021-02-06 14:33:38 > Step: 131400 Progress: 65.7% Elapsed: 1 day, 13:14:24 temperature: no ada_p: No Discriminator_loss: 0.295879 Generator_loss: 1.54095
[INFO] 2021-02-06 14:34:42 > Step: 131500 Progress: 65.8% Elapsed: 1 day, 13:15:29 temperature: no ada_p: No Discriminator_loss: 0.190096 Generator_loss: 2.02043
[INFO] 2021-02-06 14:35:47 > Step: 131600 Progress: 65.8% Elapsed: 1 day, 13:16:34 temperature: no ada_p: No Discriminator_loss: 0.253009 Generator_loss: 2.3058
[INFO] 2021-02-06 14:36:52 > Step: 131700 Progress: 65.8% Elapsed: 1 day, 13:17:38 temperature: no ada_p: No Discriminator_loss: 0.295713 Generator_loss: 1.25114
[INFO] 2021-02-06 14:37:56 > Step: 131800 Progress: 65.9% Elapsed: 1 day, 13:18:43 temperature: no ada_p: No Discriminator_loss: 0.305208 Generator_loss: 2.036
[INFO] 2021-02-06 14:39:01 > Step: 131900 Progress: 66.0% Elapsed: 1 day, 13:19:47 temperature: no ada_p: No Discriminator_loss: 0.386863 Generator_loss: 2.71988
[INFO] 2021-02-06 14:40:05 > Step: 132000 Progress: 66.0% Elapsed: 1 day, 13:20:52 temperature: no ada_p: No Discriminator_loss: 0.301667 Generator_loss: 1.60598
[INFO] 2021-02-06 14:40:05 > Start Evaluation (132000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 14:40:05 > Calculating FID Score....
[INFO] 2021-02-06 14:40:46 > Calculating Inception Score....
[INFO] 2021-02-06 14:41:10 > Calculate F_beta Score....
[INFO] 2021-02-06 14:48:15 > Calculate Accuracies....
[INFO] 2021-02-06 14:48:39 > Calculate Accuracies....
[INFO] 2021-02-06 14:52:15 > F_8 score (Step: 132000, Using valid images): 0.7659151987271994
[INFO] 2021-02-06 14:52:15 > F_1/8 score (Step: 132000, Using valid images): 0.8825124455765718
[INFO] 2021-02-06 14:52:15 > FID score (Step: 132000, Using valid moments): 44.380721510193666
[INFO] 2021-02-06 14:52:15 > Inception score (Step: 132000, 50000 generated images): 18.646276473999023
[INFO] 2021-02-06 14:52:15 > Best FID score (Step: 126000, Using valid moments): 44.24990649753602
[INFO] 2021-02-06 14:52:25 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 14:53:29 > Step: 132100 Progress: 66.0% Elapsed: 1 day, 13:34:15 temperature: no ada_p: No Discriminator_loss: 0.400043 Generator_loss: 1.17695
[INFO] 2021-02-06 14:54:33 > Step: 132200 Progress: 66.1% Elapsed: 1 day, 13:35:20 temperature: no ada_p: No Discriminator_loss: 0.384838 Generator_loss: 2.18032
[INFO] 2021-02-06 14:55:38 > Step: 132300 Progress: 66.1% Elapsed: 1 day, 13:36:24 temperature: no ada_p: No Discriminator_loss: 0.230327 Generator_loss: 1.29522
[INFO] 2021-02-06 14:56:41 > Step: 132400 Progress: 66.2% Elapsed: 1 day, 13:37:28 temperature: no ada_p: No Discriminator_loss: 0.27242 Generator_loss: 1.43454
[INFO] 2021-02-06 14:57:46 > Step: 132500 Progress: 66.2% Elapsed: 1 day, 13:38:32 temperature: no ada_p: No Discriminator_loss: 0.431976 Generator_loss: 1.07264
[INFO] 2021-02-06 14:58:50 > Step: 132600 Progress: 66.3% Elapsed: 1 day, 13:39:36 temperature: no ada_p: No Discriminator_loss: 0.412016 Generator_loss: 2.15737
[INFO] 2021-02-06 14:59:55 > Step: 132700 Progress: 66.3% Elapsed: 1 day, 13:40:41 temperature: no ada_p: No Discriminator_loss: 0.283598 Generator_loss: 1.50212
[INFO] 2021-02-06 15:00:59 > Step: 132800 Progress: 66.4% Elapsed: 1 day, 13:41:45 temperature: no ada_p: No Discriminator_loss: 0.310447 Generator_loss: 1.4886
[INFO] 2021-02-06 15:02:03 > Step: 132900 Progress: 66.5% Elapsed: 1 day, 13:42:49 temperature: no ada_p: No Discriminator_loss: 0.378841 Generator_loss: 1.66004
[INFO] 2021-02-06 15:03:07 > Step: 133000 Progress: 66.5% Elapsed: 1 day, 13:43:54 temperature: no ada_p: No Discriminator_loss: 0.2812 Generator_loss: 2.0276
[INFO] 2021-02-06 15:04:11 > Step: 133100 Progress: 66.5% Elapsed: 1 day, 13:44:58 temperature: no ada_p: No Discriminator_loss: 0.358206 Generator_loss: 1.23295
[INFO] 2021-02-06 15:05:15 > Step: 133200 Progress: 66.6% Elapsed: 1 day, 13:46:02 temperature: no ada_p: No Discriminator_loss: 0.364673 Generator_loss: 1.42058
[INFO] 2021-02-06 15:06:20 > Step: 133300 Progress: 66.6% Elapsed: 1 day, 13:47:06 temperature: no ada_p: No Discriminator_loss: 0.23069 Generator_loss: 2.2976
[INFO] 2021-02-06 15:07:24 > Step: 133400 Progress: 66.7% Elapsed: 1 day, 13:48:10 temperature: no ada_p: No Discriminator_loss: 0.284685 Generator_loss: 1.82221
[INFO] 2021-02-06 15:08:28 > Step: 133500 Progress: 66.8% Elapsed: 1 day, 13:49:14 temperature: no ada_p: No Discriminator_loss: 0.279505 Generator_loss: 1.61913
[INFO] 2021-02-06 15:09:50 > Step: 133600 Progress: 66.8% Elapsed: 1 day, 13:50:37 temperature: no ada_p: No Discriminator_loss: 0.726524 Generator_loss: 0.758462
[INFO] 2021-02-06 15:10:55 > Step: 133700 Progress: 66.8% Elapsed: 1 day, 13:51:41 temperature: no ada_p: No Discriminator_loss: 0.399973 Generator_loss: 0.993153
[INFO] 2021-02-06 15:12:00 > Step: 133800 Progress: 66.9% Elapsed: 1 day, 13:52:46 temperature: no ada_p: No Discriminator_loss: 0.284321 Generator_loss: 1.50452
[INFO] 2021-02-06 15:13:05 > Step: 133900 Progress: 67.0% Elapsed: 1 day, 13:53:51 temperature: no ada_p: No Discriminator_loss: 0.405884 Generator_loss: 2.20447
[INFO] 2021-02-06 15:14:09 > Step: 134000 Progress: 67.0% Elapsed: 1 day, 13:54:55 temperature: no ada_p: No Discriminator_loss: 0.331097 Generator_loss: 1.25322
[INFO] 2021-02-06 15:14:09 > Start Evaluation (134000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 15:14:09 > Calculating FID Score....
[INFO] 2021-02-06 15:14:50 > Calculating Inception Score....
[INFO] 2021-02-06 15:15:13 > Calculate F_beta Score....
[INFO] 2021-02-06 15:22:16 > Calculate Accuracies....
[INFO] 2021-02-06 15:22:39 > Calculate Accuracies....
[INFO] 2021-02-06 15:26:21 > F_8 score (Step: 134000, Using valid images): 0.7720703220447029
[INFO] 2021-02-06 15:26:21 > F_1/8 score (Step: 134000, Using valid images): 0.8746732290961655
[INFO] 2021-02-06 15:26:21 > FID score (Step: 134000, Using valid moments): 44.73857625844869
[INFO] 2021-02-06 15:26:21 > Inception score (Step: 134000, 50000 generated images): 18.915176391601562
[INFO] 2021-02-06 15:26:21 > Best FID score (Step: 126000, Using valid moments): 44.24990649753602
[INFO] 2021-02-06 15:26:31 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 15:27:36 > Step: 134100 Progress: 67.0% Elapsed: 1 day, 14:08:22 temperature: no ada_p: No Discriminator_loss: 0.307976 Generator_loss: 1.60945
[INFO] 2021-02-06 15:28:40 > Step: 134200 Progress: 67.1% Elapsed: 1 day, 14:09:27 temperature: no ada_p: No Discriminator_loss: 0.227266 Generator_loss: 2.14905
[INFO] 2021-02-06 15:29:45 > Step: 134300 Progress: 67.2% Elapsed: 1 day, 14:10:31 temperature: no ada_p: No Discriminator_loss: 0.371834 Generator_loss: 1.29711
[INFO] 2021-02-06 15:30:49 > Step: 134400 Progress: 67.2% Elapsed: 1 day, 14:11:35 temperature: no ada_p: No Discriminator_loss: 0.27499 Generator_loss: 2.04311
[INFO] 2021-02-06 15:31:53 > Step: 134500 Progress: 67.2% Elapsed: 1 day, 14:12:39 temperature: no ada_p: No Discriminator_loss: 0.46889 Generator_loss: 1.48701
[INFO] 2021-02-06 15:32:58 > Step: 134600 Progress: 67.3% Elapsed: 1 day, 14:13:44 temperature: no ada_p: No Discriminator_loss: 0.242006 Generator_loss: 1.7111
[INFO] 2021-02-06 15:34:02 > Step: 134700 Progress: 67.3% Elapsed: 1 day, 14:14:48 temperature: no ada_p: No Discriminator_loss: 0.355221 Generator_loss: 1.32633
[INFO] 2021-02-06 15:35:06 > Step: 134800 Progress: 67.4% Elapsed: 1 day, 14:15:53 temperature: no ada_p: No Discriminator_loss: 0.230663 Generator_loss: 1.9053
[INFO] 2021-02-06 15:36:30 > Step: 134900 Progress: 67.5% Elapsed: 1 day, 14:17:16 temperature: no ada_p: No Discriminator_loss: 0.258734 Generator_loss: 2.23319
[INFO] 2021-02-06 15:37:34 > Step: 135000 Progress: 67.5% Elapsed: 1 day, 14:18:21 temperature: no ada_p: No Discriminator_loss: 0.385067 Generator_loss: 1.66271
[INFO] 2021-02-06 15:38:39 > Step: 135100 Progress: 67.5% Elapsed: 1 day, 14:19:25 temperature: no ada_p: No Discriminator_loss: 0.409603 Generator_loss: 1.43712
[INFO] 2021-02-06 15:39:46 > Step: 135200 Progress: 67.6% Elapsed: 1 day, 14:20:32 temperature: no ada_p: No Discriminator_loss: 0.394738 Generator_loss: 2.21758
[INFO] 2021-02-06 15:40:50 > Step: 135300 Progress: 67.7% Elapsed: 1 day, 14:21:37 temperature: no ada_p: No Discriminator_loss: 0.289505 Generator_loss: 2.20217
[INFO] 2021-02-06 15:41:55 > Step: 135400 Progress: 67.7% Elapsed: 1 day, 14:22:41 temperature: no ada_p: No Discriminator_loss: 0.439543 Generator_loss: 2.08812
[INFO] 2021-02-06 15:42:59 > Step: 135500 Progress: 67.8% Elapsed: 1 day, 14:23:46 temperature: no ada_p: No Discriminator_loss: 0.436116 Generator_loss: 1.37297
[INFO] 2021-02-06 15:44:04 > Step: 135600 Progress: 67.8% Elapsed: 1 day, 14:24:50 temperature: no ada_p: No Discriminator_loss: 0.338792 Generator_loss: 1.77935
[INFO] 2021-02-06 15:45:09 > Step: 135700 Progress: 67.8% Elapsed: 1 day, 14:25:55 temperature: no ada_p: No Discriminator_loss: 0.370503 Generator_loss: 1.30842
[INFO] 2021-02-06 15:46:14 > Step: 135800 Progress: 67.9% Elapsed: 1 day, 14:27:00 temperature: no ada_p: No Discriminator_loss: 0.508081 Generator_loss: 1.21066
[INFO] 2021-02-06 15:47:18 > Step: 135900 Progress: 68.0% Elapsed: 1 day, 14:28:05 temperature: no ada_p: No Discriminator_loss: 0.279236 Generator_loss: 1.7355
[INFO] 2021-02-06 15:48:23 > Step: 136000 Progress: 68.0% Elapsed: 1 day, 14:29:09 temperature: no ada_p: No Discriminator_loss: 0.34743 Generator_loss: 1.27441
[INFO] 2021-02-06 15:48:23 > Start Evaluation (136000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 15:48:23 > Calculating FID Score....
[INFO] 2021-02-06 15:49:05 > Calculating Inception Score....
[INFO] 2021-02-06 15:49:29 > Calculate F_beta Score....
[INFO] 2021-02-06 15:56:30 > Calculate Accuracies....
[INFO] 2021-02-06 15:56:53 > Calculate Accuracies....
[INFO] 2021-02-06 16:00:29 > F_8 score (Step: 136000, Using valid images): 0.7621821633653686
[INFO] 2021-02-06 16:00:29 > F_1/8 score (Step: 136000, Using valid images): 0.8704000901523791
[INFO] 2021-02-06 16:00:29 > FID score (Step: 136000, Using valid moments): 44.22915917407067
[INFO] 2021-02-06 16:00:29 > Inception score (Step: 136000, 50000 generated images): 18.917190551757812
[INFO] 2021-02-06 16:00:29 > Best FID score (Step: 136000, Using valid moments): 44.22915917407067
[INFO] 2021-02-06 16:00:51 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 16:01:55 > Step: 136100 Progress: 68.0% Elapsed: 1 day, 14:42:41 temperature: no ada_p: No Discriminator_loss: 0.332914 Generator_loss: 1.55439
[INFO] 2021-02-06 16:02:59 > Step: 136200 Progress: 68.1% Elapsed: 1 day, 14:43:45 temperature: no ada_p: No Discriminator_loss: 0.346299 Generator_loss: 2.35806
[INFO] 2021-02-06 16:04:03 > Step: 136300 Progress: 68.2% Elapsed: 1 day, 14:44:49 temperature: no ada_p: No Discriminator_loss: 0.651446 Generator_loss: 1.06349
[INFO] 2021-02-06 16:05:07 > Step: 136400 Progress: 68.2% Elapsed: 1 day, 14:45:53 temperature: no ada_p: No Discriminator_loss: 0.26093 Generator_loss: 1.5668
[INFO] 2021-02-06 16:06:11 > Step: 136500 Progress: 68.2% Elapsed: 1 day, 14:46:57 temperature: no ada_p: No Discriminator_loss: 0.364156 Generator_loss: 2.208
[INFO] 2021-02-06 16:07:15 > Step: 136600 Progress: 68.3% Elapsed: 1 day, 14:48:01 temperature: no ada_p: No Discriminator_loss: 0.564208 Generator_loss: 1.03879
[INFO] 2021-02-06 16:08:19 > Step: 136700 Progress: 68.3% Elapsed: 1 day, 14:49:05 temperature: no ada_p: No Discriminator_loss: 0.317102 Generator_loss: 1.61213
[INFO] 2021-02-06 16:09:42 > Step: 136800 Progress: 68.4% Elapsed: 1 day, 14:50:28 temperature: no ada_p: No Discriminator_loss: 0.382491 Generator_loss: 1.04501
[INFO] 2021-02-06 16:10:46 > Step: 136900 Progress: 68.5% Elapsed: 1 day, 14:51:32 temperature: no ada_p: No Discriminator_loss: 0.247537 Generator_loss: 1.715
[INFO] 2021-02-06 16:11:50 > Step: 137000 Progress: 68.5% Elapsed: 1 day, 14:52:36 temperature: no ada_p: No Discriminator_loss: 0.244083 Generator_loss: 2.20846
[INFO] 2021-02-06 16:12:54 > Step: 137100 Progress: 68.5% Elapsed: 1 day, 14:53:40 temperature: no ada_p: No Discriminator_loss: 0.232603 Generator_loss: 2.39876
[INFO] 2021-02-06 16:13:58 > Step: 137200 Progress: 68.6% Elapsed: 1 day, 14:54:44 temperature: no ada_p: No Discriminator_loss: 0.269223 Generator_loss: 1.65439
[INFO] 2021-02-06 16:15:02 > Step: 137300 Progress: 68.7% Elapsed: 1 day, 14:55:48 temperature: no ada_p: No Discriminator_loss: 0.357665 Generator_loss: 1.34064
[INFO] 2021-02-06 16:16:07 > Step: 137400 Progress: 68.7% Elapsed: 1 day, 14:56:53 temperature: no ada_p: No Discriminator_loss: 0.428527 Generator_loss: 1.97035
[INFO] 2021-02-06 16:17:11 > Step: 137500 Progress: 68.8% Elapsed: 1 day, 14:57:57 temperature: no ada_p: No Discriminator_loss: 0.235601 Generator_loss: 2.08065
[INFO] 2021-02-06 16:18:15 > Step: 137600 Progress: 68.8% Elapsed: 1 day, 14:59:01 temperature: no ada_p: No Discriminator_loss: 0.481301 Generator_loss: 2.38387
[INFO] 2021-02-06 16:19:21 > Step: 137700 Progress: 68.8% Elapsed: 1 day, 15:00:07 temperature: no ada_p: No Discriminator_loss: 0.340971 Generator_loss: 1.56066
[INFO] 2021-02-06 16:20:26 > Step: 137800 Progress: 68.9% Elapsed: 1 day, 15:01:12 temperature: no ada_p: No Discriminator_loss: 0.359443 Generator_loss: 1.5698
[INFO] 2021-02-06 16:21:30 > Step: 137900 Progress: 69.0% Elapsed: 1 day, 15:02:17 temperature: no ada_p: No Discriminator_loss: 0.333364 Generator_loss: 1.51386
[INFO] 2021-02-06 16:22:35 > Step: 138000 Progress: 69.0% Elapsed: 1 day, 15:03:21 temperature: no ada_p: No Discriminator_loss: 0.276329 Generator_loss: 1.6286
[INFO] 2021-02-06 16:22:35 > Start Evaluation (138000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 16:22:35 > Calculating FID Score....
[INFO] 2021-02-06 16:23:17 > Calculating Inception Score....
[INFO] 2021-02-06 16:23:41 > Calculate F_beta Score....
[INFO] 2021-02-06 16:30:46 > Calculate Accuracies....
[INFO] 2021-02-06 16:31:09 > Calculate Accuracies....
[INFO] 2021-02-06 16:34:44 > F_8 score (Step: 138000, Using valid images): 0.7866651223971598
[INFO] 2021-02-06 16:34:44 > F_1/8 score (Step: 138000, Using valid images): 0.8821240012003772
[INFO] 2021-02-06 16:34:44 > FID score (Step: 138000, Using valid moments): 43.3109517244186
[INFO] 2021-02-06 16:34:44 > Inception score (Step: 138000, 50000 generated images): 19.41592788696289
[INFO] 2021-02-06 16:34:44 > Best FID score (Step: 138000, Using valid moments): 43.3109517244186
[INFO] 2021-02-06 16:35:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 16:36:11 > Step: 138100 Progress: 69.0% Elapsed: 1 day, 15:16:57 temperature: no ada_p: No Discriminator_loss: 0.277112 Generator_loss: 1.85738
[INFO] 2021-02-06 16:37:15 > Step: 138200 Progress: 69.1% Elapsed: 1 day, 15:18:01 temperature: no ada_p: No Discriminator_loss: 0.282889 Generator_loss: 2.08092
[INFO] 2021-02-06 16:38:19 > Step: 138300 Progress: 69.2% Elapsed: 1 day, 15:19:05 temperature: no ada_p: No Discriminator_loss: 0.262209 Generator_loss: 2.25593
[INFO] 2021-02-06 16:39:23 > Step: 138400 Progress: 69.2% Elapsed: 1 day, 15:20:09 temperature: no ada_p: No Discriminator_loss: 0.506036 Generator_loss: 1.00987
[INFO] 2021-02-06 16:40:27 > Step: 138500 Progress: 69.2% Elapsed: 1 day, 15:21:14 temperature: no ada_p: No Discriminator_loss: 0.333836 Generator_loss: 2.53121
[INFO] 2021-02-06 16:41:32 > Step: 138600 Progress: 69.3% Elapsed: 1 day, 15:22:18 temperature: no ada_p: No Discriminator_loss: 0.469464 Generator_loss: 1.23625
[INFO] 2021-02-06 16:42:36 > Step: 138700 Progress: 69.3% Elapsed: 1 day, 15:23:22 temperature: no ada_p: No Discriminator_loss: 0.316791 Generator_loss: 2.49641
[INFO] 2021-02-06 16:43:40 > Step: 138800 Progress: 69.4% Elapsed: 1 day, 15:24:26 temperature: no ada_p: No Discriminator_loss: 0.37021 Generator_loss: 1.2383
[INFO] 2021-02-06 16:44:44 > Step: 138900 Progress: 69.5% Elapsed: 1 day, 15:25:30 temperature: no ada_p: No Discriminator_loss: 0.35639 Generator_loss: 1.60026
[INFO] 2021-02-06 16:45:49 > Step: 139000 Progress: 69.5% Elapsed: 1 day, 15:26:35 temperature: no ada_p: No Discriminator_loss: 0.328699 Generator_loss: 1.46714
[INFO] 2021-02-06 16:46:53 > Step: 139100 Progress: 69.5% Elapsed: 1 day, 15:27:39 temperature: no ada_p: No Discriminator_loss: 0.302863 Generator_loss: 1.44208
[INFO] 2021-02-06 16:47:58 > Step: 139200 Progress: 69.6% Elapsed: 1 day, 15:28:44 temperature: no ada_p: No Discriminator_loss: 0.351756 Generator_loss: 2.7346
[INFO] 2021-02-06 16:49:02 > Step: 139300 Progress: 69.7% Elapsed: 1 day, 15:29:48 temperature: no ada_p: No Discriminator_loss: 0.31536 Generator_loss: 1.38501
[INFO] 2021-02-06 16:50:06 > Step: 139400 Progress: 69.7% Elapsed: 1 day, 15:30:52 temperature: no ada_p: No Discriminator_loss: 0.288675 Generator_loss: 2.41417
[INFO] 2021-02-06 16:51:10 > Step: 139500 Progress: 69.8% Elapsed: 1 day, 15:31:56 temperature: no ada_p: No Discriminator_loss: 0.257945 Generator_loss: 1.40135
[INFO] 2021-02-06 16:52:14 > Step: 139600 Progress: 69.8% Elapsed: 1 day, 15:33:00 temperature: no ada_p: No Discriminator_loss: 0.402757 Generator_loss: 1.18608
[INFO] 2021-02-06 16:53:18 > Step: 139700 Progress: 69.8% Elapsed: 1 day, 15:34:04 temperature: no ada_p: No Discriminator_loss: 0.381432 Generator_loss: 1.57192
[INFO] 2021-02-06 16:54:22 > Step: 139800 Progress: 69.9% Elapsed: 1 day, 15:35:08 temperature: no ada_p: No Discriminator_loss: 0.499989 Generator_loss: 2.20123
[INFO] 2021-02-06 16:55:26 > Step: 139900 Progress: 70.0% Elapsed: 1 day, 15:36:13 temperature: no ada_p: No Discriminator_loss: 0.23216 Generator_loss: 1.86434
[INFO] 2021-02-06 16:56:31 > Step: 140000 Progress: 70.0% Elapsed: 1 day, 15:37:17 temperature: no ada_p: No Discriminator_loss: 0.322254 Generator_loss: 1.62141
[INFO] 2021-02-06 16:56:31 > Start Evaluation (140000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 16:56:31 > Calculating FID Score....
[INFO] 2021-02-06 16:57:31 > Calculating Inception Score....
[INFO] 2021-02-06 16:57:54 > Calculate F_beta Score....
[INFO] 2021-02-06 17:04:58 > Calculate Accuracies....
[INFO] 2021-02-06 17:05:20 > Calculate Accuracies....
[INFO] 2021-02-06 17:08:56 > F_8 score (Step: 140000, Using valid images): 0.7995355723477696
[INFO] 2021-02-06 17:08:56 > F_1/8 score (Step: 140000, Using valid images): 0.8762381152693529
[INFO] 2021-02-06 17:08:56 > FID score (Step: 140000, Using valid moments): 42.3243085844781
[INFO] 2021-02-06 17:08:56 > Inception score (Step: 140000, 50000 generated images): 19.81549644470215
[INFO] 2021-02-06 17:08:56 > Best FID score (Step: 140000, Using valid moments): 42.3243085844781
[INFO] 2021-02-06 17:09:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 17:10:21 > Step: 140100 Progress: 70.0% Elapsed: 1 day, 15:51:08 temperature: no ada_p: No Discriminator_loss: 0.26295 Generator_loss: 2.38969
[INFO] 2021-02-06 17:11:27 > Step: 140200 Progress: 70.1% Elapsed: 1 day, 15:52:13 temperature: no ada_p: No Discriminator_loss: 0.363808 Generator_loss: 1.47772
[INFO] 2021-02-06 17:12:31 > Step: 140300 Progress: 70.2% Elapsed: 1 day, 15:53:17 temperature: no ada_p: No Discriminator_loss: 0.295038 Generator_loss: 2.35315
[INFO] 2021-02-06 17:13:35 > Step: 140400 Progress: 70.2% Elapsed: 1 day, 15:54:21 temperature: no ada_p: No Discriminator_loss: 0.479933 Generator_loss: 1.29184
[INFO] 2021-02-06 17:14:39 > Step: 140500 Progress: 70.2% Elapsed: 1 day, 15:55:26 temperature: no ada_p: No Discriminator_loss: 0.237959 Generator_loss: 2.06096
[INFO] 2021-02-06 17:15:43 > Step: 140600 Progress: 70.3% Elapsed: 1 day, 15:56:30 temperature: no ada_p: No Discriminator_loss: 0.281425 Generator_loss: 2.44621
[INFO] 2021-02-06 17:16:48 > Step: 140700 Progress: 70.3% Elapsed: 1 day, 15:57:34 temperature: no ada_p: No Discriminator_loss: 0.513971 Generator_loss: 1.35344
[INFO] 2021-02-06 17:17:52 > Step: 140800 Progress: 70.4% Elapsed: 1 day, 15:58:38 temperature: no ada_p: No Discriminator_loss: 0.283862 Generator_loss: 2.67027
[INFO] 2021-02-06 17:18:56 > Step: 140900 Progress: 70.5% Elapsed: 1 day, 15:59:42 temperature: no ada_p: No Discriminator_loss: 0.315374 Generator_loss: 1.82573
[INFO] 2021-02-06 17:20:01 > Step: 141000 Progress: 70.5% Elapsed: 1 day, 16:00:47 temperature: no ada_p: No Discriminator_loss: 0.234546 Generator_loss: 1.93441
[INFO] 2021-02-06 17:21:05 > Step: 141100 Progress: 70.5% Elapsed: 1 day, 16:01:51 temperature: no ada_p: No Discriminator_loss: 0.521383 Generator_loss: 1.89808
[INFO] 2021-02-06 17:22:09 > Step: 141200 Progress: 70.6% Elapsed: 1 day, 16:02:55 temperature: no ada_p: No Discriminator_loss: 0.236676 Generator_loss: 2.1036
[INFO] 2021-02-06 17:23:13 > Step: 141300 Progress: 70.7% Elapsed: 1 day, 16:03:59 temperature: no ada_p: No Discriminator_loss: 0.342704 Generator_loss: 1.50784
[INFO] 2021-02-06 17:24:17 > Step: 141400 Progress: 70.7% Elapsed: 1 day, 16:05:04 temperature: no ada_p: No Discriminator_loss: 0.352674 Generator_loss: 1.44931
[INFO] 2021-02-06 17:25:22 > Step: 141500 Progress: 70.8% Elapsed: 1 day, 16:06:08 temperature: no ada_p: No Discriminator_loss: 0.397709 Generator_loss: 1.11201
[INFO] 2021-02-06 17:26:26 > Step: 141600 Progress: 70.8% Elapsed: 1 day, 16:07:12 temperature: no ada_p: No Discriminator_loss: 0.245279 Generator_loss: 1.3727
[INFO] 2021-02-06 17:27:30 > Step: 141700 Progress: 70.9% Elapsed: 1 day, 16:08:16 temperature: no ada_p: No Discriminator_loss: 0.412929 Generator_loss: 1.55848
[INFO] 2021-02-06 17:28:34 > Step: 141800 Progress: 70.9% Elapsed: 1 day, 16:09:21 temperature: no ada_p: No Discriminator_loss: 0.303958 Generator_loss: 1.72509
[INFO] 2021-02-06 17:29:39 > Step: 141900 Progress: 71.0% Elapsed: 1 day, 16:10:25 temperature: no ada_p: No Discriminator_loss: 0.52173 Generator_loss: 1.42341
[INFO] 2021-02-06 17:30:43 > Step: 142000 Progress: 71.0% Elapsed: 1 day, 16:11:29 temperature: no ada_p: No Discriminator_loss: 0.413366 Generator_loss: 1.56493
[INFO] 2021-02-06 17:30:43 > Start Evaluation (142000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 17:30:43 > Calculating FID Score....
[INFO] 2021-02-06 17:31:42 > Calculating Inception Score....
[INFO] 2021-02-06 17:32:06 > Calculate F_beta Score....
[INFO] 2021-02-06 17:39:06 > Calculate Accuracies....
[INFO] 2021-02-06 17:39:29 > Calculate Accuracies....
[INFO] 2021-02-06 17:43:06 > F_8 score (Step: 142000, Using valid images): 0.7935728470036506
[INFO] 2021-02-06 17:43:06 > F_1/8 score (Step: 142000, Using valid images): 0.8807619756502065
[INFO] 2021-02-06 17:43:06 > FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 17:43:06 > Inception score (Step: 142000, 50000 generated images): 19.74207305908203
[INFO] 2021-02-06 17:43:06 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 17:43:26 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 17:44:30 > Step: 142100 Progress: 71.0% Elapsed: 1 day, 16:25:17 temperature: no ada_p: No Discriminator_loss: 0.227719 Generator_loss: 2.44412
[INFO] 2021-02-06 17:45:34 > Step: 142200 Progress: 71.1% Elapsed: 1 day, 16:26:21 temperature: no ada_p: No Discriminator_loss: 0.315745 Generator_loss: 1.62572
[INFO] 2021-02-06 17:46:39 > Step: 142300 Progress: 71.2% Elapsed: 1 day, 16:27:25 temperature: no ada_p: No Discriminator_loss: 0.325204 Generator_loss: 2.47719
[INFO] 2021-02-06 17:47:43 > Step: 142400 Progress: 71.2% Elapsed: 1 day, 16:28:29 temperature: no ada_p: No Discriminator_loss: 0.599631 Generator_loss: 1.08835
[INFO] 2021-02-06 17:48:47 > Step: 142500 Progress: 71.2% Elapsed: 1 day, 16:29:33 temperature: no ada_p: No Discriminator_loss: 0.287946 Generator_loss: 1.67714
[INFO] 2021-02-06 17:49:51 > Step: 142600 Progress: 71.3% Elapsed: 1 day, 16:30:38 temperature: no ada_p: No Discriminator_loss: 0.431412 Generator_loss: 1.45731
[INFO] 2021-02-06 17:50:57 > Step: 142700 Progress: 71.4% Elapsed: 1 day, 16:31:43 temperature: no ada_p: No Discriminator_loss: 0.486756 Generator_loss: 1.17012
[INFO] 2021-02-06 17:52:01 > Step: 142800 Progress: 71.4% Elapsed: 1 day, 16:32:48 temperature: no ada_p: No Discriminator_loss: 0.468907 Generator_loss: 1.18595
[INFO] 2021-02-06 17:53:06 > Step: 142900 Progress: 71.5% Elapsed: 1 day, 16:33:52 temperature: no ada_p: No Discriminator_loss: 0.216426 Generator_loss: 1.77961
[INFO] 2021-02-06 17:54:10 > Step: 143000 Progress: 71.5% Elapsed: 1 day, 16:34:56 temperature: no ada_p: No Discriminator_loss: 0.479903 Generator_loss: 1.45777
[INFO] 2021-02-06 17:55:14 > Step: 143100 Progress: 71.5% Elapsed: 1 day, 16:36:00 temperature: no ada_p: No Discriminator_loss: 0.357379 Generator_loss: 1.66759
[INFO] 2021-02-06 17:56:18 > Step: 143200 Progress: 71.6% Elapsed: 1 day, 16:37:04 temperature: no ada_p: No Discriminator_loss: 0.34916 Generator_loss: 2.51893
[INFO] 2021-02-06 17:57:22 > Step: 143300 Progress: 71.7% Elapsed: 1 day, 16:38:08 temperature: no ada_p: No Discriminator_loss: 0.2364 Generator_loss: 2.0104
[INFO] 2021-02-06 17:58:26 > Step: 143400 Progress: 71.7% Elapsed: 1 day, 16:39:12 temperature: no ada_p: No Discriminator_loss: 0.225363 Generator_loss: 2.06979
[INFO] 2021-02-06 17:59:31 > Step: 143500 Progress: 71.8% Elapsed: 1 day, 16:40:17 temperature: no ada_p: No Discriminator_loss: 0.271221 Generator_loss: 2.30481
[INFO] 2021-02-06 18:00:35 > Step: 143600 Progress: 71.8% Elapsed: 1 day, 16:41:21 temperature: no ada_p: No Discriminator_loss: 0.34673 Generator_loss: 2.5824
[INFO] 2021-02-06 18:01:39 > Step: 143700 Progress: 71.9% Elapsed: 1 day, 16:42:25 temperature: no ada_p: No Discriminator_loss: 0.358155 Generator_loss: 1.60005
[INFO] 2021-02-06 18:02:43 > Step: 143800 Progress: 71.9% Elapsed: 1 day, 16:43:29 temperature: no ada_p: No Discriminator_loss: 0.454409 Generator_loss: 1.19945
[INFO] 2021-02-06 18:03:47 > Step: 143900 Progress: 72.0% Elapsed: 1 day, 16:44:33 temperature: no ada_p: No Discriminator_loss: 0.320673 Generator_loss: 1.59647
[INFO] 2021-02-06 18:04:51 > Step: 144000 Progress: 72.0% Elapsed: 1 day, 16:45:37 temperature: no ada_p: No Discriminator_loss: 0.30138 Generator_loss: 2.19948
[INFO] 2021-02-06 18:04:51 > Start Evaluation (144000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 18:04:51 > Calculating FID Score....
[INFO] 2021-02-06 18:05:50 > Calculating Inception Score....
[INFO] 2021-02-06 18:06:13 > Calculate F_beta Score....
[INFO] 2021-02-06 18:13:16 > Calculate Accuracies....
[INFO] 2021-02-06 18:13:38 > Calculate Accuracies....
[INFO] 2021-02-06 18:17:13 > F_8 score (Step: 144000, Using valid images): 0.7959157449116305
[INFO] 2021-02-06 18:17:13 > F_1/8 score (Step: 144000, Using valid images): 0.8743771044693736
[INFO] 2021-02-06 18:17:13 > FID score (Step: 144000, Using valid moments): 44.363427788388265
[INFO] 2021-02-06 18:17:13 > Inception score (Step: 144000, 50000 generated images): 19.275938034057617
[INFO] 2021-02-06 18:17:13 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 18:17:24 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 18:18:28 > Step: 144100 Progress: 72.0% Elapsed: 1 day, 16:59:15 temperature: no ada_p: No Discriminator_loss: 0.240611 Generator_loss: 1.52034
[INFO] 2021-02-06 18:19:32 > Step: 144200 Progress: 72.1% Elapsed: 1 day, 17:00:19 temperature: no ada_p: No Discriminator_loss: 0.297392 Generator_loss: 1.34185
[INFO] 2021-02-06 18:20:37 > Step: 144300 Progress: 72.2% Elapsed: 1 day, 17:01:23 temperature: no ada_p: No Discriminator_loss: 0.343451 Generator_loss: 1.2794
[INFO] 2021-02-06 18:21:41 > Step: 144400 Progress: 72.2% Elapsed: 1 day, 17:02:27 temperature: no ada_p: No Discriminator_loss: 0.543307 Generator_loss: 1.29762
[INFO] 2021-02-06 18:22:45 > Step: 144500 Progress: 72.2% Elapsed: 1 day, 17:03:31 temperature: no ada_p: No Discriminator_loss: 0.256486 Generator_loss: 2.56638
[INFO] 2021-02-06 18:23:49 > Step: 144600 Progress: 72.3% Elapsed: 1 day, 17:04:35 temperature: no ada_p: No Discriminator_loss: 0.540045 Generator_loss: 1.23314
[INFO] 2021-02-06 18:24:54 > Step: 144700 Progress: 72.4% Elapsed: 1 day, 17:05:40 temperature: no ada_p: No Discriminator_loss: 0.378852 Generator_loss: 1.39593
[INFO] 2021-02-06 18:25:58 > Step: 144800 Progress: 72.4% Elapsed: 1 day, 17:06:44 temperature: no ada_p: No Discriminator_loss: 0.268322 Generator_loss: 1.51743
[INFO] 2021-02-06 18:27:02 > Step: 144900 Progress: 72.5% Elapsed: 1 day, 17:07:48 temperature: no ada_p: No Discriminator_loss: 0.303057 Generator_loss: 1.50756
[INFO] 2021-02-06 18:28:06 > Step: 145000 Progress: 72.5% Elapsed: 1 day, 17:08:52 temperature: no ada_p: No Discriminator_loss: 0.291682 Generator_loss: 2.20946
[INFO] 2021-02-06 18:29:10 > Step: 145100 Progress: 72.5% Elapsed: 1 day, 17:09:56 temperature: no ada_p: No Discriminator_loss: 0.361058 Generator_loss: 2.20295
[INFO] 2021-02-06 18:30:16 > Step: 145200 Progress: 72.6% Elapsed: 1 day, 17:11:02 temperature: no ada_p: No Discriminator_loss: 0.450593 Generator_loss: 1.13265
[INFO] 2021-02-06 18:31:19 > Step: 145300 Progress: 72.7% Elapsed: 1 day, 17:12:06 temperature: no ada_p: No Discriminator_loss: 0.569955 Generator_loss: 0.82653
[INFO] 2021-02-06 18:32:24 > Step: 145400 Progress: 72.7% Elapsed: 1 day, 17:13:10 temperature: no ada_p: No Discriminator_loss: 0.268701 Generator_loss: 1.78016
[INFO] 2021-02-06 18:33:28 > Step: 145500 Progress: 72.8% Elapsed: 1 day, 17:14:14 temperature: no ada_p: No Discriminator_loss: 0.42794 Generator_loss: 1.51372
[INFO] 2021-02-06 18:34:32 > Step: 145600 Progress: 72.8% Elapsed: 1 day, 17:15:18 temperature: no ada_p: No Discriminator_loss: 0.257293 Generator_loss: 1.8748
[INFO] 2021-02-06 18:35:36 > Step: 145700 Progress: 72.9% Elapsed: 1 day, 17:16:22 temperature: no ada_p: No Discriminator_loss: 0.47905 Generator_loss: 1.37749
[INFO] 2021-02-06 18:36:40 > Step: 145800 Progress: 72.9% Elapsed: 1 day, 17:17:26 temperature: no ada_p: No Discriminator_loss: 0.195348 Generator_loss: 2.2484
[INFO] 2021-02-06 18:37:44 > Step: 145900 Progress: 73.0% Elapsed: 1 day, 17:18:30 temperature: no ada_p: No Discriminator_loss: 0.247744 Generator_loss: 2.0793
[INFO] 2021-02-06 18:38:48 > Step: 146000 Progress: 73.0% Elapsed: 1 day, 17:19:34 temperature: no ada_p: No Discriminator_loss: 0.266832 Generator_loss: 2.24803
[INFO] 2021-02-06 18:38:48 > Start Evaluation (146000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 18:38:48 > Calculating FID Score....
[INFO] 2021-02-06 18:39:46 > Calculating Inception Score....
[INFO] 2021-02-06 18:40:10 > Calculate F_beta Score....
[INFO] 2021-02-06 18:47:10 > Calculate Accuracies....
[INFO] 2021-02-06 18:47:32 > Calculate Accuracies....
[INFO] 2021-02-06 18:51:07 > F_8 score (Step: 146000, Using valid images): 0.8067496304949584
[INFO] 2021-02-06 18:51:07 > F_1/8 score (Step: 146000, Using valid images): 0.8788410292038282
[INFO] 2021-02-06 18:51:07 > FID score (Step: 146000, Using valid moments): 43.27886444591178
[INFO] 2021-02-06 18:51:07 > Inception score (Step: 146000, 50000 generated images): 19.377933502197266
[INFO] 2021-02-06 18:51:07 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 18:51:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 18:52:22 > Step: 146100 Progress: 73.0% Elapsed: 1 day, 17:33:08 temperature: no ada_p: No Discriminator_loss: 0.399803 Generator_loss: 1.37928
[INFO] 2021-02-06 18:53:26 > Step: 146200 Progress: 73.1% Elapsed: 1 day, 17:34:12 temperature: no ada_p: No Discriminator_loss: 0.475661 Generator_loss: 1.38442
[INFO] 2021-02-06 18:54:30 > Step: 146300 Progress: 73.2% Elapsed: 1 day, 17:35:16 temperature: no ada_p: No Discriminator_loss: 0.2928 Generator_loss: 1.3929
[INFO] 2021-02-06 18:55:35 > Step: 146400 Progress: 73.2% Elapsed: 1 day, 17:36:21 temperature: no ada_p: No Discriminator_loss: 0.246057 Generator_loss: 1.771
[INFO] 2021-02-06 18:56:39 > Step: 146500 Progress: 73.2% Elapsed: 1 day, 17:37:26 temperature: no ada_p: No Discriminator_loss: 0.276745 Generator_loss: 1.86285
[INFO] 2021-02-06 18:57:44 > Step: 146600 Progress: 73.3% Elapsed: 1 day, 17:38:30 temperature: no ada_p: No Discriminator_loss: 0.35141 Generator_loss: 2.70983
[INFO] 2021-02-06 18:58:48 > Step: 146700 Progress: 73.4% Elapsed: 1 day, 17:39:34 temperature: no ada_p: No Discriminator_loss: 0.258437 Generator_loss: 1.84227
[INFO] 2021-02-06 18:59:52 > Step: 146800 Progress: 73.4% Elapsed: 1 day, 17:40:38 temperature: no ada_p: No Discriminator_loss: 0.279509 Generator_loss: 1.41709
[INFO] 2021-02-06 19:00:56 > Step: 146900 Progress: 73.5% Elapsed: 1 day, 17:41:42 temperature: no ada_p: No Discriminator_loss: 0.383402 Generator_loss: 1.63222
[INFO] 2021-02-06 19:02:00 > Step: 147000 Progress: 73.5% Elapsed: 1 day, 17:42:46 temperature: no ada_p: No Discriminator_loss: 0.32366 Generator_loss: 1.63611
[INFO] 2021-02-06 19:03:04 > Step: 147100 Progress: 73.6% Elapsed: 1 day, 17:43:50 temperature: no ada_p: No Discriminator_loss: 0.193542 Generator_loss: 1.69449
[INFO] 2021-02-06 19:04:09 > Step: 147200 Progress: 73.6% Elapsed: 1 day, 17:44:55 temperature: no ada_p: No Discriminator_loss: 0.314431 Generator_loss: 1.46719
[INFO] 2021-02-06 19:05:13 > Step: 147300 Progress: 73.7% Elapsed: 1 day, 17:45:59 temperature: no ada_p: No Discriminator_loss: 0.417779 Generator_loss: 1.36023
[INFO] 2021-02-06 19:06:17 > Step: 147400 Progress: 73.7% Elapsed: 1 day, 17:47:03 temperature: no ada_p: No Discriminator_loss: 0.242318 Generator_loss: 2.32192
[INFO] 2021-02-06 19:07:21 > Step: 147500 Progress: 73.8% Elapsed: 1 day, 17:48:07 temperature: no ada_p: No Discriminator_loss: 0.952107 Generator_loss: 1.4312
[INFO] 2021-02-06 19:08:25 > Step: 147600 Progress: 73.8% Elapsed: 1 day, 17:49:12 temperature: no ada_p: No Discriminator_loss: 0.341093 Generator_loss: 1.0793
[INFO] 2021-02-06 19:09:31 > Step: 147700 Progress: 73.9% Elapsed: 1 day, 17:50:18 temperature: no ada_p: No Discriminator_loss: 0.225534 Generator_loss: 2.07438
[INFO] 2021-02-06 19:10:35 > Step: 147800 Progress: 73.9% Elapsed: 1 day, 17:51:22 temperature: no ada_p: No Discriminator_loss: 0.264851 Generator_loss: 1.42286
[INFO] 2021-02-06 19:11:40 > Step: 147900 Progress: 74.0% Elapsed: 1 day, 17:52:26 temperature: no ada_p: No Discriminator_loss: 0.328538 Generator_loss: 1.49936
[INFO] 2021-02-06 19:12:44 > Step: 148000 Progress: 74.0% Elapsed: 1 day, 17:53:30 temperature: no ada_p: No Discriminator_loss: 0.357739 Generator_loss: 1.47993
[INFO] 2021-02-06 19:12:44 > Start Evaluation (148000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 19:12:44 > Calculating FID Score....
[INFO] 2021-02-06 19:13:42 > Calculating Inception Score....
[INFO] 2021-02-06 19:14:06 > Calculate F_beta Score....
[INFO] 2021-02-06 19:21:08 > Calculate Accuracies....
[INFO] 2021-02-06 19:21:30 > Calculate Accuracies....
[INFO] 2021-02-06 19:25:06 > F_8 score (Step: 148000, Using valid images): 0.7987834872047117
[INFO] 2021-02-06 19:25:06 > F_1/8 score (Step: 148000, Using valid images): 0.8861270464848516
[INFO] 2021-02-06 19:25:06 > FID score (Step: 148000, Using valid moments): 41.77949104911028
[INFO] 2021-02-06 19:25:06 > Inception score (Step: 148000, 50000 generated images): 20.009090423583984
[INFO] 2021-02-06 19:25:06 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 19:25:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 19:26:21 > Step: 148100 Progress: 74.1% Elapsed: 1 day, 18:07:07 temperature: no ada_p: No Discriminator_loss: 0.268111 Generator_loss: 2.06577
[INFO] 2021-02-06 19:27:25 > Step: 148200 Progress: 74.1% Elapsed: 1 day, 18:08:11 temperature: no ada_p: No Discriminator_loss: 0.330138 Generator_loss: 2.21473
[INFO] 2021-02-06 19:28:29 > Step: 148300 Progress: 74.2% Elapsed: 1 day, 18:09:16 temperature: no ada_p: No Discriminator_loss: 0.303553 Generator_loss: 1.61109
[INFO] 2021-02-06 19:29:34 > Step: 148400 Progress: 74.2% Elapsed: 1 day, 18:10:20 temperature: no ada_p: No Discriminator_loss: 0.324519 Generator_loss: 1.44936
[INFO] 2021-02-06 19:30:38 > Step: 148500 Progress: 74.2% Elapsed: 1 day, 18:11:24 temperature: no ada_p: No Discriminator_loss: 0.450514 Generator_loss: 2.26162
[INFO] 2021-02-06 19:31:43 > Step: 148600 Progress: 74.3% Elapsed: 1 day, 18:12:29 temperature: no ada_p: No Discriminator_loss: 0.221267 Generator_loss: 1.78657
[INFO] 2021-02-06 19:32:47 > Step: 148700 Progress: 74.4% Elapsed: 1 day, 18:13:33 temperature: no ada_p: No Discriminator_loss: 0.214511 Generator_loss: 1.24938
[INFO] 2021-02-06 19:33:52 > Step: 148800 Progress: 74.4% Elapsed: 1 day, 18:14:38 temperature: no ada_p: No Discriminator_loss: 0.275561 Generator_loss: 1.77115
[INFO] 2021-02-06 19:34:56 > Step: 148900 Progress: 74.5% Elapsed: 1 day, 18:15:42 temperature: no ada_p: No Discriminator_loss: 0.307347 Generator_loss: 2.38879
[INFO] 2021-02-06 19:36:01 > Step: 149000 Progress: 74.5% Elapsed: 1 day, 18:16:47 temperature: no ada_p: No Discriminator_loss: 0.310586 Generator_loss: 1.56714
[INFO] 2021-02-06 19:37:05 > Step: 149100 Progress: 74.6% Elapsed: 1 day, 18:17:51 temperature: no ada_p: No Discriminator_loss: 0.352145 Generator_loss: 2.51731
[INFO] 2021-02-06 19:38:09 > Step: 149200 Progress: 74.6% Elapsed: 1 day, 18:18:55 temperature: no ada_p: No Discriminator_loss: 0.328458 Generator_loss: 2.40966
[INFO] 2021-02-06 19:39:13 > Step: 149300 Progress: 74.7% Elapsed: 1 day, 18:19:59 temperature: no ada_p: No Discriminator_loss: 0.294342 Generator_loss: 1.44972
[INFO] 2021-02-06 19:40:17 > Step: 149400 Progress: 74.7% Elapsed: 1 day, 18:21:04 temperature: no ada_p: No Discriminator_loss: 0.269489 Generator_loss: 1.99359
[INFO] 2021-02-06 19:41:21 > Step: 149500 Progress: 74.8% Elapsed: 1 day, 18:22:08 temperature: no ada_p: No Discriminator_loss: 0.380944 Generator_loss: 1.14912
[INFO] 2021-02-06 19:42:26 > Step: 149600 Progress: 74.8% Elapsed: 1 day, 18:23:12 temperature: no ada_p: No Discriminator_loss: 0.352693 Generator_loss: 1.39812
[INFO] 2021-02-06 19:43:30 > Step: 149700 Progress: 74.9% Elapsed: 1 day, 18:24:16 temperature: no ada_p: No Discriminator_loss: 0.382416 Generator_loss: 1.14106
[INFO] 2021-02-06 19:44:34 > Step: 149800 Progress: 74.9% Elapsed: 1 day, 18:25:21 temperature: no ada_p: No Discriminator_loss: 0.348272 Generator_loss: 1.82957
[INFO] 2021-02-06 19:45:39 > Step: 149900 Progress: 75.0% Elapsed: 1 day, 18:26:25 temperature: no ada_p: No Discriminator_loss: 0.510866 Generator_loss: 1.04894
[INFO] 2021-02-06 19:46:43 > Step: 150000 Progress: 75.0% Elapsed: 1 day, 18:27:30 temperature: no ada_p: No Discriminator_loss: 0.349537 Generator_loss: 1.21631
[INFO] 2021-02-06 19:46:43 > Start Evaluation (150000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 19:46:43 > Calculating FID Score....
[INFO] 2021-02-06 19:47:42 > Calculating Inception Score....
[INFO] 2021-02-06 19:48:06 > Calculate F_beta Score....
[INFO] 2021-02-06 19:55:09 > Calculate Accuracies....
[INFO] 2021-02-06 19:55:32 > Calculate Accuracies....
[INFO] 2021-02-06 19:59:07 > F_8 score (Step: 150000, Using valid images): 0.7969466080723796
[INFO] 2021-02-06 19:59:07 > F_1/8 score (Step: 150000, Using valid images): 0.8671453130573453
[INFO] 2021-02-06 19:59:07 > FID score (Step: 150000, Using valid moments): 43.190572958798384
[INFO] 2021-02-06 19:59:07 > Inception score (Step: 150000, 50000 generated images): 19.696516036987305
[INFO] 2021-02-06 19:59:07 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 19:59:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 20:00:22 > Step: 150100 Progress: 75.0% Elapsed: 1 day, 18:41:08 temperature: no ada_p: No Discriminator_loss: 0.366195 Generator_loss: 1.61746
[INFO] 2021-02-06 20:01:28 > Step: 150200 Progress: 75.1% Elapsed: 1 day, 18:42:14 temperature: no ada_p: No Discriminator_loss: 0.421588 Generator_loss: 1.43493
[INFO] 2021-02-06 20:02:32 > Step: 150300 Progress: 75.1% Elapsed: 1 day, 18:43:18 temperature: no ada_p: No Discriminator_loss: 0.280416 Generator_loss: 1.86877
[INFO] 2021-02-06 20:03:36 > Step: 150400 Progress: 75.2% Elapsed: 1 day, 18:44:22 temperature: no ada_p: No Discriminator_loss: 0.26763 Generator_loss: 1.54832
[INFO] 2021-02-06 20:04:40 > Step: 150500 Progress: 75.2% Elapsed: 1 day, 18:45:26 temperature: no ada_p: No Discriminator_loss: 0.279696 Generator_loss: 2.09885
[INFO] 2021-02-06 20:05:44 > Step: 150600 Progress: 75.3% Elapsed: 1 day, 18:46:30 temperature: no ada_p: No Discriminator_loss: 0.283579 Generator_loss: 2.1145
[INFO] 2021-02-06 20:06:48 > Step: 150700 Progress: 75.3% Elapsed: 1 day, 18:47:34 temperature: no ada_p: No Discriminator_loss: 0.257305 Generator_loss: 1.6809
[INFO] 2021-02-06 20:07:52 > Step: 150800 Progress: 75.4% Elapsed: 1 day, 18:48:38 temperature: no ada_p: No Discriminator_loss: 0.492275 Generator_loss: 1.22473
[INFO] 2021-02-06 20:08:56 > Step: 150900 Progress: 75.4% Elapsed: 1 day, 18:49:42 temperature: no ada_p: No Discriminator_loss: 0.602765 Generator_loss: 1.24803
[INFO] 2021-02-06 20:10:00 > Step: 151000 Progress: 75.5% Elapsed: 1 day, 18:50:46 temperature: no ada_p: No Discriminator_loss: 0.191306 Generator_loss: 1.96986
[INFO] 2021-02-06 20:11:04 > Step: 151100 Progress: 75.5% Elapsed: 1 day, 18:51:50 temperature: no ada_p: No Discriminator_loss: 0.355464 Generator_loss: 1.40563
[INFO] 2021-02-06 20:12:08 > Step: 151200 Progress: 75.6% Elapsed: 1 day, 18:52:54 temperature: no ada_p: No Discriminator_loss: 0.286059 Generator_loss: 1.60311
[INFO] 2021-02-06 20:13:12 > Step: 151300 Progress: 75.6% Elapsed: 1 day, 18:53:58 temperature: no ada_p: No Discriminator_loss: 0.197163 Generator_loss: 1.74349
[INFO] 2021-02-06 20:14:16 > Step: 151400 Progress: 75.7% Elapsed: 1 day, 18:55:03 temperature: no ada_p: No Discriminator_loss: 0.308059 Generator_loss: 1.66713
[INFO] 2021-02-06 20:15:20 > Step: 151500 Progress: 75.8% Elapsed: 1 day, 18:56:07 temperature: no ada_p: No Discriminator_loss: 0.339769 Generator_loss: 2.04505
[INFO] 2021-02-06 20:16:25 > Step: 151600 Progress: 75.8% Elapsed: 1 day, 18:57:11 temperature: no ada_p: No Discriminator_loss: 0.345326 Generator_loss: 1.55252
[INFO] 2021-02-06 20:17:29 > Step: 151700 Progress: 75.8% Elapsed: 1 day, 18:58:15 temperature: no ada_p: No Discriminator_loss: 0.769464 Generator_loss: 0.92335
[INFO] 2021-02-06 20:18:33 > Step: 151800 Progress: 75.9% Elapsed: 1 day, 18:59:19 temperature: no ada_p: No Discriminator_loss: 0.280194 Generator_loss: 1.54008
[INFO] 2021-02-06 20:19:37 > Step: 151900 Progress: 75.9% Elapsed: 1 day, 19:00:23 temperature: no ada_p: No Discriminator_loss: 0.537506 Generator_loss: 1.04577
[INFO] 2021-02-06 20:20:41 > Step: 152000 Progress: 76.0% Elapsed: 1 day, 19:01:27 temperature: no ada_p: No Discriminator_loss: 0.380252 Generator_loss: 1.56976
[INFO] 2021-02-06 20:20:41 > Start Evaluation (152000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 20:20:41 > Calculating FID Score....
[INFO] 2021-02-06 20:21:40 > Calculating Inception Score....
[INFO] 2021-02-06 20:22:03 > Calculate F_beta Score....
[INFO] 2021-02-06 20:29:00 > Calculate Accuracies....
[INFO] 2021-02-06 20:29:22 > Calculate Accuracies....
[INFO] 2021-02-06 20:32:58 > F_8 score (Step: 152000, Using valid images): 0.7776301185198016
[INFO] 2021-02-06 20:32:58 > F_1/8 score (Step: 152000, Using valid images): 0.8880311684656851
[INFO] 2021-02-06 20:32:58 > FID score (Step: 152000, Using valid moments): 43.00095822525566
[INFO] 2021-02-06 20:32:58 > Inception score (Step: 152000, 50000 generated images): 20.027935028076172
[INFO] 2021-02-06 20:32:58 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 20:33:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 20:34:12 > Step: 152100 Progress: 76.0% Elapsed: 1 day, 19:14:59 temperature: no ada_p: No Discriminator_loss: 0.247113 Generator_loss: 2.00269
[INFO] 2021-02-06 20:35:17 > Step: 152200 Progress: 76.1% Elapsed: 1 day, 19:16:03 temperature: no ada_p: No Discriminator_loss: 0.333283 Generator_loss: 2.42313
[INFO] 2021-02-06 20:36:20 > Step: 152300 Progress: 76.1% Elapsed: 1 day, 19:17:07 temperature: no ada_p: No Discriminator_loss: 0.204874 Generator_loss: 1.7402
[INFO] 2021-02-06 20:37:25 > Step: 152400 Progress: 76.2% Elapsed: 1 day, 19:18:11 temperature: no ada_p: No Discriminator_loss: 0.258267 Generator_loss: 1.7295
[INFO] 2021-02-06 20:38:29 > Step: 152500 Progress: 76.2% Elapsed: 1 day, 19:19:15 temperature: no ada_p: No Discriminator_loss: 0.501753 Generator_loss: 1.21113
[INFO] 2021-02-06 20:39:34 > Step: 152600 Progress: 76.3% Elapsed: 1 day, 19:20:20 temperature: no ada_p: No Discriminator_loss: 0.415958 Generator_loss: 2.45228
[INFO] 2021-02-06 20:40:40 > Step: 152700 Progress: 76.3% Elapsed: 1 day, 19:21:27 temperature: no ada_p: No Discriminator_loss: 0.417571 Generator_loss: 0.980661
[INFO] 2021-02-06 20:41:45 > Step: 152800 Progress: 76.4% Elapsed: 1 day, 19:22:31 temperature: no ada_p: No Discriminator_loss: 0.203053 Generator_loss: 1.37156
[INFO] 2021-02-06 20:43:11 > Step: 152900 Progress: 76.4% Elapsed: 1 day, 19:23:57 temperature: no ada_p: No Discriminator_loss: 0.50735 Generator_loss: 2.05888
[INFO] 2021-02-06 20:44:15 > Step: 153000 Progress: 76.5% Elapsed: 1 day, 19:25:01 temperature: no ada_p: No Discriminator_loss: 0.369336 Generator_loss: 1.33399
[INFO] 2021-02-06 20:45:20 > Step: 153100 Progress: 76.5% Elapsed: 1 day, 19:26:06 temperature: no ada_p: No Discriminator_loss: 0.282209 Generator_loss: 1.50493
[INFO] 2021-02-06 20:46:24 > Step: 153200 Progress: 76.6% Elapsed: 1 day, 19:27:10 temperature: no ada_p: No Discriminator_loss: 0.506887 Generator_loss: 1.01797
[INFO] 2021-02-06 20:47:29 > Step: 153300 Progress: 76.6% Elapsed: 1 day, 19:28:15 temperature: no ada_p: No Discriminator_loss: 0.409436 Generator_loss: 1.55915
[INFO] 2021-02-06 20:48:33 > Step: 153400 Progress: 76.7% Elapsed: 1 day, 19:29:19 temperature: no ada_p: No Discriminator_loss: 0.28189 Generator_loss: 1.79529
[INFO] 2021-02-06 20:49:38 > Step: 153500 Progress: 76.8% Elapsed: 1 day, 19:30:24 temperature: no ada_p: No Discriminator_loss: 0.300683 Generator_loss: 1.62113
[INFO] 2021-02-06 20:50:42 > Step: 153600 Progress: 76.8% Elapsed: 1 day, 19:31:29 temperature: no ada_p: No Discriminator_loss: 0.329559 Generator_loss: 1.38115
[INFO] 2021-02-06 20:51:49 > Step: 153700 Progress: 76.8% Elapsed: 1 day, 19:32:35 temperature: no ada_p: No Discriminator_loss: 0.476613 Generator_loss: 1.31306
[INFO] 2021-02-06 20:52:55 > Step: 153800 Progress: 76.9% Elapsed: 1 day, 19:33:41 temperature: no ada_p: No Discriminator_loss: 0.241417 Generator_loss: 2.22801
[INFO] 2021-02-06 20:53:59 > Step: 153900 Progress: 77.0% Elapsed: 1 day, 19:34:45 temperature: no ada_p: No Discriminator_loss: 0.267112 Generator_loss: 2.11933
[INFO] 2021-02-06 20:55:06 > Step: 154000 Progress: 77.0% Elapsed: 1 day, 19:35:52 temperature: no ada_p: No Discriminator_loss: 0.317628 Generator_loss: 2.73488
[INFO] 2021-02-06 20:55:06 > Start Evaluation (154000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 20:55:06 > Calculating FID Score....
[INFO] 2021-02-06 20:55:48 > Calculating Inception Score....
[INFO] 2021-02-06 20:56:13 > Calculate F_beta Score....
[INFO] 2021-02-06 21:03:12 > Calculate Accuracies....
[INFO] 2021-02-06 21:03:35 > Calculate Accuracies....
[INFO] 2021-02-06 21:07:11 > F_8 score (Step: 154000, Using valid images): 0.8012664527313454
[INFO] 2021-02-06 21:07:11 > F_1/8 score (Step: 154000, Using valid images): 0.8740781828710511
[INFO] 2021-02-06 21:07:11 > FID score (Step: 154000, Using valid moments): 43.45399856928128
[INFO] 2021-02-06 21:07:11 > Inception score (Step: 154000, 50000 generated images): 19.525571823120117
[INFO] 2021-02-06 21:07:11 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 21:07:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 21:08:25 > Step: 154100 Progress: 77.0% Elapsed: 1 day, 19:49:11 temperature: no ada_p: No Discriminator_loss: 0.37203 Generator_loss: 1.57066
[INFO] 2021-02-06 21:09:29 > Step: 154200 Progress: 77.1% Elapsed: 1 day, 19:50:15 temperature: no ada_p: No Discriminator_loss: 0.358037 Generator_loss: 1.49068
[INFO] 2021-02-06 21:10:33 > Step: 154300 Progress: 77.1% Elapsed: 1 day, 19:51:19 temperature: no ada_p: No Discriminator_loss: 0.194353 Generator_loss: 2.15127
[INFO] 2021-02-06 21:11:37 > Step: 154400 Progress: 77.2% Elapsed: 1 day, 19:52:23 temperature: no ada_p: No Discriminator_loss: 0.259145 Generator_loss: 2.15276
[INFO] 2021-02-06 21:12:41 > Step: 154500 Progress: 77.2% Elapsed: 1 day, 19:53:27 temperature: no ada_p: No Discriminator_loss: 0.298928 Generator_loss: 2.31879
[INFO] 2021-02-06 21:13:45 > Step: 154600 Progress: 77.3% Elapsed: 1 day, 19:54:31 temperature: no ada_p: No Discriminator_loss: 0.244485 Generator_loss: 1.54021
[INFO] 2021-02-06 21:14:49 > Step: 154700 Progress: 77.3% Elapsed: 1 day, 19:55:35 temperature: no ada_p: No Discriminator_loss: 0.39811 Generator_loss: 1.42587
[INFO] 2021-02-06 21:15:52 > Step: 154800 Progress: 77.4% Elapsed: 1 day, 19:56:39 temperature: no ada_p: No Discriminator_loss: 0.232444 Generator_loss: 1.52425
[INFO] 2021-02-06 21:17:26 > Step: 154900 Progress: 77.5% Elapsed: 1 day, 19:58:12 temperature: no ada_p: No Discriminator_loss: 0.278608 Generator_loss: 2.19375
[INFO] 2021-02-06 21:18:31 > Step: 155000 Progress: 77.5% Elapsed: 1 day, 19:59:17 temperature: no ada_p: No Discriminator_loss: 0.272469 Generator_loss: 1.7242
[INFO] 2021-02-06 21:19:35 > Step: 155100 Progress: 77.5% Elapsed: 1 day, 20:00:21 temperature: no ada_p: No Discriminator_loss: 0.417901 Generator_loss: 1.48352
[INFO] 2021-02-06 21:20:42 > Step: 155200 Progress: 77.6% Elapsed: 1 day, 20:01:28 temperature: no ada_p: No Discriminator_loss: 0.297502 Generator_loss: 1.56744
[INFO] 2021-02-06 21:21:47 > Step: 155300 Progress: 77.6% Elapsed: 1 day, 20:02:33 temperature: no ada_p: No Discriminator_loss: 0.300802 Generator_loss: 1.31124
[INFO] 2021-02-06 21:22:51 > Step: 155400 Progress: 77.7% Elapsed: 1 day, 20:03:37 temperature: no ada_p: No Discriminator_loss: 0.264146 Generator_loss: 1.82144
[INFO] 2021-02-06 21:23:56 > Step: 155500 Progress: 77.8% Elapsed: 1 day, 20:04:42 temperature: no ada_p: No Discriminator_loss: 0.404969 Generator_loss: 1.33658
[INFO] 2021-02-06 21:25:00 > Step: 155600 Progress: 77.8% Elapsed: 1 day, 20:05:46 temperature: no ada_p: No Discriminator_loss: 0.310347 Generator_loss: 1.59369
[INFO] 2021-02-06 21:26:05 > Step: 155700 Progress: 77.8% Elapsed: 1 day, 20:06:51 temperature: no ada_p: No Discriminator_loss: 0.421435 Generator_loss: 1.26724
[INFO] 2021-02-06 21:27:09 > Step: 155800 Progress: 77.9% Elapsed: 1 day, 20:07:55 temperature: no ada_p: No Discriminator_loss: 0.30661 Generator_loss: 1.56129
[INFO] 2021-02-06 21:28:14 > Step: 155900 Progress: 78.0% Elapsed: 1 day, 20:09:00 temperature: no ada_p: No Discriminator_loss: 0.309758 Generator_loss: 1.58764
[INFO] 2021-02-06 21:29:18 > Step: 156000 Progress: 78.0% Elapsed: 1 day, 20:10:04 temperature: no ada_p: No Discriminator_loss: 0.344777 Generator_loss: 1.69313
[INFO] 2021-02-06 21:29:18 > Start Evaluation (156000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 21:29:18 > Calculating FID Score....
[INFO] 2021-02-06 21:29:59 > Calculating Inception Score....
[INFO] 2021-02-06 21:30:22 > Calculate F_beta Score....
[INFO] 2021-02-06 21:37:29 > Calculate Accuracies....
[INFO] 2021-02-06 21:37:52 > Calculate Accuracies....
[INFO] 2021-02-06 21:41:27 > F_8 score (Step: 156000, Using valid images): 0.789849993790172
[INFO] 2021-02-06 21:41:27 > F_1/8 score (Step: 156000, Using valid images): 0.8877440085095882
[INFO] 2021-02-06 21:41:27 > FID score (Step: 156000, Using valid moments): 42.140705202929894
[INFO] 2021-02-06 21:41:27 > Inception score (Step: 156000, 50000 generated images): 20.03929328918457
[INFO] 2021-02-06 21:41:27 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 21:41:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 21:42:41 > Step: 156100 Progress: 78.0% Elapsed: 1 day, 20:23:28 temperature: no ada_p: No Discriminator_loss: 0.346585 Generator_loss: 2.39906
[INFO] 2021-02-06 21:43:45 > Step: 156200 Progress: 78.1% Elapsed: 1 day, 20:24:32 temperature: no ada_p: No Discriminator_loss: 0.210607 Generator_loss: 2.18966
[INFO] 2021-02-06 21:44:50 > Step: 156300 Progress: 78.1% Elapsed: 1 day, 20:25:36 temperature: no ada_p: No Discriminator_loss: 0.284325 Generator_loss: 1.58801
[INFO] 2021-02-06 21:45:53 > Step: 156400 Progress: 78.2% Elapsed: 1 day, 20:26:40 temperature: no ada_p: No Discriminator_loss: 0.2784 Generator_loss: 1.66053
[INFO] 2021-02-06 21:46:57 > Step: 156500 Progress: 78.2% Elapsed: 1 day, 20:27:44 temperature: no ada_p: No Discriminator_loss: 0.30093 Generator_loss: 1.23555
[INFO] 2021-02-06 21:48:01 > Step: 156600 Progress: 78.3% Elapsed: 1 day, 20:28:48 temperature: no ada_p: No Discriminator_loss: 0.291031 Generator_loss: 1.60903
[INFO] 2021-02-06 21:49:06 > Step: 156700 Progress: 78.3% Elapsed: 1 day, 20:29:52 temperature: no ada_p: No Discriminator_loss: 0.230524 Generator_loss: 1.57423
[INFO] 2021-02-06 21:50:28 > Step: 156800 Progress: 78.4% Elapsed: 1 day, 20:31:14 temperature: no ada_p: No Discriminator_loss: 0.355631 Generator_loss: 1.50673
[INFO] 2021-02-06 21:51:32 > Step: 156900 Progress: 78.5% Elapsed: 1 day, 20:32:18 temperature: no ada_p: No Discriminator_loss: 0.372158 Generator_loss: 1.42965
[INFO] 2021-02-06 21:52:36 > Step: 157000 Progress: 78.5% Elapsed: 1 day, 20:33:22 temperature: no ada_p: No Discriminator_loss: 0.329524 Generator_loss: 1.58256
[INFO] 2021-02-06 21:53:40 > Step: 157100 Progress: 78.5% Elapsed: 1 day, 20:34:26 temperature: no ada_p: No Discriminator_loss: 0.348534 Generator_loss: 2.27139
[INFO] 2021-02-06 21:54:44 > Step: 157200 Progress: 78.6% Elapsed: 1 day, 20:35:30 temperature: no ada_p: No Discriminator_loss: 0.303169 Generator_loss: 1.57723
[INFO] 2021-02-06 21:55:48 > Step: 157300 Progress: 78.6% Elapsed: 1 day, 20:36:34 temperature: no ada_p: No Discriminator_loss: 0.452806 Generator_loss: 1.37013
[INFO] 2021-02-06 21:56:52 > Step: 157400 Progress: 78.7% Elapsed: 1 day, 20:37:39 temperature: no ada_p: No Discriminator_loss: 0.262541 Generator_loss: 1.64719
[INFO] 2021-02-06 21:57:57 > Step: 157500 Progress: 78.8% Elapsed: 1 day, 20:38:43 temperature: no ada_p: No Discriminator_loss: 0.539308 Generator_loss: 0.898606
[INFO] 2021-02-06 21:59:01 > Step: 157600 Progress: 78.8% Elapsed: 1 day, 20:39:47 temperature: no ada_p: No Discriminator_loss: 0.320525 Generator_loss: 1.34299
[INFO] 2021-02-06 22:00:06 > Step: 157700 Progress: 78.8% Elapsed: 1 day, 20:40:53 temperature: no ada_p: No Discriminator_loss: 0.210369 Generator_loss: 1.70221
[INFO] 2021-02-06 22:01:10 > Step: 157800 Progress: 78.9% Elapsed: 1 day, 20:41:57 temperature: no ada_p: No Discriminator_loss: 0.232699 Generator_loss: 2.17695
[INFO] 2021-02-06 22:02:15 > Step: 157900 Progress: 79.0% Elapsed: 1 day, 20:43:01 temperature: no ada_p: No Discriminator_loss: 0.347591 Generator_loss: 1.47054
[INFO] 2021-02-06 22:03:19 > Step: 158000 Progress: 79.0% Elapsed: 1 day, 20:44:05 temperature: no ada_p: No Discriminator_loss: 0.276155 Generator_loss: 1.75786
[INFO] 2021-02-06 22:03:19 > Start Evaluation (158000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 22:03:19 > Calculating FID Score....
[INFO] 2021-02-06 22:03:59 > Calculating Inception Score....
[INFO] 2021-02-06 22:04:23 > Calculate F_beta Score....
[INFO] 2021-02-06 22:11:24 > Calculate Accuracies....
[INFO] 2021-02-06 22:11:47 > Calculate Accuracies....
[INFO] 2021-02-06 22:15:24 > F_8 score (Step: 158000, Using valid images): 0.8061787182342659
[INFO] 2021-02-06 22:15:24 > F_1/8 score (Step: 158000, Using valid images): 0.8894167491117468
[INFO] 2021-02-06 22:15:24 > FID score (Step: 158000, Using valid moments): 42.176389451127534
[INFO] 2021-02-06 22:15:24 > Inception score (Step: 158000, 50000 generated images): 19.86911964416504
[INFO] 2021-02-06 22:15:24 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 22:15:34 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 22:16:39 > Step: 158100 Progress: 79.0% Elapsed: 1 day, 20:57:25 temperature: no ada_p: No Discriminator_loss: 0.2784 Generator_loss: 1.61147
[INFO] 2021-02-06 22:17:43 > Step: 158200 Progress: 79.1% Elapsed: 1 day, 20:58:29 temperature: no ada_p: No Discriminator_loss: 0.246356 Generator_loss: 1.78385
[INFO] 2021-02-06 22:18:47 > Step: 158300 Progress: 79.1% Elapsed: 1 day, 20:59:33 temperature: no ada_p: No Discriminator_loss: 0.371469 Generator_loss: 1.4032
[INFO] 2021-02-06 22:19:51 > Step: 158400 Progress: 79.2% Elapsed: 1 day, 21:00:37 temperature: no ada_p: No Discriminator_loss: 0.228066 Generator_loss: 1.93613
[INFO] 2021-02-06 22:20:55 > Step: 158500 Progress: 79.2% Elapsed: 1 day, 21:01:41 temperature: no ada_p: No Discriminator_loss: 0.325706 Generator_loss: 1.69524
[INFO] 2021-02-06 22:21:59 > Step: 158600 Progress: 79.3% Elapsed: 1 day, 21:02:45 temperature: no ada_p: No Discriminator_loss: 0.25814 Generator_loss: 1.83211
[INFO] 2021-02-06 22:23:03 > Step: 158700 Progress: 79.3% Elapsed: 1 day, 21:03:49 temperature: no ada_p: No Discriminator_loss: 0.27697 Generator_loss: 1.67211
[INFO] 2021-02-06 22:24:07 > Step: 158800 Progress: 79.4% Elapsed: 1 day, 21:04:53 temperature: no ada_p: No Discriminator_loss: 0.360421 Generator_loss: 1.42147
[INFO] 2021-02-06 22:25:11 > Step: 158900 Progress: 79.5% Elapsed: 1 day, 21:05:57 temperature: no ada_p: No Discriminator_loss: 0.287341 Generator_loss: 1.27445
[INFO] 2021-02-06 22:26:15 > Step: 159000 Progress: 79.5% Elapsed: 1 day, 21:07:01 temperature: no ada_p: No Discriminator_loss: 0.219452 Generator_loss: 1.78159
[INFO] 2021-02-06 22:27:19 > Step: 159100 Progress: 79.5% Elapsed: 1 day, 21:08:05 temperature: no ada_p: No Discriminator_loss: 0.25799 Generator_loss: 1.33228
[INFO] 2021-02-06 22:28:23 > Step: 159200 Progress: 79.6% Elapsed: 1 day, 21:09:09 temperature: no ada_p: No Discriminator_loss: 0.210793 Generator_loss: 1.8554
[INFO] 2021-02-06 22:29:27 > Step: 159300 Progress: 79.7% Elapsed: 1 day, 21:10:13 temperature: no ada_p: No Discriminator_loss: 0.275695 Generator_loss: 1.90485
[INFO] 2021-02-06 22:30:31 > Step: 159400 Progress: 79.7% Elapsed: 1 day, 21:11:17 temperature: no ada_p: No Discriminator_loss: 0.272811 Generator_loss: 2.08693
[INFO] 2021-02-06 22:31:35 > Step: 159500 Progress: 79.8% Elapsed: 1 day, 21:12:22 temperature: no ada_p: No Discriminator_loss: 0.396649 Generator_loss: 1.30165
[INFO] 2021-02-06 22:32:39 > Step: 159600 Progress: 79.8% Elapsed: 1 day, 21:13:26 temperature: no ada_p: No Discriminator_loss: 0.313539 Generator_loss: 1.86231
[INFO] 2021-02-06 22:33:43 > Step: 159700 Progress: 79.8% Elapsed: 1 day, 21:14:30 temperature: no ada_p: No Discriminator_loss: 0.263314 Generator_loss: 1.66563
[INFO] 2021-02-06 22:34:47 > Step: 159800 Progress: 79.9% Elapsed: 1 day, 21:15:34 temperature: no ada_p: No Discriminator_loss: 0.578121 Generator_loss: 0.996355
[INFO] 2021-02-06 22:35:51 > Step: 159900 Progress: 80.0% Elapsed: 1 day, 21:16:38 temperature: no ada_p: No Discriminator_loss: 0.359147 Generator_loss: 1.4652
[INFO] 2021-02-06 22:36:56 > Step: 160000 Progress: 80.0% Elapsed: 1 day, 21:17:42 temperature: no ada_p: No Discriminator_loss: 0.526073 Generator_loss: 1.33451
[INFO] 2021-02-06 22:36:56 > Start Evaluation (160000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 22:36:56 > Calculating FID Score....
[INFO] 2021-02-06 22:37:54 > Calculating Inception Score....
[INFO] 2021-02-06 22:38:18 > Calculate F_beta Score....
[INFO] 2021-02-06 22:45:20 > Calculate Accuracies....
[INFO] 2021-02-06 22:45:42 > Calculate Accuracies....
[INFO] 2021-02-06 22:49:20 > F_8 score (Step: 160000, Using valid images): 0.8243061104889482
[INFO] 2021-02-06 22:49:20 > F_1/8 score (Step: 160000, Using valid images): 0.8866484505533877
[INFO] 2021-02-06 22:49:20 > FID score (Step: 160000, Using valid moments): 41.72987962903636
[INFO] 2021-02-06 22:49:20 > Inception score (Step: 160000, 50000 generated images): 20.468475341796875
[INFO] 2021-02-06 22:49:20 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 22:49:30 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 22:50:35 > Step: 160100 Progress: 80.0% Elapsed: 1 day, 21:31:21 temperature: no ada_p: No Discriminator_loss: 0.486395 Generator_loss: 1.19753
[INFO] 2021-02-06 22:51:41 > Step: 160200 Progress: 80.1% Elapsed: 1 day, 21:32:27 temperature: no ada_p: No Discriminator_loss: 0.326213 Generator_loss: 2.34863
[INFO] 2021-02-06 22:52:45 > Step: 160300 Progress: 80.2% Elapsed: 1 day, 21:33:31 temperature: no ada_p: No Discriminator_loss: 0.407231 Generator_loss: 1.43316
[INFO] 2021-02-06 22:53:49 > Step: 160400 Progress: 80.2% Elapsed: 1 day, 21:34:35 temperature: no ada_p: No Discriminator_loss: 0.294666 Generator_loss: 2.44262
[INFO] 2021-02-06 22:54:53 > Step: 160500 Progress: 80.2% Elapsed: 1 day, 21:35:39 temperature: no ada_p: No Discriminator_loss: 0.317285 Generator_loss: 1.44716
[INFO] 2021-02-06 22:55:57 > Step: 160600 Progress: 80.3% Elapsed: 1 day, 21:36:43 temperature: no ada_p: No Discriminator_loss: 0.256228 Generator_loss: 1.69235
[INFO] 2021-02-06 22:57:01 > Step: 160700 Progress: 80.3% Elapsed: 1 day, 21:37:47 temperature: no ada_p: No Discriminator_loss: 0.269575 Generator_loss: 1.49704
[INFO] 2021-02-06 22:58:05 > Step: 160800 Progress: 80.4% Elapsed: 1 day, 21:38:51 temperature: no ada_p: No Discriminator_loss: 0.501315 Generator_loss: 1.06148
[INFO] 2021-02-06 22:59:09 > Step: 160900 Progress: 80.5% Elapsed: 1 day, 21:39:55 temperature: no ada_p: No Discriminator_loss: 0.273214 Generator_loss: 2.57584
[INFO] 2021-02-06 23:00:13 > Step: 161000 Progress: 80.5% Elapsed: 1 day, 21:40:59 temperature: no ada_p: No Discriminator_loss: 0.453602 Generator_loss: 1.33344
[INFO] 2021-02-06 23:01:17 > Step: 161100 Progress: 80.5% Elapsed: 1 day, 21:42:03 temperature: no ada_p: No Discriminator_loss: 0.341967 Generator_loss: 1.5425
[INFO] 2021-02-06 23:02:21 > Step: 161200 Progress: 80.6% Elapsed: 1 day, 21:43:07 temperature: no ada_p: No Discriminator_loss: 0.30316 Generator_loss: 2.01406
[INFO] 2021-02-06 23:03:43 > Step: 161300 Progress: 80.7% Elapsed: 1 day, 21:44:29 temperature: no ada_p: No Discriminator_loss: 0.399098 Generator_loss: 1.40143
[INFO] 2021-02-06 23:04:48 > Step: 161400 Progress: 80.7% Elapsed: 1 day, 21:45:34 temperature: no ada_p: No Discriminator_loss: 0.359888 Generator_loss: 2.42355
[INFO] 2021-02-06 23:05:52 > Step: 161500 Progress: 80.8% Elapsed: 1 day, 21:46:38 temperature: no ada_p: No Discriminator_loss: 0.266267 Generator_loss: 2.62593
[INFO] 2021-02-06 23:06:57 > Step: 161600 Progress: 80.8% Elapsed: 1 day, 21:47:43 temperature: no ada_p: No Discriminator_loss: 0.366595 Generator_loss: 1.52124
[INFO] 2021-02-06 23:08:01 > Step: 161700 Progress: 80.8% Elapsed: 1 day, 21:48:47 temperature: no ada_p: No Discriminator_loss: 0.707577 Generator_loss: 1.28465
[INFO] 2021-02-06 23:09:06 > Step: 161800 Progress: 80.9% Elapsed: 1 day, 21:49:52 temperature: no ada_p: No Discriminator_loss: 0.498423 Generator_loss: 1.28637
[INFO] 2021-02-06 23:10:10 > Step: 161900 Progress: 81.0% Elapsed: 1 day, 21:50:56 temperature: no ada_p: No Discriminator_loss: 0.336136 Generator_loss: 2.34674
[INFO] 2021-02-06 23:11:15 > Step: 162000 Progress: 81.0% Elapsed: 1 day, 21:52:01 temperature: no ada_p: No Discriminator_loss: 0.534462 Generator_loss: 1.20527
[INFO] 2021-02-06 23:11:15 > Start Evaluation (162000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 23:11:15 > Calculating FID Score....
[INFO] 2021-02-06 23:11:55 > Calculating Inception Score....
[INFO] 2021-02-06 23:12:18 > Calculate F_beta Score....
[INFO] 2021-02-06 23:19:18 > Calculate Accuracies....
[INFO] 2021-02-06 23:19:41 > Calculate Accuracies....
[INFO] 2021-02-06 23:23:18 > F_8 score (Step: 162000, Using valid images): 0.8317581372979563
[INFO] 2021-02-06 23:23:18 > F_1/8 score (Step: 162000, Using valid images): 0.8845752326184815
[INFO] 2021-02-06 23:23:18 > FID score (Step: 162000, Using valid moments): 42.16085320760209
[INFO] 2021-02-06 23:23:18 > Inception score (Step: 162000, 50000 generated images): 20.69017791748047
[INFO] 2021-02-06 23:23:18 > Best FID score (Step: 142000, Using valid moments): 41.66521891179855
[INFO] 2021-02-06 23:23:28 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 23:24:32 > Step: 162100 Progress: 81.0% Elapsed: 1 day, 22:05:19 temperature: no ada_p: No Discriminator_loss: 0.547226 Generator_loss: 1.16361
[INFO] 2021-02-06 23:25:36 > Step: 162200 Progress: 81.1% Elapsed: 1 day, 22:06:23 temperature: no ada_p: No Discriminator_loss: 0.223957 Generator_loss: 1.69821
[INFO] 2021-02-06 23:26:40 > Step: 162300 Progress: 81.2% Elapsed: 1 day, 22:07:27 temperature: no ada_p: No Discriminator_loss: 0.261115 Generator_loss: 1.85193
[INFO] 2021-02-06 23:27:44 > Step: 162400 Progress: 81.2% Elapsed: 1 day, 22:08:30 temperature: no ada_p: No Discriminator_loss: 0.211002 Generator_loss: 2.24555
[INFO] 2021-02-06 23:28:48 > Step: 162500 Progress: 81.2% Elapsed: 1 day, 22:09:35 temperature: no ada_p: No Discriminator_loss: 0.483642 Generator_loss: 1.26062
[INFO] 2021-02-06 23:29:52 > Step: 162600 Progress: 81.3% Elapsed: 1 day, 22:10:38 temperature: no ada_p: No Discriminator_loss: 0.22994 Generator_loss: 1.83304
[INFO] 2021-02-06 23:30:58 > Step: 162700 Progress: 81.3% Elapsed: 1 day, 22:11:44 temperature: no ada_p: No Discriminator_loss: 0.270559 Generator_loss: 1.43987
[INFO] 2021-02-06 23:32:21 > Step: 162800 Progress: 81.4% Elapsed: 1 day, 22:13:07 temperature: no ada_p: No Discriminator_loss: 0.279538 Generator_loss: 1.63496
[INFO] 2021-02-06 23:33:26 > Step: 162900 Progress: 81.5% Elapsed: 1 day, 22:14:12 temperature: no ada_p: No Discriminator_loss: 0.288583 Generator_loss: 1.78873
[INFO] 2021-02-06 23:34:30 > Step: 163000 Progress: 81.5% Elapsed: 1 day, 22:15:16 temperature: no ada_p: No Discriminator_loss: 0.453427 Generator_loss: 1.32138
[INFO] 2021-02-06 23:35:35 > Step: 163100 Progress: 81.5% Elapsed: 1 day, 22:16:21 temperature: no ada_p: No Discriminator_loss: 0.384111 Generator_loss: 1.50434
[INFO] 2021-02-06 23:36:39 > Step: 163200 Progress: 81.6% Elapsed: 1 day, 22:17:25 temperature: no ada_p: No Discriminator_loss: 0.502095 Generator_loss: 1.31702
[INFO] 2021-02-06 23:37:44 > Step: 163300 Progress: 81.7% Elapsed: 1 day, 22:18:30 temperature: no ada_p: No Discriminator_loss: 0.252344 Generator_loss: 2.20158
[INFO] 2021-02-06 23:38:48 > Step: 163400 Progress: 81.7% Elapsed: 1 day, 22:19:34 temperature: no ada_p: No Discriminator_loss: 0.586957 Generator_loss: 1.02405
[INFO] 2021-02-06 23:39:53 > Step: 163500 Progress: 81.8% Elapsed: 1 day, 22:20:39 temperature: no ada_p: No Discriminator_loss: 0.275521 Generator_loss: 1.32412
[INFO] 2021-02-06 23:40:57 > Step: 163600 Progress: 81.8% Elapsed: 1 day, 22:21:43 temperature: no ada_p: No Discriminator_loss: 0.403777 Generator_loss: 1.15947
[INFO] 2021-02-06 23:42:02 > Step: 163700 Progress: 81.8% Elapsed: 1 day, 22:22:48 temperature: no ada_p: No Discriminator_loss: 0.333295 Generator_loss: 1.37171
[INFO] 2021-02-06 23:43:06 > Step: 163800 Progress: 81.9% Elapsed: 1 day, 22:23:52 temperature: no ada_p: No Discriminator_loss: 0.452015 Generator_loss: 2.25514
[INFO] 2021-02-06 23:44:11 > Step: 163900 Progress: 82.0% Elapsed: 1 day, 22:24:57 temperature: no ada_p: No Discriminator_loss: 0.403862 Generator_loss: 1.30816
[INFO] 2021-02-06 23:45:15 > Step: 164000 Progress: 82.0% Elapsed: 1 day, 22:26:01 temperature: no ada_p: No Discriminator_loss: 0.48358 Generator_loss: 1.2683
[INFO] 2021-02-06 23:45:15 > Start Evaluation (164000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 23:45:15 > Calculating FID Score....
[INFO] 2021-02-06 23:45:55 > Calculating Inception Score....
[INFO] 2021-02-06 23:46:19 > Calculate F_beta Score....
[INFO] 2021-02-06 23:53:37 > Calculate Accuracies....
[INFO] 2021-02-06 23:54:00 > Calculate Accuracies....
[INFO] 2021-02-06 23:57:38 > F_8 score (Step: 164000, Using valid images): 0.8322103879190111
[INFO] 2021-02-06 23:57:38 > F_1/8 score (Step: 164000, Using valid images): 0.8898222000036743
[INFO] 2021-02-06 23:57:38 > FID score (Step: 164000, Using valid moments): 41.23462164697054
[INFO] 2021-02-06 23:57:38 > Inception score (Step: 164000, 50000 generated images): 20.558547973632812
[INFO] 2021-02-06 23:57:38 > Best FID score (Step: 164000, Using valid moments): 41.23462164697054
[INFO] 2021-02-06 23:57:59 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-06 23:59:03 > Step: 164100 Progress: 82.0% Elapsed: 1 day, 22:39:49 temperature: no ada_p: No Discriminator_loss: 0.511521 Generator_loss: 0.932878
[INFO] 2021-02-07 00:00:07 > Step: 164200 Progress: 82.1% Elapsed: 1 day, 22:40:53 temperature: no ada_p: No Discriminator_loss: 0.283723 Generator_loss: 1.69842
[INFO] 2021-02-07 00:01:11 > Step: 164300 Progress: 82.2% Elapsed: 1 day, 22:41:57 temperature: no ada_p: No Discriminator_loss: 0.241644 Generator_loss: 1.80239
[INFO] 2021-02-07 00:02:15 > Step: 164400 Progress: 82.2% Elapsed: 1 day, 22:43:01 temperature: no ada_p: No Discriminator_loss: 0.277374 Generator_loss: 1.7124
[INFO] 2021-02-07 00:03:19 > Step: 164500 Progress: 82.2% Elapsed: 1 day, 22:44:05 temperature: no ada_p: No Discriminator_loss: 0.335896 Generator_loss: 1.45358
[INFO] 2021-02-07 00:04:23 > Step: 164600 Progress: 82.3% Elapsed: 1 day, 22:45:10 temperature: no ada_p: No Discriminator_loss: 0.254549 Generator_loss: 1.94699
[INFO] 2021-02-07 00:05:27 > Step: 164700 Progress: 82.3% Elapsed: 1 day, 22:46:14 temperature: no ada_p: No Discriminator_loss: 0.280385 Generator_loss: 2.40839
[INFO] 2021-02-07 00:06:31 > Step: 164800 Progress: 82.4% Elapsed: 1 day, 22:47:18 temperature: no ada_p: No Discriminator_loss: 0.337313 Generator_loss: 2.4825
[INFO] 2021-02-07 00:07:35 > Step: 164900 Progress: 82.5% Elapsed: 1 day, 22:48:22 temperature: no ada_p: No Discriminator_loss: 0.665131 Generator_loss: 0.952667
[INFO] 2021-02-07 00:08:40 > Step: 165000 Progress: 82.5% Elapsed: 1 day, 22:49:26 temperature: no ada_p: No Discriminator_loss: 0.24737 Generator_loss: 2.33395
[INFO] 2021-02-07 00:09:44 > Step: 165100 Progress: 82.5% Elapsed: 1 day, 22:50:30 temperature: no ada_p: No Discriminator_loss: 0.222559 Generator_loss: 1.97616
[INFO] 2021-02-07 00:10:50 > Step: 165200 Progress: 82.6% Elapsed: 1 day, 22:51:36 temperature: no ada_p: No Discriminator_loss: 0.206302 Generator_loss: 2.03742
[INFO] 2021-02-07 00:11:54 > Step: 165300 Progress: 82.7% Elapsed: 1 day, 22:52:40 temperature: no ada_p: No Discriminator_loss: 0.333244 Generator_loss: 2.13356
[INFO] 2021-02-07 00:12:58 > Step: 165400 Progress: 82.7% Elapsed: 1 day, 22:53:44 temperature: no ada_p: No Discriminator_loss: 0.226422 Generator_loss: 1.83943
[INFO] 2021-02-07 00:14:02 > Step: 165500 Progress: 82.8% Elapsed: 1 day, 22:54:48 temperature: no ada_p: No Discriminator_loss: 0.257273 Generator_loss: 1.77601
[INFO] 2021-02-07 00:15:06 > Step: 165600 Progress: 82.8% Elapsed: 1 day, 22:55:52 temperature: no ada_p: No Discriminator_loss: 0.257593 Generator_loss: 2.4873
[INFO] 2021-02-07 00:16:10 > Step: 165700 Progress: 82.8% Elapsed: 1 day, 22:56:56 temperature: no ada_p: No Discriminator_loss: 0.409155 Generator_loss: 1.31362
[INFO] 2021-02-07 00:17:14 > Step: 165800 Progress: 82.9% Elapsed: 1 day, 22:58:00 temperature: no ada_p: No Discriminator_loss: 0.413318 Generator_loss: 1.40363
[INFO] 2021-02-07 00:18:18 > Step: 165900 Progress: 83.0% Elapsed: 1 day, 22:59:04 temperature: no ada_p: No Discriminator_loss: 0.261599 Generator_loss: 1.89795
[INFO] 2021-02-07 00:19:22 > Step: 166000 Progress: 83.0% Elapsed: 1 day, 23:00:09 temperature: no ada_p: No Discriminator_loss: 0.265933 Generator_loss: 2.03365
[INFO] 2021-02-07 00:19:22 > Start Evaluation (166000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 00:19:22 > Calculating FID Score....
[INFO] 2021-02-07 00:20:21 > Calculating Inception Score....
[INFO] 2021-02-07 00:20:44 > Calculate F_beta Score....
[INFO] 2021-02-07 00:27:47 > Calculate Accuracies....
[INFO] 2021-02-07 00:28:10 > Calculate Accuracies....
[INFO] 2021-02-07 00:31:46 > F_8 score (Step: 166000, Using valid images): 0.8047677534421719
[INFO] 2021-02-07 00:31:46 > F_1/8 score (Step: 166000, Using valid images): 0.8898771403582701
[INFO] 2021-02-07 00:31:46 > FID score (Step: 166000, Using valid moments): 41.598232198428946
[INFO] 2021-02-07 00:31:46 > Inception score (Step: 166000, 50000 generated images): 20.39944076538086
[INFO] 2021-02-07 00:31:46 > Best FID score (Step: 164000, Using valid moments): 41.23462164697054
[INFO] 2021-02-07 00:31:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 00:33:00 > Step: 166100 Progress: 83.0% Elapsed: 1 day, 23:13:46 temperature: no ada_p: No Discriminator_loss: 0.205805 Generator_loss: 1.66188
[INFO] 2021-02-07 00:34:04 > Step: 166200 Progress: 83.1% Elapsed: 1 day, 23:14:50 temperature: no ada_p: No Discriminator_loss: 0.256412 Generator_loss: 1.42121
[INFO] 2021-02-07 00:35:08 > Step: 166300 Progress: 83.2% Elapsed: 1 day, 23:15:54 temperature: no ada_p: No Discriminator_loss: 0.422155 Generator_loss: 1.54208
[INFO] 2021-02-07 00:36:12 > Step: 166400 Progress: 83.2% Elapsed: 1 day, 23:16:58 temperature: no ada_p: No Discriminator_loss: 0.317806 Generator_loss: 1.85508
[INFO] 2021-02-07 00:37:16 > Step: 166500 Progress: 83.2% Elapsed: 1 day, 23:18:02 temperature: no ada_p: No Discriminator_loss: 0.256072 Generator_loss: 1.96932
[INFO] 2021-02-07 00:38:20 > Step: 166600 Progress: 83.3% Elapsed: 1 day, 23:19:06 temperature: no ada_p: No Discriminator_loss: 0.318279 Generator_loss: 1.54597
[INFO] 2021-02-07 00:39:24 > Step: 166700 Progress: 83.4% Elapsed: 1 day, 23:20:10 temperature: no ada_p: No Discriminator_loss: 0.416866 Generator_loss: 1.476
[INFO] 2021-02-07 00:40:28 > Step: 166800 Progress: 83.4% Elapsed: 1 day, 23:21:15 temperature: no ada_p: No Discriminator_loss: 0.248622 Generator_loss: 1.69416
[INFO] 2021-02-07 00:41:33 > Step: 166900 Progress: 83.5% Elapsed: 1 day, 23:22:19 temperature: no ada_p: No Discriminator_loss: 0.236371 Generator_loss: 1.95102
[INFO] 2021-02-07 00:42:37 > Step: 167000 Progress: 83.5% Elapsed: 1 day, 23:23:23 temperature: no ada_p: No Discriminator_loss: 0.286471 Generator_loss: 1.57341
[INFO] 2021-02-07 00:43:41 > Step: 167100 Progress: 83.5% Elapsed: 1 day, 23:24:27 temperature: no ada_p: No Discriminator_loss: 0.263729 Generator_loss: 1.46374
[INFO] 2021-02-07 00:44:45 > Step: 167200 Progress: 83.6% Elapsed: 1 day, 23:25:31 temperature: no ada_p: No Discriminator_loss: 0.264432 Generator_loss: 2.0105
[INFO] 2021-02-07 00:46:07 > Step: 167300 Progress: 83.7% Elapsed: 1 day, 23:26:54 temperature: no ada_p: No Discriminator_loss: 0.35043 Generator_loss: 2.42152
[INFO] 2021-02-07 00:47:12 > Step: 167400 Progress: 83.7% Elapsed: 1 day, 23:27:58 temperature: no ada_p: No Discriminator_loss: 0.239127 Generator_loss: 2.03139
[INFO] 2021-02-07 00:48:16 > Step: 167500 Progress: 83.8% Elapsed: 1 day, 23:29:02 temperature: no ada_p: No Discriminator_loss: 0.386276 Generator_loss: 1.37907
[INFO] 2021-02-07 00:49:21 > Step: 167600 Progress: 83.8% Elapsed: 1 day, 23:30:07 temperature: no ada_p: No Discriminator_loss: 0.351167 Generator_loss: 1.72401
[INFO] 2021-02-07 00:50:27 > Step: 167700 Progress: 83.9% Elapsed: 1 day, 23:31:13 temperature: no ada_p: No Discriminator_loss: 0.471002 Generator_loss: 0.914771
[INFO] 2021-02-07 00:51:32 > Step: 167800 Progress: 83.9% Elapsed: 1 day, 23:32:18 temperature: no ada_p: No Discriminator_loss: 0.315397 Generator_loss: 1.5298
[INFO] 2021-02-07 00:52:36 > Step: 167900 Progress: 84.0% Elapsed: 1 day, 23:33:22 temperature: no ada_p: No Discriminator_loss: 0.309228 Generator_loss: 1.52893
[INFO] 2021-02-07 00:53:41 > Step: 168000 Progress: 84.0% Elapsed: 1 day, 23:34:27 temperature: no ada_p: No Discriminator_loss: 0.249141 Generator_loss: 2.16461
[INFO] 2021-02-07 00:53:41 > Start Evaluation (168000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 00:53:41 > Calculating FID Score....
[INFO] 2021-02-07 00:54:21 > Calculating Inception Score....
[INFO] 2021-02-07 00:54:44 > Calculate F_beta Score....
[INFO] 2021-02-07 01:01:46 > Calculate Accuracies....
[INFO] 2021-02-07 01:02:09 > Calculate Accuracies....
[INFO] 2021-02-07 01:05:44 > F_8 score (Step: 168000, Using valid images): 0.8188715869451685
[INFO] 2021-02-07 01:05:44 > F_1/8 score (Step: 168000, Using valid images): 0.8749795669133992
[INFO] 2021-02-07 01:05:44 > FID score (Step: 168000, Using valid moments): 41.62463476757779
[INFO] 2021-02-07 01:05:44 > Inception score (Step: 168000, 50000 generated images): 20.229970932006836
[INFO] 2021-02-07 01:05:44 > Best FID score (Step: 164000, Using valid moments): 41.23462164697054
[INFO] 2021-02-07 01:05:54 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 01:06:58 > Step: 168100 Progress: 84.0% Elapsed: 1 day, 23:47:45 temperature: no ada_p: No Discriminator_loss: 0.392976 Generator_loss: 1.45319
[INFO] 2021-02-07 01:08:03 > Step: 168200 Progress: 84.1% Elapsed: 1 day, 23:48:49 temperature: no ada_p: No Discriminator_loss: 0.409268 Generator_loss: 1.43719
[INFO] 2021-02-07 01:09:07 > Step: 168300 Progress: 84.2% Elapsed: 1 day, 23:49:53 temperature: no ada_p: No Discriminator_loss: 0.275941 Generator_loss: 1.9159
[INFO] 2021-02-07 01:10:11 > Step: 168400 Progress: 84.2% Elapsed: 1 day, 23:50:57 temperature: no ada_p: No Discriminator_loss: 0.252961 Generator_loss: 2.33015
[INFO] 2021-02-07 01:11:15 > Step: 168500 Progress: 84.2% Elapsed: 1 day, 23:52:01 temperature: no ada_p: No Discriminator_loss: 0.362903 Generator_loss: 2.16236
[INFO] 2021-02-07 01:12:19 > Step: 168600 Progress: 84.3% Elapsed: 1 day, 23:53:05 temperature: no ada_p: No Discriminator_loss: 0.278465 Generator_loss: 1.65409
[INFO] 2021-02-07 01:13:23 > Step: 168700 Progress: 84.4% Elapsed: 1 day, 23:54:09 temperature: no ada_p: No Discriminator_loss: 0.410305 Generator_loss: 1.20422
[INFO] 2021-02-07 01:14:27 > Step: 168800 Progress: 84.4% Elapsed: 1 day, 23:55:13 temperature: no ada_p: No Discriminator_loss: 0.476187 Generator_loss: 0.919144
[INFO] 2021-02-07 01:15:31 > Step: 168900 Progress: 84.5% Elapsed: 1 day, 23:56:17 temperature: no ada_p: No Discriminator_loss: 0.258853 Generator_loss: 1.94498
[INFO] 2021-02-07 01:16:35 > Step: 169000 Progress: 84.5% Elapsed: 1 day, 23:57:21 temperature: no ada_p: No Discriminator_loss: 0.402678 Generator_loss: 1.53048
[INFO] 2021-02-07 01:17:39 > Step: 169100 Progress: 84.5% Elapsed: 1 day, 23:58:25 temperature: no ada_p: No Discriminator_loss: 0.319009 Generator_loss: 1.35153
[INFO] 2021-02-07 01:18:43 > Step: 169200 Progress: 84.6% Elapsed: 1 day, 23:59:29 temperature: no ada_p: No Discriminator_loss: 0.378949 Generator_loss: 1.32106
[INFO] 2021-02-07 01:19:47 > Step: 169300 Progress: 84.7% Elapsed: 2 days, 0:00:33 temperature: no ada_p: No Discriminator_loss: 0.384819 Generator_loss: 2.50669
[INFO] 2021-02-07 01:21:10 > Step: 169400 Progress: 84.7% Elapsed: 2 days, 0:01:57 temperature: no ada_p: No Discriminator_loss: 0.272845 Generator_loss: 2.02361
[INFO] 2021-02-07 01:22:15 > Step: 169500 Progress: 84.8% Elapsed: 2 days, 0:03:01 temperature: no ada_p: No Discriminator_loss: 0.218317 Generator_loss: 1.98143
[INFO] 2021-02-07 01:23:20 > Step: 169600 Progress: 84.8% Elapsed: 2 days, 0:04:06 temperature: no ada_p: No Discriminator_loss: 0.355357 Generator_loss: 1.33078
[INFO] 2021-02-07 01:24:25 > Step: 169700 Progress: 84.9% Elapsed: 2 days, 0:05:11 temperature: no ada_p: No Discriminator_loss: 0.527608 Generator_loss: 1.21218
[INFO] 2021-02-07 01:25:29 > Step: 169800 Progress: 84.9% Elapsed: 2 days, 0:06:15 temperature: no ada_p: No Discriminator_loss: 0.237356 Generator_loss: 1.86279
[INFO] 2021-02-07 01:26:34 > Step: 169900 Progress: 85.0% Elapsed: 2 days, 0:07:20 temperature: no ada_p: No Discriminator_loss: 0.627492 Generator_loss: 1.03178
[INFO] 2021-02-07 01:27:38 > Step: 170000 Progress: 85.0% Elapsed: 2 days, 0:08:24 temperature: no ada_p: No Discriminator_loss: 0.259944 Generator_loss: 2.38865
[INFO] 2021-02-07 01:27:38 > Start Evaluation (170000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 01:27:38 > Calculating FID Score....
[INFO] 2021-02-07 01:28:20 > Calculating Inception Score....
[INFO] 2021-02-07 01:28:44 > Calculate F_beta Score....
[INFO] 2021-02-07 01:35:47 > Calculate Accuracies....
[INFO] 2021-02-07 01:36:10 > Calculate Accuracies....
[INFO] 2021-02-07 01:39:45 > F_8 score (Step: 170000, Using valid images): 0.8071332228757035
[INFO] 2021-02-07 01:39:45 > F_1/8 score (Step: 170000, Using valid images): 0.8952616396194326
[INFO] 2021-02-07 01:39:45 > FID score (Step: 170000, Using valid moments): 41.165092038176226
[INFO] 2021-02-07 01:39:45 > Inception score (Step: 170000, 50000 generated images): 20.554025650024414
[INFO] 2021-02-07 01:39:45 > Best FID score (Step: 170000, Using valid moments): 41.165092038176226
[INFO] 2021-02-07 01:40:05 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 01:41:10 > Step: 170100 Progress: 85.0% Elapsed: 2 days, 0:21:56 temperature: no ada_p: No Discriminator_loss: 0.230433 Generator_loss: 1.70382
[INFO] 2021-02-07 01:42:16 > Step: 170200 Progress: 85.1% Elapsed: 2 days, 0:23:02 temperature: no ada_p: No Discriminator_loss: 0.380334 Generator_loss: 1.31047
[INFO] 2021-02-07 01:43:20 > Step: 170300 Progress: 85.2% Elapsed: 2 days, 0:24:06 temperature: no ada_p: No Discriminator_loss: 0.352843 Generator_loss: 1.45261
[INFO] 2021-02-07 01:44:24 > Step: 170400 Progress: 85.2% Elapsed: 2 days, 0:25:10 temperature: no ada_p: No Discriminator_loss: 0.231767 Generator_loss: 1.94709
[INFO] 2021-02-07 01:45:28 > Step: 170500 Progress: 85.2% Elapsed: 2 days, 0:26:14 temperature: no ada_p: No Discriminator_loss: 0.254668 Generator_loss: 1.87575
[INFO] 2021-02-07 01:46:32 > Step: 170600 Progress: 85.3% Elapsed: 2 days, 0:27:18 temperature: no ada_p: No Discriminator_loss: 0.414555 Generator_loss: 1.4269
[INFO] 2021-02-07 01:47:36 > Step: 170700 Progress: 85.4% Elapsed: 2 days, 0:28:22 temperature: no ada_p: No Discriminator_loss: 0.33382 Generator_loss: 1.54789
[INFO] 2021-02-07 01:48:40 > Step: 170800 Progress: 85.4% Elapsed: 2 days, 0:29:26 temperature: no ada_p: No Discriminator_loss: 0.276256 Generator_loss: 1.67914
[INFO] 2021-02-07 01:50:03 > Step: 170900 Progress: 85.5% Elapsed: 2 days, 0:30:49 temperature: no ada_p: No Discriminator_loss: 0.38658 Generator_loss: 2.6878
[INFO] 2021-02-07 01:51:07 > Step: 171000 Progress: 85.5% Elapsed: 2 days, 0:31:53 temperature: no ada_p: No Discriminator_loss: 0.33231 Generator_loss: 1.61573
[INFO] 2021-02-07 01:52:12 > Step: 171100 Progress: 85.5% Elapsed: 2 days, 0:32:58 temperature: no ada_p: No Discriminator_loss: 0.276313 Generator_loss: 1.79592
[INFO] 2021-02-07 01:53:17 > Step: 171200 Progress: 85.6% Elapsed: 2 days, 0:34:03 temperature: no ada_p: No Discriminator_loss: 0.209733 Generator_loss: 1.83768
[INFO] 2021-02-07 01:54:21 > Step: 171300 Progress: 85.7% Elapsed: 2 days, 0:35:08 temperature: no ada_p: No Discriminator_loss: 0.275652 Generator_loss: 2.19979
[INFO] 2021-02-07 01:55:26 > Step: 171400 Progress: 85.7% Elapsed: 2 days, 0:36:12 temperature: no ada_p: No Discriminator_loss: 0.40706 Generator_loss: 1.42314
[INFO] 2021-02-07 01:56:31 > Step: 171500 Progress: 85.8% Elapsed: 2 days, 0:37:17 temperature: no ada_p: No Discriminator_loss: 0.290285 Generator_loss: 2.54545
[INFO] 2021-02-07 01:57:35 > Step: 171600 Progress: 85.8% Elapsed: 2 days, 0:38:21 temperature: no ada_p: No Discriminator_loss: 0.242462 Generator_loss: 2.22724
[INFO] 2021-02-07 01:58:40 > Step: 171700 Progress: 85.9% Elapsed: 2 days, 0:39:26 temperature: no ada_p: No Discriminator_loss: 0.339523 Generator_loss: 1.54549
[INFO] 2021-02-07 01:59:44 > Step: 171800 Progress: 85.9% Elapsed: 2 days, 0:40:31 temperature: no ada_p: No Discriminator_loss: 0.292899 Generator_loss: 1.64038
[INFO] 2021-02-07 02:00:49 > Step: 171900 Progress: 86.0% Elapsed: 2 days, 0:41:35 temperature: no ada_p: No Discriminator_loss: 0.230422 Generator_loss: 1.99287
[INFO] 2021-02-07 02:01:54 > Step: 172000 Progress: 86.0% Elapsed: 2 days, 0:42:40 temperature: no ada_p: No Discriminator_loss: 0.30592 Generator_loss: 0.979557
[INFO] 2021-02-07 02:01:54 > Start Evaluation (172000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 02:01:54 > Calculating FID Score....
[INFO] 2021-02-07 02:02:35 > Calculating Inception Score....
[INFO] 2021-02-07 02:02:58 > Calculate F_beta Score....
[INFO] 2021-02-07 02:09:54 > Calculate Accuracies....
[INFO] 2021-02-07 02:10:17 > Calculate Accuracies....
[INFO] 2021-02-07 02:13:52 > F_8 score (Step: 172000, Using valid images): 0.8159156583321088
[INFO] 2021-02-07 02:13:52 > F_1/8 score (Step: 172000, Using valid images): 0.8826201749382173
[INFO] 2021-02-07 02:13:52 > FID score (Step: 172000, Using valid moments): 41.10632441901481
[INFO] 2021-02-07 02:13:52 > Inception score (Step: 172000, 50000 generated images): 20.98674774169922
[INFO] 2021-02-07 02:13:52 > Best FID score (Step: 172000, Using valid moments): 41.10632441901481
[INFO] 2021-02-07 02:14:14 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 02:15:18 > Step: 172100 Progress: 86.1% Elapsed: 2 days, 0:56:04 temperature: no ada_p: No Discriminator_loss: 0.376353 Generator_loss: 1.08731
[INFO] 2021-02-07 02:16:41 > Step: 172200 Progress: 86.1% Elapsed: 2 days, 0:57:27 temperature: no ada_p: No Discriminator_loss: 0.299382 Generator_loss: 1.31113
[INFO] 2021-02-07 02:17:46 > Step: 172300 Progress: 86.2% Elapsed: 2 days, 0:58:32 temperature: no ada_p: No Discriminator_loss: 0.302814 Generator_loss: 1.67013
[INFO] 2021-02-07 02:18:50 > Step: 172400 Progress: 86.2% Elapsed: 2 days, 0:59:36 temperature: no ada_p: No Discriminator_loss: 0.253124 Generator_loss: 2.0862
[INFO] 2021-02-07 02:19:55 > Step: 172500 Progress: 86.2% Elapsed: 2 days, 1:00:41 temperature: no ada_p: No Discriminator_loss: 0.239155 Generator_loss: 2.01088
[INFO] 2021-02-07 02:20:59 > Step: 172600 Progress: 86.3% Elapsed: 2 days, 1:01:45 temperature: no ada_p: No Discriminator_loss: 0.276191 Generator_loss: 1.94167
[INFO] 2021-02-07 02:22:05 > Step: 172700 Progress: 86.4% Elapsed: 2 days, 1:02:52 temperature: no ada_p: No Discriminator_loss: 0.379886 Generator_loss: 1.54771
[INFO] 2021-02-07 02:23:10 > Step: 172800 Progress: 86.4% Elapsed: 2 days, 1:03:56 temperature: no ada_p: No Discriminator_loss: 0.213302 Generator_loss: 2.22784
[INFO] 2021-02-07 02:24:15 > Step: 172900 Progress: 86.5% Elapsed: 2 days, 1:05:01 temperature: no ada_p: No Discriminator_loss: 0.28759 Generator_loss: 2.3156
[INFO] 2021-02-07 02:25:19 > Step: 173000 Progress: 86.5% Elapsed: 2 days, 1:06:05 temperature: no ada_p: No Discriminator_loss: 0.203054 Generator_loss: 1.75891
[INFO] 2021-02-07 02:26:24 > Step: 173100 Progress: 86.6% Elapsed: 2 days, 1:07:10 temperature: no ada_p: No Discriminator_loss: 0.245729 Generator_loss: 2.09016
[INFO] 2021-02-07 02:27:29 > Step: 173200 Progress: 86.6% Elapsed: 2 days, 1:08:15 temperature: no ada_p: No Discriminator_loss: 0.258821 Generator_loss: 1.79275
[INFO] 2021-02-07 02:28:33 > Step: 173300 Progress: 86.7% Elapsed: 2 days, 1:09:19 temperature: no ada_p: No Discriminator_loss: 0.290731 Generator_loss: 1.72284
[INFO] 2021-02-07 02:29:38 > Step: 173400 Progress: 86.7% Elapsed: 2 days, 1:10:24 temperature: no ada_p: No Discriminator_loss: 0.238784 Generator_loss: 2.09344
[INFO] 2021-02-07 02:30:42 > Step: 173500 Progress: 86.8% Elapsed: 2 days, 1:11:28 temperature: no ada_p: No Discriminator_loss: 0.440334 Generator_loss: 1.26664
[INFO] 2021-02-07 02:31:47 > Step: 173600 Progress: 86.8% Elapsed: 2 days, 1:12:33 temperature: no ada_p: No Discriminator_loss: 0.571068 Generator_loss: 2.41104
[INFO] 2021-02-07 02:32:51 > Step: 173700 Progress: 86.9% Elapsed: 2 days, 1:13:38 temperature: no ada_p: No Discriminator_loss: 0.351992 Generator_loss: 1.56338
[INFO] 2021-02-07 02:33:56 > Step: 173800 Progress: 86.9% Elapsed: 2 days, 1:14:42 temperature: no ada_p: No Discriminator_loss: 0.312771 Generator_loss: 1.45343
[INFO] 2021-02-07 02:35:01 > Step: 173900 Progress: 87.0% Elapsed: 2 days, 1:15:47 temperature: no ada_p: No Discriminator_loss: 0.33904 Generator_loss: 1.43439
[INFO] 2021-02-07 02:36:05 > Step: 174000 Progress: 87.0% Elapsed: 2 days, 1:16:52 temperature: no ada_p: No Discriminator_loss: 0.470157 Generator_loss: 2.06216
[INFO] 2021-02-07 02:36:05 > Start Evaluation (174000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 02:36:05 > Calculating FID Score....
[INFO] 2021-02-07 02:36:46 > Calculating Inception Score....
[INFO] 2021-02-07 02:37:09 > Calculate F_beta Score....
[INFO] 2021-02-07 02:44:07 > Calculate Accuracies....
[INFO] 2021-02-07 02:44:30 > Calculate Accuracies....
[INFO] 2021-02-07 02:48:05 > F_8 score (Step: 174000, Using valid images): 0.820855874942404
[INFO] 2021-02-07 02:48:05 > F_1/8 score (Step: 174000, Using valid images): 0.8799750450336481
[INFO] 2021-02-07 02:48:05 > FID score (Step: 174000, Using valid moments): 41.58327990515505
[INFO] 2021-02-07 02:48:05 > Inception score (Step: 174000, 50000 generated images): 20.577442169189453
[INFO] 2021-02-07 02:48:05 > Best FID score (Step: 172000, Using valid moments): 41.10632441901481
[INFO] 2021-02-07 02:48:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 02:49:22 > Step: 174100 Progress: 87.1% Elapsed: 2 days, 1:30:08 temperature: no ada_p: No Discriminator_loss: 0.384805 Generator_loss: 1.5086
[INFO] 2021-02-07 02:50:26 > Step: 174200 Progress: 87.1% Elapsed: 2 days, 1:31:12 temperature: no ada_p: No Discriminator_loss: 0.220068 Generator_loss: 2.02674
[INFO] 2021-02-07 02:51:30 > Step: 174300 Progress: 87.2% Elapsed: 2 days, 1:32:16 temperature: no ada_p: No Discriminator_loss: 0.168025 Generator_loss: 1.73549
[INFO] 2021-02-07 02:52:34 > Step: 174400 Progress: 87.2% Elapsed: 2 days, 1:33:20 temperature: no ada_p: No Discriminator_loss: 0.295666 Generator_loss: 1.64728
[INFO] 2021-02-07 02:54:06 > Step: 174500 Progress: 87.2% Elapsed: 2 days, 1:34:52 temperature: no ada_p: No Discriminator_loss: 0.436753 Generator_loss: 2.53344
[INFO] 2021-02-07 02:55:10 > Step: 174600 Progress: 87.3% Elapsed: 2 days, 1:35:57 temperature: no ada_p: No Discriminator_loss: 0.295583 Generator_loss: 1.84909
[INFO] 2021-02-07 02:56:15 > Step: 174700 Progress: 87.4% Elapsed: 2 days, 1:37:02 temperature: no ada_p: No Discriminator_loss: 0.372599 Generator_loss: 1.21206
[INFO] 2021-02-07 02:57:20 > Step: 174800 Progress: 87.4% Elapsed: 2 days, 1:38:06 temperature: no ada_p: No Discriminator_loss: 0.236925 Generator_loss: 2.29445
[INFO] 2021-02-07 02:58:25 > Step: 174900 Progress: 87.5% Elapsed: 2 days, 1:39:11 temperature: no ada_p: No Discriminator_loss: 0.506297 Generator_loss: 1.29758
[INFO] 2021-02-07 02:59:30 > Step: 175000 Progress: 87.5% Elapsed: 2 days, 1:40:16 temperature: no ada_p: No Discriminator_loss: 0.283565 Generator_loss: 1.53618
[INFO] 2021-02-07 03:00:35 > Step: 175100 Progress: 87.5% Elapsed: 2 days, 1:41:21 temperature: no ada_p: No Discriminator_loss: 0.225037 Generator_loss: 1.67834
[INFO] 2021-02-07 03:01:41 > Step: 175200 Progress: 87.6% Elapsed: 2 days, 1:42:27 temperature: no ada_p: No Discriminator_loss: 0.297319 Generator_loss: 1.74692
[INFO] 2021-02-07 03:02:46 > Step: 175300 Progress: 87.6% Elapsed: 2 days, 1:43:32 temperature: no ada_p: No Discriminator_loss: 0.278993 Generator_loss: 2.13413
[INFO] 2021-02-07 03:03:51 > Step: 175400 Progress: 87.7% Elapsed: 2 days, 1:44:37 temperature: no ada_p: No Discriminator_loss: 0.590692 Generator_loss: 0.978665
[INFO] 2021-02-07 03:04:55 > Step: 175500 Progress: 87.8% Elapsed: 2 days, 1:45:41 temperature: no ada_p: No Discriminator_loss: 0.584515 Generator_loss: 1.07248
[INFO] 2021-02-07 03:06:00 > Step: 175600 Progress: 87.8% Elapsed: 2 days, 1:46:46 temperature: no ada_p: No Discriminator_loss: 0.25165 Generator_loss: 2.46757
[INFO] 2021-02-07 03:07:04 > Step: 175700 Progress: 87.8% Elapsed: 2 days, 1:47:51 temperature: no ada_p: No Discriminator_loss: 0.281222 Generator_loss: 1.77858
[INFO] 2021-02-07 03:08:09 > Step: 175800 Progress: 87.9% Elapsed: 2 days, 1:48:55 temperature: no ada_p: No Discriminator_loss: 0.229133 Generator_loss: 1.63444
[INFO] 2021-02-07 03:09:14 > Step: 175900 Progress: 87.9% Elapsed: 2 days, 1:50:00 temperature: no ada_p: No Discriminator_loss: 0.329531 Generator_loss: 1.78399
[INFO] 2021-02-07 03:10:18 > Step: 176000 Progress: 88.0% Elapsed: 2 days, 1:51:05 temperature: no ada_p: No Discriminator_loss: 0.25169 Generator_loss: 2.18957
[INFO] 2021-02-07 03:10:18 > Start Evaluation (176000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 03:10:18 > Calculating FID Score....
[INFO] 2021-02-07 03:11:02 > Calculating Inception Score....
[INFO] 2021-02-07 03:11:25 > Calculate F_beta Score....
[INFO] 2021-02-07 03:18:26 > Calculate Accuracies....
[INFO] 2021-02-07 03:18:50 > Calculate Accuracies....
[INFO] 2021-02-07 03:22:26 > F_8 score (Step: 176000, Using valid images): 0.8241070554376408
[INFO] 2021-02-07 03:22:26 > F_1/8 score (Step: 176000, Using valid images): 0.8910545935377329
[INFO] 2021-02-07 03:22:26 > FID score (Step: 176000, Using valid moments): 40.34020199659392
[INFO] 2021-02-07 03:22:26 > Inception score (Step: 176000, 50000 generated images): 20.746755599975586
[INFO] 2021-02-07 03:22:26 > Best FID score (Step: 176000, Using valid moments): 40.34020199659392
[INFO] 2021-02-07 03:22:46 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 03:24:11 > Step: 176100 Progress: 88.0% Elapsed: 2 days, 2:04:57 temperature: no ada_p: No Discriminator_loss: 0.371134 Generator_loss: 1.2863
[INFO] 2021-02-07 03:25:16 > Step: 176200 Progress: 88.1% Elapsed: 2 days, 2:06:02 temperature: no ada_p: No Discriminator_loss: 0.276281 Generator_loss: 1.65467
[INFO] 2021-02-07 03:26:21 > Step: 176300 Progress: 88.1% Elapsed: 2 days, 2:07:07 temperature: no ada_p: No Discriminator_loss: 0.262642 Generator_loss: 1.90221
[INFO] 2021-02-07 03:27:25 > Step: 176400 Progress: 88.2% Elapsed: 2 days, 2:08:12 temperature: no ada_p: No Discriminator_loss: 0.276565 Generator_loss: 2.01314
[INFO] 2021-02-07 03:28:30 > Step: 176500 Progress: 88.2% Elapsed: 2 days, 2:09:16 temperature: no ada_p: No Discriminator_loss: 0.393756 Generator_loss: 1.49926
[INFO] 2021-02-07 03:29:35 > Step: 176600 Progress: 88.3% Elapsed: 2 days, 2:10:21 temperature: no ada_p: No Discriminator_loss: 0.402616 Generator_loss: 1.28503
[INFO] 2021-02-07 03:30:40 > Step: 176700 Progress: 88.3% Elapsed: 2 days, 2:11:26 temperature: no ada_p: No Discriminator_loss: 0.409099 Generator_loss: 1.48379
[INFO] 2021-02-07 03:31:45 > Step: 176800 Progress: 88.4% Elapsed: 2 days, 2:12:31 temperature: no ada_p: No Discriminator_loss: 0.321648 Generator_loss: 1.65716
[INFO] 2021-02-07 03:32:49 > Step: 176900 Progress: 88.4% Elapsed: 2 days, 2:13:35 temperature: no ada_p: No Discriminator_loss: 0.210777 Generator_loss: 1.60036
[INFO] 2021-02-07 03:33:54 > Step: 177000 Progress: 88.5% Elapsed: 2 days, 2:14:40 temperature: no ada_p: No Discriminator_loss: 0.402969 Generator_loss: 1.39076
[INFO] 2021-02-07 03:34:59 > Step: 177100 Progress: 88.5% Elapsed: 2 days, 2:15:45 temperature: no ada_p: No Discriminator_loss: 0.240794 Generator_loss: 1.54086
[INFO] 2021-02-07 03:36:04 > Step: 177200 Progress: 88.6% Elapsed: 2 days, 2:16:50 temperature: no ada_p: No Discriminator_loss: 0.24061 Generator_loss: 1.66527
[INFO] 2021-02-07 03:37:08 > Step: 177300 Progress: 88.6% Elapsed: 2 days, 2:17:54 temperature: no ada_p: No Discriminator_loss: 0.883186 Generator_loss: -0.0578932
[INFO] 2021-02-07 03:38:13 > Step: 177400 Progress: 88.7% Elapsed: 2 days, 2:18:59 temperature: no ada_p: No Discriminator_loss: 0.240361 Generator_loss: 2.18422
[INFO] 2021-02-07 03:39:18 > Step: 177500 Progress: 88.8% Elapsed: 2 days, 2:20:04 temperature: no ada_p: No Discriminator_loss: 0.224731 Generator_loss: 1.53665
[INFO] 2021-02-07 03:40:22 > Step: 177600 Progress: 88.8% Elapsed: 2 days, 2:21:09 temperature: no ada_p: No Discriminator_loss: 0.318243 Generator_loss: 1.44839
[INFO] 2021-02-07 03:41:29 > Step: 177700 Progress: 88.8% Elapsed: 2 days, 2:22:15 temperature: no ada_p: No Discriminator_loss: 0.35014 Generator_loss: 1.26869
[INFO] 2021-02-07 03:42:34 > Step: 177800 Progress: 88.9% Elapsed: 2 days, 2:23:20 temperature: no ada_p: No Discriminator_loss: 0.45463 Generator_loss: 1.12496
[INFO] 2021-02-07 03:43:39 > Step: 177900 Progress: 88.9% Elapsed: 2 days, 2:24:25 temperature: no ada_p: No Discriminator_loss: 0.276061 Generator_loss: 1.49503
[INFO] 2021-02-07 03:44:43 > Step: 178000 Progress: 89.0% Elapsed: 2 days, 2:25:29 temperature: no ada_p: No Discriminator_loss: 0.272489 Generator_loss: 1.604
[INFO] 2021-02-07 03:44:43 > Start Evaluation (178000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 03:44:43 > Calculating FID Score....
[INFO] 2021-02-07 03:45:26 > Calculating Inception Score....
[INFO] 2021-02-07 03:45:50 > Calculate F_beta Score....
[INFO] 2021-02-07 03:52:54 > Calculate Accuracies....
[INFO] 2021-02-07 03:53:17 > Calculate Accuracies....
[INFO] 2021-02-07 03:56:53 > F_8 score (Step: 178000, Using valid images): 0.8290400436571055
[INFO] 2021-02-07 03:56:53 > F_1/8 score (Step: 178000, Using valid images): 0.9015957438965381
[INFO] 2021-02-07 03:56:53 > FID score (Step: 178000, Using valid moments): 39.540956340191826
[INFO] 2021-02-07 03:56:53 > Inception score (Step: 178000, 50000 generated images): 21.276752471923828
[INFO] 2021-02-07 03:56:53 > Best FID score (Step: 178000, Using valid moments): 39.540956340191826
[INFO] 2021-02-07 03:57:13 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 03:58:17 > Step: 178100 Progress: 89.0% Elapsed: 2 days, 2:39:04 temperature: no ada_p: No Discriminator_loss: 0.226584 Generator_loss: 1.79339
[INFO] 2021-02-07 03:59:22 > Step: 178200 Progress: 89.1% Elapsed: 2 days, 2:40:08 temperature: no ada_p: No Discriminator_loss: 0.256934 Generator_loss: 1.78921
[INFO] 2021-02-07 04:00:26 > Step: 178300 Progress: 89.1% Elapsed: 2 days, 2:41:12 temperature: no ada_p: No Discriminator_loss: 0.474737 Generator_loss: 2.38408
[INFO] 2021-02-07 04:01:30 > Step: 178400 Progress: 89.2% Elapsed: 2 days, 2:42:16 temperature: no ada_p: No Discriminator_loss: 0.290903 Generator_loss: 1.80026
[INFO] 2021-02-07 04:02:34 > Step: 178500 Progress: 89.2% Elapsed: 2 days, 2:43:21 temperature: no ada_p: No Discriminator_loss: 0.297001 Generator_loss: 1.82929
[INFO] 2021-02-07 04:03:38 > Step: 178600 Progress: 89.3% Elapsed: 2 days, 2:44:25 temperature: no ada_p: No Discriminator_loss: 0.311178 Generator_loss: 1.45782
[INFO] 2021-02-07 04:04:42 > Step: 178700 Progress: 89.3% Elapsed: 2 days, 2:45:29 temperature: no ada_p: No Discriminator_loss: 0.333077 Generator_loss: 1.57429
[INFO] 2021-02-07 04:05:46 > Step: 178800 Progress: 89.4% Elapsed: 2 days, 2:46:32 temperature: no ada_p: No Discriminator_loss: 0.268478 Generator_loss: 1.82125
[INFO] 2021-02-07 04:06:50 > Step: 178900 Progress: 89.5% Elapsed: 2 days, 2:47:36 temperature: no ada_p: No Discriminator_loss: 0.316314 Generator_loss: 1.55164
[INFO] 2021-02-07 04:07:54 > Step: 179000 Progress: 89.5% Elapsed: 2 days, 2:48:40 temperature: no ada_p: No Discriminator_loss: 0.412331 Generator_loss: 1.32823
[INFO] 2021-02-07 04:08:58 > Step: 179100 Progress: 89.5% Elapsed: 2 days, 2:49:44 temperature: no ada_p: No Discriminator_loss: 0.223348 Generator_loss: 2.018
[INFO] 2021-02-07 04:10:02 > Step: 179200 Progress: 89.6% Elapsed: 2 days, 2:50:48 temperature: no ada_p: No Discriminator_loss: 0.343087 Generator_loss: 1.41432
[INFO] 2021-02-07 04:11:06 > Step: 179300 Progress: 89.6% Elapsed: 2 days, 2:51:53 temperature: no ada_p: No Discriminator_loss: 0.432337 Generator_loss: 1.14579
[INFO] 2021-02-07 04:12:10 > Step: 179400 Progress: 89.7% Elapsed: 2 days, 2:52:57 temperature: no ada_p: No Discriminator_loss: 0.345901 Generator_loss: 1.45321
[INFO] 2021-02-07 04:13:14 > Step: 179500 Progress: 89.8% Elapsed: 2 days, 2:54:01 temperature: no ada_p: No Discriminator_loss: 0.425905 Generator_loss: 1.44714
[INFO] 2021-02-07 04:14:18 > Step: 179600 Progress: 89.8% Elapsed: 2 days, 2:55:05 temperature: no ada_p: No Discriminator_loss: 0.525911 Generator_loss: 1.30947
[INFO] 2021-02-07 04:15:23 > Step: 179700 Progress: 89.8% Elapsed: 2 days, 2:56:09 temperature: no ada_p: No Discriminator_loss: 0.343338 Generator_loss: 2.61106
[INFO] 2021-02-07 04:16:27 > Step: 179800 Progress: 89.9% Elapsed: 2 days, 2:57:13 temperature: no ada_p: No Discriminator_loss: 0.308106 Generator_loss: 1.38196
[INFO] 2021-02-07 04:17:52 > Step: 179900 Progress: 90.0% Elapsed: 2 days, 2:58:39 temperature: no ada_p: No Discriminator_loss: 0.255992 Generator_loss: 2.00359
[INFO] 2021-02-07 04:18:57 > Step: 180000 Progress: 90.0% Elapsed: 2 days, 2:59:43 temperature: no ada_p: No Discriminator_loss: 0.426497 Generator_loss: 2.40514
[INFO] 2021-02-07 04:18:57 > Start Evaluation (180000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 04:18:57 > Calculating FID Score....
[INFO] 2021-02-07 04:19:40 > Calculating Inception Score....
[INFO] 2021-02-07 04:20:04 > Calculate F_beta Score....
[INFO] 2021-02-07 04:27:08 > Calculate Accuracies....
[INFO] 2021-02-07 04:27:30 > Calculate Accuracies....
[INFO] 2021-02-07 04:31:05 > F_8 score (Step: 180000, Using valid images): 0.8159269081189535
[INFO] 2021-02-07 04:31:05 > F_1/8 score (Step: 180000, Using valid images): 0.8920803073634985
[INFO] 2021-02-07 04:31:05 > FID score (Step: 180000, Using valid moments): 40.28266156614569
[INFO] 2021-02-07 04:31:05 > Inception score (Step: 180000, 50000 generated images): 21.097328186035156
[INFO] 2021-02-07 04:31:05 > Best FID score (Step: 178000, Using valid moments): 39.540956340191826
[INFO] 2021-02-07 04:31:15 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 04:32:20 > Step: 180100 Progress: 90.0% Elapsed: 2 days, 3:13:06 temperature: no ada_p: No Discriminator_loss: 0.276072 Generator_loss: 1.57248
[INFO] 2021-02-07 04:33:25 > Step: 180200 Progress: 90.1% Elapsed: 2 days, 3:14:12 temperature: no ada_p: No Discriminator_loss: 0.307487 Generator_loss: 1.39421
[INFO] 2021-02-07 04:34:29 > Step: 180300 Progress: 90.1% Elapsed: 2 days, 3:15:16 temperature: no ada_p: No Discriminator_loss: 0.227108 Generator_loss: 1.8425
[INFO] 2021-02-07 04:35:34 > Step: 180400 Progress: 90.2% Elapsed: 2 days, 3:16:20 temperature: no ada_p: No Discriminator_loss: 0.377358 Generator_loss: 2.52084
[INFO] 2021-02-07 04:36:38 > Step: 180500 Progress: 90.2% Elapsed: 2 days, 3:17:24 temperature: no ada_p: No Discriminator_loss: 0.302235 Generator_loss: 2.42611
[INFO] 2021-02-07 04:38:00 > Step: 180600 Progress: 90.3% Elapsed: 2 days, 3:18:46 temperature: no ada_p: No Discriminator_loss: 0.18872 Generator_loss: 1.57956
[INFO] 2021-02-07 04:39:05 > Step: 180700 Progress: 90.3% Elapsed: 2 days, 3:19:51 temperature: no ada_p: No Discriminator_loss: 0.335117 Generator_loss: 2.63319
[INFO] 2021-02-07 04:40:09 > Step: 180800 Progress: 90.4% Elapsed: 2 days, 3:20:56 temperature: no ada_p: No Discriminator_loss: 0.269453 Generator_loss: 2.20399
[INFO] 2021-02-07 04:41:14 > Step: 180900 Progress: 90.5% Elapsed: 2 days, 3:22:00 temperature: no ada_p: No Discriminator_loss: 0.260459 Generator_loss: 2.27351
[INFO] 2021-02-07 04:42:18 > Step: 181000 Progress: 90.5% Elapsed: 2 days, 3:23:05 temperature: no ada_p: No Discriminator_loss: 0.262693 Generator_loss: 1.41546
[INFO] 2021-02-07 04:43:24 > Step: 181100 Progress: 90.5% Elapsed: 2 days, 3:24:10 temperature: no ada_p: No Discriminator_loss: 0.307353 Generator_loss: 2.11556
[INFO] 2021-02-07 04:44:28 > Step: 181200 Progress: 90.6% Elapsed: 2 days, 3:25:15 temperature: no ada_p: No Discriminator_loss: 0.247643 Generator_loss: 2.00355
[INFO] 2021-02-07 04:45:33 > Step: 181300 Progress: 90.6% Elapsed: 2 days, 3:26:19 temperature: no ada_p: No Discriminator_loss: 0.339088 Generator_loss: 2.29327
[INFO] 2021-02-07 04:46:38 > Step: 181400 Progress: 90.7% Elapsed: 2 days, 3:27:24 temperature: no ada_p: No Discriminator_loss: 0.474078 Generator_loss: 1.39266
[INFO] 2021-02-07 04:47:43 > Step: 181500 Progress: 90.8% Elapsed: 2 days, 3:28:29 temperature: no ada_p: No Discriminator_loss: 0.449866 Generator_loss: 1.45572
[INFO] 2021-02-07 04:48:47 > Step: 181600 Progress: 90.8% Elapsed: 2 days, 3:29:34 temperature: no ada_p: No Discriminator_loss: 0.248386 Generator_loss: 2.35891
[INFO] 2021-02-07 04:49:52 > Step: 181700 Progress: 90.8% Elapsed: 2 days, 3:30:38 temperature: no ada_p: No Discriminator_loss: 0.438469 Generator_loss: 1.21701
[INFO] 2021-02-07 04:50:57 > Step: 181800 Progress: 90.9% Elapsed: 2 days, 3:31:43 temperature: no ada_p: No Discriminator_loss: 0.338681 Generator_loss: 1.38979
[INFO] 2021-02-07 04:52:02 > Step: 181900 Progress: 91.0% Elapsed: 2 days, 3:32:48 temperature: no ada_p: No Discriminator_loss: 0.403748 Generator_loss: 2.14067
[INFO] 2021-02-07 04:53:07 > Step: 182000 Progress: 91.0% Elapsed: 2 days, 3:33:53 temperature: no ada_p: No Discriminator_loss: 0.27692 Generator_loss: 1.56214
[INFO] 2021-02-07 04:53:07 > Start Evaluation (182000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 04:53:07 > Calculating FID Score....
[INFO] 2021-02-07 04:53:48 > Calculating Inception Score....
[INFO] 2021-02-07 04:54:12 > Calculate F_beta Score....
[INFO] 2021-02-07 05:01:13 > Calculate Accuracies....
[INFO] 2021-02-07 05:01:35 > Calculate Accuracies....
[INFO] 2021-02-07 05:05:11 > F_8 score (Step: 182000, Using valid images): 0.8306772380354674
[INFO] 2021-02-07 05:05:11 > F_1/8 score (Step: 182000, Using valid images): 0.8892677363769572
[INFO] 2021-02-07 05:05:11 > FID score (Step: 182000, Using valid moments): 40.17863533083812
[INFO] 2021-02-07 05:05:11 > Inception score (Step: 182000, 50000 generated images): 21.76650047302246
[INFO] 2021-02-07 05:05:11 > Best FID score (Step: 178000, Using valid moments): 39.540956340191826
[INFO] 2021-02-07 05:05:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 05:06:44 > Step: 182100 Progress: 91.0% Elapsed: 2 days, 3:47:30 temperature: no ada_p: No Discriminator_loss: 0.291397 Generator_loss: 1.71313
[INFO] 2021-02-07 05:07:49 > Step: 182200 Progress: 91.1% Elapsed: 2 days, 3:48:35 temperature: no ada_p: No Discriminator_loss: 0.38406 Generator_loss: 1.49246
[INFO] 2021-02-07 05:08:54 > Step: 182300 Progress: 91.1% Elapsed: 2 days, 3:49:40 temperature: no ada_p: No Discriminator_loss: 0.25092 Generator_loss: 2.26045
[INFO] 2021-02-07 05:09:58 > Step: 182400 Progress: 91.2% Elapsed: 2 days, 3:50:44 temperature: no ada_p: No Discriminator_loss: 0.273305 Generator_loss: 1.71999
[INFO] 2021-02-07 05:11:02 > Step: 182500 Progress: 91.2% Elapsed: 2 days, 3:51:49 temperature: no ada_p: No Discriminator_loss: 0.256952 Generator_loss: 2.33326
[INFO] 2021-02-07 05:12:07 > Step: 182600 Progress: 91.3% Elapsed: 2 days, 3:52:53 temperature: no ada_p: No Discriminator_loss: 0.391985 Generator_loss: 1.66708
[INFO] 2021-02-07 05:13:13 > Step: 182700 Progress: 91.3% Elapsed: 2 days, 3:53:59 temperature: no ada_p: No Discriminator_loss: 0.279389 Generator_loss: 1.66169
[INFO] 2021-02-07 05:14:18 > Step: 182800 Progress: 91.4% Elapsed: 2 days, 3:55:04 temperature: no ada_p: No Discriminator_loss: 0.328133 Generator_loss: 1.53313
[INFO] 2021-02-07 05:15:23 > Step: 182900 Progress: 91.5% Elapsed: 2 days, 3:56:09 temperature: no ada_p: No Discriminator_loss: 0.545734 Generator_loss: 1.27914
[INFO] 2021-02-07 05:16:27 > Step: 183000 Progress: 91.5% Elapsed: 2 days, 3:57:13 temperature: no ada_p: No Discriminator_loss: 0.38948 Generator_loss: 1.39011
[INFO] 2021-02-07 05:17:32 > Step: 183100 Progress: 91.5% Elapsed: 2 days, 3:58:18 temperature: no ada_p: No Discriminator_loss: 0.223539 Generator_loss: 2.28698
[INFO] 2021-02-07 05:18:36 > Step: 183200 Progress: 91.6% Elapsed: 2 days, 3:59:22 temperature: no ada_p: No Discriminator_loss: 0.254752 Generator_loss: 2.03449
[INFO] 2021-02-07 05:19:41 > Step: 183300 Progress: 91.6% Elapsed: 2 days, 4:00:27 temperature: no ada_p: No Discriminator_loss: 0.255647 Generator_loss: 1.92968
[INFO] 2021-02-07 05:20:46 > Step: 183400 Progress: 91.7% Elapsed: 2 days, 4:01:32 temperature: no ada_p: No Discriminator_loss: 0.582425 Generator_loss: 1.29759
[INFO] 2021-02-07 05:21:50 > Step: 183500 Progress: 91.8% Elapsed: 2 days, 4:02:37 temperature: no ada_p: No Discriminator_loss: 0.50279 Generator_loss: 1.23096
[INFO] 2021-02-07 05:22:55 > Step: 183600 Progress: 91.8% Elapsed: 2 days, 4:03:41 temperature: no ada_p: No Discriminator_loss: 0.219075 Generator_loss: 1.69461
[INFO] 2021-02-07 05:24:00 > Step: 183700 Progress: 91.8% Elapsed: 2 days, 4:04:46 temperature: no ada_p: No Discriminator_loss: 0.293323 Generator_loss: 1.50145
[INFO] 2021-02-07 05:25:05 > Step: 183800 Progress: 91.9% Elapsed: 2 days, 4:05:51 temperature: no ada_p: No Discriminator_loss: 0.38788 Generator_loss: 1.20224
[INFO] 2021-02-07 05:26:10 > Step: 183900 Progress: 92.0% Elapsed: 2 days, 4:06:56 temperature: no ada_p: No Discriminator_loss: 0.380198 Generator_loss: 1.32312
[INFO] 2021-02-07 05:27:14 > Step: 184000 Progress: 92.0% Elapsed: 2 days, 4:08:01 temperature: no ada_p: No Discriminator_loss: 0.493434 Generator_loss: 1.38154
[INFO] 2021-02-07 05:27:14 > Start Evaluation (184000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 05:27:14 > Calculating FID Score....
[INFO] 2021-02-07 05:27:56 > Calculating Inception Score....
[INFO] 2021-02-07 05:28:20 > Calculate F_beta Score....
[INFO] 2021-02-07 05:35:27 > Calculate Accuracies....
[INFO] 2021-02-07 05:35:50 > Calculate Accuracies....
[INFO] 2021-02-07 05:39:26 > F_8 score (Step: 184000, Using valid images): 0.8416567730513685
[INFO] 2021-02-07 05:39:26 > F_1/8 score (Step: 184000, Using valid images): 0.9042662118818946
[INFO] 2021-02-07 05:39:26 > FID score (Step: 184000, Using valid moments): 38.980196217306116
[INFO] 2021-02-07 05:39:26 > Inception score (Step: 184000, 50000 generated images): 21.42731475830078
[INFO] 2021-02-07 05:39:26 > Best FID score (Step: 184000, Using valid moments): 38.980196217306116
[INFO] 2021-02-07 05:39:46 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 05:40:50 > Step: 184100 Progress: 92.0% Elapsed: 2 days, 4:21:36 temperature: no ada_p: No Discriminator_loss: 0.386638 Generator_loss: 1.75913
[INFO] 2021-02-07 05:41:54 > Step: 184200 Progress: 92.1% Elapsed: 2 days, 4:22:40 temperature: no ada_p: No Discriminator_loss: 0.220874 Generator_loss: 1.76939
[INFO] 2021-02-07 05:42:58 > Step: 184300 Progress: 92.2% Elapsed: 2 days, 4:23:44 temperature: no ada_p: No Discriminator_loss: 0.379391 Generator_loss: 1.44345
[INFO] 2021-02-07 05:44:02 > Step: 184400 Progress: 92.2% Elapsed: 2 days, 4:24:48 temperature: no ada_p: No Discriminator_loss: 0.225643 Generator_loss: 2.64787
[INFO] 2021-02-07 05:45:06 > Step: 184500 Progress: 92.2% Elapsed: 2 days, 4:25:52 temperature: no ada_p: No Discriminator_loss: 0.35652 Generator_loss: 2.05256
[INFO] 2021-02-07 05:46:10 > Step: 184600 Progress: 92.3% Elapsed: 2 days, 4:26:56 temperature: no ada_p: No Discriminator_loss: 0.30182 Generator_loss: 1.78467
[INFO] 2021-02-07 05:47:14 > Step: 184700 Progress: 92.3% Elapsed: 2 days, 4:28:01 temperature: no ada_p: No Discriminator_loss: 0.369984 Generator_loss: 1.41033
[INFO] 2021-02-07 05:48:19 > Step: 184800 Progress: 92.4% Elapsed: 2 days, 4:29:05 temperature: no ada_p: No Discriminator_loss: 0.205583 Generator_loss: 2.31752
[INFO] 2021-02-07 05:49:23 > Step: 184900 Progress: 92.5% Elapsed: 2 days, 4:30:09 temperature: no ada_p: No Discriminator_loss: 0.269666 Generator_loss: 2.22595
[INFO] 2021-02-07 05:50:27 > Step: 185000 Progress: 92.5% Elapsed: 2 days, 4:31:13 temperature: no ada_p: No Discriminator_loss: 0.273948 Generator_loss: 1.7268
[INFO] 2021-02-07 05:51:32 > Step: 185100 Progress: 92.5% Elapsed: 2 days, 4:32:18 temperature: no ada_p: No Discriminator_loss: 0.260603 Generator_loss: 2.3681
[INFO] 2021-02-07 05:52:38 > Step: 185200 Progress: 92.6% Elapsed: 2 days, 4:33:24 temperature: no ada_p: No Discriminator_loss: 0.229999 Generator_loss: 1.77091
[INFO] 2021-02-07 05:54:03 > Step: 185300 Progress: 92.7% Elapsed: 2 days, 4:34:49 temperature: no ada_p: No Discriminator_loss: 0.260682 Generator_loss: 1.60047
[INFO] 2021-02-07 05:55:07 > Step: 185400 Progress: 92.7% Elapsed: 2 days, 4:35:54 temperature: no ada_p: No Discriminator_loss: 0.233086 Generator_loss: 1.96344
[INFO] 2021-02-07 05:56:12 > Step: 185500 Progress: 92.8% Elapsed: 2 days, 4:36:58 temperature: no ada_p: No Discriminator_loss: 0.227643 Generator_loss: 1.87969
[INFO] 2021-02-07 05:57:17 > Step: 185600 Progress: 92.8% Elapsed: 2 days, 4:38:03 temperature: no ada_p: No Discriminator_loss: 0.468377 Generator_loss: 1.14871
[INFO] 2021-02-07 05:58:21 > Step: 185700 Progress: 92.8% Elapsed: 2 days, 4:39:08 temperature: no ada_p: No Discriminator_loss: 0.266817 Generator_loss: 1.55322
[INFO] 2021-02-07 05:59:26 > Step: 185800 Progress: 92.9% Elapsed: 2 days, 4:40:13 temperature: no ada_p: No Discriminator_loss: 0.28734 Generator_loss: 2.14429
[INFO] 2021-02-07 06:00:31 > Step: 185900 Progress: 93.0% Elapsed: 2 days, 4:41:17 temperature: no ada_p: No Discriminator_loss: 0.317139 Generator_loss: 1.38305
[INFO] 2021-02-07 06:01:36 > Step: 186000 Progress: 93.0% Elapsed: 2 days, 4:42:22 temperature: no ada_p: No Discriminator_loss: 0.376593 Generator_loss: 2.46725
[INFO] 2021-02-07 06:01:36 > Start Evaluation (186000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 06:01:36 > Calculating FID Score....
[INFO] 2021-02-07 06:02:17 > Calculating Inception Score....
[INFO] 2021-02-07 06:02:41 > Calculate F_beta Score....
[INFO] 2021-02-07 06:09:43 > Calculate Accuracies....
[INFO] 2021-02-07 06:10:06 > Calculate Accuracies....
[INFO] 2021-02-07 06:13:42 > F_8 score (Step: 186000, Using valid images): 0.8336546358604922
[INFO] 2021-02-07 06:13:42 > F_1/8 score (Step: 186000, Using valid images): 0.9036072798168433
[INFO] 2021-02-07 06:13:42 > FID score (Step: 186000, Using valid moments): 39.71071849541562
[INFO] 2021-02-07 06:13:42 > Inception score (Step: 186000, 50000 generated images): 21.41236686706543
[INFO] 2021-02-07 06:13:42 > Best FID score (Step: 184000, Using valid moments): 38.980196217306116
[INFO] 2021-02-07 06:13:52 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 06:14:56 > Step: 186100 Progress: 93.0% Elapsed: 2 days, 4:55:42 temperature: no ada_p: No Discriminator_loss: 0.256761 Generator_loss: 1.88457
[INFO] 2021-02-07 06:16:00 > Step: 186200 Progress: 93.1% Elapsed: 2 days, 4:56:46 temperature: no ada_p: No Discriminator_loss: 0.278761 Generator_loss: 2.45302
[INFO] 2021-02-07 06:17:04 > Step: 186300 Progress: 93.2% Elapsed: 2 days, 4:57:50 temperature: no ada_p: No Discriminator_loss: 0.284461 Generator_loss: 1.56504
[INFO] 2021-02-07 06:18:08 > Step: 186400 Progress: 93.2% Elapsed: 2 days, 4:58:54 temperature: no ada_p: No Discriminator_loss: 0.259124 Generator_loss: 1.63679
[INFO] 2021-02-07 06:19:12 > Step: 186500 Progress: 93.2% Elapsed: 2 days, 4:59:58 temperature: no ada_p: No Discriminator_loss: 0.221692 Generator_loss: 2.25927
[INFO] 2021-02-07 06:20:35 > Step: 186600 Progress: 93.3% Elapsed: 2 days, 5:01:21 temperature: no ada_p: No Discriminator_loss: 0.362014 Generator_loss: 1.13995
[INFO] 2021-02-07 06:21:40 > Step: 186700 Progress: 93.3% Elapsed: 2 days, 5:02:26 temperature: no ada_p: No Discriminator_loss: 0.238807 Generator_loss: 1.85535
[INFO] 2021-02-07 06:22:44 > Step: 186800 Progress: 93.4% Elapsed: 2 days, 5:03:30 temperature: no ada_p: No Discriminator_loss: 0.602541 Generator_loss: 0.952176
[INFO] 2021-02-07 06:23:49 > Step: 186900 Progress: 93.5% Elapsed: 2 days, 5:04:35 temperature: no ada_p: No Discriminator_loss: 0.316724 Generator_loss: 1.50168
[INFO] 2021-02-07 06:24:53 > Step: 187000 Progress: 93.5% Elapsed: 2 days, 5:05:40 temperature: no ada_p: No Discriminator_loss: 0.262489 Generator_loss: 2.09857
[INFO] 2021-02-07 06:25:58 > Step: 187100 Progress: 93.5% Elapsed: 2 days, 5:06:44 temperature: no ada_p: No Discriminator_loss: 0.206325 Generator_loss: 1.77699
[INFO] 2021-02-07 06:27:03 > Step: 187200 Progress: 93.6% Elapsed: 2 days, 5:07:49 temperature: no ada_p: No Discriminator_loss: 0.229824 Generator_loss: 2.1392
[INFO] 2021-02-07 06:28:08 > Step: 187300 Progress: 93.7% Elapsed: 2 days, 5:08:54 temperature: no ada_p: No Discriminator_loss: 0.254677 Generator_loss: 2.13748
[INFO] 2021-02-07 06:29:12 > Step: 187400 Progress: 93.7% Elapsed: 2 days, 5:09:59 temperature: no ada_p: No Discriminator_loss: 0.209928 Generator_loss: 2.13925
[INFO] 2021-02-07 06:30:17 > Step: 187500 Progress: 93.8% Elapsed: 2 days, 5:11:04 temperature: no ada_p: No Discriminator_loss: 0.250027 Generator_loss: 1.7991
[INFO] 2021-02-07 06:31:22 > Step: 187600 Progress: 93.8% Elapsed: 2 days, 5:12:08 temperature: no ada_p: No Discriminator_loss: 0.254641 Generator_loss: 1.92578
[INFO] 2021-02-07 06:32:29 > Step: 187700 Progress: 93.8% Elapsed: 2 days, 5:13:15 temperature: no ada_p: No Discriminator_loss: 0.446831 Generator_loss: 2.68933
[INFO] 2021-02-07 06:33:33 > Step: 187800 Progress: 93.9% Elapsed: 2 days, 5:14:19 temperature: no ada_p: No Discriminator_loss: 0.493425 Generator_loss: 1.10438
[INFO] 2021-02-07 06:34:38 > Step: 187900 Progress: 94.0% Elapsed: 2 days, 5:15:24 temperature: no ada_p: No Discriminator_loss: 0.284969 Generator_loss: 2.32739
[INFO] 2021-02-07 06:35:43 > Step: 188000 Progress: 94.0% Elapsed: 2 days, 5:16:29 temperature: no ada_p: No Discriminator_loss: 0.198573 Generator_loss: 2.16565
[INFO] 2021-02-07 06:35:43 > Start Evaluation (188000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 06:35:43 > Calculating FID Score....
[INFO] 2021-02-07 06:36:24 > Calculating Inception Score....
[INFO] 2021-02-07 06:36:48 > Calculate F_beta Score....
[INFO] 2021-02-07 06:43:49 > Calculate Accuracies....
[INFO] 2021-02-07 06:44:12 > Calculate Accuracies....
[INFO] 2021-02-07 06:47:49 > F_8 score (Step: 188000, Using valid images): 0.8237656003010422
[INFO] 2021-02-07 06:47:49 > F_1/8 score (Step: 188000, Using valid images): 0.8966349784578342
[INFO] 2021-02-07 06:47:49 > FID score (Step: 188000, Using valid moments): 40.208207785513025
[INFO] 2021-02-07 06:47:49 > Inception score (Step: 188000, 50000 generated images): 21.117427825927734
[INFO] 2021-02-07 06:47:49 > Best FID score (Step: 184000, Using valid moments): 38.980196217306116
[INFO] 2021-02-07 06:48:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 06:49:05 > Step: 188100 Progress: 94.0% Elapsed: 2 days, 5:29:51 temperature: no ada_p: No Discriminator_loss: 0.359352 Generator_loss: 1.47659
[INFO] 2021-02-07 06:50:09 > Step: 188200 Progress: 94.1% Elapsed: 2 days, 5:30:55 temperature: no ada_p: No Discriminator_loss: 0.251305 Generator_loss: 1.59058
[INFO] 2021-02-07 06:51:13 > Step: 188300 Progress: 94.2% Elapsed: 2 days, 5:31:59 temperature: no ada_p: No Discriminator_loss: 0.241159 Generator_loss: 2.1983
[INFO] 2021-02-07 06:52:17 > Step: 188400 Progress: 94.2% Elapsed: 2 days, 5:33:03 temperature: no ada_p: No Discriminator_loss: 0.300736 Generator_loss: 2.3516
[INFO] 2021-02-07 06:53:21 > Step: 188500 Progress: 94.2% Elapsed: 2 days, 5:34:07 temperature: no ada_p: No Discriminator_loss: 0.492738 Generator_loss: 1.42536
[INFO] 2021-02-07 06:54:25 > Step: 188600 Progress: 94.3% Elapsed: 2 days, 5:35:11 temperature: no ada_p: No Discriminator_loss: 0.384464 Generator_loss: 1.28462
[INFO] 2021-02-07 06:55:29 > Step: 188700 Progress: 94.3% Elapsed: 2 days, 5:36:15 temperature: no ada_p: No Discriminator_loss: 0.232607 Generator_loss: 2.15106
[INFO] 2021-02-07 06:56:33 > Step: 188800 Progress: 94.4% Elapsed: 2 days, 5:37:20 temperature: no ada_p: No Discriminator_loss: 0.351199 Generator_loss: 1.9209
[INFO] 2021-02-07 06:57:59 > Step: 188900 Progress: 94.5% Elapsed: 2 days, 5:38:45 temperature: no ada_p: No Discriminator_loss: 0.348304 Generator_loss: 1.49235
[INFO] 2021-02-07 06:59:04 > Step: 189000 Progress: 94.5% Elapsed: 2 days, 5:39:50 temperature: no ada_p: No Discriminator_loss: 0.438182 Generator_loss: 0.950887
[INFO] 2021-02-07 07:00:08 > Step: 189100 Progress: 94.5% Elapsed: 2 days, 5:40:55 temperature: no ada_p: No Discriminator_loss: 0.356551 Generator_loss: 1.52825
[INFO] 2021-02-07 07:01:13 > Step: 189200 Progress: 94.6% Elapsed: 2 days, 5:41:59 temperature: no ada_p: No Discriminator_loss: 0.353432 Generator_loss: 1.35818
[INFO] 2021-02-07 07:02:18 > Step: 189300 Progress: 94.7% Elapsed: 2 days, 5:43:04 temperature: no ada_p: No Discriminator_loss: 0.346792 Generator_loss: 1.53295
[INFO] 2021-02-07 07:03:22 > Step: 189400 Progress: 94.7% Elapsed: 2 days, 5:44:08 temperature: no ada_p: No Discriminator_loss: 0.238122 Generator_loss: 2.38119
[INFO] 2021-02-07 07:04:27 > Step: 189500 Progress: 94.8% Elapsed: 2 days, 5:45:13 temperature: no ada_p: No Discriminator_loss: 0.404123 Generator_loss: 1.25799
[INFO] 2021-02-07 07:05:32 > Step: 189600 Progress: 94.8% Elapsed: 2 days, 5:46:18 temperature: no ada_p: No Discriminator_loss: 0.288121 Generator_loss: 1.4208
[INFO] 2021-02-07 07:06:36 > Step: 189700 Progress: 94.8% Elapsed: 2 days, 5:47:23 temperature: no ada_p: No Discriminator_loss: 0.34475 Generator_loss: 2.75797
[INFO] 2021-02-07 07:07:41 > Step: 189800 Progress: 94.9% Elapsed: 2 days, 5:48:27 temperature: no ada_p: No Discriminator_loss: 0.287599 Generator_loss: 1.84545
[INFO] 2021-02-07 07:08:46 > Step: 189900 Progress: 95.0% Elapsed: 2 days, 5:49:32 temperature: no ada_p: No Discriminator_loss: 0.592997 Generator_loss: 1.14559
[INFO] 2021-02-07 07:09:50 > Step: 190000 Progress: 95.0% Elapsed: 2 days, 5:50:36 temperature: no ada_p: No Discriminator_loss: 0.242088 Generator_loss: 1.97275
[INFO] 2021-02-07 07:09:50 > Start Evaluation (190000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 07:09:50 > Calculating FID Score....
[INFO] 2021-02-07 07:10:32 > Calculating Inception Score....
[INFO] 2021-02-07 07:10:55 > Calculate F_beta Score....
[INFO] 2021-02-07 07:18:04 > Calculate Accuracies....
[INFO] 2021-02-07 07:18:27 > Calculate Accuracies....
[INFO] 2021-02-07 07:22:04 > F_8 score (Step: 190000, Using valid images): 0.8274279584600415
[INFO] 2021-02-07 07:22:04 > F_1/8 score (Step: 190000, Using valid images): 0.8957940507723714
[INFO] 2021-02-07 07:22:04 > FID score (Step: 190000, Using valid moments): 40.4129889211797
[INFO] 2021-02-07 07:22:04 > Inception score (Step: 190000, 50000 generated images): 21.32050895690918
[INFO] 2021-02-07 07:22:04 > Best FID score (Step: 184000, Using valid moments): 38.980196217306116
[INFO] 2021-02-07 07:22:14 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-07 07:23:18 > Step: 190100 Progress: 95.0% Elapsed: 2 days, 6:04:05 temperature: no ada_p: No Discriminator_loss: 0.345785 Generator_loss: 1.52718
[INFO] 2021-02-07 07:24:24 > Step: 190200 Progress: 95.1% Elapsed: 2 days, 6:05:10 temperature: no ada_p: No Discriminator_loss: 0.274167 Generator_loss: 1.75297
[INFO] 2021-02-07 07:25:28 > Step: 190300 Progress: 95.2% Elapsed: 2 days, 6:06:15 temperature: no ada_p: No Discriminator_loss: 0.368663 Generator_loss: 1.36231
[INFO] 2021-02-07 07:26:32 > Step: 190400 Progress: 95.2% Elapsed: 2 days, 6:07:19 temperature: no ada_p: No Discriminator_loss: 0.295579 Generator_loss: 2.40832
[INFO] 2021-02-11 12:29:14 > Generator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=G-best-weights-step=10000.pth
[INFO] 2021-02-11 12:29:14 > Discriminator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=D-best-weights-step=10000.pth
[INFO] 2021-02-11 12:29:16 > Start Evaluation (10000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 12:29:16 > Calculating FID Score....
[INFO] 2021-02-11 12:30:49 > Calculating Inception Score....
[INFO] 2021-02-11 12:31:22 > Calculate F_beta Score....
[INFO] 2021-02-11 12:39:18 > Calculate Accuracies....
[INFO] 2021-02-11 12:39:44 > Calculate Accuracies....
[INFO] 2021-02-11 12:54:38 > Generator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=G-current-weights-step=190000.pth
[INFO] 2021-02-11 12:54:38 > Discriminator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=D-current-weights-step=190000.pth
[INFO] 2021-02-11 12:54:41 > Start Evaluation (190000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 12:54:41 > Calculating FID Score....
[INFO] 2021-02-11 12:56:18 > Calculating Inception Score....
[INFO] 2021-02-11 12:56:53 > Calculate F_beta Score....
[INFO] 2021-02-11 13:04:10 > Calculate Accuracies....
[INFO] 2021-02-11 13:04:35 > Calculate Accuracies....
[INFO] 2021-02-11 13:08:17 > F_8 score (Step: 190000, Using valid images): 0.8173917287438501
[INFO] 2021-02-11 13:08:17 > F_1/8 score (Step: 190000, Using valid images): 0.8929296954747132
[INFO] 2021-02-11 13:08:17 > FID score (Step: 190000, Using valid moments): 39.7986706174994
[INFO] 2021-02-11 13:08:17 > Inception score (Step: 190000, 50000 generated images): 21.25021743774414
[INFO] 2021-02-11 13:08:17 > Best FID score (Step: 184000, Using valid moments): 38.980196217306116
[INFO] 2021-02-11 14:08:56 > Generator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=G-current-weights-step=190000.pth
[INFO] 2021-02-11 14:08:56 > Discriminator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=D-current-weights-step=190000.pth
[INFO] 2021-02-11 14:08:59 > Start training....
[INFO] 2021-02-11 14:10:19 > Step: 190100 Progress: 38.0% Elapsed: 0:01:19 temperature: no ada_p: No Discriminator_loss: 0.304119 Generator_loss: 1.67631
[INFO] 2021-02-11 14:11:20 > Step: 190200 Progress: 38.0% Elapsed: 0:02:21 temperature: no ada_p: No Discriminator_loss: 0.559756 Generator_loss: 1.21577
[INFO] 2021-02-11 14:12:22 > Step: 190300 Progress: 38.1% Elapsed: 0:03:23 temperature: no ada_p: No Discriminator_loss: 0.453986 Generator_loss: 1.27683
[INFO] 2021-02-11 14:13:24 > Step: 190400 Progress: 38.1% Elapsed: 0:04:25 temperature: no ada_p: No Discriminator_loss: 0.197859 Generator_loss: 2.05759
[INFO] 2021-02-11 14:14:26 > Step: 190500 Progress: 38.1% Elapsed: 0:05:26 temperature: no ada_p: No Discriminator_loss: 0.401507 Generator_loss: 1.74442
[INFO] 2021-02-11 14:15:28 > Step: 190600 Progress: 38.1% Elapsed: 0:06:28 temperature: no ada_p: No Discriminator_loss: 0.268168 Generator_loss: 1.92931
[INFO] 2021-02-11 14:16:30 > Step: 190700 Progress: 38.1% Elapsed: 0:07:30 temperature: no ada_p: No Discriminator_loss: 0.271666 Generator_loss: 2.32064
[INFO] 2021-02-11 14:17:33 > Step: 190800 Progress: 38.2% Elapsed: 0:08:33 temperature: no ada_p: No Discriminator_loss: 0.204267 Generator_loss: 1.8466
[INFO] 2021-02-11 14:18:35 > Step: 190900 Progress: 38.2% Elapsed: 0:09:35 temperature: no ada_p: No Discriminator_loss: 0.225393 Generator_loss: 1.98237
[INFO] 2021-02-11 14:19:38 > Step: 191000 Progress: 38.2% Elapsed: 0:10:38 temperature: no ada_p: No Discriminator_loss: 0.311729 Generator_loss: 1.65684
[INFO] 2021-02-11 14:20:40 > Step: 191100 Progress: 38.2% Elapsed: 0:11:40 temperature: no ada_p: No Discriminator_loss: 0.445881 Generator_loss: 2.07487
[INFO] 2021-02-11 14:21:43 > Step: 191200 Progress: 38.2% Elapsed: 0:12:43 temperature: no ada_p: No Discriminator_loss: 0.304647 Generator_loss: 1.60819
[INFO] 2021-02-11 14:22:45 > Step: 191300 Progress: 38.3% Elapsed: 0:13:45 temperature: no ada_p: No Discriminator_loss: 0.292608 Generator_loss: 1.84658
[INFO] 2021-02-11 14:23:48 > Step: 191400 Progress: 38.3% Elapsed: 0:14:48 temperature: no ada_p: No Discriminator_loss: 0.368313 Generator_loss: 1.28233
[INFO] 2021-02-11 14:24:50 > Step: 191500 Progress: 38.3% Elapsed: 0:15:50 temperature: no ada_p: No Discriminator_loss: 0.199557 Generator_loss: 2.0465
[INFO] 2021-02-11 14:25:53 > Step: 191600 Progress: 38.3% Elapsed: 0:16:53 temperature: no ada_p: No Discriminator_loss: 0.309495 Generator_loss: 1.73024
[INFO] 2021-02-11 14:26:55 > Step: 191700 Progress: 38.3% Elapsed: 0:17:55 temperature: no ada_p: No Discriminator_loss: 0.272366 Generator_loss: 1.56911
[INFO] 2021-02-11 14:27:57 > Step: 191800 Progress: 38.4% Elapsed: 0:18:57 temperature: no ada_p: No Discriminator_loss: 0.209609 Generator_loss: 1.85991
[INFO] 2021-02-11 14:28:59 > Step: 191900 Progress: 38.4% Elapsed: 0:19:59 temperature: no ada_p: No Discriminator_loss: 0.350639 Generator_loss: 1.46656
[INFO] 2021-02-11 14:30:02 > Step: 192000 Progress: 38.4% Elapsed: 0:21:02 temperature: no ada_p: No Discriminator_loss: 0.745536 Generator_loss: 0.849307
[INFO] 2021-02-11 14:30:02 > Start Evaluation (192000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 14:30:02 > Calculating FID Score....
[INFO] 2021-02-11 14:30:43 > Calculating Inception Score....
[INFO] 2021-02-11 14:31:05 > Calculate F_beta Score....
[INFO] 2021-02-11 14:38:25 > Calculate Accuracies....
[INFO] 2021-02-11 14:38:48 > Calculate Accuracies....
[INFO] 2021-02-11 14:42:26 > F_8 score (Step: 192000, Using valid images): 0.8205414756523707
[INFO] 2021-02-11 14:42:26 > F_1/8 score (Step: 192000, Using valid images): 0.8999202226479146
[INFO] 2021-02-11 14:42:26 > FID score (Step: 192000, Using valid moments): 38.66889943985581
[INFO] 2021-02-11 14:42:26 > Inception score (Step: 192000, 50000 generated images): 21.71428871154785
[INFO] 2021-02-11 14:42:26 > Best FID score (Step: 192000, Using valid moments): 38.66889943985581
[INFO] 2021-02-11 14:42:48 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 14:43:51 > Step: 192100 Progress: 38.4% Elapsed: 0:34:51 temperature: no ada_p: No Discriminator_loss: 0.545723 Generator_loss: 1.31376
[INFO] 2021-02-11 14:44:52 > Step: 192200 Progress: 38.4% Elapsed: 0:35:52 temperature: no ada_p: No Discriminator_loss: 0.308455 Generator_loss: 1.58528
[INFO] 2021-02-11 14:45:54 > Step: 192300 Progress: 38.5% Elapsed: 0:36:54 temperature: no ada_p: No Discriminator_loss: 0.326176 Generator_loss: 2.33084
[INFO] 2021-02-11 14:46:56 > Step: 192400 Progress: 38.5% Elapsed: 0:37:56 temperature: no ada_p: No Discriminator_loss: 0.266161 Generator_loss: 2.02374
[INFO] 2021-02-11 14:47:58 > Step: 192500 Progress: 38.5% Elapsed: 0:38:58 temperature: no ada_p: No Discriminator_loss: 0.368465 Generator_loss: 1.45414
[INFO] 2021-02-11 14:49:02 > Step: 192600 Progress: 38.5% Elapsed: 0:40:02 temperature: no ada_p: No Discriminator_loss: 0.251817 Generator_loss: 2.33517
[INFO] 2021-02-11 14:50:04 > Step: 192700 Progress: 38.5% Elapsed: 0:41:04 temperature: no ada_p: No Discriminator_loss: 0.209179 Generator_loss: 1.70725
[INFO] 2021-02-11 14:51:06 > Step: 192800 Progress: 38.6% Elapsed: 0:42:06 temperature: no ada_p: No Discriminator_loss: 0.270858 Generator_loss: 2.1568
[INFO] 2021-02-11 14:52:08 > Step: 192900 Progress: 38.6% Elapsed: 0:43:08 temperature: no ada_p: No Discriminator_loss: 0.345513 Generator_loss: 1.44269
[INFO] 2021-02-11 14:53:10 > Step: 193000 Progress: 38.6% Elapsed: 0:44:10 temperature: no ada_p: No Discriminator_loss: 0.225879 Generator_loss: 1.83463
[INFO] 2021-02-11 14:54:12 > Step: 193100 Progress: 38.6% Elapsed: 0:45:12 temperature: no ada_p: No Discriminator_loss: 0.240381 Generator_loss: 2.13603
[INFO] 2021-02-11 14:55:14 > Step: 193200 Progress: 38.6% Elapsed: 0:46:14 temperature: no ada_p: No Discriminator_loss: 0.489994 Generator_loss: 1.31012
[INFO] 2021-02-11 14:56:16 > Step: 193300 Progress: 38.7% Elapsed: 0:47:16 temperature: no ada_p: No Discriminator_loss: 0.426119 Generator_loss: 1.2772
[INFO] 2021-02-11 14:57:18 > Step: 193400 Progress: 38.7% Elapsed: 0:48:18 temperature: no ada_p: No Discriminator_loss: 0.268133 Generator_loss: 1.62101
[INFO] 2021-02-11 14:58:19 > Step: 193500 Progress: 38.7% Elapsed: 0:49:19 temperature: no ada_p: No Discriminator_loss: 0.248744 Generator_loss: 2.49995
[INFO] 2021-02-11 14:59:21 > Step: 193600 Progress: 38.7% Elapsed: 0:50:21 temperature: no ada_p: No Discriminator_loss: 0.323752 Generator_loss: 1.49447
[INFO] 2021-02-11 15:00:23 > Step: 193700 Progress: 38.7% Elapsed: 0:51:23 temperature: no ada_p: No Discriminator_loss: 0.2615 Generator_loss: 1.40053
[INFO] 2021-02-11 15:01:25 > Step: 193800 Progress: 38.8% Elapsed: 0:52:25 temperature: no ada_p: No Discriminator_loss: 0.417098 Generator_loss: 1.35006
[INFO] 2021-02-11 15:02:27 > Step: 193900 Progress: 38.8% Elapsed: 0:53:27 temperature: no ada_p: No Discriminator_loss: 0.408188 Generator_loss: 2.40318
[INFO] 2021-02-11 15:03:29 > Step: 194000 Progress: 38.8% Elapsed: 0:54:29 temperature: no ada_p: No Discriminator_loss: 0.244281 Generator_loss: 2.16801
[INFO] 2021-02-11 15:03:29 > Start Evaluation (194000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 15:03:29 > Calculating FID Score....
[INFO] 2021-02-11 15:04:25 > Calculating Inception Score....
[INFO] 2021-02-11 15:04:48 > Calculate F_beta Score....
[INFO] 2021-02-11 15:11:54 > Calculate Accuracies....
[INFO] 2021-02-11 15:12:18 > Calculate Accuracies....
[INFO] 2021-02-11 15:15:56 > F_8 score (Step: 194000, Using valid images): 0.8183777906572077
[INFO] 2021-02-11 15:15:56 > F_1/8 score (Step: 194000, Using valid images): 0.8894701158824608
[INFO] 2021-02-11 15:15:56 > FID score (Step: 194000, Using valid moments): 40.917920659743515
[INFO] 2021-02-11 15:15:56 > Inception score (Step: 194000, 50000 generated images): 20.90715217590332
[INFO] 2021-02-11 15:15:56 > Best FID score (Step: 192000, Using valid moments): 38.66889943985581
[INFO] 2021-02-11 15:16:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 15:17:10 > Step: 194100 Progress: 38.8% Elapsed: 1:08:10 temperature: no ada_p: No Discriminator_loss: 0.298992 Generator_loss: 2.07283
[INFO] 2021-02-11 15:18:12 > Step: 194200 Progress: 38.8% Elapsed: 1:09:12 temperature: no ada_p: No Discriminator_loss: 0.258835 Generator_loss: 1.43368
[INFO] 2021-02-11 15:19:13 > Step: 194300 Progress: 38.9% Elapsed: 1:10:13 temperature: no ada_p: No Discriminator_loss: 0.373211 Generator_loss: 1.68642
[INFO] 2021-02-11 15:20:15 > Step: 194400 Progress: 38.9% Elapsed: 1:11:15 temperature: no ada_p: No Discriminator_loss: 0.352154 Generator_loss: 0.962042
[INFO] 2021-02-11 15:21:17 > Step: 194500 Progress: 38.9% Elapsed: 1:12:17 temperature: no ada_p: No Discriminator_loss: 0.383794 Generator_loss: 1.92014
[INFO] 2021-02-11 15:22:19 > Step: 194600 Progress: 38.9% Elapsed: 1:13:19 temperature: no ada_p: No Discriminator_loss: 0.254863 Generator_loss: 1.63255
[INFO] 2021-02-11 15:23:21 > Step: 194700 Progress: 38.9% Elapsed: 1:14:21 temperature: no ada_p: No Discriminator_loss: 0.311695 Generator_loss: 1.89328
[INFO] 2021-02-11 15:24:23 > Step: 194800 Progress: 39.0% Elapsed: 1:15:23 temperature: no ada_p: No Discriminator_loss: 0.391516 Generator_loss: 1.10409
[INFO] 2021-02-11 15:25:25 > Step: 194900 Progress: 39.0% Elapsed: 1:16:25 temperature: no ada_p: No Discriminator_loss: 0.361843 Generator_loss: 1.05129
[INFO] 2021-02-11 15:26:27 > Step: 195000 Progress: 39.0% Elapsed: 1:17:27 temperature: no ada_p: No Discriminator_loss: 0.417526 Generator_loss: 1.47944
[INFO] 2021-02-11 15:27:31 > Step: 195100 Progress: 39.0% Elapsed: 1:18:31 temperature: no ada_p: No Discriminator_loss: 0.274711 Generator_loss: 2.4835
[INFO] 2021-02-11 15:28:33 > Step: 195200 Progress: 39.0% Elapsed: 1:19:33 temperature: no ada_p: No Discriminator_loss: 0.361193 Generator_loss: 2.43249
[INFO] 2021-02-11 15:29:35 > Step: 195300 Progress: 39.1% Elapsed: 1:20:35 temperature: no ada_p: No Discriminator_loss: 0.437639 Generator_loss: 2.10785
[INFO] 2021-02-11 15:30:37 > Step: 195400 Progress: 39.1% Elapsed: 1:21:37 temperature: no ada_p: No Discriminator_loss: 0.300189 Generator_loss: 1.43424
[INFO] 2021-02-11 15:31:39 > Step: 195500 Progress: 39.1% Elapsed: 1:22:39 temperature: no ada_p: No Discriminator_loss: 0.274063 Generator_loss: 1.08825
[INFO] 2021-02-11 15:32:41 > Step: 195600 Progress: 39.1% Elapsed: 1:23:41 temperature: no ada_p: No Discriminator_loss: 0.241376 Generator_loss: 1.53228
[INFO] 2021-02-11 15:33:43 > Step: 195700 Progress: 39.1% Elapsed: 1:24:43 temperature: no ada_p: No Discriminator_loss: 0.466355 Generator_loss: 1.46746
[INFO] 2021-02-11 15:34:44 > Step: 195800 Progress: 39.2% Elapsed: 1:25:44 temperature: no ada_p: No Discriminator_loss: 0.446306 Generator_loss: 1.22387
[INFO] 2021-02-11 15:35:46 > Step: 195900 Progress: 39.2% Elapsed: 1:26:46 temperature: no ada_p: No Discriminator_loss: 0.230607 Generator_loss: 2.20709
[INFO] 2021-02-11 15:36:48 > Step: 196000 Progress: 39.2% Elapsed: 1:27:48 temperature: no ada_p: No Discriminator_loss: 0.212965 Generator_loss: 2.06339
[INFO] 2021-02-11 15:36:48 > Start Evaluation (196000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 15:36:48 > Calculating FID Score....
[INFO] 2021-02-11 15:37:26 > Calculating Inception Score....
[INFO] 2021-02-11 15:38:05 > Calculate F_beta Score....
[INFO] 2021-02-11 15:45:08 > Calculate Accuracies....
[INFO] 2021-02-11 15:45:31 > Calculate Accuracies....
[INFO] 2021-02-11 15:49:08 > F_8 score (Step: 196000, Using valid images): 0.8278412309012533
[INFO] 2021-02-11 15:49:08 > F_1/8 score (Step: 196000, Using valid images): 0.8982184227660664
[INFO] 2021-02-11 15:49:08 > FID score (Step: 196000, Using valid moments): 39.57854175091779
[INFO] 2021-02-11 15:49:09 > Inception score (Step: 196000, 50000 generated images): 21.509702682495117
[INFO] 2021-02-11 15:49:09 > Best FID score (Step: 192000, Using valid moments): 38.66889943985581
[INFO] 2021-02-11 15:49:20 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 15:50:22 > Step: 196100 Progress: 39.2% Elapsed: 1:41:22 temperature: no ada_p: No Discriminator_loss: 0.450425 Generator_loss: 1.2133
[INFO] 2021-02-11 15:51:24 > Step: 196200 Progress: 39.2% Elapsed: 1:42:24 temperature: no ada_p: No Discriminator_loss: 0.381863 Generator_loss: 1.41415
[INFO] 2021-02-11 15:52:26 > Step: 196300 Progress: 39.3% Elapsed: 1:43:26 temperature: no ada_p: No Discriminator_loss: 0.361045 Generator_loss: 1.8056
[INFO] 2021-02-11 15:53:27 > Step: 196400 Progress: 39.3% Elapsed: 1:44:28 temperature: no ada_p: No Discriminator_loss: 0.200072 Generator_loss: 2.10579
[INFO] 2021-02-11 15:54:29 > Step: 196500 Progress: 39.3% Elapsed: 1:45:29 temperature: no ada_p: No Discriminator_loss: 0.431204 Generator_loss: 1.36604
[INFO] 2021-02-11 15:55:31 > Step: 196600 Progress: 39.3% Elapsed: 1:46:31 temperature: no ada_p: No Discriminator_loss: 0.279716 Generator_loss: 2.12853
[INFO] 2021-02-11 15:56:51 > Step: 196700 Progress: 39.3% Elapsed: 1:47:51 temperature: no ada_p: No Discriminator_loss: 0.353348 Generator_loss: 1.23246
[INFO] 2021-02-11 15:57:53 > Step: 196800 Progress: 39.4% Elapsed: 1:48:53 temperature: no ada_p: No Discriminator_loss: 0.312039 Generator_loss: 1.68755
[INFO] 2021-02-11 15:58:55 > Step: 196900 Progress: 39.4% Elapsed: 1:49:55 temperature: no ada_p: No Discriminator_loss: 0.318447 Generator_loss: 2.61662
[INFO] 2021-02-11 15:59:57 > Step: 197000 Progress: 39.4% Elapsed: 1:50:58 temperature: no ada_p: No Discriminator_loss: 0.233596 Generator_loss: 1.73354
[INFO] 2021-02-11 16:01:00 > Step: 197100 Progress: 39.4% Elapsed: 1:52:00 temperature: no ada_p: No Discriminator_loss: 0.245205 Generator_loss: 2.09464
[INFO] 2021-02-11 16:02:02 > Step: 197200 Progress: 39.4% Elapsed: 1:53:02 temperature: no ada_p: No Discriminator_loss: 0.298042 Generator_loss: 2.10772
[INFO] 2021-02-11 16:03:04 > Step: 197300 Progress: 39.5% Elapsed: 1:54:04 temperature: no ada_p: No Discriminator_loss: 0.30054 Generator_loss: 1.60225
[INFO] 2021-02-11 16:04:06 > Step: 197400 Progress: 39.5% Elapsed: 1:55:06 temperature: no ada_p: No Discriminator_loss: 0.243741 Generator_loss: 2.50672
[INFO] 2021-02-11 16:05:08 > Step: 197500 Progress: 39.5% Elapsed: 1:56:09 temperature: no ada_p: No Discriminator_loss: 0.291384 Generator_loss: 2.1202
[INFO] 2021-02-11 16:06:13 > Step: 197600 Progress: 39.5% Elapsed: 1:57:13 temperature: no ada_p: No Discriminator_loss: 0.26315 Generator_loss: 1.18582
[INFO] 2021-02-11 16:07:15 > Step: 197700 Progress: 39.5% Elapsed: 1:58:15 temperature: no ada_p: No Discriminator_loss: 0.35477 Generator_loss: 1.32821
[INFO] 2021-02-11 16:08:17 > Step: 197800 Progress: 39.6% Elapsed: 1:59:17 temperature: no ada_p: No Discriminator_loss: 0.285825 Generator_loss: 1.68707
[INFO] 2021-02-11 16:09:20 > Step: 197900 Progress: 39.6% Elapsed: 2:00:20 temperature: no ada_p: No Discriminator_loss: 0.528732 Generator_loss: 1.24775
[INFO] 2021-02-11 16:10:22 > Step: 198000 Progress: 39.6% Elapsed: 2:01:22 temperature: no ada_p: No Discriminator_loss: 0.258382 Generator_loss: 1.40877
[INFO] 2021-02-11 16:10:22 > Start Evaluation (198000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 16:10:22 > Calculating FID Score....
[INFO] 2021-02-11 16:10:59 > Calculating Inception Score....
[INFO] 2021-02-11 16:11:19 > Calculate F_beta Score....
[INFO] 2021-02-11 16:18:19 > Calculate Accuracies....
[INFO] 2021-02-11 16:18:43 > Calculate Accuracies....
[INFO] 2021-02-11 16:29:35 > Generator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=G-best-weights-step=192000.pth
[INFO] 2021-02-11 16:29:35 > Discriminator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=D-best-weights-step=192000.pth
[INFO] 2021-02-11 16:29:38 > Start training....
[INFO] 2021-02-11 16:31:09 > Step: 192100 Progress: 38.4% Elapsed: 0:01:30 temperature: no ada_p: No Discriminator_loss: 0.300695 Generator_loss: 1.67026
[INFO] 2021-02-11 16:32:13 > Step: 192200 Progress: 38.4% Elapsed: 0:02:35 temperature: no ada_p: No Discriminator_loss: 0.283676 Generator_loss: 2.00829
[INFO] 2021-02-11 16:33:18 > Step: 192300 Progress: 38.5% Elapsed: 0:03:40 temperature: no ada_p: No Discriminator_loss: 0.273432 Generator_loss: 1.51812
[INFO] 2021-02-11 16:34:23 > Step: 192400 Progress: 38.5% Elapsed: 0:04:44 temperature: no ada_p: No Discriminator_loss: 0.389082 Generator_loss: 1.36023
[INFO] 2021-02-11 16:35:27 > Step: 192500 Progress: 38.5% Elapsed: 0:05:49 temperature: no ada_p: No Discriminator_loss: 0.52392 Generator_loss: 1.37635
[INFO] 2021-02-11 16:36:32 > Step: 192600 Progress: 38.5% Elapsed: 0:06:53 temperature: no ada_p: No Discriminator_loss: 0.206659 Generator_loss: 1.97347
[INFO] 2021-02-11 16:37:36 > Step: 192700 Progress: 38.5% Elapsed: 0:07:58 temperature: no ada_p: No Discriminator_loss: 0.254203 Generator_loss: 1.56105
[INFO] 2021-02-11 16:38:40 > Step: 192800 Progress: 38.6% Elapsed: 0:09:02 temperature: no ada_p: No Discriminator_loss: 0.259622 Generator_loss: 1.50353
[INFO] 2021-02-11 16:39:45 > Step: 192900 Progress: 38.6% Elapsed: 0:10:06 temperature: no ada_p: No Discriminator_loss: 0.350209 Generator_loss: 2.0467
[INFO] 2021-02-11 16:40:49 > Step: 193000 Progress: 38.6% Elapsed: 0:11:11 temperature: no ada_p: No Discriminator_loss: 0.251866 Generator_loss: 1.93268
[INFO] 2021-02-11 16:41:53 > Step: 193100 Progress: 38.6% Elapsed: 0:12:15 temperature: no ada_p: No Discriminator_loss: 0.353397 Generator_loss: 1.50567
[INFO] 2021-02-11 16:42:58 > Step: 193200 Progress: 38.6% Elapsed: 0:13:19 temperature: no ada_p: No Discriminator_loss: 0.330529 Generator_loss: 2.68387
[INFO] 2021-02-11 16:44:02 > Step: 193300 Progress: 38.7% Elapsed: 0:14:23 temperature: no ada_p: No Discriminator_loss: 0.464005 Generator_loss: 1.31649
[INFO] 2021-02-11 16:45:06 > Step: 193400 Progress: 38.7% Elapsed: 0:15:28 temperature: no ada_p: No Discriminator_loss: 0.298707 Generator_loss: 1.72852
[INFO] 2021-02-11 16:46:11 > Step: 193500 Progress: 38.7% Elapsed: 0:16:32 temperature: no ada_p: No Discriminator_loss: 0.477402 Generator_loss: 1.49713
[INFO] 2021-02-11 16:47:15 > Step: 193600 Progress: 38.7% Elapsed: 0:17:37 temperature: no ada_p: No Discriminator_loss: 0.392986 Generator_loss: 1.18222
[INFO] 2021-02-11 16:48:20 > Step: 193700 Progress: 38.7% Elapsed: 0:18:42 temperature: no ada_p: No Discriminator_loss: 0.227841 Generator_loss: 2.06956
[INFO] 2021-02-11 16:49:25 > Step: 193800 Progress: 38.8% Elapsed: 0:19:46 temperature: no ada_p: No Discriminator_loss: 0.170252 Generator_loss: 2.38927
[INFO] 2021-02-11 16:50:29 > Step: 193900 Progress: 38.8% Elapsed: 0:20:51 temperature: no ada_p: No Discriminator_loss: 0.533992 Generator_loss: 2.09958
[INFO] 2021-02-11 16:51:34 > Step: 194000 Progress: 38.8% Elapsed: 0:21:56 temperature: no ada_p: No Discriminator_loss: 0.224252 Generator_loss: 1.79751
[INFO] 2021-02-11 16:51:34 > Start Evaluation (194000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 16:51:34 > Calculating FID Score....
[INFO] 2021-02-11 16:52:19 > Calculating Inception Score....
[INFO] 2021-02-11 16:52:44 > Calculate F_beta Score....
[INFO] 2021-02-11 16:59:49 > Calculate Accuracies....
[INFO] 2021-02-11 17:00:12 > Calculate Accuracies....
[INFO] 2021-02-11 17:04:05 > F_8 score (Step: 194000, Using valid images): 0.8465063635694872
[INFO] 2021-02-11 17:04:05 > F_1/8 score (Step: 194000, Using valid images): 0.8968346004175108
[INFO] 2021-02-11 17:04:05 > FID score (Step: 194000, Using valid moments): 39.30044849018299
[INFO] 2021-02-11 17:04:05 > Inception score (Step: 194000, 50000 generated images): 21.91509246826172
[INFO] 2021-02-11 17:04:05 > Best FID score (Step: 192000, Using valid moments): 38.66889943985581
[INFO] 2021-02-11 17:04:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 17:05:20 > Step: 194100 Progress: 38.8% Elapsed: 0:35:41 temperature: no ada_p: No Discriminator_loss: 0.251925 Generator_loss: 1.48123
[INFO] 2021-02-11 17:06:24 > Step: 194200 Progress: 38.8% Elapsed: 0:36:45 temperature: no ada_p: No Discriminator_loss: 0.355236 Generator_loss: 1.45746
[INFO] 2021-02-11 17:07:27 > Step: 194300 Progress: 38.9% Elapsed: 0:37:49 temperature: no ada_p: No Discriminator_loss: 0.59235 Generator_loss: 1.16132
[INFO] 2021-02-11 17:08:31 > Step: 194400 Progress: 38.9% Elapsed: 0:38:53 temperature: no ada_p: No Discriminator_loss: 0.383695 Generator_loss: 1.43185
[INFO] 2021-02-11 17:09:35 > Step: 194500 Progress: 38.9% Elapsed: 0:39:57 temperature: no ada_p: No Discriminator_loss: 0.24194 Generator_loss: 1.4989
[INFO] 2021-02-11 17:10:41 > Step: 194600 Progress: 38.9% Elapsed: 0:41:02 temperature: no ada_p: No Discriminator_loss: 0.192877 Generator_loss: 1.94917
[INFO] 2021-02-11 17:11:44 > Step: 194700 Progress: 38.9% Elapsed: 0:42:06 temperature: no ada_p: No Discriminator_loss: 0.233094 Generator_loss: 2.33144
[INFO] 2021-02-11 17:12:48 > Step: 194800 Progress: 39.0% Elapsed: 0:43:10 temperature: no ada_p: No Discriminator_loss: 0.187022 Generator_loss: 1.78648
[INFO] 2021-02-11 17:13:52 > Step: 194900 Progress: 39.0% Elapsed: 0:44:14 temperature: no ada_p: No Discriminator_loss: 0.354038 Generator_loss: 1.54346
[INFO] 2021-02-11 17:14:56 > Step: 195000 Progress: 39.0% Elapsed: 0:45:18 temperature: no ada_p: No Discriminator_loss: 0.227536 Generator_loss: 2.39584
[INFO] 2021-02-11 17:16:00 > Step: 195100 Progress: 39.0% Elapsed: 0:46:22 temperature: no ada_p: No Discriminator_loss: 0.322761 Generator_loss: 1.24773
[INFO] 2021-02-11 17:17:04 > Step: 195200 Progress: 39.0% Elapsed: 0:47:25 temperature: no ada_p: No Discriminator_loss: 0.300958 Generator_loss: 1.65688
[INFO] 2021-02-11 17:18:08 > Step: 195300 Progress: 39.1% Elapsed: 0:48:29 temperature: no ada_p: No Discriminator_loss: 0.331859 Generator_loss: 1.68704
[INFO] 2021-02-11 17:19:11 > Step: 195400 Progress: 39.1% Elapsed: 0:49:33 temperature: no ada_p: No Discriminator_loss: 0.314653 Generator_loss: 2.28583
[INFO] 2021-02-11 17:20:16 > Step: 195500 Progress: 39.1% Elapsed: 0:50:37 temperature: no ada_p: No Discriminator_loss: 0.365546 Generator_loss: 1.4575
[INFO] 2021-02-11 17:21:20 > Step: 195600 Progress: 39.1% Elapsed: 0:51:41 temperature: no ada_p: No Discriminator_loss: 0.276548 Generator_loss: 2.33574
[INFO] 2021-02-11 17:22:24 > Step: 195700 Progress: 39.1% Elapsed: 0:52:45 temperature: no ada_p: No Discriminator_loss: 0.402852 Generator_loss: 1.62221
[INFO] 2021-02-11 17:23:28 > Step: 195800 Progress: 39.2% Elapsed: 0:53:50 temperature: no ada_p: No Discriminator_loss: 0.316195 Generator_loss: 1.87575
[INFO] 2021-02-11 17:24:32 > Step: 195900 Progress: 39.2% Elapsed: 0:54:54 temperature: no ada_p: No Discriminator_loss: 0.293435 Generator_loss: 1.76458
[INFO] 2021-02-11 17:25:36 > Step: 196000 Progress: 39.2% Elapsed: 0:55:58 temperature: no ada_p: No Discriminator_loss: 0.48462 Generator_loss: 1.17427
[INFO] 2021-02-11 17:25:36 > Start Evaluation (196000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 17:25:36 > Calculating FID Score....
[INFO] 2021-02-11 17:26:34 > Calculating Inception Score....
[INFO] 2021-02-11 17:27:02 > Calculate F_beta Score....
[INFO] 2021-02-11 17:34:05 > Calculate Accuracies....
[INFO] 2021-02-11 17:34:27 > Calculate Accuracies....
[INFO] 2021-02-11 17:38:05 > F_8 score (Step: 196000, Using valid images): 0.8364688430271445
[INFO] 2021-02-11 17:38:05 > F_1/8 score (Step: 196000, Using valid images): 0.896514608555001
[INFO] 2021-02-11 17:38:05 > FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 17:38:05 > Inception score (Step: 196000, 50000 generated images): 21.810014724731445
[INFO] 2021-02-11 17:38:05 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 17:38:27 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 17:40:06 > Step: 196100 Progress: 39.2% Elapsed: 1:10:28 temperature: no ada_p: No Discriminator_loss: 0.29181 Generator_loss: 1.23398
[INFO] 2021-02-11 17:41:10 > Step: 196200 Progress: 39.2% Elapsed: 1:11:32 temperature: no ada_p: No Discriminator_loss: 0.353496 Generator_loss: 2.63103
[INFO] 2021-02-11 17:42:14 > Step: 196300 Progress: 39.3% Elapsed: 1:12:36 temperature: no ada_p: No Discriminator_loss: 0.425438 Generator_loss: 1.3143
[INFO] 2021-02-11 17:43:18 > Step: 196400 Progress: 39.3% Elapsed: 1:13:40 temperature: no ada_p: No Discriminator_loss: 0.286327 Generator_loss: 1.6914
[INFO] 2021-02-11 17:44:22 > Step: 196500 Progress: 39.3% Elapsed: 1:14:44 temperature: no ada_p: No Discriminator_loss: 0.241497 Generator_loss: 1.88699
[INFO] 2021-02-11 17:45:27 > Step: 196600 Progress: 39.3% Elapsed: 1:15:48 temperature: no ada_p: No Discriminator_loss: 0.446531 Generator_loss: 2.48101
[INFO] 2021-02-11 17:46:31 > Step: 196700 Progress: 39.3% Elapsed: 1:16:53 temperature: no ada_p: No Discriminator_loss: 0.275277 Generator_loss: 1.87573
[INFO] 2021-02-11 17:47:36 > Step: 196800 Progress: 39.4% Elapsed: 1:17:58 temperature: no ada_p: No Discriminator_loss: 0.326066 Generator_loss: 1.59858
[INFO] 2021-02-11 17:48:40 > Step: 196900 Progress: 39.4% Elapsed: 1:19:02 temperature: no ada_p: No Discriminator_loss: 0.330335 Generator_loss: 2.79046
[INFO] 2021-02-11 17:49:46 > Step: 197000 Progress: 39.4% Elapsed: 1:20:08 temperature: no ada_p: No Discriminator_loss: 0.303723 Generator_loss: 1.25091
[INFO] 2021-02-11 17:50:52 > Step: 197100 Progress: 39.4% Elapsed: 1:21:14 temperature: no ada_p: No Discriminator_loss: 0.261584 Generator_loss: 1.85889
[INFO] 2021-02-11 17:51:57 > Step: 197200 Progress: 39.4% Elapsed: 1:22:19 temperature: no ada_p: No Discriminator_loss: 0.221563 Generator_loss: 2.03073
[INFO] 2021-02-11 17:53:01 > Step: 197300 Progress: 39.5% Elapsed: 1:23:23 temperature: no ada_p: No Discriminator_loss: 0.207941 Generator_loss: 2.10853
[INFO] 2021-02-11 17:54:06 > Step: 197400 Progress: 39.5% Elapsed: 1:24:27 temperature: no ada_p: No Discriminator_loss: 0.308693 Generator_loss: 1.3569
[INFO] 2021-02-11 17:55:11 > Step: 197500 Progress: 39.5% Elapsed: 1:25:32 temperature: no ada_p: No Discriminator_loss: 0.238542 Generator_loss: 1.77942
[INFO] 2021-02-11 17:56:15 > Step: 197600 Progress: 39.5% Elapsed: 1:26:37 temperature: no ada_p: No Discriminator_loss: 0.361972 Generator_loss: 1.39172
[INFO] 2021-02-11 17:57:20 > Step: 197700 Progress: 39.5% Elapsed: 1:27:42 temperature: no ada_p: No Discriminator_loss: 0.298838 Generator_loss: 1.83748
[INFO] 2021-02-11 17:58:25 > Step: 197800 Progress: 39.6% Elapsed: 1:28:46 temperature: no ada_p: No Discriminator_loss: 0.302718 Generator_loss: 1.20292
[INFO] 2021-02-11 17:59:29 > Step: 197900 Progress: 39.6% Elapsed: 1:29:51 temperature: no ada_p: No Discriminator_loss: 0.293434 Generator_loss: 1.48522
[INFO] 2021-02-11 18:00:34 > Step: 198000 Progress: 39.6% Elapsed: 1:30:56 temperature: no ada_p: No Discriminator_loss: 0.432347 Generator_loss: 1.20882
[INFO] 2021-02-11 18:00:34 > Start Evaluation (198000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 18:00:34 > Calculating FID Score....
[INFO] 2021-02-11 18:01:16 > Calculating Inception Score....
[INFO] 2021-02-11 18:01:40 > Calculate F_beta Score....
[INFO] 2021-02-11 18:08:48 > Calculate Accuracies....
[INFO] 2021-02-11 18:09:10 > Calculate Accuracies....
[INFO] 2021-02-11 18:12:47 > F_8 score (Step: 198000, Using valid images): 0.8464749890413892
[INFO] 2021-02-11 18:12:47 > F_1/8 score (Step: 198000, Using valid images): 0.8956499808922794
[INFO] 2021-02-11 18:12:47 > FID score (Step: 198000, Using valid moments): 38.5567989326845
[INFO] 2021-02-11 18:12:47 > Inception score (Step: 198000, 50000 generated images): 21.832544326782227
[INFO] 2021-02-11 18:12:47 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 18:12:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 18:14:02 > Step: 198100 Progress: 39.6% Elapsed: 1:44:24 temperature: no ada_p: No Discriminator_loss: 0.220584 Generator_loss: 2.27408
[INFO] 2021-02-11 18:15:06 > Step: 198200 Progress: 39.6% Elapsed: 1:45:28 temperature: no ada_p: No Discriminator_loss: 0.239982 Generator_loss: 2.41723
[INFO] 2021-02-11 18:16:10 > Step: 198300 Progress: 39.7% Elapsed: 1:46:32 temperature: no ada_p: No Discriminator_loss: 0.249133 Generator_loss: 2.32237
[INFO] 2021-02-11 18:17:14 > Step: 198400 Progress: 39.7% Elapsed: 1:47:35 temperature: no ada_p: No Discriminator_loss: 0.437267 Generator_loss: 1.13231
[INFO] 2021-02-11 18:18:18 > Step: 198500 Progress: 39.7% Elapsed: 1:48:39 temperature: no ada_p: No Discriminator_loss: 0.373736 Generator_loss: 2.63726
[INFO] 2021-02-11 18:19:22 > Step: 198600 Progress: 39.7% Elapsed: 1:49:43 temperature: no ada_p: No Discriminator_loss: 0.220005 Generator_loss: 2.11599
[INFO] 2021-02-11 18:20:25 > Step: 198700 Progress: 39.7% Elapsed: 1:50:47 temperature: no ada_p: No Discriminator_loss: 0.293552 Generator_loss: 1.55179
[INFO] 2021-02-11 18:21:29 > Step: 198800 Progress: 39.8% Elapsed: 1:51:51 temperature: no ada_p: No Discriminator_loss: 0.207562 Generator_loss: 2.27801
[INFO] 2021-02-11 18:22:53 > Step: 198900 Progress: 39.8% Elapsed: 1:53:14 temperature: no ada_p: No Discriminator_loss: 0.292881 Generator_loss: 1.75423
[INFO] 2021-02-11 18:23:57 > Step: 199000 Progress: 39.8% Elapsed: 1:54:19 temperature: no ada_p: No Discriminator_loss: 0.354221 Generator_loss: 1.56322
[INFO] 2021-02-11 18:25:01 > Step: 199100 Progress: 39.8% Elapsed: 1:55:23 temperature: no ada_p: No Discriminator_loss: 0.257729 Generator_loss: 2.19089
[INFO] 2021-02-11 18:26:06 > Step: 199200 Progress: 39.8% Elapsed: 1:56:28 temperature: no ada_p: No Discriminator_loss: 0.469195 Generator_loss: 1.26239
[INFO] 2021-02-11 18:27:10 > Step: 199300 Progress: 39.9% Elapsed: 1:57:32 temperature: no ada_p: No Discriminator_loss: 0.283805 Generator_loss: 1.6789
[INFO] 2021-02-11 18:28:15 > Step: 199400 Progress: 39.9% Elapsed: 1:58:37 temperature: no ada_p: No Discriminator_loss: 0.247695 Generator_loss: 2.47093
[INFO] 2021-02-11 18:29:20 > Step: 199500 Progress: 39.9% Elapsed: 1:59:41 temperature: no ada_p: No Discriminator_loss: 0.388462 Generator_loss: 2.6384
[INFO] 2021-02-11 18:30:26 > Step: 199600 Progress: 39.9% Elapsed: 2:00:48 temperature: no ada_p: No Discriminator_loss: 0.397359 Generator_loss: 1.56727
[INFO] 2021-02-11 18:31:30 > Step: 199700 Progress: 39.9% Elapsed: 2:01:52 temperature: no ada_p: No Discriminator_loss: 0.355076 Generator_loss: 1.52551
[INFO] 2021-02-11 18:32:35 > Step: 199800 Progress: 40.0% Elapsed: 2:02:56 temperature: no ada_p: No Discriminator_loss: 0.239155 Generator_loss: 2.24907
[INFO] 2021-02-11 18:33:39 > Step: 199900 Progress: 40.0% Elapsed: 2:04:01 temperature: no ada_p: No Discriminator_loss: 0.250436 Generator_loss: 2.05048
[INFO] 2021-02-11 18:34:44 > Step: 200000 Progress: 40.0% Elapsed: 2:05:05 temperature: no ada_p: No Discriminator_loss: 0.31475 Generator_loss: 2.52918
[INFO] 2021-02-11 18:34:44 > Start Evaluation (200000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 18:34:44 > Calculating FID Score....
[INFO] 2021-02-11 18:35:26 > Calculating Inception Score....
[INFO] 2021-02-11 18:35:49 > Calculate F_beta Score....
[INFO] 2021-02-11 18:42:47 > Calculate Accuracies....
[INFO] 2021-02-11 18:43:10 > Calculate Accuracies....
[INFO] 2021-02-11 18:46:46 > F_8 score (Step: 200000, Using valid images): 0.8346086513591638
[INFO] 2021-02-11 18:46:46 > F_1/8 score (Step: 200000, Using valid images): 0.8988064551631726
[INFO] 2021-02-11 18:46:46 > FID score (Step: 200000, Using valid moments): 39.39284244819214
[INFO] 2021-02-11 18:46:46 > Inception score (Step: 200000, 50000 generated images): 21.801668167114258
[INFO] 2021-02-11 18:46:46 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 18:46:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 18:48:02 > Step: 200100 Progress: 40.0% Elapsed: 2:18:23 temperature: no ada_p: No Discriminator_loss: 0.303192 Generator_loss: 2.70735
[INFO] 2021-02-11 18:49:06 > Step: 200200 Progress: 40.0% Elapsed: 2:19:27 temperature: no ada_p: No Discriminator_loss: 0.33048 Generator_loss: 1.67589
[INFO] 2021-02-11 18:50:10 > Step: 200300 Progress: 40.1% Elapsed: 2:20:31 temperature: no ada_p: No Discriminator_loss: 0.319046 Generator_loss: 1.42422
[INFO] 2021-02-11 18:51:14 > Step: 200400 Progress: 40.1% Elapsed: 2:21:35 temperature: no ada_p: No Discriminator_loss: 0.40529 Generator_loss: 1.35038
[INFO] 2021-02-11 18:52:18 > Step: 200500 Progress: 40.1% Elapsed: 2:22:40 temperature: no ada_p: No Discriminator_loss: 0.306526 Generator_loss: 3.14195
[INFO] 2021-02-11 18:53:41 > Step: 200600 Progress: 40.1% Elapsed: 2:24:03 temperature: no ada_p: No Discriminator_loss: 0.304821 Generator_loss: 2.13897
[INFO] 2021-02-11 18:54:46 > Step: 200700 Progress: 40.1% Elapsed: 2:25:07 temperature: no ada_p: No Discriminator_loss: 0.320861 Generator_loss: 1.74985
[INFO] 2021-02-11 18:55:50 > Step: 200800 Progress: 40.2% Elapsed: 2:26:12 temperature: no ada_p: No Discriminator_loss: 0.378265 Generator_loss: 1.53403
[INFO] 2021-02-11 18:56:55 > Step: 200900 Progress: 40.2% Elapsed: 2:27:16 temperature: no ada_p: No Discriminator_loss: 0.456211 Generator_loss: 2.57729
[INFO] 2021-02-11 18:57:59 > Step: 201000 Progress: 40.2% Elapsed: 2:28:21 temperature: no ada_p: No Discriminator_loss: 0.42998 Generator_loss: 2.23948
[INFO] 2021-02-11 18:59:04 > Step: 201100 Progress: 40.2% Elapsed: 2:29:25 temperature: no ada_p: No Discriminator_loss: 0.917075 Generator_loss: 0.895911
[INFO] 2021-02-11 19:00:08 > Step: 201200 Progress: 40.2% Elapsed: 2:30:30 temperature: no ada_p: No Discriminator_loss: 0.419132 Generator_loss: 1.22494
[INFO] 2021-02-11 19:01:13 > Step: 201300 Progress: 40.3% Elapsed: 2:31:35 temperature: no ada_p: No Discriminator_loss: 0.372136 Generator_loss: 2.56436
[INFO] 2021-02-11 19:02:18 > Step: 201400 Progress: 40.3% Elapsed: 2:32:40 temperature: no ada_p: No Discriminator_loss: 0.290603 Generator_loss: 1.62921
[INFO] 2021-02-11 19:03:22 > Step: 201500 Progress: 40.3% Elapsed: 2:33:44 temperature: no ada_p: No Discriminator_loss: 0.347797 Generator_loss: 1.33845
[INFO] 2021-02-11 19:04:27 > Step: 201600 Progress: 40.3% Elapsed: 2:34:49 temperature: no ada_p: No Discriminator_loss: 0.359932 Generator_loss: 1.37582
[INFO] 2021-02-11 19:05:31 > Step: 201700 Progress: 40.3% Elapsed: 2:35:53 temperature: no ada_p: No Discriminator_loss: 0.221392 Generator_loss: 1.66527
[INFO] 2021-02-11 19:06:36 > Step: 201800 Progress: 40.4% Elapsed: 2:36:57 temperature: no ada_p: No Discriminator_loss: 0.36541 Generator_loss: 1.4709
[INFO] 2021-02-11 19:07:40 > Step: 201900 Progress: 40.4% Elapsed: 2:38:02 temperature: no ada_p: No Discriminator_loss: 0.366958 Generator_loss: 2.83
[INFO] 2021-02-11 19:08:45 > Step: 202000 Progress: 40.4% Elapsed: 2:39:06 temperature: no ada_p: No Discriminator_loss: 0.236076 Generator_loss: 2.03116
[INFO] 2021-02-11 19:08:45 > Start Evaluation (202000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 19:08:45 > Calculating FID Score....
[INFO] 2021-02-11 19:09:26 > Calculating Inception Score....
[INFO] 2021-02-11 19:09:49 > Calculate F_beta Score....
[INFO] 2021-02-11 19:16:49 > Calculate Accuracies....
[INFO] 2021-02-11 19:17:12 > Calculate Accuracies....
[INFO] 2021-02-11 19:20:49 > F_8 score (Step: 202000, Using valid images): 0.8334411749515885
[INFO] 2021-02-11 19:20:49 > F_1/8 score (Step: 202000, Using valid images): 0.8994239799142092
[INFO] 2021-02-11 19:20:49 > FID score (Step: 202000, Using valid moments): 38.85164342651814
[INFO] 2021-02-11 19:20:49 > Inception score (Step: 202000, 50000 generated images): 22.195341110229492
[INFO] 2021-02-11 19:20:49 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 19:21:00 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 19:22:05 > Step: 202100 Progress: 40.4% Elapsed: 2:52:27 temperature: no ada_p: No Discriminator_loss: 0.276044 Generator_loss: 2.52112
[INFO] 2021-02-11 19:23:09 > Step: 202200 Progress: 40.4% Elapsed: 2:53:31 temperature: no ada_p: No Discriminator_loss: 0.310084 Generator_loss: 1.54129
[INFO] 2021-02-11 19:24:14 > Step: 202300 Progress: 40.5% Elapsed: 2:54:35 temperature: no ada_p: No Discriminator_loss: 0.272612 Generator_loss: 2.69421
[INFO] 2021-02-11 19:25:18 > Step: 202400 Progress: 40.5% Elapsed: 2:55:39 temperature: no ada_p: No Discriminator_loss: 0.219644 Generator_loss: 2.43701
[INFO] 2021-02-11 19:26:22 > Step: 202500 Progress: 40.5% Elapsed: 2:56:44 temperature: no ada_p: No Discriminator_loss: 0.251992 Generator_loss: 1.81083
[INFO] 2021-02-11 19:27:26 > Step: 202600 Progress: 40.5% Elapsed: 2:57:48 temperature: no ada_p: No Discriminator_loss: 0.399965 Generator_loss: 1.54661
[INFO] 2021-02-11 19:28:30 > Step: 202700 Progress: 40.5% Elapsed: 2:58:52 temperature: no ada_p: No Discriminator_loss: 0.334625 Generator_loss: 2.2533
[INFO] 2021-02-11 19:29:34 > Step: 202800 Progress: 40.6% Elapsed: 2:59:56 temperature: no ada_p: No Discriminator_loss: 0.34427 Generator_loss: 2.62984
[INFO] 2021-02-11 19:30:57 > Step: 202900 Progress: 40.6% Elapsed: 3:01:18 temperature: no ada_p: No Discriminator_loss: 0.367117 Generator_loss: 1.41696
[INFO] 2021-02-11 19:32:01 > Step: 203000 Progress: 40.6% Elapsed: 3:02:23 temperature: no ada_p: No Discriminator_loss: 0.287741 Generator_loss: 1.53009
[INFO] 2021-02-11 19:33:06 > Step: 203100 Progress: 40.6% Elapsed: 3:03:28 temperature: no ada_p: No Discriminator_loss: 0.498665 Generator_loss: 1.22146
[INFO] 2021-02-11 19:34:11 > Step: 203200 Progress: 40.6% Elapsed: 3:04:32 temperature: no ada_p: No Discriminator_loss: 0.234739 Generator_loss: 1.53492
[INFO] 2021-02-11 19:35:15 > Step: 203300 Progress: 40.7% Elapsed: 3:05:37 temperature: no ada_p: No Discriminator_loss: 0.336341 Generator_loss: 1.53687
[INFO] 2021-02-11 19:36:20 > Step: 203400 Progress: 40.7% Elapsed: 3:06:41 temperature: no ada_p: No Discriminator_loss: 0.219503 Generator_loss: 1.94147
[INFO] 2021-02-11 19:37:24 > Step: 203500 Progress: 40.7% Elapsed: 3:07:46 temperature: no ada_p: No Discriminator_loss: 0.210013 Generator_loss: 2.17729
[INFO] 2021-02-11 19:38:29 > Step: 203600 Progress: 40.7% Elapsed: 3:08:50 temperature: no ada_p: No Discriminator_loss: 0.252528 Generator_loss: 2.16174
[INFO] 2021-02-11 19:39:33 > Step: 203700 Progress: 40.7% Elapsed: 3:09:55 temperature: no ada_p: No Discriminator_loss: 0.296135 Generator_loss: 1.43582
[INFO] 2021-02-11 19:40:38 > Step: 203800 Progress: 40.8% Elapsed: 3:11:00 temperature: no ada_p: No Discriminator_loss: 0.258147 Generator_loss: 1.78247
[INFO] 2021-02-11 19:41:43 > Step: 203900 Progress: 40.8% Elapsed: 3:12:04 temperature: no ada_p: No Discriminator_loss: 0.215514 Generator_loss: 1.79128
[INFO] 2021-02-11 19:42:47 > Step: 204000 Progress: 40.8% Elapsed: 3:13:09 temperature: no ada_p: No Discriminator_loss: 0.421576 Generator_loss: 2.23924
[INFO] 2021-02-11 19:42:47 > Start Evaluation (204000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 19:42:47 > Calculating FID Score....
[INFO] 2021-02-11 19:43:28 > Calculating Inception Score....
[INFO] 2021-02-11 19:43:52 > Calculate F_beta Score....
[INFO] 2021-02-11 19:50:54 > Calculate Accuracies....
[INFO] 2021-02-11 19:51:17 > Calculate Accuracies....
[INFO] 2021-02-11 19:54:54 > F_8 score (Step: 204000, Using valid images): 0.8399128261581819
[INFO] 2021-02-11 19:54:54 > F_1/8 score (Step: 204000, Using valid images): 0.8994777486898942
[INFO] 2021-02-11 19:54:54 > FID score (Step: 204000, Using valid moments): 39.79906446057663
[INFO] 2021-02-11 19:54:54 > Inception score (Step: 204000, 50000 generated images): 22.114229202270508
[INFO] 2021-02-11 19:54:54 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 19:55:05 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 19:56:09 > Step: 204100 Progress: 40.8% Elapsed: 3:26:30 temperature: no ada_p: No Discriminator_loss: 0.360066 Generator_loss: 1.37122
[INFO] 2021-02-11 19:57:13 > Step: 204200 Progress: 40.8% Elapsed: 3:27:35 temperature: no ada_p: No Discriminator_loss: 0.226463 Generator_loss: 1.886
[INFO] 2021-02-11 19:58:17 > Step: 204300 Progress: 40.9% Elapsed: 3:28:39 temperature: no ada_p: No Discriminator_loss: 0.322662 Generator_loss: 1.21899
[INFO] 2021-02-11 19:59:21 > Step: 204400 Progress: 40.9% Elapsed: 3:29:43 temperature: no ada_p: No Discriminator_loss: 0.394091 Generator_loss: 2.82726
[INFO] 2021-02-11 20:00:43 > Step: 204500 Progress: 40.9% Elapsed: 3:31:05 temperature: no ada_p: No Discriminator_loss: 0.268459 Generator_loss: 1.71035
[INFO] 2021-02-11 20:01:49 > Step: 204600 Progress: 40.9% Elapsed: 3:32:11 temperature: no ada_p: No Discriminator_loss: 0.264058 Generator_loss: 2.04394
[INFO] 2021-02-11 20:02:54 > Step: 204700 Progress: 40.9% Elapsed: 3:33:16 temperature: no ada_p: No Discriminator_loss: 0.222546 Generator_loss: 2.09924
[INFO] 2021-02-11 20:03:59 > Step: 204800 Progress: 41.0% Elapsed: 3:34:20 temperature: no ada_p: No Discriminator_loss: 0.25397 Generator_loss: 1.62315
[INFO] 2021-02-11 20:05:03 > Step: 204900 Progress: 41.0% Elapsed: 3:35:25 temperature: no ada_p: No Discriminator_loss: 0.279886 Generator_loss: 1.4997
[INFO] 2021-02-11 20:06:08 > Step: 205000 Progress: 41.0% Elapsed: 3:36:30 temperature: no ada_p: No Discriminator_loss: 0.25931 Generator_loss: 2.26386
[INFO] 2021-02-11 20:07:12 > Step: 205100 Progress: 41.0% Elapsed: 3:37:34 temperature: no ada_p: No Discriminator_loss: 0.310827 Generator_loss: 2.38658
[INFO] 2021-02-11 20:08:17 > Step: 205200 Progress: 41.0% Elapsed: 3:38:39 temperature: no ada_p: No Discriminator_loss: 0.407246 Generator_loss: 1.37082
[INFO] 2021-02-11 20:09:22 > Step: 205300 Progress: 41.1% Elapsed: 3:39:43 temperature: no ada_p: No Discriminator_loss: 0.229228 Generator_loss: 2.58927
[INFO] 2021-02-11 20:10:26 > Step: 205400 Progress: 41.1% Elapsed: 3:40:48 temperature: no ada_p: No Discriminator_loss: 0.331593 Generator_loss: 2.48612
[INFO] 2021-02-11 20:11:30 > Step: 205500 Progress: 41.1% Elapsed: 3:41:52 temperature: no ada_p: No Discriminator_loss: 0.183423 Generator_loss: 2.31465
[INFO] 2021-02-11 20:12:35 > Step: 205600 Progress: 41.1% Elapsed: 3:42:57 temperature: no ada_p: No Discriminator_loss: 0.32754 Generator_loss: 1.46876
[INFO] 2021-02-11 20:13:40 > Step: 205700 Progress: 41.1% Elapsed: 3:44:01 temperature: no ada_p: No Discriminator_loss: 0.515094 Generator_loss: 1.19085
[INFO] 2021-02-11 20:14:44 > Step: 205800 Progress: 41.2% Elapsed: 3:45:06 temperature: no ada_p: No Discriminator_loss: 0.269558 Generator_loss: 2.26389
[INFO] 2021-02-11 20:15:48 > Step: 205900 Progress: 41.2% Elapsed: 3:46:10 temperature: no ada_p: No Discriminator_loss: 0.212682 Generator_loss: 2.25955
[INFO] 2021-02-11 20:16:53 > Step: 206000 Progress: 41.2% Elapsed: 3:47:15 temperature: no ada_p: No Discriminator_loss: 0.227948 Generator_loss: 2.2353
[INFO] 2021-02-11 20:16:53 > Start Evaluation (206000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 20:16:53 > Calculating FID Score....
[INFO] 2021-02-11 20:17:34 > Calculating Inception Score....
[INFO] 2021-02-11 20:17:58 > Calculate F_beta Score....
[INFO] 2021-02-11 20:24:55 > Calculate Accuracies....
[INFO] 2021-02-11 20:25:18 > Calculate Accuracies....
[INFO] 2021-02-11 20:28:53 > F_8 score (Step: 206000, Using valid images): 0.8375236272772993
[INFO] 2021-02-11 20:28:53 > F_1/8 score (Step: 206000, Using valid images): 0.9025601869172326
[INFO] 2021-02-11 20:28:53 > FID score (Step: 206000, Using valid moments): 39.23050619042425
[INFO] 2021-02-11 20:28:53 > Inception score (Step: 206000, 50000 generated images): 21.843774795532227
[INFO] 2021-02-11 20:28:53 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 20:29:04 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 20:30:26 > Step: 206100 Progress: 41.2% Elapsed: 4:00:48 temperature: no ada_p: No Discriminator_loss: 0.274722 Generator_loss: 1.81848
[INFO] 2021-02-11 20:31:31 > Step: 206200 Progress: 41.2% Elapsed: 4:01:52 temperature: no ada_p: No Discriminator_loss: 0.429271 Generator_loss: 1.06307
[INFO] 2021-02-11 20:32:35 > Step: 206300 Progress: 41.3% Elapsed: 4:02:57 temperature: no ada_p: No Discriminator_loss: 0.250434 Generator_loss: 1.82161
[INFO] 2021-02-11 20:33:40 > Step: 206400 Progress: 41.3% Elapsed: 4:04:02 temperature: no ada_p: No Discriminator_loss: 0.302541 Generator_loss: 1.76955
[INFO] 2021-02-11 20:34:44 > Step: 206500 Progress: 41.3% Elapsed: 4:05:06 temperature: no ada_p: No Discriminator_loss: 0.279684 Generator_loss: 2.38273
[INFO] 2021-02-11 20:35:49 > Step: 206600 Progress: 41.3% Elapsed: 4:06:10 temperature: no ada_p: No Discriminator_loss: 0.256776 Generator_loss: 1.8242
[INFO] 2021-02-11 20:36:53 > Step: 206700 Progress: 41.3% Elapsed: 4:07:15 temperature: no ada_p: No Discriminator_loss: 0.369124 Generator_loss: 1.53335
[INFO] 2021-02-11 20:37:58 > Step: 206800 Progress: 41.4% Elapsed: 4:08:19 temperature: no ada_p: No Discriminator_loss: 0.286153 Generator_loss: 2.58294
[INFO] 2021-02-11 20:39:02 > Step: 206900 Progress: 41.4% Elapsed: 4:09:24 temperature: no ada_p: No Discriminator_loss: 0.340078 Generator_loss: 1.27624
[INFO] 2021-02-11 20:40:07 > Step: 207000 Progress: 41.4% Elapsed: 4:10:28 temperature: no ada_p: No Discriminator_loss: 0.306233 Generator_loss: 1.39237
[INFO] 2021-02-11 20:41:13 > Step: 207100 Progress: 41.4% Elapsed: 4:11:34 temperature: no ada_p: No Discriminator_loss: 0.179349 Generator_loss: 2.13182
[INFO] 2021-02-11 20:42:17 > Step: 207200 Progress: 41.4% Elapsed: 4:12:39 temperature: no ada_p: No Discriminator_loss: 0.309626 Generator_loss: 1.4649
[INFO] 2021-02-11 20:43:22 > Step: 207300 Progress: 41.5% Elapsed: 4:13:44 temperature: no ada_p: No Discriminator_loss: 0.342896 Generator_loss: 1.40245
[INFO] 2021-02-11 20:44:27 > Step: 207400 Progress: 41.5% Elapsed: 4:14:48 temperature: no ada_p: No Discriminator_loss: 0.267781 Generator_loss: 1.58436
[INFO] 2021-02-11 20:45:31 > Step: 207500 Progress: 41.5% Elapsed: 4:15:53 temperature: no ada_p: No Discriminator_loss: 0.412093 Generator_loss: 1.21332
[INFO] 2021-02-11 20:46:36 > Step: 207600 Progress: 41.5% Elapsed: 4:16:57 temperature: no ada_p: No Discriminator_loss: 0.231679 Generator_loss: 1.79084
[INFO] 2021-02-11 20:47:40 > Step: 207700 Progress: 41.5% Elapsed: 4:18:02 temperature: no ada_p: No Discriminator_loss: 0.389935 Generator_loss: 2.696
[INFO] 2021-02-11 20:48:44 > Step: 207800 Progress: 41.6% Elapsed: 4:19:06 temperature: no ada_p: No Discriminator_loss: 0.449745 Generator_loss: 1.39773
[INFO] 2021-02-11 20:49:49 > Step: 207900 Progress: 41.6% Elapsed: 4:20:11 temperature: no ada_p: No Discriminator_loss: 0.322444 Generator_loss: 2.47467
[INFO] 2021-02-11 20:50:53 > Step: 208000 Progress: 41.6% Elapsed: 4:21:15 temperature: no ada_p: No Discriminator_loss: 0.350188 Generator_loss: 1.50586
[INFO] 2021-02-11 20:50:53 > Start Evaluation (208000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 20:50:53 > Calculating FID Score....
[INFO] 2021-02-11 20:51:34 > Calculating Inception Score....
[INFO] 2021-02-11 20:51:58 > Calculate F_beta Score....
[INFO] 2021-02-11 20:58:56 > Calculate Accuracies....
[INFO] 2021-02-11 20:59:19 > Calculate Accuracies....
[INFO] 2021-02-11 21:02:57 > F_8 score (Step: 208000, Using valid images): 0.8424622856912033
[INFO] 2021-02-11 21:02:57 > F_1/8 score (Step: 208000, Using valid images): 0.8895086437627651
[INFO] 2021-02-11 21:02:57 > FID score (Step: 208000, Using valid moments): 38.55694588427406
[INFO] 2021-02-11 21:02:57 > Inception score (Step: 208000, 50000 generated images): 21.924076080322266
[INFO] 2021-02-11 21:02:57 > Best FID score (Step: 196000, Using valid moments): 37.87383447959547
[INFO] 2021-02-11 21:03:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 21:04:13 > Step: 208100 Progress: 41.6% Elapsed: 4:34:35 temperature: no ada_p: No Discriminator_loss: 0.18359 Generator_loss: 1.74526
[INFO] 2021-02-11 21:05:17 > Step: 208200 Progress: 41.6% Elapsed: 4:35:39 temperature: no ada_p: No Discriminator_loss: 0.347925 Generator_loss: 1.5042
[INFO] 2021-02-11 21:06:21 > Step: 208300 Progress: 41.7% Elapsed: 4:36:43 temperature: no ada_p: No Discriminator_loss: 0.416391 Generator_loss: 1.58587
[INFO] 2021-02-11 21:07:25 > Step: 208400 Progress: 41.7% Elapsed: 4:37:47 temperature: no ada_p: No Discriminator_loss: 0.295299 Generator_loss: 1.61095
[INFO] 2021-02-11 21:08:29 > Step: 208500 Progress: 41.7% Elapsed: 4:38:51 temperature: no ada_p: No Discriminator_loss: 0.403866 Generator_loss: 2.64344
[INFO] 2021-02-11 21:09:33 > Step: 208600 Progress: 41.7% Elapsed: 4:39:55 temperature: no ada_p: No Discriminator_loss: 0.211848 Generator_loss: 2.22476
[INFO] 2021-02-11 21:10:37 > Step: 208700 Progress: 41.7% Elapsed: 4:40:59 temperature: no ada_p: No Discriminator_loss: 0.295931 Generator_loss: 1.5934
[INFO] 2021-02-11 21:11:41 > Step: 208800 Progress: 41.8% Elapsed: 4:42:03 temperature: no ada_p: No Discriminator_loss: 0.417403 Generator_loss: 1.24568
[INFO] 2021-02-11 21:13:04 > Step: 208900 Progress: 41.8% Elapsed: 4:43:25 temperature: no ada_p: No Discriminator_loss: 0.225177 Generator_loss: 2.11757
[INFO] 2021-02-11 21:14:08 > Step: 209000 Progress: 41.8% Elapsed: 4:44:30 temperature: no ada_p: No Discriminator_loss: 0.588469 Generator_loss: 0.962391
[INFO] 2021-02-11 21:15:13 > Step: 209100 Progress: 41.8% Elapsed: 4:45:34 temperature: no ada_p: No Discriminator_loss: 0.218278 Generator_loss: 2.05537
[INFO] 2021-02-11 21:16:17 > Step: 209200 Progress: 41.8% Elapsed: 4:46:39 temperature: no ada_p: No Discriminator_loss: 0.41897 Generator_loss: 1.43749
[INFO] 2021-02-11 21:17:22 > Step: 209300 Progress: 41.9% Elapsed: 4:47:43 temperature: no ada_p: No Discriminator_loss: 0.355987 Generator_loss: 1.64117
[INFO] 2021-02-11 21:18:26 > Step: 209400 Progress: 41.9% Elapsed: 4:48:48 temperature: no ada_p: No Discriminator_loss: 0.330805 Generator_loss: 1.37301
[INFO] 2021-02-11 21:19:31 > Step: 209500 Progress: 41.9% Elapsed: 4:49:52 temperature: no ada_p: No Discriminator_loss: 0.268964 Generator_loss: 2.39219
[INFO] 2021-02-11 21:20:37 > Step: 209600 Progress: 41.9% Elapsed: 4:50:58 temperature: no ada_p: No Discriminator_loss: 0.265247 Generator_loss: 1.67875
[INFO] 2021-02-11 21:21:41 > Step: 209700 Progress: 41.9% Elapsed: 4:52:03 temperature: no ada_p: No Discriminator_loss: 0.210475 Generator_loss: 1.7198
[INFO] 2021-02-11 21:22:46 > Step: 209800 Progress: 42.0% Elapsed: 4:53:07 temperature: no ada_p: No Discriminator_loss: 0.256635 Generator_loss: 1.68431
[INFO] 2021-02-11 21:23:50 > Step: 209900 Progress: 42.0% Elapsed: 4:54:12 temperature: no ada_p: No Discriminator_loss: 0.28019 Generator_loss: 1.90849
[INFO] 2021-02-11 21:24:55 > Step: 210000 Progress: 42.0% Elapsed: 4:55:16 temperature: no ada_p: No Discriminator_loss: 0.209192 Generator_loss: 2.08648
[INFO] 2021-02-11 21:24:55 > Start Evaluation (210000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 21:24:55 > Calculating FID Score....
[INFO] 2021-02-11 21:25:36 > Calculating Inception Score....
[INFO] 2021-02-11 21:25:59 > Calculate F_beta Score....
[INFO] 2021-02-11 21:32:59 > Calculate Accuracies....
[INFO] 2021-02-11 21:33:23 > Calculate Accuracies....
[INFO] 2021-02-11 21:37:01 > F_8 score (Step: 210000, Using valid images): 0.8469628202706588
[INFO] 2021-02-11 21:37:01 > F_1/8 score (Step: 210000, Using valid images): 0.8968449762310217
[INFO] 2021-02-11 21:37:01 > FID score (Step: 210000, Using valid moments): 37.41465782998671
[INFO] 2021-02-11 21:37:01 > Inception score (Step: 210000, 50000 generated images): 22.50215721130371
[INFO] 2021-02-11 21:37:01 > Best FID score (Step: 210000, Using valid moments): 37.41465782998671
[INFO] 2021-02-11 21:37:24 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 21:38:28 > Step: 210100 Progress: 42.0% Elapsed: 5:08:49 temperature: no ada_p: No Discriminator_loss: 0.208109 Generator_loss: 2.16317
[INFO] 2021-02-11 21:39:32 > Step: 210200 Progress: 42.0% Elapsed: 5:09:53 temperature: no ada_p: No Discriminator_loss: 0.219458 Generator_loss: 2.16915
[INFO] 2021-02-11 21:40:36 > Step: 210300 Progress: 42.1% Elapsed: 5:10:57 temperature: no ada_p: No Discriminator_loss: 0.263976 Generator_loss: 1.49084
[INFO] 2021-02-11 21:41:40 > Step: 210400 Progress: 42.1% Elapsed: 5:12:01 temperature: no ada_p: No Discriminator_loss: 0.35063 Generator_loss: 1.06656
[INFO] 2021-02-11 21:43:02 > Step: 210500 Progress: 42.1% Elapsed: 5:13:24 temperature: no ada_p: No Discriminator_loss: 0.454261 Generator_loss: 2.55882
[INFO] 2021-02-11 21:44:06 > Step: 210600 Progress: 42.1% Elapsed: 5:14:28 temperature: no ada_p: No Discriminator_loss: 0.312419 Generator_loss: 1.5116
[INFO] 2021-02-11 21:45:11 > Step: 210700 Progress: 42.1% Elapsed: 5:15:32 temperature: no ada_p: No Discriminator_loss: 0.334781 Generator_loss: 2.52812
[INFO] 2021-02-11 21:46:15 > Step: 210800 Progress: 42.2% Elapsed: 5:16:37 temperature: no ada_p: No Discriminator_loss: 0.3226 Generator_loss: 1.36614
[INFO] 2021-02-11 21:47:20 > Step: 210900 Progress: 42.2% Elapsed: 5:17:41 temperature: no ada_p: No Discriminator_loss: 0.336024 Generator_loss: 1.68412
[INFO] 2021-02-11 21:48:24 > Step: 211000 Progress: 42.2% Elapsed: 5:18:46 temperature: no ada_p: No Discriminator_loss: 0.196431 Generator_loss: 1.84929
[INFO] 2021-02-11 21:49:29 > Step: 211100 Progress: 42.2% Elapsed: 5:19:50 temperature: no ada_p: No Discriminator_loss: 0.406323 Generator_loss: 2.23447
[INFO] 2021-02-11 21:50:33 > Step: 211200 Progress: 42.2% Elapsed: 5:20:55 temperature: no ada_p: No Discriminator_loss: 0.490105 Generator_loss: 1.18464
[INFO] 2021-02-11 21:51:38 > Step: 211300 Progress: 42.3% Elapsed: 5:22:00 temperature: no ada_p: No Discriminator_loss: 0.391432 Generator_loss: 1.38849
[INFO] 2021-02-11 21:52:42 > Step: 211400 Progress: 42.3% Elapsed: 5:23:04 temperature: no ada_p: No Discriminator_loss: 0.236999 Generator_loss: 1.74411
[INFO] 2021-02-11 21:53:47 > Step: 211500 Progress: 42.3% Elapsed: 5:24:08 temperature: no ada_p: No Discriminator_loss: 0.190408 Generator_loss: 1.80531
[INFO] 2021-02-11 21:54:51 > Step: 211600 Progress: 42.3% Elapsed: 5:25:13 temperature: no ada_p: No Discriminator_loss: 0.459752 Generator_loss: 1.39201
[INFO] 2021-02-11 21:55:56 > Step: 211700 Progress: 42.3% Elapsed: 5:26:18 temperature: no ada_p: No Discriminator_loss: 0.260335 Generator_loss: 1.73472
[INFO] 2021-02-11 21:57:01 > Step: 211800 Progress: 42.4% Elapsed: 5:27:22 temperature: no ada_p: No Discriminator_loss: 0.256032 Generator_loss: 1.46548
[INFO] 2021-02-11 21:58:05 > Step: 211900 Progress: 42.4% Elapsed: 5:28:27 temperature: no ada_p: No Discriminator_loss: 0.250249 Generator_loss: 2.27689
[INFO] 2021-02-11 21:59:10 > Step: 212000 Progress: 42.4% Elapsed: 5:29:31 temperature: no ada_p: No Discriminator_loss: 0.358355 Generator_loss: 1.1456
[INFO] 2021-02-11 21:59:10 > Start Evaluation (212000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 21:59:10 > Calculating FID Score....
[INFO] 2021-02-11 21:59:52 > Calculating Inception Score....
[INFO] 2021-02-11 22:00:16 > Calculate F_beta Score....
[INFO] 2021-02-11 22:07:24 > Calculate Accuracies....
[INFO] 2021-02-11 22:07:48 > Calculate Accuracies....
[INFO] 2021-02-11 22:11:26 > F_8 score (Step: 212000, Using valid images): 0.8515196149423834
[INFO] 2021-02-11 22:11:26 > F_1/8 score (Step: 212000, Using valid images): 0.9030357140229356
[INFO] 2021-02-11 22:11:26 > FID score (Step: 212000, Using valid moments): 37.676731194432364
[INFO] 2021-02-11 22:11:26 > Inception score (Step: 212000, 50000 generated images): 22.23439598083496
[INFO] 2021-02-11 22:11:26 > Best FID score (Step: 210000, Using valid moments): 37.41465782998671
[INFO] 2021-02-11 22:11:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 22:12:43 > Step: 212100 Progress: 42.4% Elapsed: 5:43:04 temperature: no ada_p: No Discriminator_loss: 0.360212 Generator_loss: 1.71931
[INFO] 2021-02-11 22:13:47 > Step: 212200 Progress: 42.4% Elapsed: 5:44:08 temperature: no ada_p: No Discriminator_loss: 0.21048 Generator_loss: 1.86909
[INFO] 2021-02-11 22:14:51 > Step: 212300 Progress: 42.5% Elapsed: 5:45:12 temperature: no ada_p: No Discriminator_loss: 0.290615 Generator_loss: 1.53571
[INFO] 2021-02-11 22:15:55 > Step: 212400 Progress: 42.5% Elapsed: 5:46:16 temperature: no ada_p: No Discriminator_loss: 0.230783 Generator_loss: 2.09866
[INFO] 2021-02-11 22:16:59 > Step: 212500 Progress: 42.5% Elapsed: 5:47:20 temperature: no ada_p: No Discriminator_loss: 0.449935 Generator_loss: 1.06757
[INFO] 2021-02-11 22:18:03 > Step: 212600 Progress: 42.5% Elapsed: 5:48:24 temperature: no ada_p: No Discriminator_loss: 0.2365 Generator_loss: 1.99406
[INFO] 2021-02-11 22:19:07 > Step: 212700 Progress: 42.5% Elapsed: 5:49:28 temperature: no ada_p: No Discriminator_loss: 0.520123 Generator_loss: 1.40085
[INFO] 2021-02-11 22:20:11 > Step: 212800 Progress: 42.6% Elapsed: 5:50:32 temperature: no ada_p: No Discriminator_loss: 0.259504 Generator_loss: 1.95428
[INFO] 2021-02-11 22:21:14 > Step: 212900 Progress: 42.6% Elapsed: 5:51:36 temperature: no ada_p: No Discriminator_loss: 0.306334 Generator_loss: 1.71619
[INFO] 2021-02-11 22:22:19 > Step: 213000 Progress: 42.6% Elapsed: 5:52:40 temperature: no ada_p: No Discriminator_loss: 0.240123 Generator_loss: 1.88629
[INFO] 2021-02-11 22:23:22 > Step: 213100 Progress: 42.6% Elapsed: 5:53:44 temperature: no ada_p: No Discriminator_loss: 0.227082 Generator_loss: 2.14774
[INFO] 2021-02-11 22:24:26 > Step: 213200 Progress: 42.6% Elapsed: 5:54:48 temperature: no ada_p: No Discriminator_loss: 0.285807 Generator_loss: 2.0146
[INFO] 2021-02-11 22:25:31 > Step: 213300 Progress: 42.7% Elapsed: 5:55:52 temperature: no ada_p: No Discriminator_loss: 0.247246 Generator_loss: 2.31743
[INFO] 2021-02-11 22:26:35 > Step: 213400 Progress: 42.7% Elapsed: 5:56:56 temperature: no ada_p: No Discriminator_loss: 0.209868 Generator_loss: 1.8609
[INFO] 2021-02-11 22:27:39 > Step: 213500 Progress: 42.7% Elapsed: 5:58:00 temperature: no ada_p: No Discriminator_loss: 0.268157 Generator_loss: 1.73142
[INFO] 2021-02-11 22:28:43 > Step: 213600 Progress: 42.7% Elapsed: 5:59:04 temperature: no ada_p: No Discriminator_loss: 0.249366 Generator_loss: 1.83014
[INFO] 2021-02-11 22:29:47 > Step: 213700 Progress: 42.7% Elapsed: 6:00:09 temperature: no ada_p: No Discriminator_loss: 0.2259 Generator_loss: 1.55495
[INFO] 2021-02-11 22:30:51 > Step: 213800 Progress: 42.8% Elapsed: 6:01:13 temperature: no ada_p: No Discriminator_loss: 0.351556 Generator_loss: 1.4
[INFO] 2021-02-11 22:31:56 > Step: 213900 Progress: 42.8% Elapsed: 6:02:17 temperature: no ada_p: No Discriminator_loss: 0.267213 Generator_loss: 2.6653
[INFO] 2021-02-11 22:33:00 > Step: 214000 Progress: 42.8% Elapsed: 6:03:21 temperature: no ada_p: No Discriminator_loss: 0.430505 Generator_loss: 1.38182
[INFO] 2021-02-11 22:33:00 > Start Evaluation (214000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 22:33:00 > Calculating FID Score....
[INFO] 2021-02-11 22:33:57 > Calculating Inception Score....
[INFO] 2021-02-11 22:34:21 > Calculate F_beta Score....
[INFO] 2021-02-11 22:41:18 > Calculate Accuracies....
[INFO] 2021-02-11 22:41:40 > Calculate Accuracies....
[INFO] 2021-02-11 22:45:17 > F_8 score (Step: 214000, Using valid images): 0.8590274720735007
[INFO] 2021-02-11 22:45:17 > F_1/8 score (Step: 214000, Using valid images): 0.9082036531652876
[INFO] 2021-02-11 22:45:17 > FID score (Step: 214000, Using valid moments): 36.91248337275698
[INFO] 2021-02-11 22:45:17 > Inception score (Step: 214000, 50000 generated images): 22.667423248291016
[INFO] 2021-02-11 22:45:17 > Best FID score (Step: 214000, Using valid moments): 36.91248337275698
[INFO] 2021-02-11 22:45:40 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 22:47:02 > Step: 214100 Progress: 42.8% Elapsed: 6:17:24 temperature: no ada_p: No Discriminator_loss: 0.26058 Generator_loss: 1.81622
[INFO] 2021-02-11 22:48:07 > Step: 214200 Progress: 42.8% Elapsed: 6:18:28 temperature: no ada_p: No Discriminator_loss: 0.421978 Generator_loss: 1.5051
[INFO] 2021-02-11 22:49:11 > Step: 214300 Progress: 42.9% Elapsed: 6:19:33 temperature: no ada_p: No Discriminator_loss: 0.209496 Generator_loss: 1.72146
[INFO] 2021-02-11 22:50:16 > Step: 214400 Progress: 42.9% Elapsed: 6:20:37 temperature: no ada_p: No Discriminator_loss: 0.263944 Generator_loss: 1.64896
[INFO] 2021-02-11 22:51:20 > Step: 214500 Progress: 42.9% Elapsed: 6:21:42 temperature: no ada_p: No Discriminator_loss: 0.233692 Generator_loss: 2.03926
[INFO] 2021-02-11 22:52:26 > Step: 214600 Progress: 42.9% Elapsed: 6:22:48 temperature: no ada_p: No Discriminator_loss: 0.215308 Generator_loss: 2.3501
[INFO] 2021-02-11 22:53:31 > Step: 214700 Progress: 42.9% Elapsed: 6:23:52 temperature: no ada_p: No Discriminator_loss: 0.214117 Generator_loss: 1.49563
[INFO] 2021-02-11 22:54:35 > Step: 214800 Progress: 43.0% Elapsed: 6:24:57 temperature: no ada_p: No Discriminator_loss: 0.25676 Generator_loss: 1.66939
[INFO] 2021-02-11 22:55:39 > Step: 214900 Progress: 43.0% Elapsed: 6:26:01 temperature: no ada_p: No Discriminator_loss: 0.307902 Generator_loss: 2.4838
[INFO] 2021-02-11 22:56:44 > Step: 215000 Progress: 43.0% Elapsed: 6:27:05 temperature: no ada_p: No Discriminator_loss: 0.340899 Generator_loss: 0.986816
[INFO] 2021-02-11 22:57:48 > Step: 215100 Progress: 43.0% Elapsed: 6:28:10 temperature: no ada_p: No Discriminator_loss: 0.246919 Generator_loss: 1.64853
[INFO] 2021-02-11 22:58:53 > Step: 215200 Progress: 43.0% Elapsed: 6:29:14 temperature: no ada_p: No Discriminator_loss: 0.716601 Generator_loss: 0.976323
[INFO] 2021-02-11 22:59:57 > Step: 215300 Progress: 43.1% Elapsed: 6:30:19 temperature: no ada_p: No Discriminator_loss: 0.54632 Generator_loss: 1.01456
[INFO] 2021-02-11 23:01:02 > Step: 215400 Progress: 43.1% Elapsed: 6:31:23 temperature: no ada_p: No Discriminator_loss: 0.294077 Generator_loss: 1.84664
[INFO] 2021-02-11 23:02:07 > Step: 215500 Progress: 43.1% Elapsed: 6:32:28 temperature: no ada_p: No Discriminator_loss: 0.339063 Generator_loss: 1.4783
[INFO] 2021-02-11 23:03:11 > Step: 215600 Progress: 43.1% Elapsed: 6:33:33 temperature: no ada_p: No Discriminator_loss: 0.251512 Generator_loss: 1.4334
[INFO] 2021-02-11 23:04:16 > Step: 215700 Progress: 43.1% Elapsed: 6:34:37 temperature: no ada_p: No Discriminator_loss: 0.330741 Generator_loss: 2.43027
[INFO] 2021-02-11 23:05:20 > Step: 215800 Progress: 43.2% Elapsed: 6:35:42 temperature: no ada_p: No Discriminator_loss: 0.27745 Generator_loss: 1.70859
[INFO] 2021-02-11 23:06:25 > Step: 215900 Progress: 43.2% Elapsed: 6:36:46 temperature: no ada_p: No Discriminator_loss: 0.51539 Generator_loss: 1.32282
[INFO] 2021-02-11 23:07:30 > Step: 216000 Progress: 43.2% Elapsed: 6:37:51 temperature: no ada_p: No Discriminator_loss: 0.400884 Generator_loss: 1.50426
[INFO] 2021-02-11 23:07:30 > Start Evaluation (216000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 23:07:30 > Calculating FID Score....
[INFO] 2021-02-11 23:08:11 > Calculating Inception Score....
[INFO] 2021-02-11 23:08:34 > Calculate F_beta Score....
[INFO] 2021-02-11 23:15:36 > Calculate Accuracies....
[INFO] 2021-02-11 23:16:00 > Calculate Accuracies....
[INFO] 2021-02-11 23:19:37 > F_8 score (Step: 216000, Using valid images): 0.8304860275492112
[INFO] 2021-02-11 23:19:37 > F_1/8 score (Step: 216000, Using valid images): 0.9045677063319157
[INFO] 2021-02-11 23:19:37 > FID score (Step: 216000, Using valid moments): 37.889232080504826
[INFO] 2021-02-11 23:19:37 > Inception score (Step: 216000, 50000 generated images): 22.360614776611328
[INFO] 2021-02-11 23:19:37 > Best FID score (Step: 214000, Using valid moments): 36.91248337275698
[INFO] 2021-02-11 23:19:48 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 23:20:52 > Step: 216100 Progress: 43.2% Elapsed: 6:51:14 temperature: no ada_p: No Discriminator_loss: 0.584714 Generator_loss: 1.11891
[INFO] 2021-02-11 23:21:56 > Step: 216200 Progress: 43.2% Elapsed: 6:52:18 temperature: no ada_p: No Discriminator_loss: 0.765161 Generator_loss: 0.771196
[INFO] 2021-02-11 23:23:00 > Step: 216300 Progress: 43.3% Elapsed: 6:53:22 temperature: no ada_p: No Discriminator_loss: 0.219496 Generator_loss: 1.80568
[INFO] 2021-02-11 23:24:04 > Step: 216400 Progress: 43.3% Elapsed: 6:54:26 temperature: no ada_p: No Discriminator_loss: 0.245204 Generator_loss: 2.61843
[INFO] 2021-02-11 23:25:08 > Step: 216500 Progress: 43.3% Elapsed: 6:55:30 temperature: no ada_p: No Discriminator_loss: 0.271682 Generator_loss: 2.25004
[INFO] 2021-02-11 23:26:12 > Step: 216600 Progress: 43.3% Elapsed: 6:56:34 temperature: no ada_p: No Discriminator_loss: 0.450097 Generator_loss: 1.09733
[INFO] 2021-02-11 23:27:16 > Step: 216700 Progress: 43.3% Elapsed: 6:57:38 temperature: no ada_p: No Discriminator_loss: 0.274911 Generator_loss: 1.80319
[INFO] 2021-02-11 23:28:20 > Step: 216800 Progress: 43.4% Elapsed: 6:58:42 temperature: no ada_p: No Discriminator_loss: 0.24283 Generator_loss: 2.21184
[INFO] 2021-02-11 23:29:42 > Step: 216900 Progress: 43.4% Elapsed: 7:00:04 temperature: no ada_p: No Discriminator_loss: 0.407382 Generator_loss: 1.48231
[INFO] 2021-02-11 23:30:47 > Step: 217000 Progress: 43.4% Elapsed: 7:01:09 temperature: no ada_p: No Discriminator_loss: 0.275415 Generator_loss: 1.46759
[INFO] 2021-02-11 23:31:53 > Step: 217100 Progress: 43.4% Elapsed: 7:02:15 temperature: no ada_p: No Discriminator_loss: 0.576743 Generator_loss: 1.1905
[INFO] 2021-02-11 23:32:58 > Step: 217200 Progress: 43.4% Elapsed: 7:03:19 temperature: no ada_p: No Discriminator_loss: 0.33184 Generator_loss: 1.6317
[INFO] 2021-02-11 23:34:02 > Step: 217300 Progress: 43.5% Elapsed: 7:04:24 temperature: no ada_p: No Discriminator_loss: 0.366898 Generator_loss: 2.35282
[INFO] 2021-02-11 23:35:07 > Step: 217400 Progress: 43.5% Elapsed: 7:05:28 temperature: no ada_p: No Discriminator_loss: 0.346956 Generator_loss: 2.29029
[INFO] 2021-02-11 23:36:11 > Step: 217500 Progress: 43.5% Elapsed: 7:06:33 temperature: no ada_p: No Discriminator_loss: 0.236042 Generator_loss: 2.29713
[INFO] 2021-02-11 23:37:16 > Step: 217600 Progress: 43.5% Elapsed: 7:07:37 temperature: no ada_p: No Discriminator_loss: 0.248036 Generator_loss: 2.28085
[INFO] 2021-02-11 23:38:20 > Step: 217700 Progress: 43.5% Elapsed: 7:08:42 temperature: no ada_p: No Discriminator_loss: 0.263627 Generator_loss: 2.24082
[INFO] 2021-02-11 23:39:25 > Step: 217800 Progress: 43.6% Elapsed: 7:09:47 temperature: no ada_p: No Discriminator_loss: 0.290057 Generator_loss: 2.37826
[INFO] 2021-02-11 23:40:30 > Step: 217900 Progress: 43.6% Elapsed: 7:10:51 temperature: no ada_p: No Discriminator_loss: 0.334455 Generator_loss: 1.82361
[INFO] 2021-02-11 23:41:34 > Step: 218000 Progress: 43.6% Elapsed: 7:11:56 temperature: no ada_p: No Discriminator_loss: 0.183763 Generator_loss: 1.87393
[INFO] 2021-02-11 23:41:34 > Start Evaluation (218000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 23:41:34 > Calculating FID Score....
[INFO] 2021-02-11 23:42:15 > Calculating Inception Score....
[INFO] 2021-02-11 23:42:38 > Calculate F_beta Score....
[INFO] 2021-02-11 23:49:37 > Calculate Accuracies....
[INFO] 2021-02-11 23:50:00 > Calculate Accuracies....
[INFO] 2021-02-11 23:53:38 > F_8 score (Step: 218000, Using valid images): 0.8382646705035389
[INFO] 2021-02-11 23:53:38 > F_1/8 score (Step: 218000, Using valid images): 0.9034030410940487
[INFO] 2021-02-11 23:53:38 > FID score (Step: 218000, Using valid moments): 38.24766673237286
[INFO] 2021-02-11 23:53:38 > Inception score (Step: 218000, 50000 generated images): 22.178972244262695
[INFO] 2021-02-11 23:53:38 > Best FID score (Step: 214000, Using valid moments): 36.91248337275698
[INFO] 2021-02-11 23:53:49 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-11 23:54:53 > Step: 218100 Progress: 43.6% Elapsed: 7:25:15 temperature: no ada_p: No Discriminator_loss: 0.279665 Generator_loss: 2.19773
[INFO] 2021-02-11 23:55:57 > Step: 218200 Progress: 43.6% Elapsed: 7:26:19 temperature: no ada_p: No Discriminator_loss: 0.287901 Generator_loss: 1.55228
[INFO] 2021-02-11 23:57:01 > Step: 218300 Progress: 43.7% Elapsed: 7:27:23 temperature: no ada_p: No Discriminator_loss: 0.232271 Generator_loss: 1.86687
[INFO] 2021-02-11 23:58:05 > Step: 218400 Progress: 43.7% Elapsed: 7:28:27 temperature: no ada_p: No Discriminator_loss: 0.224005 Generator_loss: 2.04555
[INFO] 2021-02-11 23:59:09 > Step: 218500 Progress: 43.7% Elapsed: 7:29:31 temperature: no ada_p: No Discriminator_loss: 0.212145 Generator_loss: 1.70359
[INFO] 2021-02-12 00:00:13 > Step: 218600 Progress: 43.7% Elapsed: 7:30:35 temperature: no ada_p: No Discriminator_loss: 0.344938 Generator_loss: 1.48421
[INFO] 2021-02-12 00:01:17 > Step: 218700 Progress: 43.7% Elapsed: 7:31:39 temperature: no ada_p: No Discriminator_loss: 0.334896 Generator_loss: 2.2923
[INFO] 2021-02-12 00:02:21 > Step: 218800 Progress: 43.8% Elapsed: 7:32:43 temperature: no ada_p: No Discriminator_loss: 0.361676 Generator_loss: 1.5758
[INFO] 2021-02-12 00:03:43 > Step: 218900 Progress: 43.8% Elapsed: 7:34:05 temperature: no ada_p: No Discriminator_loss: 0.269388 Generator_loss: 1.66327
[INFO] 2021-02-12 00:04:48 > Step: 219000 Progress: 43.8% Elapsed: 7:35:09 temperature: no ada_p: No Discriminator_loss: 0.368633 Generator_loss: 2.48583
[INFO] 2021-02-12 00:05:52 > Step: 219100 Progress: 43.8% Elapsed: 7:36:14 temperature: no ada_p: No Discriminator_loss: 0.274476 Generator_loss: 1.51747
[INFO] 2021-02-12 00:06:57 > Step: 219200 Progress: 43.8% Elapsed: 7:37:18 temperature: no ada_p: No Discriminator_loss: 0.286143 Generator_loss: 1.51398
[INFO] 2021-02-12 00:08:01 > Step: 219300 Progress: 43.9% Elapsed: 7:38:23 temperature: no ada_p: No Discriminator_loss: 0.335728 Generator_loss: 1.44974
[INFO] 2021-02-12 00:09:06 > Step: 219400 Progress: 43.9% Elapsed: 7:39:28 temperature: no ada_p: No Discriminator_loss: 0.259481 Generator_loss: 1.70779
[INFO] 2021-02-12 00:10:11 > Step: 219500 Progress: 43.9% Elapsed: 7:40:32 temperature: no ada_p: No Discriminator_loss: 0.254174 Generator_loss: 1.81211
[INFO] 2021-02-12 00:11:17 > Step: 219600 Progress: 43.9% Elapsed: 7:41:38 temperature: no ada_p: No Discriminator_loss: 0.21929 Generator_loss: 2.35507
[INFO] 2021-02-12 00:12:21 > Step: 219700 Progress: 43.9% Elapsed: 7:42:43 temperature: no ada_p: No Discriminator_loss: 0.292579 Generator_loss: 1.46353
[INFO] 2021-02-12 00:13:26 > Step: 219800 Progress: 44.0% Elapsed: 7:43:47 temperature: no ada_p: No Discriminator_loss: 0.346785 Generator_loss: 2.18394
[INFO] 2021-02-12 00:14:30 > Step: 219900 Progress: 44.0% Elapsed: 7:44:52 temperature: no ada_p: No Discriminator_loss: 0.523121 Generator_loss: 1.21757
[INFO] 2021-02-12 00:15:34 > Step: 220000 Progress: 44.0% Elapsed: 7:45:56 temperature: no ada_p: No Discriminator_loss: 0.389423 Generator_loss: 1.5304
[INFO] 2021-02-12 00:15:34 > Start Evaluation (220000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 00:15:34 > Calculating FID Score....
[INFO] 2021-02-12 00:16:15 > Calculating Inception Score....
[INFO] 2021-02-12 00:16:39 > Calculate F_beta Score....
[INFO] 2021-02-12 00:23:40 > Calculate Accuracies....
[INFO] 2021-02-12 00:24:02 > Calculate Accuracies....
[INFO] 2021-02-12 00:27:40 > F_8 score (Step: 220000, Using valid images): 0.8454018887176381
[INFO] 2021-02-12 00:27:40 > F_1/8 score (Step: 220000, Using valid images): 0.9023583185152623
[INFO] 2021-02-12 00:27:40 > FID score (Step: 220000, Using valid moments): 36.81747428277117
[INFO] 2021-02-12 00:27:40 > Inception score (Step: 220000, 50000 generated images): 23.001482009887695
[INFO] 2021-02-12 00:27:40 > Best FID score (Step: 220000, Using valid moments): 36.81747428277117
[INFO] 2021-02-12 00:28:03 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 00:29:07 > Step: 220100 Progress: 44.0% Elapsed: 7:59:28 temperature: no ada_p: No Discriminator_loss: 0.317244 Generator_loss: 2.38496
[INFO] 2021-02-12 00:30:11 > Step: 220200 Progress: 44.0% Elapsed: 8:00:33 temperature: no ada_p: No Discriminator_loss: 0.233698 Generator_loss: 1.98306
[INFO] 2021-02-12 00:31:15 > Step: 220300 Progress: 44.1% Elapsed: 8:01:37 temperature: no ada_p: No Discriminator_loss: 0.235779 Generator_loss: 1.67185
[INFO] 2021-02-12 00:32:20 > Step: 220400 Progress: 44.1% Elapsed: 8:02:41 temperature: no ada_p: No Discriminator_loss: 0.373629 Generator_loss: 1.4029
[INFO] 2021-02-12 00:33:24 > Step: 220500 Progress: 44.1% Elapsed: 8:03:46 temperature: no ada_p: No Discriminator_loss: 0.331722 Generator_loss: 2.55997
[INFO] 2021-02-12 00:34:46 > Step: 220600 Progress: 44.1% Elapsed: 8:05:08 temperature: no ada_p: No Discriminator_loss: 0.332002 Generator_loss: 1.72408
[INFO] 2021-02-12 00:35:51 > Step: 220700 Progress: 44.1% Elapsed: 8:06:12 temperature: no ada_p: No Discriminator_loss: 0.23016 Generator_loss: 2.15604
[INFO] 2021-02-12 00:36:55 > Step: 220800 Progress: 44.2% Elapsed: 8:07:17 temperature: no ada_p: No Discriminator_loss: 0.60973 Generator_loss: 1.52159
[INFO] 2021-02-12 00:38:00 > Step: 220900 Progress: 44.2% Elapsed: 8:08:21 temperature: no ada_p: No Discriminator_loss: 0.250308 Generator_loss: 1.8641
[INFO] 2021-02-12 00:39:04 > Step: 221000 Progress: 44.2% Elapsed: 8:09:26 temperature: no ada_p: No Discriminator_loss: 0.347072 Generator_loss: 2.64281
[INFO] 2021-02-12 00:40:09 > Step: 221100 Progress: 44.2% Elapsed: 8:10:31 temperature: no ada_p: No Discriminator_loss: 0.261521 Generator_loss: 2.05148
[INFO] 2021-02-12 00:41:14 > Step: 221200 Progress: 44.2% Elapsed: 8:11:35 temperature: no ada_p: No Discriminator_loss: 0.255556 Generator_loss: 2.26589
[INFO] 2021-02-12 00:42:18 > Step: 221300 Progress: 44.3% Elapsed: 8:12:40 temperature: no ada_p: No Discriminator_loss: 0.349732 Generator_loss: 1.80224
[INFO] 2021-02-12 00:43:23 > Step: 221400 Progress: 44.3% Elapsed: 8:13:44 temperature: no ada_p: No Discriminator_loss: 0.266909 Generator_loss: 1.7788
[INFO] 2021-02-12 00:44:27 > Step: 221500 Progress: 44.3% Elapsed: 8:14:49 temperature: no ada_p: No Discriminator_loss: 0.292452 Generator_loss: 1.7649
[INFO] 2021-02-12 00:45:32 > Step: 221600 Progress: 44.3% Elapsed: 8:15:53 temperature: no ada_p: No Discriminator_loss: 0.201503 Generator_loss: 1.94414
[INFO] 2021-02-12 00:46:36 > Step: 221700 Progress: 44.3% Elapsed: 8:16:58 temperature: no ada_p: No Discriminator_loss: 0.336189 Generator_loss: 1.47954
[INFO] 2021-02-12 00:47:41 > Step: 221800 Progress: 44.4% Elapsed: 8:18:02 temperature: no ada_p: No Discriminator_loss: 0.151241 Generator_loss: 2.27132
[INFO] 2021-02-12 00:48:45 > Step: 221900 Progress: 44.4% Elapsed: 8:19:07 temperature: no ada_p: No Discriminator_loss: 0.293018 Generator_loss: 2.52559
[INFO] 2021-02-12 00:49:49 > Step: 222000 Progress: 44.4% Elapsed: 8:20:11 temperature: no ada_p: No Discriminator_loss: 0.204343 Generator_loss: 1.75115
[INFO] 2021-02-12 00:49:49 > Start Evaluation (222000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 00:49:49 > Calculating FID Score....
[INFO] 2021-02-12 00:50:31 > Calculating Inception Score....
[INFO] 2021-02-12 00:50:55 > Calculate F_beta Score....
[INFO] 2021-02-12 00:57:57 > Calculate Accuracies....
[INFO] 2021-02-12 00:58:20 > Calculate Accuracies....
[INFO] 2021-02-12 01:01:57 > F_8 score (Step: 222000, Using valid images): 0.8510158558367235
[INFO] 2021-02-12 01:01:57 > F_1/8 score (Step: 222000, Using valid images): 0.9092928091659218
[INFO] 2021-02-12 01:01:57 > FID score (Step: 222000, Using valid moments): 37.17786749331157
[INFO] 2021-02-12 01:01:57 > Inception score (Step: 222000, 50000 generated images): 23.339479446411133
[INFO] 2021-02-12 01:01:57 > Best FID score (Step: 220000, Using valid moments): 36.81747428277117
[INFO] 2021-02-12 01:02:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 01:03:13 > Step: 222100 Progress: 44.4% Elapsed: 8:33:35 temperature: no ada_p: No Discriminator_loss: 0.332373 Generator_loss: 1.35799
[INFO] 2021-02-12 01:04:18 > Step: 222200 Progress: 44.4% Elapsed: 8:34:39 temperature: no ada_p: No Discriminator_loss: 0.299215 Generator_loss: 2.60188
[INFO] 2021-02-12 01:05:22 > Step: 222300 Progress: 44.5% Elapsed: 8:35:43 temperature: no ada_p: No Discriminator_loss: 0.207207 Generator_loss: 2.54742
[INFO] 2021-02-12 01:06:26 > Step: 222400 Progress: 44.5% Elapsed: 8:36:48 temperature: no ada_p: No Discriminator_loss: 0.200448 Generator_loss: 1.68622
[INFO] 2021-02-12 01:07:30 > Step: 222500 Progress: 44.5% Elapsed: 8:37:52 temperature: no ada_p: No Discriminator_loss: 0.29902 Generator_loss: 1.58459
[INFO] 2021-02-12 01:08:34 > Step: 222600 Progress: 44.5% Elapsed: 8:38:56 temperature: no ada_p: No Discriminator_loss: 0.319638 Generator_loss: 1.33514
[INFO] 2021-02-12 01:09:38 > Step: 222700 Progress: 44.5% Elapsed: 8:40:00 temperature: no ada_p: No Discriminator_loss: 0.252505 Generator_loss: 2.04637
[INFO] 2021-02-12 01:10:43 > Step: 222800 Progress: 44.6% Elapsed: 8:41:04 temperature: no ada_p: No Discriminator_loss: 0.397611 Generator_loss: 1.49901
[INFO] 2021-02-12 01:12:05 > Step: 222900 Progress: 44.6% Elapsed: 8:42:27 temperature: no ada_p: No Discriminator_loss: 0.303694 Generator_loss: 2.11445
[INFO] 2021-02-12 01:13:10 > Step: 223000 Progress: 44.6% Elapsed: 8:43:31 temperature: no ada_p: No Discriminator_loss: 0.189863 Generator_loss: 2.20671
[INFO] 2021-02-12 01:14:14 > Step: 223100 Progress: 44.6% Elapsed: 8:44:36 temperature: no ada_p: No Discriminator_loss: 0.249103 Generator_loss: 2.52061
[INFO] 2021-02-12 01:15:19 > Step: 223200 Progress: 44.6% Elapsed: 8:45:40 temperature: no ada_p: No Discriminator_loss: 0.360559 Generator_loss: 1.78876
[INFO] 2021-02-12 01:16:23 > Step: 223300 Progress: 44.7% Elapsed: 8:46:45 temperature: no ada_p: No Discriminator_loss: 0.411877 Generator_loss: 1.56468
[INFO] 2021-02-12 01:17:27 > Step: 223400 Progress: 44.7% Elapsed: 8:47:49 temperature: no ada_p: No Discriminator_loss: 0.399549 Generator_loss: 1.30127
[INFO] 2021-02-12 01:18:32 > Step: 223500 Progress: 44.7% Elapsed: 8:48:54 temperature: no ada_p: No Discriminator_loss: 0.179159 Generator_loss: 1.80453
[INFO] 2021-02-12 01:19:37 > Step: 223600 Progress: 44.7% Elapsed: 8:49:58 temperature: no ada_p: No Discriminator_loss: 0.297111 Generator_loss: 1.50947
[INFO] 2021-02-12 01:20:41 > Step: 223700 Progress: 44.7% Elapsed: 8:51:03 temperature: no ada_p: No Discriminator_loss: 0.286968 Generator_loss: 1.59214
[INFO] 2021-02-12 01:21:45 > Step: 223800 Progress: 44.8% Elapsed: 8:52:07 temperature: no ada_p: No Discriminator_loss: 0.382247 Generator_loss: 1.21062
[INFO] 2021-02-12 01:22:50 > Step: 223900 Progress: 44.8% Elapsed: 8:53:11 temperature: no ada_p: No Discriminator_loss: 0.252677 Generator_loss: 2.1579
[INFO] 2021-02-12 01:23:54 > Step: 224000 Progress: 44.8% Elapsed: 8:54:16 temperature: no ada_p: No Discriminator_loss: 0.17846 Generator_loss: 2.15552
[INFO] 2021-02-12 01:23:54 > Start Evaluation (224000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 01:23:54 > Calculating FID Score....
[INFO] 2021-02-12 01:24:35 > Calculating Inception Score....
[INFO] 2021-02-12 01:24:59 > Calculate F_beta Score....
[INFO] 2021-02-12 01:31:58 > Calculate Accuracies....
[INFO] 2021-02-12 01:32:21 > Calculate Accuracies....
[INFO] 2021-02-12 01:35:58 > F_8 score (Step: 224000, Using valid images): 0.8444090041570292
[INFO] 2021-02-12 01:35:58 > F_1/8 score (Step: 224000, Using valid images): 0.9136670824962336
[INFO] 2021-02-12 01:35:58 > FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 01:35:58 > Inception score (Step: 224000, 50000 generated images): 23.169694900512695
[INFO] 2021-02-12 01:35:58 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 01:36:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 01:37:25 > Step: 224100 Progress: 44.8% Elapsed: 9:07:46 temperature: no ada_p: No Discriminator_loss: 0.287177 Generator_loss: 1.28184
[INFO] 2021-02-12 01:38:29 > Step: 224200 Progress: 44.8% Elapsed: 9:08:50 temperature: no ada_p: No Discriminator_loss: 0.345534 Generator_loss: 2.29854
[INFO] 2021-02-12 01:39:33 > Step: 224300 Progress: 44.9% Elapsed: 9:09:54 temperature: no ada_p: No Discriminator_loss: 0.263647 Generator_loss: 1.48328
[INFO] 2021-02-12 01:40:37 > Step: 224400 Progress: 44.9% Elapsed: 9:10:58 temperature: no ada_p: No Discriminator_loss: 0.286823 Generator_loss: 1.7624
[INFO] 2021-02-12 01:41:41 > Step: 224500 Progress: 44.9% Elapsed: 9:12:03 temperature: no ada_p: No Discriminator_loss: 0.366858 Generator_loss: 2.25248
[INFO] 2021-02-12 01:43:05 > Step: 224600 Progress: 44.9% Elapsed: 9:13:27 temperature: no ada_p: No Discriminator_loss: 0.317407 Generator_loss: 1.56906
[INFO] 2021-02-12 01:44:09 > Step: 224700 Progress: 44.9% Elapsed: 9:14:31 temperature: no ada_p: No Discriminator_loss: 0.24718 Generator_loss: 1.62798
[INFO] 2021-02-12 01:45:14 > Step: 224800 Progress: 45.0% Elapsed: 9:15:35 temperature: no ada_p: No Discriminator_loss: 0.368174 Generator_loss: 1.63879
[INFO] 2021-02-12 01:46:18 > Step: 224900 Progress: 45.0% Elapsed: 9:16:40 temperature: no ada_p: No Discriminator_loss: 0.281485 Generator_loss: 1.59356
[INFO] 2021-02-12 01:47:23 > Step: 225000 Progress: 45.0% Elapsed: 9:17:44 temperature: no ada_p: No Discriminator_loss: 0.25411 Generator_loss: 1.91282
[INFO] 2021-02-12 01:48:27 > Step: 225100 Progress: 45.0% Elapsed: 9:18:49 temperature: no ada_p: No Discriminator_loss: 0.300558 Generator_loss: 1.64615
[INFO] 2021-02-12 01:49:31 > Step: 225200 Progress: 45.0% Elapsed: 9:19:53 temperature: no ada_p: No Discriminator_loss: 0.330275 Generator_loss: 1.53652
[INFO] 2021-02-12 01:50:36 > Step: 225300 Progress: 45.1% Elapsed: 9:20:57 temperature: no ada_p: No Discriminator_loss: 0.214745 Generator_loss: 2.01027
[INFO] 2021-02-12 01:51:40 > Step: 225400 Progress: 45.1% Elapsed: 9:22:02 temperature: no ada_p: No Discriminator_loss: 0.366438 Generator_loss: 1.47519
[INFO] 2021-02-12 01:52:44 > Step: 225500 Progress: 45.1% Elapsed: 9:23:06 temperature: no ada_p: No Discriminator_loss: 0.331457 Generator_loss: 1.66847
[INFO] 2021-02-12 01:53:49 > Step: 225600 Progress: 45.1% Elapsed: 9:24:10 temperature: no ada_p: No Discriminator_loss: 0.197937 Generator_loss: 1.45023
[INFO] 2021-02-12 01:54:53 > Step: 225700 Progress: 45.1% Elapsed: 9:25:15 temperature: no ada_p: No Discriminator_loss: 0.504018 Generator_loss: 1.21231
[INFO] 2021-02-12 01:55:58 > Step: 225800 Progress: 45.2% Elapsed: 9:26:19 temperature: no ada_p: No Discriminator_loss: 0.269104 Generator_loss: 1.85374
[INFO] 2021-02-12 01:57:02 > Step: 225900 Progress: 45.2% Elapsed: 9:27:24 temperature: no ada_p: No Discriminator_loss: 0.267101 Generator_loss: 2.08919
[INFO] 2021-02-12 01:58:06 > Step: 226000 Progress: 45.2% Elapsed: 9:28:28 temperature: no ada_p: No Discriminator_loss: 0.273291 Generator_loss: 1.64056
[INFO] 2021-02-12 01:58:06 > Start Evaluation (226000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 01:58:06 > Calculating FID Score....
[INFO] 2021-02-12 01:58:47 > Calculating Inception Score....
[INFO] 2021-02-12 01:59:10 > Calculate F_beta Score....
[INFO] 2021-02-12 02:06:13 > Calculate Accuracies....
[INFO] 2021-02-12 02:06:36 > Calculate Accuracies....
[INFO] 2021-02-12 02:10:14 > F_8 score (Step: 226000, Using valid images): 0.8460955805547624
[INFO] 2021-02-12 02:10:14 > F_1/8 score (Step: 226000, Using valid images): 0.8985331526758192
[INFO] 2021-02-12 02:10:14 > FID score (Step: 226000, Using valid moments): 36.70749538024779
[INFO] 2021-02-12 02:10:14 > Inception score (Step: 226000, 50000 generated images): 23.39780044555664
[INFO] 2021-02-12 02:10:14 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 02:10:25 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 02:11:29 > Step: 226100 Progress: 45.2% Elapsed: 9:41:51 temperature: no ada_p: No Discriminator_loss: 0.349797 Generator_loss: 1.53281
[INFO] 2021-02-12 02:12:33 > Step: 226200 Progress: 45.2% Elapsed: 9:42:55 temperature: no ada_p: No Discriminator_loss: 0.201934 Generator_loss: 2.11983
[INFO] 2021-02-12 02:13:38 > Step: 226300 Progress: 45.3% Elapsed: 9:43:59 temperature: no ada_p: No Discriminator_loss: 0.264117 Generator_loss: 1.87837
[INFO] 2021-02-12 02:14:42 > Step: 226400 Progress: 45.3% Elapsed: 9:45:03 temperature: no ada_p: No Discriminator_loss: 0.264179 Generator_loss: 2.031
[INFO] 2021-02-12 02:15:46 > Step: 226500 Progress: 45.3% Elapsed: 9:46:07 temperature: no ada_p: No Discriminator_loss: 0.274852 Generator_loss: 2.45189
[INFO] 2021-02-12 02:16:49 > Step: 226600 Progress: 45.3% Elapsed: 9:47:11 temperature: no ada_p: No Discriminator_loss: 0.257285 Generator_loss: 2.06029
[INFO] 2021-02-12 02:17:53 > Step: 226700 Progress: 45.3% Elapsed: 9:48:15 temperature: no ada_p: No Discriminator_loss: 0.400247 Generator_loss: 1.30822
[INFO] 2021-02-12 02:18:57 > Step: 226800 Progress: 45.4% Elapsed: 9:49:19 temperature: no ada_p: No Discriminator_loss: 0.330193 Generator_loss: 2.58982
[INFO] 2021-02-12 02:20:01 > Step: 226900 Progress: 45.4% Elapsed: 9:50:23 temperature: no ada_p: No Discriminator_loss: 0.347685 Generator_loss: 1.63797
[INFO] 2021-02-12 02:21:05 > Step: 227000 Progress: 45.4% Elapsed: 9:51:27 temperature: no ada_p: No Discriminator_loss: 0.362567 Generator_loss: 1.54937
[INFO] 2021-02-12 02:22:11 > Step: 227100 Progress: 45.4% Elapsed: 9:52:33 temperature: no ada_p: No Discriminator_loss: 0.209843 Generator_loss: 2.46284
[INFO] 2021-02-12 02:23:15 > Step: 227200 Progress: 45.4% Elapsed: 9:53:37 temperature: no ada_p: No Discriminator_loss: 0.173478 Generator_loss: 2.60259
[INFO] 2021-02-12 02:24:19 > Step: 227300 Progress: 45.5% Elapsed: 9:54:41 temperature: no ada_p: No Discriminator_loss: 0.265535 Generator_loss: 2.37406
[INFO] 2021-02-12 02:25:23 > Step: 227400 Progress: 45.5% Elapsed: 9:55:45 temperature: no ada_p: No Discriminator_loss: 0.327699 Generator_loss: 1.62648
[INFO] 2021-02-12 02:26:27 > Step: 227500 Progress: 45.5% Elapsed: 9:56:49 temperature: no ada_p: No Discriminator_loss: 0.487533 Generator_loss: 1.1823
[INFO] 2021-02-12 02:27:53 > Step: 227600 Progress: 45.5% Elapsed: 9:58:15 temperature: no ada_p: No Discriminator_loss: 0.192061 Generator_loss: 2.25735
[INFO] 2021-02-12 02:28:58 > Step: 227700 Progress: 45.5% Elapsed: 9:59:19 temperature: no ada_p: No Discriminator_loss: 0.30927 Generator_loss: 1.67598
[INFO] 2021-02-12 02:30:02 > Step: 227800 Progress: 45.6% Elapsed: 10:00:24 temperature: no ada_p: No Discriminator_loss: 0.317574 Generator_loss: 2.18361
[INFO] 2021-02-12 02:31:06 > Step: 227900 Progress: 45.6% Elapsed: 10:01:28 temperature: no ada_p: No Discriminator_loss: 0.278306 Generator_loss: 1.64224
[INFO] 2021-02-12 02:32:11 > Step: 228000 Progress: 45.6% Elapsed: 10:02:32 temperature: no ada_p: No Discriminator_loss: 0.454041 Generator_loss: 1.25816
[INFO] 2021-02-12 02:32:11 > Start Evaluation (228000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 02:32:11 > Calculating FID Score....
[INFO] 2021-02-12 02:32:51 > Calculating Inception Score....
[INFO] 2021-02-12 02:33:15 > Calculate F_beta Score....
[INFO] 2021-02-12 02:40:25 > Calculate Accuracies....
[INFO] 2021-02-12 02:40:48 > Calculate Accuracies....
[INFO] 2021-02-12 02:44:26 > F_8 score (Step: 228000, Using valid images): 0.8505052916261981
[INFO] 2021-02-12 02:44:26 > F_1/8 score (Step: 228000, Using valid images): 0.9082912059600347
[INFO] 2021-02-12 02:44:26 > FID score (Step: 228000, Using valid moments): 36.731006254539125
[INFO] 2021-02-12 02:44:26 > Inception score (Step: 228000, 50000 generated images): 23.116788864135742
[INFO] 2021-02-12 02:44:26 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 02:44:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 02:45:41 > Step: 228100 Progress: 45.6% Elapsed: 10:16:03 temperature: no ada_p: No Discriminator_loss: 0.309279 Generator_loss: 1.54545
[INFO] 2021-02-12 02:46:45 > Step: 228200 Progress: 45.6% Elapsed: 10:17:07 temperature: no ada_p: No Discriminator_loss: 0.42698 Generator_loss: 2.17785
[INFO] 2021-02-12 02:47:49 > Step: 228300 Progress: 45.7% Elapsed: 10:18:11 temperature: no ada_p: No Discriminator_loss: 0.365907 Generator_loss: 1.58779
[INFO] 2021-02-12 02:48:53 > Step: 228400 Progress: 45.7% Elapsed: 10:19:15 temperature: no ada_p: No Discriminator_loss: 0.271643 Generator_loss: 3.03328
[INFO] 2021-02-12 02:49:57 > Step: 228500 Progress: 45.7% Elapsed: 10:20:19 temperature: no ada_p: No Discriminator_loss: 0.358389 Generator_loss: 1.65973
[INFO] 2021-02-12 02:51:01 > Step: 228600 Progress: 45.7% Elapsed: 10:21:23 temperature: no ada_p: No Discriminator_loss: 0.344024 Generator_loss: 1.32869
[INFO] 2021-02-12 02:52:05 > Step: 228700 Progress: 45.7% Elapsed: 10:22:27 temperature: no ada_p: No Discriminator_loss: 0.366345 Generator_loss: 2.68068
[INFO] 2021-02-12 02:53:09 > Step: 228800 Progress: 45.8% Elapsed: 10:23:31 temperature: no ada_p: No Discriminator_loss: 0.287527 Generator_loss: 1.75619
[INFO] 2021-02-12 02:54:13 > Step: 228900 Progress: 45.8% Elapsed: 10:24:35 temperature: no ada_p: No Discriminator_loss: 0.196575 Generator_loss: 1.74992
[INFO] 2021-02-12 02:55:17 > Step: 229000 Progress: 45.8% Elapsed: 10:25:39 temperature: no ada_p: No Discriminator_loss: 0.280197 Generator_loss: 1.70916
[INFO] 2021-02-12 02:56:21 > Step: 229100 Progress: 45.8% Elapsed: 10:26:43 temperature: no ada_p: No Discriminator_loss: 0.188027 Generator_loss: 1.71357
[INFO] 2021-02-12 02:57:25 > Step: 229200 Progress: 45.8% Elapsed: 10:27:47 temperature: no ada_p: No Discriminator_loss: 0.246589 Generator_loss: 1.70955
[INFO] 2021-02-12 02:58:29 > Step: 229300 Progress: 45.9% Elapsed: 10:28:51 temperature: no ada_p: No Discriminator_loss: 0.374867 Generator_loss: 1.58763
[INFO] 2021-02-12 02:59:33 > Step: 229400 Progress: 45.9% Elapsed: 10:29:55 temperature: no ada_p: No Discriminator_loss: 0.214981 Generator_loss: 2.27391
[INFO] 2021-02-12 03:00:37 > Step: 229500 Progress: 45.9% Elapsed: 10:30:59 temperature: no ada_p: No Discriminator_loss: 0.229096 Generator_loss: 2.12434
[INFO] 2021-02-12 03:01:43 > Step: 229600 Progress: 45.9% Elapsed: 10:32:04 temperature: no ada_p: No Discriminator_loss: 0.20534 Generator_loss: 2.52843
[INFO] 2021-02-12 03:02:47 > Step: 229700 Progress: 45.9% Elapsed: 10:33:08 temperature: no ada_p: No Discriminator_loss: 0.308115 Generator_loss: 2.46115
[INFO] 2021-02-12 03:03:51 > Step: 229800 Progress: 46.0% Elapsed: 10:34:12 temperature: no ada_p: No Discriminator_loss: 0.313057 Generator_loss: 2.76641
[INFO] 2021-02-12 03:04:55 > Step: 229900 Progress: 46.0% Elapsed: 10:35:16 temperature: no ada_p: No Discriminator_loss: 0.404465 Generator_loss: 1.11604
[INFO] 2021-02-12 03:05:59 > Step: 230000 Progress: 46.0% Elapsed: 10:36:20 temperature: no ada_p: No Discriminator_loss: 0.331643 Generator_loss: 1.18936
[INFO] 2021-02-12 03:05:59 > Start Evaluation (230000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 03:05:59 > Calculating FID Score....
[INFO] 2021-02-12 03:06:58 > Calculating Inception Score....
[INFO] 2021-02-12 03:07:21 > Calculate F_beta Score....
[INFO] 2021-02-12 03:14:23 > Calculate Accuracies....
[INFO] 2021-02-12 03:14:46 > Calculate Accuracies....
[INFO] 2021-02-12 03:18:24 > F_8 score (Step: 230000, Using valid images): 0.8539433826872413
[INFO] 2021-02-12 03:18:24 > F_1/8 score (Step: 230000, Using valid images): 0.9069645705011349
[INFO] 2021-02-12 03:18:24 > FID score (Step: 230000, Using valid moments): 36.611463641850605
[INFO] 2021-02-12 03:18:24 > Inception score (Step: 230000, 50000 generated images): 23.323991775512695
[INFO] 2021-02-12 03:18:24 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 03:18:35 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 03:19:39 > Step: 230100 Progress: 46.0% Elapsed: 10:50:01 temperature: no ada_p: No Discriminator_loss: 0.249031 Generator_loss: 2.52849
[INFO] 2021-02-12 03:20:43 > Step: 230200 Progress: 46.0% Elapsed: 10:51:05 temperature: no ada_p: No Discriminator_loss: 0.378485 Generator_loss: 1.33909
[INFO] 2021-02-12 03:21:47 > Step: 230300 Progress: 46.1% Elapsed: 10:52:09 temperature: no ada_p: No Discriminator_loss: 0.309847 Generator_loss: 1.65633
[INFO] 2021-02-12 03:22:52 > Step: 230400 Progress: 46.1% Elapsed: 10:53:13 temperature: no ada_p: No Discriminator_loss: 0.202169 Generator_loss: 1.91736
[INFO] 2021-02-12 03:24:15 > Step: 230500 Progress: 46.1% Elapsed: 10:54:36 temperature: no ada_p: No Discriminator_loss: 0.235604 Generator_loss: 2.36807
[INFO] 2021-02-12 03:25:19 > Step: 230600 Progress: 46.1% Elapsed: 10:55:41 temperature: no ada_p: No Discriminator_loss: 0.324525 Generator_loss: 1.46294
[INFO] 2021-02-12 03:26:24 > Step: 230700 Progress: 46.1% Elapsed: 10:56:45 temperature: no ada_p: No Discriminator_loss: 0.357014 Generator_loss: 2.09656
[INFO] 2021-02-12 03:27:28 > Step: 230800 Progress: 46.2% Elapsed: 10:57:50 temperature: no ada_p: No Discriminator_loss: 0.389168 Generator_loss: 2.16444
[INFO] 2021-02-12 03:28:33 > Step: 230900 Progress: 46.2% Elapsed: 10:58:54 temperature: no ada_p: No Discriminator_loss: 0.30246 Generator_loss: 2.74922
[INFO] 2021-02-12 03:29:37 > Step: 231000 Progress: 46.2% Elapsed: 10:59:59 temperature: no ada_p: No Discriminator_loss: 0.303351 Generator_loss: 2.44481
[INFO] 2021-02-12 03:30:41 > Step: 231100 Progress: 46.2% Elapsed: 11:01:03 temperature: no ada_p: No Discriminator_loss: 0.271651 Generator_loss: 2.23053
[INFO] 2021-02-12 03:31:46 > Step: 231200 Progress: 46.2% Elapsed: 11:02:08 temperature: no ada_p: No Discriminator_loss: 0.279233 Generator_loss: 1.88948
[INFO] 2021-02-12 03:32:50 > Step: 231300 Progress: 46.3% Elapsed: 11:03:12 temperature: no ada_p: No Discriminator_loss: 0.302026 Generator_loss: 2.79486
[INFO] 2021-02-12 03:33:55 > Step: 231400 Progress: 46.3% Elapsed: 11:04:17 temperature: no ada_p: No Discriminator_loss: 0.360392 Generator_loss: 2.47397
[INFO] 2021-02-12 03:34:59 > Step: 231500 Progress: 46.3% Elapsed: 11:05:21 temperature: no ada_p: No Discriminator_loss: 0.26135 Generator_loss: 2.25696
[INFO] 2021-02-12 03:36:04 > Step: 231600 Progress: 46.3% Elapsed: 11:06:26 temperature: no ada_p: No Discriminator_loss: 0.412191 Generator_loss: 1.25372
[INFO] 2021-02-12 03:37:09 > Step: 231700 Progress: 46.3% Elapsed: 11:07:30 temperature: no ada_p: No Discriminator_loss: 0.341841 Generator_loss: 1.41414
[INFO] 2021-02-12 03:38:13 > Step: 231800 Progress: 46.4% Elapsed: 11:08:35 temperature: no ada_p: No Discriminator_loss: 0.270919 Generator_loss: 2.66081
[INFO] 2021-02-12 03:39:18 > Step: 231900 Progress: 46.4% Elapsed: 11:09:39 temperature: no ada_p: No Discriminator_loss: 0.513993 Generator_loss: 1.33515
[INFO] 2021-02-12 03:40:22 > Step: 232000 Progress: 46.4% Elapsed: 11:10:44 temperature: no ada_p: No Discriminator_loss: 0.227329 Generator_loss: 1.77053
[INFO] 2021-02-12 03:40:22 > Start Evaluation (232000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 03:40:22 > Calculating FID Score....
[INFO] 2021-02-12 03:41:03 > Calculating Inception Score....
[INFO] 2021-02-12 03:41:27 > Calculate F_beta Score....
[INFO] 2021-02-12 03:48:34 > Calculate Accuracies....
[INFO] 2021-02-12 03:48:56 > Calculate Accuracies....
[INFO] 2021-02-12 03:52:35 > F_8 score (Step: 232000, Using valid images): 0.845743401487014
[INFO] 2021-02-12 03:52:35 > F_1/8 score (Step: 232000, Using valid images): 0.9093658870804188
[INFO] 2021-02-12 03:52:35 > FID score (Step: 232000, Using valid moments): 37.294359014231986
[INFO] 2021-02-12 03:52:35 > Inception score (Step: 232000, 50000 generated images): 23.15503692626953
[INFO] 2021-02-12 03:52:35 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 03:52:46 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 03:53:52 > Step: 232100 Progress: 46.4% Elapsed: 11:24:14 temperature: no ada_p: No Discriminator_loss: 0.350088 Generator_loss: 1.313
[INFO] 2021-02-12 03:54:56 > Step: 232200 Progress: 46.4% Elapsed: 11:25:18 temperature: no ada_p: No Discriminator_loss: 0.194323 Generator_loss: 2.18519
[INFO] 2021-02-12 03:56:00 > Step: 232300 Progress: 46.5% Elapsed: 11:26:22 temperature: no ada_p: No Discriminator_loss: 0.277567 Generator_loss: 1.70834
[INFO] 2021-02-12 03:57:04 > Step: 232400 Progress: 46.5% Elapsed: 11:27:26 temperature: no ada_p: No Discriminator_loss: 0.28035 Generator_loss: 1.62487
[INFO] 2021-02-12 03:58:08 > Step: 232500 Progress: 46.5% Elapsed: 11:28:30 temperature: no ada_p: No Discriminator_loss: 0.261236 Generator_loss: 1.6515
[INFO] 2021-02-12 03:59:31 > Step: 232600 Progress: 46.5% Elapsed: 11:29:52 temperature: no ada_p: No Discriminator_loss: 0.265332 Generator_loss: 2.10985
[INFO] 2021-02-12 04:00:35 > Step: 232700 Progress: 46.5% Elapsed: 11:30:57 temperature: no ada_p: No Discriminator_loss: 0.23059 Generator_loss: 1.71342
[INFO] 2021-02-12 04:01:40 > Step: 232800 Progress: 46.6% Elapsed: 11:32:01 temperature: no ada_p: No Discriminator_loss: 0.241096 Generator_loss: 1.65396
[INFO] 2021-02-12 04:02:44 > Step: 232900 Progress: 46.6% Elapsed: 11:33:06 temperature: no ada_p: No Discriminator_loss: 0.388265 Generator_loss: 1.06695
[INFO] 2021-02-12 04:03:49 > Step: 233000 Progress: 46.6% Elapsed: 11:34:10 temperature: no ada_p: No Discriminator_loss: 0.211472 Generator_loss: 1.8599
[INFO] 2021-02-12 04:04:53 > Step: 233100 Progress: 46.6% Elapsed: 11:35:15 temperature: no ada_p: No Discriminator_loss: 0.339229 Generator_loss: 1.98833
[INFO] 2021-02-12 04:05:57 > Step: 233200 Progress: 46.6% Elapsed: 11:36:19 temperature: no ada_p: No Discriminator_loss: 0.350858 Generator_loss: 2.55363
[INFO] 2021-02-12 04:07:02 > Step: 233300 Progress: 46.7% Elapsed: 11:37:24 temperature: no ada_p: No Discriminator_loss: 0.360678 Generator_loss: 1.60379
[INFO] 2021-02-12 04:08:07 > Step: 233400 Progress: 46.7% Elapsed: 11:38:28 temperature: no ada_p: No Discriminator_loss: 0.332404 Generator_loss: 2.35112
[INFO] 2021-02-12 04:09:11 > Step: 233500 Progress: 46.7% Elapsed: 11:39:33 temperature: no ada_p: No Discriminator_loss: 0.269038 Generator_loss: 1.7184
[INFO] 2021-02-12 04:10:16 > Step: 233600 Progress: 46.7% Elapsed: 11:40:38 temperature: no ada_p: No Discriminator_loss: 0.368843 Generator_loss: 2.26967
[INFO] 2021-02-12 04:11:21 > Step: 233700 Progress: 46.7% Elapsed: 11:41:42 temperature: no ada_p: No Discriminator_loss: 0.23019 Generator_loss: 2.20104
[INFO] 2021-02-12 04:12:25 > Step: 233800 Progress: 46.8% Elapsed: 11:42:47 temperature: no ada_p: No Discriminator_loss: 0.296448 Generator_loss: 2.30319
[INFO] 2021-02-12 04:13:30 > Step: 233900 Progress: 46.8% Elapsed: 11:43:51 temperature: no ada_p: No Discriminator_loss: 0.238176 Generator_loss: 1.7524
[INFO] 2021-02-12 04:14:34 > Step: 234000 Progress: 46.8% Elapsed: 11:44:56 temperature: no ada_p: No Discriminator_loss: 0.257437 Generator_loss: 1.65417
[INFO] 2021-02-12 04:14:34 > Start Evaluation (234000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 04:14:34 > Calculating FID Score....
[INFO] 2021-02-12 04:15:15 > Calculating Inception Score....
[INFO] 2021-02-12 04:15:38 > Calculate F_beta Score....
[INFO] 2021-02-12 04:22:43 > Calculate Accuracies....
[INFO] 2021-02-12 04:23:06 > Calculate Accuracies....
[INFO] 2021-02-12 04:26:43 > F_8 score (Step: 234000, Using valid images): 0.85783277138184
[INFO] 2021-02-12 04:26:43 > F_1/8 score (Step: 234000, Using valid images): 0.9084041518362119
[INFO] 2021-02-12 04:26:43 > FID score (Step: 234000, Using valid moments): 36.90840872019703
[INFO] 2021-02-12 04:26:43 > Inception score (Step: 234000, 50000 generated images): 23.473623275756836
[INFO] 2021-02-12 04:26:43 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 04:26:54 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 04:27:58 > Step: 234100 Progress: 46.8% Elapsed: 11:58:20 temperature: no ada_p: No Discriminator_loss: 0.225016 Generator_loss: 2.07913
[INFO] 2021-02-12 04:29:02 > Step: 234200 Progress: 46.8% Elapsed: 11:59:24 temperature: no ada_p: No Discriminator_loss: 0.280259 Generator_loss: 2.35982
[INFO] 2021-02-12 04:30:06 > Step: 234300 Progress: 46.9% Elapsed: 12:00:28 temperature: no ada_p: No Discriminator_loss: 0.28778 Generator_loss: 1.19421
[INFO] 2021-02-12 04:31:10 > Step: 234400 Progress: 46.9% Elapsed: 12:01:32 temperature: no ada_p: No Discriminator_loss: 0.253592 Generator_loss: 1.48667
[INFO] 2021-02-12 04:32:14 > Step: 234500 Progress: 46.9% Elapsed: 12:02:36 temperature: no ada_p: No Discriminator_loss: 0.515875 Generator_loss: 1.15638
[INFO] 2021-02-12 04:33:20 > Step: 234600 Progress: 46.9% Elapsed: 12:03:42 temperature: no ada_p: No Discriminator_loss: 0.238683 Generator_loss: 2.4411
[INFO] 2021-02-12 04:34:24 > Step: 234700 Progress: 46.9% Elapsed: 12:04:46 temperature: no ada_p: No Discriminator_loss: 0.265236 Generator_loss: 2.40146
[INFO] 2021-02-12 04:35:28 > Step: 234800 Progress: 47.0% Elapsed: 12:05:50 temperature: no ada_p: No Discriminator_loss: 0.515604 Generator_loss: 1.28712
[INFO] 2021-02-12 04:36:32 > Step: 234900 Progress: 47.0% Elapsed: 12:06:54 temperature: no ada_p: No Discriminator_loss: 0.388286 Generator_loss: 1.11775
[INFO] 2021-02-12 04:37:37 > Step: 235000 Progress: 47.0% Elapsed: 12:07:58 temperature: no ada_p: No Discriminator_loss: 0.339928 Generator_loss: 1.54822
[INFO] 2021-02-12 04:38:41 > Step: 235100 Progress: 47.0% Elapsed: 12:09:02 temperature: no ada_p: No Discriminator_loss: 0.285046 Generator_loss: 1.48023
[INFO] 2021-02-12 04:39:45 > Step: 235200 Progress: 47.0% Elapsed: 12:10:07 temperature: no ada_p: No Discriminator_loss: 0.355324 Generator_loss: 1.39046
[INFO] 2021-02-12 04:40:49 > Step: 235300 Progress: 47.1% Elapsed: 12:11:11 temperature: no ada_p: No Discriminator_loss: 0.288834 Generator_loss: 1.74738
[INFO] 2021-02-12 04:41:53 > Step: 235400 Progress: 47.1% Elapsed: 12:12:15 temperature: no ada_p: No Discriminator_loss: 0.24396 Generator_loss: 2.15923
[INFO] 2021-02-12 04:42:57 > Step: 235500 Progress: 47.1% Elapsed: 12:13:19 temperature: no ada_p: No Discriminator_loss: 0.253443 Generator_loss: 1.71601
[INFO] 2021-02-12 04:44:01 > Step: 235600 Progress: 47.1% Elapsed: 12:14:23 temperature: no ada_p: No Discriminator_loss: 0.257765 Generator_loss: 1.58578
[INFO] 2021-02-12 04:45:06 > Step: 235700 Progress: 47.1% Elapsed: 12:15:27 temperature: no ada_p: No Discriminator_loss: 0.18677 Generator_loss: 1.74036
[INFO] 2021-02-12 04:46:10 > Step: 235800 Progress: 47.2% Elapsed: 12:16:32 temperature: no ada_p: No Discriminator_loss: 0.477127 Generator_loss: 1.45734
[INFO] 2021-02-12 04:47:32 > Step: 235900 Progress: 47.2% Elapsed: 12:17:54 temperature: no ada_p: No Discriminator_loss: 0.280287 Generator_loss: 1.60907
[INFO] 2021-02-12 04:48:37 > Step: 236000 Progress: 47.2% Elapsed: 12:18:59 temperature: no ada_p: No Discriminator_loss: 0.315602 Generator_loss: 1.66547
[INFO] 2021-02-12 04:48:37 > Start Evaluation (236000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 04:48:37 > Calculating FID Score....
[INFO] 2021-02-12 04:49:18 > Calculating Inception Score....
[INFO] 2021-02-12 04:49:42 > Calculate F_beta Score....
[INFO] 2021-02-12 04:56:42 > Calculate Accuracies....
[INFO] 2021-02-12 04:57:06 > Calculate Accuracies....
[INFO] 2021-02-12 05:00:43 > F_8 score (Step: 236000, Using valid images): 0.8567020379708753
[INFO] 2021-02-12 05:00:43 > F_1/8 score (Step: 236000, Using valid images): 0.9030615802727407
[INFO] 2021-02-12 05:00:43 > FID score (Step: 236000, Using valid moments): 37.268602105363016
[INFO] 2021-02-12 05:00:43 > Inception score (Step: 236000, 50000 generated images): 23.32088279724121
[INFO] 2021-02-12 05:00:43 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 05:00:54 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 05:01:58 > Step: 236100 Progress: 47.2% Elapsed: 12:32:20 temperature: no ada_p: No Discriminator_loss: 0.52772 Generator_loss: 1.1725
[INFO] 2021-02-12 05:03:02 > Step: 236200 Progress: 47.2% Elapsed: 12:33:24 temperature: no ada_p: No Discriminator_loss: 0.334572 Generator_loss: 1.49647
[INFO] 2021-02-12 05:04:06 > Step: 236300 Progress: 47.3% Elapsed: 12:34:28 temperature: no ada_p: No Discriminator_loss: 0.349147 Generator_loss: 1.62096
[INFO] 2021-02-12 05:05:10 > Step: 236400 Progress: 47.3% Elapsed: 12:35:32 temperature: no ada_p: No Discriminator_loss: 0.251715 Generator_loss: 2.46848
[INFO] 2021-02-12 05:06:33 > Step: 236500 Progress: 47.3% Elapsed: 12:36:55 temperature: no ada_p: No Discriminator_loss: 0.360941 Generator_loss: 1.51725
[INFO] 2021-02-12 05:07:37 > Step: 236600 Progress: 47.3% Elapsed: 12:37:59 temperature: no ada_p: No Discriminator_loss: 0.19479 Generator_loss: 2.11903
[INFO] 2021-02-12 05:08:42 > Step: 236700 Progress: 47.3% Elapsed: 12:39:04 temperature: no ada_p: No Discriminator_loss: 0.184213 Generator_loss: 2.28597
[INFO] 2021-02-12 05:09:47 > Step: 236800 Progress: 47.4% Elapsed: 12:40:09 temperature: no ada_p: No Discriminator_loss: 0.470447 Generator_loss: 1.34585
[INFO] 2021-02-12 05:10:51 > Step: 236900 Progress: 47.4% Elapsed: 12:41:13 temperature: no ada_p: No Discriminator_loss: 0.265525 Generator_loss: 1.86097
[INFO] 2021-02-12 05:11:56 > Step: 237000 Progress: 47.4% Elapsed: 12:42:18 temperature: no ada_p: No Discriminator_loss: 0.209817 Generator_loss: 2.29866
[INFO] 2021-02-12 05:13:02 > Step: 237100 Progress: 47.4% Elapsed: 12:43:24 temperature: no ada_p: No Discriminator_loss: 0.259777 Generator_loss: 1.49926
[INFO] 2021-02-12 05:14:07 > Step: 237200 Progress: 47.4% Elapsed: 12:44:29 temperature: no ada_p: No Discriminator_loss: 0.250525 Generator_loss: 1.53126
[INFO] 2021-02-12 05:15:12 > Step: 237300 Progress: 47.5% Elapsed: 12:45:33 temperature: no ada_p: No Discriminator_loss: 0.339818 Generator_loss: 1.37088
[INFO] 2021-02-12 05:16:16 > Step: 237400 Progress: 47.5% Elapsed: 12:46:38 temperature: no ada_p: No Discriminator_loss: 0.354519 Generator_loss: 2.83647
[INFO] 2021-02-12 05:17:21 > Step: 237500 Progress: 47.5% Elapsed: 12:47:42 temperature: no ada_p: No Discriminator_loss: 0.584234 Generator_loss: 0.918491
[INFO] 2021-02-12 05:18:26 > Step: 237600 Progress: 47.5% Elapsed: 12:48:47 temperature: no ada_p: No Discriminator_loss: 0.292596 Generator_loss: 2.52062
[INFO] 2021-02-12 05:19:30 > Step: 237700 Progress: 47.5% Elapsed: 12:49:52 temperature: no ada_p: No Discriminator_loss: 0.39533 Generator_loss: 1.61824
[INFO] 2021-02-12 05:20:35 > Step: 237800 Progress: 47.6% Elapsed: 12:50:56 temperature: no ada_p: No Discriminator_loss: 0.29123 Generator_loss: 2.38704
[INFO] 2021-02-12 05:21:39 > Step: 237900 Progress: 47.6% Elapsed: 12:52:01 temperature: no ada_p: No Discriminator_loss: 0.255111 Generator_loss: 2.37238
[INFO] 2021-02-12 05:22:44 > Step: 238000 Progress: 47.6% Elapsed: 12:53:05 temperature: no ada_p: No Discriminator_loss: 0.443112 Generator_loss: 0.893154
[INFO] 2021-02-12 05:22:44 > Start Evaluation (238000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 05:22:44 > Calculating FID Score....
[INFO] 2021-02-12 05:23:24 > Calculating Inception Score....
[INFO] 2021-02-12 05:23:48 > Calculate F_beta Score....
[INFO] 2021-02-12 05:30:48 > Calculate Accuracies....
[INFO] 2021-02-12 05:31:10 > Calculate Accuracies....
[INFO] 2021-02-12 05:34:48 > F_8 score (Step: 238000, Using valid images): 0.8566684521485446
[INFO] 2021-02-12 05:34:48 > F_1/8 score (Step: 238000, Using valid images): 0.9047160821852746
[INFO] 2021-02-12 05:34:48 > FID score (Step: 238000, Using valid moments): 36.68304768736391
[INFO] 2021-02-12 05:34:48 > Inception score (Step: 238000, 50000 generated images): 23.74321746826172
[INFO] 2021-02-12 05:34:48 > Best FID score (Step: 224000, Using valid moments): 36.558212378650296
[INFO] 2021-02-12 05:34:59 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 05:36:22 > Step: 238100 Progress: 47.6% Elapsed: 13:06:44 temperature: no ada_p: No Discriminator_loss: 0.242632 Generator_loss: 1.86269
[INFO] 2021-02-12 05:37:27 > Step: 238200 Progress: 47.6% Elapsed: 13:07:48 temperature: no ada_p: No Discriminator_loss: 0.353873 Generator_loss: 2.84095
[INFO] 2021-02-12 05:38:31 > Step: 238300 Progress: 47.7% Elapsed: 13:08:53 temperature: no ada_p: No Discriminator_loss: 0.415104 Generator_loss: 1.34762
[INFO] 2021-02-12 05:39:36 > Step: 238400 Progress: 47.7% Elapsed: 13:09:58 temperature: no ada_p: No Discriminator_loss: 0.278095 Generator_loss: 1.63286
[INFO] 2021-02-12 05:40:41 > Step: 238500 Progress: 47.7% Elapsed: 13:11:02 temperature: no ada_p: No Discriminator_loss: 0.40634 Generator_loss: 2.19848
[INFO] 2021-02-12 05:41:45 > Step: 238600 Progress: 47.7% Elapsed: 13:12:07 temperature: no ada_p: No Discriminator_loss: 0.275706 Generator_loss: 1.61612
[INFO] 2021-02-12 05:42:50 > Step: 238700 Progress: 47.7% Elapsed: 13:13:12 temperature: no ada_p: No Discriminator_loss: 0.238702 Generator_loss: 2.03666
[INFO] 2021-02-12 05:43:55 > Step: 238800 Progress: 47.8% Elapsed: 13:14:16 temperature: no ada_p: No Discriminator_loss: 0.259508 Generator_loss: 1.96914
[INFO] 2021-02-12 05:45:00 > Step: 238900 Progress: 47.8% Elapsed: 13:15:21 temperature: no ada_p: No Discriminator_loss: 0.301864 Generator_loss: 1.99177
[INFO] 2021-02-12 05:46:05 > Step: 239000 Progress: 47.8% Elapsed: 13:16:26 temperature: no ada_p: No Discriminator_loss: 0.169304 Generator_loss: 1.85252
[INFO] 2021-02-12 05:47:09 > Step: 239100 Progress: 47.8% Elapsed: 13:17:31 temperature: no ada_p: No Discriminator_loss: 0.284649 Generator_loss: 2.32685
[INFO] 2021-02-12 05:48:14 > Step: 239200 Progress: 47.8% Elapsed: 13:18:35 temperature: no ada_p: No Discriminator_loss: 0.32708 Generator_loss: 1.43606
[INFO] 2021-02-12 05:49:18 > Step: 239300 Progress: 47.9% Elapsed: 13:19:40 temperature: no ada_p: No Discriminator_loss: 0.356311 Generator_loss: 1.34826
[INFO] 2021-02-12 05:50:23 > Step: 239400 Progress: 47.9% Elapsed: 13:20:45 temperature: no ada_p: No Discriminator_loss: 0.229183 Generator_loss: 2.66179
[INFO] 2021-02-12 05:51:28 > Step: 239500 Progress: 47.9% Elapsed: 13:21:49 temperature: no ada_p: No Discriminator_loss: 0.286261 Generator_loss: 2.23414
[INFO] 2021-02-12 05:52:34 > Step: 239600 Progress: 47.9% Elapsed: 13:22:56 temperature: no ada_p: No Discriminator_loss: 0.373177 Generator_loss: 2.41081
[INFO] 2021-02-12 05:53:38 > Step: 239700 Progress: 47.9% Elapsed: 13:24:00 temperature: no ada_p: No Discriminator_loss: 0.204334 Generator_loss: 1.62413
[INFO] 2021-02-12 05:54:43 > Step: 239800 Progress: 48.0% Elapsed: 13:25:05 temperature: no ada_p: No Discriminator_loss: 0.247377 Generator_loss: 2.57813
[INFO] 2021-02-12 05:55:48 > Step: 239900 Progress: 48.0% Elapsed: 13:26:09 temperature: no ada_p: No Discriminator_loss: 0.276323 Generator_loss: 1.74698
[INFO] 2021-02-12 05:56:52 > Step: 240000 Progress: 48.0% Elapsed: 13:27:14 temperature: no ada_p: No Discriminator_loss: 0.308932 Generator_loss: 1.59375
[INFO] 2021-02-12 05:56:52 > Start Evaluation (240000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 05:56:52 > Calculating FID Score....
[INFO] 2021-02-12 05:57:33 > Calculating Inception Score....
[INFO] 2021-02-12 05:57:56 > Calculate F_beta Score....
[INFO] 2021-02-12 06:05:00 > Calculate Accuracies....
[INFO] 2021-02-12 06:05:24 > Calculate Accuracies....
[INFO] 2021-02-12 06:09:02 > F_8 score (Step: 240000, Using valid images): 0.8622973758786618
[INFO] 2021-02-12 06:09:02 > F_1/8 score (Step: 240000, Using valid images): 0.9075689695057144
[INFO] 2021-02-12 06:09:02 > FID score (Step: 240000, Using valid moments): 35.957083741283896
[INFO] 2021-02-12 06:09:02 > Inception score (Step: 240000, 50000 generated images): 23.767305374145508
[INFO] 2021-02-12 06:09:02 > Best FID score (Step: 240000, Using valid moments): 35.957083741283896
[INFO] 2021-02-12 06:09:25 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 06:10:29 > Step: 240100 Progress: 48.0% Elapsed: 13:40:51 temperature: no ada_p: No Discriminator_loss: 0.256045 Generator_loss: 2.5556
[INFO] 2021-02-12 06:11:33 > Step: 240200 Progress: 48.0% Elapsed: 13:41:55 temperature: no ada_p: No Discriminator_loss: 0.265764 Generator_loss: 1.69334
[INFO] 2021-02-12 06:12:37 > Step: 240300 Progress: 48.1% Elapsed: 13:42:59 temperature: no ada_p: No Discriminator_loss: 0.300041 Generator_loss: 1.492
[INFO] 2021-02-12 06:13:42 > Step: 240400 Progress: 48.1% Elapsed: 13:44:04 temperature: no ada_p: No Discriminator_loss: 0.325359 Generator_loss: 1.72222
[INFO] 2021-02-12 06:14:46 > Step: 240500 Progress: 48.1% Elapsed: 13:45:08 temperature: no ada_p: No Discriminator_loss: 0.320853 Generator_loss: 2.29618
[INFO] 2021-02-12 06:15:51 > Step: 240600 Progress: 48.1% Elapsed: 13:46:12 temperature: no ada_p: No Discriminator_loss: 0.239711 Generator_loss: 1.6427
[INFO] 2021-02-12 06:16:55 > Step: 240700 Progress: 48.1% Elapsed: 13:47:16 temperature: no ada_p: No Discriminator_loss: 0.284333 Generator_loss: 2.65942
[INFO] 2021-02-12 06:17:59 > Step: 240800 Progress: 48.2% Elapsed: 13:48:20 temperature: no ada_p: No Discriminator_loss: 0.275185 Generator_loss: 1.28612
[INFO] 2021-02-12 06:19:03 > Step: 240900 Progress: 48.2% Elapsed: 13:49:24 temperature: no ada_p: No Discriminator_loss: 0.315546 Generator_loss: 1.6088
[INFO] 2021-02-12 06:20:07 > Step: 241000 Progress: 48.2% Elapsed: 13:50:28 temperature: no ada_p: No Discriminator_loss: 0.380724 Generator_loss: 1.23057
[INFO] 2021-02-12 06:21:11 > Step: 241100 Progress: 48.2% Elapsed: 13:51:33 temperature: no ada_p: No Discriminator_loss: 0.289417 Generator_loss: 1.4516
[INFO] 2021-02-12 06:22:15 > Step: 241200 Progress: 48.2% Elapsed: 13:52:37 temperature: no ada_p: No Discriminator_loss: 0.186205 Generator_loss: 1.85336
[INFO] 2021-02-12 06:23:19 > Step: 241300 Progress: 48.3% Elapsed: 13:53:41 temperature: no ada_p: No Discriminator_loss: 0.276726 Generator_loss: 1.99708
[INFO] 2021-02-12 06:24:23 > Step: 241400 Progress: 48.3% Elapsed: 13:54:45 temperature: no ada_p: No Discriminator_loss: 0.457679 Generator_loss: 2.31352
[INFO] 2021-02-12 06:25:27 > Step: 241500 Progress: 48.3% Elapsed: 13:55:49 temperature: no ada_p: No Discriminator_loss: 0.65983 Generator_loss: 0.325807
[INFO] 2021-02-12 06:26:31 > Step: 241600 Progress: 48.3% Elapsed: 13:56:53 temperature: no ada_p: No Discriminator_loss: 0.226337 Generator_loss: 2.09442
[INFO] 2021-02-12 06:27:35 > Step: 241700 Progress: 48.3% Elapsed: 13:57:57 temperature: no ada_p: No Discriminator_loss: 0.231711 Generator_loss: 1.93754
[INFO] 2021-02-12 06:28:39 > Step: 241800 Progress: 48.4% Elapsed: 13:59:01 temperature: no ada_p: No Discriminator_loss: 0.281003 Generator_loss: 1.80085
[INFO] 2021-02-12 06:30:13 > Step: 241900 Progress: 48.4% Elapsed: 14:00:34 temperature: no ada_p: No Discriminator_loss: 0.249363 Generator_loss: 1.67734
[INFO] 2021-02-12 06:31:17 > Step: 242000 Progress: 48.4% Elapsed: 14:01:39 temperature: no ada_p: No Discriminator_loss: 0.257223 Generator_loss: 1.58186
[INFO] 2021-02-12 06:31:17 > Start Evaluation (242000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 06:31:17 > Calculating FID Score....
[INFO] 2021-02-12 06:31:58 > Calculating Inception Score....
[INFO] 2021-02-12 06:32:22 > Calculate F_beta Score....
[INFO] 2021-02-12 06:39:21 > Calculate Accuracies....
[INFO] 2021-02-12 06:39:44 > Calculate Accuracies....
[INFO] 2021-02-12 06:43:23 > F_8 score (Step: 242000, Using valid images): 0.8567473657210831
[INFO] 2021-02-12 06:43:23 > F_1/8 score (Step: 242000, Using valid images): 0.9079081674818362
[INFO] 2021-02-12 06:43:23 > FID score (Step: 242000, Using valid moments): 36.77530205760212
[INFO] 2021-02-12 06:43:23 > Inception score (Step: 242000, 50000 generated images): 23.351573944091797
[INFO] 2021-02-12 06:43:23 > Best FID score (Step: 240000, Using valid moments): 35.957083741283896
[INFO] 2021-02-12 06:43:34 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 06:44:40 > Step: 242100 Progress: 48.4% Elapsed: 14:15:02 temperature: no ada_p: No Discriminator_loss: 0.25632 Generator_loss: 1.61671
[INFO] 2021-02-12 06:45:44 > Step: 242200 Progress: 48.4% Elapsed: 14:16:06 temperature: no ada_p: No Discriminator_loss: 0.455392 Generator_loss: 2.30746
[INFO] 2021-02-12 06:46:48 > Step: 242300 Progress: 48.5% Elapsed: 14:17:10 temperature: no ada_p: No Discriminator_loss: 0.22272 Generator_loss: 2.37234
[INFO] 2021-02-12 06:47:52 > Step: 242400 Progress: 48.5% Elapsed: 14:18:14 temperature: no ada_p: No Discriminator_loss: 0.25042 Generator_loss: 1.91336
[INFO] 2021-02-12 06:48:56 > Step: 242500 Progress: 48.5% Elapsed: 14:19:18 temperature: no ada_p: No Discriminator_loss: 0.316227 Generator_loss: 1.58596
[INFO] 2021-02-12 06:50:19 > Step: 242600 Progress: 48.5% Elapsed: 14:20:41 temperature: no ada_p: No Discriminator_loss: 0.257458 Generator_loss: 1.67807
[INFO] 2021-02-12 06:51:24 > Step: 242700 Progress: 48.5% Elapsed: 14:21:45 temperature: no ada_p: No Discriminator_loss: 0.373318 Generator_loss: 1.39634
[INFO] 2021-02-12 06:52:28 > Step: 242800 Progress: 48.6% Elapsed: 14:22:50 temperature: no ada_p: No Discriminator_loss: 0.189017 Generator_loss: 1.58956
[INFO] 2021-02-12 06:53:33 > Step: 242900 Progress: 48.6% Elapsed: 14:23:55 temperature: no ada_p: No Discriminator_loss: 0.390217 Generator_loss: 2.22713
[INFO] 2021-02-12 06:54:38 > Step: 243000 Progress: 48.6% Elapsed: 14:24:59 temperature: no ada_p: No Discriminator_loss: 0.24095 Generator_loss: 1.71478
[INFO] 2021-02-12 06:55:42 > Step: 243100 Progress: 48.6% Elapsed: 14:26:04 temperature: no ada_p: No Discriminator_loss: 0.258742 Generator_loss: 1.96364
[INFO] 2021-02-12 06:56:47 > Step: 243200 Progress: 48.6% Elapsed: 14:27:08 temperature: no ada_p: No Discriminator_loss: 0.437218 Generator_loss: 1.56495
[INFO] 2021-02-12 06:57:51 > Step: 243300 Progress: 48.7% Elapsed: 14:28:13 temperature: no ada_p: No Discriminator_loss: 0.236833 Generator_loss: 1.64308
[INFO] 2021-02-12 06:58:56 > Step: 243400 Progress: 48.7% Elapsed: 14:29:18 temperature: no ada_p: No Discriminator_loss: 0.353988 Generator_loss: 2.3991
[INFO] 2021-02-12 07:00:01 > Step: 243500 Progress: 48.7% Elapsed: 14:30:22 temperature: no ada_p: No Discriminator_loss: 0.44084 Generator_loss: 1.53662
[INFO] 2021-02-12 07:01:05 > Step: 243600 Progress: 48.7% Elapsed: 14:31:27 temperature: no ada_p: No Discriminator_loss: 0.275262 Generator_loss: 1.67704
[INFO] 2021-02-12 07:02:10 > Step: 243700 Progress: 48.7% Elapsed: 14:32:32 temperature: no ada_p: No Discriminator_loss: 0.371143 Generator_loss: 1.55642
[INFO] 2021-02-12 07:03:15 > Step: 243800 Progress: 48.8% Elapsed: 14:33:36 temperature: no ada_p: No Discriminator_loss: 0.213462 Generator_loss: 1.70049
[INFO] 2021-02-12 07:04:19 > Step: 243900 Progress: 48.8% Elapsed: 14:34:41 temperature: no ada_p: No Discriminator_loss: 0.397886 Generator_loss: 1.30107
[INFO] 2021-02-12 07:05:24 > Step: 244000 Progress: 48.8% Elapsed: 14:35:45 temperature: no ada_p: No Discriminator_loss: 0.20094 Generator_loss: 2.00134
[INFO] 2021-02-12 07:05:24 > Start Evaluation (244000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 07:05:24 > Calculating FID Score....
[INFO] 2021-02-12 07:06:05 > Calculating Inception Score....
[INFO] 2021-02-12 07:06:28 > Calculate F_beta Score....
[INFO] 2021-02-12 07:13:30 > Calculate Accuracies....
[INFO] 2021-02-12 07:13:53 > Calculate Accuracies....
[INFO] 2021-02-12 07:17:32 > F_8 score (Step: 244000, Using valid images): 0.8612198096334449
[INFO] 2021-02-12 07:17:32 > F_1/8 score (Step: 244000, Using valid images): 0.9032504066561141
[INFO] 2021-02-12 07:17:32 > FID score (Step: 244000, Using valid moments): 36.493356706087695
[INFO] 2021-02-12 07:17:32 > Inception score (Step: 244000, 50000 generated images): 23.316539764404297
[INFO] 2021-02-12 07:17:32 > Best FID score (Step: 240000, Using valid moments): 35.957083741283896
[INFO] 2021-02-12 07:17:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 07:18:48 > Step: 244100 Progress: 48.8% Elapsed: 14:49:09 temperature: no ada_p: No Discriminator_loss: 0.242463 Generator_loss: 1.63095
[INFO] 2021-02-12 07:19:52 > Step: 244200 Progress: 48.8% Elapsed: 14:50:13 temperature: no ada_p: No Discriminator_loss: 0.282673 Generator_loss: 1.81136
[INFO] 2021-02-12 07:20:56 > Step: 244300 Progress: 48.9% Elapsed: 14:51:18 temperature: no ada_p: No Discriminator_loss: 0.28378 Generator_loss: 1.83508
[INFO] 2021-02-12 07:22:01 > Step: 244400 Progress: 48.9% Elapsed: 14:52:22 temperature: no ada_p: No Discriminator_loss: 0.256084 Generator_loss: 1.88225
[INFO] 2021-02-12 07:23:05 > Step: 244500 Progress: 48.9% Elapsed: 14:53:26 temperature: no ada_p: No Discriminator_loss: 0.340124 Generator_loss: 1.57128
[INFO] 2021-02-12 07:24:11 > Step: 244600 Progress: 48.9% Elapsed: 14:54:32 temperature: no ada_p: No Discriminator_loss: 0.314663 Generator_loss: 1.46541
[INFO] 2021-02-12 07:25:15 > Step: 244700 Progress: 48.9% Elapsed: 14:55:36 temperature: no ada_p: No Discriminator_loss: 0.193314 Generator_loss: 1.65732
[INFO] 2021-02-12 07:26:19 > Step: 244800 Progress: 49.0% Elapsed: 14:56:40 temperature: no ada_p: No Discriminator_loss: 0.251904 Generator_loss: 1.74183
[INFO] 2021-02-12 07:27:23 > Step: 244900 Progress: 49.0% Elapsed: 14:57:45 temperature: no ada_p: No Discriminator_loss: 0.308937 Generator_loss: 1.81532
[INFO] 2021-02-12 07:28:27 > Step: 245000 Progress: 49.0% Elapsed: 14:58:49 temperature: no ada_p: No Discriminator_loss: 0.292537 Generator_loss: 1.78797
[INFO] 2021-02-12 07:29:31 > Step: 245100 Progress: 49.0% Elapsed: 14:59:53 temperature: no ada_p: No Discriminator_loss: 0.471797 Generator_loss: 1.24465
[INFO] 2021-02-12 07:30:35 > Step: 245200 Progress: 49.0% Elapsed: 15:00:57 temperature: no ada_p: No Discriminator_loss: 0.334523 Generator_loss: 1.55689
[INFO] 2021-02-12 07:31:40 > Step: 245300 Progress: 49.1% Elapsed: 15:02:01 temperature: no ada_p: No Discriminator_loss: 0.301572 Generator_loss: 1.63797
[INFO] 2021-02-12 07:32:44 > Step: 245400 Progress: 49.1% Elapsed: 15:03:05 temperature: no ada_p: No Discriminator_loss: 0.234271 Generator_loss: 1.89775
[INFO] 2021-02-12 07:33:48 > Step: 245500 Progress: 49.1% Elapsed: 15:04:10 temperature: no ada_p: No Discriminator_loss: 0.315468 Generator_loss: 1.64182
[INFO] 2021-02-12 07:34:52 > Step: 245600 Progress: 49.1% Elapsed: 15:05:14 temperature: no ada_p: No Discriminator_loss: 0.312167 Generator_loss: 1.51388
[INFO] 2021-02-12 07:35:56 > Step: 245700 Progress: 49.1% Elapsed: 15:06:18 temperature: no ada_p: No Discriminator_loss: 0.255124 Generator_loss: 1.88043
[INFO] 2021-02-12 07:37:00 > Step: 245800 Progress: 49.2% Elapsed: 15:07:22 temperature: no ada_p: No Discriminator_loss: 0.424434 Generator_loss: 1.09841
[INFO] 2021-02-12 07:38:23 > Step: 245900 Progress: 49.2% Elapsed: 15:08:45 temperature: no ada_p: No Discriminator_loss: 0.230874 Generator_loss: 1.97687
[INFO] 2021-02-12 07:39:28 > Step: 246000 Progress: 49.2% Elapsed: 15:09:50 temperature: no ada_p: No Discriminator_loss: 0.31311 Generator_loss: 1.33807
[INFO] 2021-02-12 07:39:28 > Start Evaluation (246000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 07:39:28 > Calculating FID Score....
[INFO] 2021-02-12 07:40:09 > Calculating Inception Score....
[INFO] 2021-02-12 07:40:33 > Calculate F_beta Score....
[INFO] 2021-02-12 07:47:32 > Calculate Accuracies....
[INFO] 2021-02-12 07:47:56 > Calculate Accuracies....
[INFO] 2021-02-12 07:51:35 > F_8 score (Step: 246000, Using valid images): 0.8792700802701675
[INFO] 2021-02-12 07:51:35 > F_1/8 score (Step: 246000, Using valid images): 0.9079697425035337
[INFO] 2021-02-12 07:51:35 > FID score (Step: 246000, Using valid moments): 35.93146255186247
[INFO] 2021-02-12 07:51:35 > Inception score (Step: 246000, 50000 generated images): 23.95164680480957
[INFO] 2021-02-12 07:51:35 > Best FID score (Step: 246000, Using valid moments): 35.93146255186247
[INFO] 2021-02-12 07:51:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 07:53:01 > Step: 246100 Progress: 49.2% Elapsed: 15:23:22 temperature: no ada_p: No Discriminator_loss: 0.304648 Generator_loss: 1.07116
[INFO] 2021-02-12 07:54:05 > Step: 246200 Progress: 49.2% Elapsed: 15:24:26 temperature: no ada_p: No Discriminator_loss: 0.419445 Generator_loss: 1.52381
[INFO] 2021-02-12 07:55:09 > Step: 246300 Progress: 49.3% Elapsed: 15:25:30 temperature: no ada_p: No Discriminator_loss: 0.287786 Generator_loss: 1.46943
[INFO] 2021-02-12 07:56:13 > Step: 246400 Progress: 49.3% Elapsed: 15:26:34 temperature: no ada_p: No Discriminator_loss: 0.301773 Generator_loss: 1.62037
[INFO] 2021-02-12 07:57:17 > Step: 246500 Progress: 49.3% Elapsed: 15:27:39 temperature: no ada_p: No Discriminator_loss: 0.270648 Generator_loss: 1.77248
[INFO] 2021-02-12 07:58:50 > Step: 246600 Progress: 49.3% Elapsed: 15:29:12 temperature: no ada_p: No Discriminator_loss: 0.223639 Generator_loss: 1.91625
[INFO] 2021-02-12 07:59:54 > Step: 246700 Progress: 49.3% Elapsed: 15:30:16 temperature: no ada_p: No Discriminator_loss: 0.239036 Generator_loss: 2.0132
[INFO] 2021-02-12 08:00:59 > Step: 246800 Progress: 49.4% Elapsed: 15:31:20 temperature: no ada_p: No Discriminator_loss: 0.349433 Generator_loss: 1.96331
[INFO] 2021-02-12 08:02:03 > Step: 246900 Progress: 49.4% Elapsed: 15:32:25 temperature: no ada_p: No Discriminator_loss: 0.361255 Generator_loss: 2.39657
[INFO] 2021-02-12 08:03:08 > Step: 247000 Progress: 49.4% Elapsed: 15:33:29 temperature: no ada_p: No Discriminator_loss: 0.267791 Generator_loss: 1.24298
[INFO] 2021-02-12 08:04:14 > Step: 247100 Progress: 49.4% Elapsed: 15:34:35 temperature: no ada_p: No Discriminator_loss: 0.284921 Generator_loss: 2.50348
[INFO] 2021-02-12 08:05:18 > Step: 247200 Progress: 49.4% Elapsed: 15:35:40 temperature: no ada_p: No Discriminator_loss: 0.233284 Generator_loss: 2.39328
[INFO] 2021-02-12 08:06:23 > Step: 247300 Progress: 49.5% Elapsed: 15:36:44 temperature: no ada_p: No Discriminator_loss: 0.313846 Generator_loss: 1.37329
[INFO] 2021-02-12 08:07:27 > Step: 247400 Progress: 49.5% Elapsed: 15:37:49 temperature: no ada_p: No Discriminator_loss: 0.382721 Generator_loss: 1.26455
[INFO] 2021-02-12 08:08:32 > Step: 247500 Progress: 49.5% Elapsed: 15:38:53 temperature: no ada_p: No Discriminator_loss: 0.215298 Generator_loss: 1.43051
[INFO] 2021-02-12 08:09:37 > Step: 247600 Progress: 49.5% Elapsed: 15:39:58 temperature: no ada_p: No Discriminator_loss: 0.257661 Generator_loss: 1.80832
[INFO] 2021-02-12 08:10:41 > Step: 247700 Progress: 49.5% Elapsed: 15:41:03 temperature: no ada_p: No Discriminator_loss: 0.247552 Generator_loss: 1.58227
[INFO] 2021-02-12 08:11:46 > Step: 247800 Progress: 49.6% Elapsed: 15:42:07 temperature: no ada_p: No Discriminator_loss: 0.334281 Generator_loss: 1.58546
[INFO] 2021-02-12 08:12:50 > Step: 247900 Progress: 49.6% Elapsed: 15:43:12 temperature: no ada_p: No Discriminator_loss: 0.22249 Generator_loss: 1.69269
[INFO] 2021-02-12 08:13:55 > Step: 248000 Progress: 49.6% Elapsed: 15:44:17 temperature: no ada_p: No Discriminator_loss: 0.212273 Generator_loss: 2.07397
[INFO] 2021-02-12 08:13:55 > Start Evaluation (248000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 08:13:55 > Calculating FID Score....
[INFO] 2021-02-12 08:14:36 > Calculating Inception Score....
[INFO] 2021-02-12 08:14:59 > Calculate F_beta Score....
[INFO] 2021-02-12 08:22:05 > Calculate Accuracies....
[INFO] 2021-02-12 08:22:29 > Calculate Accuracies....
[INFO] 2021-02-12 08:26:07 > F_8 score (Step: 248000, Using valid images): 0.8610465612774927
[INFO] 2021-02-12 08:26:07 > F_1/8 score (Step: 248000, Using valid images): 0.8981314086926089
[INFO] 2021-02-12 08:26:07 > FID score (Step: 248000, Using valid moments): 36.84160785824241
[INFO] 2021-02-12 08:26:07 > Inception score (Step: 248000, 50000 generated images): 23.098814010620117
[INFO] 2021-02-12 08:26:07 > Best FID score (Step: 246000, Using valid moments): 35.93146255186247
[INFO] 2021-02-12 08:26:19 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 08:27:23 > Step: 248100 Progress: 49.6% Elapsed: 15:57:44 temperature: no ada_p: No Discriminator_loss: 0.269299 Generator_loss: 2.75928
[INFO] 2021-02-12 08:28:27 > Step: 248200 Progress: 49.6% Elapsed: 15:58:48 temperature: no ada_p: No Discriminator_loss: 0.302956 Generator_loss: 1.08916
[INFO] 2021-02-12 08:29:31 > Step: 248300 Progress: 49.7% Elapsed: 15:59:52 temperature: no ada_p: No Discriminator_loss: 0.365669 Generator_loss: 1.085
[INFO] 2021-02-12 08:30:35 > Step: 248400 Progress: 49.7% Elapsed: 16:00:56 temperature: no ada_p: No Discriminator_loss: 0.491728 Generator_loss: 1.08149
[INFO] 2021-02-12 08:31:39 > Step: 248500 Progress: 49.7% Elapsed: 16:02:00 temperature: no ada_p: No Discriminator_loss: 0.456782 Generator_loss: 1.26125
[INFO] 2021-02-12 08:32:43 > Step: 248600 Progress: 49.7% Elapsed: 16:03:04 temperature: no ada_p: No Discriminator_loss: 0.297124 Generator_loss: 2.58025
[INFO] 2021-02-12 08:33:47 > Step: 248700 Progress: 49.7% Elapsed: 16:04:08 temperature: no ada_p: No Discriminator_loss: 0.282446 Generator_loss: 1.58624
[INFO] 2021-02-12 08:34:51 > Step: 248800 Progress: 49.8% Elapsed: 16:05:12 temperature: no ada_p: No Discriminator_loss: 0.335723 Generator_loss: 1.67143
[INFO] 2021-02-12 08:35:55 > Step: 248900 Progress: 49.8% Elapsed: 16:06:16 temperature: no ada_p: No Discriminator_loss: 0.272207 Generator_loss: 1.43799
[INFO] 2021-02-12 08:36:59 > Step: 249000 Progress: 49.8% Elapsed: 16:07:20 temperature: no ada_p: No Discriminator_loss: 0.319396 Generator_loss: 1.31319
[INFO] 2021-02-12 08:38:03 > Step: 249100 Progress: 49.8% Elapsed: 16:08:24 temperature: no ada_p: No Discriminator_loss: 0.224461 Generator_loss: 1.9678
[INFO] 2021-02-12 08:39:07 > Step: 249200 Progress: 49.8% Elapsed: 16:09:29 temperature: no ada_p: No Discriminator_loss: 0.280973 Generator_loss: 2.20356
[INFO] 2021-02-12 08:40:11 > Step: 249300 Progress: 49.9% Elapsed: 16:10:33 temperature: no ada_p: No Discriminator_loss: 0.263421 Generator_loss: 1.53334
[INFO] 2021-02-12 08:41:15 > Step: 249400 Progress: 49.9% Elapsed: 16:11:37 temperature: no ada_p: No Discriminator_loss: 0.227567 Generator_loss: 1.59201
[INFO] 2021-02-12 08:42:19 > Step: 249500 Progress: 49.9% Elapsed: 16:12:41 temperature: no ada_p: No Discriminator_loss: 0.31759 Generator_loss: 1.35702
[INFO] 2021-02-12 08:43:25 > Step: 249600 Progress: 49.9% Elapsed: 16:13:47 temperature: no ada_p: No Discriminator_loss: 0.271976 Generator_loss: 1.60982
[INFO] 2021-02-12 08:44:29 > Step: 249700 Progress: 49.9% Elapsed: 16:14:51 temperature: no ada_p: No Discriminator_loss: 0.382195 Generator_loss: 2.784
[INFO] 2021-02-12 08:45:33 > Step: 249800 Progress: 50.0% Elapsed: 16:15:55 temperature: no ada_p: No Discriminator_loss: 0.266918 Generator_loss: 1.79589
[INFO] 2021-02-12 08:46:37 > Step: 249900 Progress: 50.0% Elapsed: 16:16:59 temperature: no ada_p: No Discriminator_loss: 0.271361 Generator_loss: 1.57563
[INFO] 2021-02-12 08:47:41 > Step: 250000 Progress: 50.0% Elapsed: 16:18:03 temperature: no ada_p: No Discriminator_loss: 0.228539 Generator_loss: 2.36053
[INFO] 2021-02-12 08:47:41 > Start Evaluation (250000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 08:47:41 > Calculating FID Score....
[INFO] 2021-02-12 08:48:39 > Calculating Inception Score....
[INFO] 2021-02-12 08:49:03 > Calculate F_beta Score....
[INFO] 2021-02-12 08:56:08 > Calculate Accuracies....
[INFO] 2021-02-12 08:56:32 > Calculate Accuracies....
[INFO] 2021-02-12 09:00:09 > F_8 score (Step: 250000, Using valid images): 0.8625926737616161
[INFO] 2021-02-12 09:00:09 > F_1/8 score (Step: 250000, Using valid images): 0.9030078505290132
[INFO] 2021-02-12 09:00:09 > FID score (Step: 250000, Using valid moments): 36.162661143560854
[INFO] 2021-02-12 09:00:09 > Inception score (Step: 250000, 50000 generated images): 23.99724769592285
[INFO] 2021-02-12 09:00:09 > Best FID score (Step: 246000, Using valid moments): 35.93146255186247
[INFO] 2021-02-12 09:00:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 09:01:25 > Step: 250100 Progress: 50.0% Elapsed: 16:31:46 temperature: no ada_p: No Discriminator_loss: 0.266795 Generator_loss: 1.80255
[INFO] 2021-02-12 09:02:29 > Step: 250200 Progress: 50.0% Elapsed: 16:32:50 temperature: no ada_p: No Discriminator_loss: 0.227986 Generator_loss: 1.85762
[INFO] 2021-02-12 09:03:33 > Step: 250300 Progress: 50.1% Elapsed: 16:33:54 temperature: no ada_p: No Discriminator_loss: 0.302782 Generator_loss: 2.17115
[INFO] 2021-02-12 09:04:37 > Step: 250400 Progress: 50.1% Elapsed: 16:34:58 temperature: no ada_p: No Discriminator_loss: 0.265685 Generator_loss: 1.72647
[INFO] 2021-02-12 09:05:41 > Step: 250500 Progress: 50.1% Elapsed: 16:36:02 temperature: no ada_p: No Discriminator_loss: 0.243638 Generator_loss: 2.51782
[INFO] 2021-02-12 09:06:45 > Step: 250600 Progress: 50.1% Elapsed: 16:37:06 temperature: no ada_p: No Discriminator_loss: 0.228606 Generator_loss: 1.83787
[INFO] 2021-02-12 09:07:49 > Step: 250700 Progress: 50.1% Elapsed: 16:38:10 temperature: no ada_p: No Discriminator_loss: 0.339794 Generator_loss: 2.21495
[INFO] 2021-02-12 09:08:53 > Step: 250800 Progress: 50.2% Elapsed: 16:39:14 temperature: no ada_p: No Discriminator_loss: 0.240411 Generator_loss: 2.02631
[INFO] 2021-02-12 09:09:57 > Step: 250900 Progress: 50.2% Elapsed: 16:40:18 temperature: no ada_p: No Discriminator_loss: 0.362173 Generator_loss: 2.67303
[INFO] 2021-02-12 09:11:01 > Step: 251000 Progress: 50.2% Elapsed: 16:41:22 temperature: no ada_p: No Discriminator_loss: 0.228822 Generator_loss: 2.1042
[INFO] 2021-02-12 09:12:05 > Step: 251100 Progress: 50.2% Elapsed: 16:42:26 temperature: no ada_p: No Discriminator_loss: 0.327458 Generator_loss: 1.36249
[INFO] 2021-02-12 09:13:09 > Step: 251200 Progress: 50.2% Elapsed: 16:43:31 temperature: no ada_p: No Discriminator_loss: 0.440785 Generator_loss: 2.48143
[INFO] 2021-02-12 09:14:13 > Step: 251300 Progress: 50.3% Elapsed: 16:44:35 temperature: no ada_p: No Discriminator_loss: 0.286676 Generator_loss: 2.50828
[INFO] 2021-02-12 09:15:17 > Step: 251400 Progress: 50.3% Elapsed: 16:45:39 temperature: no ada_p: No Discriminator_loss: 0.210345 Generator_loss: 2.41253
[INFO] 2021-02-12 09:16:21 > Step: 251500 Progress: 50.3% Elapsed: 16:46:43 temperature: no ada_p: No Discriminator_loss: 0.547175 Generator_loss: 0.734465
[INFO] 2021-02-12 09:17:25 > Step: 251600 Progress: 50.3% Elapsed: 16:47:47 temperature: no ada_p: No Discriminator_loss: 0.268637 Generator_loss: 1.91892
[INFO] 2021-02-12 09:18:30 > Step: 251700 Progress: 50.3% Elapsed: 16:48:51 temperature: no ada_p: No Discriminator_loss: 0.361772 Generator_loss: 2.42426
[INFO] 2021-02-12 09:19:34 > Step: 251800 Progress: 50.4% Elapsed: 16:49:55 temperature: no ada_p: No Discriminator_loss: 0.272662 Generator_loss: 1.86491
[INFO] 2021-02-12 09:20:38 > Step: 251900 Progress: 50.4% Elapsed: 16:51:00 temperature: no ada_p: No Discriminator_loss: 0.34344 Generator_loss: 1.41011
[INFO] 2021-02-12 09:21:42 > Step: 252000 Progress: 50.4% Elapsed: 16:52:04 temperature: no ada_p: No Discriminator_loss: 0.174617 Generator_loss: 2.12892
[INFO] 2021-02-12 09:21:42 > Start Evaluation (252000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 09:21:42 > Calculating FID Score....
[INFO] 2021-02-12 09:22:41 > Calculating Inception Score....
[INFO] 2021-02-12 09:23:05 > Calculate F_beta Score....
[INFO] 2021-02-12 09:30:11 > Calculate Accuracies....
[INFO] 2021-02-12 09:30:34 > Calculate Accuracies....
[INFO] 2021-02-12 09:34:12 > F_8 score (Step: 252000, Using valid images): 0.8682704739379711
[INFO] 2021-02-12 09:34:12 > F_1/8 score (Step: 252000, Using valid images): 0.9144070070734779
[INFO] 2021-02-12 09:34:12 > FID score (Step: 252000, Using valid moments): 35.04956939798325
[INFO] 2021-02-12 09:34:12 > Inception score (Step: 252000, 50000 generated images): 24.43712615966797
[INFO] 2021-02-12 09:34:12 > Best FID score (Step: 252000, Using valid moments): 35.04956939798325
[INFO] 2021-02-12 09:34:34 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 09:35:40 > Step: 252100 Progress: 50.4% Elapsed: 17:06:02 temperature: no ada_p: No Discriminator_loss: 0.271497 Generator_loss: 1.44541
[INFO] 2021-02-12 09:36:44 > Step: 252200 Progress: 50.4% Elapsed: 17:07:06 temperature: no ada_p: No Discriminator_loss: 0.258403 Generator_loss: 1.44999
[INFO] 2021-02-12 09:37:48 > Step: 252300 Progress: 50.5% Elapsed: 17:08:10 temperature: no ada_p: No Discriminator_loss: 0.439039 Generator_loss: 1.34467
[INFO] 2021-02-12 09:38:52 > Step: 252400 Progress: 50.5% Elapsed: 17:09:14 temperature: no ada_p: No Discriminator_loss: 0.171307 Generator_loss: 2.04606
[INFO] 2021-02-12 09:39:57 > Step: 252500 Progress: 50.5% Elapsed: 17:10:18 temperature: no ada_p: No Discriminator_loss: 0.426218 Generator_loss: 1.35822
[INFO] 2021-02-12 09:41:01 > Step: 252600 Progress: 50.5% Elapsed: 17:11:22 temperature: no ada_p: No Discriminator_loss: 0.325735 Generator_loss: 1.40409
[INFO] 2021-02-12 09:42:05 > Step: 252700 Progress: 50.5% Elapsed: 17:12:27 temperature: no ada_p: No Discriminator_loss: 0.405473 Generator_loss: 2.6001
[INFO] 2021-02-12 09:43:09 > Step: 252800 Progress: 50.6% Elapsed: 17:13:31 temperature: no ada_p: No Discriminator_loss: 0.290318 Generator_loss: 1.53046
[INFO] 2021-02-12 09:44:13 > Step: 252900 Progress: 50.6% Elapsed: 17:14:35 temperature: no ada_p: No Discriminator_loss: 0.299927 Generator_loss: 1.69522
[INFO] 2021-02-12 09:45:18 > Step: 253000 Progress: 50.6% Elapsed: 17:15:39 temperature: no ada_p: No Discriminator_loss: 0.216143 Generator_loss: 2.03026
[INFO] 2021-02-12 09:46:22 > Step: 253100 Progress: 50.6% Elapsed: 17:16:43 temperature: no ada_p: No Discriminator_loss: 0.285801 Generator_loss: 2.60283
[INFO] 2021-02-12 09:47:26 > Step: 253200 Progress: 50.6% Elapsed: 17:17:48 temperature: no ada_p: No Discriminator_loss: 0.227496 Generator_loss: 2.07295
[INFO] 2021-02-12 09:48:30 > Step: 253300 Progress: 50.7% Elapsed: 17:18:52 temperature: no ada_p: No Discriminator_loss: 0.361464 Generator_loss: 1.30316
[INFO] 2021-02-12 09:49:34 > Step: 253400 Progress: 50.7% Elapsed: 17:19:56 temperature: no ada_p: No Discriminator_loss: 0.16189 Generator_loss: 1.99773
[INFO] 2021-02-12 09:50:39 > Step: 253500 Progress: 50.7% Elapsed: 17:21:00 temperature: no ada_p: No Discriminator_loss: 0.422452 Generator_loss: 1.64012
[INFO] 2021-02-12 09:51:43 > Step: 253600 Progress: 50.7% Elapsed: 17:22:04 temperature: no ada_p: No Discriminator_loss: 0.33907 Generator_loss: 2.49503
[INFO] 2021-02-12 09:52:47 > Step: 253700 Progress: 50.7% Elapsed: 17:23:09 temperature: no ada_p: No Discriminator_loss: 0.268658 Generator_loss: 1.41336
[INFO] 2021-02-12 09:53:52 > Step: 253800 Progress: 50.8% Elapsed: 17:24:13 temperature: no ada_p: No Discriminator_loss: 0.264849 Generator_loss: 1.98633
[INFO] 2021-02-12 09:54:56 > Step: 253900 Progress: 50.8% Elapsed: 17:25:18 temperature: no ada_p: No Discriminator_loss: 0.281691 Generator_loss: 1.65613
[INFO] 2021-02-12 09:56:00 > Step: 254000 Progress: 50.8% Elapsed: 17:26:22 temperature: no ada_p: No Discriminator_loss: 0.239491 Generator_loss: 1.60293
[INFO] 2021-02-12 09:56:00 > Start Evaluation (254000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 09:56:00 > Calculating FID Score....
[INFO] 2021-02-12 09:57:04 > Calculating Inception Score....
[INFO] 2021-02-12 09:57:28 > Calculate F_beta Score....
[INFO] 2021-02-12 10:04:44 > Calculate Accuracies....
[INFO] 2021-02-12 10:05:07 > Calculate Accuracies....
[INFO] 2021-02-12 10:08:46 > F_8 score (Step: 254000, Using valid images): 0.8613281666537844
[INFO] 2021-02-12 10:08:46 > F_1/8 score (Step: 254000, Using valid images): 0.9113634999756083
[INFO] 2021-02-12 10:08:46 > FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 10:08:46 > Inception score (Step: 254000, 50000 generated images): 24.4504451751709
[INFO] 2021-02-12 10:08:46 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 10:09:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 10:10:12 > Step: 254100 Progress: 50.8% Elapsed: 17:40:34 temperature: no ada_p: No Discriminator_loss: 0.286589 Generator_loss: 1.70129
[INFO] 2021-02-12 10:11:16 > Step: 254200 Progress: 50.8% Elapsed: 17:41:38 temperature: no ada_p: No Discriminator_loss: 0.241919 Generator_loss: 1.99889
[INFO] 2021-02-12 10:12:20 > Step: 254300 Progress: 50.9% Elapsed: 17:42:42 temperature: no ada_p: No Discriminator_loss: 0.414146 Generator_loss: 1.31466
[INFO] 2021-02-12 10:13:24 > Step: 254400 Progress: 50.9% Elapsed: 17:43:46 temperature: no ada_p: No Discriminator_loss: 0.282023 Generator_loss: 1.50978
[INFO] 2021-02-12 10:14:28 > Step: 254500 Progress: 50.9% Elapsed: 17:44:50 temperature: no ada_p: No Discriminator_loss: 0.508183 Generator_loss: 1.26905
[INFO] 2021-02-12 10:15:35 > Step: 254600 Progress: 50.9% Elapsed: 17:45:56 temperature: no ada_p: No Discriminator_loss: 0.43388 Generator_loss: 1.45638
[INFO] 2021-02-12 10:16:39 > Step: 254700 Progress: 50.9% Elapsed: 17:47:00 temperature: no ada_p: No Discriminator_loss: 0.249828 Generator_loss: 2.49072
[INFO] 2021-02-12 10:17:43 > Step: 254800 Progress: 51.0% Elapsed: 17:48:05 temperature: no ada_p: No Discriminator_loss: 0.222656 Generator_loss: 2.34882
[INFO] 2021-02-12 10:19:08 > Step: 254900 Progress: 51.0% Elapsed: 17:49:29 temperature: no ada_p: No Discriminator_loss: 0.308991 Generator_loss: 1.65108
[INFO] 2021-02-12 10:20:13 > Step: 255000 Progress: 51.0% Elapsed: 17:50:35 temperature: no ada_p: No Discriminator_loss: 0.339295 Generator_loss: 1.61677
[INFO] 2021-02-12 10:21:18 > Step: 255100 Progress: 51.0% Elapsed: 17:51:39 temperature: no ada_p: No Discriminator_loss: 0.341825 Generator_loss: 1.59291
[INFO] 2021-02-12 10:22:22 > Step: 255200 Progress: 51.0% Elapsed: 17:52:44 temperature: no ada_p: No Discriminator_loss: 0.296634 Generator_loss: 1.86986
[INFO] 2021-02-12 10:23:27 > Step: 255300 Progress: 51.1% Elapsed: 17:53:49 temperature: no ada_p: No Discriminator_loss: 0.324756 Generator_loss: 2.3688
[INFO] 2021-02-12 10:24:32 > Step: 255400 Progress: 51.1% Elapsed: 17:54:53 temperature: no ada_p: No Discriminator_loss: 0.323221 Generator_loss: 1.09355
[INFO] 2021-02-12 10:25:36 > Step: 255500 Progress: 51.1% Elapsed: 17:55:58 temperature: no ada_p: No Discriminator_loss: 0.589235 Generator_loss: 1.15737
[INFO] 2021-02-12 10:26:41 > Step: 255600 Progress: 51.1% Elapsed: 17:57:03 temperature: no ada_p: No Discriminator_loss: 0.378789 Generator_loss: 1.5637
[INFO] 2021-02-12 10:27:46 > Step: 255700 Progress: 51.1% Elapsed: 17:58:07 temperature: no ada_p: No Discriminator_loss: 0.346683 Generator_loss: 2.61299
[INFO] 2021-02-12 10:28:50 > Step: 255800 Progress: 51.2% Elapsed: 17:59:12 temperature: no ada_p: No Discriminator_loss: 0.2 Generator_loss: 1.58086
[INFO] 2021-02-12 10:29:55 > Step: 255900 Progress: 51.2% Elapsed: 18:00:17 temperature: no ada_p: No Discriminator_loss: 0.280886 Generator_loss: 1.94351
[INFO] 2021-02-12 10:31:00 > Step: 256000 Progress: 51.2% Elapsed: 18:01:21 temperature: no ada_p: No Discriminator_loss: 0.24732 Generator_loss: 2.02914
[INFO] 2021-02-12 10:31:00 > Start Evaluation (256000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 10:31:00 > Calculating FID Score....
[INFO] 2021-02-12 10:31:41 > Calculating Inception Score....
[INFO] 2021-02-12 10:32:05 > Calculate F_beta Score....
[INFO] 2021-02-12 10:39:04 > Calculate Accuracies....
[INFO] 2021-02-12 10:39:28 > Calculate Accuracies....
[INFO] 2021-02-12 10:43:05 > F_8 score (Step: 256000, Using valid images): 0.8671735176717328
[INFO] 2021-02-12 10:43:05 > F_1/8 score (Step: 256000, Using valid images): 0.9024977928992857
[INFO] 2021-02-12 10:43:05 > FID score (Step: 256000, Using valid moments): 35.45903513901334
[INFO] 2021-02-12 10:43:05 > Inception score (Step: 256000, 50000 generated images): 23.955707550048828
[INFO] 2021-02-12 10:43:05 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 10:43:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 10:44:20 > Step: 256100 Progress: 51.2% Elapsed: 18:14:42 temperature: no ada_p: No Discriminator_loss: 0.282616 Generator_loss: 2.0166
[INFO] 2021-02-12 10:45:24 > Step: 256200 Progress: 51.2% Elapsed: 18:15:46 temperature: no ada_p: No Discriminator_loss: 0.493107 Generator_loss: 1.42565
[INFO] 2021-02-12 10:46:29 > Step: 256300 Progress: 51.3% Elapsed: 18:16:50 temperature: no ada_p: No Discriminator_loss: 0.256284 Generator_loss: 1.47305
[INFO] 2021-02-12 10:47:33 > Step: 256400 Progress: 51.3% Elapsed: 18:17:55 temperature: no ada_p: No Discriminator_loss: 0.207987 Generator_loss: 2.08329
[INFO] 2021-02-12 10:48:37 > Step: 256500 Progress: 51.3% Elapsed: 18:18:59 temperature: no ada_p: No Discriminator_loss: 0.22165 Generator_loss: 2.75446
[INFO] 2021-02-12 10:49:59 > Step: 256600 Progress: 51.3% Elapsed: 18:20:21 temperature: no ada_p: No Discriminator_loss: 0.298577 Generator_loss: 1.61997
[INFO] 2021-02-12 10:51:04 > Step: 256700 Progress: 51.3% Elapsed: 18:21:26 temperature: no ada_p: No Discriminator_loss: 0.246936 Generator_loss: 1.89577
[INFO] 2021-02-12 10:52:09 > Step: 256800 Progress: 51.4% Elapsed: 18:22:31 temperature: no ada_p: No Discriminator_loss: 0.281698 Generator_loss: 2.64868
[INFO] 2021-02-12 10:53:14 > Step: 256900 Progress: 51.4% Elapsed: 18:23:35 temperature: no ada_p: No Discriminator_loss: 0.252431 Generator_loss: 2.4021
[INFO] 2021-02-12 10:54:19 > Step: 257000 Progress: 51.4% Elapsed: 18:24:40 temperature: no ada_p: No Discriminator_loss: 0.333032 Generator_loss: 1.54776
[INFO] 2021-02-12 10:55:25 > Step: 257100 Progress: 51.4% Elapsed: 18:25:47 temperature: no ada_p: No Discriminator_loss: 0.254158 Generator_loss: 1.84765
[INFO] 2021-02-12 10:56:30 > Step: 257200 Progress: 51.4% Elapsed: 18:26:51 temperature: no ada_p: No Discriminator_loss: 0.179544 Generator_loss: 1.73545
[INFO] 2021-02-12 10:57:34 > Step: 257300 Progress: 51.5% Elapsed: 18:27:56 temperature: no ada_p: No Discriminator_loss: 0.360149 Generator_loss: 1.39048
[INFO] 2021-02-12 10:58:39 > Step: 257400 Progress: 51.5% Elapsed: 18:29:00 temperature: no ada_p: No Discriminator_loss: 0.250206 Generator_loss: 1.82326
[INFO] 2021-02-12 10:59:43 > Step: 257500 Progress: 51.5% Elapsed: 18:30:05 temperature: no ada_p: No Discriminator_loss: 0.311458 Generator_loss: 1.57089
[INFO] 2021-02-12 11:00:48 > Step: 257600 Progress: 51.5% Elapsed: 18:31:10 temperature: no ada_p: No Discriminator_loss: 0.311371 Generator_loss: 1.40259
[INFO] 2021-02-12 11:01:53 > Step: 257700 Progress: 51.5% Elapsed: 18:32:14 temperature: no ada_p: No Discriminator_loss: 0.435086 Generator_loss: 2.75012
[INFO] 2021-02-12 11:02:57 > Step: 257800 Progress: 51.6% Elapsed: 18:33:19 temperature: no ada_p: No Discriminator_loss: 0.202243 Generator_loss: 1.88873
[INFO] 2021-02-12 11:04:02 > Step: 257900 Progress: 51.6% Elapsed: 18:34:23 temperature: no ada_p: No Discriminator_loss: 0.276291 Generator_loss: 1.6453
[INFO] 2021-02-12 11:05:06 > Step: 258000 Progress: 51.6% Elapsed: 18:35:28 temperature: no ada_p: No Discriminator_loss: 0.287595 Generator_loss: 1.98762
[INFO] 2021-02-12 11:05:06 > Start Evaluation (258000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 11:05:06 > Calculating FID Score....
[INFO] 2021-02-12 11:05:48 > Calculating Inception Score....
[INFO] 2021-02-12 11:06:12 > Calculate F_beta Score....
[INFO] 2021-02-12 11:13:13 > Calculate Accuracies....
[INFO] 2021-02-12 11:13:36 > Calculate Accuracies....
[INFO] 2021-02-12 11:17:14 > F_8 score (Step: 258000, Using valid images): 0.8659219093195604
[INFO] 2021-02-12 11:17:14 > F_1/8 score (Step: 258000, Using valid images): 0.9065143976298584
[INFO] 2021-02-12 11:17:14 > FID score (Step: 258000, Using valid moments): 35.32882130492794
[INFO] 2021-02-12 11:17:14 > Inception score (Step: 258000, 50000 generated images): 24.05061912536621
[INFO] 2021-02-12 11:17:14 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 11:17:25 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 11:18:29 > Step: 258100 Progress: 51.6% Elapsed: 18:48:50 temperature: no ada_p: No Discriminator_loss: 0.267629 Generator_loss: 1.64236
[INFO] 2021-02-12 11:19:33 > Step: 258200 Progress: 51.6% Elapsed: 18:49:54 temperature: no ada_p: No Discriminator_loss: 0.253746 Generator_loss: 1.22907
[INFO] 2021-02-12 11:20:37 > Step: 258300 Progress: 51.7% Elapsed: 18:50:59 temperature: no ada_p: No Discriminator_loss: 0.233096 Generator_loss: 1.59752
[INFO] 2021-02-12 11:21:41 > Step: 258400 Progress: 51.7% Elapsed: 18:52:03 temperature: no ada_p: No Discriminator_loss: 0.305298 Generator_loss: 2.38878
[INFO] 2021-02-12 11:22:46 > Step: 258500 Progress: 51.7% Elapsed: 18:53:07 temperature: no ada_p: No Discriminator_loss: 0.242335 Generator_loss: 1.96323
[INFO] 2021-02-12 11:23:50 > Step: 258600 Progress: 51.7% Elapsed: 18:54:12 temperature: no ada_p: No Discriminator_loss: 0.198746 Generator_loss: 1.89067
[INFO] 2021-02-12 11:24:54 > Step: 258700 Progress: 51.7% Elapsed: 18:55:16 temperature: no ada_p: No Discriminator_loss: 0.268765 Generator_loss: 2.60141
[INFO] 2021-02-12 11:25:59 > Step: 258800 Progress: 51.8% Elapsed: 18:56:20 temperature: no ada_p: No Discriminator_loss: 0.590984 Generator_loss: 1.12993
[INFO] 2021-02-12 11:27:03 > Step: 258900 Progress: 51.8% Elapsed: 18:57:25 temperature: no ada_p: No Discriminator_loss: 0.440226 Generator_loss: 1.40983
[INFO] 2021-02-12 11:28:07 > Step: 259000 Progress: 51.8% Elapsed: 18:58:29 temperature: no ada_p: No Discriminator_loss: 0.251028 Generator_loss: 2.23233
[INFO] 2021-02-12 11:29:11 > Step: 259100 Progress: 51.8% Elapsed: 18:59:33 temperature: no ada_p: No Discriminator_loss: 0.320858 Generator_loss: 1.27753
[INFO] 2021-02-12 11:30:15 > Step: 259200 Progress: 51.8% Elapsed: 19:00:37 temperature: no ada_p: No Discriminator_loss: 0.271485 Generator_loss: 1.46514
[INFO] 2021-02-12 11:31:19 > Step: 259300 Progress: 51.9% Elapsed: 19:01:41 temperature: no ada_p: No Discriminator_loss: 0.244526 Generator_loss: 1.40282
[INFO] 2021-02-12 11:32:45 > Step: 259400 Progress: 51.9% Elapsed: 19:03:06 temperature: no ada_p: No Discriminator_loss: 0.391223 Generator_loss: 1.48838
[INFO] 2021-02-12 11:33:49 > Step: 259500 Progress: 51.9% Elapsed: 19:04:11 temperature: no ada_p: No Discriminator_loss: 0.353278 Generator_loss: 2.70677
[INFO] 2021-02-12 11:34:55 > Step: 259600 Progress: 51.9% Elapsed: 19:05:17 temperature: no ada_p: No Discriminator_loss: 0.30754 Generator_loss: 1.48319
[INFO] 2021-02-12 11:36:00 > Step: 259700 Progress: 51.9% Elapsed: 19:06:21 temperature: no ada_p: No Discriminator_loss: 0.239651 Generator_loss: 1.77867
[INFO] 2021-02-12 11:37:04 > Step: 259800 Progress: 52.0% Elapsed: 19:07:26 temperature: no ada_p: No Discriminator_loss: 0.280847 Generator_loss: 1.79268
[INFO] 2021-02-12 11:38:09 > Step: 259900 Progress: 52.0% Elapsed: 19:08:31 temperature: no ada_p: No Discriminator_loss: 0.218309 Generator_loss: 1.77531
[INFO] 2021-02-12 11:39:14 > Step: 260000 Progress: 52.0% Elapsed: 19:09:35 temperature: no ada_p: No Discriminator_loss: 0.288866 Generator_loss: 2.36642
[INFO] 2021-02-12 11:39:14 > Start Evaluation (260000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 11:39:14 > Calculating FID Score....
[INFO] 2021-02-12 11:39:55 > Calculating Inception Score....
[INFO] 2021-02-12 11:40:19 > Calculate F_beta Score....
[INFO] 2021-02-12 11:47:23 > Calculate Accuracies....
[INFO] 2021-02-12 11:47:47 > Calculate Accuracies....
[INFO] 2021-02-12 11:51:23 > F_8 score (Step: 260000, Using valid images): 0.8699536205984228
[INFO] 2021-02-12 11:51:23 > F_1/8 score (Step: 260000, Using valid images): 0.9050027275075273
[INFO] 2021-02-12 11:51:23 > FID score (Step: 260000, Using valid moments): 35.33209048890717
[INFO] 2021-02-12 11:51:23 > Inception score (Step: 260000, 50000 generated images): 24.57077407836914
[INFO] 2021-02-12 11:51:23 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 11:51:34 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 11:52:39 > Step: 260100 Progress: 52.0% Elapsed: 19:23:00 temperature: no ada_p: No Discriminator_loss: 0.33008 Generator_loss: 1.67836
[INFO] 2021-02-12 11:53:43 > Step: 260200 Progress: 52.0% Elapsed: 19:24:04 temperature: no ada_p: No Discriminator_loss: 0.24834 Generator_loss: 1.79751
[INFO] 2021-02-12 11:54:47 > Step: 260300 Progress: 52.1% Elapsed: 19:25:09 temperature: no ada_p: No Discriminator_loss: 0.485297 Generator_loss: 1.19537
[INFO] 2021-02-12 11:55:51 > Step: 260400 Progress: 52.1% Elapsed: 19:26:13 temperature: no ada_p: No Discriminator_loss: 0.284836 Generator_loss: 1.48459
[INFO] 2021-02-12 11:56:55 > Step: 260500 Progress: 52.1% Elapsed: 19:27:17 temperature: no ada_p: No Discriminator_loss: 0.3556 Generator_loss: 2.52439
[INFO] 2021-02-12 11:58:17 > Step: 260600 Progress: 52.1% Elapsed: 19:28:39 temperature: no ada_p: No Discriminator_loss: 0.290618 Generator_loss: 1.64754
[INFO] 2021-02-12 11:59:22 > Step: 260700 Progress: 52.1% Elapsed: 19:29:43 temperature: no ada_p: No Discriminator_loss: 0.273627 Generator_loss: 1.73743
[INFO] 2021-02-12 12:00:26 > Step: 260800 Progress: 52.2% Elapsed: 19:30:48 temperature: no ada_p: No Discriminator_loss: 0.3422 Generator_loss: 1.64553
[INFO] 2021-02-12 12:01:31 > Step: 260900 Progress: 52.2% Elapsed: 19:31:52 temperature: no ada_p: No Discriminator_loss: 0.293143 Generator_loss: 2.12302
[INFO] 2021-02-12 12:02:35 > Step: 261000 Progress: 52.2% Elapsed: 19:32:57 temperature: no ada_p: No Discriminator_loss: 0.292771 Generator_loss: 1.63165
[INFO] 2021-02-12 12:03:40 > Step: 261100 Progress: 52.2% Elapsed: 19:34:01 temperature: no ada_p: No Discriminator_loss: 0.335875 Generator_loss: 1.44746
[INFO] 2021-02-12 12:04:44 > Step: 261200 Progress: 52.2% Elapsed: 19:35:06 temperature: no ada_p: No Discriminator_loss: 0.363997 Generator_loss: 1.40581
[INFO] 2021-02-12 12:05:49 > Step: 261300 Progress: 52.3% Elapsed: 19:36:11 temperature: no ada_p: No Discriminator_loss: 0.430796 Generator_loss: 2.53839
[INFO] 2021-02-12 12:06:54 > Step: 261400 Progress: 52.3% Elapsed: 19:37:15 temperature: no ada_p: No Discriminator_loss: 0.432356 Generator_loss: 0.896639
[INFO] 2021-02-12 12:07:58 > Step: 261500 Progress: 52.3% Elapsed: 19:38:20 temperature: no ada_p: No Discriminator_loss: 0.206335 Generator_loss: 2.37332
[INFO] 2021-02-12 12:09:03 > Step: 261600 Progress: 52.3% Elapsed: 19:39:24 temperature: no ada_p: No Discriminator_loss: 0.357341 Generator_loss: 1.43691
[INFO] 2021-02-12 12:10:07 > Step: 261700 Progress: 52.3% Elapsed: 19:40:29 temperature: no ada_p: No Discriminator_loss: 0.211977 Generator_loss: 2.44043
[INFO] 2021-02-12 12:11:12 > Step: 261800 Progress: 52.4% Elapsed: 19:41:34 temperature: no ada_p: No Discriminator_loss: 0.233484 Generator_loss: 2.23656
[INFO] 2021-02-12 12:12:16 > Step: 261900 Progress: 52.4% Elapsed: 19:42:38 temperature: no ada_p: No Discriminator_loss: 0.340383 Generator_loss: 1.43282
[INFO] 2021-02-12 12:13:21 > Step: 262000 Progress: 52.4% Elapsed: 19:43:42 temperature: no ada_p: No Discriminator_loss: 0.221286 Generator_loss: 2.28686
[INFO] 2021-02-12 12:13:21 > Start Evaluation (262000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 12:13:21 > Calculating FID Score....
[INFO] 2021-02-12 12:14:02 > Calculating Inception Score....
[INFO] 2021-02-12 12:14:26 > Calculate F_beta Score....
[INFO] 2021-02-12 12:21:25 > Calculate Accuracies....
[INFO] 2021-02-12 12:21:48 > Calculate Accuracies....
[INFO] 2021-02-12 12:25:26 > F_8 score (Step: 262000, Using valid images): 0.86247739937533
[INFO] 2021-02-12 12:25:26 > F_1/8 score (Step: 262000, Using valid images): 0.9081010434646357
[INFO] 2021-02-12 12:25:26 > FID score (Step: 262000, Using valid moments): 35.28674010128725
[INFO] 2021-02-12 12:25:26 > Inception score (Step: 262000, 50000 generated images): 24.097530364990234
[INFO] 2021-02-12 12:25:26 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 12:25:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 12:26:43 > Step: 262100 Progress: 52.4% Elapsed: 19:57:05 temperature: no ada_p: No Discriminator_loss: 0.26268 Generator_loss: 2.61303
[INFO] 2021-02-12 12:27:47 > Step: 262200 Progress: 52.4% Elapsed: 19:58:09 temperature: no ada_p: No Discriminator_loss: 0.249528 Generator_loss: 1.62203
[INFO] 2021-02-12 12:28:51 > Step: 262300 Progress: 52.5% Elapsed: 19:59:13 temperature: no ada_p: No Discriminator_loss: 0.439352 Generator_loss: 1.10828
[INFO] 2021-02-12 12:29:55 > Step: 262400 Progress: 52.5% Elapsed: 20:00:17 temperature: no ada_p: No Discriminator_loss: 0.346178 Generator_loss: 1.50494
[INFO] 2021-02-12 12:31:18 > Step: 262500 Progress: 52.5% Elapsed: 20:01:39 temperature: no ada_p: No Discriminator_loss: 0.35119 Generator_loss: 1.45065
[INFO] 2021-02-12 12:32:22 > Step: 262600 Progress: 52.5% Elapsed: 20:02:44 temperature: no ada_p: No Discriminator_loss: 0.233521 Generator_loss: 1.88343
[INFO] 2021-02-12 12:33:27 > Step: 262700 Progress: 52.5% Elapsed: 20:03:48 temperature: no ada_p: No Discriminator_loss: 0.348462 Generator_loss: 1.60977
[INFO] 2021-02-12 12:34:31 > Step: 262800 Progress: 52.6% Elapsed: 20:04:53 temperature: no ada_p: No Discriminator_loss: 0.250149 Generator_loss: 2.2006
[INFO] 2021-02-12 12:35:36 > Step: 262900 Progress: 52.6% Elapsed: 20:05:57 temperature: no ada_p: No Discriminator_loss: 0.261345 Generator_loss: 1.63259
[INFO] 2021-02-12 12:36:40 > Step: 263000 Progress: 52.6% Elapsed: 20:07:02 temperature: no ada_p: No Discriminator_loss: 0.264069 Generator_loss: 1.56018
[INFO] 2021-02-12 12:37:45 > Step: 263100 Progress: 52.6% Elapsed: 20:08:06 temperature: no ada_p: No Discriminator_loss: 0.384024 Generator_loss: 1.37775
[INFO] 2021-02-12 12:38:49 > Step: 263200 Progress: 52.6% Elapsed: 20:09:11 temperature: no ada_p: No Discriminator_loss: 0.397325 Generator_loss: 1.14849
[INFO] 2021-02-12 12:39:54 > Step: 263300 Progress: 52.7% Elapsed: 20:10:15 temperature: no ada_p: No Discriminator_loss: 0.441212 Generator_loss: 1.50778
[INFO] 2021-02-12 12:40:58 > Step: 263400 Progress: 52.7% Elapsed: 20:11:20 temperature: no ada_p: No Discriminator_loss: 0.317898 Generator_loss: 1.44354
[INFO] 2021-02-12 12:42:03 > Step: 263500 Progress: 52.7% Elapsed: 20:12:24 temperature: no ada_p: No Discriminator_loss: 0.210063 Generator_loss: 2.08152
[INFO] 2021-02-12 12:43:07 > Step: 263600 Progress: 52.7% Elapsed: 20:13:29 temperature: no ada_p: No Discriminator_loss: 0.395683 Generator_loss: 1.30639
[INFO] 2021-02-12 12:44:12 > Step: 263700 Progress: 52.7% Elapsed: 20:14:33 temperature: no ada_p: No Discriminator_loss: 0.377499 Generator_loss: 1.37196
[INFO] 2021-02-12 12:45:16 > Step: 263800 Progress: 52.8% Elapsed: 20:15:38 temperature: no ada_p: No Discriminator_loss: 0.212305 Generator_loss: 1.79815
[INFO] 2021-02-12 12:46:21 > Step: 263900 Progress: 52.8% Elapsed: 20:16:42 temperature: no ada_p: No Discriminator_loss: 0.35416 Generator_loss: 1.35765
[INFO] 2021-02-12 12:47:25 > Step: 264000 Progress: 52.8% Elapsed: 20:17:47 temperature: no ada_p: No Discriminator_loss: 0.3534 Generator_loss: 1.30185
[INFO] 2021-02-12 12:47:25 > Start Evaluation (264000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 12:47:25 > Calculating FID Score....
[INFO] 2021-02-12 12:48:06 > Calculating Inception Score....
[INFO] 2021-02-12 12:48:30 > Calculate F_beta Score....
[INFO] 2021-02-12 12:55:27 > Calculate Accuracies....
[INFO] 2021-02-12 12:55:50 > Calculate Accuracies....
[INFO] 2021-02-12 12:59:28 > F_8 score (Step: 264000, Using valid images): 0.8598020021878449
[INFO] 2021-02-12 12:59:28 > F_1/8 score (Step: 264000, Using valid images): 0.9107076655617864
[INFO] 2021-02-12 12:59:28 > FID score (Step: 264000, Using valid moments): 35.17521299055829
[INFO] 2021-02-12 12:59:28 > Inception score (Step: 264000, 50000 generated images): 24.79582977294922
[INFO] 2021-02-12 12:59:28 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 12:59:40 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 13:01:02 > Step: 264100 Progress: 52.8% Elapsed: 20:31:23 temperature: no ada_p: No Discriminator_loss: 0.224854 Generator_loss: 1.65182
[INFO] 2021-02-12 13:02:06 > Step: 264200 Progress: 52.8% Elapsed: 20:32:28 temperature: no ada_p: No Discriminator_loss: 0.297891 Generator_loss: 1.33307
[INFO] 2021-02-12 13:03:11 > Step: 264300 Progress: 52.9% Elapsed: 20:33:32 temperature: no ada_p: No Discriminator_loss: 0.438921 Generator_loss: 1.67463
[INFO] 2021-02-12 13:04:15 > Step: 264400 Progress: 52.9% Elapsed: 20:34:37 temperature: no ada_p: No Discriminator_loss: 0.174968 Generator_loss: 2.20823
[INFO] 2021-02-12 13:05:19 > Step: 264500 Progress: 52.9% Elapsed: 20:35:41 temperature: no ada_p: No Discriminator_loss: 0.206609 Generator_loss: 2.32048
[INFO] 2021-02-12 13:06:26 > Step: 264600 Progress: 52.9% Elapsed: 20:36:47 temperature: no ada_p: No Discriminator_loss: 0.270041 Generator_loss: 1.96255
[INFO] 2021-02-12 13:07:30 > Step: 264700 Progress: 52.9% Elapsed: 20:37:52 temperature: no ada_p: No Discriminator_loss: 0.27532 Generator_loss: 2.21197
[INFO] 2021-02-12 13:08:34 > Step: 264800 Progress: 53.0% Elapsed: 20:38:56 temperature: no ada_p: No Discriminator_loss: 0.26008 Generator_loss: 2.01378
[INFO] 2021-02-12 13:09:39 > Step: 264900 Progress: 53.0% Elapsed: 20:40:01 temperature: no ada_p: No Discriminator_loss: 0.540498 Generator_loss: 1.30989
[INFO] 2021-02-12 13:10:43 > Step: 265000 Progress: 53.0% Elapsed: 20:41:05 temperature: no ada_p: No Discriminator_loss: 0.24759 Generator_loss: 1.92467
[INFO] 2021-02-12 13:11:48 > Step: 265100 Progress: 53.0% Elapsed: 20:42:10 temperature: no ada_p: No Discriminator_loss: 0.548454 Generator_loss: 1.60707
[INFO] 2021-02-12 13:12:52 > Step: 265200 Progress: 53.0% Elapsed: 20:43:14 temperature: no ada_p: No Discriminator_loss: 0.245269 Generator_loss: 1.54272
[INFO] 2021-02-12 13:13:57 > Step: 265300 Progress: 53.1% Elapsed: 20:44:19 temperature: no ada_p: No Discriminator_loss: 0.358183 Generator_loss: 2.22684
[INFO] 2021-02-12 13:15:02 > Step: 265400 Progress: 53.1% Elapsed: 20:45:23 temperature: no ada_p: No Discriminator_loss: 0.234465 Generator_loss: 1.86931
[INFO] 2021-02-12 13:16:06 > Step: 265500 Progress: 53.1% Elapsed: 20:46:28 temperature: no ada_p: No Discriminator_loss: 0.269619 Generator_loss: 2.48815
[INFO] 2021-02-12 13:17:11 > Step: 265600 Progress: 53.1% Elapsed: 20:47:32 temperature: no ada_p: No Discriminator_loss: 0.284432 Generator_loss: 1.78251
[INFO] 2021-02-12 13:18:15 > Step: 265700 Progress: 53.1% Elapsed: 20:48:37 temperature: no ada_p: No Discriminator_loss: 0.319208 Generator_loss: 2.55468
[INFO] 2021-02-12 13:19:20 > Step: 265800 Progress: 53.2% Elapsed: 20:49:41 temperature: no ada_p: No Discriminator_loss: 0.252181 Generator_loss: 2.40235
[INFO] 2021-02-12 13:20:24 > Step: 265900 Progress: 53.2% Elapsed: 20:50:46 temperature: no ada_p: No Discriminator_loss: 0.494152 Generator_loss: 1.24064
[INFO] 2021-02-12 13:21:29 > Step: 266000 Progress: 53.2% Elapsed: 20:51:51 temperature: no ada_p: No Discriminator_loss: 0.249217 Generator_loss: 2.37959
[INFO] 2021-02-12 13:21:29 > Start Evaluation (266000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 13:21:29 > Calculating FID Score....
[INFO] 2021-02-12 13:22:11 > Calculating Inception Score....
[INFO] 2021-02-12 13:22:35 > Calculate F_beta Score....
[INFO] 2021-02-12 13:29:40 > Calculate Accuracies....
[INFO] 2021-02-12 13:30:03 > Calculate Accuracies....
[INFO] 2021-02-12 13:33:39 > F_8 score (Step: 266000, Using valid images): 0.8747239650180663
[INFO] 2021-02-12 13:33:39 > F_1/8 score (Step: 266000, Using valid images): 0.9050017059202954
[INFO] 2021-02-12 13:33:39 > FID score (Step: 266000, Using valid moments): 35.006645120225244
[INFO] 2021-02-12 13:33:39 > Inception score (Step: 266000, 50000 generated images): 24.990646362304688
[INFO] 2021-02-12 13:33:39 > Best FID score (Step: 254000, Using valid moments): 35.00299698978756
[INFO] 2021-02-12 13:33:51 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 13:34:55 > Step: 266100 Progress: 53.2% Elapsed: 21:05:17 temperature: no ada_p: No Discriminator_loss: 0.369488 Generator_loss: 1.33844
[INFO] 2021-02-12 13:35:59 > Step: 266200 Progress: 53.2% Elapsed: 21:06:21 temperature: no ada_p: No Discriminator_loss: 0.268099 Generator_loss: 1.56953
[INFO] 2021-02-12 13:37:03 > Step: 266300 Progress: 53.3% Elapsed: 21:07:25 temperature: no ada_p: No Discriminator_loss: 0.373353 Generator_loss: 1.11071
[INFO] 2021-02-12 13:38:07 > Step: 266400 Progress: 53.3% Elapsed: 21:08:28 temperature: no ada_p: No Discriminator_loss: 0.403462 Generator_loss: 1.2793
[INFO] 2021-02-12 13:39:11 > Step: 266500 Progress: 53.3% Elapsed: 21:09:32 temperature: no ada_p: No Discriminator_loss: 0.407601 Generator_loss: 1.42418
[INFO] 2021-02-12 13:40:15 > Step: 266600 Progress: 53.3% Elapsed: 21:10:36 temperature: no ada_p: No Discriminator_loss: 0.242323 Generator_loss: 1.86576
[INFO] 2021-02-12 13:41:19 > Step: 266700 Progress: 53.3% Elapsed: 21:11:41 temperature: no ada_p: No Discriminator_loss: 0.478544 Generator_loss: 1.28591
[INFO] 2021-02-12 13:42:23 > Step: 266800 Progress: 53.4% Elapsed: 21:12:45 temperature: no ada_p: No Discriminator_loss: 0.325839 Generator_loss: 2.49167
[INFO] 2021-02-12 13:43:27 > Step: 266900 Progress: 53.4% Elapsed: 21:13:49 temperature: no ada_p: No Discriminator_loss: 0.479152 Generator_loss: 2.64881
[INFO] 2021-02-12 13:44:31 > Step: 267000 Progress: 53.4% Elapsed: 21:14:53 temperature: no ada_p: No Discriminator_loss: 0.239936 Generator_loss: 2.30654
[INFO] 2021-02-12 13:45:37 > Step: 267100 Progress: 53.4% Elapsed: 21:15:59 temperature: no ada_p: No Discriminator_loss: 0.347331 Generator_loss: 1.61412
[INFO] 2021-02-12 13:46:41 > Step: 267200 Progress: 53.4% Elapsed: 21:17:03 temperature: no ada_p: No Discriminator_loss: 0.232861 Generator_loss: 1.78278
[INFO] 2021-02-12 13:47:45 > Step: 267300 Progress: 53.5% Elapsed: 21:18:07 temperature: no ada_p: No Discriminator_loss: 0.200148 Generator_loss: 1.78124
[INFO] 2021-02-12 13:48:49 > Step: 267400 Progress: 53.5% Elapsed: 21:19:11 temperature: no ada_p: No Discriminator_loss: 0.222237 Generator_loss: 1.89026
[INFO] 2021-02-12 13:49:53 > Step: 267500 Progress: 53.5% Elapsed: 21:20:15 temperature: no ada_p: No Discriminator_loss: 0.533777 Generator_loss: 1.16984
[INFO] 2021-02-12 13:50:58 > Step: 267600 Progress: 53.5% Elapsed: 21:21:19 temperature: no ada_p: No Discriminator_loss: 0.317293 Generator_loss: 1.5955
[INFO] 2021-02-12 13:52:02 > Step: 267700 Progress: 53.5% Elapsed: 21:22:24 temperature: no ada_p: No Discriminator_loss: 0.215512 Generator_loss: 2.01392
[INFO] 2021-02-12 13:53:06 > Step: 267800 Progress: 53.6% Elapsed: 21:23:28 temperature: no ada_p: No Discriminator_loss: 0.181721 Generator_loss: 2.01511
[INFO] 2021-02-12 13:54:10 > Step: 267900 Progress: 53.6% Elapsed: 21:24:32 temperature: no ada_p: No Discriminator_loss: 0.299017 Generator_loss: 1.3322
[INFO] 2021-02-12 13:55:15 > Step: 268000 Progress: 53.6% Elapsed: 21:25:37 temperature: no ada_p: No Discriminator_loss: 0.376931 Generator_loss: 1.61701
[INFO] 2021-02-12 13:55:15 > Start Evaluation (268000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 13:55:15 > Calculating FID Score....
[INFO] 2021-02-12 13:56:13 > Calculating Inception Score....
[INFO] 2021-02-12 13:56:37 > Calculate F_beta Score....
[INFO] 2021-02-12 14:03:38 > Calculate Accuracies....
[INFO] 2021-02-12 14:04:01 > Calculate Accuracies....
[INFO] 2021-02-12 14:07:38 > F_8 score (Step: 268000, Using valid images): 0.8619909923386582
[INFO] 2021-02-12 14:07:38 > F_1/8 score (Step: 268000, Using valid images): 0.912132371864305
[INFO] 2021-02-12 14:07:38 > FID score (Step: 268000, Using valid moments): 34.845517450092075
[INFO] 2021-02-12 14:07:38 > Inception score (Step: 268000, 50000 generated images): 24.159629821777344
[INFO] 2021-02-12 14:07:38 > Best FID score (Step: 268000, Using valid moments): 34.845517450092075
[INFO] 2021-02-12 14:08:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 14:09:05 > Step: 268100 Progress: 53.6% Elapsed: 21:39:26 temperature: no ada_p: No Discriminator_loss: 0.282534 Generator_loss: 1.81717
[INFO] 2021-02-12 14:10:08 > Step: 268200 Progress: 53.6% Elapsed: 21:40:30 temperature: no ada_p: No Discriminator_loss: 0.253782 Generator_loss: 2.2725
[INFO] 2021-02-12 14:11:12 > Step: 268300 Progress: 53.7% Elapsed: 21:41:34 temperature: no ada_p: No Discriminator_loss: 0.266221 Generator_loss: 2.03457
[INFO] 2021-02-12 14:12:16 > Step: 268400 Progress: 53.7% Elapsed: 21:42:38 temperature: no ada_p: No Discriminator_loss: 0.234682 Generator_loss: 2.55789
[INFO] 2021-02-12 14:13:20 > Step: 268500 Progress: 53.7% Elapsed: 21:43:42 temperature: no ada_p: No Discriminator_loss: 0.251815 Generator_loss: 2.36565
[INFO] 2021-02-12 14:14:44 > Step: 268600 Progress: 53.7% Elapsed: 21:45:05 temperature: no ada_p: No Discriminator_loss: 0.237343 Generator_loss: 1.69546
[INFO] 2021-02-12 14:15:48 > Step: 268700 Progress: 53.7% Elapsed: 21:46:10 temperature: no ada_p: No Discriminator_loss: 0.281527 Generator_loss: 1.83038
[INFO] 2021-02-12 14:16:52 > Step: 268800 Progress: 53.8% Elapsed: 21:47:14 temperature: no ada_p: No Discriminator_loss: 0.259069 Generator_loss: 1.87253
[INFO] 2021-02-12 14:17:57 > Step: 268900 Progress: 53.8% Elapsed: 21:48:19 temperature: no ada_p: No Discriminator_loss: 0.281615 Generator_loss: 1.87006
[INFO] 2021-02-12 14:19:01 > Step: 269000 Progress: 53.8% Elapsed: 21:49:23 temperature: no ada_p: No Discriminator_loss: 0.419233 Generator_loss: 1.28265
[INFO] 2021-02-12 14:20:06 > Step: 269100 Progress: 53.8% Elapsed: 21:50:28 temperature: no ada_p: No Discriminator_loss: 0.298231 Generator_loss: 1.9477
[INFO] 2021-02-12 14:21:11 > Step: 269200 Progress: 53.8% Elapsed: 21:51:32 temperature: no ada_p: No Discriminator_loss: 0.23279 Generator_loss: 2.07341
[INFO] 2021-02-12 14:22:15 > Step: 269300 Progress: 53.9% Elapsed: 21:52:37 temperature: no ada_p: No Discriminator_loss: 0.403468 Generator_loss: 1.28092
[INFO] 2021-02-12 14:23:20 > Step: 269400 Progress: 53.9% Elapsed: 21:53:41 temperature: no ada_p: No Discriminator_loss: 0.514958 Generator_loss: 1.10792
[INFO] 2021-02-12 14:24:25 > Step: 269500 Progress: 53.9% Elapsed: 21:54:47 temperature: no ada_p: No Discriminator_loss: 0.218978 Generator_loss: 2.46885
[INFO] 2021-02-12 14:25:31 > Step: 269600 Progress: 53.9% Elapsed: 21:55:53 temperature: no ada_p: No Discriminator_loss: 0.225818 Generator_loss: 2.12589
[INFO] 2021-02-12 14:26:36 > Step: 269700 Progress: 53.9% Elapsed: 21:56:57 temperature: no ada_p: No Discriminator_loss: 0.286409 Generator_loss: 1.36305
[INFO] 2021-02-12 14:27:40 > Step: 269800 Progress: 54.0% Elapsed: 21:58:02 temperature: no ada_p: No Discriminator_loss: 0.283979 Generator_loss: 1.88393
[INFO] 2021-02-12 14:28:45 > Step: 269900 Progress: 54.0% Elapsed: 21:59:07 temperature: no ada_p: No Discriminator_loss: 0.300946 Generator_loss: 1.78207
[INFO] 2021-02-12 14:29:50 > Step: 270000 Progress: 54.0% Elapsed: 22:00:11 temperature: no ada_p: No Discriminator_loss: 0.594185 Generator_loss: 0.99018
[INFO] 2021-02-12 14:29:50 > Start Evaluation (270000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 14:29:50 > Calculating FID Score....
[INFO] 2021-02-12 14:30:30 > Calculating Inception Score....
[INFO] 2021-02-12 14:30:53 > Calculate F_beta Score....
[INFO] 2021-02-12 14:38:05 > Calculate Accuracies....
[INFO] 2021-02-12 14:38:28 > Calculate Accuracies....
[INFO] 2021-02-12 14:42:06 > F_8 score (Step: 270000, Using valid images): 0.8717706253712305
[INFO] 2021-02-12 14:42:06 > F_1/8 score (Step: 270000, Using valid images): 0.9123818695467244
[INFO] 2021-02-12 14:42:06 > FID score (Step: 270000, Using valid moments): 35.316516430903846
[INFO] 2021-02-12 14:42:06 > Inception score (Step: 270000, 50000 generated images): 24.80150604248047
[INFO] 2021-02-12 14:42:06 > Best FID score (Step: 268000, Using valid moments): 34.845517450092075
[INFO] 2021-02-12 14:42:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 14:43:21 > Step: 270100 Progress: 54.0% Elapsed: 22:13:42 temperature: no ada_p: No Discriminator_loss: 0.394715 Generator_loss: 1.42215
[INFO] 2021-02-12 14:44:24 > Step: 270200 Progress: 54.0% Elapsed: 22:14:46 temperature: no ada_p: No Discriminator_loss: 0.313221 Generator_loss: 2.41314
[INFO] 2021-02-12 14:45:28 > Step: 270300 Progress: 54.1% Elapsed: 22:15:50 temperature: no ada_p: No Discriminator_loss: 0.303335 Generator_loss: 2.63032
[INFO] 2021-02-12 14:46:32 > Step: 270400 Progress: 54.1% Elapsed: 22:16:54 temperature: no ada_p: No Discriminator_loss: 0.326437 Generator_loss: 2.70265
[INFO] 2021-02-12 14:47:36 > Step: 270500 Progress: 54.1% Elapsed: 22:17:58 temperature: no ada_p: No Discriminator_loss: 0.253516 Generator_loss: 1.7332
[INFO] 2021-02-12 14:48:40 > Step: 270600 Progress: 54.1% Elapsed: 22:19:02 temperature: no ada_p: No Discriminator_loss: 0.237549 Generator_loss: 2.39802
[INFO] 2021-02-12 14:49:44 > Step: 270700 Progress: 54.1% Elapsed: 22:20:06 temperature: no ada_p: No Discriminator_loss: 0.228267 Generator_loss: 2.28003
[INFO] 2021-02-12 14:50:49 > Step: 270800 Progress: 54.2% Elapsed: 22:21:10 temperature: no ada_p: No Discriminator_loss: 0.268175 Generator_loss: 1.60519
[INFO] 2021-02-12 14:51:53 > Step: 270900 Progress: 54.2% Elapsed: 22:22:14 temperature: no ada_p: No Discriminator_loss: 0.382446 Generator_loss: 2.42104
[INFO] 2021-02-12 14:52:57 > Step: 271000 Progress: 54.2% Elapsed: 22:23:18 temperature: no ada_p: No Discriminator_loss: 0.326727 Generator_loss: 1.39672
[INFO] 2021-02-12 14:54:01 > Step: 271100 Progress: 54.2% Elapsed: 22:24:22 temperature: no ada_p: No Discriminator_loss: 0.301987 Generator_loss: 1.45188
[INFO] 2021-02-12 14:55:05 > Step: 271200 Progress: 54.2% Elapsed: 22:25:27 temperature: no ada_p: No Discriminator_loss: 0.448654 Generator_loss: 1.41813
[INFO] 2021-02-12 14:56:09 > Step: 271300 Progress: 54.3% Elapsed: 22:26:31 temperature: no ada_p: No Discriminator_loss: 0.359848 Generator_loss: 1.46545
[INFO] 2021-02-12 14:57:13 > Step: 271400 Progress: 54.3% Elapsed: 22:27:35 temperature: no ada_p: No Discriminator_loss: 0.308048 Generator_loss: 1.96899
[INFO] 2021-02-12 14:58:17 > Step: 271500 Progress: 54.3% Elapsed: 22:28:39 temperature: no ada_p: No Discriminator_loss: 0.263614 Generator_loss: 1.80402
[INFO] 2021-02-12 14:59:21 > Step: 271600 Progress: 54.3% Elapsed: 22:29:43 temperature: no ada_p: No Discriminator_loss: 0.219683 Generator_loss: 1.66368
[INFO] 2021-02-12 15:00:44 > Step: 271700 Progress: 54.3% Elapsed: 22:31:06 temperature: no ada_p: No Discriminator_loss: 0.372282 Generator_loss: 2.40216
[INFO] 2021-02-12 15:01:49 > Step: 271800 Progress: 54.4% Elapsed: 22:32:10 temperature: no ada_p: No Discriminator_loss: 0.238523 Generator_loss: 2.06981
[INFO] 2021-02-12 15:02:53 > Step: 271900 Progress: 54.4% Elapsed: 22:33:15 temperature: no ada_p: No Discriminator_loss: 0.481639 Generator_loss: 1.05742
[INFO] 2021-02-12 15:03:58 > Step: 272000 Progress: 54.4% Elapsed: 22:34:19 temperature: no ada_p: No Discriminator_loss: 0.460404 Generator_loss: 2.54849
[INFO] 2021-02-12 15:03:58 > Start Evaluation (272000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 15:03:58 > Calculating FID Score....
[INFO] 2021-02-12 15:04:38 > Calculating Inception Score....
[INFO] 2021-02-12 15:05:02 > Calculate F_beta Score....
[INFO] 2021-02-12 15:12:11 > Calculate Accuracies....
[INFO] 2021-02-12 15:12:35 > Calculate Accuracies....
[INFO] 2021-02-12 15:16:13 > F_8 score (Step: 272000, Using valid images): 0.8732797013129363
[INFO] 2021-02-12 15:16:13 > F_1/8 score (Step: 272000, Using valid images): 0.9164899650582607
[INFO] 2021-02-12 15:16:13 > FID score (Step: 272000, Using valid moments): 34.43716519294128
[INFO] 2021-02-12 15:16:13 > Inception score (Step: 272000, 50000 generated images): 25.360013961791992
[INFO] 2021-02-12 15:16:13 > Best FID score (Step: 272000, Using valid moments): 34.43716519294128
[INFO] 2021-02-12 15:16:36 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 15:17:42 > Step: 272100 Progress: 54.4% Elapsed: 22:48:03 temperature: no ada_p: No Discriminator_loss: 0.380352 Generator_loss: 1.3175
[INFO] 2021-02-12 15:18:46 > Step: 272200 Progress: 54.4% Elapsed: 22:49:07 temperature: no ada_p: No Discriminator_loss: 0.232207 Generator_loss: 2.29677
[INFO] 2021-02-12 15:19:50 > Step: 272300 Progress: 54.5% Elapsed: 22:50:11 temperature: no ada_p: No Discriminator_loss: 0.239214 Generator_loss: 2.68003
[INFO] 2021-02-12 15:20:53 > Step: 272400 Progress: 54.5% Elapsed: 22:51:15 temperature: no ada_p: No Discriminator_loss: 0.235683 Generator_loss: 2.69602
[INFO] 2021-02-12 15:21:57 > Step: 272500 Progress: 54.5% Elapsed: 22:52:19 temperature: no ada_p: No Discriminator_loss: 0.337759 Generator_loss: 2.33205
[INFO] 2021-02-12 15:23:02 > Step: 272600 Progress: 54.5% Elapsed: 22:53:23 temperature: no ada_p: No Discriminator_loss: 0.377144 Generator_loss: 2.74104
[INFO] 2021-02-12 15:24:06 > Step: 272700 Progress: 54.5% Elapsed: 22:54:27 temperature: no ada_p: No Discriminator_loss: 0.321486 Generator_loss: 2.54123
[INFO] 2021-02-12 15:25:10 > Step: 272800 Progress: 54.6% Elapsed: 22:55:31 temperature: no ada_p: No Discriminator_loss: 0.264697 Generator_loss: 2.22055
[INFO] 2021-02-12 15:26:14 > Step: 272900 Progress: 54.6% Elapsed: 22:56:36 temperature: no ada_p: No Discriminator_loss: 0.234048 Generator_loss: 2.23989
[INFO] 2021-02-12 15:27:18 > Step: 273000 Progress: 54.6% Elapsed: 22:57:40 temperature: no ada_p: No Discriminator_loss: 0.364884 Generator_loss: 2.72911
[INFO] 2021-02-12 15:28:22 > Step: 273100 Progress: 54.6% Elapsed: 22:58:44 temperature: no ada_p: No Discriminator_loss: 0.419181 Generator_loss: 1.4887
[INFO] 2021-02-12 15:29:26 > Step: 273200 Progress: 54.6% Elapsed: 22:59:48 temperature: no ada_p: No Discriminator_loss: 0.25628 Generator_loss: 1.79758
[INFO] 2021-02-12 15:30:30 > Step: 273300 Progress: 54.7% Elapsed: 23:00:52 temperature: no ada_p: No Discriminator_loss: 0.477137 Generator_loss: 1.23393
[INFO] 2021-02-12 15:31:35 > Step: 273400 Progress: 54.7% Elapsed: 23:01:56 temperature: no ada_p: No Discriminator_loss: 0.248022 Generator_loss: 1.65833
[INFO] 2021-02-12 15:32:39 > Step: 273500 Progress: 54.7% Elapsed: 23:03:01 temperature: no ada_p: No Discriminator_loss: 0.388108 Generator_loss: 2.60969
[INFO] 2021-02-12 15:33:44 > Step: 273600 Progress: 54.7% Elapsed: 23:04:05 temperature: no ada_p: No Discriminator_loss: 0.219628 Generator_loss: 2.08805
[INFO] 2021-02-12 15:34:49 > Step: 273700 Progress: 54.7% Elapsed: 23:05:10 temperature: no ada_p: No Discriminator_loss: 0.276426 Generator_loss: 2.64116
[INFO] 2021-02-12 15:35:53 > Step: 273800 Progress: 54.8% Elapsed: 23:06:14 temperature: no ada_p: No Discriminator_loss: 0.263058 Generator_loss: 1.3211
[INFO] 2021-02-12 15:36:57 > Step: 273900 Progress: 54.8% Elapsed: 23:07:18 temperature: no ada_p: No Discriminator_loss: 0.264631 Generator_loss: 1.67714
[INFO] 2021-02-12 15:38:01 > Step: 274000 Progress: 54.8% Elapsed: 23:08:22 temperature: no ada_p: No Discriminator_loss: 0.333604 Generator_loss: 2.7065
[INFO] 2021-02-12 15:38:01 > Start Evaluation (274000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 15:38:01 > Calculating FID Score....
[INFO] 2021-02-12 15:38:59 > Calculating Inception Score....
[INFO] 2021-02-12 15:39:23 > Calculate F_beta Score....
[INFO] 2021-02-12 15:46:24 > Calculate Accuracies....
[INFO] 2021-02-12 15:46:47 > Calculate Accuracies....
[INFO] 2021-02-12 15:50:24 > F_8 score (Step: 274000, Using valid images): 0.8799850383051735
[INFO] 2021-02-12 15:50:24 > F_1/8 score (Step: 274000, Using valid images): 0.9090691846876696
[INFO] 2021-02-12 15:50:24 > FID score (Step: 274000, Using valid moments): 35.564823668998656
[INFO] 2021-02-12 15:50:24 > Inception score (Step: 274000, 50000 generated images): 25.379228591918945
[INFO] 2021-02-12 15:50:24 > Best FID score (Step: 272000, Using valid moments): 34.43716519294128
[INFO] 2021-02-12 15:50:36 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 15:51:40 > Step: 274100 Progress: 54.8% Elapsed: 23:22:01 temperature: no ada_p: No Discriminator_loss: 0.474782 Generator_loss: 1.21239
[INFO] 2021-02-12 15:52:44 > Step: 274200 Progress: 54.8% Elapsed: 23:23:06 temperature: no ada_p: No Discriminator_loss: 0.228841 Generator_loss: 1.89253
[INFO] 2021-02-12 15:53:48 > Step: 274300 Progress: 54.9% Elapsed: 23:24:10 temperature: no ada_p: No Discriminator_loss: 0.302184 Generator_loss: 2.49839
[INFO] 2021-02-12 15:54:53 > Step: 274400 Progress: 54.9% Elapsed: 23:25:14 temperature: no ada_p: No Discriminator_loss: 0.253196 Generator_loss: 1.99552
[INFO] 2021-02-12 15:55:58 > Step: 274500 Progress: 54.9% Elapsed: 23:26:19 temperature: no ada_p: No Discriminator_loss: 0.270957 Generator_loss: 1.70066
[INFO] 2021-02-12 15:57:05 > Step: 274600 Progress: 54.9% Elapsed: 23:27:26 temperature: no ada_p: No Discriminator_loss: 0.327946 Generator_loss: 1.63676
[INFO] 2021-02-12 15:58:09 > Step: 274700 Progress: 54.9% Elapsed: 23:28:31 temperature: no ada_p: No Discriminator_loss: 0.30146 Generator_loss: 1.50173
[INFO] 2021-02-12 15:59:13 > Step: 274800 Progress: 55.0% Elapsed: 23:29:35 temperature: no ada_p: No Discriminator_loss: 0.348624 Generator_loss: 1.33406
[INFO] 2021-02-12 16:00:36 > Step: 274900 Progress: 55.0% Elapsed: 23:30:58 temperature: no ada_p: No Discriminator_loss: 0.326025 Generator_loss: 2.68651
[INFO] 2021-02-12 16:01:41 > Step: 275000 Progress: 55.0% Elapsed: 23:32:03 temperature: no ada_p: No Discriminator_loss: 0.407667 Generator_loss: 1.0543
[INFO] 2021-02-12 16:02:45 > Step: 275100 Progress: 55.0% Elapsed: 23:33:07 temperature: no ada_p: No Discriminator_loss: 0.763915 Generator_loss: 0.293658
[INFO] 2021-02-12 16:03:50 > Step: 275200 Progress: 55.0% Elapsed: 23:34:12 temperature: no ada_p: No Discriminator_loss: 0.19711 Generator_loss: 2.1898
[INFO] 2021-02-12 16:04:54 > Step: 275300 Progress: 55.1% Elapsed: 23:35:16 temperature: no ada_p: No Discriminator_loss: 0.326672 Generator_loss: 1.79159
[INFO] 2021-02-12 16:05:59 > Step: 275400 Progress: 55.1% Elapsed: 23:36:21 temperature: no ada_p: No Discriminator_loss: 0.258766 Generator_loss: 1.46946
[INFO] 2021-02-12 16:07:03 > Step: 275500 Progress: 55.1% Elapsed: 23:37:25 temperature: no ada_p: No Discriminator_loss: 0.264226 Generator_loss: 1.486
[INFO] 2021-02-12 16:08:08 > Step: 275600 Progress: 55.1% Elapsed: 23:38:30 temperature: no ada_p: No Discriminator_loss: 0.276461 Generator_loss: 2.60831
[INFO] 2021-02-12 16:09:13 > Step: 275700 Progress: 55.1% Elapsed: 23:39:34 temperature: no ada_p: No Discriminator_loss: 0.231809 Generator_loss: 1.6577
[INFO] 2021-02-12 16:10:17 > Step: 275800 Progress: 55.2% Elapsed: 23:40:39 temperature: no ada_p: No Discriminator_loss: 0.274991 Generator_loss: 1.58169
[INFO] 2021-02-12 16:11:22 > Step: 275900 Progress: 55.2% Elapsed: 23:41:43 temperature: no ada_p: No Discriminator_loss: 0.408848 Generator_loss: 2.382
[INFO] 2021-02-12 16:12:26 > Step: 276000 Progress: 55.2% Elapsed: 23:42:48 temperature: no ada_p: No Discriminator_loss: 0.287775 Generator_loss: 1.55762
[INFO] 2021-02-12 16:12:26 > Start Evaluation (276000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 16:12:26 > Calculating FID Score....
[INFO] 2021-02-12 16:13:06 > Calculating Inception Score....
[INFO] 2021-02-12 16:13:30 > Calculate F_beta Score....
[INFO] 2021-02-12 16:20:33 > Calculate Accuracies....
[INFO] 2021-02-12 16:20:56 > Calculate Accuracies....
[INFO] 2021-02-12 16:24:34 > F_8 score (Step: 276000, Using valid images): 0.8673802636450723
[INFO] 2021-02-12 16:24:34 > F_1/8 score (Step: 276000, Using valid images): 0.9150187105054609
[INFO] 2021-02-12 16:24:34 > FID score (Step: 276000, Using valid moments): 34.36814458321277
[INFO] 2021-02-12 16:24:34 > Inception score (Step: 276000, 50000 generated images): 24.673933029174805
[INFO] 2021-02-12 16:24:34 > Best FID score (Step: 276000, Using valid moments): 34.36814458321277
[INFO] 2021-02-12 16:24:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 16:26:00 > Step: 276100 Progress: 55.2% Elapsed: 23:56:22 temperature: no ada_p: No Discriminator_loss: 0.276834 Generator_loss: 2.29351
[INFO] 2021-02-12 16:27:04 > Step: 276200 Progress: 55.2% Elapsed: 23:57:26 temperature: no ada_p: No Discriminator_loss: 0.194322 Generator_loss: 2.27562
[INFO] 2021-02-12 16:28:08 > Step: 276300 Progress: 55.3% Elapsed: 23:58:30 temperature: no ada_p: No Discriminator_loss: 0.332841 Generator_loss: 2.73364
[INFO] 2021-02-12 16:29:12 > Step: 276400 Progress: 55.3% Elapsed: 23:59:34 temperature: no ada_p: No Discriminator_loss: 0.243769 Generator_loss: 2.26913
[INFO] 2021-02-12 16:30:16 > Step: 276500 Progress: 55.3% Elapsed: 1 day, 0:00:38 temperature: no ada_p: No Discriminator_loss: 0.381068 Generator_loss: 1.46929
[INFO] 2021-02-12 16:31:20 > Step: 276600 Progress: 55.3% Elapsed: 1 day, 0:01:42 temperature: no ada_p: No Discriminator_loss: 0.505337 Generator_loss: 1.25384
[INFO] 2021-02-12 16:32:24 > Step: 276700 Progress: 55.3% Elapsed: 1 day, 0:02:46 temperature: no ada_p: No Discriminator_loss: 0.200631 Generator_loss: 2.18775
[INFO] 2021-02-12 16:33:29 > Step: 276800 Progress: 55.4% Elapsed: 1 day, 0:03:50 temperature: no ada_p: No Discriminator_loss: 0.356868 Generator_loss: 1.29457
[INFO] 2021-02-12 16:34:51 > Step: 276900 Progress: 55.4% Elapsed: 1 day, 0:05:13 temperature: no ada_p: No Discriminator_loss: 0.30913 Generator_loss: 1.77139
[INFO] 2021-02-12 16:35:56 > Step: 277000 Progress: 55.4% Elapsed: 1 day, 0:06:17 temperature: no ada_p: No Discriminator_loss: 0.38396 Generator_loss: 1.50809
[INFO] 2021-02-12 16:37:02 > Step: 277100 Progress: 55.4% Elapsed: 1 day, 0:07:23 temperature: no ada_p: No Discriminator_loss: 0.437835 Generator_loss: 1.53965
[INFO] 2021-02-12 16:38:06 > Step: 277200 Progress: 55.4% Elapsed: 1 day, 0:08:28 temperature: no ada_p: No Discriminator_loss: 0.25447 Generator_loss: 1.68609
[INFO] 2021-02-12 16:39:11 > Step: 277300 Progress: 55.5% Elapsed: 1 day, 0:09:33 temperature: no ada_p: No Discriminator_loss: 0.274246 Generator_loss: 1.58953
[INFO] 2021-02-12 16:40:16 > Step: 277400 Progress: 55.5% Elapsed: 1 day, 0:10:37 temperature: no ada_p: No Discriminator_loss: 0.345034 Generator_loss: 2.62846
[INFO] 2021-02-12 16:41:20 > Step: 277500 Progress: 55.5% Elapsed: 1 day, 0:11:41 temperature: no ada_p: No Discriminator_loss: 0.378514 Generator_loss: 1.21964
[INFO] 2021-02-12 16:42:24 > Step: 277600 Progress: 55.5% Elapsed: 1 day, 0:12:46 temperature: no ada_p: No Discriminator_loss: 0.453538 Generator_loss: 1.44148
[INFO] 2021-02-12 16:43:29 > Step: 277700 Progress: 55.5% Elapsed: 1 day, 0:13:50 temperature: no ada_p: No Discriminator_loss: 0.116034 Generator_loss: 2.07019
[INFO] 2021-02-12 16:44:33 > Step: 277800 Progress: 55.6% Elapsed: 1 day, 0:14:55 temperature: no ada_p: No Discriminator_loss: 0.465183 Generator_loss: 1.46169
[INFO] 2021-02-12 16:45:37 > Step: 277900 Progress: 55.6% Elapsed: 1 day, 0:15:59 temperature: no ada_p: No Discriminator_loss: 0.463005 Generator_loss: 1.12215
[INFO] 2021-02-12 16:46:42 > Step: 278000 Progress: 55.6% Elapsed: 1 day, 0:17:04 temperature: no ada_p: No Discriminator_loss: 0.252958 Generator_loss: 2.59752
[INFO] 2021-02-12 16:46:42 > Start Evaluation (278000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 16:46:42 > Calculating FID Score....
[INFO] 2021-02-12 16:47:22 > Calculating Inception Score....
[INFO] 2021-02-12 16:47:46 > Calculate F_beta Score....
[INFO] 2021-02-12 16:54:49 > Calculate Accuracies....
[INFO] 2021-02-12 16:55:13 > Calculate Accuracies....
[INFO] 2021-02-12 16:58:50 > F_8 score (Step: 278000, Using valid images): 0.8680513661278145
[INFO] 2021-02-12 16:58:50 > F_1/8 score (Step: 278000, Using valid images): 0.9126708914842342
[INFO] 2021-02-12 16:58:50 > FID score (Step: 278000, Using valid moments): 35.78476519013395
[INFO] 2021-02-12 16:58:50 > Inception score (Step: 278000, 50000 generated images): 24.51044273376465
[INFO] 2021-02-12 16:58:50 > Best FID score (Step: 276000, Using valid moments): 34.36814458321277
[INFO] 2021-02-12 16:59:02 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 17:00:06 > Step: 278100 Progress: 55.6% Elapsed: 1 day, 0:30:27 temperature: no ada_p: No Discriminator_loss: 0.327707 Generator_loss: 1.33821
[INFO] 2021-02-12 17:01:10 > Step: 278200 Progress: 55.6% Elapsed: 1 day, 0:31:31 temperature: no ada_p: No Discriminator_loss: 0.29157 Generator_loss: 2.51051
[INFO] 2021-02-12 17:02:14 > Step: 278300 Progress: 55.7% Elapsed: 1 day, 0:32:36 temperature: no ada_p: No Discriminator_loss: 0.199015 Generator_loss: 1.98929
[INFO] 2021-02-12 17:03:18 > Step: 278400 Progress: 55.7% Elapsed: 1 day, 0:33:40 temperature: no ada_p: No Discriminator_loss: 0.385424 Generator_loss: 1.29396
[INFO] 2021-02-12 17:04:22 > Step: 278500 Progress: 55.7% Elapsed: 1 day, 0:34:44 temperature: no ada_p: No Discriminator_loss: 0.378641 Generator_loss: 1.34864
[INFO] 2021-02-12 17:05:26 > Step: 278600 Progress: 55.7% Elapsed: 1 day, 0:35:48 temperature: no ada_p: No Discriminator_loss: 0.257735 Generator_loss: 2.20547
[INFO] 2021-02-12 17:06:30 > Step: 278700 Progress: 55.7% Elapsed: 1 day, 0:36:52 temperature: no ada_p: No Discriminator_loss: 0.296619 Generator_loss: 1.82723
[INFO] 2021-02-12 17:07:34 > Step: 278800 Progress: 55.8% Elapsed: 1 day, 0:37:56 temperature: no ada_p: No Discriminator_loss: 0.396949 Generator_loss: 1.3314
[INFO] 2021-02-12 17:08:58 > Step: 278900 Progress: 55.8% Elapsed: 1 day, 0:39:19 temperature: no ada_p: No Discriminator_loss: 0.236784 Generator_loss: 1.90482
[INFO] 2021-02-12 17:10:02 > Step: 279000 Progress: 55.8% Elapsed: 1 day, 0:40:24 temperature: no ada_p: No Discriminator_loss: 0.268758 Generator_loss: 2.303
[INFO] 2021-02-12 17:11:06 > Step: 279100 Progress: 55.8% Elapsed: 1 day, 0:41:28 temperature: no ada_p: No Discriminator_loss: 0.325684 Generator_loss: 1.57902
[INFO] 2021-02-12 17:12:11 > Step: 279200 Progress: 55.8% Elapsed: 1 day, 0:42:32 temperature: no ada_p: No Discriminator_loss: 0.253439 Generator_loss: 2.06422
[INFO] 2021-02-12 17:13:15 > Step: 279300 Progress: 55.9% Elapsed: 1 day, 0:43:37 temperature: no ada_p: No Discriminator_loss: 0.419187 Generator_loss: 1.46857
[INFO] 2021-02-12 17:14:19 > Step: 279400 Progress: 55.9% Elapsed: 1 day, 0:44:41 temperature: no ada_p: No Discriminator_loss: 0.401703 Generator_loss: 2.76775
[INFO] 2021-02-12 17:15:24 > Step: 279500 Progress: 55.9% Elapsed: 1 day, 0:45:46 temperature: no ada_p: No Discriminator_loss: 0.281384 Generator_loss: 2.92864
[INFO] 2021-02-12 17:16:30 > Step: 279600 Progress: 55.9% Elapsed: 1 day, 0:46:52 temperature: no ada_p: No Discriminator_loss: 0.411582 Generator_loss: 0.755291
[INFO] 2021-02-12 17:17:34 > Step: 279700 Progress: 55.9% Elapsed: 1 day, 0:47:56 temperature: no ada_p: No Discriminator_loss: 0.200565 Generator_loss: 2.11431
[INFO] 2021-02-12 17:18:39 > Step: 279800 Progress: 56.0% Elapsed: 1 day, 0:49:01 temperature: no ada_p: No Discriminator_loss: 0.294572 Generator_loss: 1.68682
[INFO] 2021-02-12 17:19:43 > Step: 279900 Progress: 56.0% Elapsed: 1 day, 0:50:05 temperature: no ada_p: No Discriminator_loss: 0.237696 Generator_loss: 1.62925
[INFO] 2021-02-12 17:20:48 > Step: 280000 Progress: 56.0% Elapsed: 1 day, 0:51:10 temperature: no ada_p: No Discriminator_loss: 0.239928 Generator_loss: 2.40741
[INFO] 2021-02-12 17:20:48 > Start Evaluation (280000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 17:20:48 > Calculating FID Score....
[INFO] 2021-02-12 17:21:29 > Calculating Inception Score....
[INFO] 2021-02-12 17:21:53 > Calculate F_beta Score....
[INFO] 2021-02-12 17:28:51 > Calculate Accuracies....
[INFO] 2021-02-12 17:29:14 > Calculate Accuracies....
[INFO] 2021-02-12 17:32:52 > F_8 score (Step: 280000, Using valid images): 0.8699423858228529
[INFO] 2021-02-12 17:32:52 > F_1/8 score (Step: 280000, Using valid images): 0.9158438770843508
[INFO] 2021-02-12 17:32:52 > FID score (Step: 280000, Using valid moments): 34.84866493828383
[INFO] 2021-02-12 17:32:52 > Inception score (Step: 280000, 50000 generated images): 24.86605453491211
[INFO] 2021-02-12 17:32:52 > Best FID score (Step: 276000, Using valid moments): 34.36814458321277
[INFO] 2021-02-12 17:33:04 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 17:34:08 > Step: 280100 Progress: 56.0% Elapsed: 1 day, 1:04:30 temperature: no ada_p: No Discriminator_loss: 0.354758 Generator_loss: 1.14564
[INFO] 2021-02-12 17:35:12 > Step: 280200 Progress: 56.0% Elapsed: 1 day, 1:05:34 temperature: no ada_p: No Discriminator_loss: 0.257523 Generator_loss: 1.85695
[INFO] 2021-02-12 17:36:16 > Step: 280300 Progress: 56.1% Elapsed: 1 day, 1:06:38 temperature: no ada_p: No Discriminator_loss: 0.293783 Generator_loss: 1.77151
[INFO] 2021-02-12 17:37:20 > Step: 280400 Progress: 56.1% Elapsed: 1 day, 1:07:42 temperature: no ada_p: No Discriminator_loss: 0.261436 Generator_loss: 1.57622
[INFO] 2021-02-12 17:38:24 > Step: 280500 Progress: 56.1% Elapsed: 1 day, 1:08:46 temperature: no ada_p: No Discriminator_loss: 0.431928 Generator_loss: 2.77876
[INFO] 2021-02-12 17:39:47 > Step: 280600 Progress: 56.1% Elapsed: 1 day, 1:10:08 temperature: no ada_p: No Discriminator_loss: 0.259378 Generator_loss: 2.2115
[INFO] 2021-02-12 17:40:51 > Step: 280700 Progress: 56.1% Elapsed: 1 day, 1:11:13 temperature: no ada_p: No Discriminator_loss: 0.305678 Generator_loss: 1.08853
[INFO] 2021-02-12 17:41:56 > Step: 280800 Progress: 56.2% Elapsed: 1 day, 1:12:17 temperature: no ada_p: No Discriminator_loss: 0.579446 Generator_loss: 1.17334
[INFO] 2021-02-12 17:43:00 > Step: 280900 Progress: 56.2% Elapsed: 1 day, 1:13:22 temperature: no ada_p: No Discriminator_loss: 0.336011 Generator_loss: 1.56499
[INFO] 2021-02-12 17:44:05 > Step: 281000 Progress: 56.2% Elapsed: 1 day, 1:14:26 temperature: no ada_p: No Discriminator_loss: 0.326946 Generator_loss: 1.89737
[INFO] 2021-02-12 17:45:09 > Step: 281100 Progress: 56.2% Elapsed: 1 day, 1:15:31 temperature: no ada_p: No Discriminator_loss: 0.212919 Generator_loss: 1.90161
[INFO] 2021-02-12 17:46:14 > Step: 281200 Progress: 56.2% Elapsed: 1 day, 1:16:35 temperature: no ada_p: No Discriminator_loss: 0.189317 Generator_loss: 2.03606
[INFO] 2021-02-12 17:47:18 > Step: 281300 Progress: 56.3% Elapsed: 1 day, 1:17:40 temperature: no ada_p: No Discriminator_loss: 0.196711 Generator_loss: 2.05005
[INFO] 2021-02-12 17:48:23 > Step: 281400 Progress: 56.3% Elapsed: 1 day, 1:18:44 temperature: no ada_p: No Discriminator_loss: 0.268351 Generator_loss: 1.61233
[INFO] 2021-02-12 17:49:27 > Step: 281500 Progress: 56.3% Elapsed: 1 day, 1:19:49 temperature: no ada_p: No Discriminator_loss: 0.228279 Generator_loss: 2.20865
[INFO] 2021-02-12 17:50:32 > Step: 281600 Progress: 56.3% Elapsed: 1 day, 1:20:53 temperature: no ada_p: No Discriminator_loss: 0.251767 Generator_loss: 1.89521
[INFO] 2021-02-12 17:51:36 > Step: 281700 Progress: 56.3% Elapsed: 1 day, 1:21:58 temperature: no ada_p: No Discriminator_loss: 0.297686 Generator_loss: 1.84247
[INFO] 2021-02-12 17:52:40 > Step: 281800 Progress: 56.4% Elapsed: 1 day, 1:23:02 temperature: no ada_p: No Discriminator_loss: 0.538432 Generator_loss: 1.33694
[INFO] 2021-02-12 17:53:45 > Step: 281900 Progress: 56.4% Elapsed: 1 day, 1:24:06 temperature: no ada_p: No Discriminator_loss: 0.259197 Generator_loss: 2.14964
[INFO] 2021-02-12 17:54:49 > Step: 282000 Progress: 56.4% Elapsed: 1 day, 1:25:11 temperature: no ada_p: No Discriminator_loss: 0.400643 Generator_loss: 2.43733
[INFO] 2021-02-12 17:54:49 > Start Evaluation (282000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 17:54:49 > Calculating FID Score....
[INFO] 2021-02-12 17:55:30 > Calculating Inception Score....
[INFO] 2021-02-12 17:55:54 > Calculate F_beta Score....
[INFO] 2021-02-12 18:02:59 > Calculate Accuracies....
[INFO] 2021-02-12 18:03:22 > Calculate Accuracies....
[INFO] 2021-02-12 18:07:00 > F_8 score (Step: 282000, Using valid images): 0.8610638514714645
[INFO] 2021-02-12 18:07:00 > F_1/8 score (Step: 282000, Using valid images): 0.9114769349802362
[INFO] 2021-02-12 18:07:00 > FID score (Step: 282000, Using valid moments): 34.82365821533028
[INFO] 2021-02-12 18:07:00 > Inception score (Step: 282000, 50000 generated images): 25.00908660888672
[INFO] 2021-02-12 18:07:00 > Best FID score (Step: 276000, Using valid moments): 34.36814458321277
[INFO] 2021-02-12 18:07:11 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 18:08:17 > Step: 282100 Progress: 56.4% Elapsed: 1 day, 1:38:39 temperature: no ada_p: No Discriminator_loss: 0.227859 Generator_loss: 1.86182
[INFO] 2021-02-12 18:09:21 > Step: 282200 Progress: 56.4% Elapsed: 1 day, 1:39:43 temperature: no ada_p: No Discriminator_loss: 0.241731 Generator_loss: 1.84935
[INFO] 2021-02-12 18:10:25 > Step: 282300 Progress: 56.5% Elapsed: 1 day, 1:40:47 temperature: no ada_p: No Discriminator_loss: 0.285492 Generator_loss: 1.92872
[INFO] 2021-02-12 18:11:29 > Step: 282400 Progress: 56.5% Elapsed: 1 day, 1:41:51 temperature: no ada_p: No Discriminator_loss: 0.432753 Generator_loss: 1.45621
[INFO] 2021-02-12 18:12:33 > Step: 282500 Progress: 56.5% Elapsed: 1 day, 1:42:55 temperature: no ada_p: No Discriminator_loss: 0.355213 Generator_loss: 2.66726
[INFO] 2021-02-12 18:13:37 > Step: 282600 Progress: 56.5% Elapsed: 1 day, 1:43:59 temperature: no ada_p: No Discriminator_loss: 0.276684 Generator_loss: 1.53409
[INFO] 2021-02-12 18:14:41 > Step: 282700 Progress: 56.5% Elapsed: 1 day, 1:45:03 temperature: no ada_p: No Discriminator_loss: 0.226586 Generator_loss: 1.81632
[INFO] 2021-02-12 18:15:45 > Step: 282800 Progress: 56.6% Elapsed: 1 day, 1:46:06 temperature: no ada_p: No Discriminator_loss: 0.278087 Generator_loss: 1.52018
[INFO] 2021-02-12 18:16:49 > Step: 282900 Progress: 56.6% Elapsed: 1 day, 1:47:10 temperature: no ada_p: No Discriminator_loss: 0.250631 Generator_loss: 1.88818
[INFO] 2021-02-12 18:17:53 > Step: 283000 Progress: 56.6% Elapsed: 1 day, 1:48:14 temperature: no ada_p: No Discriminator_loss: 0.230084 Generator_loss: 1.67184
[INFO] 2021-02-12 18:18:57 > Step: 283100 Progress: 56.6% Elapsed: 1 day, 1:49:18 temperature: no ada_p: No Discriminator_loss: 0.264376 Generator_loss: 1.82335
[INFO] 2021-02-12 18:20:01 > Step: 283200 Progress: 56.6% Elapsed: 1 day, 1:50:22 temperature: no ada_p: No Discriminator_loss: 0.203955 Generator_loss: 1.73648
[INFO] 2021-02-12 18:21:05 > Step: 283300 Progress: 56.7% Elapsed: 1 day, 1:51:26 temperature: no ada_p: No Discriminator_loss: 0.292097 Generator_loss: 1.85746
[INFO] 2021-02-12 18:22:09 > Step: 283400 Progress: 56.7% Elapsed: 1 day, 1:52:30 temperature: no ada_p: No Discriminator_loss: 0.260886 Generator_loss: 1.78908
[INFO] 2021-02-12 18:23:13 > Step: 283500 Progress: 56.7% Elapsed: 1 day, 1:53:34 temperature: no ada_p: No Discriminator_loss: 0.256446 Generator_loss: 2.20625
[INFO] 2021-02-12 18:24:17 > Step: 283600 Progress: 56.7% Elapsed: 1 day, 1:54:38 temperature: no ada_p: No Discriminator_loss: 0.216196 Generator_loss: 1.67345
[INFO] 2021-02-12 18:25:21 > Step: 283700 Progress: 56.7% Elapsed: 1 day, 1:55:42 temperature: no ada_p: No Discriminator_loss: 0.292052 Generator_loss: 2.56569
[INFO] 2021-02-12 18:26:25 > Step: 283800 Progress: 56.8% Elapsed: 1 day, 1:56:46 temperature: no ada_p: No Discriminator_loss: 0.339609 Generator_loss: 2.38577
[INFO] 2021-02-12 18:27:48 > Step: 283900 Progress: 56.8% Elapsed: 1 day, 1:58:09 temperature: no ada_p: No Discriminator_loss: 0.218652 Generator_loss: 2.27604
[INFO] 2021-02-12 18:28:52 > Step: 284000 Progress: 56.8% Elapsed: 1 day, 1:59:14 temperature: no ada_p: No Discriminator_loss: 0.307761 Generator_loss: 1.50475
[INFO] 2021-02-12 18:28:52 > Start Evaluation (284000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 18:28:52 > Calculating FID Score....
[INFO] 2021-02-12 18:29:32 > Calculating Inception Score....
[INFO] 2021-02-12 18:29:56 > Calculate F_beta Score....
[INFO] 2021-02-12 18:36:56 > Calculate Accuracies....
[INFO] 2021-02-12 18:37:19 > Calculate Accuracies....
[INFO] 2021-02-12 18:40:56 > F_8 score (Step: 284000, Using valid images): 0.8676823179172273
[INFO] 2021-02-12 18:40:56 > F_1/8 score (Step: 284000, Using valid images): 0.9150134064804766
[INFO] 2021-02-12 18:40:56 > FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 18:40:56 > Inception score (Step: 284000, 50000 generated images): 24.996524810791016
[INFO] 2021-02-12 18:40:56 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 18:41:19 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 18:42:23 > Step: 284100 Progress: 56.8% Elapsed: 1 day, 2:12:44 temperature: no ada_p: No Discriminator_loss: 0.184253 Generator_loss: 2.49642
[INFO] 2021-02-12 18:43:27 > Step: 284200 Progress: 56.8% Elapsed: 1 day, 2:13:48 temperature: no ada_p: No Discriminator_loss: 0.260902 Generator_loss: 1.63106
[INFO] 2021-02-12 18:44:31 > Step: 284300 Progress: 56.9% Elapsed: 1 day, 2:14:53 temperature: no ada_p: No Discriminator_loss: 0.285887 Generator_loss: 2.36268
[INFO] 2021-02-12 18:45:35 > Step: 284400 Progress: 56.9% Elapsed: 1 day, 2:15:56 temperature: no ada_p: No Discriminator_loss: 0.458737 Generator_loss: 1.40344
[INFO] 2021-02-12 18:46:39 > Step: 284500 Progress: 56.9% Elapsed: 1 day, 2:17:00 temperature: no ada_p: No Discriminator_loss: 0.209569 Generator_loss: 2.04167
[INFO] 2021-02-12 18:47:45 > Step: 284600 Progress: 56.9% Elapsed: 1 day, 2:18:07 temperature: no ada_p: No Discriminator_loss: 0.23391 Generator_loss: 2.106
[INFO] 2021-02-12 18:48:49 > Step: 284700 Progress: 56.9% Elapsed: 1 day, 2:19:11 temperature: no ada_p: No Discriminator_loss: 0.289605 Generator_loss: 1.6715
[INFO] 2021-02-12 18:49:53 > Step: 284800 Progress: 57.0% Elapsed: 1 day, 2:20:15 temperature: no ada_p: No Discriminator_loss: 0.293943 Generator_loss: 1.73767
[INFO] 2021-02-12 18:51:17 > Step: 284900 Progress: 57.0% Elapsed: 1 day, 2:21:38 temperature: no ada_p: No Discriminator_loss: 0.257774 Generator_loss: 1.69642
[INFO] 2021-02-12 18:52:21 > Step: 285000 Progress: 57.0% Elapsed: 1 day, 2:22:43 temperature: no ada_p: No Discriminator_loss: 0.264064 Generator_loss: 2.57153
[INFO] 2021-02-12 18:53:26 > Step: 285100 Progress: 57.0% Elapsed: 1 day, 2:23:48 temperature: no ada_p: No Discriminator_loss: 0.267211 Generator_loss: 1.63688
[INFO] 2021-02-12 18:54:31 > Step: 285200 Progress: 57.0% Elapsed: 1 day, 2:24:52 temperature: no ada_p: No Discriminator_loss: 0.19736 Generator_loss: 1.96633
[INFO] 2021-02-12 18:55:35 > Step: 285300 Progress: 57.1% Elapsed: 1 day, 2:25:57 temperature: no ada_p: No Discriminator_loss: 0.578901 Generator_loss: 1.33022
[INFO] 2021-02-12 18:56:40 > Step: 285400 Progress: 57.1% Elapsed: 1 day, 2:27:01 temperature: no ada_p: No Discriminator_loss: 0.189484 Generator_loss: 2.19431
[INFO] 2021-02-12 18:57:44 > Step: 285500 Progress: 57.1% Elapsed: 1 day, 2:28:06 temperature: no ada_p: No Discriminator_loss: 0.262776 Generator_loss: 1.7552
[INFO] 2021-02-12 18:58:49 > Step: 285600 Progress: 57.1% Elapsed: 1 day, 2:29:10 temperature: no ada_p: No Discriminator_loss: 0.251025 Generator_loss: 1.74556
[INFO] 2021-02-12 18:59:53 > Step: 285700 Progress: 57.1% Elapsed: 1 day, 2:30:15 temperature: no ada_p: No Discriminator_loss: 0.39579 Generator_loss: 1.42692
[INFO] 2021-02-12 19:00:58 > Step: 285800 Progress: 57.2% Elapsed: 1 day, 2:31:20 temperature: no ada_p: No Discriminator_loss: 0.187959 Generator_loss: 1.98601
[INFO] 2021-02-12 19:02:03 > Step: 285900 Progress: 57.2% Elapsed: 1 day, 2:32:24 temperature: no ada_p: No Discriminator_loss: 0.252327 Generator_loss: 1.6378
[INFO] 2021-02-12 19:03:07 > Step: 286000 Progress: 57.2% Elapsed: 1 day, 2:33:29 temperature: no ada_p: No Discriminator_loss: 0.353868 Generator_loss: 1.75633
[INFO] 2021-02-12 19:03:07 > Start Evaluation (286000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 19:03:07 > Calculating FID Score....
[INFO] 2021-02-12 19:03:48 > Calculating Inception Score....
[INFO] 2021-02-12 19:04:12 > Calculate F_beta Score....
[INFO] 2021-02-12 19:11:18 > Calculate Accuracies....
[INFO] 2021-02-12 19:11:41 > Calculate Accuracies....
[INFO] 2021-02-12 19:15:20 > F_8 score (Step: 286000, Using valid images): 0.8671929886102578
[INFO] 2021-02-12 19:15:20 > F_1/8 score (Step: 286000, Using valid images): 0.9174774925008644
[INFO] 2021-02-12 19:15:20 > FID score (Step: 286000, Using valid moments): 34.28958877506045
[INFO] 2021-02-12 19:15:20 > Inception score (Step: 286000, 50000 generated images): 25.659456253051758
[INFO] 2021-02-12 19:15:20 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 19:15:31 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 19:16:35 > Step: 286100 Progress: 57.2% Elapsed: 1 day, 2:46:56 temperature: no ada_p: No Discriminator_loss: 0.237383 Generator_loss: 2.66599
[INFO] 2021-02-12 19:17:39 > Step: 286200 Progress: 57.2% Elapsed: 1 day, 2:48:00 temperature: no ada_p: No Discriminator_loss: 0.27925 Generator_loss: 2.24434
[INFO] 2021-02-12 19:18:43 > Step: 286300 Progress: 57.3% Elapsed: 1 day, 2:49:04 temperature: no ada_p: No Discriminator_loss: 0.258919 Generator_loss: 1.75187
[INFO] 2021-02-12 19:19:47 > Step: 286400 Progress: 57.3% Elapsed: 1 day, 2:50:08 temperature: no ada_p: No Discriminator_loss: 0.37214 Generator_loss: 1.2298
[INFO] 2021-02-12 19:20:51 > Step: 286500 Progress: 57.3% Elapsed: 1 day, 2:51:12 temperature: no ada_p: No Discriminator_loss: 0.362054 Generator_loss: 1.53366
[INFO] 2021-02-12 19:21:55 > Step: 286600 Progress: 57.3% Elapsed: 1 day, 2:52:16 temperature: no ada_p: No Discriminator_loss: 0.221393 Generator_loss: 1.78412
[INFO] 2021-02-12 19:22:59 > Step: 286700 Progress: 57.3% Elapsed: 1 day, 2:53:20 temperature: no ada_p: No Discriminator_loss: 0.486056 Generator_loss: 1.3471
[INFO] 2021-02-12 19:24:03 > Step: 286800 Progress: 57.4% Elapsed: 1 day, 2:54:24 temperature: no ada_p: No Discriminator_loss: 0.227866 Generator_loss: 1.80349
[INFO] 2021-02-12 19:25:07 > Step: 286900 Progress: 57.4% Elapsed: 1 day, 2:55:28 temperature: no ada_p: No Discriminator_loss: 0.28801 Generator_loss: 1.67849
[INFO] 2021-02-12 19:26:11 > Step: 287000 Progress: 57.4% Elapsed: 1 day, 2:56:32 temperature: no ada_p: No Discriminator_loss: 0.19887 Generator_loss: 1.65555
[INFO] 2021-02-12 19:27:17 > Step: 287100 Progress: 57.4% Elapsed: 1 day, 2:57:38 temperature: no ada_p: No Discriminator_loss: 0.213934 Generator_loss: 1.63408
[INFO] 2021-02-12 19:28:21 > Step: 287200 Progress: 57.4% Elapsed: 1 day, 2:58:42 temperature: no ada_p: No Discriminator_loss: 0.256602 Generator_loss: 2.36123
[INFO] 2021-02-12 19:29:25 > Step: 287300 Progress: 57.5% Elapsed: 1 day, 2:59:46 temperature: no ada_p: No Discriminator_loss: 0.356818 Generator_loss: 1.49417
[INFO] 2021-02-12 19:30:29 > Step: 287400 Progress: 57.5% Elapsed: 1 day, 3:00:51 temperature: no ada_p: No Discriminator_loss: 0.178943 Generator_loss: 2.05748
[INFO] 2021-02-12 19:31:33 > Step: 287500 Progress: 57.5% Elapsed: 1 day, 3:01:55 temperature: no ada_p: No Discriminator_loss: 0.309062 Generator_loss: 1.65031
[INFO] 2021-02-12 19:32:37 > Step: 287600 Progress: 57.5% Elapsed: 1 day, 3:02:59 temperature: no ada_p: No Discriminator_loss: 0.316144 Generator_loss: 2.40335
[INFO] 2021-02-12 19:33:41 > Step: 287700 Progress: 57.5% Elapsed: 1 day, 3:04:03 temperature: no ada_p: No Discriminator_loss: 0.35574 Generator_loss: 2.48981
[INFO] 2021-02-12 19:34:45 > Step: 287800 Progress: 57.6% Elapsed: 1 day, 3:05:07 temperature: no ada_p: No Discriminator_loss: 0.212009 Generator_loss: 1.86484
[INFO] 2021-02-12 19:36:09 > Step: 287900 Progress: 57.6% Elapsed: 1 day, 3:06:30 temperature: no ada_p: No Discriminator_loss: 0.213457 Generator_loss: 1.89317
[INFO] 2021-02-12 19:37:13 > Step: 288000 Progress: 57.6% Elapsed: 1 day, 3:07:35 temperature: no ada_p: No Discriminator_loss: 0.319084 Generator_loss: 1.37187
[INFO] 2021-02-12 19:37:13 > Start Evaluation (288000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 19:37:13 > Calculating FID Score....
[INFO] 2021-02-12 19:37:54 > Calculating Inception Score....
[INFO] 2021-02-12 19:38:18 > Calculate F_beta Score....
[INFO] 2021-02-12 19:45:26 > Calculate Accuracies....
[INFO] 2021-02-12 19:45:49 > Calculate Accuracies....
[INFO] 2021-02-12 19:49:27 > F_8 score (Step: 288000, Using valid images): 0.8747565797219207
[INFO] 2021-02-12 19:49:27 > F_1/8 score (Step: 288000, Using valid images): 0.9084903630492801
[INFO] 2021-02-12 19:49:27 > FID score (Step: 288000, Using valid moments): 33.93276360695768
[INFO] 2021-02-12 19:49:27 > Inception score (Step: 288000, 50000 generated images): 25.245752334594727
[INFO] 2021-02-12 19:49:27 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 19:49:38 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 19:50:42 > Step: 288100 Progress: 57.6% Elapsed: 1 day, 3:21:04 temperature: no ada_p: No Discriminator_loss: 0.197118 Generator_loss: 2.15158
[INFO] 2021-02-12 19:51:46 > Step: 288200 Progress: 57.6% Elapsed: 1 day, 3:22:08 temperature: no ada_p: No Discriminator_loss: 0.279926 Generator_loss: 2.42102
[INFO] 2021-02-12 19:52:50 > Step: 288300 Progress: 57.7% Elapsed: 1 day, 3:23:12 temperature: no ada_p: No Discriminator_loss: 0.300377 Generator_loss: 2.56689
[INFO] 2021-02-12 19:53:54 > Step: 288400 Progress: 57.7% Elapsed: 1 day, 3:24:16 temperature: no ada_p: No Discriminator_loss: 0.306639 Generator_loss: 1.51321
[INFO] 2021-02-12 19:54:58 > Step: 288500 Progress: 57.7% Elapsed: 1 day, 3:25:20 temperature: no ada_p: No Discriminator_loss: 0.361794 Generator_loss: 1.57298
[INFO] 2021-02-12 19:56:03 > Step: 288600 Progress: 57.7% Elapsed: 1 day, 3:26:24 temperature: no ada_p: No Discriminator_loss: 0.27393 Generator_loss: 2.62042
[INFO] 2021-02-12 19:57:07 > Step: 288700 Progress: 57.7% Elapsed: 1 day, 3:27:28 temperature: no ada_p: No Discriminator_loss: 0.215996 Generator_loss: 2.40814
[INFO] 2021-02-12 19:58:11 > Step: 288800 Progress: 57.8% Elapsed: 1 day, 3:28:32 temperature: no ada_p: No Discriminator_loss: 0.230524 Generator_loss: 2.09296
[INFO] 2021-02-12 19:59:15 > Step: 288900 Progress: 57.8% Elapsed: 1 day, 3:29:36 temperature: no ada_p: No Discriminator_loss: 0.276383 Generator_loss: 2.19983
[INFO] 2021-02-12 20:00:19 > Step: 289000 Progress: 57.8% Elapsed: 1 day, 3:30:41 temperature: no ada_p: No Discriminator_loss: 0.306335 Generator_loss: 1.6
[INFO] 2021-02-12 20:01:23 > Step: 289100 Progress: 57.8% Elapsed: 1 day, 3:31:45 temperature: no ada_p: No Discriminator_loss: 0.204588 Generator_loss: 2.23326
[INFO] 2021-02-12 20:02:27 > Step: 289200 Progress: 57.8% Elapsed: 1 day, 3:32:49 temperature: no ada_p: No Discriminator_loss: 0.338502 Generator_loss: 1.56051
[INFO] 2021-02-12 20:03:32 > Step: 289300 Progress: 57.9% Elapsed: 1 day, 3:33:53 temperature: no ada_p: No Discriminator_loss: 0.192102 Generator_loss: 2.12475
[INFO] 2021-02-12 20:04:36 > Step: 289400 Progress: 57.9% Elapsed: 1 day, 3:34:57 temperature: no ada_p: No Discriminator_loss: 0.203798 Generator_loss: 1.72443
[INFO] 2021-02-12 20:05:40 > Step: 289500 Progress: 57.9% Elapsed: 1 day, 3:36:02 temperature: no ada_p: No Discriminator_loss: 0.188882 Generator_loss: 2.50567
[INFO] 2021-02-12 20:06:47 > Step: 289600 Progress: 57.9% Elapsed: 1 day, 3:37:08 temperature: no ada_p: No Discriminator_loss: 0.20547 Generator_loss: 2.18723
[INFO] 2021-02-12 20:07:51 > Step: 289700 Progress: 57.9% Elapsed: 1 day, 3:38:12 temperature: no ada_p: No Discriminator_loss: 0.276877 Generator_loss: 1.89059
[INFO] 2021-02-12 20:08:55 > Step: 289800 Progress: 58.0% Elapsed: 1 day, 3:39:17 temperature: no ada_p: No Discriminator_loss: 0.201689 Generator_loss: 2.00602
[INFO] 2021-02-12 20:09:59 > Step: 289900 Progress: 58.0% Elapsed: 1 day, 3:40:21 temperature: no ada_p: No Discriminator_loss: 0.242403 Generator_loss: 1.95361
[INFO] 2021-02-12 20:11:03 > Step: 290000 Progress: 58.0% Elapsed: 1 day, 3:41:25 temperature: no ada_p: No Discriminator_loss: 0.243024 Generator_loss: 2.57146
[INFO] 2021-02-12 20:11:03 > Start Evaluation (290000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 20:11:03 > Calculating FID Score....
[INFO] 2021-02-12 20:12:02 > Calculating Inception Score....
[INFO] 2021-02-12 20:12:25 > Calculate F_beta Score....
[INFO] 2021-02-12 20:19:28 > Calculate Accuracies....
[INFO] 2021-02-12 20:19:51 > Calculate Accuracies....
[INFO] 2021-02-12 20:23:29 > F_8 score (Step: 290000, Using valid images): 0.8815852791196458
[INFO] 2021-02-12 20:23:29 > F_1/8 score (Step: 290000, Using valid images): 0.91526041296203
[INFO] 2021-02-12 20:23:29 > FID score (Step: 290000, Using valid moments): 35.43554246008341
[INFO] 2021-02-12 20:23:29 > Inception score (Step: 290000, 50000 generated images): 25.066495895385742
[INFO] 2021-02-12 20:23:29 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 20:23:40 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 20:24:44 > Step: 290100 Progress: 58.0% Elapsed: 1 day, 3:55:06 temperature: no ada_p: No Discriminator_loss: 0.34202 Generator_loss: 2.70366
[INFO] 2021-02-12 20:25:48 > Step: 290200 Progress: 58.0% Elapsed: 1 day, 3:56:10 temperature: no ada_p: No Discriminator_loss: 0.217697 Generator_loss: 2.15375
[INFO] 2021-02-12 20:26:52 > Step: 290300 Progress: 58.1% Elapsed: 1 day, 3:57:14 temperature: no ada_p: No Discriminator_loss: 0.292806 Generator_loss: 1.79605
[INFO] 2021-02-12 20:27:56 > Step: 290400 Progress: 58.1% Elapsed: 1 day, 3:58:18 temperature: no ada_p: No Discriminator_loss: 0.266037 Generator_loss: 1.7872
[INFO] 2021-02-12 20:29:00 > Step: 290500 Progress: 58.1% Elapsed: 1 day, 3:59:22 temperature: no ada_p: No Discriminator_loss: 0.295162 Generator_loss: 1.41667
[INFO] 2021-02-12 20:30:04 > Step: 290600 Progress: 58.1% Elapsed: 1 day, 4:00:26 temperature: no ada_p: No Discriminator_loss: 0.251315 Generator_loss: 1.70293
[INFO] 2021-02-12 20:31:09 > Step: 290700 Progress: 58.1% Elapsed: 1 day, 4:01:30 temperature: no ada_p: No Discriminator_loss: 0.228762 Generator_loss: 1.73816
[INFO] 2021-02-12 20:32:13 > Step: 290800 Progress: 58.2% Elapsed: 1 day, 4:02:34 temperature: no ada_p: No Discriminator_loss: 0.267192 Generator_loss: 1.85067
[INFO] 2021-02-12 20:33:42 > Step: 290900 Progress: 58.2% Elapsed: 1 day, 4:04:04 temperature: no ada_p: No Discriminator_loss: 0.415839 Generator_loss: 1.23482
[INFO] 2021-02-12 20:34:47 > Step: 291000 Progress: 58.2% Elapsed: 1 day, 4:05:09 temperature: no ada_p: No Discriminator_loss: 0.283658 Generator_loss: 2.48948
[INFO] 2021-02-12 20:35:52 > Step: 291100 Progress: 58.2% Elapsed: 1 day, 4:06:13 temperature: no ada_p: No Discriminator_loss: 0.2758 Generator_loss: 2.61746
[INFO] 2021-02-12 20:36:57 > Step: 291200 Progress: 58.2% Elapsed: 1 day, 4:07:19 temperature: no ada_p: No Discriminator_loss: 0.258208 Generator_loss: 2.21997
[INFO] 2021-02-12 20:38:02 > Step: 291300 Progress: 58.3% Elapsed: 1 day, 4:08:24 temperature: no ada_p: No Discriminator_loss: 0.236542 Generator_loss: 1.7634
[INFO] 2021-02-12 20:39:07 > Step: 291400 Progress: 58.3% Elapsed: 1 day, 4:09:28 temperature: no ada_p: No Discriminator_loss: 0.252871 Generator_loss: 2.1045
[INFO] 2021-02-12 20:40:11 > Step: 291500 Progress: 58.3% Elapsed: 1 day, 4:10:33 temperature: no ada_p: No Discriminator_loss: 0.200352 Generator_loss: 2.55669
[INFO] 2021-02-12 20:41:16 > Step: 291600 Progress: 58.3% Elapsed: 1 day, 4:11:38 temperature: no ada_p: No Discriminator_loss: 0.40029 Generator_loss: 1.29344
[INFO] 2021-02-12 20:42:21 > Step: 291700 Progress: 58.3% Elapsed: 1 day, 4:12:42 temperature: no ada_p: No Discriminator_loss: 0.208463 Generator_loss: 2.12628
[INFO] 2021-02-12 20:43:25 > Step: 291800 Progress: 58.4% Elapsed: 1 day, 4:13:47 temperature: no ada_p: No Discriminator_loss: 0.371025 Generator_loss: 1.59168
[INFO] 2021-02-12 20:44:30 > Step: 291900 Progress: 58.4% Elapsed: 1 day, 4:14:51 temperature: no ada_p: No Discriminator_loss: 0.298533 Generator_loss: 1.48165
[INFO] 2021-02-12 20:45:34 > Step: 292000 Progress: 58.4% Elapsed: 1 day, 4:15:56 temperature: no ada_p: No Discriminator_loss: 0.225653 Generator_loss: 2.1973
[INFO] 2021-02-12 20:45:34 > Start Evaluation (292000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 20:45:34 > Calculating FID Score....
[INFO] 2021-02-12 20:46:15 > Calculating Inception Score....
[INFO] 2021-02-12 20:46:38 > Calculate F_beta Score....
[INFO] 2021-02-12 20:53:43 > Calculate Accuracies....
[INFO] 2021-02-12 20:54:07 > Calculate Accuracies....
[INFO] 2021-02-12 20:57:45 > F_8 score (Step: 292000, Using valid images): 0.8708694691796675
[INFO] 2021-02-12 20:57:45 > F_1/8 score (Step: 292000, Using valid images): 0.9114154031357928
[INFO] 2021-02-12 20:57:45 > FID score (Step: 292000, Using valid moments): 34.02499562842661
[INFO] 2021-02-12 20:57:45 > Inception score (Step: 292000, 50000 generated images): 25.578041076660156
[INFO] 2021-02-12 20:57:45 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 20:57:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 20:59:02 > Step: 292100 Progress: 58.4% Elapsed: 1 day, 4:29:24 temperature: no ada_p: No Discriminator_loss: 0.202325 Generator_loss: 1.61206
[INFO] 2021-02-12 21:00:06 > Step: 292200 Progress: 58.4% Elapsed: 1 day, 4:30:28 temperature: no ada_p: No Discriminator_loss: 0.265774 Generator_loss: 1.8195
[INFO] 2021-02-12 21:01:10 > Step: 292300 Progress: 58.5% Elapsed: 1 day, 4:31:32 temperature: no ada_p: No Discriminator_loss: 0.240697 Generator_loss: 1.91745
[INFO] 2021-02-12 21:02:14 > Step: 292400 Progress: 58.5% Elapsed: 1 day, 4:32:36 temperature: no ada_p: No Discriminator_loss: 0.322178 Generator_loss: 1.49759
[INFO] 2021-02-12 21:03:18 > Step: 292500 Progress: 58.5% Elapsed: 1 day, 4:33:40 temperature: no ada_p: No Discriminator_loss: 0.307784 Generator_loss: 2.38245
[INFO] 2021-02-12 21:04:23 > Step: 292600 Progress: 58.5% Elapsed: 1 day, 4:34:44 temperature: no ada_p: No Discriminator_loss: 0.239221 Generator_loss: 2.46728
[INFO] 2021-02-12 21:05:27 > Step: 292700 Progress: 58.5% Elapsed: 1 day, 4:35:48 temperature: no ada_p: No Discriminator_loss: 0.238266 Generator_loss: 2.58797
[INFO] 2021-02-12 21:06:31 > Step: 292800 Progress: 58.6% Elapsed: 1 day, 4:36:53 temperature: no ada_p: No Discriminator_loss: 0.512923 Generator_loss: 1.27896
[INFO] 2021-02-12 21:07:54 > Step: 292900 Progress: 58.6% Elapsed: 1 day, 4:38:15 temperature: no ada_p: No Discriminator_loss: 0.226282 Generator_loss: 1.74559
[INFO] 2021-02-12 21:08:58 > Step: 293000 Progress: 58.6% Elapsed: 1 day, 4:39:20 temperature: no ada_p: No Discriminator_loss: 0.312925 Generator_loss: 2.53862
[INFO] 2021-02-12 21:10:03 > Step: 293100 Progress: 58.6% Elapsed: 1 day, 4:40:25 temperature: no ada_p: No Discriminator_loss: 0.323062 Generator_loss: 1.49753
[INFO] 2021-02-12 21:11:08 > Step: 293200 Progress: 58.6% Elapsed: 1 day, 4:41:29 temperature: no ada_p: No Discriminator_loss: 0.252321 Generator_loss: 1.80122
[INFO] 2021-02-12 21:12:12 > Step: 293300 Progress: 58.7% Elapsed: 1 day, 4:42:34 temperature: no ada_p: No Discriminator_loss: 0.2466 Generator_loss: 1.70947
[INFO] 2021-02-12 21:13:17 > Step: 293400 Progress: 58.7% Elapsed: 1 day, 4:43:38 temperature: no ada_p: No Discriminator_loss: 0.242965 Generator_loss: 1.40806
[INFO] 2021-02-12 21:14:21 > Step: 293500 Progress: 58.7% Elapsed: 1 day, 4:44:43 temperature: no ada_p: No Discriminator_loss: 0.297467 Generator_loss: 2.28829
[INFO] 2021-02-12 21:15:26 > Step: 293600 Progress: 58.7% Elapsed: 1 day, 4:45:48 temperature: no ada_p: No Discriminator_loss: 0.320855 Generator_loss: 2.34046
[INFO] 2021-02-12 21:16:31 > Step: 293700 Progress: 58.7% Elapsed: 1 day, 4:46:52 temperature: no ada_p: No Discriminator_loss: 0.184879 Generator_loss: 2.01418
[INFO] 2021-02-12 21:17:35 > Step: 293800 Progress: 58.8% Elapsed: 1 day, 4:47:56 temperature: no ada_p: No Discriminator_loss: 0.443765 Generator_loss: 1.38237
[INFO] 2021-02-12 21:18:39 > Step: 293900 Progress: 58.8% Elapsed: 1 day, 4:49:01 temperature: no ada_p: No Discriminator_loss: 0.364132 Generator_loss: 2.62003
[INFO] 2021-02-12 21:19:44 > Step: 294000 Progress: 58.8% Elapsed: 1 day, 4:50:06 temperature: no ada_p: No Discriminator_loss: 0.248948 Generator_loss: 2.0008
[INFO] 2021-02-12 21:19:44 > Start Evaluation (294000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 21:19:44 > Calculating FID Score....
[INFO] 2021-02-12 21:20:25 > Calculating Inception Score....
[INFO] 2021-02-12 21:20:48 > Calculate F_beta Score....
[INFO] 2021-02-12 21:27:49 > Calculate Accuracies....
[INFO] 2021-02-12 21:28:13 > Calculate Accuracies....
[INFO] 2021-02-12 21:31:50 > F_8 score (Step: 294000, Using valid images): 0.8764710067170842
[INFO] 2021-02-12 21:31:50 > F_1/8 score (Step: 294000, Using valid images): 0.9098725147176611
[INFO] 2021-02-12 21:31:50 > FID score (Step: 294000, Using valid moments): 33.98561460338709
[INFO] 2021-02-12 21:31:50 > Inception score (Step: 294000, 50000 generated images): 25.869626998901367
[INFO] 2021-02-12 21:31:50 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 21:32:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 21:33:06 > Step: 294100 Progress: 58.8% Elapsed: 1 day, 5:03:27 temperature: no ada_p: No Discriminator_loss: 0.351381 Generator_loss: 2.55079
[INFO] 2021-02-12 21:34:10 > Step: 294200 Progress: 58.8% Elapsed: 1 day, 5:04:31 temperature: no ada_p: No Discriminator_loss: 0.403771 Generator_loss: 2.48897
[INFO] 2021-02-12 21:35:14 > Step: 294300 Progress: 58.9% Elapsed: 1 day, 5:05:35 temperature: no ada_p: No Discriminator_loss: 0.238424 Generator_loss: 1.55827
[INFO] 2021-02-12 21:36:18 > Step: 294400 Progress: 58.9% Elapsed: 1 day, 5:06:39 temperature: no ada_p: No Discriminator_loss: 0.236073 Generator_loss: 1.81839
[INFO] 2021-02-12 21:37:22 > Step: 294500 Progress: 58.9% Elapsed: 1 day, 5:07:44 temperature: no ada_p: No Discriminator_loss: 0.227337 Generator_loss: 1.72419
[INFO] 2021-02-12 21:38:28 > Step: 294600 Progress: 58.9% Elapsed: 1 day, 5:08:50 temperature: no ada_p: No Discriminator_loss: 0.269746 Generator_loss: 2.4874
[INFO] 2021-02-12 21:39:32 > Step: 294700 Progress: 58.9% Elapsed: 1 day, 5:09:54 temperature: no ada_p: No Discriminator_loss: 0.269145 Generator_loss: 1.80418
[INFO] 2021-02-12 21:40:37 > Step: 294800 Progress: 59.0% Elapsed: 1 day, 5:10:58 temperature: no ada_p: No Discriminator_loss: 0.255569 Generator_loss: 1.54673
[INFO] 2021-02-12 21:41:59 > Step: 294900 Progress: 59.0% Elapsed: 1 day, 5:12:21 temperature: no ada_p: No Discriminator_loss: 0.265438 Generator_loss: 1.60671
[INFO] 2021-02-12 21:43:04 > Step: 295000 Progress: 59.0% Elapsed: 1 day, 5:13:26 temperature: no ada_p: No Discriminator_loss: 0.254707 Generator_loss: 1.89089
[INFO] 2021-02-12 21:44:09 > Step: 295100 Progress: 59.0% Elapsed: 1 day, 5:14:30 temperature: no ada_p: No Discriminator_loss: 0.24124 Generator_loss: 2.20989
[INFO] 2021-02-12 21:45:13 > Step: 295200 Progress: 59.0% Elapsed: 1 day, 5:15:35 temperature: no ada_p: No Discriminator_loss: 0.30833 Generator_loss: 1.68989
[INFO] 2021-02-12 21:46:18 > Step: 295300 Progress: 59.1% Elapsed: 1 day, 5:16:39 temperature: no ada_p: No Discriminator_loss: 0.35512 Generator_loss: 2.70832
[INFO] 2021-02-12 21:47:23 > Step: 295400 Progress: 59.1% Elapsed: 1 day, 5:17:44 temperature: no ada_p: No Discriminator_loss: 0.348975 Generator_loss: 1.6066
[INFO] 2021-02-12 21:48:27 > Step: 295500 Progress: 59.1% Elapsed: 1 day, 5:18:49 temperature: no ada_p: No Discriminator_loss: 0.34569 Generator_loss: 1.38843
[INFO] 2021-02-12 21:49:32 > Step: 295600 Progress: 59.1% Elapsed: 1 day, 5:19:53 temperature: no ada_p: No Discriminator_loss: 0.396648 Generator_loss: 1.556
[INFO] 2021-02-12 21:50:36 > Step: 295700 Progress: 59.1% Elapsed: 1 day, 5:20:58 temperature: no ada_p: No Discriminator_loss: 0.312937 Generator_loss: 1.51096
[INFO] 2021-02-12 21:51:41 > Step: 295800 Progress: 59.2% Elapsed: 1 day, 5:22:02 temperature: no ada_p: No Discriminator_loss: 0.208692 Generator_loss: 2.15775
[INFO] 2021-02-12 21:52:45 > Step: 295900 Progress: 59.2% Elapsed: 1 day, 5:23:07 temperature: no ada_p: No Discriminator_loss: 0.607287 Generator_loss: 1.11065
[INFO] 2021-02-12 21:53:50 > Step: 296000 Progress: 59.2% Elapsed: 1 day, 5:24:12 temperature: no ada_p: No Discriminator_loss: 0.232696 Generator_loss: 1.59424
[INFO] 2021-02-12 21:53:50 > Start Evaluation (296000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 21:53:50 > Calculating FID Score....
[INFO] 2021-02-12 21:54:30 > Calculating Inception Score....
[INFO] 2021-02-12 21:54:54 > Calculate F_beta Score....
[INFO] 2021-02-12 22:02:03 > Calculate Accuracies....
[INFO] 2021-02-12 22:02:26 > Calculate Accuracies....
[INFO] 2021-02-12 22:06:03 > F_8 score (Step: 296000, Using valid images): 0.8773526106717114
[INFO] 2021-02-12 22:06:03 > F_1/8 score (Step: 296000, Using valid images): 0.9209004193235619
[INFO] 2021-02-12 22:06:03 > FID score (Step: 296000, Using valid moments): 33.64369669498649
[INFO] 2021-02-12 22:06:03 > Inception score (Step: 296000, 50000 generated images): 25.60102653503418
[INFO] 2021-02-12 22:06:03 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 22:06:14 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 22:07:19 > Step: 296100 Progress: 59.2% Elapsed: 1 day, 5:37:40 temperature: no ada_p: No Discriminator_loss: 0.197153 Generator_loss: 2.01388
[INFO] 2021-02-12 22:08:23 > Step: 296200 Progress: 59.2% Elapsed: 1 day, 5:38:44 temperature: no ada_p: No Discriminator_loss: 0.373083 Generator_loss: 1.30444
[INFO] 2021-02-12 22:09:27 > Step: 296300 Progress: 59.3% Elapsed: 1 day, 5:39:48 temperature: no ada_p: No Discriminator_loss: 0.23457 Generator_loss: 1.95598
[INFO] 2021-02-12 22:10:31 > Step: 296400 Progress: 59.3% Elapsed: 1 day, 5:40:52 temperature: no ada_p: No Discriminator_loss: 0.245583 Generator_loss: 2.17012
[INFO] 2021-02-12 22:11:35 > Step: 296500 Progress: 59.3% Elapsed: 1 day, 5:41:56 temperature: no ada_p: No Discriminator_loss: 0.230146 Generator_loss: 1.60348
[INFO] 2021-02-12 22:12:39 > Step: 296600 Progress: 59.3% Elapsed: 1 day, 5:43:01 temperature: no ada_p: No Discriminator_loss: 0.263939 Generator_loss: 2.73533
[INFO] 2021-02-12 22:13:43 > Step: 296700 Progress: 59.3% Elapsed: 1 day, 5:44:05 temperature: no ada_p: No Discriminator_loss: 0.244769 Generator_loss: 2.40141
[INFO] 2021-02-12 22:14:47 > Step: 296800 Progress: 59.4% Elapsed: 1 day, 5:45:09 temperature: no ada_p: No Discriminator_loss: 0.300217 Generator_loss: 2.07321
[INFO] 2021-02-12 22:16:10 > Step: 296900 Progress: 59.4% Elapsed: 1 day, 5:46:32 temperature: no ada_p: No Discriminator_loss: 0.338039 Generator_loss: 2.41499
[INFO] 2021-02-12 22:17:15 > Step: 297000 Progress: 59.4% Elapsed: 1 day, 5:47:36 temperature: no ada_p: No Discriminator_loss: 0.236923 Generator_loss: 2.36772
[INFO] 2021-02-12 22:18:21 > Step: 297100 Progress: 59.4% Elapsed: 1 day, 5:48:43 temperature: no ada_p: No Discriminator_loss: 0.186316 Generator_loss: 2.01764
[INFO] 2021-02-12 22:19:26 > Step: 297200 Progress: 59.4% Elapsed: 1 day, 5:49:47 temperature: no ada_p: No Discriminator_loss: 0.222649 Generator_loss: 2.74651
[INFO] 2021-02-12 22:20:30 > Step: 297300 Progress: 59.5% Elapsed: 1 day, 5:50:52 temperature: no ada_p: No Discriminator_loss: 0.39608 Generator_loss: 1.50332
[INFO] 2021-02-12 22:21:34 > Step: 297400 Progress: 59.5% Elapsed: 1 day, 5:51:56 temperature: no ada_p: No Discriminator_loss: 0.226639 Generator_loss: 1.71559
[INFO] 2021-02-12 22:22:39 > Step: 297500 Progress: 59.5% Elapsed: 1 day, 5:53:01 temperature: no ada_p: No Discriminator_loss: 0.20719 Generator_loss: 2.30218
[INFO] 2021-02-12 22:23:44 > Step: 297600 Progress: 59.5% Elapsed: 1 day, 5:54:05 temperature: no ada_p: No Discriminator_loss: 0.219383 Generator_loss: 2.26237
[INFO] 2021-02-12 22:24:48 > Step: 297700 Progress: 59.5% Elapsed: 1 day, 5:55:10 temperature: no ada_p: No Discriminator_loss: 0.270114 Generator_loss: 1.91693
[INFO] 2021-02-12 22:25:53 > Step: 297800 Progress: 59.6% Elapsed: 1 day, 5:56:14 temperature: no ada_p: No Discriminator_loss: 0.356166 Generator_loss: 1.37688
[INFO] 2021-02-12 22:26:57 > Step: 297900 Progress: 59.6% Elapsed: 1 day, 5:57:19 temperature: no ada_p: No Discriminator_loss: 0.238219 Generator_loss: 1.97682
[INFO] 2021-02-12 22:28:02 > Step: 298000 Progress: 59.6% Elapsed: 1 day, 5:58:23 temperature: no ada_p: No Discriminator_loss: 0.271565 Generator_loss: 2.73907
[INFO] 2021-02-12 22:28:02 > Start Evaluation (298000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 22:28:02 > Calculating FID Score....
[INFO] 2021-02-12 22:28:42 > Calculating Inception Score....
[INFO] 2021-02-12 22:29:06 > Calculate F_beta Score....
[INFO] 2021-02-12 22:36:07 > Calculate Accuracies....
[INFO] 2021-02-12 22:36:30 > Calculate Accuracies....
[INFO] 2021-02-12 22:40:08 > F_8 score (Step: 298000, Using valid images): 0.8755873674215435
[INFO] 2021-02-12 22:40:08 > F_1/8 score (Step: 298000, Using valid images): 0.9219736591219635
[INFO] 2021-02-12 22:40:08 > FID score (Step: 298000, Using valid moments): 34.47187746770169
[INFO] 2021-02-12 22:40:08 > Inception score (Step: 298000, 50000 generated images): 25.337928771972656
[INFO] 2021-02-12 22:40:08 > Best FID score (Step: 284000, Using valid moments): 33.55199030340509
[INFO] 2021-02-12 22:40:19 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 22:41:23 > Step: 298100 Progress: 59.6% Elapsed: 1 day, 6:11:45 temperature: no ada_p: No Discriminator_loss: 0.203188 Generator_loss: 2.07276
[INFO] 2021-02-12 22:42:28 > Step: 298200 Progress: 59.6% Elapsed: 1 day, 6:12:49 temperature: no ada_p: No Discriminator_loss: 0.282279 Generator_loss: 1.67196
[INFO] 2021-02-12 22:43:32 > Step: 298300 Progress: 59.7% Elapsed: 1 day, 6:13:53 temperature: no ada_p: No Discriminator_loss: 0.317553 Generator_loss: 1.55023
[INFO] 2021-02-12 22:44:36 > Step: 298400 Progress: 59.7% Elapsed: 1 day, 6:14:57 temperature: no ada_p: No Discriminator_loss: 0.34179 Generator_loss: 1.38996
[INFO] 2021-02-12 22:45:40 > Step: 298500 Progress: 59.7% Elapsed: 1 day, 6:16:01 temperature: no ada_p: No Discriminator_loss: 0.233277 Generator_loss: 2.21376
[INFO] 2021-02-12 22:46:44 > Step: 298600 Progress: 59.7% Elapsed: 1 day, 6:17:06 temperature: no ada_p: No Discriminator_loss: 0.227962 Generator_loss: 1.81296
[INFO] 2021-02-12 22:47:48 > Step: 298700 Progress: 59.7% Elapsed: 1 day, 6:18:10 temperature: no ada_p: No Discriminator_loss: 0.230094 Generator_loss: 2.5168
[INFO] 2021-02-12 22:48:52 > Step: 298800 Progress: 59.8% Elapsed: 1 day, 6:19:14 temperature: no ada_p: No Discriminator_loss: 0.285391 Generator_loss: 1.58249
[INFO] 2021-02-12 22:50:15 > Step: 298900 Progress: 59.8% Elapsed: 1 day, 6:20:37 temperature: no ada_p: No Discriminator_loss: 0.211468 Generator_loss: 2.42096
[INFO] 2021-02-12 22:51:19 > Step: 299000 Progress: 59.8% Elapsed: 1 day, 6:21:41 temperature: no ada_p: No Discriminator_loss: 0.254072 Generator_loss: 1.07709
[INFO] 2021-02-12 22:52:24 > Step: 299100 Progress: 59.8% Elapsed: 1 day, 6:22:46 temperature: no ada_p: No Discriminator_loss: 0.240196 Generator_loss: 1.76678
[INFO] 2021-02-12 22:53:29 > Step: 299200 Progress: 59.8% Elapsed: 1 day, 6:23:50 temperature: no ada_p: No Discriminator_loss: 0.24254 Generator_loss: 1.43085
[INFO] 2021-02-12 22:54:33 > Step: 299300 Progress: 59.9% Elapsed: 1 day, 6:24:55 temperature: no ada_p: No Discriminator_loss: 0.243046 Generator_loss: 2.43563
[INFO] 2021-02-12 22:55:38 > Step: 299400 Progress: 59.9% Elapsed: 1 day, 6:25:59 temperature: no ada_p: No Discriminator_loss: 0.355422 Generator_loss: 1.38617
[INFO] 2021-02-12 22:56:42 > Step: 299500 Progress: 59.9% Elapsed: 1 day, 6:27:04 temperature: no ada_p: No Discriminator_loss: 0.337584 Generator_loss: 1.60831
[INFO] 2021-02-12 22:57:49 > Step: 299600 Progress: 59.9% Elapsed: 1 day, 6:28:10 temperature: no ada_p: No Discriminator_loss: 0.271356 Generator_loss: 1.79289
[INFO] 2021-02-12 22:58:53 > Step: 299700 Progress: 59.9% Elapsed: 1 day, 6:29:15 temperature: no ada_p: No Discriminator_loss: 0.256286 Generator_loss: 1.50886
[INFO] 2021-02-12 22:59:57 > Step: 299800 Progress: 60.0% Elapsed: 1 day, 6:30:19 temperature: no ada_p: No Discriminator_loss: 0.280702 Generator_loss: 2.42665
[INFO] 2021-02-12 23:01:02 > Step: 299900 Progress: 60.0% Elapsed: 1 day, 6:31:24 temperature: no ada_p: No Discriminator_loss: 0.23262 Generator_loss: 2.16909
[INFO] 2021-02-12 23:02:06 > Step: 300000 Progress: 60.0% Elapsed: 1 day, 6:32:28 temperature: no ada_p: No Discriminator_loss: 0.292637 Generator_loss: 2.55206
[INFO] 2021-02-12 23:02:06 > Start Evaluation (300000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 23:02:06 > Calculating FID Score....
[INFO] 2021-02-12 23:02:47 > Calculating Inception Score....
[INFO] 2021-02-12 23:03:11 > Calculate F_beta Score....
[INFO] 2021-02-12 23:10:14 > Calculate Accuracies....
[INFO] 2021-02-12 23:10:38 > Calculate Accuracies....
[INFO] 2021-02-12 23:14:16 > F_8 score (Step: 300000, Using valid images): 0.8805060043203538
[INFO] 2021-02-12 23:14:16 > F_1/8 score (Step: 300000, Using valid images): 0.9133982481222565
[INFO] 2021-02-12 23:14:16 > FID score (Step: 300000, Using valid moments): 33.52978773028434
[INFO] 2021-02-12 23:14:16 > Inception score (Step: 300000, 50000 generated images): 26.45423126220703
[INFO] 2021-02-12 23:14:16 > Best FID score (Step: 300000, Using valid moments): 33.52978773028434
[INFO] 2021-02-12 23:14:39 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 23:15:43 > Step: 300100 Progress: 60.0% Elapsed: 1 day, 6:46:04 temperature: no ada_p: No Discriminator_loss: 0.808894 Generator_loss: 1.53836
[INFO] 2021-02-12 23:16:47 > Step: 300200 Progress: 60.0% Elapsed: 1 day, 6:47:08 temperature: no ada_p: No Discriminator_loss: 0.361012 Generator_loss: 1.45118
[INFO] 2021-02-12 23:17:51 > Step: 300300 Progress: 60.1% Elapsed: 1 day, 6:48:12 temperature: no ada_p: No Discriminator_loss: 0.275247 Generator_loss: 1.7654
[INFO] 2021-02-12 23:18:55 > Step: 300400 Progress: 60.1% Elapsed: 1 day, 6:49:16 temperature: no ada_p: No Discriminator_loss: 0.26048 Generator_loss: 2.36667
[INFO] 2021-02-12 23:19:59 > Step: 300500 Progress: 60.1% Elapsed: 1 day, 6:50:20 temperature: no ada_p: No Discriminator_loss: 0.224483 Generator_loss: 2.41039
[INFO] 2021-02-12 23:21:03 > Step: 300600 Progress: 60.1% Elapsed: 1 day, 6:51:24 temperature: no ada_p: No Discriminator_loss: 0.388762 Generator_loss: 1.64639
[INFO] 2021-02-12 23:22:07 > Step: 300700 Progress: 60.1% Elapsed: 1 day, 6:52:29 temperature: no ada_p: No Discriminator_loss: 0.194092 Generator_loss: 2.05545
[INFO] 2021-02-12 23:23:11 > Step: 300800 Progress: 60.2% Elapsed: 1 day, 6:53:33 temperature: no ada_p: No Discriminator_loss: 0.221988 Generator_loss: 1.76223
[INFO] 2021-02-12 23:24:34 > Step: 300900 Progress: 60.2% Elapsed: 1 day, 6:54:55 temperature: no ada_p: No Discriminator_loss: 0.353523 Generator_loss: 1.55325
[INFO] 2021-02-12 23:25:38 > Step: 301000 Progress: 60.2% Elapsed: 1 day, 6:56:00 temperature: no ada_p: No Discriminator_loss: 0.316064 Generator_loss: 1.91045
[INFO] 2021-02-12 23:26:43 > Step: 301100 Progress: 60.2% Elapsed: 1 day, 6:57:04 temperature: no ada_p: No Discriminator_loss: 0.297492 Generator_loss: 1.82201
[INFO] 2021-02-12 23:27:47 > Step: 301200 Progress: 60.2% Elapsed: 1 day, 6:58:09 temperature: no ada_p: No Discriminator_loss: 0.37985 Generator_loss: 1.49288
[INFO] 2021-02-12 23:28:52 > Step: 301300 Progress: 60.3% Elapsed: 1 day, 6:59:13 temperature: no ada_p: No Discriminator_loss: 0.212292 Generator_loss: 2.43618
[INFO] 2021-02-12 23:29:56 > Step: 301400 Progress: 60.3% Elapsed: 1 day, 7:00:18 temperature: no ada_p: No Discriminator_loss: 0.31546 Generator_loss: 2.46565
[INFO] 2021-02-12 23:31:01 > Step: 301500 Progress: 60.3% Elapsed: 1 day, 7:01:22 temperature: no ada_p: No Discriminator_loss: 0.333961 Generator_loss: 1.42878
[INFO] 2021-02-12 23:32:05 > Step: 301600 Progress: 60.3% Elapsed: 1 day, 7:02:27 temperature: no ada_p: No Discriminator_loss: 0.393044 Generator_loss: 2.37554
[INFO] 2021-02-12 23:33:10 > Step: 301700 Progress: 60.3% Elapsed: 1 day, 7:03:32 temperature: no ada_p: No Discriminator_loss: 0.20608 Generator_loss: 2.03102
[INFO] 2021-02-12 23:34:15 > Step: 301800 Progress: 60.4% Elapsed: 1 day, 7:04:36 temperature: no ada_p: No Discriminator_loss: 0.337405 Generator_loss: 1.77131
[INFO] 2021-02-12 23:35:19 > Step: 301900 Progress: 60.4% Elapsed: 1 day, 7:05:41 temperature: no ada_p: No Discriminator_loss: 0.215758 Generator_loss: 1.7921
[INFO] 2021-02-12 23:36:24 > Step: 302000 Progress: 60.4% Elapsed: 1 day, 7:06:45 temperature: no ada_p: No Discriminator_loss: 0.234086 Generator_loss: 2.26897
[INFO] 2021-02-12 23:36:24 > Start Evaluation (302000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 23:36:24 > Calculating FID Score....
[INFO] 2021-02-12 23:37:04 > Calculating Inception Score....
[INFO] 2021-02-12 23:37:28 > Calculate F_beta Score....
[INFO] 2021-02-12 23:44:31 > Calculate Accuracies....
[INFO] 2021-02-12 23:44:54 > Calculate Accuracies....
[INFO] 2021-02-12 23:48:44 > F_8 score (Step: 302000, Using valid images): 0.8827498281894058
[INFO] 2021-02-12 23:48:44 > F_1/8 score (Step: 302000, Using valid images): 0.9239269357241342
[INFO] 2021-02-12 23:48:44 > FID score (Step: 302000, Using valid moments): 32.89545352623122
[INFO] 2021-02-12 23:48:44 > Inception score (Step: 302000, 50000 generated images): 25.97038459777832
[INFO] 2021-02-12 23:48:44 > Best FID score (Step: 302000, Using valid moments): 32.89545352623122
[INFO] 2021-02-12 23:49:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-12 23:50:12 > Step: 302100 Progress: 60.4% Elapsed: 1 day, 7:20:34 temperature: no ada_p: No Discriminator_loss: 0.216422 Generator_loss: 2.06261
[INFO] 2021-02-12 23:51:16 > Step: 302200 Progress: 60.4% Elapsed: 1 day, 7:21:38 temperature: no ada_p: No Discriminator_loss: 0.2167 Generator_loss: 2.39342
[INFO] 2021-02-12 23:52:20 > Step: 302300 Progress: 60.5% Elapsed: 1 day, 7:22:42 temperature: no ada_p: No Discriminator_loss: 0.226192 Generator_loss: 2.06007
[INFO] 2021-02-12 23:53:24 > Step: 302400 Progress: 60.5% Elapsed: 1 day, 7:23:46 temperature: no ada_p: No Discriminator_loss: 0.350593 Generator_loss: 1.58844
[INFO] 2021-02-12 23:54:52 > Step: 302500 Progress: 60.5% Elapsed: 1 day, 7:25:14 temperature: no ada_p: No Discriminator_loss: 0.253207 Generator_loss: 1.99409
[INFO] 2021-02-12 23:55:57 > Step: 302600 Progress: 60.5% Elapsed: 1 day, 7:26:18 temperature: no ada_p: No Discriminator_loss: 0.290889 Generator_loss: 1.62252
[INFO] 2021-02-12 23:57:01 > Step: 302700 Progress: 60.5% Elapsed: 1 day, 7:27:23 temperature: no ada_p: No Discriminator_loss: 0.38346 Generator_loss: 1.3132
[INFO] 2021-02-12 23:58:05 > Step: 302800 Progress: 60.6% Elapsed: 1 day, 7:28:27 temperature: no ada_p: No Discriminator_loss: 0.289816 Generator_loss: 1.63335
[INFO] 2021-02-12 23:59:10 > Step: 302900 Progress: 60.6% Elapsed: 1 day, 7:29:31 temperature: no ada_p: No Discriminator_loss: 0.312896 Generator_loss: 1.67997
[INFO] 2021-02-13 00:00:14 > Step: 303000 Progress: 60.6% Elapsed: 1 day, 7:30:36 temperature: no ada_p: No Discriminator_loss: 0.367582 Generator_loss: 1.36131
[INFO] 2021-02-13 00:01:19 > Step: 303100 Progress: 60.6% Elapsed: 1 day, 7:31:40 temperature: no ada_p: No Discriminator_loss: 0.319041 Generator_loss: 1.48847
[INFO] 2021-02-13 00:02:23 > Step: 303200 Progress: 60.6% Elapsed: 1 day, 7:32:45 temperature: no ada_p: No Discriminator_loss: 0.292582 Generator_loss: 1.65646
[INFO] 2021-02-13 00:03:28 > Step: 303300 Progress: 60.7% Elapsed: 1 day, 7:33:49 temperature: no ada_p: No Discriminator_loss: 0.279419 Generator_loss: 1.31106
[INFO] 2021-02-13 00:04:32 > Step: 303400 Progress: 60.7% Elapsed: 1 day, 7:34:54 temperature: no ada_p: No Discriminator_loss: 0.230133 Generator_loss: 2.06009
[INFO] 2021-02-13 00:05:37 > Step: 303500 Progress: 60.7% Elapsed: 1 day, 7:35:59 temperature: no ada_p: No Discriminator_loss: 0.262873 Generator_loss: 2.44519
[INFO] 2021-02-13 00:06:41 > Step: 303600 Progress: 60.7% Elapsed: 1 day, 7:37:03 temperature: no ada_p: No Discriminator_loss: 0.293651 Generator_loss: 1.40868
[INFO] 2021-02-13 00:07:46 > Step: 303700 Progress: 60.7% Elapsed: 1 day, 7:38:08 temperature: no ada_p: No Discriminator_loss: 0.307643 Generator_loss: 1.54594
[INFO] 2021-02-13 00:08:51 > Step: 303800 Progress: 60.8% Elapsed: 1 day, 7:39:12 temperature: no ada_p: No Discriminator_loss: 0.243851 Generator_loss: 1.8284
[INFO] 2021-02-13 00:09:55 > Step: 303900 Progress: 60.8% Elapsed: 1 day, 7:40:17 temperature: no ada_p: No Discriminator_loss: 0.256613 Generator_loss: 1.44795
[INFO] 2021-02-13 00:11:00 > Step: 304000 Progress: 60.8% Elapsed: 1 day, 7:41:21 temperature: no ada_p: No Discriminator_loss: 0.349992 Generator_loss: 1.37882
[INFO] 2021-02-13 00:11:00 > Start Evaluation (304000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 00:11:00 > Calculating FID Score....
[INFO] 2021-02-13 00:11:40 > Calculating Inception Score....
[INFO] 2021-02-13 00:12:04 > Calculate F_beta Score....
[INFO] 2021-02-13 00:19:03 > Calculate Accuracies....
[INFO] 2021-02-13 00:19:27 > Calculate Accuracies....
[INFO] 2021-02-13 00:23:04 > F_8 score (Step: 304000, Using valid images): 0.8710939798351588
[INFO] 2021-02-13 00:23:04 > F_1/8 score (Step: 304000, Using valid images): 0.9186494095221862
[INFO] 2021-02-13 00:23:04 > FID score (Step: 304000, Using valid moments): 34.276761296148266
[INFO] 2021-02-13 00:23:04 > Inception score (Step: 304000, 50000 generated images): 25.63425064086914
[INFO] 2021-02-13 00:23:04 > Best FID score (Step: 302000, Using valid moments): 32.89545352623122
[INFO] 2021-02-13 00:23:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 00:24:20 > Step: 304100 Progress: 60.8% Elapsed: 1 day, 7:54:41 temperature: no ada_p: No Discriminator_loss: 0.387955 Generator_loss: 1.62295
[INFO] 2021-02-13 00:25:24 > Step: 304200 Progress: 60.8% Elapsed: 1 day, 7:55:45 temperature: no ada_p: No Discriminator_loss: 0.254965 Generator_loss: 2.35325
[INFO] 2021-02-13 00:26:28 > Step: 304300 Progress: 60.9% Elapsed: 1 day, 7:56:50 temperature: no ada_p: No Discriminator_loss: 0.229954 Generator_loss: 2.18496
[INFO] 2021-02-13 00:27:32 > Step: 304400 Progress: 60.9% Elapsed: 1 day, 7:57:53 temperature: no ada_p: No Discriminator_loss: 0.280149 Generator_loss: 2.14997
[INFO] 2021-02-13 00:28:36 > Step: 304500 Progress: 60.9% Elapsed: 1 day, 7:58:57 temperature: no ada_p: No Discriminator_loss: 0.195536 Generator_loss: 1.88023
[INFO] 2021-02-13 00:29:42 > Step: 304600 Progress: 60.9% Elapsed: 1 day, 8:00:03 temperature: no ada_p: No Discriminator_loss: 0.237386 Generator_loss: 1.65404
[INFO] 2021-02-13 00:30:46 > Step: 304700 Progress: 60.9% Elapsed: 1 day, 8:01:07 temperature: no ada_p: No Discriminator_loss: 0.232179 Generator_loss: 1.94147
[INFO] 2021-02-13 00:31:50 > Step: 304800 Progress: 61.0% Elapsed: 1 day, 8:02:11 temperature: no ada_p: No Discriminator_loss: 0.333708 Generator_loss: 1.87738
[INFO] 2021-02-13 00:33:22 > Step: 304900 Progress: 61.0% Elapsed: 1 day, 8:03:44 temperature: no ada_p: No Discriminator_loss: 0.208553 Generator_loss: 2.42823
[INFO] 2021-02-13 00:34:27 > Step: 305000 Progress: 61.0% Elapsed: 1 day, 8:04:48 temperature: no ada_p: No Discriminator_loss: 0.290078 Generator_loss: 2.70601
[INFO] 2021-02-13 00:35:31 > Step: 305100 Progress: 61.0% Elapsed: 1 day, 8:05:53 temperature: no ada_p: No Discriminator_loss: 0.230064 Generator_loss: 1.60913
[INFO] 2021-02-13 00:36:36 > Step: 305200 Progress: 61.0% Elapsed: 1 day, 8:06:57 temperature: no ada_p: No Discriminator_loss: 0.401498 Generator_loss: 1.53776
[INFO] 2021-02-13 00:37:41 > Step: 305300 Progress: 61.1% Elapsed: 1 day, 8:08:03 temperature: no ada_p: No Discriminator_loss: 0.34525 Generator_loss: 1.42929
[INFO] 2021-02-13 00:38:46 > Step: 305400 Progress: 61.1% Elapsed: 1 day, 8:09:08 temperature: no ada_p: No Discriminator_loss: 0.33022 Generator_loss: 1.70127
[INFO] 2021-02-13 00:39:51 > Step: 305500 Progress: 61.1% Elapsed: 1 day, 8:10:13 temperature: no ada_p: No Discriminator_loss: 0.277252 Generator_loss: 2.55446
[INFO] 2021-02-13 00:40:56 > Step: 305600 Progress: 61.1% Elapsed: 1 day, 8:11:18 temperature: no ada_p: No Discriminator_loss: 0.297684 Generator_loss: 1.54634
[INFO] 2021-02-13 00:42:01 > Step: 305700 Progress: 61.1% Elapsed: 1 day, 8:12:23 temperature: no ada_p: No Discriminator_loss: 0.223709 Generator_loss: 1.96271
[INFO] 2021-02-13 00:43:06 > Step: 305800 Progress: 61.2% Elapsed: 1 day, 8:13:27 temperature: no ada_p: No Discriminator_loss: 0.237816 Generator_loss: 1.47141
[INFO] 2021-02-13 00:44:11 > Step: 305900 Progress: 61.2% Elapsed: 1 day, 8:14:32 temperature: no ada_p: No Discriminator_loss: 0.293847 Generator_loss: 2.04498
[INFO] 2021-02-13 00:45:15 > Step: 306000 Progress: 61.2% Elapsed: 1 day, 8:15:37 temperature: no ada_p: No Discriminator_loss: 0.257592 Generator_loss: 2.10451
[INFO] 2021-02-13 00:45:15 > Start Evaluation (306000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 00:45:15 > Calculating FID Score....
[INFO] 2021-02-13 00:45:57 > Calculating Inception Score....
[INFO] 2021-02-13 00:46:22 > Calculate F_beta Score....
[INFO] 2021-02-13 00:53:29 > Calculate Accuracies....
[INFO] 2021-02-13 00:53:53 > Calculate Accuracies....
[INFO] 2021-02-13 00:57:31 > F_8 score (Step: 306000, Using valid images): 0.8665093759547593
[INFO] 2021-02-13 00:57:31 > F_1/8 score (Step: 306000, Using valid images): 0.9199142808061432
[INFO] 2021-02-13 00:57:31 > FID score (Step: 306000, Using valid moments): 32.613397158389205
[INFO] 2021-02-13 00:57:31 > Inception score (Step: 306000, 50000 generated images): 26.37140464782715
[INFO] 2021-02-13 00:57:31 > Best FID score (Step: 306000, Using valid moments): 32.613397158389205
[INFO] 2021-02-13 00:57:54 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 00:58:58 > Step: 306100 Progress: 61.2% Elapsed: 1 day, 8:29:20 temperature: no ada_p: No Discriminator_loss: 0.258003 Generator_loss: 2.43055
[INFO] 2021-02-13 01:00:03 > Step: 306200 Progress: 61.2% Elapsed: 1 day, 8:30:25 temperature: no ada_p: No Discriminator_loss: 0.413023 Generator_loss: 1.66487
[INFO] 2021-02-13 01:01:07 > Step: 306300 Progress: 61.3% Elapsed: 1 day, 8:31:29 temperature: no ada_p: No Discriminator_loss: 0.271906 Generator_loss: 1.51431
[INFO] 2021-02-13 01:02:11 > Step: 306400 Progress: 61.3% Elapsed: 1 day, 8:32:33 temperature: no ada_p: No Discriminator_loss: 0.279817 Generator_loss: 1.57942
[INFO] 2021-02-13 01:03:15 > Step: 306500 Progress: 61.3% Elapsed: 1 day, 8:33:37 temperature: no ada_p: No Discriminator_loss: 0.232124 Generator_loss: 1.95651
[INFO] 2021-02-13 01:04:19 > Step: 306600 Progress: 61.3% Elapsed: 1 day, 8:34:41 temperature: no ada_p: No Discriminator_loss: 0.221373 Generator_loss: 2.25178
[INFO] 2021-02-13 01:05:58 > Step: 306700 Progress: 61.3% Elapsed: 1 day, 8:36:19 temperature: no ada_p: No Discriminator_loss: 0.304356 Generator_loss: 1.54008
[INFO] 2021-02-13 01:07:02 > Step: 306800 Progress: 61.4% Elapsed: 1 day, 8:37:24 temperature: no ada_p: No Discriminator_loss: 0.443311 Generator_loss: 2.84185
[INFO] 2021-02-13 01:08:07 > Step: 306900 Progress: 61.4% Elapsed: 1 day, 8:38:29 temperature: no ada_p: No Discriminator_loss: 0.438368 Generator_loss: 2.67053
[INFO] 2021-02-13 01:09:12 > Step: 307000 Progress: 61.4% Elapsed: 1 day, 8:39:33 temperature: no ada_p: No Discriminator_loss: 0.276768 Generator_loss: 1.63017
[INFO] 2021-02-13 01:10:18 > Step: 307100 Progress: 61.4% Elapsed: 1 day, 8:40:40 temperature: no ada_p: No Discriminator_loss: 0.273921 Generator_loss: 1.56978
[INFO] 2021-02-13 01:11:23 > Step: 307200 Progress: 61.4% Elapsed: 1 day, 8:41:44 temperature: no ada_p: No Discriminator_loss: 0.340745 Generator_loss: 1.37636
[INFO] 2021-02-13 01:12:27 > Step: 307300 Progress: 61.5% Elapsed: 1 day, 8:42:49 temperature: no ada_p: No Discriminator_loss: 0.266337 Generator_loss: 1.83774
[INFO] 2021-02-13 01:13:32 > Step: 307400 Progress: 61.5% Elapsed: 1 day, 8:43:53 temperature: no ada_p: No Discriminator_loss: 0.264475 Generator_loss: 1.92583
[INFO] 2021-02-13 01:14:37 > Step: 307500 Progress: 61.5% Elapsed: 1 day, 8:44:58 temperature: no ada_p: No Discriminator_loss: 0.327086 Generator_loss: 1.38221
[INFO] 2021-02-13 01:15:41 > Step: 307600 Progress: 61.5% Elapsed: 1 day, 8:46:03 temperature: no ada_p: No Discriminator_loss: 0.289171 Generator_loss: 2.33244
[INFO] 2021-02-13 01:16:46 > Step: 307700 Progress: 61.5% Elapsed: 1 day, 8:47:07 temperature: no ada_p: No Discriminator_loss: 0.359826 Generator_loss: 1.49276
[INFO] 2021-02-13 01:17:50 > Step: 307800 Progress: 61.6% Elapsed: 1 day, 8:48:12 temperature: no ada_p: No Discriminator_loss: 0.240085 Generator_loss: 1.60752
[INFO] 2021-02-13 01:18:55 > Step: 307900 Progress: 61.6% Elapsed: 1 day, 8:49:17 temperature: no ada_p: No Discriminator_loss: 0.229005 Generator_loss: 1.78385
[INFO] 2021-02-13 01:20:00 > Step: 308000 Progress: 61.6% Elapsed: 1 day, 8:50:21 temperature: no ada_p: No Discriminator_loss: 0.219974 Generator_loss: 2.43093
[INFO] 2021-02-13 01:20:00 > Start Evaluation (308000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 01:20:00 > Calculating FID Score....
[INFO] 2021-02-13 01:20:40 > Calculating Inception Score....
[INFO] 2021-02-13 01:21:04 > Calculate F_beta Score....
[INFO] 2021-02-13 01:28:09 > Calculate Accuracies....
[INFO] 2021-02-13 01:28:32 > Calculate Accuracies....
[INFO] 2021-02-13 01:32:10 > F_8 score (Step: 308000, Using valid images): 0.8860643815284709
[INFO] 2021-02-13 01:32:10 > F_1/8 score (Step: 308000, Using valid images): 0.9173953762473016
[INFO] 2021-02-13 01:32:10 > FID score (Step: 308000, Using valid moments): 32.8529262896584
[INFO] 2021-02-13 01:32:10 > Inception score (Step: 308000, 50000 generated images): 25.944046020507812
[INFO] 2021-02-13 01:32:10 > Best FID score (Step: 306000, Using valid moments): 32.613397158389205
[INFO] 2021-02-13 01:32:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 01:33:25 > Step: 308100 Progress: 61.6% Elapsed: 1 day, 9:03:47 temperature: no ada_p: No Discriminator_loss: 0.350424 Generator_loss: 1.66464
[INFO] 2021-02-13 01:34:29 > Step: 308200 Progress: 61.6% Elapsed: 1 day, 9:04:51 temperature: no ada_p: No Discriminator_loss: 0.237765 Generator_loss: 2.0576
[INFO] 2021-02-13 01:35:33 > Step: 308300 Progress: 61.7% Elapsed: 1 day, 9:05:55 temperature: no ada_p: No Discriminator_loss: 0.304308 Generator_loss: 1.41455
[INFO] 2021-02-13 01:36:37 > Step: 308400 Progress: 61.7% Elapsed: 1 day, 9:06:59 temperature: no ada_p: No Discriminator_loss: 0.373391 Generator_loss: 1.4902
[INFO] 2021-02-13 01:37:41 > Step: 308500 Progress: 61.7% Elapsed: 1 day, 9:08:03 temperature: no ada_p: No Discriminator_loss: 0.275404 Generator_loss: 1.98275
[INFO] 2021-02-13 01:38:45 > Step: 308600 Progress: 61.7% Elapsed: 1 day, 9:09:07 temperature: no ada_p: No Discriminator_loss: 0.339836 Generator_loss: 1.29556
[INFO] 2021-02-13 01:39:49 > Step: 308700 Progress: 61.7% Elapsed: 1 day, 9:10:11 temperature: no ada_p: No Discriminator_loss: 0.454128 Generator_loss: 1.20127
[INFO] 2021-02-13 01:40:53 > Step: 308800 Progress: 61.8% Elapsed: 1 day, 9:11:15 temperature: no ada_p: No Discriminator_loss: 0.183957 Generator_loss: 2.28614
[INFO] 2021-02-13 01:41:57 > Step: 308900 Progress: 61.8% Elapsed: 1 day, 9:12:19 temperature: no ada_p: No Discriminator_loss: 0.415497 Generator_loss: 1.40858
[INFO] 2021-02-13 01:43:01 > Step: 309000 Progress: 61.8% Elapsed: 1 day, 9:13:23 temperature: no ada_p: No Discriminator_loss: 0.229113 Generator_loss: 2.39727
[INFO] 2021-02-13 01:44:05 > Step: 309100 Progress: 61.8% Elapsed: 1 day, 9:14:27 temperature: no ada_p: No Discriminator_loss: 0.247901 Generator_loss: 2.44399
[INFO] 2021-02-13 01:45:09 > Step: 309200 Progress: 61.8% Elapsed: 1 day, 9:15:31 temperature: no ada_p: No Discriminator_loss: 0.257822 Generator_loss: 2.10922
[INFO] 2021-02-13 01:46:13 > Step: 309300 Progress: 61.9% Elapsed: 1 day, 9:16:35 temperature: no ada_p: No Discriminator_loss: 0.23077 Generator_loss: 1.51294
[INFO] 2021-02-13 01:47:18 > Step: 309400 Progress: 61.9% Elapsed: 1 day, 9:17:39 temperature: no ada_p: No Discriminator_loss: 0.305686 Generator_loss: 2.47577
[INFO] 2021-02-13 01:48:22 > Step: 309500 Progress: 61.9% Elapsed: 1 day, 9:18:43 temperature: no ada_p: No Discriminator_loss: 0.257758 Generator_loss: 1.78825
[INFO] 2021-02-13 01:49:46 > Step: 309600 Progress: 61.9% Elapsed: 1 day, 9:20:08 temperature: no ada_p: No Discriminator_loss: 0.238469 Generator_loss: 1.78522
[INFO] 2021-02-13 01:50:51 > Step: 309700 Progress: 61.9% Elapsed: 1 day, 9:21:12 temperature: no ada_p: No Discriminator_loss: 0.31083 Generator_loss: 1.66469
[INFO] 2021-02-13 01:51:55 > Step: 309800 Progress: 62.0% Elapsed: 1 day, 9:22:17 temperature: no ada_p: No Discriminator_loss: 0.196977 Generator_loss: 2.61631
[INFO] 2021-02-13 01:53:00 > Step: 309900 Progress: 62.0% Elapsed: 1 day, 9:23:21 temperature: no ada_p: No Discriminator_loss: 0.224349 Generator_loss: 2.12034
[INFO] 2021-02-13 01:54:04 > Step: 310000 Progress: 62.0% Elapsed: 1 day, 9:24:26 temperature: no ada_p: No Discriminator_loss: 0.292075 Generator_loss: 1.59787
[INFO] 2021-02-13 01:54:04 > Start Evaluation (310000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 01:54:04 > Calculating FID Score....
[INFO] 2021-02-13 01:54:45 > Calculating Inception Score....
[INFO] 2021-02-13 01:55:09 > Calculate F_beta Score....
[INFO] 2021-02-13 02:02:13 > Calculate Accuracies....
[INFO] 2021-02-13 02:02:36 > Calculate Accuracies....
[INFO] 2021-02-13 02:06:14 > F_8 score (Step: 310000, Using valid images): 0.8852414535279381
[INFO] 2021-02-13 02:06:14 > F_1/8 score (Step: 310000, Using valid images): 0.9120056572296517
[INFO] 2021-02-13 02:06:14 > FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 02:06:14 > Inception score (Step: 310000, 50000 generated images): 26.770774841308594
[INFO] 2021-02-13 02:06:14 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 02:06:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 02:07:41 > Step: 310100 Progress: 62.0% Elapsed: 1 day, 9:38:03 temperature: no ada_p: No Discriminator_loss: 0.32613 Generator_loss: 1.57518
[INFO] 2021-02-13 02:08:45 > Step: 310200 Progress: 62.0% Elapsed: 1 day, 9:39:07 temperature: no ada_p: No Discriminator_loss: 0.228326 Generator_loss: 1.97615
[INFO] 2021-02-13 02:09:49 > Step: 310300 Progress: 62.1% Elapsed: 1 day, 9:40:11 temperature: no ada_p: No Discriminator_loss: 0.361381 Generator_loss: 1.29803
[INFO] 2021-02-13 02:10:53 > Step: 310400 Progress: 62.1% Elapsed: 1 day, 9:41:15 temperature: no ada_p: No Discriminator_loss: 0.290378 Generator_loss: 1.75892
[INFO] 2021-02-13 02:11:58 > Step: 310500 Progress: 62.1% Elapsed: 1 day, 9:42:19 temperature: no ada_p: No Discriminator_loss: 0.453642 Generator_loss: 0.856342
[INFO] 2021-02-13 02:13:02 > Step: 310600 Progress: 62.1% Elapsed: 1 day, 9:43:23 temperature: no ada_p: No Discriminator_loss: 0.21671 Generator_loss: 1.97159
[INFO] 2021-02-13 02:14:24 > Step: 310700 Progress: 62.1% Elapsed: 1 day, 9:44:46 temperature: no ada_p: No Discriminator_loss: 0.206665 Generator_loss: 2.27081
[INFO] 2021-02-13 02:15:29 > Step: 310800 Progress: 62.2% Elapsed: 1 day, 9:45:51 temperature: no ada_p: No Discriminator_loss: 0.250344 Generator_loss: 2.57839
[INFO] 2021-02-13 02:16:33 > Step: 310900 Progress: 62.2% Elapsed: 1 day, 9:46:55 temperature: no ada_p: No Discriminator_loss: 0.249071 Generator_loss: 1.90261
[INFO] 2021-02-13 02:17:38 > Step: 311000 Progress: 62.2% Elapsed: 1 day, 9:48:00 temperature: no ada_p: No Discriminator_loss: 0.307158 Generator_loss: 1.43519
[INFO] 2021-02-13 02:18:42 > Step: 311100 Progress: 62.2% Elapsed: 1 day, 9:49:04 temperature: no ada_p: No Discriminator_loss: 0.377999 Generator_loss: 1.50232
[INFO] 2021-02-13 02:19:47 > Step: 311200 Progress: 62.2% Elapsed: 1 day, 9:50:09 temperature: no ada_p: No Discriminator_loss: 0.393936 Generator_loss: 1.19061
[INFO] 2021-02-13 02:20:51 > Step: 311300 Progress: 62.3% Elapsed: 1 day, 9:51:13 temperature: no ada_p: No Discriminator_loss: 0.243691 Generator_loss: 1.69233
[INFO] 2021-02-13 02:21:56 > Step: 311400 Progress: 62.3% Elapsed: 1 day, 9:52:18 temperature: no ada_p: No Discriminator_loss: 0.268858 Generator_loss: 2.39946
[INFO] 2021-02-13 02:23:01 > Step: 311500 Progress: 62.3% Elapsed: 1 day, 9:53:22 temperature: no ada_p: No Discriminator_loss: 0.266921 Generator_loss: 1.68916
[INFO] 2021-02-13 02:24:05 > Step: 311600 Progress: 62.3% Elapsed: 1 day, 9:54:27 temperature: no ada_p: No Discriminator_loss: 0.229912 Generator_loss: 2.88641
[INFO] 2021-02-13 02:25:10 > Step: 311700 Progress: 62.3% Elapsed: 1 day, 9:55:31 temperature: no ada_p: No Discriminator_loss: 0.214763 Generator_loss: 1.83156
[INFO] 2021-02-13 02:26:14 > Step: 311800 Progress: 62.4% Elapsed: 1 day, 9:56:36 temperature: no ada_p: No Discriminator_loss: 0.259221 Generator_loss: 1.921
[INFO] 2021-02-13 02:27:19 > Step: 311900 Progress: 62.4% Elapsed: 1 day, 9:57:40 temperature: no ada_p: No Discriminator_loss: 0.356277 Generator_loss: 1.61861
[INFO] 2021-02-13 02:28:23 > Step: 312000 Progress: 62.4% Elapsed: 1 day, 9:58:45 temperature: no ada_p: No Discriminator_loss: 0.329482 Generator_loss: 1.60248
[INFO] 2021-02-13 02:28:23 > Start Evaluation (312000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 02:28:23 > Calculating FID Score....
[INFO] 2021-02-13 02:29:06 > Calculating Inception Score....
[INFO] 2021-02-13 02:29:30 > Calculate F_beta Score....
[INFO] 2021-02-13 02:36:33 > Calculate Accuracies....
[INFO] 2021-02-13 02:36:56 > Calculate Accuracies....
[INFO] 2021-02-13 02:40:33 > F_8 score (Step: 312000, Using valid images): 0.8763651047922613
[INFO] 2021-02-13 02:40:33 > F_1/8 score (Step: 312000, Using valid images): 0.918180031349727
[INFO] 2021-02-13 02:40:33 > FID score (Step: 312000, Using valid moments): 33.66906201000154
[INFO] 2021-02-13 02:40:33 > Inception score (Step: 312000, 50000 generated images): 25.973400115966797
[INFO] 2021-02-13 02:40:33 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 02:40:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 02:41:50 > Step: 312100 Progress: 62.4% Elapsed: 1 day, 10:12:12 temperature: no ada_p: No Discriminator_loss: 0.209936 Generator_loss: 1.88266
[INFO] 2021-02-13 02:42:54 > Step: 312200 Progress: 62.4% Elapsed: 1 day, 10:13:16 temperature: no ada_p: No Discriminator_loss: 0.263597 Generator_loss: 1.60943
[INFO] 2021-02-13 02:43:58 > Step: 312300 Progress: 62.5% Elapsed: 1 day, 10:14:20 temperature: no ada_p: No Discriminator_loss: 0.19238 Generator_loss: 1.93157
[INFO] 2021-02-13 02:45:02 > Step: 312400 Progress: 62.5% Elapsed: 1 day, 10:15:24 temperature: no ada_p: No Discriminator_loss: 0.221943 Generator_loss: 2.21768
[INFO] 2021-02-13 02:46:06 > Step: 312500 Progress: 62.5% Elapsed: 1 day, 10:16:28 temperature: no ada_p: No Discriminator_loss: 0.22066 Generator_loss: 1.74669
[INFO] 2021-02-13 02:47:10 > Step: 312600 Progress: 62.5% Elapsed: 1 day, 10:17:32 temperature: no ada_p: No Discriminator_loss: 0.278407 Generator_loss: 2.27742
[INFO] 2021-02-13 02:48:14 > Step: 312700 Progress: 62.5% Elapsed: 1 day, 10:18:36 temperature: no ada_p: No Discriminator_loss: 0.243034 Generator_loss: 2.69123
[INFO] 2021-02-13 02:49:18 > Step: 312800 Progress: 62.6% Elapsed: 1 day, 10:19:40 temperature: no ada_p: No Discriminator_loss: 0.272487 Generator_loss: 1.82852
[INFO] 2021-02-13 02:50:23 > Step: 312900 Progress: 62.6% Elapsed: 1 day, 10:20:44 temperature: no ada_p: No Discriminator_loss: 0.199311 Generator_loss: 1.7135
[INFO] 2021-02-13 02:51:26 > Step: 313000 Progress: 62.6% Elapsed: 1 day, 10:21:48 temperature: no ada_p: No Discriminator_loss: 0.191952 Generator_loss: 1.83058
[INFO] 2021-02-13 02:52:30 > Step: 313100 Progress: 62.6% Elapsed: 1 day, 10:22:52 temperature: no ada_p: No Discriminator_loss: 0.323107 Generator_loss: 2.73942
[INFO] 2021-02-13 02:53:34 > Step: 313200 Progress: 62.6% Elapsed: 1 day, 10:23:56 temperature: no ada_p: No Discriminator_loss: 0.316949 Generator_loss: 1.57493
[INFO] 2021-02-13 02:54:38 > Step: 313300 Progress: 62.7% Elapsed: 1 day, 10:25:00 temperature: no ada_p: No Discriminator_loss: 0.178342 Generator_loss: 2.33997
[INFO] 2021-02-13 02:55:42 > Step: 313400 Progress: 62.7% Elapsed: 1 day, 10:26:04 temperature: no ada_p: No Discriminator_loss: 0.21607 Generator_loss: 2.18388
[INFO] 2021-02-13 02:56:47 > Step: 313500 Progress: 62.7% Elapsed: 1 day, 10:27:08 temperature: no ada_p: No Discriminator_loss: 0.403809 Generator_loss: 1.82
[INFO] 2021-02-13 02:58:10 > Step: 313600 Progress: 62.7% Elapsed: 1 day, 10:28:31 temperature: no ada_p: No Discriminator_loss: 0.231707 Generator_loss: 2.01937
[INFO] 2021-02-13 02:59:14 > Step: 313700 Progress: 62.7% Elapsed: 1 day, 10:29:36 temperature: no ada_p: No Discriminator_loss: 0.235646 Generator_loss: 1.93093
[INFO] 2021-02-13 03:00:19 > Step: 313800 Progress: 62.8% Elapsed: 1 day, 10:30:40 temperature: no ada_p: No Discriminator_loss: 0.300279 Generator_loss: 1.53074
[INFO] 2021-02-13 03:01:23 > Step: 313900 Progress: 62.8% Elapsed: 1 day, 10:31:45 temperature: no ada_p: No Discriminator_loss: 0.268913 Generator_loss: 2.07212
[INFO] 2021-02-13 03:02:28 > Step: 314000 Progress: 62.8% Elapsed: 1 day, 10:32:49 temperature: no ada_p: No Discriminator_loss: 0.401991 Generator_loss: 1.69546
[INFO] 2021-02-13 03:02:28 > Start Evaluation (314000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 03:02:28 > Calculating FID Score....
[INFO] 2021-02-13 03:03:10 > Calculating Inception Score....
[INFO] 2021-02-13 03:03:34 > Calculate F_beta Score....
[INFO] 2021-02-13 03:10:33 > Calculate Accuracies....
[INFO] 2021-02-13 03:10:56 > Calculate Accuracies....
[INFO] 2021-02-13 03:14:34 > F_8 score (Step: 314000, Using valid images): 0.8851027174985315
[INFO] 2021-02-13 03:14:34 > F_1/8 score (Step: 314000, Using valid images): 0.9183652601688768
[INFO] 2021-02-13 03:14:34 > FID score (Step: 314000, Using valid moments): 33.1060172795091
[INFO] 2021-02-13 03:14:34 > Inception score (Step: 314000, 50000 generated images): 26.285789489746094
[INFO] 2021-02-13 03:14:34 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 03:14:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 03:15:49 > Step: 314100 Progress: 62.8% Elapsed: 1 day, 10:46:10 temperature: no ada_p: No Discriminator_loss: 0.369409 Generator_loss: 1.45977
[INFO] 2021-02-13 03:16:53 > Step: 314200 Progress: 62.8% Elapsed: 1 day, 10:47:15 temperature: no ada_p: No Discriminator_loss: 0.258071 Generator_loss: 1.72078
[INFO] 2021-02-13 03:17:57 > Step: 314300 Progress: 62.9% Elapsed: 1 day, 10:48:19 temperature: no ada_p: No Discriminator_loss: 0.228497 Generator_loss: 1.6296
[INFO] 2021-02-13 03:19:01 > Step: 314400 Progress: 62.9% Elapsed: 1 day, 10:49:23 temperature: no ada_p: No Discriminator_loss: 0.302505 Generator_loss: 2.55167
[INFO] 2021-02-13 03:20:05 > Step: 314500 Progress: 62.9% Elapsed: 1 day, 10:50:27 temperature: no ada_p: No Discriminator_loss: 0.247995 Generator_loss: 2.13464
[INFO] 2021-02-13 03:21:11 > Step: 314600 Progress: 62.9% Elapsed: 1 day, 10:51:33 temperature: no ada_p: No Discriminator_loss: 0.171682 Generator_loss: 1.80863
[INFO] 2021-02-13 03:22:34 > Step: 314700 Progress: 62.9% Elapsed: 1 day, 10:52:56 temperature: no ada_p: No Discriminator_loss: 0.317088 Generator_loss: 2.59973
[INFO] 2021-02-13 03:23:39 > Step: 314800 Progress: 63.0% Elapsed: 1 day, 10:54:00 temperature: no ada_p: No Discriminator_loss: 0.156383 Generator_loss: 1.66531
[INFO] 2021-02-13 03:24:43 > Step: 314900 Progress: 63.0% Elapsed: 1 day, 10:55:05 temperature: no ada_p: No Discriminator_loss: 0.394525 Generator_loss: 1.02744
[INFO] 2021-02-13 03:25:48 > Step: 315000 Progress: 63.0% Elapsed: 1 day, 10:56:10 temperature: no ada_p: No Discriminator_loss: 0.264219 Generator_loss: 2.18157
[INFO] 2021-02-13 03:26:53 > Step: 315100 Progress: 63.0% Elapsed: 1 day, 10:57:14 temperature: no ada_p: No Discriminator_loss: 0.292527 Generator_loss: 2.56204
[INFO] 2021-02-13 03:27:57 > Step: 315200 Progress: 63.0% Elapsed: 1 day, 10:58:19 temperature: no ada_p: No Discriminator_loss: 0.257418 Generator_loss: 2.32862
[INFO] 2021-02-13 03:29:02 > Step: 315300 Progress: 63.1% Elapsed: 1 day, 10:59:24 temperature: no ada_p: No Discriminator_loss: 0.242125 Generator_loss: 1.57712
[INFO] 2021-02-13 03:30:07 > Step: 315400 Progress: 63.1% Elapsed: 1 day, 11:00:28 temperature: no ada_p: No Discriminator_loss: 0.199427 Generator_loss: 2.2548
[INFO] 2021-02-13 03:31:11 > Step: 315500 Progress: 63.1% Elapsed: 1 day, 11:01:33 temperature: no ada_p: No Discriminator_loss: 0.357428 Generator_loss: 1.5451
[INFO] 2021-02-13 03:32:16 > Step: 315600 Progress: 63.1% Elapsed: 1 day, 11:02:38 temperature: no ada_p: No Discriminator_loss: 0.184696 Generator_loss: 2.23401
[INFO] 2021-02-13 03:33:21 > Step: 315700 Progress: 63.1% Elapsed: 1 day, 11:03:42 temperature: no ada_p: No Discriminator_loss: 0.221113 Generator_loss: 1.61874
[INFO] 2021-02-13 03:34:25 > Step: 315800 Progress: 63.2% Elapsed: 1 day, 11:04:47 temperature: no ada_p: No Discriminator_loss: 0.379102 Generator_loss: 1.5713
[INFO] 2021-02-13 03:35:30 > Step: 315900 Progress: 63.2% Elapsed: 1 day, 11:05:52 temperature: no ada_p: No Discriminator_loss: 0.44728 Generator_loss: 1.40633
[INFO] 2021-02-13 03:36:35 > Step: 316000 Progress: 63.2% Elapsed: 1 day, 11:06:56 temperature: no ada_p: No Discriminator_loss: 0.45513 Generator_loss: 1.1784
[INFO] 2021-02-13 03:36:35 > Start Evaluation (316000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 03:36:35 > Calculating FID Score....
[INFO] 2021-02-13 03:37:17 > Calculating Inception Score....
[INFO] 2021-02-13 03:37:41 > Calculate F_beta Score....
[INFO] 2021-02-13 03:44:43 > Calculate Accuracies....
[INFO] 2021-02-13 03:45:06 > Calculate Accuracies....
[INFO] 2021-02-13 03:48:43 > F_8 score (Step: 316000, Using valid images): 0.8719596305647094
[INFO] 2021-02-13 03:48:43 > F_1/8 score (Step: 316000, Using valid images): 0.9266530941298632
[INFO] 2021-02-13 03:48:43 > FID score (Step: 316000, Using valid moments): 32.89082988857365
[INFO] 2021-02-13 03:48:43 > Inception score (Step: 316000, 50000 generated images): 26.51997184753418
[INFO] 2021-02-13 03:48:43 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 03:48:55 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 03:49:59 > Step: 316100 Progress: 63.2% Elapsed: 1 day, 11:20:21 temperature: no ada_p: No Discriminator_loss: 0.216447 Generator_loss: 2.23133
[INFO] 2021-02-13 03:51:03 > Step: 316200 Progress: 63.2% Elapsed: 1 day, 11:21:25 temperature: no ada_p: No Discriminator_loss: 0.287647 Generator_loss: 1.90556
[INFO] 2021-02-13 03:52:07 > Step: 316300 Progress: 63.3% Elapsed: 1 day, 11:22:29 temperature: no ada_p: No Discriminator_loss: 0.226018 Generator_loss: 2.57545
[INFO] 2021-02-13 03:53:11 > Step: 316400 Progress: 63.3% Elapsed: 1 day, 11:23:33 temperature: no ada_p: No Discriminator_loss: 0.198334 Generator_loss: 2.06646
[INFO] 2021-02-13 03:54:15 > Step: 316500 Progress: 63.3% Elapsed: 1 day, 11:24:37 temperature: no ada_p: No Discriminator_loss: 0.329677 Generator_loss: 1.58577
[INFO] 2021-02-13 03:55:19 > Step: 316600 Progress: 63.3% Elapsed: 1 day, 11:25:41 temperature: no ada_p: No Discriminator_loss: 0.20797 Generator_loss: 2.18453
[INFO] 2021-02-13 03:56:23 > Step: 316700 Progress: 63.3% Elapsed: 1 day, 11:26:45 temperature: no ada_p: No Discriminator_loss: 0.229882 Generator_loss: 2.51503
[INFO] 2021-02-13 03:57:27 > Step: 316800 Progress: 63.4% Elapsed: 1 day, 11:27:49 temperature: no ada_p: No Discriminator_loss: 0.254052 Generator_loss: 2.08549
[INFO] 2021-02-13 03:58:50 > Step: 316900 Progress: 63.4% Elapsed: 1 day, 11:29:11 temperature: no ada_p: No Discriminator_loss: 0.296376 Generator_loss: 1.53093
[INFO] 2021-02-13 03:59:54 > Step: 317000 Progress: 63.4% Elapsed: 1 day, 11:30:16 temperature: no ada_p: No Discriminator_loss: 0.512375 Generator_loss: 1.37186
[INFO] 2021-02-13 04:00:59 > Step: 317100 Progress: 63.4% Elapsed: 1 day, 11:31:20 temperature: no ada_p: No Discriminator_loss: 0.300731 Generator_loss: 1.46998
[INFO] 2021-02-13 04:02:05 > Step: 317200 Progress: 63.4% Elapsed: 1 day, 11:32:26 temperature: no ada_p: No Discriminator_loss: 0.228151 Generator_loss: 1.84347
[INFO] 2021-02-13 04:03:09 > Step: 317300 Progress: 63.5% Elapsed: 1 day, 11:33:31 temperature: no ada_p: No Discriminator_loss: 0.340297 Generator_loss: 1.64968
[INFO] 2021-02-13 04:04:14 > Step: 317400 Progress: 63.5% Elapsed: 1 day, 11:34:35 temperature: no ada_p: No Discriminator_loss: 0.29306 Generator_loss: 2.4848
[INFO] 2021-02-13 04:05:18 > Step: 317500 Progress: 63.5% Elapsed: 1 day, 11:35:40 temperature: no ada_p: No Discriminator_loss: 0.272308 Generator_loss: 2.45832
[INFO] 2021-02-13 04:06:23 > Step: 317600 Progress: 63.5% Elapsed: 1 day, 11:36:44 temperature: no ada_p: No Discriminator_loss: 0.198695 Generator_loss: 1.78784
[INFO] 2021-02-13 04:07:27 > Step: 317700 Progress: 63.5% Elapsed: 1 day, 11:37:49 temperature: no ada_p: No Discriminator_loss: 0.220992 Generator_loss: 2.5353
[INFO] 2021-02-13 04:08:31 > Step: 317800 Progress: 63.6% Elapsed: 1 day, 11:38:53 temperature: no ada_p: No Discriminator_loss: 0.244015 Generator_loss: 2.03037
[INFO] 2021-02-13 04:09:36 > Step: 317900 Progress: 63.6% Elapsed: 1 day, 11:39:58 temperature: no ada_p: No Discriminator_loss: 0.211489 Generator_loss: 2.70584
[INFO] 2021-02-13 04:10:41 > Step: 318000 Progress: 63.6% Elapsed: 1 day, 11:41:02 temperature: no ada_p: No Discriminator_loss: 0.347651 Generator_loss: 2.73205
[INFO] 2021-02-13 04:10:41 > Start Evaluation (318000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 04:10:41 > Calculating FID Score....
[INFO] 2021-02-13 04:11:23 > Calculating Inception Score....
[INFO] 2021-02-13 04:11:47 > Calculate F_beta Score....
[INFO] 2021-02-13 04:18:44 > Calculate Accuracies....
[INFO] 2021-02-13 04:19:07 > Calculate Accuracies....
[INFO] 2021-02-13 04:22:45 > F_8 score (Step: 318000, Using valid images): 0.8866364613449703
[INFO] 2021-02-13 04:22:45 > F_1/8 score (Step: 318000, Using valid images): 0.9174467832880306
[INFO] 2021-02-13 04:22:45 > FID score (Step: 318000, Using valid moments): 33.9956357399866
[INFO] 2021-02-13 04:22:45 > Inception score (Step: 318000, 50000 generated images): 26.567594528198242
[INFO] 2021-02-13 04:22:45 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 04:22:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 04:24:00 > Step: 318100 Progress: 63.6% Elapsed: 1 day, 11:54:22 temperature: no ada_p: No Discriminator_loss: 0.203934 Generator_loss: 1.67814
[INFO] 2021-02-13 04:25:04 > Step: 318200 Progress: 63.6% Elapsed: 1 day, 11:55:26 temperature: no ada_p: No Discriminator_loss: 0.424775 Generator_loss: 2.4292
[INFO] 2021-02-13 04:26:08 > Step: 318300 Progress: 63.7% Elapsed: 1 day, 11:56:30 temperature: no ada_p: No Discriminator_loss: 0.340152 Generator_loss: 2.58515
[INFO] 2021-02-13 04:27:12 > Step: 318400 Progress: 63.7% Elapsed: 1 day, 11:57:34 temperature: no ada_p: No Discriminator_loss: 0.409168 Generator_loss: 1.61148
[INFO] 2021-02-13 04:28:35 > Step: 318500 Progress: 63.7% Elapsed: 1 day, 11:58:57 temperature: no ada_p: No Discriminator_loss: 0.333765 Generator_loss: 1.45521
[INFO] 2021-02-13 04:29:40 > Step: 318600 Progress: 63.7% Elapsed: 1 day, 12:00:01 temperature: no ada_p: No Discriminator_loss: 0.22602 Generator_loss: 1.87665
[INFO] 2021-02-13 04:30:44 > Step: 318700 Progress: 63.7% Elapsed: 1 day, 12:01:06 temperature: no ada_p: No Discriminator_loss: 0.215494 Generator_loss: 1.96735
[INFO] 2021-02-13 04:31:49 > Step: 318800 Progress: 63.8% Elapsed: 1 day, 12:02:11 temperature: no ada_p: No Discriminator_loss: 0.310678 Generator_loss: 1.69562
[INFO] 2021-02-13 04:32:54 > Step: 318900 Progress: 63.8% Elapsed: 1 day, 12:03:15 temperature: no ada_p: No Discriminator_loss: 0.23759 Generator_loss: 2.36542
[INFO] 2021-02-13 04:33:58 > Step: 319000 Progress: 63.8% Elapsed: 1 day, 12:04:20 temperature: no ada_p: No Discriminator_loss: 0.279406 Generator_loss: 1.75039
[INFO] 2021-02-13 04:35:03 > Step: 319100 Progress: 63.8% Elapsed: 1 day, 12:05:24 temperature: no ada_p: No Discriminator_loss: 0.216836 Generator_loss: 2.03896
[INFO] 2021-02-13 04:36:07 > Step: 319200 Progress: 63.8% Elapsed: 1 day, 12:06:29 temperature: no ada_p: No Discriminator_loss: 0.274166 Generator_loss: 1.56281
[INFO] 2021-02-13 04:37:12 > Step: 319300 Progress: 63.9% Elapsed: 1 day, 12:07:33 temperature: no ada_p: No Discriminator_loss: 0.240248 Generator_loss: 2.11747
[INFO] 2021-02-13 04:38:16 > Step: 319400 Progress: 63.9% Elapsed: 1 day, 12:08:38 temperature: no ada_p: No Discriminator_loss: 0.167808 Generator_loss: 2.40092
[INFO] 2021-02-13 04:39:21 > Step: 319500 Progress: 63.9% Elapsed: 1 day, 12:09:43 temperature: no ada_p: No Discriminator_loss: 0.218305 Generator_loss: 2.07222
[INFO] 2021-02-13 04:40:25 > Step: 319600 Progress: 63.9% Elapsed: 1 day, 12:10:47 temperature: no ada_p: No Discriminator_loss: 0.262931 Generator_loss: 1.75436
[INFO] 2021-02-13 04:41:32 > Step: 319700 Progress: 63.9% Elapsed: 1 day, 12:11:53 temperature: no ada_p: No Discriminator_loss: 0.235651 Generator_loss: 2.37958
[INFO] 2021-02-13 04:42:36 > Step: 319800 Progress: 64.0% Elapsed: 1 day, 12:12:58 temperature: no ada_p: No Discriminator_loss: 0.28664 Generator_loss: 1.19246
[INFO] 2021-02-13 04:43:41 > Step: 319900 Progress: 64.0% Elapsed: 1 day, 12:14:03 temperature: no ada_p: No Discriminator_loss: 0.318715 Generator_loss: 2.52974
[INFO] 2021-02-13 04:44:46 > Step: 320000 Progress: 64.0% Elapsed: 1 day, 12:15:07 temperature: no ada_p: No Discriminator_loss: 0.325888 Generator_loss: 1.95864
[INFO] 2021-02-13 04:44:46 > Start Evaluation (320000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 04:44:46 > Calculating FID Score....
[INFO] 2021-02-13 04:45:29 > Calculating Inception Score....
[INFO] 2021-02-13 04:45:55 > Calculate F_beta Score....
[INFO] 2021-02-13 04:53:02 > Calculate Accuracies....
[INFO] 2021-02-13 04:53:25 > Calculate Accuracies....
[INFO] 2021-02-13 04:57:05 > F_8 score (Step: 320000, Using valid images): 0.8861931122083541
[INFO] 2021-02-13 04:57:05 > F_1/8 score (Step: 320000, Using valid images): 0.9206669775253288
[INFO] 2021-02-13 04:57:05 > FID score (Step: 320000, Using valid moments): 32.46590026774368
[INFO] 2021-02-13 04:57:05 > Inception score (Step: 320000, 50000 generated images): 26.71047019958496
[INFO] 2021-02-13 04:57:05 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 04:57:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 04:58:21 > Step: 320100 Progress: 64.0% Elapsed: 1 day, 12:28:43 temperature: no ada_p: No Discriminator_loss: 0.185591 Generator_loss: 2.05478
[INFO] 2021-02-13 04:59:25 > Step: 320200 Progress: 64.0% Elapsed: 1 day, 12:29:47 temperature: no ada_p: No Discriminator_loss: 0.338188 Generator_loss: 2.78211
[INFO] 2021-02-13 05:00:29 > Step: 320300 Progress: 64.1% Elapsed: 1 day, 12:30:51 temperature: no ada_p: No Discriminator_loss: 0.277238 Generator_loss: 2.70389
[INFO] 2021-02-13 05:01:33 > Step: 320400 Progress: 64.1% Elapsed: 1 day, 12:31:55 temperature: no ada_p: No Discriminator_loss: 0.262334 Generator_loss: 1.53575
[INFO] 2021-02-13 05:02:37 > Step: 320500 Progress: 64.1% Elapsed: 1 day, 12:32:59 temperature: no ada_p: No Discriminator_loss: 0.220393 Generator_loss: 2.18405
[INFO] 2021-02-13 05:03:41 > Step: 320600 Progress: 64.1% Elapsed: 1 day, 12:34:03 temperature: no ada_p: No Discriminator_loss: 0.337117 Generator_loss: 2.79446
[INFO] 2021-02-13 05:04:45 > Step: 320700 Progress: 64.1% Elapsed: 1 day, 12:35:07 temperature: no ada_p: No Discriminator_loss: 0.202907 Generator_loss: 2.12575
[INFO] 2021-02-13 05:05:49 > Step: 320800 Progress: 64.2% Elapsed: 1 day, 12:36:11 temperature: no ada_p: No Discriminator_loss: 0.15651 Generator_loss: 2.3584
[INFO] 2021-02-13 05:06:53 > Step: 320900 Progress: 64.2% Elapsed: 1 day, 12:37:15 temperature: no ada_p: No Discriminator_loss: 0.239754 Generator_loss: 1.90401
[INFO] 2021-02-13 05:07:57 > Step: 321000 Progress: 64.2% Elapsed: 1 day, 12:38:19 temperature: no ada_p: No Discriminator_loss: 0.51182 Generator_loss: 1.30464
[INFO] 2021-02-13 05:09:01 > Step: 321100 Progress: 64.2% Elapsed: 1 day, 12:39:23 temperature: no ada_p: No Discriminator_loss: 0.421822 Generator_loss: 2.55554
[INFO] 2021-02-13 05:10:05 > Step: 321200 Progress: 64.2% Elapsed: 1 day, 12:40:27 temperature: no ada_p: No Discriminator_loss: 0.368028 Generator_loss: 1.34111
[INFO] 2021-02-13 05:11:10 > Step: 321300 Progress: 64.3% Elapsed: 1 day, 12:41:31 temperature: no ada_p: No Discriminator_loss: 0.244529 Generator_loss: 1.55197
[INFO] 2021-02-13 05:12:14 > Step: 321400 Progress: 64.3% Elapsed: 1 day, 12:42:35 temperature: no ada_p: No Discriminator_loss: 0.193131 Generator_loss: 2.58773
[INFO] 2021-02-13 05:13:18 > Step: 321500 Progress: 64.3% Elapsed: 1 day, 12:43:39 temperature: no ada_p: No Discriminator_loss: 0.207422 Generator_loss: 2.36819
[INFO] 2021-02-13 05:14:22 > Step: 321600 Progress: 64.3% Elapsed: 1 day, 12:44:44 temperature: no ada_p: No Discriminator_loss: 0.272691 Generator_loss: 2.00204
[INFO] 2021-02-13 05:15:26 > Step: 321700 Progress: 64.3% Elapsed: 1 day, 12:45:48 temperature: no ada_p: No Discriminator_loss: 0.359128 Generator_loss: 1.88658
[INFO] 2021-02-13 05:16:30 > Step: 321800 Progress: 64.4% Elapsed: 1 day, 12:46:52 temperature: no ada_p: No Discriminator_loss: 0.27135 Generator_loss: 2.33729
[INFO] 2021-02-13 05:17:34 > Step: 321900 Progress: 64.4% Elapsed: 1 day, 12:47:56 temperature: no ada_p: No Discriminator_loss: 0.387269 Generator_loss: 1.55153
[INFO] 2021-02-13 05:18:39 > Step: 322000 Progress: 64.4% Elapsed: 1 day, 12:49:01 temperature: no ada_p: No Discriminator_loss: 0.260207 Generator_loss: 2.38245
[INFO] 2021-02-13 05:18:39 > Start Evaluation (322000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 05:18:39 > Calculating FID Score....
[INFO] 2021-02-13 05:19:53 > Calculating Inception Score....
[INFO] 2021-02-13 05:20:18 > Calculate F_beta Score....
[INFO] 2021-02-13 05:27:30 > Calculate Accuracies....
[INFO] 2021-02-13 05:27:53 > Calculate Accuracies....
[INFO] 2021-02-13 05:31:30 > F_8 score (Step: 322000, Using valid images): 0.8819279545453174
[INFO] 2021-02-13 05:31:30 > F_1/8 score (Step: 322000, Using valid images): 0.9190663758255612
[INFO] 2021-02-13 05:31:30 > FID score (Step: 322000, Using valid moments): 33.003648296989184
[INFO] 2021-02-13 05:31:30 > Inception score (Step: 322000, 50000 generated images): 26.98537254333496
[INFO] 2021-02-13 05:31:30 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 05:31:41 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 05:32:45 > Step: 322100 Progress: 64.4% Elapsed: 1 day, 13:03:07 temperature: no ada_p: No Discriminator_loss: 0.233563 Generator_loss: 1.86574
[INFO] 2021-02-13 05:33:51 > Step: 322200 Progress: 64.4% Elapsed: 1 day, 13:04:13 temperature: no ada_p: No Discriminator_loss: 0.543261 Generator_loss: 1.33525
[INFO] 2021-02-13 05:34:55 > Step: 322300 Progress: 64.5% Elapsed: 1 day, 13:05:17 temperature: no ada_p: No Discriminator_loss: 0.24295 Generator_loss: 1.59582
[INFO] 2021-02-13 05:35:59 > Step: 322400 Progress: 64.5% Elapsed: 1 day, 13:06:21 temperature: no ada_p: No Discriminator_loss: 0.196968 Generator_loss: 1.77494
[INFO] 2021-02-13 05:37:03 > Step: 322500 Progress: 64.5% Elapsed: 1 day, 13:07:25 temperature: no ada_p: No Discriminator_loss: 0.414613 Generator_loss: 2.67422
[INFO] 2021-02-13 05:38:07 > Step: 322600 Progress: 64.5% Elapsed: 1 day, 13:08:29 temperature: no ada_p: No Discriminator_loss: 0.24273 Generator_loss: 2.57675
[INFO] 2021-02-13 05:39:11 > Step: 322700 Progress: 64.5% Elapsed: 1 day, 13:09:33 temperature: no ada_p: No Discriminator_loss: 0.430159 Generator_loss: 1.62572
[INFO] 2021-02-13 05:40:15 > Step: 322800 Progress: 64.6% Elapsed: 1 day, 13:10:37 temperature: no ada_p: No Discriminator_loss: 0.273392 Generator_loss: 1.92532
[INFO] 2021-02-13 05:41:19 > Step: 322900 Progress: 64.6% Elapsed: 1 day, 13:11:41 temperature: no ada_p: No Discriminator_loss: 0.345507 Generator_loss: 2.07723
[INFO] 2021-02-13 05:42:23 > Step: 323000 Progress: 64.6% Elapsed: 1 day, 13:12:45 temperature: no ada_p: No Discriminator_loss: 0.207681 Generator_loss: 2.32268
[INFO] 2021-02-13 05:43:27 > Step: 323100 Progress: 64.6% Elapsed: 1 day, 13:13:49 temperature: no ada_p: No Discriminator_loss: 0.258094 Generator_loss: 2.24909
[INFO] 2021-02-13 05:44:32 > Step: 323200 Progress: 64.6% Elapsed: 1 day, 13:14:53 temperature: no ada_p: No Discriminator_loss: 0.331188 Generator_loss: 1.34415
[INFO] 2021-02-13 05:45:35 > Step: 323300 Progress: 64.7% Elapsed: 1 day, 13:15:57 temperature: no ada_p: No Discriminator_loss: 0.227134 Generator_loss: 2.0011
[INFO] 2021-02-13 05:46:39 > Step: 323400 Progress: 64.7% Elapsed: 1 day, 13:17:01 temperature: no ada_p: No Discriminator_loss: 0.246166 Generator_loss: 1.97636
[INFO] 2021-02-13 05:47:44 > Step: 323500 Progress: 64.7% Elapsed: 1 day, 13:18:05 temperature: no ada_p: No Discriminator_loss: 0.365282 Generator_loss: 0.844972
[INFO] 2021-02-13 05:48:48 > Step: 323600 Progress: 64.7% Elapsed: 1 day, 13:19:09 temperature: no ada_p: No Discriminator_loss: 0.258937 Generator_loss: 1.53724
[INFO] 2021-02-13 05:49:52 > Step: 323700 Progress: 64.7% Elapsed: 1 day, 13:20:14 temperature: no ada_p: No Discriminator_loss: 0.300524 Generator_loss: 1.79083
[INFO] 2021-02-13 05:50:56 > Step: 323800 Progress: 64.8% Elapsed: 1 day, 13:21:18 temperature: no ada_p: No Discriminator_loss: 0.212549 Generator_loss: 2.14575
[INFO] 2021-02-13 05:52:00 > Step: 323900 Progress: 64.8% Elapsed: 1 day, 13:22:22 temperature: no ada_p: No Discriminator_loss: 0.225016 Generator_loss: 2.34542
[INFO] 2021-02-13 05:53:04 > Step: 324000 Progress: 64.8% Elapsed: 1 day, 13:23:26 temperature: no ada_p: No Discriminator_loss: 0.31557 Generator_loss: 1.54391
[INFO] 2021-02-13 05:53:04 > Start Evaluation (324000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 05:53:04 > Calculating FID Score....
[INFO] 2021-02-13 05:54:04 > Calculating Inception Score....
[INFO] 2021-02-13 05:54:27 > Calculate F_beta Score....
[INFO] 2021-02-13 06:01:32 > Calculate Accuracies....
[INFO] 2021-02-13 06:01:55 > Calculate Accuracies....
[INFO] 2021-02-13 06:05:33 > F_8 score (Step: 324000, Using valid images): 0.8818110219397807
[INFO] 2021-02-13 06:05:33 > F_1/8 score (Step: 324000, Using valid images): 0.9186663995109742
[INFO] 2021-02-13 06:05:33 > FID score (Step: 324000, Using valid moments): 32.36002783369952
[INFO] 2021-02-13 06:05:33 > Inception score (Step: 324000, 50000 generated images): 26.18992805480957
[INFO] 2021-02-13 06:05:33 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 06:05:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 06:06:48 > Step: 324100 Progress: 64.8% Elapsed: 1 day, 13:37:10 temperature: no ada_p: No Discriminator_loss: 0.338652 Generator_loss: 1.49352
[INFO] 2021-02-13 06:07:52 > Step: 324200 Progress: 64.8% Elapsed: 1 day, 13:38:14 temperature: no ada_p: No Discriminator_loss: 0.357709 Generator_loss: 1.39955
[INFO] 2021-02-13 06:08:56 > Step: 324300 Progress: 64.9% Elapsed: 1 day, 13:39:18 temperature: no ada_p: No Discriminator_loss: 0.270887 Generator_loss: 1.52383
[INFO] 2021-02-13 06:10:00 > Step: 324400 Progress: 64.9% Elapsed: 1 day, 13:40:22 temperature: no ada_p: No Discriminator_loss: 0.245713 Generator_loss: 1.82077
[INFO] 2021-02-13 06:11:04 > Step: 324500 Progress: 64.9% Elapsed: 1 day, 13:41:26 temperature: no ada_p: No Discriminator_loss: 0.428843 Generator_loss: 1.41918
[INFO] 2021-02-13 06:12:08 > Step: 324600 Progress: 64.9% Elapsed: 1 day, 13:42:30 temperature: no ada_p: No Discriminator_loss: 0.364406 Generator_loss: 1.87362
[INFO] 2021-02-13 06:13:14 > Step: 324700 Progress: 64.9% Elapsed: 1 day, 13:43:36 temperature: no ada_p: No Discriminator_loss: 0.148054 Generator_loss: 1.8727
[INFO] 2021-02-13 06:14:18 > Step: 324800 Progress: 65.0% Elapsed: 1 day, 13:44:40 temperature: no ada_p: No Discriminator_loss: 0.175173 Generator_loss: 2.09128
[INFO] 2021-02-13 06:15:23 > Step: 324900 Progress: 65.0% Elapsed: 1 day, 13:45:44 temperature: no ada_p: No Discriminator_loss: 0.463641 Generator_loss: 2.50076
[INFO] 2021-02-13 06:16:27 > Step: 325000 Progress: 65.0% Elapsed: 1 day, 13:46:48 temperature: no ada_p: No Discriminator_loss: 0.187096 Generator_loss: 1.73984
[INFO] 2021-02-13 06:17:31 > Step: 325100 Progress: 65.0% Elapsed: 1 day, 13:47:52 temperature: no ada_p: No Discriminator_loss: 0.26308 Generator_loss: 2.58548
[INFO] 2021-02-13 06:18:35 > Step: 325200 Progress: 65.0% Elapsed: 1 day, 13:48:56 temperature: no ada_p: No Discriminator_loss: 0.251149 Generator_loss: 1.89271
[INFO] 2021-02-13 06:19:39 > Step: 325300 Progress: 65.1% Elapsed: 1 day, 13:50:00 temperature: no ada_p: No Discriminator_loss: 0.619672 Generator_loss: 1.17922
[INFO] 2021-02-13 06:20:43 > Step: 325400 Progress: 65.1% Elapsed: 1 day, 13:51:05 temperature: no ada_p: No Discriminator_loss: 0.367519 Generator_loss: 1.68442
[INFO] 2021-02-13 06:21:47 > Step: 325500 Progress: 65.1% Elapsed: 1 day, 13:52:09 temperature: no ada_p: No Discriminator_loss: 0.320234 Generator_loss: 2.59999
[INFO] 2021-02-13 06:22:51 > Step: 325600 Progress: 65.1% Elapsed: 1 day, 13:53:13 temperature: no ada_p: No Discriminator_loss: 0.304987 Generator_loss: 1.55867
[INFO] 2021-02-13 06:23:55 > Step: 325700 Progress: 65.1% Elapsed: 1 day, 13:54:17 temperature: no ada_p: No Discriminator_loss: 0.210456 Generator_loss: 2.4584
[INFO] 2021-02-13 06:24:59 > Step: 325800 Progress: 65.2% Elapsed: 1 day, 13:55:21 temperature: no ada_p: No Discriminator_loss: 0.268062 Generator_loss: 2.19271
[INFO] 2021-02-13 06:26:03 > Step: 325900 Progress: 65.2% Elapsed: 1 day, 13:56:25 temperature: no ada_p: No Discriminator_loss: 0.191026 Generator_loss: 2.10163
[INFO] 2021-02-13 06:27:07 > Step: 326000 Progress: 65.2% Elapsed: 1 day, 13:57:29 temperature: no ada_p: No Discriminator_loss: 0.219682 Generator_loss: 2.15683
[INFO] 2021-02-13 06:27:07 > Start Evaluation (326000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 06:27:07 > Calculating FID Score....
[INFO] 2021-02-13 06:28:07 > Calculating Inception Score....
[INFO] 2021-02-13 06:28:31 > Calculate F_beta Score....
[INFO] 2021-02-13 06:35:46 > Calculate Accuracies....
[INFO] 2021-02-13 06:36:09 > Calculate Accuracies....
[INFO] 2021-02-13 06:39:46 > F_8 score (Step: 326000, Using valid images): 0.8839187094872745
[INFO] 2021-02-13 06:39:46 > F_1/8 score (Step: 326000, Using valid images): 0.9147445202172896
[INFO] 2021-02-13 06:39:46 > FID score (Step: 326000, Using valid moments): 32.50643165470956
[INFO] 2021-02-13 06:39:46 > Inception score (Step: 326000, 50000 generated images): 27.043216705322266
[INFO] 2021-02-13 06:39:46 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 06:39:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 06:41:02 > Step: 326100 Progress: 65.2% Elapsed: 1 day, 14:11:23 temperature: no ada_p: No Discriminator_loss: 0.164596 Generator_loss: 1.96236
[INFO] 2021-02-13 06:42:06 > Step: 326200 Progress: 65.2% Elapsed: 1 day, 14:12:27 temperature: no ada_p: No Discriminator_loss: 0.172224 Generator_loss: 2.0147
[INFO] 2021-02-13 06:43:10 > Step: 326300 Progress: 65.3% Elapsed: 1 day, 14:13:31 temperature: no ada_p: No Discriminator_loss: 0.190724 Generator_loss: 2.00037
[INFO] 2021-02-13 06:44:14 > Step: 326400 Progress: 65.3% Elapsed: 1 day, 14:14:36 temperature: no ada_p: No Discriminator_loss: 0.221543 Generator_loss: 1.86981
[INFO] 2021-02-13 06:45:18 > Step: 326500 Progress: 65.3% Elapsed: 1 day, 14:15:40 temperature: no ada_p: No Discriminator_loss: 0.221835 Generator_loss: 2.36116
[INFO] 2021-02-13 06:46:22 > Step: 326600 Progress: 65.3% Elapsed: 1 day, 14:16:44 temperature: no ada_p: No Discriminator_loss: 0.333448 Generator_loss: 2.8753
[INFO] 2021-02-13 06:47:26 > Step: 326700 Progress: 65.3% Elapsed: 1 day, 14:17:48 temperature: no ada_p: No Discriminator_loss: 0.361227 Generator_loss: 1.69637
[INFO] 2021-02-13 06:48:30 > Step: 326800 Progress: 65.4% Elapsed: 1 day, 14:18:52 temperature: no ada_p: No Discriminator_loss: 0.320991 Generator_loss: 1.24692
[INFO] 2021-02-13 06:49:35 > Step: 326900 Progress: 65.4% Elapsed: 1 day, 14:19:56 temperature: no ada_p: No Discriminator_loss: 0.191718 Generator_loss: 1.85596
[INFO] 2021-02-13 06:50:39 > Step: 327000 Progress: 65.4% Elapsed: 1 day, 14:21:00 temperature: no ada_p: No Discriminator_loss: 0.240711 Generator_loss: 2.65496
[INFO] 2021-02-13 06:51:43 > Step: 327100 Progress: 65.4% Elapsed: 1 day, 14:22:05 temperature: no ada_p: No Discriminator_loss: 0.238279 Generator_loss: 2.17956
[INFO] 2021-02-13 06:52:49 > Step: 327200 Progress: 65.4% Elapsed: 1 day, 14:23:11 temperature: no ada_p: No Discriminator_loss: 0.304015 Generator_loss: 1.73585
[INFO] 2021-02-13 06:53:54 > Step: 327300 Progress: 65.5% Elapsed: 1 day, 14:24:15 temperature: no ada_p: No Discriminator_loss: 0.18114 Generator_loss: 2.04924
[INFO] 2021-02-13 06:54:58 > Step: 327400 Progress: 65.5% Elapsed: 1 day, 14:25:20 temperature: no ada_p: No Discriminator_loss: 0.268439 Generator_loss: 2.52797
[INFO] 2021-02-13 06:56:02 > Step: 327500 Progress: 65.5% Elapsed: 1 day, 14:26:24 temperature: no ada_p: No Discriminator_loss: 0.218813 Generator_loss: 2.11468
[INFO] 2021-02-13 06:57:06 > Step: 327600 Progress: 65.5% Elapsed: 1 day, 14:27:28 temperature: no ada_p: No Discriminator_loss: 0.555589 Generator_loss: 1.01321
[INFO] 2021-02-13 06:58:10 > Step: 327700 Progress: 65.5% Elapsed: 1 day, 14:28:32 temperature: no ada_p: No Discriminator_loss: 0.179782 Generator_loss: 2.47817
[INFO] 2021-02-13 06:59:14 > Step: 327800 Progress: 65.6% Elapsed: 1 day, 14:29:36 temperature: no ada_p: No Discriminator_loss: 0.153691 Generator_loss: 2.27653
[INFO] 2021-02-13 07:00:18 > Step: 327900 Progress: 65.6% Elapsed: 1 day, 14:30:40 temperature: no ada_p: No Discriminator_loss: 0.237865 Generator_loss: 2.02707
[INFO] 2021-02-13 07:01:22 > Step: 328000 Progress: 65.6% Elapsed: 1 day, 14:31:44 temperature: no ada_p: No Discriminator_loss: 0.196428 Generator_loss: 2.12829
[INFO] 2021-02-13 07:01:22 > Start Evaluation (328000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 07:01:22 > Calculating FID Score....
[INFO] 2021-02-13 07:02:21 > Calculating Inception Score....
[INFO] 2021-02-13 07:02:44 > Calculate F_beta Score....
[INFO] 2021-02-13 07:09:53 > Calculate Accuracies....
[INFO] 2021-02-13 07:10:16 > Calculate Accuracies....
[INFO] 2021-02-13 07:13:55 > F_8 score (Step: 328000, Using valid images): 0.8846022621796908
[INFO] 2021-02-13 07:13:55 > F_1/8 score (Step: 328000, Using valid images): 0.9199616794329549
[INFO] 2021-02-13 07:13:55 > FID score (Step: 328000, Using valid moments): 32.745940001618976
[INFO] 2021-02-13 07:13:55 > Inception score (Step: 328000, 50000 generated images): 26.390151977539062
[INFO] 2021-02-13 07:13:55 > Best FID score (Step: 310000, Using valid moments): 32.212822467148044
[INFO] 2021-02-13 07:14:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 07:15:10 > Step: 328100 Progress: 65.6% Elapsed: 1 day, 14:45:32 temperature: no ada_p: No Discriminator_loss: 0.219429 Generator_loss: 2.49778
[INFO] 2021-02-13 07:16:15 > Step: 328200 Progress: 65.6% Elapsed: 1 day, 14:46:36 temperature: no ada_p: No Discriminator_loss: 0.336129 Generator_loss: 1.58847
[INFO] 2021-02-13 07:17:19 > Step: 328300 Progress: 65.7% Elapsed: 1 day, 14:47:40 temperature: no ada_p: No Discriminator_loss: 0.344021 Generator_loss: 1.79539
[INFO] 2021-02-13 07:18:24 > Step: 328400 Progress: 65.7% Elapsed: 1 day, 14:48:45 temperature: no ada_p: No Discriminator_loss: 0.275026 Generator_loss: 1.61821
[INFO] 2021-02-13 07:19:28 > Step: 328500 Progress: 65.7% Elapsed: 1 day, 14:49:49 temperature: no ada_p: No Discriminator_loss: 0.273487 Generator_loss: 2.30247
[INFO] 2021-02-13 07:20:32 > Step: 328600 Progress: 65.7% Elapsed: 1 day, 14:50:53 temperature: no ada_p: No Discriminator_loss: 0.275055 Generator_loss: 2.52838
[INFO] 2021-02-13 07:21:36 > Step: 328700 Progress: 65.7% Elapsed: 1 day, 14:51:58 temperature: no ada_p: No Discriminator_loss: 0.282919 Generator_loss: 1.46938
[INFO] 2021-02-13 07:22:40 > Step: 328800 Progress: 65.8% Elapsed: 1 day, 14:53:02 temperature: no ada_p: No Discriminator_loss: 0.261437 Generator_loss: 1.90459
[INFO] 2021-02-13 07:23:44 > Step: 328900 Progress: 65.8% Elapsed: 1 day, 14:54:06 temperature: no ada_p: No Discriminator_loss: 0.218479 Generator_loss: 2.35558
[INFO] 2021-02-13 07:24:48 > Step: 329000 Progress: 65.8% Elapsed: 1 day, 14:55:10 temperature: no ada_p: No Discriminator_loss: 0.252959 Generator_loss: 1.85665
[INFO] 2021-02-13 07:25:52 > Step: 329100 Progress: 65.8% Elapsed: 1 day, 14:56:14 temperature: no ada_p: No Discriminator_loss: 0.220127 Generator_loss: 2.17306
[INFO] 2021-02-13 07:26:57 > Step: 329200 Progress: 65.8% Elapsed: 1 day, 14:57:18 temperature: no ada_p: No Discriminator_loss: 0.172941 Generator_loss: 2.06695
[INFO] 2021-02-13 07:28:01 > Step: 329300 Progress: 65.9% Elapsed: 1 day, 14:58:22 temperature: no ada_p: No Discriminator_loss: 0.308784 Generator_loss: 1.63197
[INFO] 2021-02-13 07:29:05 > Step: 329400 Progress: 65.9% Elapsed: 1 day, 14:59:26 temperature: no ada_p: No Discriminator_loss: 0.20253 Generator_loss: 1.58161
[INFO] 2021-02-13 07:30:08 > Step: 329500 Progress: 65.9% Elapsed: 1 day, 15:00:30 temperature: no ada_p: No Discriminator_loss: 0.317148 Generator_loss: 1.37737
[INFO] 2021-02-13 07:31:12 > Step: 329600 Progress: 65.9% Elapsed: 1 day, 15:01:34 temperature: no ada_p: No Discriminator_loss: 0.25491 Generator_loss: 1.68362
[INFO] 2021-02-13 07:32:18 > Step: 329700 Progress: 65.9% Elapsed: 1 day, 15:02:40 temperature: no ada_p: No Discriminator_loss: 0.272248 Generator_loss: 2.24483
[INFO] 2021-02-13 07:33:23 > Step: 329800 Progress: 66.0% Elapsed: 1 day, 15:03:44 temperature: no ada_p: No Discriminator_loss: 0.19108 Generator_loss: 2.40394
[INFO] 2021-02-13 07:34:27 > Step: 329900 Progress: 66.0% Elapsed: 1 day, 15:04:48 temperature: no ada_p: No Discriminator_loss: 0.319373 Generator_loss: 1.89371
[INFO] 2021-02-13 07:35:31 > Step: 330000 Progress: 66.0% Elapsed: 1 day, 15:05:52 temperature: no ada_p: No Discriminator_loss: 0.378256 Generator_loss: 1.38876
[INFO] 2021-02-13 07:35:31 > Start Evaluation (330000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 07:35:31 > Calculating FID Score....
[INFO] 2021-02-13 07:36:31 > Calculating Inception Score....
[INFO] 2021-02-13 07:36:55 > Calculate F_beta Score....
[INFO] 2021-02-13 07:44:01 > Calculate Accuracies....
[INFO] 2021-02-13 07:44:24 > Calculate Accuracies....
[INFO] 2021-02-13 07:48:00 > F_8 score (Step: 330000, Using valid images): 0.8912180975707605
[INFO] 2021-02-13 07:48:00 > F_1/8 score (Step: 330000, Using valid images): 0.9229081021889278
[INFO] 2021-02-13 07:48:00 > FID score (Step: 330000, Using valid moments): 31.62968503372764
[INFO] 2021-02-13 07:48:00 > Inception score (Step: 330000, 50000 generated images): 26.733966827392578
[INFO] 2021-02-13 07:48:00 > Best FID score (Step: 330000, Using valid moments): 31.62968503372764
[INFO] 2021-02-13 07:48:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 07:49:27 > Step: 330100 Progress: 66.0% Elapsed: 1 day, 15:19:48 temperature: no ada_p: No Discriminator_loss: 0.192954 Generator_loss: 2.09964
[INFO] 2021-02-13 07:50:31 > Step: 330200 Progress: 66.0% Elapsed: 1 day, 15:20:53 temperature: no ada_p: No Discriminator_loss: 0.204249 Generator_loss: 1.76861
[INFO] 2021-02-13 07:51:35 > Step: 330300 Progress: 66.1% Elapsed: 1 day, 15:21:57 temperature: no ada_p: No Discriminator_loss: 0.279923 Generator_loss: 2.67403
[INFO] 2021-02-13 07:52:40 > Step: 330400 Progress: 66.1% Elapsed: 1 day, 15:23:01 temperature: no ada_p: No Discriminator_loss: 0.271224 Generator_loss: 1.19668
[INFO] 2021-02-13 07:53:44 > Step: 330500 Progress: 66.1% Elapsed: 1 day, 15:24:06 temperature: no ada_p: No Discriminator_loss: 0.153591 Generator_loss: 2.28243
[INFO] 2021-02-13 07:54:48 > Step: 330600 Progress: 66.1% Elapsed: 1 day, 15:25:10 temperature: no ada_p: No Discriminator_loss: 0.364495 Generator_loss: 1.3831
[INFO] 2021-02-13 07:55:52 > Step: 330700 Progress: 66.1% Elapsed: 1 day, 15:26:14 temperature: no ada_p: No Discriminator_loss: 0.215111 Generator_loss: 1.82755
[INFO] 2021-02-13 07:56:56 > Step: 330800 Progress: 66.2% Elapsed: 1 day, 15:27:18 temperature: no ada_p: No Discriminator_loss: 0.219873 Generator_loss: 1.50151
[INFO] 2021-02-13 07:58:00 > Step: 330900 Progress: 66.2% Elapsed: 1 day, 15:28:22 temperature: no ada_p: No Discriminator_loss: 0.22765 Generator_loss: 1.97854
[INFO] 2021-02-13 07:59:04 > Step: 331000 Progress: 66.2% Elapsed: 1 day, 15:29:26 temperature: no ada_p: No Discriminator_loss: 0.30365 Generator_loss: 1.65924
[INFO] 2021-02-13 08:00:08 > Step: 331100 Progress: 66.2% Elapsed: 1 day, 15:30:30 temperature: no ada_p: No Discriminator_loss: 0.227502 Generator_loss: 2.14512
[INFO] 2021-02-13 08:01:12 > Step: 331200 Progress: 66.2% Elapsed: 1 day, 15:31:34 temperature: no ada_p: No Discriminator_loss: 0.256706 Generator_loss: 2.15788
[INFO] 2021-02-13 08:02:16 > Step: 331300 Progress: 66.3% Elapsed: 1 day, 15:32:38 temperature: no ada_p: No Discriminator_loss: 0.260896 Generator_loss: 2.3968
[INFO] 2021-02-13 08:03:20 > Step: 331400 Progress: 66.3% Elapsed: 1 day, 15:33:41 temperature: no ada_p: No Discriminator_loss: 0.380617 Generator_loss: 1.6331
[INFO] 2021-02-13 08:04:24 > Step: 331500 Progress: 66.3% Elapsed: 1 day, 15:34:45 temperature: no ada_p: No Discriminator_loss: 0.285283 Generator_loss: 2.83993
[INFO] 2021-02-13 08:05:28 > Step: 331600 Progress: 66.3% Elapsed: 1 day, 15:35:49 temperature: no ada_p: No Discriminator_loss: 0.357599 Generator_loss: 1.62452
[INFO] 2021-02-13 08:06:32 > Step: 331700 Progress: 66.3% Elapsed: 1 day, 15:36:53 temperature: no ada_p: No Discriminator_loss: 0.195485 Generator_loss: 2.23744
[INFO] 2021-02-13 08:07:36 > Step: 331800 Progress: 66.4% Elapsed: 1 day, 15:37:57 temperature: no ada_p: No Discriminator_loss: 0.238705 Generator_loss: 2.27175
[INFO] 2021-02-13 08:08:40 > Step: 331900 Progress: 66.4% Elapsed: 1 day, 15:39:01 temperature: no ada_p: No Discriminator_loss: 0.312917 Generator_loss: 1.62925
[INFO] 2021-02-13 08:09:43 > Step: 332000 Progress: 66.4% Elapsed: 1 day, 15:40:05 temperature: no ada_p: No Discriminator_loss: 0.30783 Generator_loss: 2.47111
[INFO] 2021-02-13 08:09:43 > Start Evaluation (332000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 08:09:43 > Calculating FID Score....
[INFO] 2021-02-13 08:10:43 > Calculating Inception Score....
[INFO] 2021-02-13 08:11:07 > Calculate F_beta Score....
[INFO] 2021-02-13 08:18:10 > Calculate Accuracies....
[INFO] 2021-02-13 08:18:33 > Calculate Accuracies....
[INFO] 2021-02-13 08:22:11 > F_8 score (Step: 332000, Using valid images): 0.8788419295652568
[INFO] 2021-02-13 08:22:11 > F_1/8 score (Step: 332000, Using valid images): 0.9238257912952204
[INFO] 2021-02-13 08:22:11 > FID score (Step: 332000, Using valid moments): 32.61322411408287
[INFO] 2021-02-13 08:22:11 > Inception score (Step: 332000, 50000 generated images): 26.76420783996582
[INFO] 2021-02-13 08:22:11 > Best FID score (Step: 330000, Using valid moments): 31.62968503372764
[INFO] 2021-02-13 08:22:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 08:23:26 > Step: 332100 Progress: 66.4% Elapsed: 1 day, 15:53:48 temperature: no ada_p: No Discriminator_loss: 0.214102 Generator_loss: 2.17925
[INFO] 2021-02-13 08:24:33 > Step: 332200 Progress: 66.4% Elapsed: 1 day, 15:54:54 temperature: no ada_p: No Discriminator_loss: 0.320407 Generator_loss: 1.6568
[INFO] 2021-02-13 08:25:36 > Step: 332300 Progress: 66.5% Elapsed: 1 day, 15:55:58 temperature: no ada_p: No Discriminator_loss: 0.249543 Generator_loss: 1.91735
[INFO] 2021-02-13 08:26:40 > Step: 332400 Progress: 66.5% Elapsed: 1 day, 15:57:02 temperature: no ada_p: No Discriminator_loss: 0.274396 Generator_loss: 2.09726
[INFO] 2021-02-13 08:27:44 > Step: 332500 Progress: 66.5% Elapsed: 1 day, 15:58:06 temperature: no ada_p: No Discriminator_loss: 0.582137 Generator_loss: 1.48358
[INFO] 2021-02-13 08:28:48 > Step: 332600 Progress: 66.5% Elapsed: 1 day, 15:59:10 temperature: no ada_p: No Discriminator_loss: 0.381993 Generator_loss: 1.51375
[INFO] 2021-02-13 08:29:52 > Step: 332700 Progress: 66.5% Elapsed: 1 day, 16:00:14 temperature: no ada_p: No Discriminator_loss: 0.449571 Generator_loss: 2.78688
[INFO] 2021-02-13 08:30:57 > Step: 332800 Progress: 66.6% Elapsed: 1 day, 16:01:18 temperature: no ada_p: No Discriminator_loss: 0.355113 Generator_loss: 1.60057
[INFO] 2021-02-13 08:32:01 > Step: 332900 Progress: 66.6% Elapsed: 1 day, 16:02:22 temperature: no ada_p: No Discriminator_loss: 0.283548 Generator_loss: 2.67906
[INFO] 2021-02-13 08:33:05 > Step: 333000 Progress: 66.6% Elapsed: 1 day, 16:03:26 temperature: no ada_p: No Discriminator_loss: 0.218519 Generator_loss: 1.81269
[INFO] 2021-02-13 08:34:09 > Step: 333100 Progress: 66.6% Elapsed: 1 day, 16:04:30 temperature: no ada_p: No Discriminator_loss: 0.292295 Generator_loss: 1.95315
[INFO] 2021-02-13 08:35:13 > Step: 333200 Progress: 66.6% Elapsed: 1 day, 16:05:34 temperature: no ada_p: No Discriminator_loss: 0.367676 Generator_loss: 2.60819
[INFO] 2021-02-13 08:36:17 > Step: 333300 Progress: 66.7% Elapsed: 1 day, 16:06:38 temperature: no ada_p: No Discriminator_loss: 0.276489 Generator_loss: 1.66675
[INFO] 2021-02-13 08:37:21 > Step: 333400 Progress: 66.7% Elapsed: 1 day, 16:07:42 temperature: no ada_p: No Discriminator_loss: 0.22206 Generator_loss: 1.66328
[INFO] 2021-02-13 08:38:25 > Step: 333500 Progress: 66.7% Elapsed: 1 day, 16:08:46 temperature: no ada_p: No Discriminator_loss: 0.266332 Generator_loss: 1.59755
[INFO] 2021-02-13 08:39:29 > Step: 333600 Progress: 66.7% Elapsed: 1 day, 16:09:50 temperature: no ada_p: No Discriminator_loss: 0.259222 Generator_loss: 2.62671
[INFO] 2021-02-13 08:40:33 > Step: 333700 Progress: 66.7% Elapsed: 1 day, 16:10:54 temperature: no ada_p: No Discriminator_loss: 0.269353 Generator_loss: 2.4962
[INFO] 2021-02-13 08:41:37 > Step: 333800 Progress: 66.8% Elapsed: 1 day, 16:11:58 temperature: no ada_p: No Discriminator_loss: 0.393768 Generator_loss: 2.42708
[INFO] 2021-02-13 08:42:41 > Step: 333900 Progress: 66.8% Elapsed: 1 day, 16:13:03 temperature: no ada_p: No Discriminator_loss: 0.279355 Generator_loss: 1.57304
[INFO] 2021-02-13 08:43:45 > Step: 334000 Progress: 66.8% Elapsed: 1 day, 16:14:07 temperature: no ada_p: No Discriminator_loss: 0.311594 Generator_loss: 2.73246
[INFO] 2021-02-13 08:43:45 > Start Evaluation (334000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 08:43:45 > Calculating FID Score....
[INFO] 2021-02-13 08:44:45 > Calculating Inception Score....
[INFO] 2021-02-13 08:45:09 > Calculate F_beta Score....
[INFO] 2021-02-13 08:52:12 > Calculate Accuracies....
[INFO] 2021-02-13 08:52:35 > Calculate Accuracies....
[INFO] 2021-02-13 08:56:12 > F_8 score (Step: 334000, Using valid images): 0.8710002173200936
[INFO] 2021-02-13 08:56:12 > F_1/8 score (Step: 334000, Using valid images): 0.9208197730827693
[INFO] 2021-02-13 08:56:12 > FID score (Step: 334000, Using valid moments): 32.10631053927307
[INFO] 2021-02-13 08:56:12 > Inception score (Step: 334000, 50000 generated images): 27.022663116455078
[INFO] 2021-02-13 08:56:12 > Best FID score (Step: 330000, Using valid moments): 31.62968503372764
[INFO] 2021-02-13 08:56:23 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 08:57:27 > Step: 334100 Progress: 66.8% Elapsed: 1 day, 16:27:49 temperature: no ada_p: No Discriminator_loss: 0.314319 Generator_loss: 1.75846
[INFO] 2021-02-13 08:58:31 > Step: 334200 Progress: 66.8% Elapsed: 1 day, 16:28:53 temperature: no ada_p: No Discriminator_loss: 0.329856 Generator_loss: 1.48731
[INFO] 2021-02-13 08:59:35 > Step: 334300 Progress: 66.9% Elapsed: 1 day, 16:29:57 temperature: no ada_p: No Discriminator_loss: 0.179137 Generator_loss: 2.33509
[INFO] 2021-02-13 09:00:39 > Step: 334400 Progress: 66.9% Elapsed: 1 day, 16:31:01 temperature: no ada_p: No Discriminator_loss: 0.217895 Generator_loss: 1.66709
[INFO] 2021-02-13 09:01:43 > Step: 334500 Progress: 66.9% Elapsed: 1 day, 16:32:05 temperature: no ada_p: No Discriminator_loss: 0.340584 Generator_loss: 1.66633
[INFO] 2021-02-13 09:02:47 > Step: 334600 Progress: 66.9% Elapsed: 1 day, 16:33:09 temperature: no ada_p: No Discriminator_loss: 0.245231 Generator_loss: 1.32112
[INFO] 2021-02-13 09:03:53 > Step: 334700 Progress: 66.9% Elapsed: 1 day, 16:34:15 temperature: no ada_p: No Discriminator_loss: 0.234107 Generator_loss: 1.77315
[INFO] 2021-02-13 09:04:57 > Step: 334800 Progress: 67.0% Elapsed: 1 day, 16:35:19 temperature: no ada_p: No Discriminator_loss: 0.376162 Generator_loss: 1.44827
[INFO] 2021-02-13 09:06:01 > Step: 334900 Progress: 67.0% Elapsed: 1 day, 16:36:23 temperature: no ada_p: No Discriminator_loss: 0.1753 Generator_loss: 2.345
[INFO] 2021-02-13 09:07:05 > Step: 335000 Progress: 67.0% Elapsed: 1 day, 16:37:27 temperature: no ada_p: No Discriminator_loss: 0.22694 Generator_loss: 2.15123
[INFO] 2021-02-13 09:08:09 > Step: 335100 Progress: 67.0% Elapsed: 1 day, 16:38:31 temperature: no ada_p: No Discriminator_loss: 0.190383 Generator_loss: 2.48918
[INFO] 2021-02-13 09:09:13 > Step: 335200 Progress: 67.0% Elapsed: 1 day, 16:39:35 temperature: no ada_p: No Discriminator_loss: 0.241281 Generator_loss: 1.66986
[INFO] 2021-02-13 09:10:17 > Step: 335300 Progress: 67.1% Elapsed: 1 day, 16:40:39 temperature: no ada_p: No Discriminator_loss: 0.247446 Generator_loss: 2.50673
[INFO] 2021-02-13 09:11:21 > Step: 335400 Progress: 67.1% Elapsed: 1 day, 16:41:43 temperature: no ada_p: No Discriminator_loss: 0.253443 Generator_loss: 2.6011
[INFO] 2021-02-13 09:12:26 > Step: 335500 Progress: 67.1% Elapsed: 1 day, 16:42:47 temperature: no ada_p: No Discriminator_loss: 0.279431 Generator_loss: 2.51895
[INFO] 2021-02-13 09:13:30 > Step: 335600 Progress: 67.1% Elapsed: 1 day, 16:43:51 temperature: no ada_p: No Discriminator_loss: 0.20201 Generator_loss: 1.84452
[INFO] 2021-02-13 09:14:34 > Step: 335700 Progress: 67.1% Elapsed: 1 day, 16:44:55 temperature: no ada_p: No Discriminator_loss: 0.206871 Generator_loss: 2.26851
[INFO] 2021-02-13 09:15:38 > Step: 335800 Progress: 67.2% Elapsed: 1 day, 16:45:59 temperature: no ada_p: No Discriminator_loss: 0.261127 Generator_loss: 2.38155
[INFO] 2021-02-13 09:16:42 > Step: 335900 Progress: 67.2% Elapsed: 1 day, 16:47:03 temperature: no ada_p: No Discriminator_loss: 0.289185 Generator_loss: 2.75644
[INFO] 2021-02-13 09:17:46 > Step: 336000 Progress: 67.2% Elapsed: 1 day, 16:48:08 temperature: no ada_p: No Discriminator_loss: 0.222603 Generator_loss: 2.01571
[INFO] 2021-02-13 09:17:46 > Start Evaluation (336000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 09:17:46 > Calculating FID Score....
[INFO] 2021-02-13 09:18:46 > Calculating Inception Score....
[INFO] 2021-02-13 09:19:10 > Calculate F_beta Score....
[INFO] 2021-02-13 09:26:15 > Calculate Accuracies....
[INFO] 2021-02-13 09:26:39 > Calculate Accuracies....
[INFO] 2021-02-13 09:30:15 > F_8 score (Step: 336000, Using valid images): 0.8905167682618298
[INFO] 2021-02-13 09:30:15 > F_1/8 score (Step: 336000, Using valid images): 0.9162677910989437
[INFO] 2021-02-13 09:30:15 > FID score (Step: 336000, Using valid moments): 32.330861887837386
[INFO] 2021-02-13 09:30:15 > Inception score (Step: 336000, 50000 generated images): 26.805103302001953
[INFO] 2021-02-13 09:30:15 > Best FID score (Step: 330000, Using valid moments): 31.62968503372764
[INFO] 2021-02-13 09:30:26 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 09:31:31 > Step: 336100 Progress: 67.2% Elapsed: 1 day, 17:01:52 temperature: no ada_p: No Discriminator_loss: 0.203396 Generator_loss: 2.00416
[INFO] 2021-02-13 09:32:35 > Step: 336200 Progress: 67.2% Elapsed: 1 day, 17:02:56 temperature: no ada_p: No Discriminator_loss: 0.268162 Generator_loss: 2.03482
[INFO] 2021-02-13 09:33:38 > Step: 336300 Progress: 67.3% Elapsed: 1 day, 17:04:00 temperature: no ada_p: No Discriminator_loss: 0.193745 Generator_loss: 2.36677
[INFO] 2021-02-13 09:34:43 > Step: 336400 Progress: 67.3% Elapsed: 1 day, 17:05:04 temperature: no ada_p: No Discriminator_loss: 0.196944 Generator_loss: 2.11938
[INFO] 2021-02-13 09:35:47 > Step: 336500 Progress: 67.3% Elapsed: 1 day, 17:06:08 temperature: no ada_p: No Discriminator_loss: 0.297751 Generator_loss: 1.82675
[INFO] 2021-02-13 09:36:51 > Step: 336600 Progress: 67.3% Elapsed: 1 day, 17:07:12 temperature: no ada_p: No Discriminator_loss: 0.367922 Generator_loss: 1.60673
[INFO] 2021-02-13 09:37:55 > Step: 336700 Progress: 67.3% Elapsed: 1 day, 17:08:16 temperature: no ada_p: No Discriminator_loss: 0.462636 Generator_loss: 1.51265
[INFO] 2021-02-13 09:38:59 > Step: 336800 Progress: 67.4% Elapsed: 1 day, 17:09:20 temperature: no ada_p: No Discriminator_loss: 0.266984 Generator_loss: 1.54629
[INFO] 2021-02-13 09:40:03 > Step: 336900 Progress: 67.4% Elapsed: 1 day, 17:10:24 temperature: no ada_p: No Discriminator_loss: 0.191821 Generator_loss: 1.97514
[INFO] 2021-02-13 09:41:07 > Step: 337000 Progress: 67.4% Elapsed: 1 day, 17:11:28 temperature: no ada_p: No Discriminator_loss: 0.286116 Generator_loss: 2.89786
[INFO] 2021-02-13 09:42:11 > Step: 337100 Progress: 67.4% Elapsed: 1 day, 17:12:32 temperature: no ada_p: No Discriminator_loss: 0.217242 Generator_loss: 1.99736
[INFO] 2021-02-13 09:43:17 > Step: 337200 Progress: 67.4% Elapsed: 1 day, 17:13:39 temperature: no ada_p: No Discriminator_loss: 0.434154 Generator_loss: 1.32968
[INFO] 2021-02-13 09:44:21 > Step: 337300 Progress: 67.5% Elapsed: 1 day, 17:14:43 temperature: no ada_p: No Discriminator_loss: 0.25211 Generator_loss: 1.66965
[INFO] 2021-02-13 09:45:25 > Step: 337400 Progress: 67.5% Elapsed: 1 day, 17:15:47 temperature: no ada_p: No Discriminator_loss: 0.559481 Generator_loss: 1.23027
[INFO] 2021-02-13 09:46:30 > Step: 337500 Progress: 67.5% Elapsed: 1 day, 17:16:51 temperature: no ada_p: No Discriminator_loss: 0.300887 Generator_loss: 2.70623
[INFO] 2021-02-13 09:47:34 > Step: 337600 Progress: 67.5% Elapsed: 1 day, 17:17:56 temperature: no ada_p: No Discriminator_loss: 0.66165 Generator_loss: 1.20545
[INFO] 2021-02-13 09:48:38 > Step: 337700 Progress: 67.5% Elapsed: 1 day, 17:19:00 temperature: no ada_p: No Discriminator_loss: 0.498899 Generator_loss: 1.44549
[INFO] 2021-02-13 09:49:42 > Step: 337800 Progress: 67.6% Elapsed: 1 day, 17:20:04 temperature: no ada_p: No Discriminator_loss: 0.238811 Generator_loss: 1.82827
[INFO] 2021-02-13 09:50:47 > Step: 337900 Progress: 67.6% Elapsed: 1 day, 17:21:08 temperature: no ada_p: No Discriminator_loss: 0.426621 Generator_loss: 1.44321
[INFO] 2021-02-13 09:51:51 > Step: 338000 Progress: 67.6% Elapsed: 1 day, 17:22:13 temperature: no ada_p: No Discriminator_loss: 0.233265 Generator_loss: 1.83028
[INFO] 2021-02-13 09:51:51 > Start Evaluation (338000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 09:51:51 > Calculating FID Score....
[INFO] 2021-02-13 09:52:51 > Calculating Inception Score....
[INFO] 2021-02-13 09:53:15 > Calculate F_beta Score....
[INFO] 2021-02-13 10:00:15 > Calculate Accuracies....
[INFO] 2021-02-13 10:00:39 > Calculate Accuracies....
[INFO] 2021-02-13 10:04:16 > F_8 score (Step: 338000, Using valid images): 0.883232008962932
[INFO] 2021-02-13 10:04:16 > F_1/8 score (Step: 338000, Using valid images): 0.9228190246954165
[INFO] 2021-02-13 10:04:16 > FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 10:04:16 > Inception score (Step: 338000, 50000 generated images): 27.457660675048828
[INFO] 2021-02-13 10:04:16 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 10:04:39 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 10:05:43 > Step: 338100 Progress: 67.6% Elapsed: 1 day, 17:36:05 temperature: no ada_p: No Discriminator_loss: 0.146344 Generator_loss: 2.30898
[INFO] 2021-02-13 10:06:47 > Step: 338200 Progress: 67.6% Elapsed: 1 day, 17:37:09 temperature: no ada_p: No Discriminator_loss: 0.209627 Generator_loss: 1.69372
[INFO] 2021-02-13 10:07:51 > Step: 338300 Progress: 67.7% Elapsed: 1 day, 17:38:13 temperature: no ada_p: No Discriminator_loss: 0.307593 Generator_loss: 1.40263
[INFO] 2021-02-13 10:08:55 > Step: 338400 Progress: 67.7% Elapsed: 1 day, 17:39:17 temperature: no ada_p: No Discriminator_loss: 0.194866 Generator_loss: 2.1204
[INFO] 2021-02-13 10:09:59 > Step: 338500 Progress: 67.7% Elapsed: 1 day, 17:40:21 temperature: no ada_p: No Discriminator_loss: 0.304015 Generator_loss: 1.61961
[INFO] 2021-02-13 10:11:03 > Step: 338600 Progress: 67.7% Elapsed: 1 day, 17:41:25 temperature: no ada_p: No Discriminator_loss: 0.254055 Generator_loss: 2.07015
[INFO] 2021-02-13 10:12:07 > Step: 338700 Progress: 67.7% Elapsed: 1 day, 17:42:29 temperature: no ada_p: No Discriminator_loss: 0.249863 Generator_loss: 1.85747
[INFO] 2021-02-13 10:13:11 > Step: 338800 Progress: 67.8% Elapsed: 1 day, 17:43:33 temperature: no ada_p: No Discriminator_loss: 0.232831 Generator_loss: 1.9074
[INFO] 2021-02-13 10:14:16 > Step: 338900 Progress: 67.8% Elapsed: 1 day, 17:44:37 temperature: no ada_p: No Discriminator_loss: 0.261073 Generator_loss: 1.99312
[INFO] 2021-02-13 10:15:20 > Step: 339000 Progress: 67.8% Elapsed: 1 day, 17:45:41 temperature: no ada_p: No Discriminator_loss: 0.219838 Generator_loss: 2.60328
[INFO] 2021-02-13 10:16:24 > Step: 339100 Progress: 67.8% Elapsed: 1 day, 17:46:46 temperature: no ada_p: No Discriminator_loss: 0.283569 Generator_loss: 2.41405
[INFO] 2021-02-13 10:17:28 > Step: 339200 Progress: 67.8% Elapsed: 1 day, 17:47:50 temperature: no ada_p: No Discriminator_loss: 0.325932 Generator_loss: 2.59309
[INFO] 2021-02-13 10:18:32 > Step: 339300 Progress: 67.9% Elapsed: 1 day, 17:48:54 temperature: no ada_p: No Discriminator_loss: 0.254635 Generator_loss: 1.78422
[INFO] 2021-02-13 10:19:36 > Step: 339400 Progress: 67.9% Elapsed: 1 day, 17:49:58 temperature: no ada_p: No Discriminator_loss: 0.326392 Generator_loss: 2.16439
[INFO] 2021-02-13 10:20:40 > Step: 339500 Progress: 67.9% Elapsed: 1 day, 17:51:02 temperature: no ada_p: No Discriminator_loss: 0.258985 Generator_loss: 1.63438
[INFO] 2021-02-13 10:21:45 > Step: 339600 Progress: 67.9% Elapsed: 1 day, 17:52:06 temperature: no ada_p: No Discriminator_loss: 0.506463 Generator_loss: 1.56345
[INFO] 2021-02-13 10:22:51 > Step: 339700 Progress: 67.9% Elapsed: 1 day, 17:53:12 temperature: no ada_p: No Discriminator_loss: 0.258364 Generator_loss: 1.52856
[INFO] 2021-02-13 10:23:55 > Step: 339800 Progress: 68.0% Elapsed: 1 day, 17:54:16 temperature: no ada_p: No Discriminator_loss: 0.24362 Generator_loss: 2.84918
[INFO] 2021-02-13 10:24:59 > Step: 339900 Progress: 68.0% Elapsed: 1 day, 17:55:21 temperature: no ada_p: No Discriminator_loss: 0.260973 Generator_loss: 2.13386
[INFO] 2021-02-13 10:26:03 > Step: 340000 Progress: 68.0% Elapsed: 1 day, 17:56:25 temperature: no ada_p: No Discriminator_loss: 0.26064 Generator_loss: 1.71099
[INFO] 2021-02-13 10:26:03 > Start Evaluation (340000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 10:26:03 > Calculating FID Score....
[INFO] 2021-02-13 10:27:03 > Calculating Inception Score....
[INFO] 2021-02-13 10:27:27 > Calculate F_beta Score....
[INFO] 2021-02-13 10:34:32 > Calculate Accuracies....
[INFO] 2021-02-13 10:34:55 > Calculate Accuracies....
[INFO] 2021-02-13 10:38:33 > F_8 score (Step: 340000, Using valid images): 0.8912350666062959
[INFO] 2021-02-13 10:38:33 > F_1/8 score (Step: 340000, Using valid images): 0.9167665982752178
[INFO] 2021-02-13 10:38:33 > FID score (Step: 340000, Using valid moments): 32.37013833820805
[INFO] 2021-02-13 10:38:33 > Inception score (Step: 340000, 50000 generated images): 27.571924209594727
[INFO] 2021-02-13 10:38:33 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 10:38:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 10:39:48 > Step: 340100 Progress: 68.0% Elapsed: 1 day, 18:10:10 temperature: no ada_p: No Discriminator_loss: 0.340474 Generator_loss: 2.32012
[INFO] 2021-02-13 10:40:52 > Step: 340200 Progress: 68.0% Elapsed: 1 day, 18:11:14 temperature: no ada_p: No Discriminator_loss: 0.347422 Generator_loss: 2.70699
[INFO] 2021-02-13 10:41:56 > Step: 340300 Progress: 68.1% Elapsed: 1 day, 18:12:18 temperature: no ada_p: No Discriminator_loss: 0.22252 Generator_loss: 2.5212
[INFO] 2021-02-13 10:43:01 > Step: 340400 Progress: 68.1% Elapsed: 1 day, 18:13:22 temperature: no ada_p: No Discriminator_loss: 0.34234 Generator_loss: 1.91059
[INFO] 2021-02-13 10:44:05 > Step: 340500 Progress: 68.1% Elapsed: 1 day, 18:14:26 temperature: no ada_p: No Discriminator_loss: 0.4266 Generator_loss: 1.20061
[INFO] 2021-02-13 10:45:09 > Step: 340600 Progress: 68.1% Elapsed: 1 day, 18:15:30 temperature: no ada_p: No Discriminator_loss: 0.309545 Generator_loss: 1.82636
[INFO] 2021-02-13 10:46:13 > Step: 340700 Progress: 68.1% Elapsed: 1 day, 18:16:35 temperature: no ada_p: No Discriminator_loss: 0.496161 Generator_loss: 0.997104
[INFO] 2021-02-13 10:47:17 > Step: 340800 Progress: 68.2% Elapsed: 1 day, 18:17:39 temperature: no ada_p: No Discriminator_loss: 0.587884 Generator_loss: 1.23928
[INFO] 2021-02-13 10:48:22 > Step: 340900 Progress: 68.2% Elapsed: 1 day, 18:18:43 temperature: no ada_p: No Discriminator_loss: 0.332424 Generator_loss: 2.71293
[INFO] 2021-02-13 10:49:26 > Step: 341000 Progress: 68.2% Elapsed: 1 day, 18:19:48 temperature: no ada_p: No Discriminator_loss: 0.261922 Generator_loss: 1.94346
[INFO] 2021-02-13 10:50:30 > Step: 341100 Progress: 68.2% Elapsed: 1 day, 18:20:52 temperature: no ada_p: No Discriminator_loss: 0.312796 Generator_loss: 1.49738
[INFO] 2021-02-13 10:51:34 > Step: 341200 Progress: 68.2% Elapsed: 1 day, 18:21:56 temperature: no ada_p: No Discriminator_loss: 0.252664 Generator_loss: 1.5092
[INFO] 2021-02-13 10:52:38 > Step: 341300 Progress: 68.3% Elapsed: 1 day, 18:23:00 temperature: no ada_p: No Discriminator_loss: 0.343745 Generator_loss: 2.52402
[INFO] 2021-02-13 10:53:42 > Step: 341400 Progress: 68.3% Elapsed: 1 day, 18:24:04 temperature: no ada_p: No Discriminator_loss: 0.290443 Generator_loss: 2.84821
[INFO] 2021-02-13 10:54:46 > Step: 341500 Progress: 68.3% Elapsed: 1 day, 18:25:08 temperature: no ada_p: No Discriminator_loss: 0.454411 Generator_loss: 2.61384
[INFO] 2021-02-13 10:55:51 > Step: 341600 Progress: 68.3% Elapsed: 1 day, 18:26:12 temperature: no ada_p: No Discriminator_loss: 0.24866 Generator_loss: 1.49696
[INFO] 2021-02-13 10:56:55 > Step: 341700 Progress: 68.3% Elapsed: 1 day, 18:27:17 temperature: no ada_p: No Discriminator_loss: 0.492689 Generator_loss: 1.52007
[INFO] 2021-02-13 10:57:59 > Step: 341800 Progress: 68.4% Elapsed: 1 day, 18:28:21 temperature: no ada_p: No Discriminator_loss: 0.292801 Generator_loss: 1.6313
[INFO] 2021-02-13 10:59:03 > Step: 341900 Progress: 68.4% Elapsed: 1 day, 18:29:25 temperature: no ada_p: No Discriminator_loss: 0.564572 Generator_loss: 1.12478
[INFO] 2021-02-13 11:00:07 > Step: 342000 Progress: 68.4% Elapsed: 1 day, 18:30:29 temperature: no ada_p: No Discriminator_loss: 0.193448 Generator_loss: 2.05358
[INFO] 2021-02-13 11:00:07 > Start Evaluation (342000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 11:00:07 > Calculating FID Score....
[INFO] 2021-02-13 11:01:07 > Calculating Inception Score....
[INFO] 2021-02-13 11:01:31 > Calculate F_beta Score....
[INFO] 2021-02-13 11:08:41 > Calculate Accuracies....
[INFO] 2021-02-13 11:09:04 > Calculate Accuracies....
[INFO] 2021-02-13 11:12:41 > F_8 score (Step: 342000, Using valid images): 0.900665037199888
[INFO] 2021-02-13 11:12:41 > F_1/8 score (Step: 342000, Using valid images): 0.9143935794645527
[INFO] 2021-02-13 11:12:41 > FID score (Step: 342000, Using valid moments): 32.46095395909924
[INFO] 2021-02-13 11:12:41 > Inception score (Step: 342000, 50000 generated images): 27.241586685180664
[INFO] 2021-02-13 11:12:41 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 11:12:52 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 11:13:56 > Step: 342100 Progress: 68.4% Elapsed: 1 day, 18:44:18 temperature: no ada_p: No Discriminator_loss: 0.229547 Generator_loss: 1.77178
[INFO] 2021-02-13 11:15:02 > Step: 342200 Progress: 68.4% Elapsed: 1 day, 18:45:24 temperature: no ada_p: No Discriminator_loss: 0.249069 Generator_loss: 2.00186
[INFO] 2021-02-13 11:16:06 > Step: 342300 Progress: 68.5% Elapsed: 1 day, 18:46:28 temperature: no ada_p: No Discriminator_loss: 0.313913 Generator_loss: 1.49097
[INFO] 2021-02-13 11:17:10 > Step: 342400 Progress: 68.5% Elapsed: 1 day, 18:47:32 temperature: no ada_p: No Discriminator_loss: 0.278066 Generator_loss: 2.1864
[INFO] 2021-02-13 11:18:15 > Step: 342500 Progress: 68.5% Elapsed: 1 day, 18:48:36 temperature: no ada_p: No Discriminator_loss: 0.252824 Generator_loss: 2.34457
[INFO] 2021-02-13 11:19:19 > Step: 342600 Progress: 68.5% Elapsed: 1 day, 18:49:40 temperature: no ada_p: No Discriminator_loss: 0.243884 Generator_loss: 2.31654
[INFO] 2021-02-13 11:20:23 > Step: 342700 Progress: 68.5% Elapsed: 1 day, 18:50:45 temperature: no ada_p: No Discriminator_loss: 0.329797 Generator_loss: 1.7023
[INFO] 2021-02-13 11:21:27 > Step: 342800 Progress: 68.6% Elapsed: 1 day, 18:51:49 temperature: no ada_p: No Discriminator_loss: 0.126151 Generator_loss: 2.20668
[INFO] 2021-02-13 11:22:31 > Step: 342900 Progress: 68.6% Elapsed: 1 day, 18:52:53 temperature: no ada_p: No Discriminator_loss: 0.248472 Generator_loss: 2.63355
[INFO] 2021-02-13 11:23:36 > Step: 343000 Progress: 68.6% Elapsed: 1 day, 18:53:57 temperature: no ada_p: No Discriminator_loss: 0.295465 Generator_loss: 2.81525
[INFO] 2021-02-13 11:24:40 > Step: 343100 Progress: 68.6% Elapsed: 1 day, 18:55:01 temperature: no ada_p: No Discriminator_loss: 0.287288 Generator_loss: 2.03873
[INFO] 2021-02-13 11:25:45 > Step: 343200 Progress: 68.6% Elapsed: 1 day, 18:56:06 temperature: no ada_p: No Discriminator_loss: 0.187146 Generator_loss: 2.06716
[INFO] 2021-02-13 11:26:49 > Step: 343300 Progress: 68.7% Elapsed: 1 day, 18:57:11 temperature: no ada_p: No Discriminator_loss: 0.386642 Generator_loss: 2.68434
[INFO] 2021-02-13 11:27:53 > Step: 343400 Progress: 68.7% Elapsed: 1 day, 18:58:15 temperature: no ada_p: No Discriminator_loss: 0.28452 Generator_loss: 1.56103
[INFO] 2021-02-13 11:28:57 > Step: 343500 Progress: 68.7% Elapsed: 1 day, 18:59:19 temperature: no ada_p: No Discriminator_loss: 0.278708 Generator_loss: 2.03739
[INFO] 2021-02-13 11:30:02 > Step: 343600 Progress: 68.7% Elapsed: 1 day, 19:00:23 temperature: no ada_p: No Discriminator_loss: 0.186378 Generator_loss: 2.80533
[INFO] 2021-02-13 11:31:06 > Step: 343700 Progress: 68.7% Elapsed: 1 day, 19:01:27 temperature: no ada_p: No Discriminator_loss: 0.41378 Generator_loss: 1.44088
[INFO] 2021-02-13 11:32:10 > Step: 343800 Progress: 68.8% Elapsed: 1 day, 19:02:31 temperature: no ada_p: No Discriminator_loss: 0.435318 Generator_loss: 1.23355
[INFO] 2021-02-13 11:33:14 > Step: 343900 Progress: 68.8% Elapsed: 1 day, 19:03:35 temperature: no ada_p: No Discriminator_loss: 0.395729 Generator_loss: 1.27177
[INFO] 2021-02-13 11:34:18 > Step: 344000 Progress: 68.8% Elapsed: 1 day, 19:04:40 temperature: no ada_p: No Discriminator_loss: 0.258537 Generator_loss: 1.6976
[INFO] 2021-02-13 11:34:18 > Start Evaluation (344000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 11:34:18 > Calculating FID Score....
[INFO] 2021-02-13 11:35:18 > Calculating Inception Score....
[INFO] 2021-02-13 11:35:42 > Calculate F_beta Score....
[INFO] 2021-02-13 11:42:44 > Calculate Accuracies....
[INFO] 2021-02-13 11:43:07 > Calculate Accuracies....
[INFO] 2021-02-13 11:46:43 > F_8 score (Step: 344000, Using valid images): 0.8787528483613412
[INFO] 2021-02-13 11:46:43 > F_1/8 score (Step: 344000, Using valid images): 0.9313264183436952
[INFO] 2021-02-13 11:46:43 > FID score (Step: 344000, Using valid moments): 31.624294613922416
[INFO] 2021-02-13 11:46:43 > Inception score (Step: 344000, 50000 generated images): 27.33097267150879
[INFO] 2021-02-13 11:46:43 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 11:46:54 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 11:47:59 > Step: 344100 Progress: 68.8% Elapsed: 1 day, 19:18:20 temperature: no ada_p: No Discriminator_loss: 0.305242 Generator_loss: 1.53641
[INFO] 2021-02-13 11:49:03 > Step: 344200 Progress: 68.8% Elapsed: 1 day, 19:19:25 temperature: no ada_p: No Discriminator_loss: 0.221904 Generator_loss: 1.94043
[INFO] 2021-02-13 11:50:07 > Step: 344300 Progress: 68.9% Elapsed: 1 day, 19:20:29 temperature: no ada_p: No Discriminator_loss: 0.360169 Generator_loss: 1.41839
[INFO] 2021-02-13 11:51:11 > Step: 344400 Progress: 68.9% Elapsed: 1 day, 19:21:33 temperature: no ada_p: No Discriminator_loss: 0.28998 Generator_loss: 2.61074
[INFO] 2021-02-13 11:52:15 > Step: 344500 Progress: 68.9% Elapsed: 1 day, 19:22:37 temperature: no ada_p: No Discriminator_loss: 0.245813 Generator_loss: 2.50694
[INFO] 2021-02-13 11:53:20 > Step: 344600 Progress: 68.9% Elapsed: 1 day, 19:23:41 temperature: no ada_p: No Discriminator_loss: 0.304288 Generator_loss: 2.39166
[INFO] 2021-02-13 11:54:26 > Step: 344700 Progress: 68.9% Elapsed: 1 day, 19:24:48 temperature: no ada_p: No Discriminator_loss: 0.244926 Generator_loss: 1.66119
[INFO] 2021-02-13 11:55:30 > Step: 344800 Progress: 69.0% Elapsed: 1 day, 19:25:52 temperature: no ada_p: No Discriminator_loss: 0.194952 Generator_loss: 2.02906
[INFO] 2021-02-13 11:56:35 > Step: 344900 Progress: 69.0% Elapsed: 1 day, 19:26:56 temperature: no ada_p: No Discriminator_loss: 0.203716 Generator_loss: 1.72143
[INFO] 2021-02-13 11:57:39 > Step: 345000 Progress: 69.0% Elapsed: 1 day, 19:28:00 temperature: no ada_p: No Discriminator_loss: 0.399206 Generator_loss: 1.52594
[INFO] 2021-02-13 11:58:43 > Step: 345100 Progress: 69.0% Elapsed: 1 day, 19:29:05 temperature: no ada_p: No Discriminator_loss: 0.266898 Generator_loss: 1.55461
[INFO] 2021-02-13 11:59:47 > Step: 345200 Progress: 69.0% Elapsed: 1 day, 19:30:09 temperature: no ada_p: No Discriminator_loss: 0.196864 Generator_loss: 2.38174
[INFO] 2021-02-13 12:00:52 > Step: 345300 Progress: 69.1% Elapsed: 1 day, 19:31:13 temperature: no ada_p: No Discriminator_loss: 0.202023 Generator_loss: 2.08083
[INFO] 2021-02-13 12:01:56 > Step: 345400 Progress: 69.1% Elapsed: 1 day, 19:32:17 temperature: no ada_p: No Discriminator_loss: 0.19314 Generator_loss: 2.02035
[INFO] 2021-02-13 12:03:00 > Step: 345500 Progress: 69.1% Elapsed: 1 day, 19:33:21 temperature: no ada_p: No Discriminator_loss: 0.180845 Generator_loss: 1.71735
[INFO] 2021-02-13 12:04:04 > Step: 345600 Progress: 69.1% Elapsed: 1 day, 19:34:26 temperature: no ada_p: No Discriminator_loss: 0.247736 Generator_loss: 2.66798
[INFO] 2021-02-13 12:05:08 > Step: 345700 Progress: 69.1% Elapsed: 1 day, 19:35:30 temperature: no ada_p: No Discriminator_loss: 0.234536 Generator_loss: 1.68569
[INFO] 2021-02-13 12:06:12 > Step: 345800 Progress: 69.2% Elapsed: 1 day, 19:36:34 temperature: no ada_p: No Discriminator_loss: 0.294969 Generator_loss: 1.42779
[INFO] 2021-02-13 12:07:16 > Step: 345900 Progress: 69.2% Elapsed: 1 day, 19:37:38 temperature: no ada_p: No Discriminator_loss: 0.399689 Generator_loss: 1.43711
[INFO] 2021-02-13 12:08:20 > Step: 346000 Progress: 69.2% Elapsed: 1 day, 19:38:42 temperature: no ada_p: No Discriminator_loss: 0.373572 Generator_loss: 2.42668
[INFO] 2021-02-13 12:08:20 > Start Evaluation (346000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 12:08:20 > Calculating FID Score....
[INFO] 2021-02-13 12:09:20 > Calculating Inception Score....
[INFO] 2021-02-13 12:09:44 > Calculate F_beta Score....
[INFO] 2021-02-13 12:16:51 > Calculate Accuracies....
[INFO] 2021-02-13 12:17:15 > Calculate Accuracies....
[INFO] 2021-02-13 12:20:52 > F_8 score (Step: 346000, Using valid images): 0.8955849860769752
[INFO] 2021-02-13 12:20:52 > F_1/8 score (Step: 346000, Using valid images): 0.9215312591620931
[INFO] 2021-02-13 12:20:52 > FID score (Step: 346000, Using valid moments): 32.65243845398891
[INFO] 2021-02-13 12:20:52 > Inception score (Step: 346000, 50000 generated images): 27.088632583618164
[INFO] 2021-02-13 12:20:52 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 12:21:03 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 12:22:07 > Step: 346100 Progress: 69.2% Elapsed: 1 day, 19:52:29 temperature: no ada_p: No Discriminator_loss: 0.288863 Generator_loss: 1.91622
[INFO] 2021-02-13 12:23:11 > Step: 346200 Progress: 69.2% Elapsed: 1 day, 19:53:33 temperature: no ada_p: No Discriminator_loss: 0.220578 Generator_loss: 1.69095
[INFO] 2021-02-13 12:24:15 > Step: 346300 Progress: 69.3% Elapsed: 1 day, 19:54:37 temperature: no ada_p: No Discriminator_loss: 0.347317 Generator_loss: 1.75741
[INFO] 2021-02-13 12:25:20 > Step: 346400 Progress: 69.3% Elapsed: 1 day, 19:55:41 temperature: no ada_p: No Discriminator_loss: 0.180412 Generator_loss: 1.99458
[INFO] 2021-02-13 12:26:25 > Step: 346500 Progress: 69.3% Elapsed: 1 day, 19:56:46 temperature: no ada_p: No Discriminator_loss: 0.273212 Generator_loss: 2.72492
[INFO] 2021-02-13 12:27:29 > Step: 346600 Progress: 69.3% Elapsed: 1 day, 19:57:51 temperature: no ada_p: No Discriminator_loss: 0.244469 Generator_loss: 2.45168
[INFO] 2021-02-13 12:28:34 > Step: 346700 Progress: 69.3% Elapsed: 1 day, 19:58:56 temperature: no ada_p: No Discriminator_loss: 0.375162 Generator_loss: 1.70054
[INFO] 2021-02-13 12:29:38 > Step: 346800 Progress: 69.4% Elapsed: 1 day, 20:00:00 temperature: no ada_p: No Discriminator_loss: 0.294066 Generator_loss: 1.99634
[INFO] 2021-02-13 12:30:42 > Step: 346900 Progress: 69.4% Elapsed: 1 day, 20:01:04 temperature: no ada_p: No Discriminator_loss: 0.261488 Generator_loss: 2.21226
[INFO] 2021-02-13 12:31:47 > Step: 347000 Progress: 69.4% Elapsed: 1 day, 20:02:08 temperature: no ada_p: No Discriminator_loss: 0.289213 Generator_loss: 2.42515
[INFO] 2021-02-13 12:32:51 > Step: 347100 Progress: 69.4% Elapsed: 1 day, 20:03:12 temperature: no ada_p: No Discriminator_loss: 0.339879 Generator_loss: 1.78842
[INFO] 2021-02-13 12:33:57 > Step: 347200 Progress: 69.4% Elapsed: 1 day, 20:04:18 temperature: no ada_p: No Discriminator_loss: 0.283018 Generator_loss: 2.56637
[INFO] 2021-02-13 12:35:01 > Step: 347300 Progress: 69.5% Elapsed: 1 day, 20:05:22 temperature: no ada_p: No Discriminator_loss: 0.173412 Generator_loss: 2.30319
[INFO] 2021-02-13 12:36:05 > Step: 347400 Progress: 69.5% Elapsed: 1 day, 20:06:26 temperature: no ada_p: No Discriminator_loss: 0.203438 Generator_loss: 2.06855
[INFO] 2021-02-13 12:37:09 > Step: 347500 Progress: 69.5% Elapsed: 1 day, 20:07:30 temperature: no ada_p: No Discriminator_loss: 0.194461 Generator_loss: 1.78172
[INFO] 2021-02-13 12:38:13 > Step: 347600 Progress: 69.5% Elapsed: 1 day, 20:08:34 temperature: no ada_p: No Discriminator_loss: 0.197915 Generator_loss: 2.22349
[INFO] 2021-02-13 12:39:17 > Step: 347700 Progress: 69.5% Elapsed: 1 day, 20:09:38 temperature: no ada_p: No Discriminator_loss: 0.219361 Generator_loss: 1.81335
[INFO] 2021-02-13 12:40:21 > Step: 347800 Progress: 69.6% Elapsed: 1 day, 20:10:42 temperature: no ada_p: No Discriminator_loss: 0.23429 Generator_loss: 1.66136
[INFO] 2021-02-13 12:41:25 > Step: 347900 Progress: 69.6% Elapsed: 1 day, 20:11:46 temperature: no ada_p: No Discriminator_loss: 0.234259 Generator_loss: 1.55406
[INFO] 2021-02-13 12:42:29 > Step: 348000 Progress: 69.6% Elapsed: 1 day, 20:12:50 temperature: no ada_p: No Discriminator_loss: 0.203232 Generator_loss: 2.25973
[INFO] 2021-02-13 12:42:29 > Start Evaluation (348000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 12:42:29 > Calculating FID Score....
[INFO] 2021-02-13 12:43:36 > Calculating Inception Score....
[INFO] 2021-02-13 12:44:00 > Calculate F_beta Score....
[INFO] 2021-02-13 12:51:12 > Calculate Accuracies....
[INFO] 2021-02-13 12:51:36 > Calculate Accuracies....
[INFO] 2021-02-13 12:55:13 > F_8 score (Step: 348000, Using valid images): 0.8831663423804771
[INFO] 2021-02-13 12:55:13 > F_1/8 score (Step: 348000, Using valid images): 0.9205508616816865
[INFO] 2021-02-13 12:55:13 > FID score (Step: 348000, Using valid moments): 32.05101421260747
[INFO] 2021-02-13 12:55:13 > Inception score (Step: 348000, 50000 generated images): 27.24994659423828
[INFO] 2021-02-13 12:55:13 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 12:55:24 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 12:56:29 > Step: 348100 Progress: 69.6% Elapsed: 1 day, 20:26:50 temperature: no ada_p: No Discriminator_loss: 0.271516 Generator_loss: 2.41553
[INFO] 2021-02-13 12:57:34 > Step: 348200 Progress: 69.6% Elapsed: 1 day, 20:27:55 temperature: no ada_p: No Discriminator_loss: 0.423744 Generator_loss: 1.53505
[INFO] 2021-02-13 12:58:38 > Step: 348300 Progress: 69.7% Elapsed: 1 day, 20:28:59 temperature: no ada_p: No Discriminator_loss: 0.197386 Generator_loss: 1.83569
[INFO] 2021-02-13 12:59:42 > Step: 348400 Progress: 69.7% Elapsed: 1 day, 20:30:04 temperature: no ada_p: No Discriminator_loss: 0.365623 Generator_loss: 1.60383
[INFO] 2021-02-13 13:00:46 > Step: 348500 Progress: 69.7% Elapsed: 1 day, 20:31:08 temperature: no ada_p: No Discriminator_loss: 0.318978 Generator_loss: 2.62379
[INFO] 2021-02-13 13:01:50 > Step: 348600 Progress: 69.7% Elapsed: 1 day, 20:32:12 temperature: no ada_p: No Discriminator_loss: 0.251357 Generator_loss: 1.57282
[INFO] 2021-02-13 13:02:54 > Step: 348700 Progress: 69.7% Elapsed: 1 day, 20:33:16 temperature: no ada_p: No Discriminator_loss: 0.221719 Generator_loss: 1.9626
[INFO] 2021-02-13 13:03:58 > Step: 348800 Progress: 69.8% Elapsed: 1 day, 20:34:20 temperature: no ada_p: No Discriminator_loss: 0.195164 Generator_loss: 1.64634
[INFO] 2021-02-13 13:05:02 > Step: 348900 Progress: 69.8% Elapsed: 1 day, 20:35:24 temperature: no ada_p: No Discriminator_loss: 0.225005 Generator_loss: 2.15506
[INFO] 2021-02-13 13:06:06 > Step: 349000 Progress: 69.8% Elapsed: 1 day, 20:36:28 temperature: no ada_p: No Discriminator_loss: 0.343466 Generator_loss: 2.82092
[INFO] 2021-02-13 13:07:11 > Step: 349100 Progress: 69.8% Elapsed: 1 day, 20:37:32 temperature: no ada_p: No Discriminator_loss: 0.319579 Generator_loss: 1.75587
[INFO] 2021-02-13 13:08:15 > Step: 349200 Progress: 69.8% Elapsed: 1 day, 20:38:36 temperature: no ada_p: No Discriminator_loss: 0.344224 Generator_loss: 1.73337
[INFO] 2021-02-13 13:09:19 > Step: 349300 Progress: 69.9% Elapsed: 1 day, 20:39:40 temperature: no ada_p: No Discriminator_loss: 0.253701 Generator_loss: 1.82962
[INFO] 2021-02-13 13:10:23 > Step: 349400 Progress: 69.9% Elapsed: 1 day, 20:40:44 temperature: no ada_p: No Discriminator_loss: 0.295935 Generator_loss: 1.72482
[INFO] 2021-02-13 13:11:27 > Step: 349500 Progress: 69.9% Elapsed: 1 day, 20:41:49 temperature: no ada_p: No Discriminator_loss: 0.301898 Generator_loss: 1.59534
[INFO] 2021-02-13 13:12:31 > Step: 349600 Progress: 69.9% Elapsed: 1 day, 20:42:53 temperature: no ada_p: No Discriminator_loss: 0.64172 Generator_loss: 0.813874
[INFO] 2021-02-13 13:13:37 > Step: 349700 Progress: 69.9% Elapsed: 1 day, 20:43:59 temperature: no ada_p: No Discriminator_loss: 0.293884 Generator_loss: 1.69798
[INFO] 2021-02-13 13:14:41 > Step: 349800 Progress: 70.0% Elapsed: 1 day, 20:45:03 temperature: no ada_p: No Discriminator_loss: 0.241028 Generator_loss: 2.44137
[INFO] 2021-02-13 13:15:45 > Step: 349900 Progress: 70.0% Elapsed: 1 day, 20:46:07 temperature: no ada_p: No Discriminator_loss: 0.252362 Generator_loss: 1.94844
[INFO] 2021-02-13 13:16:49 > Step: 350000 Progress: 70.0% Elapsed: 1 day, 20:47:11 temperature: no ada_p: No Discriminator_loss: 0.244939 Generator_loss: 1.93364
[INFO] 2021-02-13 13:16:49 > Start Evaluation (350000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 13:16:49 > Calculating FID Score....
[INFO] 2021-02-13 13:17:51 > Calculating Inception Score....
[INFO] 2021-02-13 13:18:15 > Calculate F_beta Score....
[INFO] 2021-02-13 13:25:25 > Calculate Accuracies....
[INFO] 2021-02-13 13:25:49 > Calculate Accuracies....
[INFO] 2021-02-13 13:29:27 > F_8 score (Step: 350000, Using valid images): 0.8820353447119155
[INFO] 2021-02-13 13:29:27 > F_1/8 score (Step: 350000, Using valid images): 0.9250382736544028
[INFO] 2021-02-13 13:29:27 > FID score (Step: 350000, Using valid moments): 31.70691696483715
[INFO] 2021-02-13 13:29:27 > Inception score (Step: 350000, 50000 generated images): 27.88231086730957
[INFO] 2021-02-13 13:29:27 > Best FID score (Step: 338000, Using valid moments): 31.357543577568492
[INFO] 2021-02-13 13:29:38 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 13:30:42 > Step: 350100 Progress: 70.0% Elapsed: 1 day, 21:01:04 temperature: no ada_p: No Discriminator_loss: 0.150692 Generator_loss: 1.65971
[INFO] 2021-02-13 13:31:47 > Step: 350200 Progress: 70.0% Elapsed: 1 day, 21:02:08 temperature: no ada_p: No Discriminator_loss: 0.367814 Generator_loss: 2.70811
[INFO] 2021-02-13 13:32:51 > Step: 350300 Progress: 70.1% Elapsed: 1 day, 21:03:12 temperature: no ada_p: No Discriminator_loss: 0.347049 Generator_loss: 1.20998
[INFO] 2021-02-13 13:33:55 > Step: 350400 Progress: 70.1% Elapsed: 1 day, 21:04:16 temperature: no ada_p: No Discriminator_loss: 0.272264 Generator_loss: 1.87452
[INFO] 2021-02-13 13:34:59 > Step: 350500 Progress: 70.1% Elapsed: 1 day, 21:05:20 temperature: no ada_p: No Discriminator_loss: 0.349933 Generator_loss: 2.40748
[INFO] 2021-02-13 13:36:03 > Step: 350600 Progress: 70.1% Elapsed: 1 day, 21:06:24 temperature: no ada_p: No Discriminator_loss: 0.263614 Generator_loss: 1.98168
[INFO] 2021-02-13 13:37:07 > Step: 350700 Progress: 70.1% Elapsed: 1 day, 21:07:28 temperature: no ada_p: No Discriminator_loss: 0.186537 Generator_loss: 2.11009
[INFO] 2021-02-13 13:38:11 > Step: 350800 Progress: 70.2% Elapsed: 1 day, 21:08:32 temperature: no ada_p: No Discriminator_loss: 0.20576 Generator_loss: 2.64451
[INFO] 2021-02-13 13:39:34 > Step: 350900 Progress: 70.2% Elapsed: 1 day, 21:09:55 temperature: no ada_p: No Discriminator_loss: 0.309239 Generator_loss: 1.69823
[INFO] 2021-02-13 13:40:38 > Step: 351000 Progress: 70.2% Elapsed: 1 day, 21:11:00 temperature: no ada_p: No Discriminator_loss: 0.391607 Generator_loss: 2.76298
[INFO] 2021-02-13 13:41:43 > Step: 351100 Progress: 70.2% Elapsed: 1 day, 21:12:05 temperature: no ada_p: No Discriminator_loss: 0.214259 Generator_loss: 2.28563
[INFO] 2021-02-13 13:42:47 > Step: 351200 Progress: 70.2% Elapsed: 1 day, 21:13:09 temperature: no ada_p: No Discriminator_loss: 0.148722 Generator_loss: 2.12662
[INFO] 2021-02-13 13:43:52 > Step: 351300 Progress: 70.3% Elapsed: 1 day, 21:14:14 temperature: no ada_p: No Discriminator_loss: 0.64564 Generator_loss: 1.15323
[INFO] 2021-02-13 13:44:57 > Step: 351400 Progress: 70.3% Elapsed: 1 day, 21:15:18 temperature: no ada_p: No Discriminator_loss: 0.256508 Generator_loss: 1.85363
[INFO] 2021-02-13 13:46:01 > Step: 351500 Progress: 70.3% Elapsed: 1 day, 21:16:23 temperature: no ada_p: No Discriminator_loss: 0.426972 Generator_loss: 1.52424
[INFO] 2021-02-13 13:47:06 > Step: 351600 Progress: 70.3% Elapsed: 1 day, 21:17:28 temperature: no ada_p: No Discriminator_loss: 0.305914 Generator_loss: 1.91315
[INFO] 2021-02-13 13:48:11 > Step: 351700 Progress: 70.3% Elapsed: 1 day, 21:18:32 temperature: no ada_p: No Discriminator_loss: 0.578921 Generator_loss: 1.13621
[INFO] 2021-02-13 13:49:15 > Step: 351800 Progress: 70.4% Elapsed: 1 day, 21:19:37 temperature: no ada_p: No Discriminator_loss: 0.29397 Generator_loss: 2.48444
[INFO] 2021-02-13 13:50:20 > Step: 351900 Progress: 70.4% Elapsed: 1 day, 21:20:41 temperature: no ada_p: No Discriminator_loss: 0.386556 Generator_loss: 1.57818
[INFO] 2021-02-13 13:51:24 > Step: 352000 Progress: 70.4% Elapsed: 1 day, 21:21:46 temperature: no ada_p: No Discriminator_loss: 0.272326 Generator_loss: 1.60899
[INFO] 2021-02-13 13:51:24 > Start Evaluation (352000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 13:51:24 > Calculating FID Score....
[INFO] 2021-02-13 13:52:07 > Calculating Inception Score....
[INFO] 2021-02-13 13:52:31 > Calculate F_beta Score....
[INFO] 2021-02-13 13:59:32 > Calculate Accuracies....
[INFO] 2021-02-13 13:59:55 > Calculate Accuracies....
[INFO] 2021-02-13 14:03:33 > F_8 score (Step: 352000, Using valid images): 0.8917926416210255
[INFO] 2021-02-13 14:03:33 > F_1/8 score (Step: 352000, Using valid images): 0.9203568426785937
[INFO] 2021-02-13 14:03:33 > FID score (Step: 352000, Using valid moments): 31.20791166537788
[INFO] 2021-02-13 14:03:33 > Inception score (Step: 352000, 50000 generated images): 27.678115844726562
[INFO] 2021-02-13 14:03:33 > Best FID score (Step: 352000, Using valid moments): 31.20791166537788
[INFO] 2021-02-13 14:03:59 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 14:05:04 > Step: 352100 Progress: 70.4% Elapsed: 1 day, 21:35:25 temperature: no ada_p: No Discriminator_loss: 0.265025 Generator_loss: 1.67077
[INFO] 2021-02-13 14:06:10 > Step: 352200 Progress: 70.4% Elapsed: 1 day, 21:36:31 temperature: no ada_p: No Discriminator_loss: 0.227121 Generator_loss: 1.76624
[INFO] 2021-02-13 14:07:14 > Step: 352300 Progress: 70.5% Elapsed: 1 day, 21:37:36 temperature: no ada_p: No Discriminator_loss: 0.373642 Generator_loss: 1.5267
[INFO] 2021-02-13 14:08:18 > Step: 352400 Progress: 70.5% Elapsed: 1 day, 21:38:40 temperature: no ada_p: No Discriminator_loss: 0.214136 Generator_loss: 2.18701
[INFO] 2021-02-13 14:09:22 > Step: 352500 Progress: 70.5% Elapsed: 1 day, 21:39:44 temperature: no ada_p: No Discriminator_loss: 0.226302 Generator_loss: 1.82787
[INFO] 2021-02-13 14:10:26 > Step: 352600 Progress: 70.5% Elapsed: 1 day, 21:40:48 temperature: no ada_p: No Discriminator_loss: 0.353716 Generator_loss: 1.15456
[INFO] 2021-02-13 14:11:30 > Step: 352700 Progress: 70.5% Elapsed: 1 day, 21:41:52 temperature: no ada_p: No Discriminator_loss: 0.225089 Generator_loss: 2.07538
[INFO] 2021-02-13 14:12:34 > Step: 352800 Progress: 70.6% Elapsed: 1 day, 21:42:56 temperature: no ada_p: No Discriminator_loss: 0.250487 Generator_loss: 1.59706
[INFO] 2021-02-13 14:13:59 > Step: 352900 Progress: 70.6% Elapsed: 1 day, 21:44:21 temperature: no ada_p: No Discriminator_loss: 0.311961 Generator_loss: 2.78916
[INFO] 2021-02-13 14:15:04 > Step: 353000 Progress: 70.6% Elapsed: 1 day, 21:45:26 temperature: no ada_p: No Discriminator_loss: 0.253412 Generator_loss: 1.82173
[INFO] 2021-02-13 14:16:09 > Step: 353100 Progress: 70.6% Elapsed: 1 day, 21:46:31 temperature: no ada_p: No Discriminator_loss: 0.580014 Generator_loss: 2.48147
[INFO] 2021-02-13 14:17:13 > Step: 353200 Progress: 70.6% Elapsed: 1 day, 21:47:35 temperature: no ada_p: No Discriminator_loss: 0.222768 Generator_loss: 1.76268
[INFO] 2021-02-13 14:18:18 > Step: 353300 Progress: 70.7% Elapsed: 1 day, 21:48:40 temperature: no ada_p: No Discriminator_loss: 0.271897 Generator_loss: 1.57791
[INFO] 2021-02-13 14:19:23 > Step: 353400 Progress: 70.7% Elapsed: 1 day, 21:49:45 temperature: no ada_p: No Discriminator_loss: 0.272302 Generator_loss: 2.92358
[INFO] 2021-02-13 14:20:28 > Step: 353500 Progress: 70.7% Elapsed: 1 day, 21:50:50 temperature: no ada_p: No Discriminator_loss: 0.2968 Generator_loss: 1.70423
[INFO] 2021-02-13 14:21:33 > Step: 353600 Progress: 70.7% Elapsed: 1 day, 21:51:54 temperature: no ada_p: No Discriminator_loss: 0.273539 Generator_loss: 2.11976
[INFO] 2021-02-13 14:22:37 > Step: 353700 Progress: 70.7% Elapsed: 1 day, 21:52:59 temperature: no ada_p: No Discriminator_loss: 0.579307 Generator_loss: 2.27828
[INFO] 2021-02-13 14:23:42 > Step: 353800 Progress: 70.8% Elapsed: 1 day, 21:54:04 temperature: no ada_p: No Discriminator_loss: 0.234826 Generator_loss: 2.68597
[INFO] 2021-02-13 14:24:47 > Step: 353900 Progress: 70.8% Elapsed: 1 day, 21:55:08 temperature: no ada_p: No Discriminator_loss: 0.379698 Generator_loss: 1.34254
[INFO] 2021-02-13 14:25:51 > Step: 354000 Progress: 70.8% Elapsed: 1 day, 21:56:13 temperature: no ada_p: No Discriminator_loss: 0.344647 Generator_loss: 1.64149
[INFO] 2021-02-13 14:25:51 > Start Evaluation (354000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 14:25:51 > Calculating FID Score....
[INFO] 2021-02-13 14:26:32 > Calculating Inception Score....
[INFO] 2021-02-13 14:26:56 > Calculate F_beta Score....
[INFO] 2021-02-13 14:33:57 > Calculate Accuracies....
[INFO] 2021-02-13 14:34:20 > Calculate Accuracies....
[INFO] 2021-02-13 14:38:06 > F_8 score (Step: 354000, Using valid images): 0.8852513099737871
[INFO] 2021-02-13 14:38:06 > F_1/8 score (Step: 354000, Using valid images): 0.9198686372347055
[INFO] 2021-02-13 14:38:06 > FID score (Step: 354000, Using valid moments): 31.598923807029394
[INFO] 2021-02-13 14:38:06 > Inception score (Step: 354000, 50000 generated images): 27.72591209411621
[INFO] 2021-02-13 14:38:06 > Best FID score (Step: 352000, Using valid moments): 31.20791166537788
[INFO] 2021-02-13 14:38:17 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 14:39:21 > Step: 354100 Progress: 70.8% Elapsed: 1 day, 22:09:43 temperature: no ada_p: No Discriminator_loss: 0.29298 Generator_loss: 2.7661
[INFO] 2021-02-13 14:40:25 > Step: 354200 Progress: 70.8% Elapsed: 1 day, 22:10:47 temperature: no ada_p: No Discriminator_loss: 0.269873 Generator_loss: 1.50121
[INFO] 2021-02-13 14:41:29 > Step: 354300 Progress: 70.9% Elapsed: 1 day, 22:11:51 temperature: no ada_p: No Discriminator_loss: 0.205606 Generator_loss: 1.79344
[INFO] 2021-02-13 14:42:33 > Step: 354400 Progress: 70.9% Elapsed: 1 day, 22:12:55 temperature: no ada_p: No Discriminator_loss: 0.174157 Generator_loss: 2.09234
[INFO] 2021-02-13 14:43:37 > Step: 354500 Progress: 70.9% Elapsed: 1 day, 22:13:59 temperature: no ada_p: No Discriminator_loss: 0.236207 Generator_loss: 1.68107
[INFO] 2021-02-13 14:44:41 > Step: 354600 Progress: 70.9% Elapsed: 1 day, 22:15:03 temperature: no ada_p: No Discriminator_loss: 0.281284 Generator_loss: 1.75557
[INFO] 2021-02-13 14:45:47 > Step: 354700 Progress: 70.9% Elapsed: 1 day, 22:16:09 temperature: no ada_p: No Discriminator_loss: 0.303399 Generator_loss: 1.60421
[INFO] 2021-02-13 14:47:11 > Step: 354800 Progress: 71.0% Elapsed: 1 day, 22:17:32 temperature: no ada_p: No Discriminator_loss: 0.222108 Generator_loss: 2.4674
[INFO] 2021-02-13 14:48:15 > Step: 354900 Progress: 71.0% Elapsed: 1 day, 22:18:37 temperature: no ada_p: No Discriminator_loss: 0.27321 Generator_loss: 1.562
[INFO] 2021-02-13 14:49:20 > Step: 355000 Progress: 71.0% Elapsed: 1 day, 22:19:41 temperature: no ada_p: No Discriminator_loss: 0.322551 Generator_loss: 1.19715
[INFO] 2021-02-13 14:50:24 > Step: 355100 Progress: 71.0% Elapsed: 1 day, 22:20:46 temperature: no ada_p: No Discriminator_loss: 0.18751 Generator_loss: 2.09283
[INFO] 2021-02-13 14:51:29 > Step: 355200 Progress: 71.0% Elapsed: 1 day, 22:21:50 temperature: no ada_p: No Discriminator_loss: 0.21192 Generator_loss: 1.94809
[INFO] 2021-02-13 14:52:34 > Step: 355300 Progress: 71.1% Elapsed: 1 day, 22:22:55 temperature: no ada_p: No Discriminator_loss: 0.235495 Generator_loss: 1.42669
[INFO] 2021-02-13 14:53:38 > Step: 355400 Progress: 71.1% Elapsed: 1 day, 22:24:00 temperature: no ada_p: No Discriminator_loss: 0.233615 Generator_loss: 2.59507
[INFO] 2021-02-13 14:54:43 > Step: 355500 Progress: 71.1% Elapsed: 1 day, 22:25:05 temperature: no ada_p: No Discriminator_loss: 0.240052 Generator_loss: 1.73942
[INFO] 2021-02-13 14:55:47 > Step: 355600 Progress: 71.1% Elapsed: 1 day, 22:26:09 temperature: no ada_p: No Discriminator_loss: 0.272051 Generator_loss: 1.58051
[INFO] 2021-02-13 14:56:52 > Step: 355700 Progress: 71.1% Elapsed: 1 day, 22:27:14 temperature: no ada_p: No Discriminator_loss: 0.224512 Generator_loss: 2.22171
[INFO] 2021-02-13 14:57:57 > Step: 355800 Progress: 71.2% Elapsed: 1 day, 22:28:19 temperature: no ada_p: No Discriminator_loss: 0.211577 Generator_loss: 2.16692
[INFO] 2021-02-13 14:59:02 > Step: 355900 Progress: 71.2% Elapsed: 1 day, 22:29:24 temperature: no ada_p: No Discriminator_loss: 0.149473 Generator_loss: 1.78997
[INFO] 2021-02-13 15:00:07 > Step: 356000 Progress: 71.2% Elapsed: 1 day, 22:30:28 temperature: no ada_p: No Discriminator_loss: 0.463172 Generator_loss: 1.29236
[INFO] 2021-02-13 15:00:07 > Start Evaluation (356000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 15:00:07 > Calculating FID Score....
[INFO] 2021-02-13 15:00:49 > Calculating Inception Score....
[INFO] 2021-02-13 15:01:13 > Calculate F_beta Score....
[INFO] 2021-02-13 15:08:14 > Calculate Accuracies....
[INFO] 2021-02-13 15:08:38 > Calculate Accuracies....
[INFO] 2021-02-13 15:12:16 > F_8 score (Step: 356000, Using valid images): 0.8879906728581499
[INFO] 2021-02-13 15:12:16 > F_1/8 score (Step: 356000, Using valid images): 0.9226620358716212
[INFO] 2021-02-13 15:12:16 > FID score (Step: 356000, Using valid moments): 31.11966900517973
[INFO] 2021-02-13 15:12:16 > Inception score (Step: 356000, 50000 generated images): 27.576736450195312
[INFO] 2021-02-13 15:12:16 > Best FID score (Step: 356000, Using valid moments): 31.11966900517973
[INFO] 2021-02-13 15:12:39 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 15:13:43 > Step: 356100 Progress: 71.2% Elapsed: 1 day, 22:44:04 temperature: no ada_p: No Discriminator_loss: 0.189544 Generator_loss: 2.11041
[INFO] 2021-02-13 15:14:47 > Step: 356200 Progress: 71.2% Elapsed: 1 day, 22:45:08 temperature: no ada_p: No Discriminator_loss: 0.27822 Generator_loss: 1.69255
[INFO] 2021-02-13 15:15:51 > Step: 356300 Progress: 71.3% Elapsed: 1 day, 22:46:12 temperature: no ada_p: No Discriminator_loss: 0.408698 Generator_loss: 1.51162
[INFO] 2021-02-13 15:16:55 > Step: 356400 Progress: 71.3% Elapsed: 1 day, 22:47:16 temperature: no ada_p: No Discriminator_loss: 0.297712 Generator_loss: 1.90105
[INFO] 2021-02-13 15:17:59 > Step: 356500 Progress: 71.3% Elapsed: 1 day, 22:48:20 temperature: no ada_p: No Discriminator_loss: 0.218356 Generator_loss: 2.17867
[INFO] 2021-02-13 15:19:22 > Step: 356600 Progress: 71.3% Elapsed: 1 day, 22:49:44 temperature: no ada_p: No Discriminator_loss: 0.170685 Generator_loss: 2.33982
[INFO] 2021-02-13 15:20:27 > Step: 356700 Progress: 71.3% Elapsed: 1 day, 22:50:48 temperature: no ada_p: No Discriminator_loss: 0.214734 Generator_loss: 2.21678
[INFO] 2021-02-13 15:21:31 > Step: 356800 Progress: 71.4% Elapsed: 1 day, 22:51:53 temperature: no ada_p: No Discriminator_loss: 0.318212 Generator_loss: 1.47118
[INFO] 2021-02-13 15:22:36 > Step: 356900 Progress: 71.4% Elapsed: 1 day, 22:52:58 temperature: no ada_p: No Discriminator_loss: 0.284051 Generator_loss: 2.38032
[INFO] 2021-02-13 15:23:41 > Step: 357000 Progress: 71.4% Elapsed: 1 day, 22:54:02 temperature: no ada_p: No Discriminator_loss: 0.20498 Generator_loss: 2.17527
[INFO] 2021-02-13 15:24:45 > Step: 357100 Progress: 71.4% Elapsed: 1 day, 22:55:07 temperature: no ada_p: No Discriminator_loss: 0.185953 Generator_loss: 2.05505
[INFO] 2021-02-13 15:25:52 > Step: 357200 Progress: 71.4% Elapsed: 1 day, 22:56:13 temperature: no ada_p: No Discriminator_loss: 0.25259 Generator_loss: 1.6186
[INFO] 2021-02-13 15:26:56 > Step: 357300 Progress: 71.5% Elapsed: 1 day, 22:57:18 temperature: no ada_p: No Discriminator_loss: 0.292995 Generator_loss: 1.56312
[INFO] 2021-02-13 15:28:01 > Step: 357400 Progress: 71.5% Elapsed: 1 day, 22:58:22 temperature: no ada_p: No Discriminator_loss: 0.279286 Generator_loss: 1.7414
[INFO] 2021-02-13 15:29:05 > Step: 357500 Progress: 71.5% Elapsed: 1 day, 22:59:27 temperature: no ada_p: No Discriminator_loss: 0.356566 Generator_loss: 1.5107
[INFO] 2021-02-13 15:30:10 > Step: 357600 Progress: 71.5% Elapsed: 1 day, 23:00:32 temperature: no ada_p: No Discriminator_loss: 0.211788 Generator_loss: 2.30283
[INFO] 2021-02-13 15:31:15 > Step: 357700 Progress: 71.5% Elapsed: 1 day, 23:01:36 temperature: no ada_p: No Discriminator_loss: 0.252144 Generator_loss: 1.7937
[INFO] 2021-02-13 15:32:19 > Step: 357800 Progress: 71.6% Elapsed: 1 day, 23:02:41 temperature: no ada_p: No Discriminator_loss: 0.366704 Generator_loss: 1.54149
[INFO] 2021-02-13 15:33:24 > Step: 357900 Progress: 71.6% Elapsed: 1 day, 23:03:46 temperature: no ada_p: No Discriminator_loss: 0.181325 Generator_loss: 2.14219
[INFO] 2021-02-13 15:34:29 > Step: 358000 Progress: 71.6% Elapsed: 1 day, 23:04:50 temperature: no ada_p: No Discriminator_loss: 0.214784 Generator_loss: 2.41663
[INFO] 2021-02-13 15:34:29 > Start Evaluation (358000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 15:34:29 > Calculating FID Score....
[INFO] 2021-02-13 15:35:10 > Calculating Inception Score....
[INFO] 2021-02-13 15:35:34 > Calculate F_beta Score....
[INFO] 2021-02-13 15:42:45 > Calculate Accuracies....
[INFO] 2021-02-13 15:43:08 > Calculate Accuracies....
[INFO] 2021-02-13 15:46:45 > F_8 score (Step: 358000, Using valid images): 0.8895821983849447
[INFO] 2021-02-13 15:46:45 > F_1/8 score (Step: 358000, Using valid images): 0.9232465063537696
[INFO] 2021-02-13 15:46:45 > FID score (Step: 358000, Using valid moments): 32.79112509453125
[INFO] 2021-02-13 15:46:45 > Inception score (Step: 358000, 50000 generated images): 26.537372589111328
[INFO] 2021-02-13 15:46:45 > Best FID score (Step: 356000, Using valid moments): 31.11966900517973
[INFO] 2021-02-13 15:46:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 15:48:01 > Step: 358100 Progress: 71.6% Elapsed: 1 day, 23:18:23 temperature: no ada_p: No Discriminator_loss: 0.174593 Generator_loss: 2.23007
[INFO] 2021-02-13 15:49:05 > Step: 358200 Progress: 71.6% Elapsed: 1 day, 23:19:27 temperature: no ada_p: No Discriminator_loss: 0.212392 Generator_loss: 1.85049
[INFO] 2021-02-13 15:50:09 > Step: 358300 Progress: 71.7% Elapsed: 1 day, 23:20:31 temperature: no ada_p: No Discriminator_loss: 0.278024 Generator_loss: 2.63746
[INFO] 2021-02-13 15:51:13 > Step: 358400 Progress: 71.7% Elapsed: 1 day, 23:21:35 temperature: no ada_p: No Discriminator_loss: 0.463997 Generator_loss: 1.58439
[INFO] 2021-02-13 15:52:17 > Step: 358500 Progress: 71.7% Elapsed: 1 day, 23:22:39 temperature: no ada_p: No Discriminator_loss: 0.281328 Generator_loss: 2.13973
[INFO] 2021-02-13 15:53:21 > Step: 358600 Progress: 71.7% Elapsed: 1 day, 23:23:43 temperature: no ada_p: No Discriminator_loss: 0.292097 Generator_loss: 1.52479
[INFO] 2021-02-13 15:54:25 > Step: 358700 Progress: 71.7% Elapsed: 1 day, 23:24:47 temperature: no ada_p: No Discriminator_loss: 0.194003 Generator_loss: 1.9481
[INFO] 2021-02-13 15:55:30 > Step: 358800 Progress: 71.8% Elapsed: 1 day, 23:25:51 temperature: no ada_p: No Discriminator_loss: 0.213386 Generator_loss: 2.45584
[INFO] 2021-02-13 15:56:34 > Step: 358900 Progress: 71.8% Elapsed: 1 day, 23:26:55 temperature: no ada_p: No Discriminator_loss: 0.526183 Generator_loss: 1.23321
[INFO] 2021-02-13 15:57:38 > Step: 359000 Progress: 71.8% Elapsed: 1 day, 23:27:59 temperature: no ada_p: No Discriminator_loss: 0.225044 Generator_loss: 2.32948
[INFO] 2021-02-13 15:58:42 > Step: 359100 Progress: 71.8% Elapsed: 1 day, 23:29:03 temperature: no ada_p: No Discriminator_loss: 0.162811 Generator_loss: 1.90956
[INFO] 2021-02-13 15:59:46 > Step: 359200 Progress: 71.8% Elapsed: 1 day, 23:30:07 temperature: no ada_p: No Discriminator_loss: 0.202748 Generator_loss: 2.18352
[INFO] 2021-02-13 16:00:50 > Step: 359300 Progress: 71.9% Elapsed: 1 day, 23:31:11 temperature: no ada_p: No Discriminator_loss: 0.185366 Generator_loss: 2.02524
[INFO] 2021-02-13 16:01:54 > Step: 359400 Progress: 71.9% Elapsed: 1 day, 23:32:15 temperature: no ada_p: No Discriminator_loss: 0.258369 Generator_loss: 2.32714
[INFO] 2021-02-13 16:02:58 > Step: 359500 Progress: 71.9% Elapsed: 1 day, 23:33:20 temperature: no ada_p: No Discriminator_loss: 0.392962 Generator_loss: 1.58599
[INFO] 2021-02-13 16:04:21 > Step: 359600 Progress: 71.9% Elapsed: 1 day, 23:34:42 temperature: no ada_p: No Discriminator_loss: 0.308185 Generator_loss: 1.56676
[INFO] 2021-02-13 16:05:27 > Step: 359700 Progress: 71.9% Elapsed: 1 day, 23:35:49 temperature: no ada_p: No Discriminator_loss: 0.414963 Generator_loss: 1.36026
[INFO] 2021-02-13 16:06:32 > Step: 359800 Progress: 72.0% Elapsed: 1 day, 23:36:53 temperature: no ada_p: No Discriminator_loss: 0.423672 Generator_loss: 1.365
[INFO] 2021-02-13 16:07:36 > Step: 359900 Progress: 72.0% Elapsed: 1 day, 23:37:58 temperature: no ada_p: No Discriminator_loss: 0.232806 Generator_loss: 1.65531
[INFO] 2021-02-13 16:08:41 > Step: 360000 Progress: 72.0% Elapsed: 1 day, 23:39:02 temperature: no ada_p: No Discriminator_loss: 0.286906 Generator_loss: 1.80014
[INFO] 2021-02-13 16:08:41 > Start Evaluation (360000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 16:08:41 > Calculating FID Score....
[INFO] 2021-02-13 16:09:22 > Calculating Inception Score....
[INFO] 2021-02-13 16:09:46 > Calculate F_beta Score....
[INFO] 2021-02-13 16:16:48 > Calculate Accuracies....
[INFO] 2021-02-13 16:17:11 > Calculate Accuracies....
[INFO] 2021-02-13 16:20:49 > F_8 score (Step: 360000, Using valid images): 0.9083496171324483
[INFO] 2021-02-13 16:20:49 > F_1/8 score (Step: 360000, Using valid images): 0.9182929137836514
[INFO] 2021-02-13 16:20:49 > FID score (Step: 360000, Using valid moments): 31.19293006264013
[INFO] 2021-02-13 16:20:49 > Inception score (Step: 360000, 50000 generated images): 27.73331069946289
[INFO] 2021-02-13 16:20:49 > Best FID score (Step: 356000, Using valid moments): 31.11966900517973
[INFO] 2021-02-13 16:21:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 16:22:05 > Step: 360100 Progress: 72.0% Elapsed: 1 day, 23:52:26 temperature: no ada_p: No Discriminator_loss: 0.220073 Generator_loss: 1.87127
[INFO] 2021-02-13 16:23:08 > Step: 360200 Progress: 72.0% Elapsed: 1 day, 23:53:30 temperature: no ada_p: No Discriminator_loss: 0.207695 Generator_loss: 2.7247
[INFO] 2021-02-13 16:24:12 > Step: 360300 Progress: 72.1% Elapsed: 1 day, 23:54:34 temperature: no ada_p: No Discriminator_loss: 0.549695 Generator_loss: 1.16304
[INFO] 2021-02-13 16:25:17 > Step: 360400 Progress: 72.1% Elapsed: 1 day, 23:55:38 temperature: no ada_p: No Discriminator_loss: 0.272845 Generator_loss: 1.927
[INFO] 2021-02-13 16:26:21 > Step: 360500 Progress: 72.1% Elapsed: 1 day, 23:56:42 temperature: no ada_p: No Discriminator_loss: 0.168994 Generator_loss: 2.35284
[INFO] 2021-02-13 16:27:25 > Step: 360600 Progress: 72.1% Elapsed: 1 day, 23:57:47 temperature: no ada_p: No Discriminator_loss: 0.303172 Generator_loss: 2.66722
[INFO] 2021-02-13 16:28:29 > Step: 360700 Progress: 72.1% Elapsed: 1 day, 23:58:51 temperature: no ada_p: No Discriminator_loss: 0.308146 Generator_loss: 1.67175
[INFO] 2021-02-13 16:29:33 > Step: 360800 Progress: 72.2% Elapsed: 1 day, 23:59:55 temperature: no ada_p: No Discriminator_loss: 0.217373 Generator_loss: 2.13176
[INFO] 2021-02-13 16:30:38 > Step: 360900 Progress: 72.2% Elapsed: 2 days, 0:00:59 temperature: no ada_p: No Discriminator_loss: 0.240936 Generator_loss: 2.36771
[INFO] 2021-02-13 16:31:42 > Step: 361000 Progress: 72.2% Elapsed: 2 days, 0:02:04 temperature: no ada_p: No Discriminator_loss: 0.485028 Generator_loss: 2.90975
[INFO] 2021-02-13 16:32:46 > Step: 361100 Progress: 72.2% Elapsed: 2 days, 0:03:08 temperature: no ada_p: No Discriminator_loss: 0.185008 Generator_loss: 2.17251
[INFO] 2021-02-13 16:33:50 > Step: 361200 Progress: 72.2% Elapsed: 2 days, 0:04:12 temperature: no ada_p: No Discriminator_loss: 0.245738 Generator_loss: 1.75849
[INFO] 2021-02-13 16:34:56 > Step: 361300 Progress: 72.3% Elapsed: 2 days, 0:05:17 temperature: no ada_p: No Discriminator_loss: 0.213677 Generator_loss: 2.0154
[INFO] 2021-02-13 16:36:00 > Step: 361400 Progress: 72.3% Elapsed: 2 days, 0:06:22 temperature: no ada_p: No Discriminator_loss: 0.278708 Generator_loss: 1.81609
[INFO] 2021-02-13 16:37:05 > Step: 361500 Progress: 72.3% Elapsed: 2 days, 0:07:26 temperature: no ada_p: No Discriminator_loss: 0.284656 Generator_loss: 2.4209
[INFO] 2021-02-13 16:38:09 > Step: 361600 Progress: 72.3% Elapsed: 2 days, 0:08:30 temperature: no ada_p: No Discriminator_loss: 0.16778 Generator_loss: 2.22267
[INFO] 2021-02-13 16:39:12 > Step: 361700 Progress: 72.3% Elapsed: 2 days, 0:09:34 temperature: no ada_p: No Discriminator_loss: 0.265897 Generator_loss: 2.09155
[INFO] 2021-02-13 16:40:16 > Step: 361800 Progress: 72.4% Elapsed: 2 days, 0:10:38 temperature: no ada_p: No Discriminator_loss: 0.399545 Generator_loss: 0.843245
[INFO] 2021-02-13 16:41:20 > Step: 361900 Progress: 72.4% Elapsed: 2 days, 0:11:42 temperature: no ada_p: No Discriminator_loss: 0.227106 Generator_loss: 2.41213
[INFO] 2021-02-13 16:42:45 > Step: 362000 Progress: 72.4% Elapsed: 2 days, 0:13:06 temperature: no ada_p: No Discriminator_loss: 0.316399 Generator_loss: 1.55128
[INFO] 2021-02-13 16:42:45 > Start Evaluation (362000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 16:42:45 > Calculating FID Score....
[INFO] 2021-02-13 16:43:26 > Calculating Inception Score....
[INFO] 2021-02-13 16:43:50 > Calculate F_beta Score....
[INFO] 2021-02-13 16:50:50 > Calculate Accuracies....
[INFO] 2021-02-13 16:51:13 > Calculate Accuracies....
[INFO] 2021-02-13 16:54:52 > F_8 score (Step: 362000, Using valid images): 0.894515868940131
[INFO] 2021-02-13 16:54:52 > F_1/8 score (Step: 362000, Using valid images): 0.9254445810815856
[INFO] 2021-02-13 16:54:52 > FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 16:54:52 > Inception score (Step: 362000, 50000 generated images): 28.222124099731445
[INFO] 2021-02-13 16:54:52 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 16:55:15 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 16:56:19 > Step: 362100 Progress: 72.4% Elapsed: 2 days, 0:26:41 temperature: no ada_p: No Discriminator_loss: 0.339773 Generator_loss: 1.67216
[INFO] 2021-02-13 16:57:25 > Step: 362200 Progress: 72.4% Elapsed: 2 days, 0:27:47 temperature: no ada_p: No Discriminator_loss: 0.205433 Generator_loss: 2.31293
[INFO] 2021-02-13 16:58:29 > Step: 362300 Progress: 72.5% Elapsed: 2 days, 0:28:51 temperature: no ada_p: No Discriminator_loss: 0.508687 Generator_loss: 1.41322
[INFO] 2021-02-13 16:59:33 > Step: 362400 Progress: 72.5% Elapsed: 2 days, 0:29:55 temperature: no ada_p: No Discriminator_loss: 0.226903 Generator_loss: 2.04938
[INFO] 2021-02-13 17:00:56 > Step: 362500 Progress: 72.5% Elapsed: 2 days, 0:31:18 temperature: no ada_p: No Discriminator_loss: 0.519788 Generator_loss: 1.24294
[INFO] 2021-02-13 17:02:01 > Step: 362600 Progress: 72.5% Elapsed: 2 days, 0:32:22 temperature: no ada_p: No Discriminator_loss: 0.215273 Generator_loss: 2.28082
[INFO] 2021-02-13 17:03:05 > Step: 362700 Progress: 72.5% Elapsed: 2 days, 0:33:27 temperature: no ada_p: No Discriminator_loss: 0.307598 Generator_loss: 1.89087
[INFO] 2021-02-13 17:04:11 > Step: 362800 Progress: 72.6% Elapsed: 2 days, 0:34:32 temperature: no ada_p: No Discriminator_loss: 0.398399 Generator_loss: 2.43264
[INFO] 2021-02-13 17:05:16 > Step: 362900 Progress: 72.6% Elapsed: 2 days, 0:35:37 temperature: no ada_p: No Discriminator_loss: 0.278493 Generator_loss: 1.68168
[INFO] 2021-02-13 17:06:20 > Step: 363000 Progress: 72.6% Elapsed: 2 days, 0:36:42 temperature: no ada_p: No Discriminator_loss: 0.246122 Generator_loss: 2.65562
[INFO] 2021-02-13 17:07:25 > Step: 363100 Progress: 72.6% Elapsed: 2 days, 0:37:47 temperature: no ada_p: No Discriminator_loss: 0.142984 Generator_loss: 2.20189
[INFO] 2021-02-13 17:08:30 > Step: 363200 Progress: 72.6% Elapsed: 2 days, 0:38:51 temperature: no ada_p: No Discriminator_loss: 0.513797 Generator_loss: 1.28174
[INFO] 2021-02-13 17:09:34 > Step: 363300 Progress: 72.7% Elapsed: 2 days, 0:39:56 temperature: no ada_p: No Discriminator_loss: 0.274767 Generator_loss: 1.54266
[INFO] 2021-02-13 17:10:39 > Step: 363400 Progress: 72.7% Elapsed: 2 days, 0:41:01 temperature: no ada_p: No Discriminator_loss: 0.542693 Generator_loss: 2.53763
[INFO] 2021-02-13 17:11:44 > Step: 363500 Progress: 72.7% Elapsed: 2 days, 0:42:05 temperature: no ada_p: No Discriminator_loss: 0.36692 Generator_loss: 2.8154
[INFO] 2021-02-13 17:12:48 > Step: 363600 Progress: 72.7% Elapsed: 2 days, 0:43:10 temperature: no ada_p: No Discriminator_loss: 0.247526 Generator_loss: 2.74045
[INFO] 2021-02-13 17:13:53 > Step: 363700 Progress: 72.7% Elapsed: 2 days, 0:44:14 temperature: no ada_p: No Discriminator_loss: 0.236902 Generator_loss: 1.88945
[INFO] 2021-02-13 17:14:57 > Step: 363800 Progress: 72.8% Elapsed: 2 days, 0:45:19 temperature: no ada_p: No Discriminator_loss: 0.182064 Generator_loss: 2.42707
[INFO] 2021-02-13 17:16:02 > Step: 363900 Progress: 72.8% Elapsed: 2 days, 0:46:24 temperature: no ada_p: No Discriminator_loss: 1.53274 Generator_loss: 1.52297
[INFO] 2021-02-13 17:17:07 > Step: 364000 Progress: 72.8% Elapsed: 2 days, 0:47:28 temperature: no ada_p: No Discriminator_loss: 0.456809 Generator_loss: 2.63441
[INFO] 2021-02-13 17:17:07 > Start Evaluation (364000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 17:17:07 > Calculating FID Score....
[INFO] 2021-02-13 17:17:47 > Calculating Inception Score....
[INFO] 2021-02-13 17:18:11 > Calculate F_beta Score....
[INFO] 2021-02-13 17:25:14 > Calculate Accuracies....
[INFO] 2021-02-13 17:25:38 > Calculate Accuracies....
[INFO] 2021-02-13 17:29:15 > F_8 score (Step: 364000, Using valid images): 0.8944361260965228
[INFO] 2021-02-13 17:29:15 > F_1/8 score (Step: 364000, Using valid images): 0.9176474687629015
[INFO] 2021-02-13 17:29:15 > FID score (Step: 364000, Using valid moments): 32.00236570206687
[INFO] 2021-02-13 17:29:15 > Inception score (Step: 364000, 50000 generated images): 27.900524139404297
[INFO] 2021-02-13 17:29:15 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 17:29:27 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 17:30:32 > Step: 364100 Progress: 72.8% Elapsed: 2 days, 1:00:53 temperature: no ada_p: No Discriminator_loss: 0.27984 Generator_loss: 2.54187
[INFO] 2021-02-13 17:31:36 > Step: 364200 Progress: 72.8% Elapsed: 2 days, 1:01:58 temperature: no ada_p: No Discriminator_loss: 0.181748 Generator_loss: 2.26237
[INFO] 2021-02-13 17:32:40 > Step: 364300 Progress: 72.9% Elapsed: 2 days, 1:03:02 temperature: no ada_p: No Discriminator_loss: 0.189925 Generator_loss: 1.8194
[INFO] 2021-02-13 17:33:44 > Step: 364400 Progress: 72.9% Elapsed: 2 days, 1:04:06 temperature: no ada_p: No Discriminator_loss: 0.374259 Generator_loss: 1.61203
[INFO] 2021-02-13 17:34:49 > Step: 364500 Progress: 72.9% Elapsed: 2 days, 1:05:10 temperature: no ada_p: No Discriminator_loss: 0.223851 Generator_loss: 1.91223
[INFO] 2021-02-13 17:35:53 > Step: 364600 Progress: 72.9% Elapsed: 2 days, 1:06:14 temperature: no ada_p: No Discriminator_loss: 0.324816 Generator_loss: 1.52658
[INFO] 2021-02-13 17:36:59 > Step: 364700 Progress: 72.9% Elapsed: 2 days, 1:07:21 temperature: no ada_p: No Discriminator_loss: 0.324708 Generator_loss: 1.71947
[INFO] 2021-02-13 17:38:03 > Step: 364800 Progress: 73.0% Elapsed: 2 days, 1:08:25 temperature: no ada_p: No Discriminator_loss: 0.215835 Generator_loss: 2.54184
[INFO] 2021-02-13 17:39:07 > Step: 364900 Progress: 73.0% Elapsed: 2 days, 1:09:29 temperature: no ada_p: No Discriminator_loss: 0.229896 Generator_loss: 1.63943
[INFO] 2021-02-13 17:40:11 > Step: 365000 Progress: 73.0% Elapsed: 2 days, 1:10:33 temperature: no ada_p: No Discriminator_loss: 0.529077 Generator_loss: 1.55669
[INFO] 2021-02-13 17:41:15 > Step: 365100 Progress: 73.0% Elapsed: 2 days, 1:11:37 temperature: no ada_p: No Discriminator_loss: 0.175918 Generator_loss: 2.42083
[INFO] 2021-02-13 17:42:19 > Step: 365200 Progress: 73.0% Elapsed: 2 days, 1:12:41 temperature: no ada_p: No Discriminator_loss: 0.293257 Generator_loss: 2.51626
[INFO] 2021-02-13 17:43:47 > Step: 365300 Progress: 73.1% Elapsed: 2 days, 1:14:08 temperature: no ada_p: No Discriminator_loss: 0.442173 Generator_loss: 1.39528
[INFO] 2021-02-13 17:44:51 > Step: 365400 Progress: 73.1% Elapsed: 2 days, 1:15:13 temperature: no ada_p: No Discriminator_loss: 0.224699 Generator_loss: 2.13993
[INFO] 2021-02-13 17:45:56 > Step: 365500 Progress: 73.1% Elapsed: 2 days, 1:16:17 temperature: no ada_p: No Discriminator_loss: 0.252272 Generator_loss: 2.50586
[INFO] 2021-02-13 17:47:00 > Step: 365600 Progress: 73.1% Elapsed: 2 days, 1:17:22 temperature: no ada_p: No Discriminator_loss: 0.285418 Generator_loss: 1.48071
[INFO] 2021-02-13 17:48:05 > Step: 365700 Progress: 73.1% Elapsed: 2 days, 1:18:26 temperature: no ada_p: No Discriminator_loss: 0.275118 Generator_loss: 1.60203
[INFO] 2021-02-13 17:49:10 > Step: 365800 Progress: 73.2% Elapsed: 2 days, 1:19:31 temperature: no ada_p: No Discriminator_loss: 0.268693 Generator_loss: 1.65417
[INFO] 2021-02-13 17:50:14 > Step: 365900 Progress: 73.2% Elapsed: 2 days, 1:20:36 temperature: no ada_p: No Discriminator_loss: 0.168996 Generator_loss: 1.86746
[INFO] 2021-02-13 17:51:18 > Step: 366000 Progress: 73.2% Elapsed: 2 days, 1:21:40 temperature: no ada_p: No Discriminator_loss: 0.23103 Generator_loss: 2.52689
[INFO] 2021-02-13 17:51:18 > Start Evaluation (366000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 17:51:18 > Calculating FID Score....
[INFO] 2021-02-13 17:51:59 > Calculating Inception Score....
[INFO] 2021-02-13 17:52:23 > Calculate F_beta Score....
[INFO] 2021-02-13 17:59:25 > Calculate Accuracies....
[INFO] 2021-02-13 17:59:49 > Calculate Accuracies....
[INFO] 2021-02-13 18:03:26 > F_8 score (Step: 366000, Using valid images): 0.8959764195646258
[INFO] 2021-02-13 18:03:26 > F_1/8 score (Step: 366000, Using valid images): 0.9227913388349448
[INFO] 2021-02-13 18:03:26 > FID score (Step: 366000, Using valid moments): 30.98496200266044
[INFO] 2021-02-13 18:03:26 > Inception score (Step: 366000, 50000 generated images): 28.285890579223633
[INFO] 2021-02-13 18:03:26 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 18:03:37 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 18:04:41 > Step: 366100 Progress: 73.2% Elapsed: 2 days, 1:35:03 temperature: no ada_p: No Discriminator_loss: 0.281692 Generator_loss: 2.62942
[INFO] 2021-02-13 18:05:45 > Step: 366200 Progress: 73.2% Elapsed: 2 days, 1:36:07 temperature: no ada_p: No Discriminator_loss: 0.223763 Generator_loss: 1.61534
[INFO] 2021-02-13 18:06:50 > Step: 366300 Progress: 73.3% Elapsed: 2 days, 1:37:11 temperature: no ada_p: No Discriminator_loss: 0.236362 Generator_loss: 1.7522
[INFO] 2021-02-13 18:07:54 > Step: 366400 Progress: 73.3% Elapsed: 2 days, 1:38:15 temperature: no ada_p: No Discriminator_loss: 0.313953 Generator_loss: 1.57194
[INFO] 2021-02-13 18:08:58 > Step: 366500 Progress: 73.3% Elapsed: 2 days, 1:39:20 temperature: no ada_p: No Discriminator_loss: 0.278571 Generator_loss: 2.70215
[INFO] 2021-02-13 18:10:02 > Step: 366600 Progress: 73.3% Elapsed: 2 days, 1:40:24 temperature: no ada_p: No Discriminator_loss: 0.178446 Generator_loss: 2.33104
[INFO] 2021-02-13 18:11:06 > Step: 366700 Progress: 73.3% Elapsed: 2 days, 1:41:28 temperature: no ada_p: No Discriminator_loss: 0.401451 Generator_loss: 1.3681
[INFO] 2021-02-13 18:12:10 > Step: 366800 Progress: 73.4% Elapsed: 2 days, 1:42:32 temperature: no ada_p: No Discriminator_loss: 0.214168 Generator_loss: 1.78347
[INFO] 2021-02-13 18:13:14 > Step: 366900 Progress: 73.4% Elapsed: 2 days, 1:43:36 temperature: no ada_p: No Discriminator_loss: 0.247093 Generator_loss: 2.14427
[INFO] 2021-02-13 18:14:18 > Step: 367000 Progress: 73.4% Elapsed: 2 days, 1:44:40 temperature: no ada_p: No Discriminator_loss: 0.371767 Generator_loss: 1.38133
[INFO] 2021-02-13 18:15:22 > Step: 367100 Progress: 73.4% Elapsed: 2 days, 1:45:44 temperature: no ada_p: No Discriminator_loss: 0.409138 Generator_loss: 1.39107
[INFO] 2021-02-13 18:16:28 > Step: 367200 Progress: 73.4% Elapsed: 2 days, 1:46:50 temperature: no ada_p: No Discriminator_loss: 0.305639 Generator_loss: 1.41111
[INFO] 2021-02-13 18:17:52 > Step: 367300 Progress: 73.5% Elapsed: 2 days, 1:48:13 temperature: no ada_p: No Discriminator_loss: 0.369393 Generator_loss: 1.46724
[INFO] 2021-02-13 18:18:57 > Step: 367400 Progress: 73.5% Elapsed: 2 days, 1:49:18 temperature: no ada_p: No Discriminator_loss: 0.312616 Generator_loss: 2.83309
[INFO] 2021-02-13 18:20:01 > Step: 367500 Progress: 73.5% Elapsed: 2 days, 1:50:23 temperature: no ada_p: No Discriminator_loss: 0.245306 Generator_loss: 2.32641
[INFO] 2021-02-13 18:21:06 > Step: 367600 Progress: 73.5% Elapsed: 2 days, 1:51:27 temperature: no ada_p: No Discriminator_loss: 0.287382 Generator_loss: 1.65044
[INFO] 2021-02-13 18:22:10 > Step: 367700 Progress: 73.5% Elapsed: 2 days, 1:52:32 temperature: no ada_p: No Discriminator_loss: 0.299177 Generator_loss: 1.22137
[INFO] 2021-02-13 18:23:15 > Step: 367800 Progress: 73.6% Elapsed: 2 days, 1:53:37 temperature: no ada_p: No Discriminator_loss: 0.278883 Generator_loss: 1.43463
[INFO] 2021-02-13 18:24:20 > Step: 367900 Progress: 73.6% Elapsed: 2 days, 1:54:41 temperature: no ada_p: No Discriminator_loss: 0.398827 Generator_loss: 1.607
[INFO] 2021-02-13 18:25:24 > Step: 368000 Progress: 73.6% Elapsed: 2 days, 1:55:46 temperature: no ada_p: No Discriminator_loss: 0.415644 Generator_loss: 1.18586
[INFO] 2021-02-13 18:25:24 > Start Evaluation (368000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 18:25:24 > Calculating FID Score....
[INFO] 2021-02-13 18:26:05 > Calculating Inception Score....
[INFO] 2021-02-13 18:26:28 > Calculate F_beta Score....
[INFO] 2021-02-13 18:33:28 > Calculate Accuracies....
[INFO] 2021-02-13 18:33:52 > Calculate Accuracies....
[INFO] 2021-02-13 18:37:30 > F_8 score (Step: 368000, Using valid images): 0.8940624942250239
[INFO] 2021-02-13 18:37:30 > F_1/8 score (Step: 368000, Using valid images): 0.9204568215383548
[INFO] 2021-02-13 18:37:30 > FID score (Step: 368000, Using valid moments): 31.115012237149074
[INFO] 2021-02-13 18:37:30 > Inception score (Step: 368000, 50000 generated images): 28.178974151611328
[INFO] 2021-02-13 18:37:30 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 18:37:41 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 18:38:45 > Step: 368100 Progress: 73.6% Elapsed: 2 days, 2:09:07 temperature: no ada_p: No Discriminator_loss: 0.320633 Generator_loss: 1.72514
[INFO] 2021-02-13 18:39:49 > Step: 368200 Progress: 73.6% Elapsed: 2 days, 2:10:11 temperature: no ada_p: No Discriminator_loss: 0.335286 Generator_loss: 2.62136
[INFO] 2021-02-13 18:40:54 > Step: 368300 Progress: 73.7% Elapsed: 2 days, 2:11:15 temperature: no ada_p: No Discriminator_loss: 0.298169 Generator_loss: 1.8574
[INFO] 2021-02-13 18:41:58 > Step: 368400 Progress: 73.7% Elapsed: 2 days, 2:12:19 temperature: no ada_p: No Discriminator_loss: 0.260264 Generator_loss: 1.52752
[INFO] 2021-02-13 18:43:02 > Step: 368500 Progress: 73.7% Elapsed: 2 days, 2:13:23 temperature: no ada_p: No Discriminator_loss: 0.253532 Generator_loss: 1.66663
[INFO] 2021-02-13 18:44:06 > Step: 368600 Progress: 73.7% Elapsed: 2 days, 2:14:27 temperature: no ada_p: No Discriminator_loss: 0.238886 Generator_loss: 1.89035
[INFO] 2021-02-13 18:45:10 > Step: 368700 Progress: 73.7% Elapsed: 2 days, 2:15:31 temperature: no ada_p: No Discriminator_loss: 0.515378 Generator_loss: 1.14186
[INFO] 2021-02-13 18:46:14 > Step: 368800 Progress: 73.8% Elapsed: 2 days, 2:16:35 temperature: no ada_p: No Discriminator_loss: 0.256153 Generator_loss: 1.97716
[INFO] 2021-02-13 18:47:18 > Step: 368900 Progress: 73.8% Elapsed: 2 days, 2:17:40 temperature: no ada_p: No Discriminator_loss: 0.286861 Generator_loss: 1.44009
[INFO] 2021-02-13 18:48:22 > Step: 369000 Progress: 73.8% Elapsed: 2 days, 2:18:44 temperature: no ada_p: No Discriminator_loss: 0.186747 Generator_loss: 1.65916
[INFO] 2021-02-13 18:49:26 > Step: 369100 Progress: 73.8% Elapsed: 2 days, 2:19:48 temperature: no ada_p: No Discriminator_loss: 0.22711 Generator_loss: 2.38291
[INFO] 2021-02-13 18:50:30 > Step: 369200 Progress: 73.8% Elapsed: 2 days, 2:20:52 temperature: no ada_p: No Discriminator_loss: 0.380777 Generator_loss: 1.47392
[INFO] 2021-02-13 18:51:34 > Step: 369300 Progress: 73.9% Elapsed: 2 days, 2:21:56 temperature: no ada_p: No Discriminator_loss: 0.183593 Generator_loss: 1.79743
[INFO] 2021-02-13 18:52:58 > Step: 369400 Progress: 73.9% Elapsed: 2 days, 2:23:20 temperature: no ada_p: No Discriminator_loss: 0.274794 Generator_loss: 2.15617
[INFO] 2021-02-13 18:54:03 > Step: 369500 Progress: 73.9% Elapsed: 2 days, 2:24:24 temperature: no ada_p: No Discriminator_loss: 0.427806 Generator_loss: 1.13818
[INFO] 2021-02-13 18:55:07 > Step: 369600 Progress: 73.9% Elapsed: 2 days, 2:25:29 temperature: no ada_p: No Discriminator_loss: 0.370196 Generator_loss: 2.64004
[INFO] 2021-02-13 18:56:14 > Step: 369700 Progress: 73.9% Elapsed: 2 days, 2:26:35 temperature: no ada_p: No Discriminator_loss: 0.291511 Generator_loss: 2.82359
[INFO] 2021-02-13 18:57:18 > Step: 369800 Progress: 74.0% Elapsed: 2 days, 2:27:40 temperature: no ada_p: No Discriminator_loss: 0.182788 Generator_loss: 2.27477
[INFO] 2021-02-13 18:58:23 > Step: 369900 Progress: 74.0% Elapsed: 2 days, 2:28:45 temperature: no ada_p: No Discriminator_loss: 0.387571 Generator_loss: 1.39331
[INFO] 2021-02-13 18:59:28 > Step: 370000 Progress: 74.0% Elapsed: 2 days, 2:29:49 temperature: no ada_p: No Discriminator_loss: 0.242384 Generator_loss: 1.63223
[INFO] 2021-02-13 18:59:28 > Start Evaluation (370000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 18:59:28 > Calculating FID Score....
[INFO] 2021-02-13 19:00:08 > Calculating Inception Score....
[INFO] 2021-02-13 19:00:32 > Calculate F_beta Score....
[INFO] 2021-02-13 19:07:31 > Calculate Accuracies....
[INFO] 2021-02-13 19:07:54 > Calculate Accuracies....
[INFO] 2021-02-13 19:11:33 > F_8 score (Step: 370000, Using valid images): 0.8940357117571511
[INFO] 2021-02-13 19:11:33 > F_1/8 score (Step: 370000, Using valid images): 0.9260645706720209
[INFO] 2021-02-13 19:11:33 > FID score (Step: 370000, Using valid moments): 31.69458099957137
[INFO] 2021-02-13 19:11:33 > Inception score (Step: 370000, 50000 generated images): 28.174680709838867
[INFO] 2021-02-13 19:11:33 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 19:11:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 19:12:48 > Step: 370100 Progress: 74.0% Elapsed: 2 days, 2:43:10 temperature: no ada_p: No Discriminator_loss: 0.237018 Generator_loss: 1.90795
[INFO] 2021-02-13 19:13:52 > Step: 370200 Progress: 74.0% Elapsed: 2 days, 2:44:14 temperature: no ada_p: No Discriminator_loss: 0.307 Generator_loss: 2.98135
[INFO] 2021-02-13 19:14:56 > Step: 370300 Progress: 74.1% Elapsed: 2 days, 2:45:18 temperature: no ada_p: No Discriminator_loss: 0.179918 Generator_loss: 2.42469
[INFO] 2021-02-13 19:16:00 > Step: 370400 Progress: 74.1% Elapsed: 2 days, 2:46:22 temperature: no ada_p: No Discriminator_loss: 0.339616 Generator_loss: 1.67856
[INFO] 2021-02-13 19:17:04 > Step: 370500 Progress: 74.1% Elapsed: 2 days, 2:47:26 temperature: no ada_p: No Discriminator_loss: 0.336416 Generator_loss: 1.71382
[INFO] 2021-02-13 19:18:08 > Step: 370600 Progress: 74.1% Elapsed: 2 days, 2:48:30 temperature: no ada_p: No Discriminator_loss: 0.312258 Generator_loss: 1.27349
[INFO] 2021-02-13 19:19:12 > Step: 370700 Progress: 74.1% Elapsed: 2 days, 2:49:34 temperature: no ada_p: No Discriminator_loss: 0.229747 Generator_loss: 1.93464
[INFO] 2021-02-13 19:20:16 > Step: 370800 Progress: 74.2% Elapsed: 2 days, 2:50:38 temperature: no ada_p: No Discriminator_loss: 0.376387 Generator_loss: 1.37702
[INFO] 2021-02-13 19:21:20 > Step: 370900 Progress: 74.2% Elapsed: 2 days, 2:51:42 temperature: no ada_p: No Discriminator_loss: 0.168882 Generator_loss: 2.12059
[INFO] 2021-02-13 19:22:24 > Step: 371000 Progress: 74.2% Elapsed: 2 days, 2:52:46 temperature: no ada_p: No Discriminator_loss: 0.279007 Generator_loss: 1.74069
[INFO] 2021-02-13 19:23:28 > Step: 371100 Progress: 74.2% Elapsed: 2 days, 2:53:50 temperature: no ada_p: No Discriminator_loss: 0.270791 Generator_loss: 2.4825
[INFO] 2021-02-13 19:24:32 > Step: 371200 Progress: 74.2% Elapsed: 2 days, 2:54:54 temperature: no ada_p: No Discriminator_loss: 0.179983 Generator_loss: 2.32492
[INFO] 2021-02-13 19:25:36 > Step: 371300 Progress: 74.3% Elapsed: 2 days, 2:55:58 temperature: no ada_p: No Discriminator_loss: 0.176908 Generator_loss: 2.11807
[INFO] 2021-02-13 19:27:00 > Step: 371400 Progress: 74.3% Elapsed: 2 days, 2:57:21 temperature: no ada_p: No Discriminator_loss: 0.241223 Generator_loss: 1.86369
[INFO] 2021-02-13 19:28:04 > Step: 371500 Progress: 74.3% Elapsed: 2 days, 2:58:26 temperature: no ada_p: No Discriminator_loss: 0.344857 Generator_loss: 1.59363
[INFO] 2021-02-13 19:29:09 > Step: 371600 Progress: 74.3% Elapsed: 2 days, 2:59:30 temperature: no ada_p: No Discriminator_loss: 0.388841 Generator_loss: 1.71931
[INFO] 2021-02-13 19:30:13 > Step: 371700 Progress: 74.3% Elapsed: 2 days, 3:00:35 temperature: no ada_p: No Discriminator_loss: 0.233497 Generator_loss: 1.89038
[INFO] 2021-02-13 19:31:18 > Step: 371800 Progress: 74.4% Elapsed: 2 days, 3:01:39 temperature: no ada_p: No Discriminator_loss: 0.256289 Generator_loss: 1.64369
[INFO] 2021-02-13 19:32:22 > Step: 371900 Progress: 74.4% Elapsed: 2 days, 3:02:44 temperature: no ada_p: No Discriminator_loss: 0.358679 Generator_loss: 1.58755
[INFO] 2021-02-13 19:33:27 > Step: 372000 Progress: 74.4% Elapsed: 2 days, 3:03:48 temperature: no ada_p: No Discriminator_loss: 0.210062 Generator_loss: 2.20105
[INFO] 2021-02-13 19:33:27 > Start Evaluation (372000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 19:33:27 > Calculating FID Score....
[INFO] 2021-02-13 19:34:07 > Calculating Inception Score....
[INFO] 2021-02-13 19:34:31 > Calculate F_beta Score....
[INFO] 2021-02-13 19:41:31 > Calculate Accuracies....
[INFO] 2021-02-13 19:41:54 > Calculate Accuracies....
[INFO] 2021-02-13 19:45:32 > F_8 score (Step: 372000, Using valid images): 0.9028167456946303
[INFO] 2021-02-13 19:45:32 > F_1/8 score (Step: 372000, Using valid images): 0.9171038805419809
[INFO] 2021-02-13 19:45:32 > FID score (Step: 372000, Using valid moments): 32.03523806685723
[INFO] 2021-02-13 19:45:32 > Inception score (Step: 372000, 50000 generated images): 27.966083526611328
[INFO] 2021-02-13 19:45:32 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 19:45:43 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 19:46:47 > Step: 372100 Progress: 74.4% Elapsed: 2 days, 3:17:09 temperature: no ada_p: No Discriminator_loss: 0.319054 Generator_loss: 2.27252
[INFO] 2021-02-13 19:47:53 > Step: 372200 Progress: 74.4% Elapsed: 2 days, 3:18:15 temperature: no ada_p: No Discriminator_loss: 0.280363 Generator_loss: 1.74693
[INFO] 2021-02-13 19:48:57 > Step: 372300 Progress: 74.5% Elapsed: 2 days, 3:19:19 temperature: no ada_p: No Discriminator_loss: 0.213725 Generator_loss: 1.60683
[INFO] 2021-02-13 19:50:01 > Step: 372400 Progress: 74.5% Elapsed: 2 days, 3:20:23 temperature: no ada_p: No Discriminator_loss: 0.250047 Generator_loss: 2.68539
[INFO] 2021-02-13 19:51:05 > Step: 372500 Progress: 74.5% Elapsed: 2 days, 3:21:27 temperature: no ada_p: No Discriminator_loss: 0.304928 Generator_loss: 1.88536
[INFO] 2021-02-13 19:52:09 > Step: 372600 Progress: 74.5% Elapsed: 2 days, 3:22:31 temperature: no ada_p: No Discriminator_loss: 0.262128 Generator_loss: 2.55429
[INFO] 2021-02-13 19:53:13 > Step: 372700 Progress: 74.5% Elapsed: 2 days, 3:23:35 temperature: no ada_p: No Discriminator_loss: 0.178673 Generator_loss: 2.10892
[INFO] 2021-02-13 19:54:17 > Step: 372800 Progress: 74.6% Elapsed: 2 days, 3:24:39 temperature: no ada_p: No Discriminator_loss: 0.252811 Generator_loss: 1.67328
[INFO] 2021-02-13 19:55:21 > Step: 372900 Progress: 74.6% Elapsed: 2 days, 3:25:43 temperature: no ada_p: No Discriminator_loss: 0.228263 Generator_loss: 2.35283
[INFO] 2021-02-13 19:56:25 > Step: 373000 Progress: 74.6% Elapsed: 2 days, 3:26:47 temperature: no ada_p: No Discriminator_loss: 0.286693 Generator_loss: 1.63254
[INFO] 2021-02-13 19:57:29 > Step: 373100 Progress: 74.6% Elapsed: 2 days, 3:27:51 temperature: no ada_p: No Discriminator_loss: 0.38015 Generator_loss: 1.39757
[INFO] 2021-02-13 19:58:33 > Step: 373200 Progress: 74.6% Elapsed: 2 days, 3:28:55 temperature: no ada_p: No Discriminator_loss: 0.201461 Generator_loss: 1.80223
[INFO] 2021-02-13 19:59:37 > Step: 373300 Progress: 74.7% Elapsed: 2 days, 3:29:59 temperature: no ada_p: No Discriminator_loss: 0.395082 Generator_loss: 1.30199
[INFO] 2021-02-13 20:01:00 > Step: 373400 Progress: 74.7% Elapsed: 2 days, 3:31:22 temperature: no ada_p: No Discriminator_loss: 0.284422 Generator_loss: 2.7408
[INFO] 2021-02-13 20:02:05 > Step: 373500 Progress: 74.7% Elapsed: 2 days, 3:32:27 temperature: no ada_p: No Discriminator_loss: 0.24823 Generator_loss: 2.94953
[INFO] 2021-02-13 20:03:10 > Step: 373600 Progress: 74.7% Elapsed: 2 days, 3:33:31 temperature: no ada_p: No Discriminator_loss: 0.281013 Generator_loss: 1.52475
[INFO] 2021-02-13 20:04:14 > Step: 373700 Progress: 74.7% Elapsed: 2 days, 3:34:36 temperature: no ada_p: No Discriminator_loss: 0.237316 Generator_loss: 1.82588
[INFO] 2021-02-13 20:05:19 > Step: 373800 Progress: 74.8% Elapsed: 2 days, 3:35:41 temperature: no ada_p: No Discriminator_loss: 0.314673 Generator_loss: 2.8047
[INFO] 2021-02-13 20:06:24 > Step: 373900 Progress: 74.8% Elapsed: 2 days, 3:36:45 temperature: no ada_p: No Discriminator_loss: 0.376231 Generator_loss: 1.68464
[INFO] 2021-02-13 20:07:28 > Step: 374000 Progress: 74.8% Elapsed: 2 days, 3:37:50 temperature: no ada_p: No Discriminator_loss: 0.283907 Generator_loss: 2.43413
[INFO] 2021-02-13 20:07:28 > Start Evaluation (374000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 20:07:28 > Calculating FID Score....
[INFO] 2021-02-13 20:08:09 > Calculating Inception Score....
[INFO] 2021-02-13 20:08:33 > Calculate F_beta Score....
[INFO] 2021-02-13 20:15:43 > Calculate Accuracies....
[INFO] 2021-02-13 20:16:06 > Calculate Accuracies....
[INFO] 2021-02-13 20:19:46 > F_8 score (Step: 374000, Using valid images): 0.8971000686378985
[INFO] 2021-02-13 20:19:46 > F_1/8 score (Step: 374000, Using valid images): 0.9240078308546145
[INFO] 2021-02-13 20:19:46 > FID score (Step: 374000, Using valid moments): 32.11314977516406
[INFO] 2021-02-13 20:19:46 > Inception score (Step: 374000, 50000 generated images): 28.35471534729004
[INFO] 2021-02-13 20:19:46 > Best FID score (Step: 362000, Using valid moments): 30.15460127055104
[INFO] 2021-02-13 20:19:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 20:21:01 > Step: 374100 Progress: 74.8% Elapsed: 2 days, 3:51:22 temperature: no ada_p: No Discriminator_loss: 0.246147 Generator_loss: 1.70916
[INFO] 2021-02-13 20:22:05 > Step: 374200 Progress: 74.8% Elapsed: 2 days, 3:52:27 temperature: no ada_p: No Discriminator_loss: 0.249165 Generator_loss: 1.94308
[INFO] 2021-02-13 20:23:09 > Step: 374300 Progress: 74.9% Elapsed: 2 days, 3:53:31 temperature: no ada_p: No Discriminator_loss: 0.334533 Generator_loss: 2.59009
[INFO] 2021-02-13 20:24:13 > Step: 374400 Progress: 74.9% Elapsed: 2 days, 3:54:35 temperature: no ada_p: No Discriminator_loss: 0.4223 Generator_loss: 2.30477
[INFO] 2021-02-13 20:25:17 > Step: 374500 Progress: 74.9% Elapsed: 2 days, 3:55:39 temperature: no ada_p: No Discriminator_loss: 0.261378 Generator_loss: 1.799
[INFO] 2021-02-13 20:26:21 > Step: 374600 Progress: 74.9% Elapsed: 2 days, 3:56:43 temperature: no ada_p: No Discriminator_loss: 0.189306 Generator_loss: 2.38127
[INFO] 2021-02-13 20:27:27 > Step: 374700 Progress: 74.9% Elapsed: 2 days, 3:57:49 temperature: no ada_p: No Discriminator_loss: 0.311062 Generator_loss: 1.43653
[INFO] 2021-02-13 20:28:31 > Step: 374800 Progress: 75.0% Elapsed: 2 days, 3:58:53 temperature: no ada_p: No Discriminator_loss: 0.174236 Generator_loss: 1.98134
[INFO] 2021-02-13 20:29:35 > Step: 374900 Progress: 75.0% Elapsed: 2 days, 3:59:57 temperature: no ada_p: No Discriminator_loss: 0.207099 Generator_loss: 1.91386
[INFO] 2021-02-13 20:30:39 > Step: 375000 Progress: 75.0% Elapsed: 2 days, 4:01:01 temperature: no ada_p: No Discriminator_loss: 0.241158 Generator_loss: 2.09862
[INFO] 2021-02-13 20:31:43 > Step: 375100 Progress: 75.0% Elapsed: 2 days, 4:02:05 temperature: no ada_p: No Discriminator_loss: 0.224145 Generator_loss: 2.23634
[INFO] 2021-02-13 20:32:48 > Step: 375200 Progress: 75.0% Elapsed: 2 days, 4:03:09 temperature: no ada_p: No Discriminator_loss: 0.311909 Generator_loss: 2.4744
[INFO] 2021-02-13 20:33:52 > Step: 375300 Progress: 75.1% Elapsed: 2 days, 4:04:13 temperature: no ada_p: No Discriminator_loss: 0.162859 Generator_loss: 2.49498
[INFO] 2021-02-13 20:35:16 > Step: 375400 Progress: 75.1% Elapsed: 2 days, 4:05:38 temperature: no ada_p: No Discriminator_loss: 0.40023 Generator_loss: 1.46334
[INFO] 2021-02-13 20:36:21 > Step: 375500 Progress: 75.1% Elapsed: 2 days, 4:06:42 temperature: no ada_p: No Discriminator_loss: 0.23523 Generator_loss: 2.33608
[INFO] 2021-02-13 20:37:25 > Step: 375600 Progress: 75.1% Elapsed: 2 days, 4:07:47 temperature: no ada_p: No Discriminator_loss: 0.261926 Generator_loss: 2.24565
[INFO] 2021-02-13 20:38:30 > Step: 375700 Progress: 75.1% Elapsed: 2 days, 4:08:52 temperature: no ada_p: No Discriminator_loss: 0.23984 Generator_loss: 1.6205
[INFO] 2021-02-13 20:39:35 > Step: 375800 Progress: 75.2% Elapsed: 2 days, 4:09:56 temperature: no ada_p: No Discriminator_loss: 0.216002 Generator_loss: 1.99379
[INFO] 2021-02-13 20:40:39 > Step: 375900 Progress: 75.2% Elapsed: 2 days, 4:11:01 temperature: no ada_p: No Discriminator_loss: 0.48244 Generator_loss: 2.77029
[INFO] 2021-02-13 20:41:44 > Step: 376000 Progress: 75.2% Elapsed: 2 days, 4:12:06 temperature: no ada_p: No Discriminator_loss: 0.242658 Generator_loss: 1.49263
[INFO] 2021-02-13 20:41:44 > Start Evaluation (376000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 20:41:44 > Calculating FID Score....
[INFO] 2021-02-13 20:42:24 > Calculating Inception Score....
[INFO] 2021-02-13 20:42:48 > Calculate F_beta Score....
[INFO] 2021-02-13 20:49:48 > Calculate Accuracies....
[INFO] 2021-02-13 20:50:11 > Calculate Accuracies....
[INFO] 2021-02-13 20:53:49 > F_8 score (Step: 376000, Using valid images): 0.8919642572442871
[INFO] 2021-02-13 20:53:49 > F_1/8 score (Step: 376000, Using valid images): 0.9259411039864316
[INFO] 2021-02-13 20:53:49 > FID score (Step: 376000, Using valid moments): 30.131844303671926
[INFO] 2021-02-13 20:53:49 > Inception score (Step: 376000, 50000 generated images): 28.90418815612793
[INFO] 2021-02-13 20:53:49 > Best FID score (Step: 376000, Using valid moments): 30.131844303671926
[INFO] 2021-02-13 20:54:12 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 20:55:36 > Step: 376100 Progress: 75.2% Elapsed: 2 days, 4:25:57 temperature: no ada_p: No Discriminator_loss: 0.255203 Generator_loss: 2.17098
[INFO] 2021-02-13 20:56:40 > Step: 376200 Progress: 75.2% Elapsed: 2 days, 4:27:02 temperature: no ada_p: No Discriminator_loss: 0.320225 Generator_loss: 1.49115
[INFO] 2021-02-13 20:57:45 > Step: 376300 Progress: 75.3% Elapsed: 2 days, 4:28:06 temperature: no ada_p: No Discriminator_loss: 0.270296 Generator_loss: 1.99793
[INFO] 2021-02-13 20:58:49 > Step: 376400 Progress: 75.3% Elapsed: 2 days, 4:29:11 temperature: no ada_p: No Discriminator_loss: 0.251993 Generator_loss: 1.46426
[INFO] 2021-02-13 20:59:54 > Step: 376500 Progress: 75.3% Elapsed: 2 days, 4:30:15 temperature: no ada_p: No Discriminator_loss: 0.287307 Generator_loss: 1.57866
[INFO] 2021-02-13 21:00:58 > Step: 376600 Progress: 75.3% Elapsed: 2 days, 4:31:20 temperature: no ada_p: No Discriminator_loss: 0.234046 Generator_loss: 2.47255
[INFO] 2021-02-13 21:02:03 > Step: 376700 Progress: 75.3% Elapsed: 2 days, 4:32:24 temperature: no ada_p: No Discriminator_loss: 0.491884 Generator_loss: 1.47045
[INFO] 2021-02-13 21:03:07 > Step: 376800 Progress: 75.4% Elapsed: 2 days, 4:33:29 temperature: no ada_p: No Discriminator_loss: 0.353188 Generator_loss: 1.33729
[INFO] 2021-02-13 21:04:11 > Step: 376900 Progress: 75.4% Elapsed: 2 days, 4:34:33 temperature: no ada_p: No Discriminator_loss: 0.293373 Generator_loss: 1.46578
[INFO] 2021-02-13 21:05:16 > Step: 377000 Progress: 75.4% Elapsed: 2 days, 4:35:38 temperature: no ada_p: No Discriminator_loss: 0.434354 Generator_loss: 2.94815
[INFO] 2021-02-13 21:06:21 > Step: 377100 Progress: 75.4% Elapsed: 2 days, 4:36:42 temperature: no ada_p: No Discriminator_loss: 0.299251 Generator_loss: 1.53719
[INFO] 2021-02-13 21:07:27 > Step: 377200 Progress: 75.4% Elapsed: 2 days, 4:37:49 temperature: no ada_p: No Discriminator_loss: 0.181459 Generator_loss: 1.74637
[INFO] 2021-02-13 21:08:32 > Step: 377300 Progress: 75.5% Elapsed: 2 days, 4:38:53 temperature: no ada_p: No Discriminator_loss: 0.274056 Generator_loss: 1.57813
[INFO] 2021-02-13 21:09:36 > Step: 377400 Progress: 75.5% Elapsed: 2 days, 4:39:58 temperature: no ada_p: No Discriminator_loss: 0.240172 Generator_loss: 2.07571
[INFO] 2021-02-13 21:10:41 > Step: 377500 Progress: 75.5% Elapsed: 2 days, 4:41:03 temperature: no ada_p: No Discriminator_loss: 0.153491 Generator_loss: 2.52683
[INFO] 2021-02-13 21:11:45 > Step: 377600 Progress: 75.5% Elapsed: 2 days, 4:42:07 temperature: no ada_p: No Discriminator_loss: 0.324229 Generator_loss: 2.64803
[INFO] 2021-02-13 21:12:50 > Step: 377700 Progress: 75.5% Elapsed: 2 days, 4:43:11 temperature: no ada_p: No Discriminator_loss: 0.261293 Generator_loss: 3.23793
[INFO] 2021-02-13 21:13:54 > Step: 377800 Progress: 75.6% Elapsed: 2 days, 4:44:16 temperature: no ada_p: No Discriminator_loss: 0.278205 Generator_loss: 1.72559
[INFO] 2021-02-13 21:15:00 > Step: 377900 Progress: 75.6% Elapsed: 2 days, 4:45:22 temperature: no ada_p: No Discriminator_loss: 0.216004 Generator_loss: 1.90617
[INFO] 2021-02-13 21:16:05 > Step: 378000 Progress: 75.6% Elapsed: 2 days, 4:46:26 temperature: no ada_p: No Discriminator_loss: 0.267413 Generator_loss: 1.7877
[INFO] 2021-02-13 21:16:05 > Start Evaluation (378000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 21:16:05 > Calculating FID Score....
[INFO] 2021-02-13 21:16:46 > Calculating Inception Score....
[INFO] 2021-02-13 21:17:09 > Calculate F_beta Score....
[INFO] 2021-02-13 21:24:13 > Calculate Accuracies....
[INFO] 2021-02-13 21:24:37 > Calculate Accuracies....
[INFO] 2021-02-13 21:28:14 > F_8 score (Step: 378000, Using valid images): 0.9037168141365706
[INFO] 2021-02-13 21:28:14 > F_1/8 score (Step: 378000, Using valid images): 0.9260504143697003
[INFO] 2021-02-13 21:28:14 > FID score (Step: 378000, Using valid moments): 30.17333670385642
[INFO] 2021-02-13 21:28:14 > Inception score (Step: 378000, 50000 generated images): 29.308218002319336
[INFO] 2021-02-13 21:28:14 > Best FID score (Step: 376000, Using valid moments): 30.131844303671926
[INFO] 2021-02-13 21:28:26 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 21:29:30 > Step: 378100 Progress: 75.6% Elapsed: 2 days, 4:59:52 temperature: no ada_p: No Discriminator_loss: 0.230651 Generator_loss: 2.42165
[INFO] 2021-02-13 21:30:34 > Step: 378200 Progress: 75.6% Elapsed: 2 days, 5:00:55 temperature: no ada_p: No Discriminator_loss: 0.151597 Generator_loss: 1.82801
[INFO] 2021-02-13 21:31:38 > Step: 378300 Progress: 75.7% Elapsed: 2 days, 5:01:59 temperature: no ada_p: No Discriminator_loss: 0.210165 Generator_loss: 1.96032
[INFO] 2021-02-13 21:32:42 > Step: 378400 Progress: 75.7% Elapsed: 2 days, 5:03:04 temperature: no ada_p: No Discriminator_loss: 0.201801 Generator_loss: 2.40539
[INFO] 2021-02-13 21:33:46 > Step: 378500 Progress: 75.7% Elapsed: 2 days, 5:04:08 temperature: no ada_p: No Discriminator_loss: 0.382925 Generator_loss: 2.55046
[INFO] 2021-02-13 21:34:50 > Step: 378600 Progress: 75.7% Elapsed: 2 days, 5:05:12 temperature: no ada_p: No Discriminator_loss: 0.297197 Generator_loss: 1.64601
[INFO] 2021-02-13 21:35:54 > Step: 378700 Progress: 75.7% Elapsed: 2 days, 5:06:16 temperature: no ada_p: No Discriminator_loss: 0.349049 Generator_loss: 1.40246
[INFO] 2021-02-13 21:36:58 > Step: 378800 Progress: 75.8% Elapsed: 2 days, 5:07:20 temperature: no ada_p: No Discriminator_loss: 0.226593 Generator_loss: 1.63991
[INFO] 2021-02-13 21:38:02 > Step: 378900 Progress: 75.8% Elapsed: 2 days, 5:08:24 temperature: no ada_p: No Discriminator_loss: 0.196088 Generator_loss: 2.48997
[INFO] 2021-02-13 21:39:06 > Step: 379000 Progress: 75.8% Elapsed: 2 days, 5:09:28 temperature: no ada_p: No Discriminator_loss: 0.366351 Generator_loss: 1.2546
[INFO] 2021-02-13 21:40:10 > Step: 379100 Progress: 75.8% Elapsed: 2 days, 5:10:32 temperature: no ada_p: No Discriminator_loss: 0.164454 Generator_loss: 2.00395
[INFO] 2021-02-13 21:41:14 > Step: 379200 Progress: 75.8% Elapsed: 2 days, 5:11:36 temperature: no ada_p: No Discriminator_loss: 0.239407 Generator_loss: 2.1729
[INFO] 2021-02-13 21:42:18 > Step: 379300 Progress: 75.9% Elapsed: 2 days, 5:12:40 temperature: no ada_p: No Discriminator_loss: 0.228224 Generator_loss: 1.84019
[INFO] 2021-02-13 21:43:22 > Step: 379400 Progress: 75.9% Elapsed: 2 days, 5:13:44 temperature: no ada_p: No Discriminator_loss: 0.240645 Generator_loss: 1.9075
[INFO] 2021-02-13 21:44:26 > Step: 379500 Progress: 75.9% Elapsed: 2 days, 5:14:48 temperature: no ada_p: No Discriminator_loss: 0.227498 Generator_loss: 2.25268
[INFO] 2021-02-13 21:45:30 > Step: 379600 Progress: 75.9% Elapsed: 2 days, 5:15:52 temperature: no ada_p: No Discriminator_loss: 0.227552 Generator_loss: 1.87527
[INFO] 2021-02-13 21:46:36 > Step: 379700 Progress: 75.9% Elapsed: 2 days, 5:16:58 temperature: no ada_p: No Discriminator_loss: 0.294015 Generator_loss: 1.84627
[INFO] 2021-02-13 21:47:40 > Step: 379800 Progress: 76.0% Elapsed: 2 days, 5:18:02 temperature: no ada_p: No Discriminator_loss: 0.33494 Generator_loss: 2.48359
[INFO] 2021-02-13 21:49:08 > Step: 379900 Progress: 76.0% Elapsed: 2 days, 5:19:29 temperature: no ada_p: No Discriminator_loss: 0.310031 Generator_loss: 1.45205
[INFO] 2021-02-13 21:50:12 > Step: 380000 Progress: 76.0% Elapsed: 2 days, 5:20:34 temperature: no ada_p: No Discriminator_loss: 0.251803 Generator_loss: 2.68596
[INFO] 2021-02-13 21:50:12 > Start Evaluation (380000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 21:50:12 > Calculating FID Score....
[INFO] 2021-02-13 21:50:53 > Calculating Inception Score....
[INFO] 2021-02-13 21:51:16 > Calculate F_beta Score....
[INFO] 2021-02-13 21:58:17 > Calculate Accuracies....
[INFO] 2021-02-13 21:58:41 > Calculate Accuracies....
[INFO] 2021-02-13 22:02:19 > F_8 score (Step: 380000, Using valid images): 0.890033937341657
[INFO] 2021-02-13 22:02:19 > F_1/8 score (Step: 380000, Using valid images): 0.9311124138889881
[INFO] 2021-02-13 22:02:19 > FID score (Step: 380000, Using valid moments): 31.31685255458467
[INFO] 2021-02-13 22:02:19 > Inception score (Step: 380000, 50000 generated images): 28.502002716064453
[INFO] 2021-02-13 22:02:19 > Best FID score (Step: 376000, Using valid moments): 30.131844303671926
[INFO] 2021-02-13 22:02:30 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 22:03:35 > Step: 380100 Progress: 76.0% Elapsed: 2 days, 5:33:56 temperature: no ada_p: No Discriminator_loss: 0.312364 Generator_loss: 1.54967
[INFO] 2021-02-13 22:04:39 > Step: 380200 Progress: 76.0% Elapsed: 2 days, 5:35:00 temperature: no ada_p: No Discriminator_loss: 0.227704 Generator_loss: 2.0571
[INFO] 2021-02-13 22:05:43 > Step: 380300 Progress: 76.1% Elapsed: 2 days, 5:36:04 temperature: no ada_p: No Discriminator_loss: 0.443812 Generator_loss: 1.28778
[INFO] 2021-02-13 22:06:47 > Step: 380400 Progress: 76.1% Elapsed: 2 days, 5:37:08 temperature: no ada_p: No Discriminator_loss: 0.371994 Generator_loss: 1.49522
[INFO] 2021-02-13 22:07:51 > Step: 380500 Progress: 76.1% Elapsed: 2 days, 5:38:12 temperature: no ada_p: No Discriminator_loss: 0.232506 Generator_loss: 1.93658
[INFO] 2021-02-13 22:08:55 > Step: 380600 Progress: 76.1% Elapsed: 2 days, 5:39:17 temperature: no ada_p: No Discriminator_loss: 0.329531 Generator_loss: 1.59313
[INFO] 2021-02-13 22:09:59 > Step: 380700 Progress: 76.1% Elapsed: 2 days, 5:40:21 temperature: no ada_p: No Discriminator_loss: 0.366784 Generator_loss: 1.7173
[INFO] 2021-02-13 22:11:22 > Step: 380800 Progress: 76.2% Elapsed: 2 days, 5:41:44 temperature: no ada_p: No Discriminator_loss: 0.180822 Generator_loss: 1.93143
[INFO] 2021-02-13 22:12:27 > Step: 380900 Progress: 76.2% Elapsed: 2 days, 5:42:49 temperature: no ada_p: No Discriminator_loss: 0.202965 Generator_loss: 2.50842
[INFO] 2021-02-13 22:13:31 > Step: 381000 Progress: 76.2% Elapsed: 2 days, 5:43:53 temperature: no ada_p: No Discriminator_loss: 0.205232 Generator_loss: 2.02107
[INFO] 2021-02-13 22:14:36 > Step: 381100 Progress: 76.2% Elapsed: 2 days, 5:44:58 temperature: no ada_p: No Discriminator_loss: 0.287085 Generator_loss: 2.35239
[INFO] 2021-02-13 22:15:41 > Step: 381200 Progress: 76.2% Elapsed: 2 days, 5:46:02 temperature: no ada_p: No Discriminator_loss: 0.261798 Generator_loss: 2.45967
[INFO] 2021-02-13 22:16:45 > Step: 381300 Progress: 76.3% Elapsed: 2 days, 5:47:07 temperature: no ada_p: No Discriminator_loss: 0.238769 Generator_loss: 2.04463
[INFO] 2021-02-13 22:17:50 > Step: 381400 Progress: 76.3% Elapsed: 2 days, 5:48:11 temperature: no ada_p: No Discriminator_loss: 0.20574 Generator_loss: 2.28069
[INFO] 2021-02-13 22:18:54 > Step: 381500 Progress: 76.3% Elapsed: 2 days, 5:49:16 temperature: no ada_p: No Discriminator_loss: 0.272291 Generator_loss: 2.78861
[INFO] 2021-02-13 22:19:59 > Step: 381600 Progress: 76.3% Elapsed: 2 days, 5:50:21 temperature: no ada_p: No Discriminator_loss: 0.324395 Generator_loss: 1.59053
[INFO] 2021-02-13 22:21:03 > Step: 381700 Progress: 76.3% Elapsed: 2 days, 5:51:25 temperature: no ada_p: No Discriminator_loss: 0.278629 Generator_loss: 1.58071
[INFO] 2021-02-13 22:22:08 > Step: 381800 Progress: 76.4% Elapsed: 2 days, 5:52:30 temperature: no ada_p: No Discriminator_loss: 0.201824 Generator_loss: 2.32643
[INFO] 2021-02-13 22:23:13 > Step: 381900 Progress: 76.4% Elapsed: 2 days, 5:53:34 temperature: no ada_p: No Discriminator_loss: 0.289339 Generator_loss: 2.49867
[INFO] 2021-02-13 22:24:17 > Step: 382000 Progress: 76.4% Elapsed: 2 days, 5:54:39 temperature: no ada_p: No Discriminator_loss: 0.39875 Generator_loss: 1.27909
[INFO] 2021-02-13 22:24:17 > Start Evaluation (382000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 22:24:17 > Calculating FID Score....
[INFO] 2021-02-13 22:24:58 > Calculating Inception Score....
[INFO] 2021-02-13 22:25:22 > Calculate F_beta Score....
[INFO] 2021-02-13 22:32:27 > Calculate Accuracies....
[INFO] 2021-02-13 22:32:50 > Calculate Accuracies....
[INFO] 2021-02-13 22:36:27 > F_8 score (Step: 382000, Using valid images): 0.9045667949203385
[INFO] 2021-02-13 22:36:27 > F_1/8 score (Step: 382000, Using valid images): 0.9303196044849064
[INFO] 2021-02-13 22:36:27 > FID score (Step: 382000, Using valid moments): 30.379341536832044
[INFO] 2021-02-13 22:36:27 > Inception score (Step: 382000, 50000 generated images): 28.276140213012695
[INFO] 2021-02-13 22:36:27 > Best FID score (Step: 376000, Using valid moments): 30.131844303671926
[INFO] 2021-02-13 22:36:38 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 22:37:42 > Step: 382100 Progress: 76.4% Elapsed: 2 days, 6:08:04 temperature: no ada_p: No Discriminator_loss: 0.241241 Generator_loss: 2.41264
[INFO] 2021-02-13 22:38:49 > Step: 382200 Progress: 76.4% Elapsed: 2 days, 6:09:10 temperature: no ada_p: No Discriminator_loss: 0.174486 Generator_loss: 2.10269
[INFO] 2021-02-13 22:39:53 > Step: 382300 Progress: 76.5% Elapsed: 2 days, 6:10:14 temperature: no ada_p: No Discriminator_loss: 0.201682 Generator_loss: 2.3094
[INFO] 2021-02-13 22:40:57 > Step: 382400 Progress: 76.5% Elapsed: 2 days, 6:11:18 temperature: no ada_p: No Discriminator_loss: 0.360896 Generator_loss: 1.31601
[INFO] 2021-02-13 22:42:01 > Step: 382500 Progress: 76.5% Elapsed: 2 days, 6:12:23 temperature: no ada_p: No Discriminator_loss: 0.229955 Generator_loss: 2.475
[INFO] 2021-02-13 22:43:05 > Step: 382600 Progress: 76.5% Elapsed: 2 days, 6:13:27 temperature: no ada_p: No Discriminator_loss: 0.294071 Generator_loss: 2.60742
[INFO] 2021-02-13 22:44:09 > Step: 382700 Progress: 76.5% Elapsed: 2 days, 6:14:31 temperature: no ada_p: No Discriminator_loss: 0.315595 Generator_loss: 1.72181
[INFO] 2021-02-13 22:45:14 > Step: 382800 Progress: 76.6% Elapsed: 2 days, 6:15:35 temperature: no ada_p: No Discriminator_loss: 0.260232 Generator_loss: 2.26325
[INFO] 2021-02-13 22:46:18 > Step: 382900 Progress: 76.6% Elapsed: 2 days, 6:16:39 temperature: no ada_p: No Discriminator_loss: 0.410375 Generator_loss: 0.936317
[INFO] 2021-02-13 22:47:22 > Step: 383000 Progress: 76.6% Elapsed: 2 days, 6:17:44 temperature: no ada_p: No Discriminator_loss: 0.17927 Generator_loss: 1.97161
[INFO] 2021-02-13 22:48:26 > Step: 383100 Progress: 76.6% Elapsed: 2 days, 6:18:48 temperature: no ada_p: No Discriminator_loss: 0.433968 Generator_loss: 1.06267
[INFO] 2021-02-13 22:49:30 > Step: 383200 Progress: 76.6% Elapsed: 2 days, 6:19:52 temperature: no ada_p: No Discriminator_loss: 0.242816 Generator_loss: 1.67657
[INFO] 2021-02-13 22:50:34 > Step: 383300 Progress: 76.7% Elapsed: 2 days, 6:20:56 temperature: no ada_p: No Discriminator_loss: 0.214322 Generator_loss: 2.42173
[INFO] 2021-02-13 22:51:38 > Step: 383400 Progress: 76.7% Elapsed: 2 days, 6:22:00 temperature: no ada_p: No Discriminator_loss: 0.186952 Generator_loss: 2.37657
[INFO] 2021-02-13 22:52:42 > Step: 383500 Progress: 76.7% Elapsed: 2 days, 6:23:04 temperature: no ada_p: No Discriminator_loss: 0.44385 Generator_loss: 1.43636
[INFO] 2021-02-13 22:53:46 > Step: 383600 Progress: 76.7% Elapsed: 2 days, 6:24:08 temperature: no ada_p: No Discriminator_loss: 0.185962 Generator_loss: 2.37735
[INFO] 2021-02-13 22:54:50 > Step: 383700 Progress: 76.7% Elapsed: 2 days, 6:25:12 temperature: no ada_p: No Discriminator_loss: 0.593861 Generator_loss: 1.37502
[INFO] 2021-02-13 22:55:54 > Step: 383800 Progress: 76.8% Elapsed: 2 days, 6:26:16 temperature: no ada_p: No Discriminator_loss: 0.299197 Generator_loss: 1.72087
[INFO] 2021-02-13 22:57:18 > Step: 383900 Progress: 76.8% Elapsed: 2 days, 6:27:39 temperature: no ada_p: No Discriminator_loss: 0.223975 Generator_loss: 1.77217
[INFO] 2021-02-13 22:58:22 > Step: 384000 Progress: 76.8% Elapsed: 2 days, 6:28:44 temperature: no ada_p: No Discriminator_loss: 0.262829 Generator_loss: 1.9465
[INFO] 2021-02-13 22:58:22 > Start Evaluation (384000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 22:58:22 > Calculating FID Score....
[INFO] 2021-02-13 22:59:03 > Calculating Inception Score....
[INFO] 2021-02-13 22:59:26 > Calculate F_beta Score....
[INFO] 2021-02-13 23:06:32 > Calculate Accuracies....
[INFO] 2021-02-13 23:06:56 > Calculate Accuracies....
[INFO] 2021-02-13 23:10:35 > F_8 score (Step: 384000, Using valid images): 0.9009639200275613
[INFO] 2021-02-13 23:10:35 > F_1/8 score (Step: 384000, Using valid images): 0.9314816702691365
[INFO] 2021-02-13 23:10:35 > FID score (Step: 384000, Using valid moments): 29.80970351315841
[INFO] 2021-02-13 23:10:35 > Inception score (Step: 384000, 50000 generated images): 28.654008865356445
[INFO] 2021-02-13 23:10:35 > Best FID score (Step: 384000, Using valid moments): 29.80970351315841
[INFO] 2021-02-13 23:10:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 23:12:02 > Step: 384100 Progress: 76.8% Elapsed: 2 days, 6:42:23 temperature: no ada_p: No Discriminator_loss: 0.237553 Generator_loss: 2.14202
[INFO] 2021-02-13 23:13:06 > Step: 384200 Progress: 76.8% Elapsed: 2 days, 6:43:28 temperature: no ada_p: No Discriminator_loss: 0.342756 Generator_loss: 1.46789
[INFO] 2021-02-13 23:14:10 > Step: 384300 Progress: 76.9% Elapsed: 2 days, 6:44:32 temperature: no ada_p: No Discriminator_loss: 0.16801 Generator_loss: 2.53936
[INFO] 2021-02-13 23:15:14 > Step: 384400 Progress: 76.9% Elapsed: 2 days, 6:45:36 temperature: no ada_p: No Discriminator_loss: 0.251611 Generator_loss: 2.22226
[INFO] 2021-02-13 23:16:18 > Step: 384500 Progress: 76.9% Elapsed: 2 days, 6:46:40 temperature: no ada_p: No Discriminator_loss: 0.248592 Generator_loss: 2.13305
[INFO] 2021-02-13 23:17:22 > Step: 384600 Progress: 76.9% Elapsed: 2 days, 6:47:44 temperature: no ada_p: No Discriminator_loss: 0.290736 Generator_loss: 1.58941
[INFO] 2021-02-13 23:18:28 > Step: 384700 Progress: 76.9% Elapsed: 2 days, 6:48:50 temperature: no ada_p: No Discriminator_loss: 0.192041 Generator_loss: 2.61028
[INFO] 2021-02-13 23:19:32 > Step: 384800 Progress: 77.0% Elapsed: 2 days, 6:49:54 temperature: no ada_p: No Discriminator_loss: 0.404682 Generator_loss: 1.49399
[INFO] 2021-02-13 23:20:37 > Step: 384900 Progress: 77.0% Elapsed: 2 days, 6:50:58 temperature: no ada_p: No Discriminator_loss: 0.357784 Generator_loss: 1.37314
[INFO] 2021-02-13 23:21:41 > Step: 385000 Progress: 77.0% Elapsed: 2 days, 6:52:02 temperature: no ada_p: No Discriminator_loss: 0.259498 Generator_loss: 1.93823
[INFO] 2021-02-13 23:22:45 > Step: 385100 Progress: 77.0% Elapsed: 2 days, 6:53:06 temperature: no ada_p: No Discriminator_loss: 0.31678 Generator_loss: 1.46952
[INFO] 2021-02-13 23:23:49 > Step: 385200 Progress: 77.0% Elapsed: 2 days, 6:54:10 temperature: no ada_p: No Discriminator_loss: 0.236094 Generator_loss: 1.51694
[INFO] 2021-02-13 23:24:53 > Step: 385300 Progress: 77.1% Elapsed: 2 days, 6:55:14 temperature: no ada_p: No Discriminator_loss: 0.329494 Generator_loss: 1.45766
[INFO] 2021-02-13 23:25:57 > Step: 385400 Progress: 77.1% Elapsed: 2 days, 6:56:18 temperature: no ada_p: No Discriminator_loss: 0.222607 Generator_loss: 1.9121
[INFO] 2021-02-13 23:27:01 > Step: 385500 Progress: 77.1% Elapsed: 2 days, 6:57:22 temperature: no ada_p: No Discriminator_loss: 0.326758 Generator_loss: 1.33792
[INFO] 2021-02-13 23:28:05 > Step: 385600 Progress: 77.1% Elapsed: 2 days, 6:58:27 temperature: no ada_p: No Discriminator_loss: 0.410581 Generator_loss: 1.37814
[INFO] 2021-02-13 23:29:09 > Step: 385700 Progress: 77.1% Elapsed: 2 days, 6:59:31 temperature: no ada_p: No Discriminator_loss: 0.232858 Generator_loss: 2.32356
[INFO] 2021-02-13 23:30:13 > Step: 385800 Progress: 77.2% Elapsed: 2 days, 7:00:35 temperature: no ada_p: No Discriminator_loss: 0.281339 Generator_loss: 1.44987
[INFO] 2021-02-13 23:31:37 > Step: 385900 Progress: 77.2% Elapsed: 2 days, 7:01:58 temperature: no ada_p: No Discriminator_loss: 0.220543 Generator_loss: 2.27566
[INFO] 2021-02-13 23:32:41 > Step: 386000 Progress: 77.2% Elapsed: 2 days, 7:03:03 temperature: no ada_p: No Discriminator_loss: 0.283065 Generator_loss: 2.76517
[INFO] 2021-02-13 23:32:41 > Start Evaluation (386000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 23:32:41 > Calculating FID Score....
[INFO] 2021-02-13 23:33:22 > Calculating Inception Score....
[INFO] 2021-02-13 23:33:46 > Calculate F_beta Score....
[INFO] 2021-02-13 23:40:43 > Calculate Accuracies....
[INFO] 2021-02-13 23:41:06 > Calculate Accuracies....
[INFO] 2021-02-13 23:44:44 > F_8 score (Step: 386000, Using valid images): 0.8944764996465102
[INFO] 2021-02-13 23:44:44 > F_1/8 score (Step: 386000, Using valid images): 0.9239762538500205
[INFO] 2021-02-13 23:44:44 > FID score (Step: 386000, Using valid moments): 31.60265410671201
[INFO] 2021-02-13 23:44:44 > Inception score (Step: 386000, 50000 generated images): 28.481531143188477
[INFO] 2021-02-13 23:44:44 > Best FID score (Step: 384000, Using valid moments): 29.80970351315841
[INFO] 2021-02-13 23:44:55 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-13 23:45:59 > Step: 386100 Progress: 77.2% Elapsed: 2 days, 7:16:21 temperature: no ada_p: No Discriminator_loss: 0.179722 Generator_loss: 2.19797
[INFO] 2021-02-13 23:47:22 > Step: 386200 Progress: 77.2% Elapsed: 2 days, 7:17:44 temperature: no ada_p: No Discriminator_loss: 0.211415 Generator_loss: 2.07808
[INFO] 2021-02-13 23:48:27 > Step: 386300 Progress: 77.3% Elapsed: 2 days, 7:18:48 temperature: no ada_p: No Discriminator_loss: 0.299972 Generator_loss: 1.76118
[INFO] 2021-02-13 23:49:31 > Step: 386400 Progress: 77.3% Elapsed: 2 days, 7:19:53 temperature: no ada_p: No Discriminator_loss: 0.276134 Generator_loss: 1.62982
[INFO] 2021-02-13 23:50:36 > Step: 386500 Progress: 77.3% Elapsed: 2 days, 7:20:57 temperature: no ada_p: No Discriminator_loss: 0.642119 Generator_loss: 1.20654
[INFO] 2021-02-13 23:51:41 > Step: 386600 Progress: 77.3% Elapsed: 2 days, 7:22:02 temperature: no ada_p: No Discriminator_loss: 0.273685 Generator_loss: 1.672
[INFO] 2021-02-13 23:52:45 > Step: 386700 Progress: 77.3% Elapsed: 2 days, 7:23:07 temperature: no ada_p: No Discriminator_loss: 0.294575 Generator_loss: 1.63002
[INFO] 2021-02-13 23:53:50 > Step: 386800 Progress: 77.4% Elapsed: 2 days, 7:24:11 temperature: no ada_p: No Discriminator_loss: 0.218586 Generator_loss: 2.6226
[INFO] 2021-02-13 23:54:54 > Step: 386900 Progress: 77.4% Elapsed: 2 days, 7:25:16 temperature: no ada_p: No Discriminator_loss: 0.18299 Generator_loss: 2.5592
[INFO] 2021-02-13 23:55:59 > Step: 387000 Progress: 77.4% Elapsed: 2 days, 7:26:21 temperature: no ada_p: No Discriminator_loss: 0.160911 Generator_loss: 2.00896
[INFO] 2021-02-13 23:57:04 > Step: 387100 Progress: 77.4% Elapsed: 2 days, 7:27:25 temperature: no ada_p: No Discriminator_loss: 0.213375 Generator_loss: 2.55477
[INFO] 2021-02-13 23:58:10 > Step: 387200 Progress: 77.4% Elapsed: 2 days, 7:28:32 temperature: no ada_p: No Discriminator_loss: 0.282517 Generator_loss: 1.46509
[INFO] 2021-02-13 23:59:15 > Step: 387300 Progress: 77.5% Elapsed: 2 days, 7:29:37 temperature: no ada_p: No Discriminator_loss: 0.205532 Generator_loss: 2.26813
[INFO] 2021-02-14 00:00:20 > Step: 387400 Progress: 77.5% Elapsed: 2 days, 7:30:41 temperature: no ada_p: No Discriminator_loss: 0.259097 Generator_loss: 1.62155
[INFO] 2021-02-14 00:01:24 > Step: 387500 Progress: 77.5% Elapsed: 2 days, 7:31:46 temperature: no ada_p: No Discriminator_loss: 0.193275 Generator_loss: 2.37562
[INFO] 2021-02-14 00:02:29 > Step: 387600 Progress: 77.5% Elapsed: 2 days, 7:32:51 temperature: no ada_p: No Discriminator_loss: 0.258636 Generator_loss: 2.57353
[INFO] 2021-02-14 00:03:34 > Step: 387700 Progress: 77.5% Elapsed: 2 days, 7:33:55 temperature: no ada_p: No Discriminator_loss: 0.23849 Generator_loss: 1.51029
[INFO] 2021-02-14 00:04:38 > Step: 387800 Progress: 77.6% Elapsed: 2 days, 7:35:00 temperature: no ada_p: No Discriminator_loss: 0.24486 Generator_loss: 1.9583
[INFO] 2021-02-14 00:05:43 > Step: 387900 Progress: 77.6% Elapsed: 2 days, 7:36:05 temperature: no ada_p: No Discriminator_loss: 0.207683 Generator_loss: 2.1385
[INFO] 2021-02-14 00:06:48 > Step: 388000 Progress: 77.6% Elapsed: 2 days, 7:37:09 temperature: no ada_p: No Discriminator_loss: 0.166793 Generator_loss: 2.35134
[INFO] 2021-02-14 00:06:48 > Start Evaluation (388000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 00:06:48 > Calculating FID Score....
[INFO] 2021-02-14 00:07:30 > Calculating Inception Score....
[INFO] 2021-02-14 00:07:54 > Calculate F_beta Score....
[INFO] 2021-02-14 00:14:58 > Calculate Accuracies....
[INFO] 2021-02-14 00:15:21 > Calculate Accuracies....
[INFO] 2021-02-14 00:18:58 > F_8 score (Step: 388000, Using valid images): 0.8974875826784867
[INFO] 2021-02-14 00:18:58 > F_1/8 score (Step: 388000, Using valid images): 0.9218969636252756
[INFO] 2021-02-14 00:18:58 > FID score (Step: 388000, Using valid moments): 31.24555493900027
[INFO] 2021-02-14 00:18:58 > Inception score (Step: 388000, 50000 generated images): 28.096879959106445
[INFO] 2021-02-14 00:18:58 > Best FID score (Step: 384000, Using valid moments): 29.80970351315841
[INFO] 2021-02-14 00:19:09 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 00:20:13 > Step: 388100 Progress: 77.6% Elapsed: 2 days, 7:50:35 temperature: no ada_p: No Discriminator_loss: 0.184968 Generator_loss: 2.0991
[INFO] 2021-02-14 00:21:17 > Step: 388200 Progress: 77.6% Elapsed: 2 days, 7:51:39 temperature: no ada_p: No Discriminator_loss: 0.33727 Generator_loss: 1.4112
[INFO] 2021-02-14 00:22:21 > Step: 388300 Progress: 77.7% Elapsed: 2 days, 7:52:43 temperature: no ada_p: No Discriminator_loss: 0.220519 Generator_loss: 2.44604
[INFO] 2021-02-14 00:23:25 > Step: 388400 Progress: 77.7% Elapsed: 2 days, 7:53:47 temperature: no ada_p: No Discriminator_loss: 0.256508 Generator_loss: 1.38748
[INFO] 2021-02-14 00:24:29 > Step: 388500 Progress: 77.7% Elapsed: 2 days, 7:54:51 temperature: no ada_p: No Discriminator_loss: 0.147127 Generator_loss: 2.54474
[INFO] 2021-02-14 00:25:33 > Step: 388600 Progress: 77.7% Elapsed: 2 days, 7:55:55 temperature: no ada_p: No Discriminator_loss: 0.165135 Generator_loss: 2.44112
[INFO] 2021-02-14 00:26:37 > Step: 388700 Progress: 77.7% Elapsed: 2 days, 7:56:59 temperature: no ada_p: No Discriminator_loss: 0.305337 Generator_loss: 1.67158
[INFO] 2021-02-14 00:27:41 > Step: 388800 Progress: 77.8% Elapsed: 2 days, 7:58:03 temperature: no ada_p: No Discriminator_loss: 0.316676 Generator_loss: 1.61877
[INFO] 2021-02-14 00:28:45 > Step: 388900 Progress: 77.8% Elapsed: 2 days, 7:59:07 temperature: no ada_p: No Discriminator_loss: 0.210322 Generator_loss: 2.02823
[INFO] 2021-02-14 00:29:49 > Step: 389000 Progress: 77.8% Elapsed: 2 days, 8:00:11 temperature: no ada_p: No Discriminator_loss: 0.263032 Generator_loss: 1.5374
[INFO] 2021-02-14 00:30:54 > Step: 389100 Progress: 77.8% Elapsed: 2 days, 8:01:15 temperature: no ada_p: No Discriminator_loss: 0.171954 Generator_loss: 2.07036
[INFO] 2021-02-14 00:31:58 > Step: 389200 Progress: 77.8% Elapsed: 2 days, 8:02:19 temperature: no ada_p: No Discriminator_loss: 0.257831 Generator_loss: 2.31197
[INFO] 2021-02-14 00:33:21 > Step: 389300 Progress: 77.9% Elapsed: 2 days, 8:03:42 temperature: no ada_p: No Discriminator_loss: 0.274612 Generator_loss: 2.87717
[INFO] 2021-02-14 00:34:25 > Step: 389400 Progress: 77.9% Elapsed: 2 days, 8:04:47 temperature: no ada_p: No Discriminator_loss: 0.226209 Generator_loss: 2.31685
[INFO] 2021-02-14 00:35:30 > Step: 389500 Progress: 77.9% Elapsed: 2 days, 8:05:51 temperature: no ada_p: No Discriminator_loss: 0.256004 Generator_loss: 1.73188
[INFO] 2021-02-14 00:36:34 > Step: 389600 Progress: 77.9% Elapsed: 2 days, 8:06:56 temperature: no ada_p: No Discriminator_loss: 0.180803 Generator_loss: 1.80171
[INFO] 2021-02-14 00:37:41 > Step: 389700 Progress: 77.9% Elapsed: 2 days, 8:08:02 temperature: no ada_p: No Discriminator_loss: 0.196238 Generator_loss: 1.91401
[INFO] 2021-02-14 00:38:45 > Step: 389800 Progress: 78.0% Elapsed: 2 days, 8:09:07 temperature: no ada_p: No Discriminator_loss: 0.234319 Generator_loss: 2.13479
[INFO] 2021-02-14 00:39:50 > Step: 389900 Progress: 78.0% Elapsed: 2 days, 8:10:11 temperature: no ada_p: No Discriminator_loss: 0.26668 Generator_loss: 1.85311
[INFO] 2021-02-14 00:40:54 > Step: 390000 Progress: 78.0% Elapsed: 2 days, 8:11:16 temperature: no ada_p: No Discriminator_loss: 0.214526 Generator_loss: 2.66434
[INFO] 2021-02-14 00:40:54 > Start Evaluation (390000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 00:40:54 > Calculating FID Score....
[INFO] 2021-02-14 00:41:36 > Calculating Inception Score....
[INFO] 2021-02-14 00:42:00 > Calculate F_beta Score....
[INFO] 2021-02-14 00:49:04 > Calculate Accuracies....
[INFO] 2021-02-14 00:49:27 > Calculate Accuracies....
[INFO] 2021-02-14 00:53:04 > F_8 score (Step: 390000, Using valid images): 0.9005125089855133
[INFO] 2021-02-14 00:53:04 > F_1/8 score (Step: 390000, Using valid images): 0.9198115361398721
[INFO] 2021-02-14 00:53:04 > FID score (Step: 390000, Using valid moments): 31.360642515719974
[INFO] 2021-02-14 00:53:04 > Inception score (Step: 390000, 50000 generated images): 28.913320541381836
[INFO] 2021-02-14 00:53:04 > Best FID score (Step: 384000, Using valid moments): 29.80970351315841
[INFO] 2021-02-14 00:53:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 00:54:20 > Step: 390100 Progress: 78.0% Elapsed: 2 days, 8:24:41 temperature: no ada_p: No Discriminator_loss: 0.291594 Generator_loss: 1.5108
[INFO] 2021-02-14 00:55:24 > Step: 390200 Progress: 78.0% Elapsed: 2 days, 8:25:45 temperature: no ada_p: No Discriminator_loss: 0.218633 Generator_loss: 2.49424
[INFO] 2021-02-14 00:56:28 > Step: 390300 Progress: 78.1% Elapsed: 2 days, 8:26:49 temperature: no ada_p: No Discriminator_loss: 0.294769 Generator_loss: 1.56759
[INFO] 2021-02-14 00:57:32 > Step: 390400 Progress: 78.1% Elapsed: 2 days, 8:27:54 temperature: no ada_p: No Discriminator_loss: 0.156127 Generator_loss: 2.31163
[INFO] 2021-02-14 00:58:36 > Step: 390500 Progress: 78.1% Elapsed: 2 days, 8:28:58 temperature: no ada_p: No Discriminator_loss: 0.434479 Generator_loss: 2.36715
[INFO] 2021-02-14 00:59:40 > Step: 390600 Progress: 78.1% Elapsed: 2 days, 8:30:02 temperature: no ada_p: No Discriminator_loss: 0.219705 Generator_loss: 1.86061
[INFO] 2021-02-14 01:00:44 > Step: 390700 Progress: 78.1% Elapsed: 2 days, 8:31:06 temperature: no ada_p: No Discriminator_loss: 0.196847 Generator_loss: 2.36427
[INFO] 2021-02-14 01:01:48 > Step: 390800 Progress: 78.2% Elapsed: 2 days, 8:32:10 temperature: no ada_p: No Discriminator_loss: 0.504195 Generator_loss: 1.17788
[INFO] 2021-02-14 01:02:52 > Step: 390900 Progress: 78.2% Elapsed: 2 days, 8:33:14 temperature: no ada_p: No Discriminator_loss: 0.205567 Generator_loss: 1.59301
[INFO] 2021-02-14 01:03:56 > Step: 391000 Progress: 78.2% Elapsed: 2 days, 8:34:18 temperature: no ada_p: No Discriminator_loss: 0.202118 Generator_loss: 1.88632
[INFO] 2021-02-14 01:05:00 > Step: 391100 Progress: 78.2% Elapsed: 2 days, 8:35:22 temperature: no ada_p: No Discriminator_loss: 0.258015 Generator_loss: 2.73179
[INFO] 2021-02-14 01:06:04 > Step: 391200 Progress: 78.2% Elapsed: 2 days, 8:36:26 temperature: no ada_p: No Discriminator_loss: 0.215115 Generator_loss: 2.35309
[INFO] 2021-02-14 01:07:08 > Step: 391300 Progress: 78.3% Elapsed: 2 days, 8:37:30 temperature: no ada_p: No Discriminator_loss: 0.216046 Generator_loss: 2.12412
[INFO] 2021-02-14 01:08:13 > Step: 391400 Progress: 78.3% Elapsed: 2 days, 8:38:34 temperature: no ada_p: No Discriminator_loss: 0.187386 Generator_loss: 1.81949
[INFO] 2021-02-14 01:09:17 > Step: 391500 Progress: 78.3% Elapsed: 2 days, 8:39:38 temperature: no ada_p: No Discriminator_loss: 0.384606 Generator_loss: 2.69998
[INFO] 2021-02-14 01:10:21 > Step: 391600 Progress: 78.3% Elapsed: 2 days, 8:40:43 temperature: no ada_p: No Discriminator_loss: 0.229113 Generator_loss: 2.08638
[INFO] 2021-02-14 01:11:25 > Step: 391700 Progress: 78.3% Elapsed: 2 days, 8:41:47 temperature: no ada_p: No Discriminator_loss: 0.261562 Generator_loss: 2.55192
[INFO] 2021-02-14 01:12:29 > Step: 391800 Progress: 78.4% Elapsed: 2 days, 8:42:51 temperature: no ada_p: No Discriminator_loss: 0.290503 Generator_loss: 1.72108
[INFO] 2021-02-14 01:13:52 > Step: 391900 Progress: 78.4% Elapsed: 2 days, 8:44:14 temperature: no ada_p: No Discriminator_loss: 0.296764 Generator_loss: 2.55666
[INFO] 2021-02-14 01:14:57 > Step: 392000 Progress: 78.4% Elapsed: 2 days, 8:45:18 temperature: no ada_p: No Discriminator_loss: 0.235747 Generator_loss: 2.43187
[INFO] 2021-02-14 01:14:57 > Start Evaluation (392000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 01:14:57 > Calculating FID Score....
[INFO] 2021-02-14 01:15:37 > Calculating Inception Score....
[INFO] 2021-02-14 01:16:01 > Calculate F_beta Score....
[INFO] 2021-02-14 01:23:01 > Calculate Accuracies....
[INFO] 2021-02-14 01:23:25 > Calculate Accuracies....
[INFO] 2021-02-14 01:27:02 > F_8 score (Step: 392000, Using valid images): 0.9021099114010835
[INFO] 2021-02-14 01:27:02 > F_1/8 score (Step: 392000, Using valid images): 0.9243766188292473
[INFO] 2021-02-14 01:27:02 > FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 01:27:02 > Inception score (Step: 392000, 50000 generated images): 29.461029052734375
[INFO] 2021-02-14 01:27:02 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 01:27:26 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 01:28:30 > Step: 392100 Progress: 78.4% Elapsed: 2 days, 8:58:52 temperature: no ada_p: No Discriminator_loss: 0.384237 Generator_loss: 2.48747
[INFO] 2021-02-14 01:29:36 > Step: 392200 Progress: 78.4% Elapsed: 2 days, 8:59:58 temperature: no ada_p: No Discriminator_loss: 0.251277 Generator_loss: 1.87196
[INFO] 2021-02-14 01:30:40 > Step: 392300 Progress: 78.5% Elapsed: 2 days, 9:01:02 temperature: no ada_p: No Discriminator_loss: 0.321589 Generator_loss: 1.38174
[INFO] 2021-02-14 01:32:03 > Step: 392400 Progress: 78.5% Elapsed: 2 days, 9:02:25 temperature: no ada_p: No Discriminator_loss: 0.281721 Generator_loss: 2.01115
[INFO] 2021-02-14 01:33:08 > Step: 392500 Progress: 78.5% Elapsed: 2 days, 9:03:29 temperature: no ada_p: No Discriminator_loss: 0.194326 Generator_loss: 2.59785
[INFO] 2021-02-14 01:34:12 > Step: 392600 Progress: 78.5% Elapsed: 2 days, 9:04:34 temperature: no ada_p: No Discriminator_loss: 0.377988 Generator_loss: 2.99734
[INFO] 2021-02-14 01:35:17 > Step: 392700 Progress: 78.5% Elapsed: 2 days, 9:05:38 temperature: no ada_p: No Discriminator_loss: 0.187512 Generator_loss: 1.97634
[INFO] 2021-02-14 01:36:21 > Step: 392800 Progress: 78.6% Elapsed: 2 days, 9:06:43 temperature: no ada_p: No Discriminator_loss: 0.273623 Generator_loss: 1.77518
[INFO] 2021-02-14 01:37:26 > Step: 392900 Progress: 78.6% Elapsed: 2 days, 9:07:48 temperature: no ada_p: No Discriminator_loss: 0.190889 Generator_loss: 2.14963
[INFO] 2021-02-14 01:38:31 > Step: 393000 Progress: 78.6% Elapsed: 2 days, 9:08:53 temperature: no ada_p: No Discriminator_loss: 0.246491 Generator_loss: 2.55516
[INFO] 2021-02-14 01:39:36 > Step: 393100 Progress: 78.6% Elapsed: 2 days, 9:09:57 temperature: no ada_p: No Discriminator_loss: 0.304258 Generator_loss: 1.70394
[INFO] 2021-02-14 01:40:41 > Step: 393200 Progress: 78.6% Elapsed: 2 days, 9:11:02 temperature: no ada_p: No Discriminator_loss: 0.355079 Generator_loss: 2.21741
[INFO] 2021-02-14 01:41:45 > Step: 393300 Progress: 78.7% Elapsed: 2 days, 9:12:07 temperature: no ada_p: No Discriminator_loss: 0.237508 Generator_loss: 1.8415
[INFO] 2021-02-14 01:42:50 > Step: 393400 Progress: 78.7% Elapsed: 2 days, 9:13:12 temperature: no ada_p: No Discriminator_loss: 0.230634 Generator_loss: 2.05639
[INFO] 2021-02-14 01:43:55 > Step: 393500 Progress: 78.7% Elapsed: 2 days, 9:14:16 temperature: no ada_p: No Discriminator_loss: 0.182691 Generator_loss: 2.3976
[INFO] 2021-02-14 01:44:59 > Step: 393600 Progress: 78.7% Elapsed: 2 days, 9:15:21 temperature: no ada_p: No Discriminator_loss: 0.23763 Generator_loss: 2.41319
[INFO] 2021-02-14 01:46:04 > Step: 393700 Progress: 78.7% Elapsed: 2 days, 9:16:26 temperature: no ada_p: No Discriminator_loss: 0.272565 Generator_loss: 1.59287
[INFO] 2021-02-14 01:47:09 > Step: 393800 Progress: 78.8% Elapsed: 2 days, 9:17:30 temperature: no ada_p: No Discriminator_loss: 0.232892 Generator_loss: 1.99971
[INFO] 2021-02-14 01:48:14 > Step: 393900 Progress: 78.8% Elapsed: 2 days, 9:18:35 temperature: no ada_p: No Discriminator_loss: 0.154608 Generator_loss: 2.0044
[INFO] 2021-02-14 01:49:18 > Step: 394000 Progress: 78.8% Elapsed: 2 days, 9:19:40 temperature: no ada_p: No Discriminator_loss: 0.3913 Generator_loss: 1.14191
[INFO] 2021-02-14 01:49:18 > Start Evaluation (394000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 01:49:18 > Calculating FID Score....
[INFO] 2021-02-14 01:49:59 > Calculating Inception Score....
[INFO] 2021-02-14 01:50:23 > Calculate F_beta Score....
[INFO] 2021-02-14 01:57:32 > Calculate Accuracies....
[INFO] 2021-02-14 01:57:56 > Calculate Accuracies....
[INFO] 2021-02-14 02:01:33 > F_8 score (Step: 394000, Using valid images): 0.911306345678246
[INFO] 2021-02-14 02:01:33 > F_1/8 score (Step: 394000, Using valid images): 0.9210943317578921
[INFO] 2021-02-14 02:01:33 > FID score (Step: 394000, Using valid moments): 30.15689112999098
[INFO] 2021-02-14 02:01:33 > Inception score (Step: 394000, 50000 generated images): 29.492265701293945
[INFO] 2021-02-14 02:01:33 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 02:01:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 02:02:48 > Step: 394100 Progress: 78.8% Elapsed: 2 days, 9:33:10 temperature: no ada_p: No Discriminator_loss: 0.230921 Generator_loss: 1.57083
[INFO] 2021-02-14 02:03:52 > Step: 394200 Progress: 78.8% Elapsed: 2 days, 9:34:14 temperature: no ada_p: No Discriminator_loss: 0.200361 Generator_loss: 2.50495
[INFO] 2021-02-14 02:04:56 > Step: 394300 Progress: 78.9% Elapsed: 2 days, 9:35:18 temperature: no ada_p: No Discriminator_loss: 0.265305 Generator_loss: 2.22978
[INFO] 2021-02-14 02:06:00 > Step: 394400 Progress: 78.9% Elapsed: 2 days, 9:36:22 temperature: no ada_p: No Discriminator_loss: 0.326531 Generator_loss: 2.80848
[INFO] 2021-02-14 02:07:04 > Step: 394500 Progress: 78.9% Elapsed: 2 days, 9:37:26 temperature: no ada_p: No Discriminator_loss: 0.180628 Generator_loss: 2.0116
[INFO] 2021-02-14 02:08:08 > Step: 394600 Progress: 78.9% Elapsed: 2 days, 9:38:30 temperature: no ada_p: No Discriminator_loss: 0.20416 Generator_loss: 2.09366
[INFO] 2021-02-14 02:09:15 > Step: 394700 Progress: 78.9% Elapsed: 2 days, 9:39:36 temperature: no ada_p: No Discriminator_loss: 0.157864 Generator_loss: 2.14182
[INFO] 2021-02-14 02:10:19 > Step: 394800 Progress: 79.0% Elapsed: 2 days, 9:40:40 temperature: no ada_p: No Discriminator_loss: 0.271439 Generator_loss: 2.55179
[INFO] 2021-02-14 02:11:23 > Step: 394900 Progress: 79.0% Elapsed: 2 days, 9:41:45 temperature: no ada_p: No Discriminator_loss: 0.352985 Generator_loss: 1.62329
[INFO] 2021-02-14 02:12:27 > Step: 395000 Progress: 79.0% Elapsed: 2 days, 9:42:49 temperature: no ada_p: No Discriminator_loss: 0.233628 Generator_loss: 2.36845
[INFO] 2021-02-14 02:13:31 > Step: 395100 Progress: 79.0% Elapsed: 2 days, 9:43:53 temperature: no ada_p: No Discriminator_loss: 0.332136 Generator_loss: 1.41751
[INFO] 2021-02-14 02:14:35 > Step: 395200 Progress: 79.0% Elapsed: 2 days, 9:44:57 temperature: no ada_p: No Discriminator_loss: 0.360931 Generator_loss: 1.68619
[INFO] 2021-02-14 02:15:58 > Step: 395300 Progress: 79.1% Elapsed: 2 days, 9:46:20 temperature: no ada_p: No Discriminator_loss: 0.423168 Generator_loss: 2.62255
[INFO] 2021-02-14 02:17:03 > Step: 395400 Progress: 79.1% Elapsed: 2 days, 9:47:24 temperature: no ada_p: No Discriminator_loss: 0.281518 Generator_loss: 2.02194
[INFO] 2021-02-14 02:18:07 > Step: 395500 Progress: 79.1% Elapsed: 2 days, 9:48:29 temperature: no ada_p: No Discriminator_loss: 0.215918 Generator_loss: 2.20944
[INFO] 2021-02-14 02:19:13 > Step: 395600 Progress: 79.1% Elapsed: 2 days, 9:49:34 temperature: no ada_p: No Discriminator_loss: 0.238716 Generator_loss: 2.96387
[INFO] 2021-02-14 02:20:17 > Step: 395700 Progress: 79.1% Elapsed: 2 days, 9:50:39 temperature: no ada_p: No Discriminator_loss: 0.280044 Generator_loss: 2.48746
[INFO] 2021-02-14 02:21:22 > Step: 395800 Progress: 79.2% Elapsed: 2 days, 9:51:44 temperature: no ada_p: No Discriminator_loss: 0.319028 Generator_loss: 2.62907
[INFO] 2021-02-14 02:22:27 > Step: 395900 Progress: 79.2% Elapsed: 2 days, 9:52:48 temperature: no ada_p: No Discriminator_loss: 0.286013 Generator_loss: 2.64718
[INFO] 2021-02-14 02:23:31 > Step: 396000 Progress: 79.2% Elapsed: 2 days, 9:53:53 temperature: no ada_p: No Discriminator_loss: 0.37452 Generator_loss: 1.32977
[INFO] 2021-02-14 02:23:31 > Start Evaluation (396000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 02:23:31 > Calculating FID Score....
[INFO] 2021-02-14 02:24:12 > Calculating Inception Score....
[INFO] 2021-02-14 02:24:36 > Calculate F_beta Score....
[INFO] 2021-02-14 02:31:42 > Calculate Accuracies....
[INFO] 2021-02-14 02:32:06 > Calculate Accuracies....
[INFO] 2021-02-14 02:35:43 > F_8 score (Step: 396000, Using valid images): 0.8957696325161456
[INFO] 2021-02-14 02:35:43 > F_1/8 score (Step: 396000, Using valid images): 0.9280630677772748
[INFO] 2021-02-14 02:35:43 > FID score (Step: 396000, Using valid moments): 30.361969528421923
[INFO] 2021-02-14 02:35:43 > Inception score (Step: 396000, 50000 generated images): 29.18604278564453
[INFO] 2021-02-14 02:35:43 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 02:35:55 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 02:36:59 > Step: 396100 Progress: 79.2% Elapsed: 2 days, 10:07:20 temperature: no ada_p: No Discriminator_loss: 0.374007 Generator_loss: 1.42223
[INFO] 2021-02-14 02:38:03 > Step: 396200 Progress: 79.2% Elapsed: 2 days, 10:08:24 temperature: no ada_p: No Discriminator_loss: 0.196342 Generator_loss: 1.91442
[INFO] 2021-02-14 02:39:07 > Step: 396300 Progress: 79.3% Elapsed: 2 days, 10:09:29 temperature: no ada_p: No Discriminator_loss: 0.255491 Generator_loss: 1.74352
[INFO] 2021-02-14 02:40:11 > Step: 396400 Progress: 79.3% Elapsed: 2 days, 10:10:33 temperature: no ada_p: No Discriminator_loss: 0.214072 Generator_loss: 1.72283
[INFO] 2021-02-14 02:41:16 > Step: 396500 Progress: 79.3% Elapsed: 2 days, 10:11:37 temperature: no ada_p: No Discriminator_loss: 0.208252 Generator_loss: 2.58088
[INFO] 2021-02-14 02:42:20 > Step: 396600 Progress: 79.3% Elapsed: 2 days, 10:12:41 temperature: no ada_p: No Discriminator_loss: 0.291509 Generator_loss: 1.6508
[INFO] 2021-02-14 02:43:24 > Step: 396700 Progress: 79.3% Elapsed: 2 days, 10:13:46 temperature: no ada_p: No Discriminator_loss: 0.294588 Generator_loss: 1.83074
[INFO] 2021-02-14 02:44:28 > Step: 396800 Progress: 79.4% Elapsed: 2 days, 10:14:50 temperature: no ada_p: No Discriminator_loss: 0.541111 Generator_loss: 1.09458
[INFO] 2021-02-14 02:45:32 > Step: 396900 Progress: 79.4% Elapsed: 2 days, 10:15:54 temperature: no ada_p: No Discriminator_loss: 0.215354 Generator_loss: 2.07436
[INFO] 2021-02-14 02:46:36 > Step: 397000 Progress: 79.4% Elapsed: 2 days, 10:16:58 temperature: no ada_p: No Discriminator_loss: 0.297132 Generator_loss: 2.4615
[INFO] 2021-02-14 02:47:40 > Step: 397100 Progress: 79.4% Elapsed: 2 days, 10:18:02 temperature: no ada_p: No Discriminator_loss: 0.372768 Generator_loss: 2.67503
[INFO] 2021-02-14 02:48:47 > Step: 397200 Progress: 79.4% Elapsed: 2 days, 10:19:08 temperature: no ada_p: No Discriminator_loss: 0.278702 Generator_loss: 1.59705
[INFO] 2021-02-14 02:50:10 > Step: 397300 Progress: 79.5% Elapsed: 2 days, 10:20:32 temperature: no ada_p: No Discriminator_loss: 0.39894 Generator_loss: 1.33691
[INFO] 2021-02-14 02:51:15 > Step: 397400 Progress: 79.5% Elapsed: 2 days, 10:21:36 temperature: no ada_p: No Discriminator_loss: 0.26813 Generator_loss: 1.74215
[INFO] 2021-02-14 02:52:20 > Step: 397500 Progress: 79.5% Elapsed: 2 days, 10:22:41 temperature: no ada_p: No Discriminator_loss: 0.215363 Generator_loss: 2.54407
[INFO] 2021-02-14 02:53:24 > Step: 397600 Progress: 79.5% Elapsed: 2 days, 10:23:46 temperature: no ada_p: No Discriminator_loss: 0.224773 Generator_loss: 2.44965
[INFO] 2021-02-14 02:54:29 > Step: 397700 Progress: 79.5% Elapsed: 2 days, 10:24:50 temperature: no ada_p: No Discriminator_loss: 0.291247 Generator_loss: 3.08923
[INFO] 2021-02-14 02:55:33 > Step: 397800 Progress: 79.6% Elapsed: 2 days, 10:25:55 temperature: no ada_p: No Discriminator_loss: 0.223312 Generator_loss: 1.51787
[INFO] 2021-02-14 02:56:38 > Step: 397900 Progress: 79.6% Elapsed: 2 days, 10:27:00 temperature: no ada_p: No Discriminator_loss: 0.193512 Generator_loss: 2.53572
[INFO] 2021-02-14 02:57:43 > Step: 398000 Progress: 79.6% Elapsed: 2 days, 10:28:04 temperature: no ada_p: No Discriminator_loss: 0.251162 Generator_loss: 2.01203
[INFO] 2021-02-14 02:57:43 > Start Evaluation (398000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 02:57:43 > Calculating FID Score....
[INFO] 2021-02-14 02:58:24 > Calculating Inception Score....
[INFO] 2021-02-14 02:58:48 > Calculate F_beta Score....
[INFO] 2021-02-14 03:05:53 > Calculate Accuracies....
[INFO] 2021-02-14 03:06:17 > Calculate Accuracies....
[INFO] 2021-02-14 03:09:54 > F_8 score (Step: 398000, Using valid images): 0.8927076170538157
[INFO] 2021-02-14 03:09:54 > F_1/8 score (Step: 398000, Using valid images): 0.9292376892445247
[INFO] 2021-02-14 03:09:54 > FID score (Step: 398000, Using valid moments): 30.957149092588338
[INFO] 2021-02-14 03:09:54 > Inception score (Step: 398000, 50000 generated images): 28.940431594848633
[INFO] 2021-02-14 03:09:54 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 03:10:06 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 03:11:10 > Step: 398100 Progress: 79.6% Elapsed: 2 days, 10:41:31 temperature: no ada_p: No Discriminator_loss: 0.301608 Generator_loss: 1.70341
[INFO] 2021-02-14 03:12:14 > Step: 398200 Progress: 79.6% Elapsed: 2 days, 10:42:36 temperature: no ada_p: No Discriminator_loss: 0.45906 Generator_loss: 1.24236
[INFO] 2021-02-14 03:13:18 > Step: 398300 Progress: 79.7% Elapsed: 2 days, 10:43:40 temperature: no ada_p: No Discriminator_loss: 0.297002 Generator_loss: 1.7954
[INFO] 2021-02-14 03:14:23 > Step: 398400 Progress: 79.7% Elapsed: 2 days, 10:44:44 temperature: no ada_p: No Discriminator_loss: 0.365102 Generator_loss: 1.40772
[INFO] 2021-02-14 03:15:27 > Step: 398500 Progress: 79.7% Elapsed: 2 days, 10:45:48 temperature: no ada_p: No Discriminator_loss: 0.262322 Generator_loss: 2.76501
[INFO] 2021-02-14 03:16:31 > Step: 398600 Progress: 79.7% Elapsed: 2 days, 10:46:53 temperature: no ada_p: No Discriminator_loss: 0.243921 Generator_loss: 2.01059
[INFO] 2021-02-14 03:17:35 > Step: 398700 Progress: 79.7% Elapsed: 2 days, 10:47:57 temperature: no ada_p: No Discriminator_loss: 0.327112 Generator_loss: 1.52194
[INFO] 2021-02-14 03:18:39 > Step: 398800 Progress: 79.8% Elapsed: 2 days, 10:49:01 temperature: no ada_p: No Discriminator_loss: 0.318966 Generator_loss: 1.66596
[INFO] 2021-02-14 03:19:43 > Step: 398900 Progress: 79.8% Elapsed: 2 days, 10:50:05 temperature: no ada_p: No Discriminator_loss: 0.203396 Generator_loss: 2.38669
[INFO] 2021-02-14 03:20:48 > Step: 399000 Progress: 79.8% Elapsed: 2 days, 10:51:09 temperature: no ada_p: No Discriminator_loss: 0.2088 Generator_loss: 2.13307
[INFO] 2021-02-14 03:21:52 > Step: 399100 Progress: 79.8% Elapsed: 2 days, 10:52:13 temperature: no ada_p: No Discriminator_loss: 0.17917 Generator_loss: 2.24488
[INFO] 2021-02-14 03:22:56 > Step: 399200 Progress: 79.8% Elapsed: 2 days, 10:53:18 temperature: no ada_p: No Discriminator_loss: 0.548173 Generator_loss: 1.52039
[INFO] 2021-02-14 03:24:00 > Step: 399300 Progress: 79.9% Elapsed: 2 days, 10:54:22 temperature: no ada_p: No Discriminator_loss: 0.205863 Generator_loss: 2.10937
[INFO] 2021-02-14 03:25:04 > Step: 399400 Progress: 79.9% Elapsed: 2 days, 10:55:26 temperature: no ada_p: No Discriminator_loss: 0.31373 Generator_loss: 1.44827
[INFO] 2021-02-14 03:26:08 > Step: 399500 Progress: 79.9% Elapsed: 2 days, 10:56:30 temperature: no ada_p: No Discriminator_loss: 0.209644 Generator_loss: 2.05245
[INFO] 2021-02-14 03:27:12 > Step: 399600 Progress: 79.9% Elapsed: 2 days, 10:57:34 temperature: no ada_p: No Discriminator_loss: 0.191191 Generator_loss: 1.97213
[INFO] 2021-02-14 03:28:19 > Step: 399700 Progress: 79.9% Elapsed: 2 days, 10:58:40 temperature: no ada_p: No Discriminator_loss: 0.250876 Generator_loss: 1.7568
[INFO] 2021-02-14 03:29:23 > Step: 399800 Progress: 80.0% Elapsed: 2 days, 10:59:44 temperature: no ada_p: No Discriminator_loss: 0.248936 Generator_loss: 1.47384
[INFO] 2021-02-14 03:30:53 > Step: 399900 Progress: 80.0% Elapsed: 2 days, 11:01:15 temperature: no ada_p: No Discriminator_loss: 0.208235 Generator_loss: 2.01564
[INFO] 2021-02-14 03:31:58 > Step: 400000 Progress: 80.0% Elapsed: 2 days, 11:02:20 temperature: no ada_p: No Discriminator_loss: 0.155951 Generator_loss: 2.31809
[INFO] 2021-02-14 03:31:58 > Start Evaluation (400000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 03:31:58 > Calculating FID Score....
[INFO] 2021-02-14 03:32:40 > Calculating Inception Score....
[INFO] 2021-02-14 03:33:03 > Calculate F_beta Score....
[INFO] 2021-02-14 03:40:09 > Calculate Accuracies....
[INFO] 2021-02-14 03:40:32 > Calculate Accuracies....
[INFO] 2021-02-14 03:44:09 > F_8 score (Step: 400000, Using valid images): 0.9007666698691784
[INFO] 2021-02-14 03:44:09 > F_1/8 score (Step: 400000, Using valid images): 0.9261468384203672
[INFO] 2021-02-14 03:44:09 > FID score (Step: 400000, Using valid moments): 30.624031653150496
[INFO] 2021-02-14 03:44:09 > Inception score (Step: 400000, 50000 generated images): 29.40064811706543
[INFO] 2021-02-14 03:44:09 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 03:44:20 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 03:45:24 > Step: 400100 Progress: 80.0% Elapsed: 2 days, 11:15:46 temperature: no ada_p: No Discriminator_loss: 0.237421 Generator_loss: 1.73374
[INFO] 2021-02-14 03:46:29 > Step: 400200 Progress: 80.0% Elapsed: 2 days, 11:16:50 temperature: no ada_p: No Discriminator_loss: 0.208789 Generator_loss: 1.90351
[INFO] 2021-02-14 03:47:34 > Step: 400300 Progress: 80.1% Elapsed: 2 days, 11:17:55 temperature: no ada_p: No Discriminator_loss: 0.201014 Generator_loss: 2.31874
[INFO] 2021-02-14 03:48:38 > Step: 400400 Progress: 80.1% Elapsed: 2 days, 11:19:00 temperature: no ada_p: No Discriminator_loss: 0.18074 Generator_loss: 2.07721
[INFO] 2021-02-14 03:49:42 > Step: 400500 Progress: 80.1% Elapsed: 2 days, 11:20:04 temperature: no ada_p: No Discriminator_loss: 0.275563 Generator_loss: 1.56283
[INFO] 2021-02-14 03:50:47 > Step: 400600 Progress: 80.1% Elapsed: 2 days, 11:21:08 temperature: no ada_p: No Discriminator_loss: 0.175974 Generator_loss: 2.33547
[INFO] 2021-02-14 03:51:51 > Step: 400700 Progress: 80.1% Elapsed: 2 days, 11:22:12 temperature: no ada_p: No Discriminator_loss: 0.264842 Generator_loss: 1.65072
[INFO] 2021-02-14 03:52:55 > Step: 400800 Progress: 80.2% Elapsed: 2 days, 11:23:16 temperature: no ada_p: No Discriminator_loss: 0.148617 Generator_loss: 1.93542
[INFO] 2021-02-14 03:53:59 > Step: 400900 Progress: 80.2% Elapsed: 2 days, 11:24:20 temperature: no ada_p: No Discriminator_loss: 0.200433 Generator_loss: 2.21575
[INFO] 2021-02-14 03:55:03 > Step: 401000 Progress: 80.2% Elapsed: 2 days, 11:25:25 temperature: no ada_p: No Discriminator_loss: 0.331705 Generator_loss: 1.45051
[INFO] 2021-02-14 03:56:07 > Step: 401100 Progress: 80.2% Elapsed: 2 days, 11:26:29 temperature: no ada_p: No Discriminator_loss: 0.167228 Generator_loss: 2.41498
[INFO] 2021-02-14 03:57:11 > Step: 401200 Progress: 80.2% Elapsed: 2 days, 11:27:33 temperature: no ada_p: No Discriminator_loss: 0.226291 Generator_loss: 2.12957
[INFO] 2021-02-14 03:58:15 > Step: 401300 Progress: 80.3% Elapsed: 2 days, 11:28:37 temperature: no ada_p: No Discriminator_loss: 0.211883 Generator_loss: 2.13282
[INFO] 2021-02-14 03:59:39 > Step: 401400 Progress: 80.3% Elapsed: 2 days, 11:30:01 temperature: no ada_p: No Discriminator_loss: 0.170169 Generator_loss: 1.78131
[INFO] 2021-02-14 04:00:43 > Step: 401500 Progress: 80.3% Elapsed: 2 days, 11:31:05 temperature: no ada_p: No Discriminator_loss: 0.559157 Generator_loss: 0.99396
[INFO] 2021-02-14 04:01:48 > Step: 401600 Progress: 80.3% Elapsed: 2 days, 11:32:10 temperature: no ada_p: No Discriminator_loss: 0.199356 Generator_loss: 1.85171
[INFO] 2021-02-14 04:02:53 > Step: 401700 Progress: 80.3% Elapsed: 2 days, 11:33:15 temperature: no ada_p: No Discriminator_loss: 0.361702 Generator_loss: 1.59305
[INFO] 2021-02-14 04:03:58 > Step: 401800 Progress: 80.4% Elapsed: 2 days, 11:34:19 temperature: no ada_p: No Discriminator_loss: 0.22107 Generator_loss: 2.81086
[INFO] 2021-02-14 04:05:02 > Step: 401900 Progress: 80.4% Elapsed: 2 days, 11:35:24 temperature: no ada_p: No Discriminator_loss: 0.228228 Generator_loss: 1.75659
[INFO] 2021-02-14 04:06:07 > Step: 402000 Progress: 80.4% Elapsed: 2 days, 11:36:29 temperature: no ada_p: No Discriminator_loss: 0.236397 Generator_loss: 2.08123
[INFO] 2021-02-14 04:06:07 > Start Evaluation (402000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 04:06:07 > Calculating FID Score....
[INFO] 2021-02-14 04:06:49 > Calculating Inception Score....
[INFO] 2021-02-14 04:07:13 > Calculate F_beta Score....
[INFO] 2021-02-14 04:14:20 > Calculate Accuracies....
[INFO] 2021-02-14 04:14:43 > Calculate Accuracies....
[INFO] 2021-02-14 04:18:22 > F_8 score (Step: 402000, Using valid images): 0.8985149049637515
[INFO] 2021-02-14 04:18:22 > F_1/8 score (Step: 402000, Using valid images): 0.9282988772647706
[INFO] 2021-02-14 04:18:22 > FID score (Step: 402000, Using valid moments): 30.724952381827677
[INFO] 2021-02-14 04:18:22 > Inception score (Step: 402000, 50000 generated images): 29.008176803588867
[INFO] 2021-02-14 04:18:22 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 04:18:33 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 04:19:38 > Step: 402100 Progress: 80.4% Elapsed: 2 days, 11:49:59 temperature: no ada_p: No Discriminator_loss: 0.310515 Generator_loss: 2.66075
[INFO] 2021-02-14 04:20:44 > Step: 402200 Progress: 80.4% Elapsed: 2 days, 11:51:06 temperature: no ada_p: No Discriminator_loss: 0.521168 Generator_loss: 1.29422
[INFO] 2021-02-14 04:21:48 > Step: 402300 Progress: 80.5% Elapsed: 2 days, 11:52:10 temperature: no ada_p: No Discriminator_loss: 0.18623 Generator_loss: 2.10205
[INFO] 2021-02-14 04:22:52 > Step: 402400 Progress: 80.5% Elapsed: 2 days, 11:53:14 temperature: no ada_p: No Discriminator_loss: 0.306372 Generator_loss: 1.06697
[INFO] 2021-02-14 04:23:57 > Step: 402500 Progress: 80.5% Elapsed: 2 days, 11:54:18 temperature: no ada_p: No Discriminator_loss: 0.258549 Generator_loss: 1.82215
[INFO] 2021-02-14 04:25:01 > Step: 402600 Progress: 80.5% Elapsed: 2 days, 11:55:22 temperature: no ada_p: No Discriminator_loss: 0.517468 Generator_loss: 1.28846
[INFO] 2021-02-14 04:26:05 > Step: 402700 Progress: 80.5% Elapsed: 2 days, 11:56:26 temperature: no ada_p: No Discriminator_loss: 0.167702 Generator_loss: 2.17373
[INFO] 2021-02-14 04:27:09 > Step: 402800 Progress: 80.6% Elapsed: 2 days, 11:57:30 temperature: no ada_p: No Discriminator_loss: 0.255116 Generator_loss: 1.70652
[INFO] 2021-02-14 04:28:13 > Step: 402900 Progress: 80.6% Elapsed: 2 days, 11:58:35 temperature: no ada_p: No Discriminator_loss: 0.36909 Generator_loss: 1.71024
[INFO] 2021-02-14 04:29:17 > Step: 403000 Progress: 80.6% Elapsed: 2 days, 11:59:39 temperature: no ada_p: No Discriminator_loss: 0.244825 Generator_loss: 1.57997
[INFO] 2021-02-14 04:30:21 > Step: 403100 Progress: 80.6% Elapsed: 2 days, 12:00:43 temperature: no ada_p: No Discriminator_loss: 0.243028 Generator_loss: 1.70748
[INFO] 2021-02-14 04:31:25 > Step: 403200 Progress: 80.6% Elapsed: 2 days, 12:01:47 temperature: no ada_p: No Discriminator_loss: 0.279692 Generator_loss: 1.50956
[INFO] 2021-02-14 04:32:48 > Step: 403300 Progress: 80.7% Elapsed: 2 days, 12:03:10 temperature: no ada_p: No Discriminator_loss: 0.199323 Generator_loss: 2.2816
[INFO] 2021-02-14 04:33:53 > Step: 403400 Progress: 80.7% Elapsed: 2 days, 12:04:14 temperature: no ada_p: No Discriminator_loss: 0.429407 Generator_loss: 0.975027
[INFO] 2021-02-14 04:34:57 > Step: 403500 Progress: 80.7% Elapsed: 2 days, 12:05:19 temperature: no ada_p: No Discriminator_loss: 0.164383 Generator_loss: 2.38705
[INFO] 2021-02-14 04:36:02 > Step: 403600 Progress: 80.7% Elapsed: 2 days, 12:06:24 temperature: no ada_p: No Discriminator_loss: 0.29993 Generator_loss: 1.24884
[INFO] 2021-02-14 04:37:07 > Step: 403700 Progress: 80.7% Elapsed: 2 days, 12:07:28 temperature: no ada_p: No Discriminator_loss: 0.186394 Generator_loss: 2.08326
[INFO] 2021-02-14 04:38:11 > Step: 403800 Progress: 80.8% Elapsed: 2 days, 12:08:33 temperature: no ada_p: No Discriminator_loss: 0.207578 Generator_loss: 2.35061
[INFO] 2021-02-14 04:39:16 > Step: 403900 Progress: 80.8% Elapsed: 2 days, 12:09:37 temperature: no ada_p: No Discriminator_loss: 0.195038 Generator_loss: 1.91644
[INFO] 2021-02-14 04:40:21 > Step: 404000 Progress: 80.8% Elapsed: 2 days, 12:10:42 temperature: no ada_p: No Discriminator_loss: 0.269623 Generator_loss: 1.59916
[INFO] 2021-02-14 04:40:21 > Start Evaluation (404000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 04:40:21 > Calculating FID Score....
[INFO] 2021-02-14 04:41:02 > Calculating Inception Score....
[INFO] 2021-02-14 04:41:26 > Calculate F_beta Score....
[INFO] 2021-02-14 04:48:26 > Calculate Accuracies....
[INFO] 2021-02-14 04:48:50 > Calculate Accuracies....
[INFO] 2021-02-14 04:52:29 > F_8 score (Step: 404000, Using valid images): 0.9014567779640758
[INFO] 2021-02-14 04:52:29 > F_1/8 score (Step: 404000, Using valid images): 0.9242668428284115
[INFO] 2021-02-14 04:52:29 > FID score (Step: 404000, Using valid moments): 30.163779725616905
[INFO] 2021-02-14 04:52:29 > Inception score (Step: 404000, 50000 generated images): 29.321853637695312
[INFO] 2021-02-14 04:52:29 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 04:52:40 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 04:54:09 > Step: 404100 Progress: 80.8% Elapsed: 2 days, 12:24:30 temperature: no ada_p: No Discriminator_loss: 0.25613 Generator_loss: 1.7176
[INFO] 2021-02-14 04:55:13 > Step: 404200 Progress: 80.8% Elapsed: 2 days, 12:25:35 temperature: no ada_p: No Discriminator_loss: 0.243163 Generator_loss: 1.85849
[INFO] 2021-02-14 04:56:18 > Step: 404300 Progress: 80.9% Elapsed: 2 days, 12:26:40 temperature: no ada_p: No Discriminator_loss: 0.33452 Generator_loss: 1.76614
[INFO] 2021-02-14 04:57:23 > Step: 404400 Progress: 80.9% Elapsed: 2 days, 12:27:44 temperature: no ada_p: No Discriminator_loss: 0.214542 Generator_loss: 2.08163
[INFO] 2021-02-14 04:58:27 > Step: 404500 Progress: 80.9% Elapsed: 2 days, 12:28:49 temperature: no ada_p: No Discriminator_loss: 0.247187 Generator_loss: 1.98548
[INFO] 2021-02-14 04:59:32 > Step: 404600 Progress: 80.9% Elapsed: 2 days, 12:29:54 temperature: no ada_p: No Discriminator_loss: 0.246593 Generator_loss: 1.74502
[INFO] 2021-02-14 05:00:38 > Step: 404700 Progress: 80.9% Elapsed: 2 days, 12:31:00 temperature: no ada_p: No Discriminator_loss: 0.435371 Generator_loss: 1.41871
[INFO] 2021-02-14 05:01:43 > Step: 404800 Progress: 81.0% Elapsed: 2 days, 12:32:05 temperature: no ada_p: No Discriminator_loss: 0.223549 Generator_loss: 1.81576
[INFO] 2021-02-14 05:02:48 > Step: 404900 Progress: 81.0% Elapsed: 2 days, 12:33:09 temperature: no ada_p: No Discriminator_loss: 0.251999 Generator_loss: 1.555
[INFO] 2021-02-14 05:03:52 > Step: 405000 Progress: 81.0% Elapsed: 2 days, 12:34:14 temperature: no ada_p: No Discriminator_loss: 0.428845 Generator_loss: 1.40229
[INFO] 2021-02-14 05:04:57 > Step: 405100 Progress: 81.0% Elapsed: 2 days, 12:35:19 temperature: no ada_p: No Discriminator_loss: 0.373879 Generator_loss: 1.49699
[INFO] 2021-02-14 05:06:01 > Step: 405200 Progress: 81.0% Elapsed: 2 days, 12:36:23 temperature: no ada_p: No Discriminator_loss: 0.307463 Generator_loss: 1.73761
[INFO] 2021-02-14 05:07:06 > Step: 405300 Progress: 81.1% Elapsed: 2 days, 12:37:28 temperature: no ada_p: No Discriminator_loss: 0.228042 Generator_loss: 1.79418
[INFO] 2021-02-14 05:08:11 > Step: 405400 Progress: 81.1% Elapsed: 2 days, 12:38:32 temperature: no ada_p: No Discriminator_loss: 0.215009 Generator_loss: 2.5784
[INFO] 2021-02-14 05:09:15 > Step: 405500 Progress: 81.1% Elapsed: 2 days, 12:39:37 temperature: no ada_p: No Discriminator_loss: 0.253698 Generator_loss: 2.69562
[INFO] 2021-02-14 05:10:20 > Step: 405600 Progress: 81.1% Elapsed: 2 days, 12:40:41 temperature: no ada_p: No Discriminator_loss: 0.191241 Generator_loss: 1.91361
[INFO] 2021-02-14 05:11:24 > Step: 405700 Progress: 81.1% Elapsed: 2 days, 12:41:46 temperature: no ada_p: No Discriminator_loss: 0.184589 Generator_loss: 2.1784
[INFO] 2021-02-14 05:12:29 > Step: 405800 Progress: 81.2% Elapsed: 2 days, 12:42:50 temperature: no ada_p: No Discriminator_loss: 0.287165 Generator_loss: 1.60241
[INFO] 2021-02-14 05:13:33 > Step: 405900 Progress: 81.2% Elapsed: 2 days, 12:43:55 temperature: no ada_p: No Discriminator_loss: 0.304489 Generator_loss: 1.42943
[INFO] 2021-02-14 05:14:38 > Step: 406000 Progress: 81.2% Elapsed: 2 days, 12:45:00 temperature: no ada_p: No Discriminator_loss: 0.372475 Generator_loss: 2.80873
[INFO] 2021-02-14 05:14:38 > Start Evaluation (406000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 05:14:38 > Calculating FID Score....
[INFO] 2021-02-14 05:15:19 > Calculating Inception Score....
[INFO] 2021-02-14 05:15:43 > Calculate F_beta Score....
[INFO] 2021-02-14 05:22:47 > Calculate Accuracies....
[INFO] 2021-02-14 05:23:10 > Calculate Accuracies....
[INFO] 2021-02-14 05:26:48 > F_8 score (Step: 406000, Using valid images): 0.9091063505986056
[INFO] 2021-02-14 05:26:48 > F_1/8 score (Step: 406000, Using valid images): 0.9237908181869462
[INFO] 2021-02-14 05:26:48 > FID score (Step: 406000, Using valid moments): 29.726838888376847
[INFO] 2021-02-14 05:26:48 > Inception score (Step: 406000, 50000 generated images): 29.38361358642578
[INFO] 2021-02-14 05:26:48 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 05:26:59 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 05:28:03 > Step: 406100 Progress: 81.2% Elapsed: 2 days, 12:58:25 temperature: no ada_p: No Discriminator_loss: 0.254545 Generator_loss: 2.39576
[INFO] 2021-02-14 05:29:07 > Step: 406200 Progress: 81.2% Elapsed: 2 days, 12:59:29 temperature: no ada_p: No Discriminator_loss: 0.184037 Generator_loss: 1.90717
[INFO] 2021-02-14 05:30:11 > Step: 406300 Progress: 81.3% Elapsed: 2 days, 13:00:33 temperature: no ada_p: No Discriminator_loss: 0.219996 Generator_loss: 2.34761
[INFO] 2021-02-14 05:31:15 > Step: 406400 Progress: 81.3% Elapsed: 2 days, 13:01:37 temperature: no ada_p: No Discriminator_loss: 0.20195 Generator_loss: 2.31795
[INFO] 2021-02-14 05:32:19 > Step: 406500 Progress: 81.3% Elapsed: 2 days, 13:02:41 temperature: no ada_p: No Discriminator_loss: 0.162368 Generator_loss: 2.67001
[INFO] 2021-02-14 05:33:23 > Step: 406600 Progress: 81.3% Elapsed: 2 days, 13:03:45 temperature: no ada_p: No Discriminator_loss: 0.194946 Generator_loss: 2.03744
[INFO] 2021-02-14 05:34:27 > Step: 406700 Progress: 81.3% Elapsed: 2 days, 13:04:49 temperature: no ada_p: No Discriminator_loss: 0.199385 Generator_loss: 2.28964
[INFO] 2021-02-14 05:35:31 > Step: 406800 Progress: 81.4% Elapsed: 2 days, 13:05:53 temperature: no ada_p: No Discriminator_loss: 0.338194 Generator_loss: 1.46648
[INFO] 2021-02-14 05:36:35 > Step: 406900 Progress: 81.4% Elapsed: 2 days, 13:06:57 temperature: no ada_p: No Discriminator_loss: 0.212067 Generator_loss: 2.07261
[INFO] 2021-02-14 05:37:39 > Step: 407000 Progress: 81.4% Elapsed: 2 days, 13:08:01 temperature: no ada_p: No Discriminator_loss: 0.276318 Generator_loss: 1.40135
[INFO] 2021-02-14 05:38:43 > Step: 407100 Progress: 81.4% Elapsed: 2 days, 13:09:05 temperature: no ada_p: No Discriminator_loss: 0.243924 Generator_loss: 1.87719
[INFO] 2021-02-14 05:39:49 > Step: 407200 Progress: 81.4% Elapsed: 2 days, 13:10:11 temperature: no ada_p: No Discriminator_loss: 0.336989 Generator_loss: 2.66314
[INFO] 2021-02-14 05:40:53 > Step: 407300 Progress: 81.5% Elapsed: 2 days, 13:11:15 temperature: no ada_p: No Discriminator_loss: 0.341184 Generator_loss: 2.85459
[INFO] 2021-02-14 05:41:58 > Step: 407400 Progress: 81.5% Elapsed: 2 days, 13:12:19 temperature: no ada_p: No Discriminator_loss: 0.509453 Generator_loss: 0.996858
[INFO] 2021-02-14 05:43:02 > Step: 407500 Progress: 81.5% Elapsed: 2 days, 13:13:23 temperature: no ada_p: No Discriminator_loss: 0.215477 Generator_loss: 2.0575
[INFO] 2021-02-14 05:44:06 > Step: 407600 Progress: 81.5% Elapsed: 2 days, 13:14:27 temperature: no ada_p: No Discriminator_loss: 0.260164 Generator_loss: 1.93189
[INFO] 2021-02-14 05:45:10 > Step: 407700 Progress: 81.5% Elapsed: 2 days, 13:15:32 temperature: no ada_p: No Discriminator_loss: 0.206591 Generator_loss: 2.67955
[INFO] 2021-02-14 05:46:14 > Step: 407800 Progress: 81.6% Elapsed: 2 days, 13:16:36 temperature: no ada_p: No Discriminator_loss: 0.318096 Generator_loss: 2.59623
[INFO] 2021-02-14 05:47:39 > Step: 407900 Progress: 81.6% Elapsed: 2 days, 13:18:00 temperature: no ada_p: No Discriminator_loss: 0.308956 Generator_loss: 1.60605
[INFO] 2021-02-14 05:48:43 > Step: 408000 Progress: 81.6% Elapsed: 2 days, 13:19:05 temperature: no ada_p: No Discriminator_loss: 0.222117 Generator_loss: 1.5668
[INFO] 2021-02-14 05:48:43 > Start Evaluation (408000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 05:48:43 > Calculating FID Score....
[INFO] 2021-02-14 05:49:24 > Calculating Inception Score....
[INFO] 2021-02-14 05:49:48 > Calculate F_beta Score....
[INFO] 2021-02-14 05:56:47 > Calculate Accuracies....
[INFO] 2021-02-14 05:57:10 > Calculate Accuracies....
[INFO] 2021-02-14 06:00:49 > F_8 score (Step: 408000, Using valid images): 0.8951300837212818
[INFO] 2021-02-14 06:00:49 > F_1/8 score (Step: 408000, Using valid images): 0.9204425654321883
[INFO] 2021-02-14 06:00:49 > FID score (Step: 408000, Using valid moments): 30.00875681138001
[INFO] 2021-02-14 06:00:49 > Inception score (Step: 408000, 50000 generated images): 29.36322593688965
[INFO] 2021-02-14 06:00:49 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 06:01:00 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 06:02:04 > Step: 408100 Progress: 81.6% Elapsed: 2 days, 13:32:26 temperature: no ada_p: No Discriminator_loss: 0.232001 Generator_loss: 1.73463
[INFO] 2021-02-14 06:03:08 > Step: 408200 Progress: 81.6% Elapsed: 2 days, 13:33:30 temperature: no ada_p: No Discriminator_loss: 0.202485 Generator_loss: 2.05484
[INFO] 2021-02-14 06:04:12 > Step: 408300 Progress: 81.7% Elapsed: 2 days, 13:34:34 temperature: no ada_p: No Discriminator_loss: 0.3463 Generator_loss: 1.46883
[INFO] 2021-02-14 06:05:16 > Step: 408400 Progress: 81.7% Elapsed: 2 days, 13:35:38 temperature: no ada_p: No Discriminator_loss: 0.172419 Generator_loss: 2.01403
[INFO] 2021-02-14 06:06:20 > Step: 408500 Progress: 81.7% Elapsed: 2 days, 13:36:42 temperature: no ada_p: No Discriminator_loss: 0.310528 Generator_loss: 1.76846
[INFO] 2021-02-14 06:07:49 > Step: 408600 Progress: 81.7% Elapsed: 2 days, 13:38:11 temperature: no ada_p: No Discriminator_loss: 0.316708 Generator_loss: 1.46127
[INFO] 2021-02-14 06:08:54 > Step: 408700 Progress: 81.7% Elapsed: 2 days, 13:39:15 temperature: no ada_p: No Discriminator_loss: 0.39324 Generator_loss: 1.18013
[INFO] 2021-02-14 06:09:59 > Step: 408800 Progress: 81.8% Elapsed: 2 days, 13:40:20 temperature: no ada_p: No Discriminator_loss: 0.310919 Generator_loss: 2.49477
[INFO] 2021-02-14 06:11:03 > Step: 408900 Progress: 81.8% Elapsed: 2 days, 13:41:25 temperature: no ada_p: No Discriminator_loss: 0.227212 Generator_loss: 2.49508
[INFO] 2021-02-14 06:12:08 > Step: 409000 Progress: 81.8% Elapsed: 2 days, 13:42:29 temperature: no ada_p: No Discriminator_loss: 0.215109 Generator_loss: 2.20008
[INFO] 2021-02-14 06:13:12 > Step: 409100 Progress: 81.8% Elapsed: 2 days, 13:43:34 temperature: no ada_p: No Discriminator_loss: 0.253779 Generator_loss: 1.9868
[INFO] 2021-02-14 06:14:17 > Step: 409200 Progress: 81.8% Elapsed: 2 days, 13:44:39 temperature: no ada_p: No Discriminator_loss: 0.399401 Generator_loss: 2.63915
[INFO] 2021-02-14 06:15:22 > Step: 409300 Progress: 81.9% Elapsed: 2 days, 13:45:43 temperature: no ada_p: No Discriminator_loss: 0.240702 Generator_loss: 2.15817
[INFO] 2021-02-14 06:16:26 > Step: 409400 Progress: 81.9% Elapsed: 2 days, 13:46:48 temperature: no ada_p: No Discriminator_loss: 0.198957 Generator_loss: 1.7396
[INFO] 2021-02-14 06:17:31 > Step: 409500 Progress: 81.9% Elapsed: 2 days, 13:47:53 temperature: no ada_p: No Discriminator_loss: 0.199675 Generator_loss: 1.91075
[INFO] 2021-02-14 06:18:35 > Step: 409600 Progress: 81.9% Elapsed: 2 days, 13:48:57 temperature: no ada_p: No Discriminator_loss: 0.38538 Generator_loss: 1.38927
[INFO] 2021-02-14 06:19:42 > Step: 409700 Progress: 81.9% Elapsed: 2 days, 13:50:04 temperature: no ada_p: No Discriminator_loss: 0.248009 Generator_loss: 1.66696
[INFO] 2021-02-14 06:20:47 > Step: 409800 Progress: 82.0% Elapsed: 2 days, 13:51:09 temperature: no ada_p: No Discriminator_loss: 0.236162 Generator_loss: 1.88408
[INFO] 2021-02-14 06:21:52 > Step: 409900 Progress: 82.0% Elapsed: 2 days, 13:52:13 temperature: no ada_p: No Discriminator_loss: 0.30693 Generator_loss: 1.25334
[INFO] 2021-02-14 06:22:57 > Step: 410000 Progress: 82.0% Elapsed: 2 days, 13:53:18 temperature: no ada_p: No Discriminator_loss: 0.255685 Generator_loss: 2.72887
[INFO] 2021-02-14 06:22:57 > Start Evaluation (410000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 06:22:57 > Calculating FID Score....
[INFO] 2021-02-14 06:23:37 > Calculating Inception Score....
[INFO] 2021-02-14 06:24:01 > Calculate F_beta Score....
[INFO] 2021-02-14 06:30:59 > Calculate Accuracies....
[INFO] 2021-02-14 06:31:22 > Calculate Accuracies....
[INFO] 2021-02-14 06:34:59 > F_8 score (Step: 410000, Using valid images): 0.9055934668410812
[INFO] 2021-02-14 06:34:59 > F_1/8 score (Step: 410000, Using valid images): 0.9271202963254239
[INFO] 2021-02-14 06:34:59 > FID score (Step: 410000, Using valid moments): 31.08217453202394
[INFO] 2021-02-14 06:34:59 > Inception score (Step: 410000, 50000 generated images): 28.98978614807129
[INFO] 2021-02-14 06:34:59 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 06:35:10 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 06:36:34 > Step: 410100 Progress: 82.0% Elapsed: 2 days, 14:06:56 temperature: no ada_p: No Discriminator_loss: 0.208729 Generator_loss: 2.4952
[INFO] 2021-02-14 06:37:39 > Step: 410200 Progress: 82.0% Elapsed: 2 days, 14:08:00 temperature: no ada_p: No Discriminator_loss: 0.385 Generator_loss: 2.84216
[INFO] 2021-02-14 06:38:43 > Step: 410300 Progress: 82.1% Elapsed: 2 days, 14:09:05 temperature: no ada_p: No Discriminator_loss: 0.165147 Generator_loss: 2.5427
[INFO] 2021-02-14 06:39:48 > Step: 410400 Progress: 82.1% Elapsed: 2 days, 14:10:10 temperature: no ada_p: No Discriminator_loss: 0.219181 Generator_loss: 1.77777
[INFO] 2021-02-14 06:40:53 > Step: 410500 Progress: 82.1% Elapsed: 2 days, 14:11:14 temperature: no ada_p: No Discriminator_loss: 0.176661 Generator_loss: 2.29921
[INFO] 2021-02-14 06:41:57 > Step: 410600 Progress: 82.1% Elapsed: 2 days, 14:12:19 temperature: no ada_p: No Discriminator_loss: 0.330269 Generator_loss: 1.59234
[INFO] 2021-02-14 06:43:02 > Step: 410700 Progress: 82.1% Elapsed: 2 days, 14:13:23 temperature: no ada_p: No Discriminator_loss: 0.18255 Generator_loss: 2.26313
[INFO] 2021-02-14 06:44:06 > Step: 410800 Progress: 82.2% Elapsed: 2 days, 14:14:28 temperature: no ada_p: No Discriminator_loss: 0.210035 Generator_loss: 2.43466
[INFO] 2021-02-14 06:45:11 > Step: 410900 Progress: 82.2% Elapsed: 2 days, 14:15:33 temperature: no ada_p: No Discriminator_loss: 0.214248 Generator_loss: 2.14839
[INFO] 2021-02-14 06:46:16 > Step: 411000 Progress: 82.2% Elapsed: 2 days, 14:16:37 temperature: no ada_p: No Discriminator_loss: 0.220337 Generator_loss: 2.1182
[INFO] 2021-02-14 06:47:21 > Step: 411100 Progress: 82.2% Elapsed: 2 days, 14:17:42 temperature: no ada_p: No Discriminator_loss: 0.214293 Generator_loss: 2.58725
[INFO] 2021-02-14 06:48:25 > Step: 411200 Progress: 82.2% Elapsed: 2 days, 14:18:47 temperature: no ada_p: No Discriminator_loss: 0.269002 Generator_loss: 2.63785
[INFO] 2021-02-14 06:49:30 > Step: 411300 Progress: 82.3% Elapsed: 2 days, 14:19:52 temperature: no ada_p: No Discriminator_loss: 0.221798 Generator_loss: 2.6006
[INFO] 2021-02-14 06:50:35 > Step: 411400 Progress: 82.3% Elapsed: 2 days, 14:20:57 temperature: no ada_p: No Discriminator_loss: 0.308439 Generator_loss: 1.6295
[INFO] 2021-02-14 06:51:40 > Step: 411500 Progress: 82.3% Elapsed: 2 days, 14:22:01 temperature: no ada_p: No Discriminator_loss: 0.276692 Generator_loss: 1.96346
[INFO] 2021-02-14 06:52:44 > Step: 411600 Progress: 82.3% Elapsed: 2 days, 14:23:06 temperature: no ada_p: No Discriminator_loss: 0.280723 Generator_loss: 1.61057
[INFO] 2021-02-14 06:53:49 > Step: 411700 Progress: 82.3% Elapsed: 2 days, 14:24:11 temperature: no ada_p: No Discriminator_loss: 0.25941 Generator_loss: 2.56133
[INFO] 2021-02-14 06:54:54 > Step: 411800 Progress: 82.4% Elapsed: 2 days, 14:25:16 temperature: no ada_p: No Discriminator_loss: 0.265481 Generator_loss: 2.46276
[INFO] 2021-02-14 06:55:59 > Step: 411900 Progress: 82.4% Elapsed: 2 days, 14:26:20 temperature: no ada_p: No Discriminator_loss: 0.5102 Generator_loss: 1.24171
[INFO] 2021-02-14 06:57:03 > Step: 412000 Progress: 82.4% Elapsed: 2 days, 14:27:25 temperature: no ada_p: No Discriminator_loss: 0.324135 Generator_loss: 1.66842
[INFO] 2021-02-14 06:57:03 > Start Evaluation (412000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 06:57:03 > Calculating FID Score....
[INFO] 2021-02-14 06:57:45 > Calculating Inception Score....
[INFO] 2021-02-14 06:58:09 > Calculate F_beta Score....
[INFO] 2021-02-14 07:05:15 > Calculate Accuracies....
[INFO] 2021-02-14 07:05:38 > Calculate Accuracies....
[INFO] 2021-02-14 07:09:15 > F_8 score (Step: 412000, Using valid images): 0.9052175515096419
[INFO] 2021-02-14 07:09:15 > F_1/8 score (Step: 412000, Using valid images): 0.921328437102308
[INFO] 2021-02-14 07:09:15 > FID score (Step: 412000, Using valid moments): 29.7705572141208
[INFO] 2021-02-14 07:09:15 > Inception score (Step: 412000, 50000 generated images): 29.666452407836914
[INFO] 2021-02-14 07:09:15 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 07:09:27 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 07:10:31 > Step: 412100 Progress: 82.4% Elapsed: 2 days, 14:40:53 temperature: no ada_p: No Discriminator_loss: 0.255209 Generator_loss: 1.92545
[INFO] 2021-02-14 07:11:37 > Step: 412200 Progress: 82.4% Elapsed: 2 days, 14:41:59 temperature: no ada_p: No Discriminator_loss: 0.229307 Generator_loss: 2.40598
[INFO] 2021-02-14 07:12:41 > Step: 412300 Progress: 82.5% Elapsed: 2 days, 14:43:03 temperature: no ada_p: No Discriminator_loss: 0.203485 Generator_loss: 1.78836
[INFO] 2021-02-14 07:13:45 > Step: 412400 Progress: 82.5% Elapsed: 2 days, 14:44:07 temperature: no ada_p: No Discriminator_loss: 0.272143 Generator_loss: 2.54406
[INFO] 2021-02-14 07:14:49 > Step: 412500 Progress: 82.5% Elapsed: 2 days, 14:45:11 temperature: no ada_p: No Discriminator_loss: 0.210693 Generator_loss: 1.99777
[INFO] 2021-02-14 07:15:53 > Step: 412600 Progress: 82.5% Elapsed: 2 days, 14:46:15 temperature: no ada_p: No Discriminator_loss: 0.223566 Generator_loss: 1.84605
[INFO] 2021-02-14 07:16:58 > Step: 412700 Progress: 82.5% Elapsed: 2 days, 14:47:19 temperature: no ada_p: No Discriminator_loss: 0.202534 Generator_loss: 2.30378
[INFO] 2021-02-14 07:18:02 > Step: 412800 Progress: 82.6% Elapsed: 2 days, 14:48:23 temperature: no ada_p: No Discriminator_loss: 0.466391 Generator_loss: 1.64379
[INFO] 2021-02-14 07:19:06 > Step: 412900 Progress: 82.6% Elapsed: 2 days, 14:49:28 temperature: no ada_p: No Discriminator_loss: 0.311082 Generator_loss: 1.61296
[INFO] 2021-02-14 07:20:10 > Step: 413000 Progress: 82.6% Elapsed: 2 days, 14:50:32 temperature: no ada_p: No Discriminator_loss: 0.178296 Generator_loss: 1.95488
[INFO] 2021-02-14 07:21:14 > Step: 413100 Progress: 82.6% Elapsed: 2 days, 14:51:36 temperature: no ada_p: No Discriminator_loss: 0.289469 Generator_loss: 1.32184
[INFO] 2021-02-14 07:22:18 > Step: 413200 Progress: 82.6% Elapsed: 2 days, 14:52:40 temperature: no ada_p: No Discriminator_loss: 0.318948 Generator_loss: 2.63057
[INFO] 2021-02-14 07:24:04 > Step: 413300 Progress: 82.7% Elapsed: 2 days, 14:54:26 temperature: no ada_p: No Discriminator_loss: 0.270415 Generator_loss: 2.22661
[INFO] 2021-02-14 07:25:09 > Step: 413400 Progress: 82.7% Elapsed: 2 days, 14:55:31 temperature: no ada_p: No Discriminator_loss: 0.251659 Generator_loss: 1.74934
[INFO] 2021-02-14 07:26:14 > Step: 413500 Progress: 82.7% Elapsed: 2 days, 14:56:36 temperature: no ada_p: No Discriminator_loss: 0.334198 Generator_loss: 1.52109
[INFO] 2021-02-14 07:27:19 > Step: 413600 Progress: 82.7% Elapsed: 2 days, 14:57:40 temperature: no ada_p: No Discriminator_loss: 0.226945 Generator_loss: 2.35133
[INFO] 2021-02-14 07:28:23 > Step: 413700 Progress: 82.7% Elapsed: 2 days, 14:58:45 temperature: no ada_p: No Discriminator_loss: 0.190856 Generator_loss: 2.32873
[INFO] 2021-02-14 07:29:28 > Step: 413800 Progress: 82.8% Elapsed: 2 days, 14:59:49 temperature: no ada_p: No Discriminator_loss: 0.283842 Generator_loss: 2.64527
[INFO] 2021-02-14 07:30:32 > Step: 413900 Progress: 82.8% Elapsed: 2 days, 15:00:54 temperature: no ada_p: No Discriminator_loss: 0.245734 Generator_loss: 1.60674
[INFO] 2021-02-14 07:31:37 > Step: 414000 Progress: 82.8% Elapsed: 2 days, 15:01:59 temperature: no ada_p: No Discriminator_loss: 0.185375 Generator_loss: 2.04232
[INFO] 2021-02-14 07:31:37 > Start Evaluation (414000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 07:31:37 > Calculating FID Score....
[INFO] 2021-02-14 07:32:18 > Calculating Inception Score....
[INFO] 2021-02-14 07:32:42 > Calculate F_beta Score....
[INFO] 2021-02-14 07:39:46 > Calculate Accuracies....
[INFO] 2021-02-14 07:40:09 > Calculate Accuracies....
[INFO] 2021-02-14 07:43:46 > F_8 score (Step: 414000, Using valid images): 0.9065253382986902
[INFO] 2021-02-14 07:43:46 > F_1/8 score (Step: 414000, Using valid images): 0.9240883462632292
[INFO] 2021-02-14 07:43:46 > FID score (Step: 414000, Using valid moments): 30.17113170333357
[INFO] 2021-02-14 07:43:46 > Inception score (Step: 414000, 50000 generated images): 29.45783233642578
[INFO] 2021-02-14 07:43:46 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 07:43:58 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 07:45:02 > Step: 414100 Progress: 82.8% Elapsed: 2 days, 15:15:23 temperature: no ada_p: No Discriminator_loss: 0.199191 Generator_loss: 1.92992
[INFO] 2021-02-14 07:46:06 > Step: 414200 Progress: 82.8% Elapsed: 2 days, 15:16:27 temperature: no ada_p: No Discriminator_loss: 0.370439 Generator_loss: 2.51803
[INFO] 2021-02-14 07:47:10 > Step: 414300 Progress: 82.9% Elapsed: 2 days, 15:17:32 temperature: no ada_p: No Discriminator_loss: 0.215096 Generator_loss: 2.00895
[INFO] 2021-02-14 07:48:14 > Step: 414400 Progress: 82.9% Elapsed: 2 days, 15:18:36 temperature: no ada_p: No Discriminator_loss: 0.240842 Generator_loss: 1.82888
[INFO] 2021-02-14 07:49:18 > Step: 414500 Progress: 82.9% Elapsed: 2 days, 15:19:40 temperature: no ada_p: No Discriminator_loss: 0.185576 Generator_loss: 2.22957
[INFO] 2021-02-14 07:50:23 > Step: 414600 Progress: 82.9% Elapsed: 2 days, 15:20:44 temperature: no ada_p: No Discriminator_loss: 0.278088 Generator_loss: 1.37094
[INFO] 2021-02-14 07:51:29 > Step: 414700 Progress: 82.9% Elapsed: 2 days, 15:21:51 temperature: no ada_p: No Discriminator_loss: 0.213435 Generator_loss: 2.07473
[INFO] 2021-02-14 07:52:33 > Step: 414800 Progress: 83.0% Elapsed: 2 days, 15:22:55 temperature: no ada_p: No Discriminator_loss: 0.346301 Generator_loss: 2.9049
[INFO] 2021-02-14 07:53:37 > Step: 414900 Progress: 83.0% Elapsed: 2 days, 15:23:59 temperature: no ada_p: No Discriminator_loss: 0.142826 Generator_loss: 2.17559
[INFO] 2021-02-14 07:54:42 > Step: 415000 Progress: 83.0% Elapsed: 2 days, 15:25:03 temperature: no ada_p: No Discriminator_loss: 0.208732 Generator_loss: 1.91441
[INFO] 2021-02-14 07:55:46 > Step: 415100 Progress: 83.0% Elapsed: 2 days, 15:26:07 temperature: no ada_p: No Discriminator_loss: 0.467588 Generator_loss: 1.16924
[INFO] 2021-02-14 07:56:50 > Step: 415200 Progress: 83.0% Elapsed: 2 days, 15:27:12 temperature: no ada_p: No Discriminator_loss: 0.224575 Generator_loss: 1.90407
[INFO] 2021-02-14 07:57:54 > Step: 415300 Progress: 83.1% Elapsed: 2 days, 15:28:16 temperature: no ada_p: No Discriminator_loss: 0.17709 Generator_loss: 2.06077
[INFO] 2021-02-14 07:58:58 > Step: 415400 Progress: 83.1% Elapsed: 2 days, 15:29:20 temperature: no ada_p: No Discriminator_loss: 0.154182 Generator_loss: 2.58624
[INFO] 2021-02-14 08:00:02 > Step: 415500 Progress: 83.1% Elapsed: 2 days, 15:30:24 temperature: no ada_p: No Discriminator_loss: 0.221381 Generator_loss: 2.54672
[INFO] 2021-02-14 08:01:06 > Step: 415600 Progress: 83.1% Elapsed: 2 days, 15:31:28 temperature: no ada_p: No Discriminator_loss: 0.16731 Generator_loss: 2.53231
[INFO] 2021-02-14 08:02:10 > Step: 415700 Progress: 83.1% Elapsed: 2 days, 15:32:32 temperature: no ada_p: No Discriminator_loss: 0.385087 Generator_loss: 1.35
[INFO] 2021-02-14 08:03:14 > Step: 415800 Progress: 83.2% Elapsed: 2 days, 15:33:36 temperature: no ada_p: No Discriminator_loss: 0.287751 Generator_loss: 1.86669
[INFO] 2021-02-14 08:04:43 > Step: 415900 Progress: 83.2% Elapsed: 2 days, 15:35:05 temperature: no ada_p: No Discriminator_loss: 0.28117 Generator_loss: 3.04584
[INFO] 2021-02-14 08:05:48 > Step: 416000 Progress: 83.2% Elapsed: 2 days, 15:36:09 temperature: no ada_p: No Discriminator_loss: 0.158946 Generator_loss: 2.00847
[INFO] 2021-02-14 08:05:48 > Start Evaluation (416000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 08:05:48 > Calculating FID Score....
[INFO] 2021-02-14 08:06:28 > Calculating Inception Score....
[INFO] 2021-02-14 08:06:52 > Calculate F_beta Score....
[INFO] 2021-02-14 08:13:55 > Calculate Accuracies....
[INFO] 2021-02-14 08:14:18 > Calculate Accuracies....
[INFO] 2021-02-14 08:17:57 > F_8 score (Step: 416000, Using valid images): 0.8970182591475426
[INFO] 2021-02-14 08:17:57 > F_1/8 score (Step: 416000, Using valid images): 0.930050559263824
[INFO] 2021-02-14 08:17:57 > FID score (Step: 416000, Using valid moments): 29.65153672262511
[INFO] 2021-02-14 08:17:57 > Inception score (Step: 416000, 50000 generated images): 30.221240997314453
[INFO] 2021-02-14 08:17:57 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 08:18:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 08:19:12 > Step: 416100 Progress: 83.2% Elapsed: 2 days, 15:49:34 temperature: no ada_p: No Discriminator_loss: 0.297789 Generator_loss: 1.47874
[INFO] 2021-02-14 08:20:17 > Step: 416200 Progress: 83.2% Elapsed: 2 days, 15:50:38 temperature: no ada_p: No Discriminator_loss: 0.238134 Generator_loss: 1.57229
[INFO] 2021-02-14 08:21:21 > Step: 416300 Progress: 83.3% Elapsed: 2 days, 15:51:42 temperature: no ada_p: No Discriminator_loss: 0.28351 Generator_loss: 1.78352
[INFO] 2021-02-14 08:22:25 > Step: 416400 Progress: 83.3% Elapsed: 2 days, 15:52:46 temperature: no ada_p: No Discriminator_loss: 0.454284 Generator_loss: 1.19335
[INFO] 2021-02-14 08:23:29 > Step: 416500 Progress: 83.3% Elapsed: 2 days, 15:53:50 temperature: no ada_p: No Discriminator_loss: 0.205007 Generator_loss: 1.74625
[INFO] 2021-02-14 08:24:33 > Step: 416600 Progress: 83.3% Elapsed: 2 days, 15:54:54 temperature: no ada_p: No Discriminator_loss: 0.666718 Generator_loss: 1.01983
[INFO] 2021-02-14 08:25:37 > Step: 416700 Progress: 83.3% Elapsed: 2 days, 15:55:58 temperature: no ada_p: No Discriminator_loss: 0.21238 Generator_loss: 1.98322
[INFO] 2021-02-14 08:26:41 > Step: 416800 Progress: 83.4% Elapsed: 2 days, 15:57:03 temperature: no ada_p: No Discriminator_loss: 0.195853 Generator_loss: 2.26291
[INFO] 2021-02-14 08:28:04 > Step: 416900 Progress: 83.4% Elapsed: 2 days, 15:58:26 temperature: no ada_p: No Discriminator_loss: 0.385667 Generator_loss: 2.437
[INFO] 2021-02-14 08:29:09 > Step: 417000 Progress: 83.4% Elapsed: 2 days, 15:59:30 temperature: no ada_p: No Discriminator_loss: 0.241994 Generator_loss: 2.26525
[INFO] 2021-02-14 08:30:13 > Step: 417100 Progress: 83.4% Elapsed: 2 days, 16:00:35 temperature: no ada_p: No Discriminator_loss: 0.202113 Generator_loss: 2.09026
[INFO] 2021-02-14 08:31:20 > Step: 417200 Progress: 83.4% Elapsed: 2 days, 16:01:42 temperature: no ada_p: No Discriminator_loss: 0.183061 Generator_loss: 2.02374
[INFO] 2021-02-14 08:32:25 > Step: 417300 Progress: 83.5% Elapsed: 2 days, 16:02:46 temperature: no ada_p: No Discriminator_loss: 0.218362 Generator_loss: 2.28846
[INFO] 2021-02-14 08:33:29 > Step: 417400 Progress: 83.5% Elapsed: 2 days, 16:03:51 temperature: no ada_p: No Discriminator_loss: 0.261662 Generator_loss: 1.50999
[INFO] 2021-02-14 08:34:34 > Step: 417500 Progress: 83.5% Elapsed: 2 days, 16:04:55 temperature: no ada_p: No Discriminator_loss: 0.196222 Generator_loss: 1.59321
[INFO] 2021-02-14 08:35:39 > Step: 417600 Progress: 83.5% Elapsed: 2 days, 16:06:00 temperature: no ada_p: No Discriminator_loss: 0.182306 Generator_loss: 2.01168
[INFO] 2021-02-14 08:36:43 > Step: 417700 Progress: 83.5% Elapsed: 2 days, 16:07:05 temperature: no ada_p: No Discriminator_loss: 0.332343 Generator_loss: 3.00027
[INFO] 2021-02-14 08:37:48 > Step: 417800 Progress: 83.6% Elapsed: 2 days, 16:08:09 temperature: no ada_p: No Discriminator_loss: 0.160033 Generator_loss: 1.96931
[INFO] 2021-02-14 08:38:52 > Step: 417900 Progress: 83.6% Elapsed: 2 days, 16:09:14 temperature: no ada_p: No Discriminator_loss: 0.395185 Generator_loss: 1.51534
[INFO] 2021-02-14 08:39:57 > Step: 418000 Progress: 83.6% Elapsed: 2 days, 16:10:19 temperature: no ada_p: No Discriminator_loss: 0.19247 Generator_loss: 2.44228
[INFO] 2021-02-14 08:39:57 > Start Evaluation (418000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 08:39:57 > Calculating FID Score....
[INFO] 2021-02-14 08:40:38 > Calculating Inception Score....
[INFO] 2021-02-14 08:41:02 > Calculate F_beta Score....
[INFO] 2021-02-14 08:48:03 > Calculate Accuracies....
[INFO] 2021-02-14 08:48:26 > Calculate Accuracies....
[INFO] 2021-02-14 08:52:03 > F_8 score (Step: 418000, Using valid images): 0.9019249494803053
[INFO] 2021-02-14 08:52:03 > F_1/8 score (Step: 418000, Using valid images): 0.9186348490262277
[INFO] 2021-02-14 08:52:03 > FID score (Step: 418000, Using valid moments): 30.89085370188144
[INFO] 2021-02-14 08:52:03 > Inception score (Step: 418000, 50000 generated images): 29.108871459960938
[INFO] 2021-02-14 08:52:03 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 08:52:14 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 08:53:19 > Step: 418100 Progress: 83.6% Elapsed: 2 days, 16:23:40 temperature: no ada_p: No Discriminator_loss: 0.305039 Generator_loss: 1.60895
[INFO] 2021-02-14 08:54:23 > Step: 418200 Progress: 83.6% Elapsed: 2 days, 16:24:44 temperature: no ada_p: No Discriminator_loss: 0.279396 Generator_loss: 2.18031
[INFO] 2021-02-14 08:55:27 > Step: 418300 Progress: 83.7% Elapsed: 2 days, 16:25:48 temperature: no ada_p: No Discriminator_loss: 0.244266 Generator_loss: 1.99005
[INFO] 2021-02-14 08:56:31 > Step: 418400 Progress: 83.7% Elapsed: 2 days, 16:26:53 temperature: no ada_p: No Discriminator_loss: 0.175703 Generator_loss: 2.14602
[INFO] 2021-02-14 08:57:35 > Step: 418500 Progress: 83.7% Elapsed: 2 days, 16:27:57 temperature: no ada_p: No Discriminator_loss: 0.277115 Generator_loss: 1.58944
[INFO] 2021-02-14 08:58:39 > Step: 418600 Progress: 83.7% Elapsed: 2 days, 16:29:01 temperature: no ada_p: No Discriminator_loss: 0.159888 Generator_loss: 2.08547
[INFO] 2021-02-14 08:59:43 > Step: 418700 Progress: 83.7% Elapsed: 2 days, 16:30:05 temperature: no ada_p: No Discriminator_loss: 0.208225 Generator_loss: 2.27369
[INFO] 2021-02-14 09:01:06 > Step: 418800 Progress: 83.8% Elapsed: 2 days, 16:31:28 temperature: no ada_p: No Discriminator_loss: 0.188334 Generator_loss: 2.19025
[INFO] 2021-02-14 09:02:11 > Step: 418900 Progress: 83.8% Elapsed: 2 days, 16:32:32 temperature: no ada_p: No Discriminator_loss: 0.277993 Generator_loss: 2.5869
[INFO] 2021-02-14 09:03:15 > Step: 419000 Progress: 83.8% Elapsed: 2 days, 16:33:37 temperature: no ada_p: No Discriminator_loss: 0.2158 Generator_loss: 2.41678
[INFO] 2021-02-14 09:04:20 > Step: 419100 Progress: 83.8% Elapsed: 2 days, 16:34:41 temperature: no ada_p: No Discriminator_loss: 0.36831 Generator_loss: 2.55949
[INFO] 2021-02-14 09:05:24 > Step: 419200 Progress: 83.8% Elapsed: 2 days, 16:35:46 temperature: no ada_p: No Discriminator_loss: 0.196337 Generator_loss: 2.57975
[INFO] 2021-02-14 09:06:29 > Step: 419300 Progress: 83.9% Elapsed: 2 days, 16:36:50 temperature: no ada_p: No Discriminator_loss: 0.259219 Generator_loss: 1.69631
[INFO] 2021-02-14 09:07:33 > Step: 419400 Progress: 83.9% Elapsed: 2 days, 16:37:55 temperature: no ada_p: No Discriminator_loss: 0.176883 Generator_loss: 2.34547
[INFO] 2021-02-14 09:08:38 > Step: 419500 Progress: 83.9% Elapsed: 2 days, 16:38:59 temperature: no ada_p: No Discriminator_loss: 0.30477 Generator_loss: 1.76115
[INFO] 2021-02-14 09:09:42 > Step: 419600 Progress: 83.9% Elapsed: 2 days, 16:40:04 temperature: no ada_p: No Discriminator_loss: 0.195879 Generator_loss: 2.46216
[INFO] 2021-02-14 09:10:49 > Step: 419700 Progress: 83.9% Elapsed: 2 days, 16:41:10 temperature: no ada_p: No Discriminator_loss: 0.228874 Generator_loss: 2.10438
[INFO] 2021-02-14 09:11:53 > Step: 419800 Progress: 84.0% Elapsed: 2 days, 16:42:15 temperature: no ada_p: No Discriminator_loss: 0.223789 Generator_loss: 1.55462
[INFO] 2021-02-14 09:12:58 > Step: 419900 Progress: 84.0% Elapsed: 2 days, 16:43:20 temperature: no ada_p: No Discriminator_loss: 0.311287 Generator_loss: 1.93085
[INFO] 2021-02-14 09:14:03 > Step: 420000 Progress: 84.0% Elapsed: 2 days, 16:44:24 temperature: no ada_p: No Discriminator_loss: 0.40128 Generator_loss: 2.67575
[INFO] 2021-02-14 09:14:03 > Start Evaluation (420000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 09:14:03 > Calculating FID Score....
[INFO] 2021-02-14 09:14:44 > Calculating Inception Score....
[INFO] 2021-02-14 09:15:08 > Calculate F_beta Score....
[INFO] 2021-02-14 09:22:08 > Calculate Accuracies....
[INFO] 2021-02-14 09:22:32 > Calculate Accuracies....
[INFO] 2021-02-14 09:26:10 > F_8 score (Step: 420000, Using valid images): 0.902507302431392
[INFO] 2021-02-14 09:26:11 > F_1/8 score (Step: 420000, Using valid images): 0.9263925265508772
[INFO] 2021-02-14 09:26:11 > FID score (Step: 420000, Using valid moments): 30.382781953340555
[INFO] 2021-02-14 09:26:11 > Inception score (Step: 420000, 50000 generated images): 28.98757553100586
[INFO] 2021-02-14 09:26:11 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 09:26:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 09:27:26 > Step: 420100 Progress: 84.0% Elapsed: 2 days, 16:57:48 temperature: no ada_p: No Discriminator_loss: 0.3742 Generator_loss: 1.73634
[INFO] 2021-02-14 09:28:30 > Step: 420200 Progress: 84.0% Elapsed: 2 days, 16:58:52 temperature: no ada_p: No Discriminator_loss: 0.313739 Generator_loss: 1.94465
[INFO] 2021-02-14 09:29:35 > Step: 420300 Progress: 84.1% Elapsed: 2 days, 16:59:56 temperature: no ada_p: No Discriminator_loss: 0.220715 Generator_loss: 2.80832
[INFO] 2021-02-14 09:30:39 > Step: 420400 Progress: 84.1% Elapsed: 2 days, 17:01:00 temperature: no ada_p: No Discriminator_loss: 0.227694 Generator_loss: 2.38642
[INFO] 2021-02-14 09:32:02 > Step: 420500 Progress: 84.1% Elapsed: 2 days, 17:02:24 temperature: no ada_p: No Discriminator_loss: 0.219582 Generator_loss: 1.81389
[INFO] 2021-02-14 09:33:06 > Step: 420600 Progress: 84.1% Elapsed: 2 days, 17:03:28 temperature: no ada_p: No Discriminator_loss: 0.477422 Generator_loss: 1.26991
[INFO] 2021-02-14 09:34:11 > Step: 420700 Progress: 84.1% Elapsed: 2 days, 17:04:33 temperature: no ada_p: No Discriminator_loss: 0.200565 Generator_loss: 2.26755
[INFO] 2021-02-14 09:35:16 > Step: 420800 Progress: 84.2% Elapsed: 2 days, 17:05:37 temperature: no ada_p: No Discriminator_loss: 0.255872 Generator_loss: 1.91351
[INFO] 2021-02-14 09:36:20 > Step: 420900 Progress: 84.2% Elapsed: 2 days, 17:06:42 temperature: no ada_p: No Discriminator_loss: 0.22487 Generator_loss: 2.21143
[INFO] 2021-02-14 09:37:25 > Step: 421000 Progress: 84.2% Elapsed: 2 days, 17:07:46 temperature: no ada_p: No Discriminator_loss: 0.293599 Generator_loss: 2.81352
[INFO] 2021-02-14 09:38:29 > Step: 421100 Progress: 84.2% Elapsed: 2 days, 17:08:51 temperature: no ada_p: No Discriminator_loss: 0.218714 Generator_loss: 1.91938
[INFO] 2021-02-14 09:39:34 > Step: 421200 Progress: 84.2% Elapsed: 2 days, 17:09:56 temperature: no ada_p: No Discriminator_loss: 0.179617 Generator_loss: 2.31521
[INFO] 2021-02-14 09:40:39 > Step: 421300 Progress: 84.3% Elapsed: 2 days, 17:11:00 temperature: no ada_p: No Discriminator_loss: 0.410876 Generator_loss: 1.4231
[INFO] 2021-02-14 09:41:43 > Step: 421400 Progress: 84.3% Elapsed: 2 days, 17:12:05 temperature: no ada_p: No Discriminator_loss: 0.353445 Generator_loss: 1.44757
[INFO] 2021-02-14 09:42:48 > Step: 421500 Progress: 84.3% Elapsed: 2 days, 17:13:09 temperature: no ada_p: No Discriminator_loss: 0.21517 Generator_loss: 2.11521
[INFO] 2021-02-14 09:43:52 > Step: 421600 Progress: 84.3% Elapsed: 2 days, 17:14:14 temperature: no ada_p: No Discriminator_loss: 0.261899 Generator_loss: 2.05729
[INFO] 2021-02-14 09:44:57 > Step: 421700 Progress: 84.3% Elapsed: 2 days, 17:15:19 temperature: no ada_p: No Discriminator_loss: 0.269426 Generator_loss: 2.52438
[INFO] 2021-02-14 09:46:02 > Step: 421800 Progress: 84.4% Elapsed: 2 days, 17:16:23 temperature: no ada_p: No Discriminator_loss: 0.206343 Generator_loss: 2.3491
[INFO] 2021-02-14 09:47:06 > Step: 421900 Progress: 84.4% Elapsed: 2 days, 17:17:28 temperature: no ada_p: No Discriminator_loss: 0.321367 Generator_loss: 1.48573
[INFO] 2021-02-14 09:48:11 > Step: 422000 Progress: 84.4% Elapsed: 2 days, 17:18:32 temperature: no ada_p: No Discriminator_loss: 0.232942 Generator_loss: 2.10995
[INFO] 2021-02-14 09:48:11 > Start Evaluation (422000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 09:48:11 > Calculating FID Score....
[INFO] 2021-02-14 09:48:52 > Calculating Inception Score....
[INFO] 2021-02-14 09:49:16 > Calculate F_beta Score....
[INFO] 2021-02-14 09:56:19 > Calculate Accuracies....
[INFO] 2021-02-14 09:56:42 > Calculate Accuracies....
[INFO] 2021-02-14 10:00:25 > F_8 score (Step: 422000, Using valid images): 0.9035454087855582
[INFO] 2021-02-14 10:00:25 > F_1/8 score (Step: 422000, Using valid images): 0.9224423567201909
[INFO] 2021-02-14 10:00:25 > FID score (Step: 422000, Using valid moments): 29.823539371164884
[INFO] 2021-02-14 10:00:25 > Inception score (Step: 422000, 50000 generated images): 30.50038719177246
[INFO] 2021-02-14 10:00:25 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 10:00:39 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 10:01:43 > Step: 422100 Progress: 84.4% Elapsed: 2 days, 17:32:04 temperature: no ada_p: No Discriminator_loss: 0.197651 Generator_loss: 2.291
[INFO] 2021-02-14 10:02:50 > Step: 422200 Progress: 84.4% Elapsed: 2 days, 17:33:11 temperature: no ada_p: No Discriminator_loss: 0.15006 Generator_loss: 2.16442
[INFO] 2021-02-14 10:03:54 > Step: 422300 Progress: 84.5% Elapsed: 2 days, 17:34:15 temperature: no ada_p: No Discriminator_loss: 0.163026 Generator_loss: 2.3415
[INFO] 2021-02-14 10:04:58 > Step: 422400 Progress: 84.5% Elapsed: 2 days, 17:35:19 temperature: no ada_p: No Discriminator_loss: 0.227831 Generator_loss: 2.42895
[INFO] 2021-02-14 10:06:27 > Step: 422500 Progress: 84.5% Elapsed: 2 days, 17:36:49 temperature: no ada_p: No Discriminator_loss: 0.232858 Generator_loss: 2.63397
[INFO] 2021-02-14 10:07:32 > Step: 422600 Progress: 84.5% Elapsed: 2 days, 17:37:54 temperature: no ada_p: No Discriminator_loss: 0.387732 Generator_loss: 2.3337
[INFO] 2021-02-14 10:08:37 > Step: 422700 Progress: 84.5% Elapsed: 2 days, 17:38:58 temperature: no ada_p: No Discriminator_loss: 0.509215 Generator_loss: 1.20387
[INFO] 2021-02-14 10:09:41 > Step: 422800 Progress: 84.6% Elapsed: 2 days, 17:40:03 temperature: no ada_p: No Discriminator_loss: 0.218854 Generator_loss: 1.93466
[INFO] 2021-02-14 10:10:46 > Step: 422900 Progress: 84.6% Elapsed: 2 days, 17:41:08 temperature: no ada_p: No Discriminator_loss: 0.201731 Generator_loss: 2.46876
[INFO] 2021-02-14 10:11:51 > Step: 423000 Progress: 84.6% Elapsed: 2 days, 17:42:12 temperature: no ada_p: No Discriminator_loss: 0.216851 Generator_loss: 1.62024
[INFO] 2021-02-14 10:12:55 > Step: 423100 Progress: 84.6% Elapsed: 2 days, 17:43:17 temperature: no ada_p: No Discriminator_loss: 0.141468 Generator_loss: 2.13507
[INFO] 2021-02-14 10:14:00 > Step: 423200 Progress: 84.6% Elapsed: 2 days, 17:44:21 temperature: no ada_p: No Discriminator_loss: 0.318699 Generator_loss: 1.50122
[INFO] 2021-02-14 10:15:05 > Step: 423300 Progress: 84.7% Elapsed: 2 days, 17:45:26 temperature: no ada_p: No Discriminator_loss: 0.225602 Generator_loss: 2.47741
[INFO] 2021-02-14 10:16:09 > Step: 423400 Progress: 84.7% Elapsed: 2 days, 17:46:31 temperature: no ada_p: No Discriminator_loss: 0.254419 Generator_loss: 1.68375
[INFO] 2021-02-14 10:17:14 > Step: 423500 Progress: 84.7% Elapsed: 2 days, 17:47:36 temperature: no ada_p: No Discriminator_loss: 0.191138 Generator_loss: 2.46627
[INFO] 2021-02-14 10:18:19 > Step: 423600 Progress: 84.7% Elapsed: 2 days, 17:48:40 temperature: no ada_p: No Discriminator_loss: 0.267123 Generator_loss: 1.73802
[INFO] 2021-02-14 10:19:23 > Step: 423700 Progress: 84.7% Elapsed: 2 days, 17:49:45 temperature: no ada_p: No Discriminator_loss: 0.200162 Generator_loss: 2.62155
[INFO] 2021-02-14 10:20:28 > Step: 423800 Progress: 84.8% Elapsed: 2 days, 17:50:50 temperature: no ada_p: No Discriminator_loss: 0.223248 Generator_loss: 1.63085
[INFO] 2021-02-14 10:21:33 > Step: 423900 Progress: 84.8% Elapsed: 2 days, 17:51:55 temperature: no ada_p: No Discriminator_loss: 0.196805 Generator_loss: 1.83887
[INFO] 2021-02-14 10:22:38 > Step: 424000 Progress: 84.8% Elapsed: 2 days, 17:52:59 temperature: no ada_p: No Discriminator_loss: 0.310633 Generator_loss: 1.41658
[INFO] 2021-02-14 10:22:38 > Start Evaluation (424000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 10:22:38 > Calculating FID Score....
[INFO] 2021-02-14 10:23:19 > Calculating Inception Score....
[INFO] 2021-02-14 10:23:43 > Calculate F_beta Score....
[INFO] 2021-02-14 10:30:43 > Calculate Accuracies....
[INFO] 2021-02-14 10:31:06 > Calculate Accuracies....
[INFO] 2021-02-14 10:34:45 > F_8 score (Step: 424000, Using valid images): 0.9047107048907695
[INFO] 2021-02-14 10:34:45 > F_1/8 score (Step: 424000, Using valid images): 0.9291762801956445
[INFO] 2021-02-14 10:34:45 > FID score (Step: 424000, Using valid moments): 29.66706506306258
[INFO] 2021-02-14 10:34:45 > Inception score (Step: 424000, 50000 generated images): 29.438840866088867
[INFO] 2021-02-14 10:34:45 > Best FID score (Step: 392000, Using valid moments): 29.512949797611327
[INFO] 2021-02-14 10:34:57 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 10:36:01 > Step: 424100 Progress: 84.8% Elapsed: 2 days, 18:06:22 temperature: no ada_p: No Discriminator_loss: 0.297422 Generator_loss: 1.73277
[INFO] 2021-02-14 10:37:05 > Step: 424200 Progress: 84.8% Elapsed: 2 days, 18:07:26 temperature: no ada_p: No Discriminator_loss: 0.196269 Generator_loss: 1.86127
[INFO] 2021-02-14 10:38:09 > Step: 424300 Progress: 84.9% Elapsed: 2 days, 18:08:31 temperature: no ada_p: No Discriminator_loss: 0.307107 Generator_loss: 2.49125
[INFO] 2021-02-14 10:39:13 > Step: 424400 Progress: 84.9% Elapsed: 2 days, 18:09:35 temperature: no ada_p: No Discriminator_loss: 0.284918 Generator_loss: 1.5527
[INFO] 2021-02-14 10:40:37 > Step: 424500 Progress: 84.9% Elapsed: 2 days, 18:10:59 temperature: no ada_p: No Discriminator_loss: 0.208432 Generator_loss: 2.34394
[INFO] 2021-02-14 10:41:42 > Step: 424600 Progress: 84.9% Elapsed: 2 days, 18:12:03 temperature: no ada_p: No Discriminator_loss: 0.241468 Generator_loss: 1.76849
[INFO] 2021-02-14 10:42:48 > Step: 424700 Progress: 84.9% Elapsed: 2 days, 18:13:10 temperature: no ada_p: No Discriminator_loss: 0.285111 Generator_loss: 1.44652
[INFO] 2021-02-14 10:43:53 > Step: 424800 Progress: 85.0% Elapsed: 2 days, 18:14:14 temperature: no ada_p: No Discriminator_loss: 0.234237 Generator_loss: 2.32133
[INFO] 2021-02-14 10:44:57 > Step: 424900 Progress: 85.0% Elapsed: 2 days, 18:15:19 temperature: no ada_p: No Discriminator_loss: 0.31451 Generator_loss: 2.56456
[INFO] 2021-02-14 10:46:02 > Step: 425000 Progress: 85.0% Elapsed: 2 days, 18:16:24 temperature: no ada_p: No Discriminator_loss: 0.207359 Generator_loss: 1.91411
[INFO] 2021-02-14 10:47:07 > Step: 425100 Progress: 85.0% Elapsed: 2 days, 18:17:28 temperature: no ada_p: No Discriminator_loss: 0.187927 Generator_loss: 2.01978
[INFO] 2021-02-14 10:48:11 > Step: 425200 Progress: 85.0% Elapsed: 2 days, 18:18:33 temperature: no ada_p: No Discriminator_loss: 0.280138 Generator_loss: 1.76292
[INFO] 2021-02-14 10:49:16 > Step: 425300 Progress: 85.1% Elapsed: 2 days, 18:19:37 temperature: no ada_p: No Discriminator_loss: 0.151358 Generator_loss: 1.87333
[INFO] 2021-02-14 10:50:20 > Step: 425400 Progress: 85.1% Elapsed: 2 days, 18:20:42 temperature: no ada_p: No Discriminator_loss: 0.172634 Generator_loss: 2.31434
[INFO] 2021-02-14 10:51:25 > Step: 425500 Progress: 85.1% Elapsed: 2 days, 18:21:46 temperature: no ada_p: No Discriminator_loss: 0.17803 Generator_loss: 2.48757
[INFO] 2021-02-14 10:52:30 > Step: 425600 Progress: 85.1% Elapsed: 2 days, 18:22:51 temperature: no ada_p: No Discriminator_loss: 0.376302 Generator_loss: 1.65411
[INFO] 2021-02-14 10:53:34 > Step: 425700 Progress: 85.1% Elapsed: 2 days, 18:23:56 temperature: no ada_p: No Discriminator_loss: 0.224835 Generator_loss: 1.64344
[INFO] 2021-02-14 10:54:39 > Step: 425800 Progress: 85.2% Elapsed: 2 days, 18:25:00 temperature: no ada_p: No Discriminator_loss: 0.210006 Generator_loss: 2.31626
[INFO] 2021-02-14 10:55:43 > Step: 425900 Progress: 85.2% Elapsed: 2 days, 18:26:05 temperature: no ada_p: No Discriminator_loss: 0.23196 Generator_loss: 1.79004
[INFO] 2021-02-14 10:56:48 > Step: 426000 Progress: 85.2% Elapsed: 2 days, 18:27:09 temperature: no ada_p: No Discriminator_loss: 0.288727 Generator_loss: 1.82766
[INFO] 2021-02-14 10:56:48 > Start Evaluation (426000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 10:56:48 > Calculating FID Score....
[INFO] 2021-02-14 10:57:30 > Calculating Inception Score....
[INFO] 2021-02-14 10:57:55 > Calculate F_beta Score....
[INFO] 2021-02-14 11:04:57 > Calculate Accuracies....
[INFO] 2021-02-14 11:05:20 > Calculate Accuracies....
[INFO] 2021-02-14 11:08:58 > F_8 score (Step: 426000, Using valid images): 0.9108146781977301
[INFO] 2021-02-14 11:08:58 > F_1/8 score (Step: 426000, Using valid images): 0.9287755184380224
[INFO] 2021-02-14 11:08:58 > FID score (Step: 426000, Using valid moments): 28.84556815113308
[INFO] 2021-02-14 11:08:58 > Inception score (Step: 426000, 50000 generated images): 30.536775588989258
[INFO] 2021-02-14 11:08:58 > Best FID score (Step: 426000, Using valid moments): 28.84556815113308
[INFO] 2021-02-14 11:09:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 11:10:25 > Step: 426100 Progress: 85.2% Elapsed: 2 days, 18:40:47 temperature: no ada_p: No Discriminator_loss: 0.243768 Generator_loss: 1.60293
[INFO] 2021-02-14 11:11:29 > Step: 426200 Progress: 85.2% Elapsed: 2 days, 18:41:51 temperature: no ada_p: No Discriminator_loss: 0.201188 Generator_loss: 1.64197
[INFO] 2021-02-14 11:12:33 > Step: 426300 Progress: 85.3% Elapsed: 2 days, 18:42:55 temperature: no ada_p: No Discriminator_loss: 0.248728 Generator_loss: 2.46425
[INFO] 2021-02-14 11:13:37 > Step: 426400 Progress: 85.3% Elapsed: 2 days, 18:43:59 temperature: no ada_p: No Discriminator_loss: 0.315184 Generator_loss: 2.75074
[INFO] 2021-02-14 11:15:00 > Step: 426500 Progress: 85.3% Elapsed: 2 days, 18:45:22 temperature: no ada_p: No Discriminator_loss: 0.231795 Generator_loss: 1.7496
[INFO] 2021-02-14 11:16:05 > Step: 426600 Progress: 85.3% Elapsed: 2 days, 18:46:26 temperature: no ada_p: No Discriminator_loss: 0.292796 Generator_loss: 2.74905
[INFO] 2021-02-14 11:17:09 > Step: 426700 Progress: 85.3% Elapsed: 2 days, 18:47:31 temperature: no ada_p: No Discriminator_loss: 0.20135 Generator_loss: 2.28408
[INFO] 2021-02-14 11:18:14 > Step: 426800 Progress: 85.4% Elapsed: 2 days, 18:48:35 temperature: no ada_p: No Discriminator_loss: 0.238864 Generator_loss: 1.86172
[INFO] 2021-02-14 11:19:19 > Step: 426900 Progress: 85.4% Elapsed: 2 days, 18:49:40 temperature: no ada_p: No Discriminator_loss: 0.487312 Generator_loss: 1.50834
[INFO] 2021-02-14 11:20:23 > Step: 427000 Progress: 85.4% Elapsed: 2 days, 18:50:45 temperature: no ada_p: No Discriminator_loss: 0.355868 Generator_loss: 1.69392
[INFO] 2021-02-14 11:21:28 > Step: 427100 Progress: 85.4% Elapsed: 2 days, 18:51:49 temperature: no ada_p: No Discriminator_loss: 0.182073 Generator_loss: 2.69849
[INFO] 2021-02-14 11:22:34 > Step: 427200 Progress: 85.4% Elapsed: 2 days, 18:52:55 temperature: no ada_p: No Discriminator_loss: 0.271408 Generator_loss: 1.66439
[INFO] 2021-02-14 11:23:38 > Step: 427300 Progress: 85.5% Elapsed: 2 days, 18:54:00 temperature: no ada_p: No Discriminator_loss: 0.353126 Generator_loss: 1.42148
[INFO] 2021-02-14 11:24:43 > Step: 427400 Progress: 85.5% Elapsed: 2 days, 18:55:05 temperature: no ada_p: No Discriminator_loss: 0.214068 Generator_loss: 1.84558
[INFO] 2021-02-14 11:25:48 > Step: 427500 Progress: 85.5% Elapsed: 2 days, 18:56:09 temperature: no ada_p: No Discriminator_loss: 0.30284 Generator_loss: 1.41619
[INFO] 2021-02-14 11:26:52 > Step: 427600 Progress: 85.5% Elapsed: 2 days, 18:57:14 temperature: no ada_p: No Discriminator_loss: 0.243558 Generator_loss: 1.86988
[INFO] 2021-02-14 11:27:57 > Step: 427700 Progress: 85.5% Elapsed: 2 days, 18:58:19 temperature: no ada_p: No Discriminator_loss: 0.19775 Generator_loss: 2.3135
[INFO] 2021-02-14 11:29:02 > Step: 427800 Progress: 85.6% Elapsed: 2 days, 18:59:23 temperature: no ada_p: No Discriminator_loss: 0.167087 Generator_loss: 2.20845
[INFO] 2021-02-14 11:30:06 > Step: 427900 Progress: 85.6% Elapsed: 2 days, 19:00:28 temperature: no ada_p: No Discriminator_loss: 0.202341 Generator_loss: 2.27486
[INFO] 2021-02-14 11:31:11 > Step: 428000 Progress: 85.6% Elapsed: 2 days, 19:01:33 temperature: no ada_p: No Discriminator_loss: 0.165424 Generator_loss: 2.63237
[INFO] 2021-02-14 11:31:11 > Start Evaluation (428000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 11:31:11 > Calculating FID Score....
[INFO] 2021-02-14 11:31:52 > Calculating Inception Score....
[INFO] 2021-02-14 11:32:16 > Calculate F_beta Score....
[INFO] 2021-02-14 11:39:18 > Calculate Accuracies....
[INFO] 2021-02-14 11:39:42 > Calculate Accuracies....
[INFO] 2021-02-14 11:43:20 > F_8 score (Step: 428000, Using valid images): 0.8894994554660631
[INFO] 2021-02-14 11:43:20 > F_1/8 score (Step: 428000, Using valid images): 0.9264530948310044
[INFO] 2021-02-14 11:43:20 > FID score (Step: 428000, Using valid moments): 30.801272375472365
[INFO] 2021-02-14 11:43:20 > Inception score (Step: 428000, 50000 generated images): 29.48772430419922
[INFO] 2021-02-14 11:43:20 > Best FID score (Step: 426000, Using valid moments): 28.84556815113308
[INFO] 2021-02-14 11:43:31 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 11:44:36 > Step: 428100 Progress: 85.6% Elapsed: 2 days, 19:14:57 temperature: no ada_p: No Discriminator_loss: 0.281251 Generator_loss: 1.98078
[INFO] 2021-02-14 11:45:40 > Step: 428200 Progress: 85.6% Elapsed: 2 days, 19:16:01 temperature: no ada_p: No Discriminator_loss: 0.212359 Generator_loss: 2.65429
[INFO] 2021-02-14 11:46:44 > Step: 428300 Progress: 85.7% Elapsed: 2 days, 19:17:05 temperature: no ada_p: No Discriminator_loss: 0.274663 Generator_loss: 2.68923
[INFO] 2021-02-14 11:47:48 > Step: 428400 Progress: 85.7% Elapsed: 2 days, 19:18:09 temperature: no ada_p: No Discriminator_loss: 0.25381 Generator_loss: 1.89832
[INFO] 2021-02-14 11:49:11 > Step: 428500 Progress: 85.7% Elapsed: 2 days, 19:19:33 temperature: no ada_p: No Discriminator_loss: 0.217705 Generator_loss: 1.99146
[INFO] 2021-02-14 11:50:16 > Step: 428600 Progress: 85.7% Elapsed: 2 days, 19:20:37 temperature: no ada_p: No Discriminator_loss: 0.253627 Generator_loss: 2.15644
[INFO] 2021-02-14 11:51:20 > Step: 428700 Progress: 85.7% Elapsed: 2 days, 19:21:42 temperature: no ada_p: No Discriminator_loss: 0.259924 Generator_loss: 2.04674
[INFO] 2021-02-14 11:52:25 > Step: 428800 Progress: 85.8% Elapsed: 2 days, 19:22:46 temperature: no ada_p: No Discriminator_loss: 0.370593 Generator_loss: 1.44494
[INFO] 2021-02-14 11:53:29 > Step: 428900 Progress: 85.8% Elapsed: 2 days, 19:23:51 temperature: no ada_p: No Discriminator_loss: 0.220361 Generator_loss: 2.47907
[INFO] 2021-02-14 11:54:34 > Step: 429000 Progress: 85.8% Elapsed: 2 days, 19:24:55 temperature: no ada_p: No Discriminator_loss: 0.326159 Generator_loss: 2.49229
[INFO] 2021-02-14 11:55:38 > Step: 429100 Progress: 85.8% Elapsed: 2 days, 19:26:00 temperature: no ada_p: No Discriminator_loss: 0.238029 Generator_loss: 2.60247
[INFO] 2021-02-14 11:56:43 > Step: 429200 Progress: 85.8% Elapsed: 2 days, 19:27:05 temperature: no ada_p: No Discriminator_loss: 0.352432 Generator_loss: 1.40954
[INFO] 2021-02-14 11:57:48 > Step: 429300 Progress: 85.9% Elapsed: 2 days, 19:28:09 temperature: no ada_p: No Discriminator_loss: 0.407812 Generator_loss: 1.49786
[INFO] 2021-02-14 11:58:52 > Step: 429400 Progress: 85.9% Elapsed: 2 days, 19:29:14 temperature: no ada_p: No Discriminator_loss: 0.198561 Generator_loss: 2.31709
[INFO] 2021-02-14 11:59:57 > Step: 429500 Progress: 85.9% Elapsed: 2 days, 19:30:18 temperature: no ada_p: No Discriminator_loss: 0.245564 Generator_loss: 1.70757
[INFO] 2021-02-14 12:01:01 > Step: 429600 Progress: 85.9% Elapsed: 2 days, 19:31:23 temperature: no ada_p: No Discriminator_loss: 0.323643 Generator_loss: 2.27036
[INFO] 2021-02-14 12:02:08 > Step: 429700 Progress: 85.9% Elapsed: 2 days, 19:32:29 temperature: no ada_p: No Discriminator_loss: 0.224259 Generator_loss: 2.41807
[INFO] 2021-02-14 12:03:12 > Step: 429800 Progress: 86.0% Elapsed: 2 days, 19:33:34 temperature: no ada_p: No Discriminator_loss: 0.351066 Generator_loss: 1.33152
[INFO] 2021-02-14 12:04:17 > Step: 429900 Progress: 86.0% Elapsed: 2 days, 19:34:39 temperature: no ada_p: No Discriminator_loss: 0.186461 Generator_loss: 1.85281
[INFO] 2021-02-14 12:05:22 > Step: 430000 Progress: 86.0% Elapsed: 2 days, 19:35:43 temperature: no ada_p: No Discriminator_loss: 0.176991 Generator_loss: 2.58608
[INFO] 2021-02-14 12:05:22 > Start Evaluation (430000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 12:05:22 > Calculating FID Score....
[INFO] 2021-02-14 12:06:02 > Calculating Inception Score....
[INFO] 2021-02-14 12:06:26 > Calculate F_beta Score....
[INFO] 2021-02-14 12:13:30 > Calculate Accuracies....
[INFO] 2021-02-14 12:13:54 > Calculate Accuracies....
[INFO] 2021-02-14 12:17:31 > F_8 score (Step: 430000, Using valid images): 0.9137531550720103
[INFO] 2021-02-14 12:17:31 > F_1/8 score (Step: 430000, Using valid images): 0.9311596076828527
[INFO] 2021-02-14 12:17:31 > FID score (Step: 430000, Using valid moments): 29.796094919268626
[INFO] 2021-02-14 12:17:31 > Inception score (Step: 430000, 50000 generated images): 29.6796932220459
[INFO] 2021-02-14 12:17:31 > Best FID score (Step: 426000, Using valid moments): 28.84556815113308
[INFO] 2021-02-14 12:17:43 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 12:18:47 > Step: 430100 Progress: 86.0% Elapsed: 2 days, 19:49:08 temperature: no ada_p: No Discriminator_loss: 0.206959 Generator_loss: 2.35188
[INFO] 2021-02-14 12:19:51 > Step: 430200 Progress: 86.0% Elapsed: 2 days, 19:50:12 temperature: no ada_p: No Discriminator_loss: 0.257534 Generator_loss: 2.45946
[INFO] 2021-02-14 12:20:55 > Step: 430300 Progress: 86.1% Elapsed: 2 days, 19:51:16 temperature: no ada_p: No Discriminator_loss: 0.215213 Generator_loss: 1.83927
[INFO] 2021-02-14 12:21:59 > Step: 430400 Progress: 86.1% Elapsed: 2 days, 19:52:20 temperature: no ada_p: No Discriminator_loss: 0.323326 Generator_loss: 1.6595
[INFO] 2021-02-14 12:23:22 > Step: 430500 Progress: 86.1% Elapsed: 2 days, 19:53:43 temperature: no ada_p: No Discriminator_loss: 0.257476 Generator_loss: 1.73754
[INFO] 2021-02-14 12:24:26 > Step: 430600 Progress: 86.1% Elapsed: 2 days, 19:54:48 temperature: no ada_p: No Discriminator_loss: 0.137806 Generator_loss: 2.49847
[INFO] 2021-02-14 12:25:31 > Step: 430700 Progress: 86.1% Elapsed: 2 days, 19:55:52 temperature: no ada_p: No Discriminator_loss: 0.338527 Generator_loss: 2.02439
[INFO] 2021-02-14 12:26:35 > Step: 430800 Progress: 86.2% Elapsed: 2 days, 19:56:57 temperature: no ada_p: No Discriminator_loss: 0.255659 Generator_loss: 1.28848
[INFO] 2021-02-14 12:27:40 > Step: 430900 Progress: 86.2% Elapsed: 2 days, 19:58:02 temperature: no ada_p: No Discriminator_loss: 0.34179 Generator_loss: 1.4282
[INFO] 2021-02-14 12:28:46 > Step: 431000 Progress: 86.2% Elapsed: 2 days, 19:59:07 temperature: no ada_p: No Discriminator_loss: 0.263448 Generator_loss: 2.66016
[INFO] 2021-02-14 12:29:51 > Step: 431100 Progress: 86.2% Elapsed: 2 days, 20:00:13 temperature: no ada_p: No Discriminator_loss: 0.32806 Generator_loss: 1.57811
[INFO] 2021-02-14 12:30:57 > Step: 431200 Progress: 86.2% Elapsed: 2 days, 20:01:19 temperature: no ada_p: No Discriminator_loss: 0.24945 Generator_loss: 2.16147
[INFO] 2021-02-14 12:32:03 > Step: 431300 Progress: 86.3% Elapsed: 2 days, 20:02:25 temperature: no ada_p: No Discriminator_loss: 0.183387 Generator_loss: 2.47901
[INFO] 2021-02-14 12:33:08 > Step: 431400 Progress: 86.3% Elapsed: 2 days, 20:03:29 temperature: no ada_p: No Discriminator_loss: 0.182657 Generator_loss: 2.44498
[INFO] 2021-02-14 12:34:12 > Step: 431500 Progress: 86.3% Elapsed: 2 days, 20:04:34 temperature: no ada_p: No Discriminator_loss: 0.217876 Generator_loss: 1.92994
[INFO] 2021-02-14 12:35:17 > Step: 431600 Progress: 86.3% Elapsed: 2 days, 20:05:39 temperature: no ada_p: No Discriminator_loss: 0.229629 Generator_loss: 2.23859
[INFO] 2021-02-14 12:36:21 > Step: 431700 Progress: 86.3% Elapsed: 2 days, 20:06:43 temperature: no ada_p: No Discriminator_loss: 0.255845 Generator_loss: 1.60483
[INFO] 2021-02-14 12:37:26 > Step: 431800 Progress: 86.4% Elapsed: 2 days, 20:07:48 temperature: no ada_p: No Discriminator_loss: 0.435732 Generator_loss: 2.73882
[INFO] 2021-02-14 12:38:31 > Step: 431900 Progress: 86.4% Elapsed: 2 days, 20:08:52 temperature: no ada_p: No Discriminator_loss: 0.168421 Generator_loss: 2.16216
[INFO] 2021-02-14 12:39:35 > Step: 432000 Progress: 86.4% Elapsed: 2 days, 20:09:57 temperature: no ada_p: No Discriminator_loss: 0.180819 Generator_loss: 2.70057
[INFO] 2021-02-14 12:39:35 > Start Evaluation (432000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 12:39:35 > Calculating FID Score....
[INFO] 2021-02-14 12:40:16 > Calculating Inception Score....
[INFO] 2021-02-14 12:40:39 > Calculate F_beta Score....
[INFO] 2021-02-14 12:47:42 > Calculate Accuracies....
[INFO] 2021-02-14 12:48:05 > Calculate Accuracies....
[INFO] 2021-02-14 12:51:43 > F_8 score (Step: 432000, Using valid images): 0.905771281627439
[INFO] 2021-02-14 12:51:43 > F_1/8 score (Step: 432000, Using valid images): 0.9248476163136725
[INFO] 2021-02-14 12:51:43 > FID score (Step: 432000, Using valid moments): 29.566830019929625
[INFO] 2021-02-14 12:51:43 > Inception score (Step: 432000, 50000 generated images): 29.855653762817383
[INFO] 2021-02-14 12:51:43 > Best FID score (Step: 426000, Using valid moments): 28.84556815113308
[INFO] 2021-02-14 12:51:55 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 12:52:59 > Step: 432100 Progress: 86.4% Elapsed: 2 days, 20:23:20 temperature: no ada_p: No Discriminator_loss: 0.285702 Generator_loss: 1.63971
[INFO] 2021-02-14 12:54:05 > Step: 432200 Progress: 86.4% Elapsed: 2 days, 20:24:26 temperature: no ada_p: No Discriminator_loss: 0.132621 Generator_loss: 2.25427
[INFO] 2021-02-14 12:55:09 > Step: 432300 Progress: 86.5% Elapsed: 2 days, 20:25:31 temperature: no ada_p: No Discriminator_loss: 0.243462 Generator_loss: 1.8069
[INFO] 2021-02-14 12:56:13 > Step: 432400 Progress: 86.5% Elapsed: 2 days, 20:26:35 temperature: no ada_p: No Discriminator_loss: 0.302329 Generator_loss: 1.51067
[INFO] 2021-02-14 12:57:17 > Step: 432500 Progress: 86.5% Elapsed: 2 days, 20:27:39 temperature: no ada_p: No Discriminator_loss: 0.264527 Generator_loss: 1.91358
[INFO] 2021-02-14 12:58:21 > Step: 432600 Progress: 86.5% Elapsed: 2 days, 20:28:43 temperature: no ada_p: No Discriminator_loss: 0.227473 Generator_loss: 2.74853
[INFO] 2021-02-14 12:59:25 > Step: 432700 Progress: 86.5% Elapsed: 2 days, 20:29:47 temperature: no ada_p: No Discriminator_loss: 0.166633 Generator_loss: 1.98067
[INFO] 2021-02-14 13:00:29 > Step: 432800 Progress: 86.6% Elapsed: 2 days, 20:30:51 temperature: no ada_p: No Discriminator_loss: 0.584533 Generator_loss: 1.41745
[INFO] 2021-02-14 13:01:34 > Step: 432900 Progress: 86.6% Elapsed: 2 days, 20:31:55 temperature: no ada_p: No Discriminator_loss: 0.218541 Generator_loss: 2.03119
[INFO] 2021-02-14 13:02:38 > Step: 433000 Progress: 86.6% Elapsed: 2 days, 20:32:59 temperature: no ada_p: No Discriminator_loss: 0.337479 Generator_loss: 1.74085
[INFO] 2021-02-14 13:03:42 > Step: 433100 Progress: 86.6% Elapsed: 2 days, 20:34:04 temperature: no ada_p: No Discriminator_loss: 0.201479 Generator_loss: 2.12846
[INFO] 2021-02-14 13:04:46 > Step: 433200 Progress: 86.6% Elapsed: 2 days, 20:35:08 temperature: no ada_p: No Discriminator_loss: 0.310703 Generator_loss: 1.75776
[INFO] 2021-02-14 13:05:50 > Step: 433300 Progress: 86.7% Elapsed: 2 days, 20:36:12 temperature: no ada_p: No Discriminator_loss: 0.307352 Generator_loss: 1.61549
[INFO] 2021-02-14 13:07:14 > Step: 433400 Progress: 86.7% Elapsed: 2 days, 20:37:36 temperature: no ada_p: No Discriminator_loss: 0.251569 Generator_loss: 2.70729
[INFO] 2021-02-14 13:08:19 > Step: 433500 Progress: 86.7% Elapsed: 2 days, 20:38:40 temperature: no ada_p: No Discriminator_loss: 0.232171 Generator_loss: 2.29504
[INFO] 2021-02-14 13:09:23 > Step: 433600 Progress: 86.7% Elapsed: 2 days, 20:39:45 temperature: no ada_p: No Discriminator_loss: 0.279925 Generator_loss: 2.77789
[INFO] 2021-02-14 13:10:28 > Step: 433700 Progress: 86.7% Elapsed: 2 days, 20:40:49 temperature: no ada_p: No Discriminator_loss: 0.253372 Generator_loss: 1.67138
[INFO] 2021-02-14 13:11:32 > Step: 433800 Progress: 86.8% Elapsed: 2 days, 20:41:54 temperature: no ada_p: No Discriminator_loss: 0.181531 Generator_loss: 2.54744
[INFO] 2021-02-14 13:12:37 > Step: 433900 Progress: 86.8% Elapsed: 2 days, 20:42:58 temperature: no ada_p: No Discriminator_loss: 0.315824 Generator_loss: 1.78555
[INFO] 2021-02-14 13:13:41 > Step: 434000 Progress: 86.8% Elapsed: 2 days, 20:44:03 temperature: no ada_p: No Discriminator_loss: 0.25949 Generator_loss: 2.15752
[INFO] 2021-02-14 13:13:41 > Start Evaluation (434000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 13:13:41 > Calculating FID Score....
[INFO] 2021-02-14 13:14:21 > Calculating Inception Score....
[INFO] 2021-02-14 13:14:45 > Calculate F_beta Score....
[INFO] 2021-02-14 13:21:48 > Calculate Accuracies....
[INFO] 2021-02-14 13:22:11 > Calculate Accuracies....
[INFO] 2021-02-14 13:25:49 > F_8 score (Step: 434000, Using valid images): 0.9183658894388049
[INFO] 2021-02-14 13:25:49 > F_1/8 score (Step: 434000, Using valid images): 0.9321019376463074
[INFO] 2021-02-14 13:25:49 > FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 13:25:49 > Inception score (Step: 434000, 50000 generated images): 30.681644439697266
[INFO] 2021-02-14 13:25:49 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 13:26:12 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 13:27:16 > Step: 434100 Progress: 86.8% Elapsed: 2 days, 20:57:38 temperature: no ada_p: No Discriminator_loss: 0.232895 Generator_loss: 1.91512
[INFO] 2021-02-14 13:28:20 > Step: 434200 Progress: 86.8% Elapsed: 2 days, 20:58:42 temperature: no ada_p: No Discriminator_loss: 0.221305 Generator_loss: 1.88217
[INFO] 2021-02-14 13:29:24 > Step: 434300 Progress: 86.9% Elapsed: 2 days, 20:59:46 temperature: no ada_p: No Discriminator_loss: 0.259952 Generator_loss: 1.70131
[INFO] 2021-02-14 13:30:28 > Step: 434400 Progress: 86.9% Elapsed: 2 days, 21:00:50 temperature: no ada_p: No Discriminator_loss: 0.255113 Generator_loss: 2.7536
[INFO] 2021-02-14 13:31:33 > Step: 434500 Progress: 86.9% Elapsed: 2 days, 21:01:55 temperature: no ada_p: No Discriminator_loss: 0.167224 Generator_loss: 1.92849
[INFO] 2021-02-14 13:32:37 > Step: 434600 Progress: 86.9% Elapsed: 2 days, 21:02:59 temperature: no ada_p: No Discriminator_loss: 0.179503 Generator_loss: 2.00631
[INFO] 2021-02-14 13:33:44 > Step: 434700 Progress: 86.9% Elapsed: 2 days, 21:04:05 temperature: no ada_p: No Discriminator_loss: 0.354212 Generator_loss: 2.99119
[INFO] 2021-02-14 13:34:48 > Step: 434800 Progress: 87.0% Elapsed: 2 days, 21:05:10 temperature: no ada_p: No Discriminator_loss: 0.288165 Generator_loss: 1.93448
[INFO] 2021-02-14 13:35:52 > Step: 434900 Progress: 87.0% Elapsed: 2 days, 21:06:14 temperature: no ada_p: No Discriminator_loss: 0.235883 Generator_loss: 2.60953
[INFO] 2021-02-14 13:36:56 > Step: 435000 Progress: 87.0% Elapsed: 2 days, 21:07:18 temperature: no ada_p: No Discriminator_loss: 0.28601 Generator_loss: 1.95813
[INFO] 2021-02-14 13:38:00 > Step: 435100 Progress: 87.0% Elapsed: 2 days, 21:08:22 temperature: no ada_p: No Discriminator_loss: 0.175489 Generator_loss: 1.95348
[INFO] 2021-02-14 13:39:04 > Step: 435200 Progress: 87.0% Elapsed: 2 days, 21:09:26 temperature: no ada_p: No Discriminator_loss: 0.276213 Generator_loss: 1.52459
[INFO] 2021-02-14 13:40:08 > Step: 435300 Progress: 87.1% Elapsed: 2 days, 21:10:30 temperature: no ada_p: No Discriminator_loss: 0.246982 Generator_loss: 2.64465
[INFO] 2021-02-14 13:41:32 > Step: 435400 Progress: 87.1% Elapsed: 2 days, 21:11:53 temperature: no ada_p: No Discriminator_loss: 0.170813 Generator_loss: 2.29636
[INFO] 2021-02-14 13:42:36 > Step: 435500 Progress: 87.1% Elapsed: 2 days, 21:12:58 temperature: no ada_p: No Discriminator_loss: 0.292496 Generator_loss: 1.9898
[INFO] 2021-02-14 13:43:41 > Step: 435600 Progress: 87.1% Elapsed: 2 days, 21:14:02 temperature: no ada_p: No Discriminator_loss: 0.19448 Generator_loss: 2.14401
[INFO] 2021-02-14 13:44:45 > Step: 435700 Progress: 87.1% Elapsed: 2 days, 21:15:07 temperature: no ada_p: No Discriminator_loss: 0.691182 Generator_loss: 0.671516
[INFO] 2021-02-14 13:45:50 > Step: 435800 Progress: 87.2% Elapsed: 2 days, 21:16:12 temperature: no ada_p: No Discriminator_loss: 0.294548 Generator_loss: 1.52496
[INFO] 2021-02-14 13:46:54 > Step: 435900 Progress: 87.2% Elapsed: 2 days, 21:17:16 temperature: no ada_p: No Discriminator_loss: 0.242166 Generator_loss: 2.03944
[INFO] 2021-02-14 13:47:59 > Step: 436000 Progress: 87.2% Elapsed: 2 days, 21:18:21 temperature: no ada_p: No Discriminator_loss: 0.161444 Generator_loss: 2.0556
[INFO] 2021-02-14 13:47:59 > Start Evaluation (436000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 13:47:59 > Calculating FID Score....
[INFO] 2021-02-14 13:48:40 > Calculating Inception Score....
[INFO] 2021-02-14 13:49:03 > Calculate F_beta Score....
[INFO] 2021-02-14 13:56:23 > Calculate Accuracies....
[INFO] 2021-02-14 13:56:46 > Calculate Accuracies....
[INFO] 2021-02-14 14:00:24 > F_8 score (Step: 436000, Using valid images): 0.9106086750800976
[INFO] 2021-02-14 14:00:24 > F_1/8 score (Step: 436000, Using valid images): 0.9355390500948091
[INFO] 2021-02-14 14:00:25 > FID score (Step: 436000, Using valid moments): 29.262969398784435
[INFO] 2021-02-14 14:00:25 > Inception score (Step: 436000, 50000 generated images): 30.75687026977539
[INFO] 2021-02-14 14:00:25 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 14:00:36 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 14:01:58 > Step: 436100 Progress: 87.2% Elapsed: 2 days, 21:32:20 temperature: no ada_p: No Discriminator_loss: 0.231173 Generator_loss: 2.40659
[INFO] 2021-02-14 14:03:03 > Step: 436200 Progress: 87.2% Elapsed: 2 days, 21:33:24 temperature: no ada_p: No Discriminator_loss: 0.258402 Generator_loss: 2.69135
[INFO] 2021-02-14 14:04:08 > Step: 436300 Progress: 87.3% Elapsed: 2 days, 21:34:29 temperature: no ada_p: No Discriminator_loss: 0.187151 Generator_loss: 2.58009
[INFO] 2021-02-14 14:05:12 > Step: 436400 Progress: 87.3% Elapsed: 2 days, 21:35:34 temperature: no ada_p: No Discriminator_loss: 0.265626 Generator_loss: 2.39999
[INFO] 2021-02-14 14:06:17 > Step: 436500 Progress: 87.3% Elapsed: 2 days, 21:36:38 temperature: no ada_p: No Discriminator_loss: 0.388975 Generator_loss: 1.31683
[INFO] 2021-02-14 14:07:21 > Step: 436600 Progress: 87.3% Elapsed: 2 days, 21:37:43 temperature: no ada_p: No Discriminator_loss: 0.236898 Generator_loss: 1.7978
[INFO] 2021-02-14 14:08:26 > Step: 436700 Progress: 87.3% Elapsed: 2 days, 21:38:47 temperature: no ada_p: No Discriminator_loss: 0.229804 Generator_loss: 2.28605
[INFO] 2021-02-14 14:09:30 > Step: 436800 Progress: 87.4% Elapsed: 2 days, 21:39:52 temperature: no ada_p: No Discriminator_loss: 0.260095 Generator_loss: 1.70382
[INFO] 2021-02-14 14:10:35 > Step: 436900 Progress: 87.4% Elapsed: 2 days, 21:40:57 temperature: no ada_p: No Discriminator_loss: 0.222773 Generator_loss: 2.33602
[INFO] 2021-02-14 14:11:39 > Step: 437000 Progress: 87.4% Elapsed: 2 days, 21:42:01 temperature: no ada_p: No Discriminator_loss: 0.360505 Generator_loss: 1.56235
[INFO] 2021-02-14 14:12:44 > Step: 437100 Progress: 87.4% Elapsed: 2 days, 21:43:06 temperature: no ada_p: No Discriminator_loss: 0.351089 Generator_loss: 1.60958
[INFO] 2021-02-14 14:13:50 > Step: 437200 Progress: 87.4% Elapsed: 2 days, 21:44:12 temperature: no ada_p: No Discriminator_loss: 0.242736 Generator_loss: 3.03287
[INFO] 2021-02-14 14:14:55 > Step: 437300 Progress: 87.5% Elapsed: 2 days, 21:45:17 temperature: no ada_p: No Discriminator_loss: 0.256348 Generator_loss: 1.8907
[INFO] 2021-02-14 14:16:00 > Step: 437400 Progress: 87.5% Elapsed: 2 days, 21:46:21 temperature: no ada_p: No Discriminator_loss: 0.218684 Generator_loss: 1.63177
[INFO] 2021-02-14 14:17:04 > Step: 437500 Progress: 87.5% Elapsed: 2 days, 21:47:26 temperature: no ada_p: No Discriminator_loss: 0.21604 Generator_loss: 2.53942
[INFO] 2021-02-14 14:18:09 > Step: 437600 Progress: 87.5% Elapsed: 2 days, 21:48:30 temperature: no ada_p: No Discriminator_loss: 0.240817 Generator_loss: 2.0221
[INFO] 2021-02-14 14:19:13 > Step: 437700 Progress: 87.5% Elapsed: 2 days, 21:49:35 temperature: no ada_p: No Discriminator_loss: 0.216211 Generator_loss: 2.44461
[INFO] 2021-02-14 14:20:17 > Step: 437800 Progress: 87.6% Elapsed: 2 days, 21:50:39 temperature: no ada_p: No Discriminator_loss: 0.296746 Generator_loss: 1.5232
[INFO] 2021-02-14 14:21:22 > Step: 437900 Progress: 87.6% Elapsed: 2 days, 21:51:44 temperature: no ada_p: No Discriminator_loss: 0.217426 Generator_loss: 2.71868
[INFO] 2021-02-14 14:22:26 > Step: 438000 Progress: 87.6% Elapsed: 2 days, 21:52:48 temperature: no ada_p: No Discriminator_loss: 0.229681 Generator_loss: 1.90965
[INFO] 2021-02-14 14:22:26 > Start Evaluation (438000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 14:22:26 > Calculating FID Score....
[INFO] 2021-02-14 14:23:07 > Calculating Inception Score....
[INFO] 2021-02-14 14:23:30 > Calculate F_beta Score....
[INFO] 2021-02-14 14:30:31 > Calculate Accuracies....
[INFO] 2021-02-14 14:30:54 > Calculate Accuracies....
[INFO] 2021-02-14 14:34:33 > F_8 score (Step: 438000, Using valid images): 0.903703624910499
[INFO] 2021-02-14 14:34:33 > F_1/8 score (Step: 438000, Using valid images): 0.9296745483174359
[INFO] 2021-02-14 14:34:33 > FID score (Step: 438000, Using valid moments): 28.997748218610297
[INFO] 2021-02-14 14:34:33 > Inception score (Step: 438000, 50000 generated images): 30.74056625366211
[INFO] 2021-02-14 14:34:33 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 14:34:44 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 14:35:48 > Step: 438100 Progress: 87.6% Elapsed: 2 days, 22:06:10 temperature: no ada_p: No Discriminator_loss: 0.419687 Generator_loss: 1.38712
[INFO] 2021-02-14 14:36:52 > Step: 438200 Progress: 87.6% Elapsed: 2 days, 22:07:14 temperature: no ada_p: No Discriminator_loss: 0.285008 Generator_loss: 1.68254
[INFO] 2021-02-14 14:37:56 > Step: 438300 Progress: 87.7% Elapsed: 2 days, 22:08:18 temperature: no ada_p: No Discriminator_loss: 0.173717 Generator_loss: 2.14761
[INFO] 2021-02-14 14:39:00 > Step: 438400 Progress: 87.7% Elapsed: 2 days, 22:09:22 temperature: no ada_p: No Discriminator_loss: 0.253736 Generator_loss: 1.78505
[INFO] 2021-02-14 14:40:04 > Step: 438500 Progress: 87.7% Elapsed: 2 days, 22:10:26 temperature: no ada_p: No Discriminator_loss: 0.202579 Generator_loss: 2.26864
[INFO] 2021-02-14 14:41:08 > Step: 438600 Progress: 87.7% Elapsed: 2 days, 22:11:30 temperature: no ada_p: No Discriminator_loss: 0.196951 Generator_loss: 2.39201
[INFO] 2021-02-14 14:42:12 > Step: 438700 Progress: 87.7% Elapsed: 2 days, 22:12:34 temperature: no ada_p: No Discriminator_loss: 0.209063 Generator_loss: 2.54117
[INFO] 2021-02-14 14:43:16 > Step: 438800 Progress: 87.8% Elapsed: 2 days, 22:13:38 temperature: no ada_p: No Discriminator_loss: 0.197689 Generator_loss: 2.57308
[INFO] 2021-02-14 14:44:41 > Step: 438900 Progress: 87.8% Elapsed: 2 days, 22:15:03 temperature: no ada_p: No Discriminator_loss: 0.409384 Generator_loss: 1.58287
[INFO] 2021-02-14 14:45:46 > Step: 439000 Progress: 87.8% Elapsed: 2 days, 22:16:07 temperature: no ada_p: No Discriminator_loss: 0.258057 Generator_loss: 3.08813
[INFO] 2021-02-14 14:46:50 > Step: 439100 Progress: 87.8% Elapsed: 2 days, 22:17:12 temperature: no ada_p: No Discriminator_loss: 0.196346 Generator_loss: 2.66384
[INFO] 2021-02-14 14:47:55 > Step: 439200 Progress: 87.8% Elapsed: 2 days, 22:18:16 temperature: no ada_p: No Discriminator_loss: 0.182738 Generator_loss: 2.17875
[INFO] 2021-02-14 14:48:59 > Step: 439300 Progress: 87.9% Elapsed: 2 days, 22:19:21 temperature: no ada_p: No Discriminator_loss: 0.259621 Generator_loss: 1.64187
[INFO] 2021-02-14 14:50:04 > Step: 439400 Progress: 87.9% Elapsed: 2 days, 22:20:25 temperature: no ada_p: No Discriminator_loss: 0.278032 Generator_loss: 1.60454
[INFO] 2021-02-14 14:51:08 > Step: 439500 Progress: 87.9% Elapsed: 2 days, 22:21:30 temperature: no ada_p: No Discriminator_loss: 0.176699 Generator_loss: 2.47067
[INFO] 2021-02-14 14:52:13 > Step: 439600 Progress: 87.9% Elapsed: 2 days, 22:22:35 temperature: no ada_p: No Discriminator_loss: 0.147574 Generator_loss: 2.02904
[INFO] 2021-02-14 14:53:19 > Step: 439700 Progress: 87.9% Elapsed: 2 days, 22:23:41 temperature: no ada_p: No Discriminator_loss: 0.216797 Generator_loss: 1.693
[INFO] 2021-02-14 14:54:24 > Step: 439800 Progress: 88.0% Elapsed: 2 days, 22:24:45 temperature: no ada_p: No Discriminator_loss: 0.227322 Generator_loss: 1.62679
[INFO] 2021-02-14 14:55:28 > Step: 439900 Progress: 88.0% Elapsed: 2 days, 22:25:50 temperature: no ada_p: No Discriminator_loss: 0.164257 Generator_loss: 2.67963
[INFO] 2021-02-14 14:56:33 > Step: 440000 Progress: 88.0% Elapsed: 2 days, 22:26:55 temperature: no ada_p: No Discriminator_loss: 0.245803 Generator_loss: 2.76798
[INFO] 2021-02-14 14:56:33 > Start Evaluation (440000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 14:56:33 > Calculating FID Score....
[INFO] 2021-02-14 14:57:13 > Calculating Inception Score....
[INFO] 2021-02-14 14:57:37 > Calculate F_beta Score....
[INFO] 2021-02-14 15:04:44 > Calculate Accuracies....
[INFO] 2021-02-14 15:05:08 > Calculate Accuracies....
[INFO] 2021-02-14 15:08:45 > F_8 score (Step: 440000, Using valid images): 0.9050443047723334
[INFO] 2021-02-14 15:08:45 > F_1/8 score (Step: 440000, Using valid images): 0.927873248480263
[INFO] 2021-02-14 15:08:45 > FID score (Step: 440000, Using valid moments): 29.088392757284566
[INFO] 2021-02-14 15:08:45 > Inception score (Step: 440000, 50000 generated images): 30.33553695678711
[INFO] 2021-02-14 15:08:46 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 15:08:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 15:10:01 > Step: 440100 Progress: 88.0% Elapsed: 2 days, 22:40:22 temperature: no ada_p: No Discriminator_loss: 0.237162 Generator_loss: 2.52399
[INFO] 2021-02-14 15:11:04 > Step: 440200 Progress: 88.0% Elapsed: 2 days, 22:41:26 temperature: no ada_p: No Discriminator_loss: 0.383173 Generator_loss: 1.33226
[INFO] 2021-02-14 15:12:08 > Step: 440300 Progress: 88.1% Elapsed: 2 days, 22:42:30 temperature: no ada_p: No Discriminator_loss: 0.261726 Generator_loss: 1.7283
[INFO] 2021-02-14 15:13:12 > Step: 440400 Progress: 88.1% Elapsed: 2 days, 22:43:34 temperature: no ada_p: No Discriminator_loss: 0.263891 Generator_loss: 2.73628
[INFO] 2021-02-14 15:14:17 > Step: 440500 Progress: 88.1% Elapsed: 2 days, 22:44:38 temperature: no ada_p: No Discriminator_loss: 0.249085 Generator_loss: 1.62605
[INFO] 2021-02-14 15:15:21 > Step: 440600 Progress: 88.1% Elapsed: 2 days, 22:45:42 temperature: no ada_p: No Discriminator_loss: 0.186707 Generator_loss: 2.18085
[INFO] 2021-02-14 15:16:25 > Step: 440700 Progress: 88.1% Elapsed: 2 days, 22:46:46 temperature: no ada_p: No Discriminator_loss: 0.3749 Generator_loss: 2.78686
[INFO] 2021-02-14 15:17:29 > Step: 440800 Progress: 88.2% Elapsed: 2 days, 22:47:50 temperature: no ada_p: No Discriminator_loss: 0.267677 Generator_loss: 1.56222
[INFO] 2021-02-14 15:18:33 > Step: 440900 Progress: 88.2% Elapsed: 2 days, 22:48:55 temperature: no ada_p: No Discriminator_loss: 0.207806 Generator_loss: 1.67928
[INFO] 2021-02-14 15:19:37 > Step: 441000 Progress: 88.2% Elapsed: 2 days, 22:49:59 temperature: no ada_p: No Discriminator_loss: 0.259141 Generator_loss: 1.88361
[INFO] 2021-02-14 15:20:41 > Step: 441100 Progress: 88.2% Elapsed: 2 days, 22:51:03 temperature: no ada_p: No Discriminator_loss: 0.326069 Generator_loss: 1.52213
[INFO] 2021-02-14 15:21:46 > Step: 441200 Progress: 88.2% Elapsed: 2 days, 22:52:07 temperature: no ada_p: No Discriminator_loss: 0.194001 Generator_loss: 2.43874
[INFO] 2021-02-14 15:22:50 > Step: 441300 Progress: 88.3% Elapsed: 2 days, 22:53:11 temperature: no ada_p: No Discriminator_loss: 0.276592 Generator_loss: 2.13808
[INFO] 2021-02-14 15:24:13 > Step: 441400 Progress: 88.3% Elapsed: 2 days, 22:54:35 temperature: no ada_p: No Discriminator_loss: 0.27369 Generator_loss: 1.65834
[INFO] 2021-02-14 15:25:18 > Step: 441500 Progress: 88.3% Elapsed: 2 days, 22:55:39 temperature: no ada_p: No Discriminator_loss: 0.427794 Generator_loss: 2.65191
[INFO] 2021-02-14 15:26:22 > Step: 441600 Progress: 88.3% Elapsed: 2 days, 22:56:44 temperature: no ada_p: No Discriminator_loss: 0.157154 Generator_loss: 2.60595
[INFO] 2021-02-14 15:27:27 > Step: 441700 Progress: 88.3% Elapsed: 2 days, 22:57:49 temperature: no ada_p: No Discriminator_loss: 0.145198 Generator_loss: 1.94808
[INFO] 2021-02-14 15:28:32 > Step: 441800 Progress: 88.4% Elapsed: 2 days, 22:58:53 temperature: no ada_p: No Discriminator_loss: 0.23809 Generator_loss: 1.66381
[INFO] 2021-02-14 15:29:36 > Step: 441900 Progress: 88.4% Elapsed: 2 days, 22:59:58 temperature: no ada_p: No Discriminator_loss: 0.264713 Generator_loss: 1.35753
[INFO] 2021-02-14 15:30:41 > Step: 442000 Progress: 88.4% Elapsed: 2 days, 23:01:03 temperature: no ada_p: No Discriminator_loss: 0.17897 Generator_loss: 2.30786
[INFO] 2021-02-14 15:30:41 > Start Evaluation (442000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 15:30:41 > Calculating FID Score....
[INFO] 2021-02-14 15:31:22 > Calculating Inception Score....
[INFO] 2021-02-14 15:31:46 > Calculate F_beta Score....
[INFO] 2021-02-14 15:38:50 > Calculate Accuracies....
[INFO] 2021-02-14 15:39:13 > Calculate Accuracies....
[INFO] 2021-02-14 15:42:51 > F_8 score (Step: 442000, Using valid images): 0.9090712217526055
[INFO] 2021-02-14 15:42:51 > F_1/8 score (Step: 442000, Using valid images): 0.9275681193573384
[INFO] 2021-02-14 15:42:51 > FID score (Step: 442000, Using valid moments): 28.660981512918113
[INFO] 2021-02-14 15:42:51 > Inception score (Step: 442000, 50000 generated images): 30.402788162231445
[INFO] 2021-02-14 15:42:51 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 15:43:02 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 15:44:25 > Step: 442100 Progress: 88.4% Elapsed: 2 days, 23:14:46 temperature: no ada_p: No Discriminator_loss: 0.278983 Generator_loss: 1.66983
[INFO] 2021-02-14 15:45:29 > Step: 442200 Progress: 88.4% Elapsed: 2 days, 23:15:51 temperature: no ada_p: No Discriminator_loss: 0.184106 Generator_loss: 2.57535
[INFO] 2021-02-14 15:46:36 > Step: 442300 Progress: 88.5% Elapsed: 2 days, 23:16:57 temperature: no ada_p: No Discriminator_loss: 0.186465 Generator_loss: 2.16421
[INFO] 2021-02-14 15:47:40 > Step: 442400 Progress: 88.5% Elapsed: 2 days, 23:18:02 temperature: no ada_p: No Discriminator_loss: 0.198381 Generator_loss: 2.32664
[INFO] 2021-02-14 15:48:45 > Step: 442500 Progress: 88.5% Elapsed: 2 days, 23:19:06 temperature: no ada_p: No Discriminator_loss: 0.307241 Generator_loss: 1.78962
[INFO] 2021-02-14 15:49:49 > Step: 442600 Progress: 88.5% Elapsed: 2 days, 23:20:11 temperature: no ada_p: No Discriminator_loss: 0.344302 Generator_loss: 1.29373
[INFO] 2021-02-14 15:50:54 > Step: 442700 Progress: 88.5% Elapsed: 2 days, 23:21:15 temperature: no ada_p: No Discriminator_loss: 0.253902 Generator_loss: 2.07594
[INFO] 2021-02-14 15:51:58 > Step: 442800 Progress: 88.6% Elapsed: 2 days, 23:22:20 temperature: no ada_p: No Discriminator_loss: 0.322304 Generator_loss: 2.45366
[INFO] 2021-02-14 15:53:03 > Step: 442900 Progress: 88.6% Elapsed: 2 days, 23:23:24 temperature: no ada_p: No Discriminator_loss: 0.330194 Generator_loss: 1.72581
[INFO] 2021-02-14 15:54:07 > Step: 443000 Progress: 88.6% Elapsed: 2 days, 23:24:29 temperature: no ada_p: No Discriminator_loss: 0.329702 Generator_loss: 1.57359
[INFO] 2021-02-14 15:55:12 > Step: 443100 Progress: 88.6% Elapsed: 2 days, 23:25:33 temperature: no ada_p: No Discriminator_loss: 0.315331 Generator_loss: 1.57962
[INFO] 2021-02-14 15:56:16 > Step: 443200 Progress: 88.6% Elapsed: 2 days, 23:26:38 temperature: no ada_p: No Discriminator_loss: 0.211942 Generator_loss: 2.53094
[INFO] 2021-02-14 15:57:21 > Step: 443300 Progress: 88.7% Elapsed: 2 days, 23:27:43 temperature: no ada_p: No Discriminator_loss: 0.210898 Generator_loss: 1.58697
[INFO] 2021-02-14 15:58:26 > Step: 443400 Progress: 88.7% Elapsed: 2 days, 23:28:47 temperature: no ada_p: No Discriminator_loss: 0.262066 Generator_loss: 2.12652
[INFO] 2021-02-14 15:59:30 > Step: 443500 Progress: 88.7% Elapsed: 2 days, 23:29:52 temperature: no ada_p: No Discriminator_loss: 0.145148 Generator_loss: 2.27841
[INFO] 2021-02-14 16:00:35 > Step: 443600 Progress: 88.7% Elapsed: 2 days, 23:30:57 temperature: no ada_p: No Discriminator_loss: 0.178946 Generator_loss: 2.42278
[INFO] 2021-02-14 16:01:40 > Step: 443700 Progress: 88.7% Elapsed: 2 days, 23:32:01 temperature: no ada_p: No Discriminator_loss: 0.232698 Generator_loss: 2.01159
[INFO] 2021-02-14 16:02:44 > Step: 443800 Progress: 88.8% Elapsed: 2 days, 23:33:06 temperature: no ada_p: No Discriminator_loss: 0.285084 Generator_loss: 2.773
[INFO] 2021-02-14 16:03:49 > Step: 443900 Progress: 88.8% Elapsed: 2 days, 23:34:11 temperature: no ada_p: No Discriminator_loss: 0.320808 Generator_loss: 1.5834
[INFO] 2021-02-14 16:04:54 > Step: 444000 Progress: 88.8% Elapsed: 2 days, 23:35:15 temperature: no ada_p: No Discriminator_loss: 0.21764 Generator_loss: 1.90011
[INFO] 2021-02-14 16:04:54 > Start Evaluation (444000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 16:04:54 > Calculating FID Score....
[INFO] 2021-02-14 16:05:37 > Calculating Inception Score....
[INFO] 2021-02-14 16:06:01 > Calculate F_beta Score....
[INFO] 2021-02-14 16:13:19 > Calculate Accuracies....
[INFO] 2021-02-14 16:13:42 > Calculate Accuracies....
[INFO] 2021-02-14 16:17:20 > F_8 score (Step: 444000, Using valid images): 0.9046566536704629
[INFO] 2021-02-14 16:17:20 > F_1/8 score (Step: 444000, Using valid images): 0.935183231659889
[INFO] 2021-02-14 16:17:20 > FID score (Step: 444000, Using valid moments): 28.856019539745375
[INFO] 2021-02-14 16:17:20 > Inception score (Step: 444000, 50000 generated images): 31.007280349731445
[INFO] 2021-02-14 16:17:20 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 16:17:31 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 16:18:35 > Step: 444100 Progress: 88.8% Elapsed: 2 days, 23:48:57 temperature: no ada_p: No Discriminator_loss: 0.296002 Generator_loss: 1.65274
[INFO] 2021-02-14 16:19:39 > Step: 444200 Progress: 88.8% Elapsed: 2 days, 23:50:01 temperature: no ada_p: No Discriminator_loss: 0.186803 Generator_loss: 2.57593
[INFO] 2021-02-14 16:20:43 > Step: 444300 Progress: 88.9% Elapsed: 2 days, 23:51:05 temperature: no ada_p: No Discriminator_loss: 0.234271 Generator_loss: 2.23118
[INFO] 2021-02-14 16:21:47 > Step: 444400 Progress: 88.9% Elapsed: 2 days, 23:52:09 temperature: no ada_p: No Discriminator_loss: 0.307387 Generator_loss: 1.67612
[INFO] 2021-02-14 16:22:51 > Step: 444500 Progress: 88.9% Elapsed: 2 days, 23:53:13 temperature: no ada_p: No Discriminator_loss: 0.345379 Generator_loss: 3.06577
[INFO] 2021-02-14 16:23:55 > Step: 444600 Progress: 88.9% Elapsed: 2 days, 23:54:17 temperature: no ada_p: No Discriminator_loss: 0.287733 Generator_loss: 2.11954
[INFO] 2021-02-14 16:25:00 > Step: 444700 Progress: 88.9% Elapsed: 2 days, 23:55:21 temperature: no ada_p: No Discriminator_loss: 0.222055 Generator_loss: 2.11423
[INFO] 2021-02-14 16:26:06 > Step: 444800 Progress: 89.0% Elapsed: 2 days, 23:56:27 temperature: no ada_p: No Discriminator_loss: 0.333167 Generator_loss: 1.65973
[INFO] 2021-02-14 16:27:10 > Step: 444900 Progress: 89.0% Elapsed: 2 days, 23:57:31 temperature: no ada_p: No Discriminator_loss: 0.232511 Generator_loss: 2.70617
[INFO] 2021-02-14 16:28:14 > Step: 445000 Progress: 89.0% Elapsed: 2 days, 23:58:36 temperature: no ada_p: No Discriminator_loss: 0.216267 Generator_loss: 2.45279
[INFO] 2021-02-14 16:29:18 > Step: 445100 Progress: 89.0% Elapsed: 2 days, 23:59:40 temperature: no ada_p: No Discriminator_loss: 0.494831 Generator_loss: 1.06807
[INFO] 2021-02-14 16:30:23 > Step: 445200 Progress: 89.0% Elapsed: 3 days, 0:00:44 temperature: no ada_p: No Discriminator_loss: 0.20003 Generator_loss: 1.89209
[INFO] 2021-02-14 16:31:45 > Step: 445300 Progress: 89.1% Elapsed: 3 days, 0:02:07 temperature: no ada_p: No Discriminator_loss: 0.221999 Generator_loss: 1.93658
[INFO] 2021-02-14 16:32:50 > Step: 445400 Progress: 89.1% Elapsed: 3 days, 0:03:12 temperature: no ada_p: No Discriminator_loss: 0.189744 Generator_loss: 1.97913
[INFO] 2021-02-14 16:33:54 > Step: 445500 Progress: 89.1% Elapsed: 3 days, 0:04:16 temperature: no ada_p: No Discriminator_loss: 0.270018 Generator_loss: 1.30547
[INFO] 2021-02-14 16:34:59 > Step: 445600 Progress: 89.1% Elapsed: 3 days, 0:05:21 temperature: no ada_p: No Discriminator_loss: 0.207959 Generator_loss: 1.92772
[INFO] 2021-02-14 16:36:05 > Step: 445700 Progress: 89.1% Elapsed: 3 days, 0:06:26 temperature: no ada_p: No Discriminator_loss: 0.306379 Generator_loss: 2.60612
[INFO] 2021-02-14 16:37:10 > Step: 445800 Progress: 89.2% Elapsed: 3 days, 0:07:31 temperature: no ada_p: No Discriminator_loss: 0.302489 Generator_loss: 1.65384
[INFO] 2021-02-14 16:38:14 > Step: 445900 Progress: 89.2% Elapsed: 3 days, 0:08:36 temperature: no ada_p: No Discriminator_loss: 0.185303 Generator_loss: 2.41253
[INFO] 2021-02-14 16:39:19 > Step: 446000 Progress: 89.2% Elapsed: 3 days, 0:09:41 temperature: no ada_p: No Discriminator_loss: 0.237505 Generator_loss: 1.71904
[INFO] 2021-02-14 16:39:19 > Start Evaluation (446000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 16:39:19 > Calculating FID Score....
[INFO] 2021-02-14 16:40:00 > Calculating Inception Score....
[INFO] 2021-02-14 16:40:24 > Calculate F_beta Score....
[INFO] 2021-02-14 16:47:30 > Calculate Accuracies....
[INFO] 2021-02-14 16:47:53 > Calculate Accuracies....
[INFO] 2021-02-14 16:51:31 > F_8 score (Step: 446000, Using valid images): 0.9010959772780219
[INFO] 2021-02-14 16:51:31 > F_1/8 score (Step: 446000, Using valid images): 0.934383120443528
[INFO] 2021-02-14 16:51:31 > FID score (Step: 446000, Using valid moments): 28.945484499601775
[INFO] 2021-02-14 16:51:31 > Inception score (Step: 446000, 50000 generated images): 29.946439743041992
[INFO] 2021-02-14 16:51:31 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 16:51:42 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 16:52:46 > Step: 446100 Progress: 89.2% Elapsed: 3 days, 0:23:08 temperature: no ada_p: No Discriminator_loss: 0.217158 Generator_loss: 2.28379
[INFO] 2021-02-14 16:53:50 > Step: 446200 Progress: 89.2% Elapsed: 3 days, 0:24:12 temperature: no ada_p: No Discriminator_loss: 0.251388 Generator_loss: 2.70002
[INFO] 2021-02-14 16:54:54 > Step: 446300 Progress: 89.3% Elapsed: 3 days, 0:25:16 temperature: no ada_p: No Discriminator_loss: 0.185598 Generator_loss: 2.2303
[INFO] 2021-02-14 16:55:58 > Step: 446400 Progress: 89.3% Elapsed: 3 days, 0:26:20 temperature: no ada_p: No Discriminator_loss: 0.200649 Generator_loss: 2.47755
[INFO] 2021-02-14 16:57:02 > Step: 446500 Progress: 89.3% Elapsed: 3 days, 0:27:24 temperature: no ada_p: No Discriminator_loss: 0.23286 Generator_loss: 2.12517
[INFO] 2021-02-14 16:58:07 > Step: 446600 Progress: 89.3% Elapsed: 3 days, 0:28:28 temperature: no ada_p: No Discriminator_loss: 0.277086 Generator_loss: 1.75316
[INFO] 2021-02-14 16:59:11 > Step: 446700 Progress: 89.3% Elapsed: 3 days, 0:29:32 temperature: no ada_p: No Discriminator_loss: 0.442171 Generator_loss: 1.06751
[INFO] 2021-02-14 17:00:15 > Step: 446800 Progress: 89.4% Elapsed: 3 days, 0:30:37 temperature: no ada_p: No Discriminator_loss: 0.227846 Generator_loss: 2.5304
[INFO] 2021-02-14 17:01:19 > Step: 446900 Progress: 89.4% Elapsed: 3 days, 0:31:41 temperature: no ada_p: No Discriminator_loss: 0.241914 Generator_loss: 1.74344
[INFO] 2021-02-14 17:02:23 > Step: 447000 Progress: 89.4% Elapsed: 3 days, 0:32:45 temperature: no ada_p: No Discriminator_loss: 0.210387 Generator_loss: 2.42765
[INFO] 2021-02-14 17:03:28 > Step: 447100 Progress: 89.4% Elapsed: 3 days, 0:33:49 temperature: no ada_p: No Discriminator_loss: 0.432218 Generator_loss: 1.56951
[INFO] 2021-02-14 17:04:32 > Step: 447200 Progress: 89.4% Elapsed: 3 days, 0:34:53 temperature: no ada_p: No Discriminator_loss: 0.207269 Generator_loss: 1.77645
[INFO] 2021-02-14 17:05:38 > Step: 447300 Progress: 89.5% Elapsed: 3 days, 0:36:00 temperature: no ada_p: No Discriminator_loss: 0.165195 Generator_loss: 2.36504
[INFO] 2021-02-14 17:07:01 > Step: 447400 Progress: 89.5% Elapsed: 3 days, 0:37:23 temperature: no ada_p: No Discriminator_loss: 0.467655 Generator_loss: 1.46194
[INFO] 2021-02-14 17:08:06 > Step: 447500 Progress: 89.5% Elapsed: 3 days, 0:38:28 temperature: no ada_p: No Discriminator_loss: 0.264693 Generator_loss: 1.49279
[INFO] 2021-02-14 17:09:11 > Step: 447600 Progress: 89.5% Elapsed: 3 days, 0:39:33 temperature: no ada_p: No Discriminator_loss: 0.317096 Generator_loss: 1.52532
[INFO] 2021-02-14 17:10:16 > Step: 447700 Progress: 89.5% Elapsed: 3 days, 0:40:37 temperature: no ada_p: No Discriminator_loss: 0.318257 Generator_loss: 1.4914
[INFO] 2021-02-14 17:11:21 > Step: 447800 Progress: 89.6% Elapsed: 3 days, 0:41:42 temperature: no ada_p: No Discriminator_loss: 0.195467 Generator_loss: 1.76224
[INFO] 2021-02-14 17:12:25 > Step: 447900 Progress: 89.6% Elapsed: 3 days, 0:42:47 temperature: no ada_p: No Discriminator_loss: 0.17563 Generator_loss: 2.30544
[INFO] 2021-02-14 17:13:30 > Step: 448000 Progress: 89.6% Elapsed: 3 days, 0:43:51 temperature: no ada_p: No Discriminator_loss: 0.318367 Generator_loss: 2.63514
[INFO] 2021-02-14 17:13:30 > Start Evaluation (448000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 17:13:30 > Calculating FID Score....
[INFO] 2021-02-14 17:14:10 > Calculating Inception Score....
[INFO] 2021-02-14 17:14:34 > Calculate F_beta Score....
[INFO] 2021-02-14 17:21:33 > Calculate Accuracies....
[INFO] 2021-02-14 17:21:56 > Calculate Accuracies....
[INFO] 2021-02-14 17:25:34 > F_8 score (Step: 448000, Using valid images): 0.9158110398624435
[INFO] 2021-02-14 17:25:34 > F_1/8 score (Step: 448000, Using valid images): 0.9315499311308363
[INFO] 2021-02-14 17:25:34 > FID score (Step: 448000, Using valid moments): 29.474651563415705
[INFO] 2021-02-14 17:25:34 > Inception score (Step: 448000, 50000 generated images): 30.405818939208984
[INFO] 2021-02-14 17:25:34 > Best FID score (Step: 434000, Using valid moments): 28.49769152770756
[INFO] 2021-02-14 17:25:46 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 17:26:50 > Step: 448100 Progress: 89.6% Elapsed: 3 days, 0:57:11 temperature: no ada_p: No Discriminator_loss: 0.283283 Generator_loss: 1.51858
[INFO] 2021-02-14 17:27:54 > Step: 448200 Progress: 89.6% Elapsed: 3 days, 0:58:15 temperature: no ada_p: No Discriminator_loss: 0.320571 Generator_loss: 1.53357
[INFO] 2021-02-14 17:28:58 > Step: 448300 Progress: 89.7% Elapsed: 3 days, 0:59:19 temperature: no ada_p: No Discriminator_loss: 0.236308 Generator_loss: 2.2771
[INFO] 2021-02-14 17:30:02 > Step: 448400 Progress: 89.7% Elapsed: 3 days, 1:00:24 temperature: no ada_p: No Discriminator_loss: 0.201672 Generator_loss: 2.03273
[INFO] 2021-02-14 17:31:25 > Step: 448500 Progress: 89.7% Elapsed: 3 days, 1:01:47 temperature: no ada_p: No Discriminator_loss: 0.197858 Generator_loss: 2.75961
[INFO] 2021-02-14 17:32:30 > Step: 448600 Progress: 89.7% Elapsed: 3 days, 1:02:51 temperature: no ada_p: No Discriminator_loss: 0.481237 Generator_loss: 1.20411
[INFO] 2021-02-14 17:33:34 > Step: 448700 Progress: 89.7% Elapsed: 3 days, 1:03:56 temperature: no ada_p: No Discriminator_loss: 0.423781 Generator_loss: 2.74626
[INFO] 2021-02-14 17:34:39 > Step: 448800 Progress: 89.8% Elapsed: 3 days, 1:05:01 temperature: no ada_p: No Discriminator_loss: 0.245873 Generator_loss: 1.71882
[INFO] 2021-02-14 17:35:43 > Step: 448900 Progress: 89.8% Elapsed: 3 days, 1:06:05 temperature: no ada_p: No Discriminator_loss: 0.210228 Generator_loss: 2.13308
[INFO] 2021-02-14 17:36:48 > Step: 449000 Progress: 89.8% Elapsed: 3 days, 1:07:10 temperature: no ada_p: No Discriminator_loss: 0.29684 Generator_loss: 2.32963
[INFO] 2021-02-14 17:37:53 > Step: 449100 Progress: 89.8% Elapsed: 3 days, 1:08:15 temperature: no ada_p: No Discriminator_loss: 0.213378 Generator_loss: 1.89303
[INFO] 2021-02-14 17:38:58 > Step: 449200 Progress: 89.8% Elapsed: 3 days, 1:09:19 temperature: no ada_p: No Discriminator_loss: 0.221802 Generator_loss: 1.74369
[INFO] 2021-02-14 17:40:03 > Step: 449300 Progress: 89.9% Elapsed: 3 days, 1:10:24 temperature: no ada_p: No Discriminator_loss: 0.249108 Generator_loss: 1.41604
[INFO] 2021-02-14 17:41:07 > Step: 449400 Progress: 89.9% Elapsed: 3 days, 1:11:29 temperature: no ada_p: No Discriminator_loss: 0.175456 Generator_loss: 1.9633
[INFO] 2021-02-14 17:42:12 > Step: 449500 Progress: 89.9% Elapsed: 3 days, 1:12:33 temperature: no ada_p: No Discriminator_loss: 0.223871 Generator_loss: 2.72224
[INFO] 2021-02-14 17:43:17 > Step: 449600 Progress: 89.9% Elapsed: 3 days, 1:13:38 temperature: no ada_p: No Discriminator_loss: 0.2942 Generator_loss: 1.69205
[INFO] 2021-02-14 17:44:21 > Step: 449700 Progress: 89.9% Elapsed: 3 days, 1:14:43 temperature: no ada_p: No Discriminator_loss: 0.28066 Generator_loss: 2.51039
[INFO] 2021-02-14 17:45:28 > Step: 449800 Progress: 90.0% Elapsed: 3 days, 1:15:50 temperature: no ada_p: No Discriminator_loss: 0.162951 Generator_loss: 1.78086
[INFO] 2021-02-14 17:46:33 > Step: 449900 Progress: 90.0% Elapsed: 3 days, 1:16:54 temperature: no ada_p: No Discriminator_loss: 0.288644 Generator_loss: 2.72939
[INFO] 2021-02-14 17:47:37 > Step: 450000 Progress: 90.0% Elapsed: 3 days, 1:17:59 temperature: no ada_p: No Discriminator_loss: 0.294696 Generator_loss: 1.77883
[INFO] 2021-02-14 17:47:37 > Start Evaluation (450000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 17:47:37 > Calculating FID Score....
[INFO] 2021-02-14 17:48:19 > Calculating Inception Score....
[INFO] 2021-02-14 17:48:43 > Calculate F_beta Score....
[INFO] 2021-02-14 17:55:44 > Calculate Accuracies....
[INFO] 2021-02-14 17:56:07 > Calculate Accuracies....
[INFO] 2021-02-14 17:59:45 > F_8 score (Step: 450000, Using valid images): 0.9177423001175455
[INFO] 2021-02-14 17:59:45 > F_1/8 score (Step: 450000, Using valid images): 0.9364580318261138
[INFO] 2021-02-14 17:59:45 > FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 17:59:45 > Inception score (Step: 450000, 50000 generated images): 31.545425415039062
[INFO] 2021-02-14 17:59:45 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 18:00:08 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 18:01:31 > Step: 450100 Progress: 90.0% Elapsed: 3 days, 1:31:53 temperature: no ada_p: No Discriminator_loss: 0.149425 Generator_loss: 2.75129
[INFO] 2021-02-14 18:02:36 > Step: 450200 Progress: 90.0% Elapsed: 3 days, 1:32:57 temperature: no ada_p: No Discriminator_loss: 0.309243 Generator_loss: 1.25418
[INFO] 2021-02-14 18:03:40 > Step: 450300 Progress: 90.1% Elapsed: 3 days, 1:34:02 temperature: no ada_p: No Discriminator_loss: 0.26275 Generator_loss: 1.90922
[INFO] 2021-02-14 18:04:45 > Step: 450400 Progress: 90.1% Elapsed: 3 days, 1:35:07 temperature: no ada_p: No Discriminator_loss: 0.137852 Generator_loss: 2.01745
[INFO] 2021-02-14 18:05:50 > Step: 450500 Progress: 90.1% Elapsed: 3 days, 1:36:11 temperature: no ada_p: No Discriminator_loss: 0.239928 Generator_loss: 1.815
[INFO] 2021-02-14 18:06:54 > Step: 450600 Progress: 90.1% Elapsed: 3 days, 1:37:16 temperature: no ada_p: No Discriminator_loss: 0.304938 Generator_loss: 1.59648
[INFO] 2021-02-14 18:07:59 > Step: 450700 Progress: 90.1% Elapsed: 3 days, 1:38:21 temperature: no ada_p: No Discriminator_loss: 0.181863 Generator_loss: 2.58926
[INFO] 2021-02-14 18:09:04 > Step: 450800 Progress: 90.2% Elapsed: 3 days, 1:39:25 temperature: no ada_p: No Discriminator_loss: 0.298897 Generator_loss: 1.81385
[INFO] 2021-02-14 18:10:09 > Step: 450900 Progress: 90.2% Elapsed: 3 days, 1:40:30 temperature: no ada_p: No Discriminator_loss: 0.636366 Generator_loss: 2.58411
[INFO] 2021-02-14 18:11:13 > Step: 451000 Progress: 90.2% Elapsed: 3 days, 1:41:35 temperature: no ada_p: No Discriminator_loss: 0.167191 Generator_loss: 2.49416
[INFO] 2021-02-14 18:12:18 > Step: 451100 Progress: 90.2% Elapsed: 3 days, 1:42:40 temperature: no ada_p: No Discriminator_loss: 0.191388 Generator_loss: 2.46767
[INFO] 2021-02-14 18:13:23 > Step: 451200 Progress: 90.2% Elapsed: 3 days, 1:43:44 temperature: no ada_p: No Discriminator_loss: 0.268256 Generator_loss: 2.58456
[INFO] 2021-02-14 18:14:27 > Step: 451300 Progress: 90.3% Elapsed: 3 days, 1:44:49 temperature: no ada_p: No Discriminator_loss: 0.203062 Generator_loss: 1.78551
[INFO] 2021-02-14 18:15:32 > Step: 451400 Progress: 90.3% Elapsed: 3 days, 1:45:53 temperature: no ada_p: No Discriminator_loss: 0.174511 Generator_loss: 2.13071
[INFO] 2021-02-14 18:16:37 > Step: 451500 Progress: 90.3% Elapsed: 3 days, 1:46:58 temperature: no ada_p: No Discriminator_loss: 0.247898 Generator_loss: 1.91412
[INFO] 2021-02-14 18:17:41 > Step: 451600 Progress: 90.3% Elapsed: 3 days, 1:48:03 temperature: no ada_p: No Discriminator_loss: 0.275524 Generator_loss: 1.81947
[INFO] 2021-02-14 18:18:46 > Step: 451700 Progress: 90.3% Elapsed: 3 days, 1:49:07 temperature: no ada_p: No Discriminator_loss: 0.280516 Generator_loss: 1.61334
[INFO] 2021-02-14 18:19:50 > Step: 451800 Progress: 90.4% Elapsed: 3 days, 1:50:12 temperature: no ada_p: No Discriminator_loss: 0.252138 Generator_loss: 2.8562
[INFO] 2021-02-14 18:20:55 > Step: 451900 Progress: 90.4% Elapsed: 3 days, 1:51:17 temperature: no ada_p: No Discriminator_loss: 0.218794 Generator_loss: 2.31811
[INFO] 2021-02-14 18:22:00 > Step: 452000 Progress: 90.4% Elapsed: 3 days, 1:52:21 temperature: no ada_p: No Discriminator_loss: 0.18591 Generator_loss: 1.81748
[INFO] 2021-02-14 18:22:00 > Start Evaluation (452000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 18:22:00 > Calculating FID Score....
[INFO] 2021-02-14 18:22:41 > Calculating Inception Score....
[INFO] 2021-02-14 18:23:04 > Calculate F_beta Score....
[INFO] 2021-02-14 18:30:03 > Calculate Accuracies....
[INFO] 2021-02-14 18:30:26 > Calculate Accuracies....
[INFO] 2021-02-14 18:34:04 > F_8 score (Step: 452000, Using valid images): 0.9212464379353431
[INFO] 2021-02-14 18:34:04 > F_1/8 score (Step: 452000, Using valid images): 0.9223336870672763
[INFO] 2021-02-14 18:34:04 > FID score (Step: 452000, Using valid moments): 28.924517779529765
[INFO] 2021-02-14 18:34:04 > Inception score (Step: 452000, 50000 generated images): 29.95301055908203
[INFO] 2021-02-14 18:34:04 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 18:34:15 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 18:35:19 > Step: 452100 Progress: 90.4% Elapsed: 3 days, 2:05:41 temperature: no ada_p: No Discriminator_loss: 0.245287 Generator_loss: 1.70299
[INFO] 2021-02-14 18:36:23 > Step: 452200 Progress: 90.4% Elapsed: 3 days, 2:06:45 temperature: no ada_p: No Discriminator_loss: 0.12639 Generator_loss: 2.33411
[INFO] 2021-02-14 18:37:29 > Step: 452300 Progress: 90.5% Elapsed: 3 days, 2:07:51 temperature: no ada_p: No Discriminator_loss: 0.189083 Generator_loss: 1.66353
[INFO] 2021-02-14 18:38:34 > Step: 452400 Progress: 90.5% Elapsed: 3 days, 2:08:55 temperature: no ada_p: No Discriminator_loss: 0.293898 Generator_loss: 1.48871
[INFO] 2021-02-14 18:39:38 > Step: 452500 Progress: 90.5% Elapsed: 3 days, 2:10:00 temperature: no ada_p: No Discriminator_loss: 0.184665 Generator_loss: 1.99155
[INFO] 2021-02-14 18:40:42 > Step: 452600 Progress: 90.5% Elapsed: 3 days, 2:11:04 temperature: no ada_p: No Discriminator_loss: 0.247765 Generator_loss: 1.82667
[INFO] 2021-02-14 18:41:47 > Step: 452700 Progress: 90.5% Elapsed: 3 days, 2:12:08 temperature: no ada_p: No Discriminator_loss: 0.246271 Generator_loss: 1.64593
[INFO] 2021-02-14 18:42:51 > Step: 452800 Progress: 90.6% Elapsed: 3 days, 2:13:13 temperature: no ada_p: No Discriminator_loss: 0.29513 Generator_loss: 2.80406
[INFO] 2021-02-14 18:44:22 > Step: 452900 Progress: 90.6% Elapsed: 3 days, 2:14:44 temperature: no ada_p: No Discriminator_loss: 0.292432 Generator_loss: 1.49
[INFO] 2021-02-14 18:45:27 > Step: 453000 Progress: 90.6% Elapsed: 3 days, 2:15:49 temperature: no ada_p: No Discriminator_loss: 0.221522 Generator_loss: 1.79117
[INFO] 2021-02-14 18:46:32 > Step: 453100 Progress: 90.6% Elapsed: 3 days, 2:16:53 temperature: no ada_p: No Discriminator_loss: 0.359113 Generator_loss: 1.04397
[INFO] 2021-02-14 18:47:36 > Step: 453200 Progress: 90.6% Elapsed: 3 days, 2:17:58 temperature: no ada_p: No Discriminator_loss: 0.181626 Generator_loss: 2.39506
[INFO] 2021-02-14 18:48:41 > Step: 453300 Progress: 90.7% Elapsed: 3 days, 2:19:02 temperature: no ada_p: No Discriminator_loss: 0.189256 Generator_loss: 2.09723
[INFO] 2021-02-14 18:49:45 > Step: 453400 Progress: 90.7% Elapsed: 3 days, 2:20:07 temperature: no ada_p: No Discriminator_loss: 0.255015 Generator_loss: 2.43916
[INFO] 2021-02-14 18:50:50 > Step: 453500 Progress: 90.7% Elapsed: 3 days, 2:21:11 temperature: no ada_p: No Discriminator_loss: 0.174349 Generator_loss: 2.6032
[INFO] 2021-02-14 18:51:54 > Step: 453600 Progress: 90.7% Elapsed: 3 days, 2:22:16 temperature: no ada_p: No Discriminator_loss: 0.238872 Generator_loss: 1.79947
[INFO] 2021-02-14 18:52:59 > Step: 453700 Progress: 90.7% Elapsed: 3 days, 2:23:21 temperature: no ada_p: No Discriminator_loss: 0.234823 Generator_loss: 2.54942
[INFO] 2021-02-14 18:54:04 > Step: 453800 Progress: 90.8% Elapsed: 3 days, 2:24:25 temperature: no ada_p: No Discriminator_loss: 0.422648 Generator_loss: 2.63739
[INFO] 2021-02-14 18:55:08 > Step: 453900 Progress: 90.8% Elapsed: 3 days, 2:25:30 temperature: no ada_p: No Discriminator_loss: 0.232849 Generator_loss: 1.78277
[INFO] 2021-02-14 18:56:13 > Step: 454000 Progress: 90.8% Elapsed: 3 days, 2:26:35 temperature: no ada_p: No Discriminator_loss: 0.180616 Generator_loss: 2.18435
[INFO] 2021-02-14 18:56:13 > Start Evaluation (454000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 18:56:13 > Calculating FID Score....
[INFO] 2021-02-14 18:56:54 > Calculating Inception Score....
[INFO] 2021-02-14 18:57:18 > Calculate F_beta Score....
[INFO] 2021-02-14 19:04:20 > Calculate Accuracies....
[INFO] 2021-02-14 19:04:44 > Calculate Accuracies....
[INFO] 2021-02-14 19:08:22 > F_8 score (Step: 454000, Using valid images): 0.8983634883661563
[INFO] 2021-02-14 19:08:22 > F_1/8 score (Step: 454000, Using valid images): 0.9209632629694363
[INFO] 2021-02-14 19:08:22 > FID score (Step: 454000, Using valid moments): 29.724560273383133
[INFO] 2021-02-14 19:08:22 > Inception score (Step: 454000, 50000 generated images): 30.211387634277344
[INFO] 2021-02-14 19:08:22 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 19:08:33 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 19:09:37 > Step: 454100 Progress: 90.8% Elapsed: 3 days, 2:39:59 temperature: no ada_p: No Discriminator_loss: 0.202223 Generator_loss: 2.46664
[INFO] 2021-02-14 19:10:42 > Step: 454200 Progress: 90.8% Elapsed: 3 days, 2:41:03 temperature: no ada_p: No Discriminator_loss: 0.323386 Generator_loss: 1.52115
[INFO] 2021-02-14 19:11:46 > Step: 454300 Progress: 90.9% Elapsed: 3 days, 2:42:08 temperature: no ada_p: No Discriminator_loss: 0.230065 Generator_loss: 1.92362
[INFO] 2021-02-14 19:12:51 > Step: 454400 Progress: 90.9% Elapsed: 3 days, 2:43:12 temperature: no ada_p: No Discriminator_loss: 0.189475 Generator_loss: 1.80876
[INFO] 2021-02-14 19:13:55 > Step: 454500 Progress: 90.9% Elapsed: 3 days, 2:44:16 temperature: no ada_p: No Discriminator_loss: 0.223449 Generator_loss: 1.71189
[INFO] 2021-02-14 19:15:18 > Step: 454600 Progress: 90.9% Elapsed: 3 days, 2:45:39 temperature: no ada_p: No Discriminator_loss: 0.425534 Generator_loss: 1.52306
[INFO] 2021-02-14 19:16:22 > Step: 454700 Progress: 90.9% Elapsed: 3 days, 2:46:44 temperature: no ada_p: No Discriminator_loss: 0.236529 Generator_loss: 2.28022
[INFO] 2021-02-14 19:17:29 > Step: 454800 Progress: 91.0% Elapsed: 3 days, 2:47:50 temperature: no ada_p: No Discriminator_loss: 0.227655 Generator_loss: 2.19242
[INFO] 2021-02-14 19:18:33 > Step: 454900 Progress: 91.0% Elapsed: 3 days, 2:48:55 temperature: no ada_p: No Discriminator_loss: 0.16607 Generator_loss: 2.57804
[INFO] 2021-02-14 19:19:38 > Step: 455000 Progress: 91.0% Elapsed: 3 days, 2:50:00 temperature: no ada_p: No Discriminator_loss: 0.179143 Generator_loss: 2.1692
[INFO] 2021-02-14 19:20:43 > Step: 455100 Progress: 91.0% Elapsed: 3 days, 2:51:04 temperature: no ada_p: No Discriminator_loss: 0.366538 Generator_loss: 1.5423
[INFO] 2021-02-14 19:21:47 > Step: 455200 Progress: 91.0% Elapsed: 3 days, 2:52:09 temperature: no ada_p: No Discriminator_loss: 0.207671 Generator_loss: 1.83233
[INFO] 2021-02-14 19:22:52 > Step: 455300 Progress: 91.1% Elapsed: 3 days, 2:53:14 temperature: no ada_p: No Discriminator_loss: 0.228081 Generator_loss: 2.0032
[INFO] 2021-02-14 19:23:57 > Step: 455400 Progress: 91.1% Elapsed: 3 days, 2:54:18 temperature: no ada_p: No Discriminator_loss: 0.231809 Generator_loss: 2.74273
[INFO] 2021-02-14 19:25:01 > Step: 455500 Progress: 91.1% Elapsed: 3 days, 2:55:23 temperature: no ada_p: No Discriminator_loss: 0.229134 Generator_loss: 2.0084
[INFO] 2021-02-14 19:26:06 > Step: 455600 Progress: 91.1% Elapsed: 3 days, 2:56:27 temperature: no ada_p: No Discriminator_loss: 0.265603 Generator_loss: 1.69917
[INFO] 2021-02-14 19:27:10 > Step: 455700 Progress: 91.1% Elapsed: 3 days, 2:57:32 temperature: no ada_p: No Discriminator_loss: 0.313281 Generator_loss: 2.91716
[INFO] 2021-02-14 19:28:15 > Step: 455800 Progress: 91.2% Elapsed: 3 days, 2:58:36 temperature: no ada_p: No Discriminator_loss: 0.235707 Generator_loss: 2.84781
[INFO] 2021-02-14 19:29:19 > Step: 455900 Progress: 91.2% Elapsed: 3 days, 2:59:41 temperature: no ada_p: No Discriminator_loss: 0.323125 Generator_loss: 1.46912
[INFO] 2021-02-14 19:30:24 > Step: 456000 Progress: 91.2% Elapsed: 3 days, 3:00:46 temperature: no ada_p: No Discriminator_loss: 0.18855 Generator_loss: 2.16157
[INFO] 2021-02-14 19:30:24 > Start Evaluation (456000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 19:30:24 > Calculating FID Score....
[INFO] 2021-02-14 19:31:05 > Calculating Inception Score....
[INFO] 2021-02-14 19:31:29 > Calculate F_beta Score....
[INFO] 2021-02-14 19:38:32 > Calculate Accuracies....
[INFO] 2021-02-14 19:38:55 > Calculate Accuracies....
[INFO] 2021-02-14 19:42:33 > F_8 score (Step: 456000, Using valid images): 0.9171527767877201
[INFO] 2021-02-14 19:42:33 > F_1/8 score (Step: 456000, Using valid images): 0.927154045053298
[INFO] 2021-02-14 19:42:33 > FID score (Step: 456000, Using valid moments): 28.033603845881032
[INFO] 2021-02-14 19:42:33 > Inception score (Step: 456000, 50000 generated images): 31.044485092163086
[INFO] 2021-02-14 19:42:33 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 19:42:45 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 19:43:49 > Step: 456100 Progress: 91.2% Elapsed: 3 days, 3:14:11 temperature: no ada_p: No Discriminator_loss: 0.287168 Generator_loss: 2.51531
[INFO] 2021-02-14 19:44:53 > Step: 456200 Progress: 91.2% Elapsed: 3 days, 3:15:15 temperature: no ada_p: No Discriminator_loss: 0.264846 Generator_loss: 2.672
[INFO] 2021-02-14 19:45:57 > Step: 456300 Progress: 91.3% Elapsed: 3 days, 3:16:19 temperature: no ada_p: No Discriminator_loss: 0.229908 Generator_loss: 2.31591
[INFO] 2021-02-14 19:47:01 > Step: 456400 Progress: 91.3% Elapsed: 3 days, 3:17:23 temperature: no ada_p: No Discriminator_loss: 0.309957 Generator_loss: 1.70207
[INFO] 2021-02-14 19:48:24 > Step: 456500 Progress: 91.3% Elapsed: 3 days, 3:18:46 temperature: no ada_p: No Discriminator_loss: 0.22719 Generator_loss: 1.65946
[INFO] 2021-02-14 19:49:29 > Step: 456600 Progress: 91.3% Elapsed: 3 days, 3:19:50 temperature: no ada_p: No Discriminator_loss: 0.204266 Generator_loss: 1.97122
[INFO] 2021-02-14 19:50:33 > Step: 456700 Progress: 91.3% Elapsed: 3 days, 3:20:55 temperature: no ada_p: No Discriminator_loss: 0.3186 Generator_loss: 1.43487
[INFO] 2021-02-14 19:51:38 > Step: 456800 Progress: 91.4% Elapsed: 3 days, 3:22:00 temperature: no ada_p: No Discriminator_loss: 0.251226 Generator_loss: 1.80798
[INFO] 2021-02-14 19:52:43 > Step: 456900 Progress: 91.4% Elapsed: 3 days, 3:23:04 temperature: no ada_p: No Discriminator_loss: 0.206508 Generator_loss: 2.42055
[INFO] 2021-02-14 19:53:47 > Step: 457000 Progress: 91.4% Elapsed: 3 days, 3:24:09 temperature: no ada_p: No Discriminator_loss: 0.223996 Generator_loss: 1.92157
[INFO] 2021-02-14 19:54:52 > Step: 457100 Progress: 91.4% Elapsed: 3 days, 3:25:13 temperature: no ada_p: No Discriminator_loss: 0.19669 Generator_loss: 2.01622
[INFO] 2021-02-14 19:55:56 > Step: 457200 Progress: 91.4% Elapsed: 3 days, 3:26:18 temperature: no ada_p: No Discriminator_loss: 0.168909 Generator_loss: 2.36233
[INFO] 2021-02-14 19:57:02 > Step: 457300 Progress: 91.5% Elapsed: 3 days, 3:27:24 temperature: no ada_p: No Discriminator_loss: 0.394575 Generator_loss: 2.87136
[INFO] 2021-02-14 19:58:07 > Step: 457400 Progress: 91.5% Elapsed: 3 days, 3:28:28 temperature: no ada_p: No Discriminator_loss: 0.181544 Generator_loss: 2.40853
[INFO] 2021-02-14 19:59:11 > Step: 457500 Progress: 91.5% Elapsed: 3 days, 3:29:33 temperature: no ada_p: No Discriminator_loss: 0.206235 Generator_loss: 1.50743
[INFO] 2021-02-14 20:00:16 > Step: 457600 Progress: 91.5% Elapsed: 3 days, 3:30:38 temperature: no ada_p: No Discriminator_loss: 0.192322 Generator_loss: 2.2298
[INFO] 2021-02-14 20:01:20 > Step: 457700 Progress: 91.5% Elapsed: 3 days, 3:31:42 temperature: no ada_p: No Discriminator_loss: 0.22148 Generator_loss: 1.38684
[INFO] 2021-02-14 20:02:25 > Step: 457800 Progress: 91.6% Elapsed: 3 days, 3:32:47 temperature: no ada_p: No Discriminator_loss: 0.18701 Generator_loss: 2.45478
[INFO] 2021-02-14 20:03:29 > Step: 457900 Progress: 91.6% Elapsed: 3 days, 3:33:51 temperature: no ada_p: No Discriminator_loss: 0.268872 Generator_loss: 2.63575
[INFO] 2021-02-14 20:04:34 > Step: 458000 Progress: 91.6% Elapsed: 3 days, 3:34:56 temperature: no ada_p: No Discriminator_loss: 0.113258 Generator_loss: 2.48308
[INFO] 2021-02-14 20:04:34 > Start Evaluation (458000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 20:04:34 > Calculating FID Score....
[INFO] 2021-02-14 20:05:16 > Calculating Inception Score....
[INFO] 2021-02-14 20:05:39 > Calculate F_beta Score....
[INFO] 2021-02-14 20:12:41 > Calculate Accuracies....
[INFO] 2021-02-14 20:13:05 > Calculate Accuracies....
[INFO] 2021-02-14 20:16:43 > F_8 score (Step: 458000, Using valid images): 0.9086835339341026
[INFO] 2021-02-14 20:16:43 > F_1/8 score (Step: 458000, Using valid images): 0.9269319564298201
[INFO] 2021-02-14 20:16:43 > FID score (Step: 458000, Using valid moments): 29.24853604417541
[INFO] 2021-02-14 20:16:43 > Inception score (Step: 458000, 50000 generated images): 30.48551368713379
[INFO] 2021-02-14 20:16:43 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 20:16:54 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 20:17:58 > Step: 458100 Progress: 91.6% Elapsed: 3 days, 3:48:20 temperature: no ada_p: No Discriminator_loss: 0.420522 Generator_loss: 2.75914
[INFO] 2021-02-14 20:19:02 > Step: 458200 Progress: 91.6% Elapsed: 3 days, 3:49:24 temperature: no ada_p: No Discriminator_loss: 0.118798 Generator_loss: 2.35867
[INFO] 2021-02-14 20:20:06 > Step: 458300 Progress: 91.7% Elapsed: 3 days, 3:50:28 temperature: no ada_p: No Discriminator_loss: 0.273321 Generator_loss: 2.0891
[INFO] 2021-02-14 20:21:10 > Step: 458400 Progress: 91.7% Elapsed: 3 days, 3:51:32 temperature: no ada_p: No Discriminator_loss: 0.242775 Generator_loss: 1.93706
[INFO] 2021-02-14 20:22:15 > Step: 458500 Progress: 91.7% Elapsed: 3 days, 3:52:36 temperature: no ada_p: No Discriminator_loss: 0.199304 Generator_loss: 1.81
[INFO] 2021-02-14 20:23:19 > Step: 458600 Progress: 91.7% Elapsed: 3 days, 3:53:40 temperature: no ada_p: No Discriminator_loss: 0.24994 Generator_loss: 1.49984
[INFO] 2021-02-14 20:24:23 > Step: 458700 Progress: 91.7% Elapsed: 3 days, 3:54:44 temperature: no ada_p: No Discriminator_loss: 0.190475 Generator_loss: 2.38574
[INFO] 2021-02-14 20:25:27 > Step: 458800 Progress: 91.8% Elapsed: 3 days, 3:55:49 temperature: no ada_p: No Discriminator_loss: 0.17982 Generator_loss: 2.77837
[INFO] 2021-02-14 20:26:53 > Step: 458900 Progress: 91.8% Elapsed: 3 days, 3:57:15 temperature: no ada_p: No Discriminator_loss: 0.297531 Generator_loss: 1.5401
[INFO] 2021-02-14 20:27:57 > Step: 459000 Progress: 91.8% Elapsed: 3 days, 3:58:19 temperature: no ada_p: No Discriminator_loss: 0.265686 Generator_loss: 2.71286
[INFO] 2021-02-14 20:29:02 > Step: 459100 Progress: 91.8% Elapsed: 3 days, 3:59:24 temperature: no ada_p: No Discriminator_loss: 0.183216 Generator_loss: 2.28705
[INFO] 2021-02-14 20:30:07 > Step: 459200 Progress: 91.8% Elapsed: 3 days, 4:00:28 temperature: no ada_p: No Discriminator_loss: 0.270693 Generator_loss: 1.97298
[INFO] 2021-02-14 20:31:11 > Step: 459300 Progress: 91.9% Elapsed: 3 days, 4:01:33 temperature: no ada_p: No Discriminator_loss: 0.154554 Generator_loss: 2.34253
[INFO] 2021-02-14 20:32:16 > Step: 459400 Progress: 91.9% Elapsed: 3 days, 4:02:37 temperature: no ada_p: No Discriminator_loss: 0.195589 Generator_loss: 2.19329
[INFO] 2021-02-14 20:33:20 > Step: 459500 Progress: 91.9% Elapsed: 3 days, 4:03:42 temperature: no ada_p: No Discriminator_loss: 0.210084 Generator_loss: 2.41798
[INFO] 2021-02-14 20:34:25 > Step: 459600 Progress: 91.9% Elapsed: 3 days, 4:04:47 temperature: no ada_p: No Discriminator_loss: 0.297556 Generator_loss: 1.59445
[INFO] 2021-02-14 20:35:30 > Step: 459700 Progress: 91.9% Elapsed: 3 days, 4:05:51 temperature: no ada_p: No Discriminator_loss: 0.278588 Generator_loss: 2.62674
[INFO] 2021-02-14 20:36:36 > Step: 459800 Progress: 92.0% Elapsed: 3 days, 4:06:58 temperature: no ada_p: No Discriminator_loss: 0.283833 Generator_loss: 2.64297
[INFO] 2021-02-14 20:37:41 > Step: 459900 Progress: 92.0% Elapsed: 3 days, 4:08:02 temperature: no ada_p: No Discriminator_loss: 0.19705 Generator_loss: 2.60981
[INFO] 2021-02-14 20:38:45 > Step: 460000 Progress: 92.0% Elapsed: 3 days, 4:09:07 temperature: no ada_p: No Discriminator_loss: 0.217623 Generator_loss: 1.95274
[INFO] 2021-02-14 20:38:45 > Start Evaluation (460000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 20:38:45 > Calculating FID Score....
[INFO] 2021-02-14 20:39:26 > Calculating Inception Score....
[INFO] 2021-02-14 20:39:51 > Calculate F_beta Score....
[INFO] 2021-02-14 20:46:58 > Calculate Accuracies....
[INFO] 2021-02-14 20:47:21 > Calculate Accuracies....
[INFO] 2021-02-14 20:50:59 > F_8 score (Step: 460000, Using valid images): 0.9118261548641359
[INFO] 2021-02-14 20:50:59 > F_1/8 score (Step: 460000, Using valid images): 0.934062775652443
[INFO] 2021-02-14 20:50:59 > FID score (Step: 460000, Using valid moments): 28.01262582957969
[INFO] 2021-02-14 20:50:59 > Inception score (Step: 460000, 50000 generated images): 31.6256046295166
[INFO] 2021-02-14 20:50:59 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 20:51:10 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 20:52:14 > Step: 460100 Progress: 92.0% Elapsed: 3 days, 4:22:35 temperature: no ada_p: No Discriminator_loss: 0.188957 Generator_loss: 2.08719
[INFO] 2021-02-14 20:53:18 > Step: 460200 Progress: 92.0% Elapsed: 3 days, 4:23:40 temperature: no ada_p: No Discriminator_loss: 0.157552 Generator_loss: 2.3169
[INFO] 2021-02-14 20:54:22 > Step: 460300 Progress: 92.1% Elapsed: 3 days, 4:24:44 temperature: no ada_p: No Discriminator_loss: 0.197893 Generator_loss: 2.77153
[INFO] 2021-02-14 20:55:26 > Step: 460400 Progress: 92.1% Elapsed: 3 days, 4:25:48 temperature: no ada_p: No Discriminator_loss: 0.203576 Generator_loss: 2.40324
[INFO] 2021-02-14 20:56:30 > Step: 460500 Progress: 92.1% Elapsed: 3 days, 4:26:52 temperature: no ada_p: No Discriminator_loss: 0.287563 Generator_loss: 1.86894
[INFO] 2021-02-14 20:57:34 > Step: 460600 Progress: 92.1% Elapsed: 3 days, 4:27:56 temperature: no ada_p: No Discriminator_loss: 0.339418 Generator_loss: 2.90848
[INFO] 2021-02-14 20:58:38 > Step: 460700 Progress: 92.1% Elapsed: 3 days, 4:29:00 temperature: no ada_p: No Discriminator_loss: 0.393171 Generator_loss: 1.44227
[INFO] 2021-02-14 20:59:43 > Step: 460800 Progress: 92.2% Elapsed: 3 days, 4:30:04 temperature: no ada_p: No Discriminator_loss: 0.201621 Generator_loss: 2.11779
[INFO] 2021-02-14 21:00:47 > Step: 460900 Progress: 92.2% Elapsed: 3 days, 4:31:08 temperature: no ada_p: No Discriminator_loss: 0.306442 Generator_loss: 1.59916
[INFO] 2021-02-14 21:01:51 > Step: 461000 Progress: 92.2% Elapsed: 3 days, 4:32:12 temperature: no ada_p: No Discriminator_loss: 0.245402 Generator_loss: 1.95271
[INFO] 2021-02-14 21:02:55 > Step: 461100 Progress: 92.2% Elapsed: 3 days, 4:33:16 temperature: no ada_p: No Discriminator_loss: 0.208877 Generator_loss: 2.36309
[INFO] 2021-02-14 21:03:59 > Step: 461200 Progress: 92.2% Elapsed: 3 days, 4:34:20 temperature: no ada_p: No Discriminator_loss: 0.253468 Generator_loss: 1.93854
[INFO] 2021-02-14 21:05:03 > Step: 461300 Progress: 92.3% Elapsed: 3 days, 4:35:25 temperature: no ada_p: No Discriminator_loss: 0.359696 Generator_loss: 1.4749
[INFO] 2021-02-14 21:06:27 > Step: 461400 Progress: 92.3% Elapsed: 3 days, 4:36:49 temperature: no ada_p: No Discriminator_loss: 0.24268 Generator_loss: 2.5755
[INFO] 2021-02-14 21:07:32 > Step: 461500 Progress: 92.3% Elapsed: 3 days, 4:37:53 temperature: no ada_p: No Discriminator_loss: 0.531498 Generator_loss: 1.06421
[INFO] 2021-02-14 21:08:36 > Step: 461600 Progress: 92.3% Elapsed: 3 days, 4:38:58 temperature: no ada_p: No Discriminator_loss: 0.143541 Generator_loss: 2.27529
[INFO] 2021-02-14 21:09:41 > Step: 461700 Progress: 92.3% Elapsed: 3 days, 4:40:03 temperature: no ada_p: No Discriminator_loss: 0.256205 Generator_loss: 1.96748
[INFO] 2021-02-14 21:10:46 > Step: 461800 Progress: 92.4% Elapsed: 3 days, 4:41:07 temperature: no ada_p: No Discriminator_loss: 0.238611 Generator_loss: 1.7891
[INFO] 2021-02-14 21:11:50 > Step: 461900 Progress: 92.4% Elapsed: 3 days, 4:42:12 temperature: no ada_p: No Discriminator_loss: 0.307544 Generator_loss: 1.72502
[INFO] 2021-02-14 21:12:55 > Step: 462000 Progress: 92.4% Elapsed: 3 days, 4:43:17 temperature: no ada_p: No Discriminator_loss: 0.567638 Generator_loss: 1.50628
[INFO] 2021-02-14 21:12:55 > Start Evaluation (462000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 21:12:55 > Calculating FID Score....
[INFO] 2021-02-14 21:13:36 > Calculating Inception Score....
[INFO] 2021-02-14 21:13:59 > Calculate F_beta Score....
[INFO] 2021-02-14 21:21:00 > Calculate Accuracies....
[INFO] 2021-02-14 21:21:23 > Calculate Accuracies....
[INFO] 2021-02-14 21:25:01 > F_8 score (Step: 462000, Using valid images): 0.9112671280422592
[INFO] 2021-02-14 21:25:01 > F_1/8 score (Step: 462000, Using valid images): 0.9351657867873777
[INFO] 2021-02-14 21:25:01 > FID score (Step: 462000, Using valid moments): 28.44147010628882
[INFO] 2021-02-14 21:25:01 > Inception score (Step: 462000, 50000 generated images): 30.464508056640625
[INFO] 2021-02-14 21:25:01 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 21:25:13 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 21:26:17 > Step: 462100 Progress: 92.4% Elapsed: 3 days, 4:56:38 temperature: no ada_p: No Discriminator_loss: 0.282225 Generator_loss: 1.90843
[INFO] 2021-02-14 21:27:21 > Step: 462200 Progress: 92.4% Elapsed: 3 days, 4:57:42 temperature: no ada_p: No Discriminator_loss: 0.178821 Generator_loss: 2.50566
[INFO] 2021-02-14 21:28:27 > Step: 462300 Progress: 92.5% Elapsed: 3 days, 4:58:48 temperature: no ada_p: No Discriminator_loss: 0.251701 Generator_loss: 2.76878
[INFO] 2021-02-14 21:29:31 > Step: 462400 Progress: 92.5% Elapsed: 3 days, 4:59:52 temperature: no ada_p: No Discriminator_loss: 0.347856 Generator_loss: 1.79742
[INFO] 2021-02-14 21:30:35 > Step: 462500 Progress: 92.5% Elapsed: 3 days, 5:00:56 temperature: no ada_p: No Discriminator_loss: 0.369089 Generator_loss: 2.89959
[INFO] 2021-02-14 21:31:39 > Step: 462600 Progress: 92.5% Elapsed: 3 days, 5:02:00 temperature: no ada_p: No Discriminator_loss: 0.247269 Generator_loss: 1.56567
[INFO] 2021-02-14 21:32:43 > Step: 462700 Progress: 92.5% Elapsed: 3 days, 5:03:04 temperature: no ada_p: No Discriminator_loss: 0.297149 Generator_loss: 2.60936
[INFO] 2021-02-14 21:33:47 > Step: 462800 Progress: 92.6% Elapsed: 3 days, 5:04:09 temperature: no ada_p: No Discriminator_loss: 0.307607 Generator_loss: 2.95802
[INFO] 2021-02-14 21:35:12 > Step: 462900 Progress: 92.6% Elapsed: 3 days, 5:05:34 temperature: no ada_p: No Discriminator_loss: 0.272033 Generator_loss: 1.98261
[INFO] 2021-02-14 21:36:17 > Step: 463000 Progress: 92.6% Elapsed: 3 days, 5:06:38 temperature: no ada_p: No Discriminator_loss: 0.350507 Generator_loss: 1.40333
[INFO] 2021-02-14 21:37:21 > Step: 463100 Progress: 92.6% Elapsed: 3 days, 5:07:43 temperature: no ada_p: No Discriminator_loss: 0.211336 Generator_loss: 1.85889
[INFO] 2021-02-14 21:38:26 > Step: 463200 Progress: 92.6% Elapsed: 3 days, 5:08:48 temperature: no ada_p: No Discriminator_loss: 0.285742 Generator_loss: 1.71868
[INFO] 2021-02-14 21:39:31 > Step: 463300 Progress: 92.7% Elapsed: 3 days, 5:09:52 temperature: no ada_p: No Discriminator_loss: 0.182841 Generator_loss: 2.45898
[INFO] 2021-02-14 21:40:35 > Step: 463400 Progress: 92.7% Elapsed: 3 days, 5:10:57 temperature: no ada_p: No Discriminator_loss: 0.206943 Generator_loss: 2.63757
[INFO] 2021-02-14 21:41:40 > Step: 463500 Progress: 92.7% Elapsed: 3 days, 5:12:02 temperature: no ada_p: No Discriminator_loss: 0.22576 Generator_loss: 2.14734
[INFO] 2021-02-14 21:42:44 > Step: 463600 Progress: 92.7% Elapsed: 3 days, 5:13:06 temperature: no ada_p: No Discriminator_loss: 0.317168 Generator_loss: 1.49268
[INFO] 2021-02-14 21:43:49 > Step: 463700 Progress: 92.7% Elapsed: 3 days, 5:14:11 temperature: no ada_p: No Discriminator_loss: 0.253939 Generator_loss: 2.59643
[INFO] 2021-02-14 21:44:54 > Step: 463800 Progress: 92.8% Elapsed: 3 days, 5:15:15 temperature: no ada_p: No Discriminator_loss: 0.27231 Generator_loss: 2.37288
[INFO] 2021-02-14 21:45:58 > Step: 463900 Progress: 92.8% Elapsed: 3 days, 5:16:20 temperature: no ada_p: No Discriminator_loss: 0.229444 Generator_loss: 1.83118
[INFO] 2021-02-14 21:47:03 > Step: 464000 Progress: 92.8% Elapsed: 3 days, 5:17:25 temperature: no ada_p: No Discriminator_loss: 0.394306 Generator_loss: 1.56256
[INFO] 2021-02-14 21:47:03 > Start Evaluation (464000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 21:47:03 > Calculating FID Score....
[INFO] 2021-02-14 21:47:44 > Calculating Inception Score....
[INFO] 2021-02-14 21:48:07 > Calculate F_beta Score....
[INFO] 2021-02-14 21:55:09 > Calculate Accuracies....
[INFO] 2021-02-14 21:55:33 > Calculate Accuracies....
[INFO] 2021-02-14 21:59:11 > F_8 score (Step: 464000, Using valid images): 0.9148444296755951
[INFO] 2021-02-14 21:59:11 > F_1/8 score (Step: 464000, Using valid images): 0.9306559144789736
[INFO] 2021-02-14 21:59:11 > FID score (Step: 464000, Using valid moments): 29.369955427157265
[INFO] 2021-02-14 21:59:11 > Inception score (Step: 464000, 50000 generated images): 30.58159065246582
[INFO] 2021-02-14 21:59:11 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 21:59:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 22:00:26 > Step: 464100 Progress: 92.8% Elapsed: 3 days, 5:30:48 temperature: no ada_p: No Discriminator_loss: 0.216415 Generator_loss: 2.24686
[INFO] 2021-02-14 22:01:31 > Step: 464200 Progress: 92.8% Elapsed: 3 days, 5:31:52 temperature: no ada_p: No Discriminator_loss: 0.218444 Generator_loss: 1.91672
[INFO] 2021-02-14 22:02:35 > Step: 464300 Progress: 92.9% Elapsed: 3 days, 5:32:56 temperature: no ada_p: No Discriminator_loss: 0.227003 Generator_loss: 1.98066
[INFO] 2021-02-14 22:03:39 > Step: 464400 Progress: 92.9% Elapsed: 3 days, 5:34:00 temperature: no ada_p: No Discriminator_loss: 0.172401 Generator_loss: 2.19675
[INFO] 2021-02-14 22:04:43 > Step: 464500 Progress: 92.9% Elapsed: 3 days, 5:35:05 temperature: no ada_p: No Discriminator_loss: 0.176313 Generator_loss: 2.51463
[INFO] 2021-02-14 22:06:06 > Step: 464600 Progress: 92.9% Elapsed: 3 days, 5:36:27 temperature: no ada_p: No Discriminator_loss: 0.349972 Generator_loss: 1.16231
[INFO] 2021-02-14 22:07:11 > Step: 464700 Progress: 92.9% Elapsed: 3 days, 5:37:32 temperature: no ada_p: No Discriminator_loss: 0.197461 Generator_loss: 2.47662
[INFO] 2021-02-14 22:08:17 > Step: 464800 Progress: 93.0% Elapsed: 3 days, 5:38:39 temperature: no ada_p: No Discriminator_loss: 0.369915 Generator_loss: 1.2334
[INFO] 2021-02-14 22:09:22 > Step: 464900 Progress: 93.0% Elapsed: 3 days, 5:39:43 temperature: no ada_p: No Discriminator_loss: 0.252832 Generator_loss: 2.55013
[INFO] 2021-02-14 22:10:27 > Step: 465000 Progress: 93.0% Elapsed: 3 days, 5:40:48 temperature: no ada_p: No Discriminator_loss: 0.233669 Generator_loss: 2.62929
[INFO] 2021-02-14 22:11:31 > Step: 465100 Progress: 93.0% Elapsed: 3 days, 5:41:53 temperature: no ada_p: No Discriminator_loss: 0.199103 Generator_loss: 2.36639
[INFO] 2021-02-14 22:12:36 > Step: 465200 Progress: 93.0% Elapsed: 3 days, 5:42:58 temperature: no ada_p: No Discriminator_loss: 0.304777 Generator_loss: 2.95362
[INFO] 2021-02-14 22:13:41 > Step: 465300 Progress: 93.1% Elapsed: 3 days, 5:44:02 temperature: no ada_p: No Discriminator_loss: 0.17036 Generator_loss: 2.04809
[INFO] 2021-02-14 22:14:46 > Step: 465400 Progress: 93.1% Elapsed: 3 days, 5:45:07 temperature: no ada_p: No Discriminator_loss: 0.227422 Generator_loss: 2.48228
[INFO] 2021-02-14 22:15:50 > Step: 465500 Progress: 93.1% Elapsed: 3 days, 5:46:12 temperature: no ada_p: No Discriminator_loss: 0.259611 Generator_loss: 1.7542
[INFO] 2021-02-14 22:16:55 > Step: 465600 Progress: 93.1% Elapsed: 3 days, 5:47:17 temperature: no ada_p: No Discriminator_loss: 0.238473 Generator_loss: 1.81014
[INFO] 2021-02-14 22:18:00 > Step: 465700 Progress: 93.1% Elapsed: 3 days, 5:48:21 temperature: no ada_p: No Discriminator_loss: 0.304498 Generator_loss: 1.65775
[INFO] 2021-02-14 22:19:04 > Step: 465800 Progress: 93.2% Elapsed: 3 days, 5:49:26 temperature: no ada_p: No Discriminator_loss: 0.218035 Generator_loss: 2.5879
[INFO] 2021-02-14 22:20:09 > Step: 465900 Progress: 93.2% Elapsed: 3 days, 5:50:30 temperature: no ada_p: No Discriminator_loss: 0.176773 Generator_loss: 2.161
[INFO] 2021-02-14 22:21:13 > Step: 466000 Progress: 93.2% Elapsed: 3 days, 5:51:35 temperature: no ada_p: No Discriminator_loss: 0.339873 Generator_loss: 1.3409
[INFO] 2021-02-14 22:21:13 > Start Evaluation (466000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 22:21:13 > Calculating FID Score....
[INFO] 2021-02-14 22:21:54 > Calculating Inception Score....
[INFO] 2021-02-14 22:22:17 > Calculate F_beta Score....
[INFO] 2021-02-14 22:29:20 > Calculate Accuracies....
[INFO] 2021-02-14 22:29:43 > Calculate Accuracies....
[INFO] 2021-02-14 22:33:22 > F_8 score (Step: 466000, Using valid images): 0.8982889335714562
[INFO] 2021-02-14 22:33:22 > F_1/8 score (Step: 466000, Using valid images): 0.9305911235460014
[INFO] 2021-02-14 22:33:22 > FID score (Step: 466000, Using valid moments): 28.430877080363416
[INFO] 2021-02-14 22:33:22 > Inception score (Step: 466000, 50000 generated images): 31.11060905456543
[INFO] 2021-02-14 22:33:22 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 22:33:33 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 22:34:37 > Step: 466100 Progress: 93.2% Elapsed: 3 days, 6:04:58 temperature: no ada_p: No Discriminator_loss: 0.29361 Generator_loss: 1.80666
[INFO] 2021-02-14 22:35:41 > Step: 466200 Progress: 93.2% Elapsed: 3 days, 6:06:03 temperature: no ada_p: No Discriminator_loss: 0.266727 Generator_loss: 1.57568
[INFO] 2021-02-14 22:36:45 > Step: 466300 Progress: 93.3% Elapsed: 3 days, 6:07:07 temperature: no ada_p: No Discriminator_loss: 0.452983 Generator_loss: 1.24032
[INFO] 2021-02-14 22:37:49 > Step: 466400 Progress: 93.3% Elapsed: 3 days, 6:08:11 temperature: no ada_p: No Discriminator_loss: 0.535416 Generator_loss: 1.42166
[INFO] 2021-02-14 22:38:53 > Step: 466500 Progress: 93.3% Elapsed: 3 days, 6:09:15 temperature: no ada_p: No Discriminator_loss: 0.215067 Generator_loss: 2.2636
[INFO] 2021-02-14 22:39:57 > Step: 466600 Progress: 93.3% Elapsed: 3 days, 6:10:19 temperature: no ada_p: No Discriminator_loss: 0.279859 Generator_loss: 2.12949
[INFO] 2021-02-14 22:41:02 > Step: 466700 Progress: 93.3% Elapsed: 3 days, 6:11:23 temperature: no ada_p: No Discriminator_loss: 0.154917 Generator_loss: 2.33697
[INFO] 2021-02-14 22:42:06 > Step: 466800 Progress: 93.4% Elapsed: 3 days, 6:12:27 temperature: no ada_p: No Discriminator_loss: 0.256073 Generator_loss: 1.74471
[INFO] 2021-02-14 22:43:10 > Step: 466900 Progress: 93.4% Elapsed: 3 days, 6:13:32 temperature: no ada_p: No Discriminator_loss: 0.154015 Generator_loss: 2.28141
[INFO] 2021-02-14 22:44:14 > Step: 467000 Progress: 93.4% Elapsed: 3 days, 6:14:36 temperature: no ada_p: No Discriminator_loss: 0.38438 Generator_loss: 1.41084
[INFO] 2021-02-14 22:45:19 > Step: 467100 Progress: 93.4% Elapsed: 3 days, 6:15:40 temperature: no ada_p: No Discriminator_loss: 0.187736 Generator_loss: 2.89943
[INFO] 2021-02-14 22:46:23 > Step: 467200 Progress: 93.4% Elapsed: 3 days, 6:16:45 temperature: no ada_p: No Discriminator_loss: 0.247985 Generator_loss: 1.46575
[INFO] 2021-02-14 22:47:29 > Step: 467300 Progress: 93.5% Elapsed: 3 days, 6:17:51 temperature: no ada_p: No Discriminator_loss: 0.284725 Generator_loss: 2.89245
[INFO] 2021-02-14 22:48:53 > Step: 467400 Progress: 93.5% Elapsed: 3 days, 6:19:14 temperature: no ada_p: No Discriminator_loss: 0.255236 Generator_loss: 2.86459
[INFO] 2021-02-14 22:49:57 > Step: 467500 Progress: 93.5% Elapsed: 3 days, 6:20:19 temperature: no ada_p: No Discriminator_loss: 0.250293 Generator_loss: 1.76061
[INFO] 2021-02-14 22:51:02 > Step: 467600 Progress: 93.5% Elapsed: 3 days, 6:21:23 temperature: no ada_p: No Discriminator_loss: 0.34583 Generator_loss: 1.23994
[INFO] 2021-02-14 22:52:06 > Step: 467700 Progress: 93.5% Elapsed: 3 days, 6:22:28 temperature: no ada_p: No Discriminator_loss: 0.393093 Generator_loss: 1.38432
[INFO] 2021-02-14 22:53:11 > Step: 467800 Progress: 93.6% Elapsed: 3 days, 6:23:32 temperature: no ada_p: No Discriminator_loss: 0.135046 Generator_loss: 2.04471
[INFO] 2021-02-14 22:54:15 > Step: 467900 Progress: 93.6% Elapsed: 3 days, 6:24:37 temperature: no ada_p: No Discriminator_loss: 0.160252 Generator_loss: 2.31326
[INFO] 2021-02-14 22:55:20 > Step: 468000 Progress: 93.6% Elapsed: 3 days, 6:25:42 temperature: no ada_p: No Discriminator_loss: 0.31763 Generator_loss: 1.59572
[INFO] 2021-02-14 22:55:20 > Start Evaluation (468000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 22:55:20 > Calculating FID Score....
[INFO] 2021-02-14 22:56:00 > Calculating Inception Score....
[INFO] 2021-02-14 22:56:24 > Calculate F_beta Score....
[INFO] 2021-02-14 23:03:29 > Calculate Accuracies....
[INFO] 2021-02-14 23:03:52 > Calculate Accuracies....
[INFO] 2021-02-14 23:07:30 > F_8 score (Step: 468000, Using valid images): 0.9111347635895255
[INFO] 2021-02-14 23:07:30 > F_1/8 score (Step: 468000, Using valid images): 0.9318187331315149
[INFO] 2021-02-14 23:07:30 > FID score (Step: 468000, Using valid moments): 28.524244280503297
[INFO] 2021-02-14 23:07:30 > Inception score (Step: 468000, 50000 generated images): 31.409297943115234
[INFO] 2021-02-14 23:07:30 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 23:07:42 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 23:08:46 > Step: 468100 Progress: 93.6% Elapsed: 3 days, 6:39:08 temperature: no ada_p: No Discriminator_loss: 0.289339 Generator_loss: 2.67135
[INFO] 2021-02-14 23:09:51 > Step: 468200 Progress: 93.6% Elapsed: 3 days, 6:40:12 temperature: no ada_p: No Discriminator_loss: 0.159203 Generator_loss: 2.10847
[INFO] 2021-02-14 23:10:55 > Step: 468300 Progress: 93.7% Elapsed: 3 days, 6:41:17 temperature: no ada_p: No Discriminator_loss: 0.331197 Generator_loss: 1.54849
[INFO] 2021-02-14 23:11:59 > Step: 468400 Progress: 93.7% Elapsed: 3 days, 6:42:21 temperature: no ada_p: No Discriminator_loss: 0.197646 Generator_loss: 2.14558
[INFO] 2021-02-14 23:13:22 > Step: 468500 Progress: 93.7% Elapsed: 3 days, 6:43:44 temperature: no ada_p: No Discriminator_loss: 0.545756 Generator_loss: 1.1912
[INFO] 2021-02-14 23:14:27 > Step: 468600 Progress: 93.7% Elapsed: 3 days, 6:44:48 temperature: no ada_p: No Discriminator_loss: 0.37663 Generator_loss: 1.27188
[INFO] 2021-02-14 23:15:32 > Step: 468700 Progress: 93.7% Elapsed: 3 days, 6:45:53 temperature: no ada_p: No Discriminator_loss: 0.193291 Generator_loss: 2.19162
[INFO] 2021-02-14 23:16:37 > Step: 468800 Progress: 93.8% Elapsed: 3 days, 6:46:58 temperature: no ada_p: No Discriminator_loss: 0.265994 Generator_loss: 1.76067
[INFO] 2021-02-14 23:17:41 > Step: 468900 Progress: 93.8% Elapsed: 3 days, 6:48:03 temperature: no ada_p: No Discriminator_loss: 0.491556 Generator_loss: 1.32443
[INFO] 2021-02-14 23:18:46 > Step: 469000 Progress: 93.8% Elapsed: 3 days, 6:49:08 temperature: no ada_p: No Discriminator_loss: 0.152618 Generator_loss: 2.2775
[INFO] 2021-02-14 23:19:51 > Step: 469100 Progress: 93.8% Elapsed: 3 days, 6:50:12 temperature: no ada_p: No Discriminator_loss: 0.196464 Generator_loss: 2.45844
[INFO] 2021-02-14 23:20:55 > Step: 469200 Progress: 93.8% Elapsed: 3 days, 6:51:17 temperature: no ada_p: No Discriminator_loss: 0.267486 Generator_loss: 1.98469
[INFO] 2021-02-14 23:22:00 > Step: 469300 Progress: 93.9% Elapsed: 3 days, 6:52:22 temperature: no ada_p: No Discriminator_loss: 0.24049 Generator_loss: 1.86879
[INFO] 2021-02-14 23:23:05 > Step: 469400 Progress: 93.9% Elapsed: 3 days, 6:53:26 temperature: no ada_p: No Discriminator_loss: 0.192359 Generator_loss: 2.44338
[INFO] 2021-02-14 23:24:09 > Step: 469500 Progress: 93.9% Elapsed: 3 days, 6:54:31 temperature: no ada_p: No Discriminator_loss: 0.288154 Generator_loss: 1.55959
[INFO] 2021-02-14 23:25:14 > Step: 469600 Progress: 93.9% Elapsed: 3 days, 6:55:36 temperature: no ada_p: No Discriminator_loss: 0.240523 Generator_loss: 2.65929
[INFO] 2021-02-14 23:26:19 > Step: 469700 Progress: 93.9% Elapsed: 3 days, 6:56:40 temperature: no ada_p: No Discriminator_loss: 0.276764 Generator_loss: 1.7324
[INFO] 2021-02-14 23:27:25 > Step: 469800 Progress: 94.0% Elapsed: 3 days, 6:57:47 temperature: no ada_p: No Discriminator_loss: 0.243873 Generator_loss: 2.93772
[INFO] 2021-02-14 23:28:30 > Step: 469900 Progress: 94.0% Elapsed: 3 days, 6:58:52 temperature: no ada_p: No Discriminator_loss: 0.188598 Generator_loss: 2.37935
[INFO] 2021-02-14 23:29:34 > Step: 470000 Progress: 94.0% Elapsed: 3 days, 6:59:56 temperature: no ada_p: No Discriminator_loss: 0.157227 Generator_loss: 2.10555
[INFO] 2021-02-14 23:29:34 > Start Evaluation (470000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 23:29:34 > Calculating FID Score....
[INFO] 2021-02-14 23:30:15 > Calculating Inception Score....
[INFO] 2021-02-14 23:30:40 > Calculate F_beta Score....
[INFO] 2021-02-14 23:37:47 > Calculate Accuracies....
[INFO] 2021-02-14 23:38:11 > Calculate Accuracies....
[INFO] 2021-02-14 23:41:49 > F_8 score (Step: 470000, Using valid images): 0.9086895257574198
[INFO] 2021-02-14 23:41:49 > F_1/8 score (Step: 470000, Using valid images): 0.9346683641942712
[INFO] 2021-02-14 23:41:49 > FID score (Step: 470000, Using valid moments): 28.365512413503268
[INFO] 2021-02-14 23:41:49 > Inception score (Step: 470000, 50000 generated images): 30.788379669189453
[INFO] 2021-02-14 23:41:49 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-14 23:42:01 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-14 23:43:05 > Step: 470100 Progress: 94.0% Elapsed: 3 days, 7:13:27 temperature: no ada_p: No Discriminator_loss: 0.258445 Generator_loss: 2.22478
[INFO] 2021-02-14 23:44:09 > Step: 470200 Progress: 94.0% Elapsed: 3 days, 7:14:31 temperature: no ada_p: No Discriminator_loss: 0.239243 Generator_loss: 2.37164
[INFO] 2021-02-14 23:45:13 > Step: 470300 Progress: 94.1% Elapsed: 3 days, 7:15:35 temperature: no ada_p: No Discriminator_loss: 0.266003 Generator_loss: 1.40642
[INFO] 2021-02-14 23:46:17 > Step: 470400 Progress: 94.1% Elapsed: 3 days, 7:16:39 temperature: no ada_p: No Discriminator_loss: 0.219949 Generator_loss: 1.72536
[INFO] 2021-02-14 23:47:22 > Step: 470500 Progress: 94.1% Elapsed: 3 days, 7:17:43 temperature: no ada_p: No Discriminator_loss: 0.232172 Generator_loss: 1.95424
[INFO] 2021-02-14 23:48:26 > Step: 470600 Progress: 94.1% Elapsed: 3 days, 7:18:47 temperature: no ada_p: No Discriminator_loss: 0.157468 Generator_loss: 2.14347
[INFO] 2021-02-14 23:49:30 > Step: 470700 Progress: 94.1% Elapsed: 3 days, 7:19:51 temperature: no ada_p: No Discriminator_loss: 0.234035 Generator_loss: 2.67283
[INFO] 2021-02-14 23:50:34 > Step: 470800 Progress: 94.2% Elapsed: 3 days, 7:20:55 temperature: no ada_p: No Discriminator_loss: 0.39153 Generator_loss: 2.9162
[INFO] 2021-02-14 23:51:38 > Step: 470900 Progress: 94.2% Elapsed: 3 days, 7:21:59 temperature: no ada_p: No Discriminator_loss: 0.202152 Generator_loss: 2.38085
[INFO] 2021-02-14 23:52:42 > Step: 471000 Progress: 94.2% Elapsed: 3 days, 7:23:03 temperature: no ada_p: No Discriminator_loss: 0.204155 Generator_loss: 1.64484
[INFO] 2021-02-14 23:53:46 > Step: 471100 Progress: 94.2% Elapsed: 3 days, 7:24:07 temperature: no ada_p: No Discriminator_loss: 0.277756 Generator_loss: 2.56809
[INFO] 2021-02-14 23:54:50 > Step: 471200 Progress: 94.2% Elapsed: 3 days, 7:25:11 temperature: no ada_p: No Discriminator_loss: 0.192117 Generator_loss: 2.29769
[INFO] 2021-02-14 23:55:54 > Step: 471300 Progress: 94.3% Elapsed: 3 days, 7:26:16 temperature: no ada_p: No Discriminator_loss: 0.179606 Generator_loss: 2.33347
[INFO] 2021-02-14 23:56:58 > Step: 471400 Progress: 94.3% Elapsed: 3 days, 7:27:20 temperature: no ada_p: No Discriminator_loss: 0.219572 Generator_loss: 1.82262
[INFO] 2021-02-14 23:58:02 > Step: 471500 Progress: 94.3% Elapsed: 3 days, 7:28:24 temperature: no ada_p: No Discriminator_loss: 0.221328 Generator_loss: 2.18221
[INFO] 2021-02-14 23:59:06 > Step: 471600 Progress: 94.3% Elapsed: 3 days, 7:29:28 temperature: no ada_p: No Discriminator_loss: 0.215727 Generator_loss: 1.75855
[INFO] 2021-02-15 00:00:10 > Step: 471700 Progress: 94.3% Elapsed: 3 days, 7:30:32 temperature: no ada_p: No Discriminator_loss: 0.236519 Generator_loss: 2.33531
[INFO] 2021-02-15 00:01:14 > Step: 471800 Progress: 94.4% Elapsed: 3 days, 7:31:36 temperature: no ada_p: No Discriminator_loss: 0.172414 Generator_loss: 2.39541
[INFO] 2021-02-15 00:02:18 > Step: 471900 Progress: 94.4% Elapsed: 3 days, 7:32:39 temperature: no ada_p: No Discriminator_loss: 0.256764 Generator_loss: 2.52395
[INFO] 2021-02-15 00:03:22 > Step: 472000 Progress: 94.4% Elapsed: 3 days, 7:33:44 temperature: no ada_p: No Discriminator_loss: 0.723018 Generator_loss: 0.907362
[INFO] 2021-02-15 00:03:22 > Start Evaluation (472000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 00:03:22 > Calculating FID Score....
[INFO] 2021-02-15 00:04:22 > Calculating Inception Score....
[INFO] 2021-02-15 00:04:46 > Calculate F_beta Score....
[INFO] 2021-02-15 00:11:55 > Calculate Accuracies....
[INFO] 2021-02-15 00:12:19 > Calculate Accuracies....
[INFO] 2021-02-15 00:15:58 > F_8 score (Step: 472000, Using valid images): 0.913291082184967
[INFO] 2021-02-15 00:15:58 > F_1/8 score (Step: 472000, Using valid images): 0.9307698462522337
[INFO] 2021-02-15 00:15:58 > FID score (Step: 472000, Using valid moments): 28.15708227070627
[INFO] 2021-02-15 00:15:58 > Inception score (Step: 472000, 50000 generated images): 31.77829933166504
[INFO] 2021-02-15 00:15:58 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-15 00:16:09 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 00:17:13 > Step: 472100 Progress: 94.4% Elapsed: 3 days, 7:47:35 temperature: no ada_p: No Discriminator_loss: 0.274217 Generator_loss: 2.27488
[INFO] 2021-02-15 00:18:17 > Step: 472200 Progress: 94.4% Elapsed: 3 days, 7:48:39 temperature: no ada_p: No Discriminator_loss: 0.214011 Generator_loss: 1.91945
[INFO] 2021-02-15 00:19:24 > Step: 472300 Progress: 94.5% Elapsed: 3 days, 7:49:46 temperature: no ada_p: No Discriminator_loss: 0.193598 Generator_loss: 2.10599
[INFO] 2021-02-15 00:20:28 > Step: 472400 Progress: 94.5% Elapsed: 3 days, 7:50:50 temperature: no ada_p: No Discriminator_loss: 0.255846 Generator_loss: 1.84451
[INFO] 2021-02-15 00:21:32 > Step: 472500 Progress: 94.5% Elapsed: 3 days, 7:51:54 temperature: no ada_p: No Discriminator_loss: 0.251579 Generator_loss: 1.58217
[INFO] 2021-02-15 00:22:36 > Step: 472600 Progress: 94.5% Elapsed: 3 days, 7:52:57 temperature: no ada_p: No Discriminator_loss: 0.317315 Generator_loss: 1.39199
[INFO] 2021-02-15 00:23:40 > Step: 472700 Progress: 94.5% Elapsed: 3 days, 7:54:01 temperature: no ada_p: No Discriminator_loss: 0.282286 Generator_loss: 1.38718
[INFO] 2021-02-15 00:25:04 > Step: 472800 Progress: 94.6% Elapsed: 3 days, 7:55:25 temperature: no ada_p: No Discriminator_loss: 0.204717 Generator_loss: 2.31446
[INFO] 2021-02-15 00:26:08 > Step: 472900 Progress: 94.6% Elapsed: 3 days, 7:56:30 temperature: no ada_p: No Discriminator_loss: 0.187719 Generator_loss: 2.01548
[INFO] 2021-02-15 00:27:13 > Step: 473000 Progress: 94.6% Elapsed: 3 days, 7:57:35 temperature: no ada_p: No Discriminator_loss: 0.205455 Generator_loss: 2.37593
[INFO] 2021-02-15 00:28:17 > Step: 473100 Progress: 94.6% Elapsed: 3 days, 7:58:39 temperature: no ada_p: No Discriminator_loss: 0.197277 Generator_loss: 2.48577
[INFO] 2021-02-15 00:29:22 > Step: 473200 Progress: 94.6% Elapsed: 3 days, 7:59:44 temperature: no ada_p: No Discriminator_loss: 0.151469 Generator_loss: 2.27102
[INFO] 2021-02-15 00:30:27 > Step: 473300 Progress: 94.7% Elapsed: 3 days, 8:00:49 temperature: no ada_p: No Discriminator_loss: 0.219086 Generator_loss: 1.79754
[INFO] 2021-02-15 00:31:32 > Step: 473400 Progress: 94.7% Elapsed: 3 days, 8:01:53 temperature: no ada_p: No Discriminator_loss: 0.220037 Generator_loss: 1.89041
[INFO] 2021-02-15 00:32:37 > Step: 473500 Progress: 94.7% Elapsed: 3 days, 8:02:58 temperature: no ada_p: No Discriminator_loss: 0.239078 Generator_loss: 2.071
[INFO] 2021-02-15 00:33:41 > Step: 473600 Progress: 94.7% Elapsed: 3 days, 8:04:03 temperature: no ada_p: No Discriminator_loss: 0.343376 Generator_loss: 1.69398
[INFO] 2021-02-15 00:34:46 > Step: 473700 Progress: 94.7% Elapsed: 3 days, 8:05:07 temperature: no ada_p: No Discriminator_loss: 0.241224 Generator_loss: 2.87293
[INFO] 2021-02-15 00:35:50 > Step: 473800 Progress: 94.8% Elapsed: 3 days, 8:06:12 temperature: no ada_p: No Discriminator_loss: 0.212417 Generator_loss: 1.4591
[INFO] 2021-02-15 00:36:55 > Step: 473900 Progress: 94.8% Elapsed: 3 days, 8:07:17 temperature: no ada_p: No Discriminator_loss: 0.158008 Generator_loss: 2.14585
[INFO] 2021-02-15 00:38:00 > Step: 474000 Progress: 94.8% Elapsed: 3 days, 8:08:21 temperature: no ada_p: No Discriminator_loss: 0.342123 Generator_loss: 1.64458
[INFO] 2021-02-15 00:38:00 > Start Evaluation (474000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 00:38:00 > Calculating FID Score....
[INFO] 2021-02-15 00:38:40 > Calculating Inception Score....
[INFO] 2021-02-15 00:39:04 > Calculate F_beta Score....
[INFO] 2021-02-15 00:46:08 > Calculate Accuracies....
[INFO] 2021-02-15 00:46:31 > Calculate Accuracies....
[INFO] 2021-02-15 00:50:09 > F_8 score (Step: 474000, Using valid images): 0.9115710171450144
[INFO] 2021-02-15 00:50:09 > F_1/8 score (Step: 474000, Using valid images): 0.9294905992936725
[INFO] 2021-02-15 00:50:09 > FID score (Step: 474000, Using valid moments): 28.70719578566849
[INFO] 2021-02-15 00:50:09 > Inception score (Step: 474000, 50000 generated images): 31.99250030517578
[INFO] 2021-02-15 00:50:09 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-15 00:50:21 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 00:51:25 > Step: 474100 Progress: 94.8% Elapsed: 3 days, 8:21:47 temperature: no ada_p: No Discriminator_loss: 0.216944 Generator_loss: 1.76672
[INFO] 2021-02-15 00:52:29 > Step: 474200 Progress: 94.8% Elapsed: 3 days, 8:22:51 temperature: no ada_p: No Discriminator_loss: 0.357802 Generator_loss: 1.11018
[INFO] 2021-02-15 00:53:33 > Step: 474300 Progress: 94.9% Elapsed: 3 days, 8:23:55 temperature: no ada_p: No Discriminator_loss: 0.236919 Generator_loss: 1.94121
[INFO] 2021-02-15 00:54:37 > Step: 474400 Progress: 94.9% Elapsed: 3 days, 8:24:59 temperature: no ada_p: No Discriminator_loss: 0.218253 Generator_loss: 1.84435
[INFO] 2021-02-15 00:55:41 > Step: 474500 Progress: 94.9% Elapsed: 3 days, 8:26:03 temperature: no ada_p: No Discriminator_loss: 0.468233 Generator_loss: 1.34315
[INFO] 2021-02-15 00:56:45 > Step: 474600 Progress: 94.9% Elapsed: 3 days, 8:27:07 temperature: no ada_p: No Discriminator_loss: 0.263177 Generator_loss: 1.8324
[INFO] 2021-02-15 00:57:49 > Step: 474700 Progress: 94.9% Elapsed: 3 days, 8:28:11 temperature: no ada_p: No Discriminator_loss: 0.315382 Generator_loss: 1.17144
[INFO] 2021-02-15 00:58:56 > Step: 474800 Progress: 95.0% Elapsed: 3 days, 8:29:18 temperature: no ada_p: No Discriminator_loss: 0.243761 Generator_loss: 1.552
[INFO] 2021-02-15 01:00:00 > Step: 474900 Progress: 95.0% Elapsed: 3 days, 8:30:22 temperature: no ada_p: No Discriminator_loss: 0.238 Generator_loss: 2.09764
[INFO] 2021-02-15 01:01:04 > Step: 475000 Progress: 95.0% Elapsed: 3 days, 8:31:26 temperature: no ada_p: No Discriminator_loss: 0.210602 Generator_loss: 1.96832
[INFO] 2021-02-15 01:02:08 > Step: 475100 Progress: 95.0% Elapsed: 3 days, 8:32:30 temperature: no ada_p: No Discriminator_loss: 0.185047 Generator_loss: 2.15722
[INFO] 2021-02-15 01:03:13 > Step: 475200 Progress: 95.0% Elapsed: 3 days, 8:33:34 temperature: no ada_p: No Discriminator_loss: 0.183594 Generator_loss: 2.71107
[INFO] 2021-02-15 01:04:17 > Step: 475300 Progress: 95.1% Elapsed: 3 days, 8:34:38 temperature: no ada_p: No Discriminator_loss: 0.193096 Generator_loss: 2.39168
[INFO] 2021-02-15 01:05:21 > Step: 475400 Progress: 95.1% Elapsed: 3 days, 8:35:42 temperature: no ada_p: No Discriminator_loss: 0.176046 Generator_loss: 2.4049
[INFO] 2021-02-15 01:06:50 > Step: 475500 Progress: 95.1% Elapsed: 3 days, 8:37:12 temperature: no ada_p: No Discriminator_loss: 0.232015 Generator_loss: 2.19093
[INFO] 2021-02-15 01:07:54 > Step: 475600 Progress: 95.1% Elapsed: 3 days, 8:38:16 temperature: no ada_p: No Discriminator_loss: 0.166761 Generator_loss: 2.2219
[INFO] 2021-02-15 01:08:59 > Step: 475700 Progress: 95.1% Elapsed: 3 days, 8:39:20 temperature: no ada_p: No Discriminator_loss: 0.203749 Generator_loss: 2.27216
[INFO] 2021-02-15 01:10:03 > Step: 475800 Progress: 95.2% Elapsed: 3 days, 8:40:25 temperature: no ada_p: No Discriminator_loss: 0.245101 Generator_loss: 2.0864
[INFO] 2021-02-15 01:11:08 > Step: 475900 Progress: 95.2% Elapsed: 3 days, 8:41:30 temperature: no ada_p: No Discriminator_loss: 0.159509 Generator_loss: 2.03174
[INFO] 2021-02-15 01:12:12 > Step: 476000 Progress: 95.2% Elapsed: 3 days, 8:42:34 temperature: no ada_p: No Discriminator_loss: 0.253954 Generator_loss: 2.65373
[INFO] 2021-02-15 01:12:12 > Start Evaluation (476000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 01:12:12 > Calculating FID Score....
[INFO] 2021-02-15 01:12:53 > Calculating Inception Score....
[INFO] 2021-02-15 01:13:17 > Calculate F_beta Score....
[INFO] 2021-02-15 01:20:21 > Calculate Accuracies....
[INFO] 2021-02-15 01:20:45 > Calculate Accuracies....
[INFO] 2021-02-15 01:24:59 > F_8 score (Step: 476000, Using valid images): 0.9163271613918005
[INFO] 2021-02-15 01:24:59 > F_1/8 score (Step: 476000, Using valid images): 0.9301278652728334
[INFO] 2021-02-15 01:24:59 > FID score (Step: 476000, Using valid moments): 27.68711977936084
[INFO] 2021-02-15 01:24:59 > Inception score (Step: 476000, 50000 generated images): 31.669815063476562
[INFO] 2021-02-15 01:24:59 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-15 01:25:10 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 01:26:14 > Step: 476100 Progress: 95.2% Elapsed: 3 days, 8:56:36 temperature: no ada_p: No Discriminator_loss: 0.201339 Generator_loss: 2.56163
[INFO] 2021-02-15 01:27:18 > Step: 476200 Progress: 95.2% Elapsed: 3 days, 8:57:40 temperature: no ada_p: No Discriminator_loss: 0.174496 Generator_loss: 2.42721
[INFO] 2021-02-15 01:28:22 > Step: 476300 Progress: 95.3% Elapsed: 3 days, 8:58:44 temperature: no ada_p: No Discriminator_loss: 0.155688 Generator_loss: 2.12984
[INFO] 2021-02-15 01:29:26 > Step: 476400 Progress: 95.3% Elapsed: 3 days, 8:59:48 temperature: no ada_p: No Discriminator_loss: 0.346468 Generator_loss: 1.6042
[INFO] 2021-02-15 01:30:30 > Step: 476500 Progress: 95.3% Elapsed: 3 days, 9:00:52 temperature: no ada_p: No Discriminator_loss: 0.198104 Generator_loss: 2.62757
[INFO] 2021-02-15 01:31:34 > Step: 476600 Progress: 95.3% Elapsed: 3 days, 9:01:56 temperature: no ada_p: No Discriminator_loss: 0.387635 Generator_loss: 1.18795
[INFO] 2021-02-15 01:32:38 > Step: 476700 Progress: 95.3% Elapsed: 3 days, 9:03:00 temperature: no ada_p: No Discriminator_loss: 0.28592 Generator_loss: 3.05287
[INFO] 2021-02-15 01:33:43 > Step: 476800 Progress: 95.4% Elapsed: 3 days, 9:04:04 temperature: no ada_p: No Discriminator_loss: 0.160851 Generator_loss: 2.12566
[INFO] 2021-02-15 01:34:47 > Step: 476900 Progress: 95.4% Elapsed: 3 days, 9:05:08 temperature: no ada_p: No Discriminator_loss: 0.343255 Generator_loss: 1.62607
[INFO] 2021-02-15 01:35:51 > Step: 477000 Progress: 95.4% Elapsed: 3 days, 9:06:13 temperature: no ada_p: No Discriminator_loss: 0.196869 Generator_loss: 2.22397
[INFO] 2021-02-15 01:36:55 > Step: 477100 Progress: 95.4% Elapsed: 3 days, 9:07:17 temperature: no ada_p: No Discriminator_loss: 0.19663 Generator_loss: 2.05857
[INFO] 2021-02-15 01:37:59 > Step: 477200 Progress: 95.4% Elapsed: 3 days, 9:08:21 temperature: no ada_p: No Discriminator_loss: 0.230632 Generator_loss: 1.73136
[INFO] 2021-02-15 01:39:06 > Step: 477300 Progress: 95.5% Elapsed: 3 days, 9:09:27 temperature: no ada_p: No Discriminator_loss: 0.247347 Generator_loss: 1.87129
[INFO] 2021-02-15 01:40:29 > Step: 477400 Progress: 95.5% Elapsed: 3 days, 9:10:51 temperature: no ada_p: No Discriminator_loss: 0.272863 Generator_loss: 1.71419
[INFO] 2021-02-15 01:41:34 > Step: 477500 Progress: 95.5% Elapsed: 3 days, 9:11:55 temperature: no ada_p: No Discriminator_loss: 0.192615 Generator_loss: 2.1528
[INFO] 2021-02-15 01:42:38 > Step: 477600 Progress: 95.5% Elapsed: 3 days, 9:13:00 temperature: no ada_p: No Discriminator_loss: 0.334004 Generator_loss: 1.62018
[INFO] 2021-02-15 01:43:43 > Step: 477700 Progress: 95.5% Elapsed: 3 days, 9:14:04 temperature: no ada_p: No Discriminator_loss: 0.182196 Generator_loss: 2.62895
[INFO] 2021-02-15 01:44:47 > Step: 477800 Progress: 95.6% Elapsed: 3 days, 9:15:09 temperature: no ada_p: No Discriminator_loss: 0.214215 Generator_loss: 3.13126
[INFO] 2021-02-15 01:45:53 > Step: 477900 Progress: 95.6% Elapsed: 3 days, 9:16:14 temperature: no ada_p: No Discriminator_loss: 0.275102 Generator_loss: 1.37724
[INFO] 2021-02-15 01:46:57 > Step: 478000 Progress: 95.6% Elapsed: 3 days, 9:17:19 temperature: no ada_p: No Discriminator_loss: 0.196971 Generator_loss: 2.76184
[INFO] 2021-02-15 01:46:57 > Start Evaluation (478000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 01:46:57 > Calculating FID Score....
[INFO] 2021-02-15 01:47:38 > Calculating Inception Score....
[INFO] 2021-02-15 01:48:02 > Calculate F_beta Score....
[INFO] 2021-02-15 01:55:11 > Calculate Accuracies....
[INFO] 2021-02-15 01:55:34 > Calculate Accuracies....
[INFO] 2021-02-15 01:59:13 > F_8 score (Step: 478000, Using valid images): 0.9188031878913387
[INFO] 2021-02-15 01:59:13 > F_1/8 score (Step: 478000, Using valid images): 0.93479235298148
[INFO] 2021-02-15 01:59:13 > FID score (Step: 478000, Using valid moments): 28.369139937771195
[INFO] 2021-02-15 01:59:13 > Inception score (Step: 478000, 50000 generated images): 30.970064163208008
[INFO] 2021-02-15 01:59:13 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-15 01:59:24 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 02:00:28 > Step: 478100 Progress: 95.6% Elapsed: 3 days, 9:30:50 temperature: no ada_p: No Discriminator_loss: 0.204288 Generator_loss: 2.89024
[INFO] 2021-02-15 02:01:32 > Step: 478200 Progress: 95.6% Elapsed: 3 days, 9:31:54 temperature: no ada_p: No Discriminator_loss: 0.18502 Generator_loss: 2.67472
[INFO] 2021-02-15 02:02:36 > Step: 478300 Progress: 95.7% Elapsed: 3 days, 9:32:58 temperature: no ada_p: No Discriminator_loss: 0.240535 Generator_loss: 2.43821
[INFO] 2021-02-15 02:03:40 > Step: 478400 Progress: 95.7% Elapsed: 3 days, 9:34:02 temperature: no ada_p: No Discriminator_loss: 0.16166 Generator_loss: 2.40811
[INFO] 2021-02-15 02:04:44 > Step: 478500 Progress: 95.7% Elapsed: 3 days, 9:35:06 temperature: no ada_p: No Discriminator_loss: 0.217364 Generator_loss: 1.89742
[INFO] 2021-02-15 02:05:48 > Step: 478600 Progress: 95.7% Elapsed: 3 days, 9:36:10 temperature: no ada_p: No Discriminator_loss: 0.243276 Generator_loss: 1.64742
[INFO] 2021-02-15 02:06:52 > Step: 478700 Progress: 95.7% Elapsed: 3 days, 9:37:14 temperature: no ada_p: No Discriminator_loss: 0.24836 Generator_loss: 1.97693
[INFO] 2021-02-15 02:07:56 > Step: 478800 Progress: 95.8% Elapsed: 3 days, 9:38:18 temperature: no ada_p: No Discriminator_loss: 0.53143 Generator_loss: 1.36392
[INFO] 2021-02-15 02:09:01 > Step: 478900 Progress: 95.8% Elapsed: 3 days, 9:39:22 temperature: no ada_p: No Discriminator_loss: 0.322849 Generator_loss: 1.45611
[INFO] 2021-02-15 02:10:05 > Step: 479000 Progress: 95.8% Elapsed: 3 days, 9:40:27 temperature: no ada_p: No Discriminator_loss: 0.172045 Generator_loss: 2.43699
[INFO] 2021-02-15 02:11:09 > Step: 479100 Progress: 95.8% Elapsed: 3 days, 9:41:31 temperature: no ada_p: No Discriminator_loss: 0.247306 Generator_loss: 1.83555
[INFO] 2021-02-15 02:12:13 > Step: 479200 Progress: 95.8% Elapsed: 3 days, 9:42:35 temperature: no ada_p: No Discriminator_loss: 0.255102 Generator_loss: 1.78961
[INFO] 2021-02-15 02:13:17 > Step: 479300 Progress: 95.9% Elapsed: 3 days, 9:43:39 temperature: no ada_p: No Discriminator_loss: 0.389026 Generator_loss: 2.62457
[INFO] 2021-02-15 02:14:22 > Step: 479400 Progress: 95.9% Elapsed: 3 days, 9:44:43 temperature: no ada_p: No Discriminator_loss: 0.211633 Generator_loss: 2.69502
[INFO] 2021-02-15 02:15:26 > Step: 479500 Progress: 95.9% Elapsed: 3 days, 9:45:47 temperature: no ada_p: No Discriminator_loss: 0.393206 Generator_loss: 2.70075
[INFO] 2021-02-15 02:16:30 > Step: 479600 Progress: 95.9% Elapsed: 3 days, 9:46:51 temperature: no ada_p: No Discriminator_loss: 0.98625 Generator_loss: 1.96557
[INFO] 2021-02-15 02:17:34 > Step: 479700 Progress: 95.9% Elapsed: 3 days, 9:47:56 temperature: no ada_p: No Discriminator_loss: 0.209805 Generator_loss: 2.01194
[INFO] 2021-02-15 02:18:41 > Step: 479800 Progress: 96.0% Elapsed: 3 days, 9:49:02 temperature: no ada_p: No Discriminator_loss: 0.269504 Generator_loss: 2.90007
[INFO] 2021-02-15 02:20:04 > Step: 479900 Progress: 96.0% Elapsed: 3 days, 9:50:26 temperature: no ada_p: No Discriminator_loss: 0.193089 Generator_loss: 1.88354
[INFO] 2021-02-15 02:21:09 > Step: 480000 Progress: 96.0% Elapsed: 3 days, 9:51:31 temperature: no ada_p: No Discriminator_loss: 0.43196 Generator_loss: 1.57929
[INFO] 2021-02-15 02:21:09 > Start Evaluation (480000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 02:21:09 > Calculating FID Score....
[INFO] 2021-02-15 02:21:52 > Calculating Inception Score....
[INFO] 2021-02-15 02:22:16 > Calculate F_beta Score....
[INFO] 2021-02-15 02:29:25 > Calculate Accuracies....
[INFO] 2021-02-15 02:29:48 > Calculate Accuracies....
[INFO] 2021-02-15 02:33:26 > F_8 score (Step: 480000, Using valid images): 0.9101172289895607
[INFO] 2021-02-15 02:33:26 > F_1/8 score (Step: 480000, Using valid images): 0.9297807961415909
[INFO] 2021-02-15 02:33:26 > FID score (Step: 480000, Using valid moments): 28.03084829436642
[INFO] 2021-02-15 02:33:26 > Inception score (Step: 480000, 50000 generated images): 31.77941131591797
[INFO] 2021-02-15 02:33:26 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-15 02:33:38 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 02:34:42 > Step: 480100 Progress: 96.0% Elapsed: 3 days, 10:05:04 temperature: no ada_p: No Discriminator_loss: 0.284395 Generator_loss: 1.7215
[INFO] 2021-02-15 02:35:47 > Step: 480200 Progress: 96.0% Elapsed: 3 days, 10:06:08 temperature: no ada_p: No Discriminator_loss: 0.194108 Generator_loss: 2.26202
[INFO] 2021-02-15 02:36:51 > Step: 480300 Progress: 96.1% Elapsed: 3 days, 10:07:12 temperature: no ada_p: No Discriminator_loss: 0.230943 Generator_loss: 2.04374
[INFO] 2021-02-15 02:37:55 > Step: 480400 Progress: 96.1% Elapsed: 3 days, 10:08:16 temperature: no ada_p: No Discriminator_loss: 0.21866 Generator_loss: 1.96384
[INFO] 2021-02-15 02:38:59 > Step: 480500 Progress: 96.1% Elapsed: 3 days, 10:09:20 temperature: no ada_p: No Discriminator_loss: 0.292522 Generator_loss: 1.40533
[INFO] 2021-02-15 02:40:03 > Step: 480600 Progress: 96.1% Elapsed: 3 days, 10:10:24 temperature: no ada_p: No Discriminator_loss: 0.159819 Generator_loss: 2.45051
[INFO] 2021-02-15 02:41:07 > Step: 480700 Progress: 96.1% Elapsed: 3 days, 10:11:29 temperature: no ada_p: No Discriminator_loss: 0.22583 Generator_loss: 1.80495
[INFO] 2021-02-15 02:42:11 > Step: 480800 Progress: 96.2% Elapsed: 3 days, 10:12:33 temperature: no ada_p: No Discriminator_loss: 0.183717 Generator_loss: 2.5953
[INFO] 2021-02-15 02:43:35 > Step: 480900 Progress: 96.2% Elapsed: 3 days, 10:13:57 temperature: no ada_p: No Discriminator_loss: 0.250014 Generator_loss: 2.56228
[INFO] 2021-02-15 02:44:40 > Step: 481000 Progress: 96.2% Elapsed: 3 days, 10:15:01 temperature: no ada_p: No Discriminator_loss: 0.291737 Generator_loss: 1.65858
[INFO] 2021-02-15 02:45:44 > Step: 481100 Progress: 96.2% Elapsed: 3 days, 10:16:06 temperature: no ada_p: No Discriminator_loss: 0.235773 Generator_loss: 2.18474
[INFO] 2021-02-15 02:46:49 > Step: 481200 Progress: 96.2% Elapsed: 3 days, 10:17:11 temperature: no ada_p: No Discriminator_loss: 0.192639 Generator_loss: 2.20024
[INFO] 2021-02-15 02:47:54 > Step: 481300 Progress: 96.3% Elapsed: 3 days, 10:18:15 temperature: no ada_p: No Discriminator_loss: 0.407145 Generator_loss: 1.57637
[INFO] 2021-02-15 02:48:59 > Step: 481400 Progress: 96.3% Elapsed: 3 days, 10:19:20 temperature: no ada_p: No Discriminator_loss: 0.289245 Generator_loss: 2.00522
[INFO] 2021-02-15 02:50:04 > Step: 481500 Progress: 96.3% Elapsed: 3 days, 10:20:25 temperature: no ada_p: No Discriminator_loss: 0.273763 Generator_loss: 2.70918
[INFO] 2021-02-15 02:51:08 > Step: 481600 Progress: 96.3% Elapsed: 3 days, 10:21:30 temperature: no ada_p: No Discriminator_loss: 0.242497 Generator_loss: 1.74928
[INFO] 2021-02-15 02:52:13 > Step: 481700 Progress: 96.3% Elapsed: 3 days, 10:22:35 temperature: no ada_p: No Discriminator_loss: 0.195343 Generator_loss: 2.47945
[INFO] 2021-02-15 02:53:18 > Step: 481800 Progress: 96.4% Elapsed: 3 days, 10:23:40 temperature: no ada_p: No Discriminator_loss: 0.238629 Generator_loss: 1.7585
[INFO] 2021-02-15 02:54:23 > Step: 481900 Progress: 96.4% Elapsed: 3 days, 10:24:45 temperature: no ada_p: No Discriminator_loss: 0.218894 Generator_loss: 2.06851
[INFO] 2021-02-15 02:55:28 > Step: 482000 Progress: 96.4% Elapsed: 3 days, 10:25:49 temperature: no ada_p: No Discriminator_loss: 0.321289 Generator_loss: 1.38565
[INFO] 2021-02-15 02:55:28 > Start Evaluation (482000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 02:55:28 > Calculating FID Score....
[INFO] 2021-02-15 02:56:08 > Calculating Inception Score....
[INFO] 2021-02-15 02:56:32 > Calculate F_beta Score....
[INFO] 2021-02-15 03:03:37 > Calculate Accuracies....
[INFO] 2021-02-15 03:04:00 > Calculate Accuracies....
[INFO] 2021-02-15 03:07:39 > F_8 score (Step: 482000, Using valid images): 0.9187412612613854
[INFO] 2021-02-15 03:07:39 > F_1/8 score (Step: 482000, Using valid images): 0.9309145642584475
[INFO] 2021-02-15 03:07:39 > FID score (Step: 482000, Using valid moments): 28.05392301402162
[INFO] 2021-02-15 03:07:39 > Inception score (Step: 482000, 50000 generated images): 32.8350830078125
[INFO] 2021-02-15 03:07:39 > Best FID score (Step: 450000, Using valid moments): 27.477581699092354
[INFO] 2021-02-15 03:07:51 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 03:08:55 > Step: 482100 Progress: 96.4% Elapsed: 3 days, 10:39:16 temperature: no ada_p: No Discriminator_loss: 0.222368 Generator_loss: 1.98098
[INFO] 2021-02-15 03:09:59 > Step: 482200 Progress: 96.4% Elapsed: 3 days, 10:40:21 temperature: no ada_p: No Discriminator_loss: 0.119832 Generator_loss: 2.36805
[INFO] 2021-02-15 03:11:06 > Step: 482300 Progress: 96.5% Elapsed: 3 days, 10:41:27 temperature: no ada_p: No Discriminator_loss: 0.185316 Generator_loss: 2.08668
[INFO] 2021-02-15 03:12:11 > Step: 482400 Progress: 96.5% Elapsed: 3 days, 10:42:32 temperature: no ada_p: No Discriminator_loss: 0.245248 Generator_loss: 1.7835
[INFO] 2021-02-15 03:13:18 > Step: 482500 Progress: 96.5% Elapsed: 3 days, 10:43:39 temperature: no ada_p: No Discriminator_loss: 0.255907 Generator_loss: 1.73445
[INFO] 2021-02-15 03:14:22 > Step: 482600 Progress: 96.5% Elapsed: 3 days, 10:44:43 temperature: no ada_p: No Discriminator_loss: 0.389663 Generator_loss: 2.84658
[INFO] 2021-02-15 03:15:26 > Step: 482700 Progress: 96.5% Elapsed: 3 days, 10:45:48 temperature: no ada_p: No Discriminator_loss: 0.231566 Generator_loss: 2.44539
[INFO] 2021-02-15 03:16:30 > Step: 482800 Progress: 96.6% Elapsed: 3 days, 10:46:52 temperature: no ada_p: No Discriminator_loss: 0.172594 Generator_loss: 2.1294
[INFO] 2021-02-15 03:17:54 > Step: 482900 Progress: 96.6% Elapsed: 3 days, 10:48:15 temperature: no ada_p: No Discriminator_loss: 0.314479 Generator_loss: 1.60021
[INFO] 2021-02-15 03:18:58 > Step: 483000 Progress: 96.6% Elapsed: 3 days, 10:49:20 temperature: no ada_p: No Discriminator_loss: 0.189895 Generator_loss: 2.16546
[INFO] 2021-02-15 03:20:03 > Step: 483100 Progress: 96.6% Elapsed: 3 days, 10:50:24 temperature: no ada_p: No Discriminator_loss: 0.219984 Generator_loss: 2.86666
[INFO] 2021-02-15 03:21:07 > Step: 483200 Progress: 96.6% Elapsed: 3 days, 10:51:29 temperature: no ada_p: No Discriminator_loss: 0.424905 Generator_loss: 2.29924
[INFO] 2021-02-15 03:22:12 > Step: 483300 Progress: 96.7% Elapsed: 3 days, 10:52:34 temperature: no ada_p: No Discriminator_loss: 0.279231 Generator_loss: 1.68715
[INFO] 2021-02-15 03:23:17 > Step: 483400 Progress: 96.7% Elapsed: 3 days, 10:53:38 temperature: no ada_p: No Discriminator_loss: 0.237352 Generator_loss: 1.97795
[INFO] 2021-02-15 03:24:21 > Step: 483500 Progress: 96.7% Elapsed: 3 days, 10:54:43 temperature: no ada_p: No Discriminator_loss: 0.223178 Generator_loss: 3.00551
[INFO] 2021-02-15 03:25:26 > Step: 483600 Progress: 96.7% Elapsed: 3 days, 10:55:47 temperature: no ada_p: No Discriminator_loss: 0.185004 Generator_loss: 2.23825
[INFO] 2021-02-15 03:26:30 > Step: 483700 Progress: 96.7% Elapsed: 3 days, 10:56:52 temperature: no ada_p: No Discriminator_loss: 0.230245 Generator_loss: 2.42594
[INFO] 2021-02-15 03:27:35 > Step: 483800 Progress: 96.8% Elapsed: 3 days, 10:57:56 temperature: no ada_p: No Discriminator_loss: 0.218628 Generator_loss: 1.98194
[INFO] 2021-02-15 03:28:40 > Step: 483900 Progress: 96.8% Elapsed: 3 days, 10:59:01 temperature: no ada_p: No Discriminator_loss: 0.317332 Generator_loss: 1.68164
[INFO] 2021-02-15 03:29:44 > Step: 484000 Progress: 96.8% Elapsed: 3 days, 11:00:06 temperature: no ada_p: No Discriminator_loss: 0.425644 Generator_loss: 0.956481
[INFO] 2021-02-15 03:29:44 > Start Evaluation (484000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 03:29:44 > Calculating FID Score....
[INFO] 2021-02-15 03:30:25 > Calculating Inception Score....
[INFO] 2021-02-15 03:30:49 > Calculate F_beta Score....
[INFO] 2021-02-15 03:37:54 > Calculate Accuracies....
[INFO] 2021-02-15 03:38:18 > Calculate Accuracies....
[INFO] 2021-02-15 03:41:56 > F_8 score (Step: 484000, Using valid images): 0.9178911664372728
[INFO] 2021-02-15 03:41:57 > F_1/8 score (Step: 484000, Using valid images): 0.9345835355155006
[INFO] 2021-02-15 03:41:57 > FID score (Step: 484000, Using valid moments): 27.464337331238312
[INFO] 2021-02-15 03:41:57 > Inception score (Step: 484000, 50000 generated images): 32.67010498046875
[INFO] 2021-02-15 03:41:57 > Best FID score (Step: 484000, Using valid moments): 27.464337331238312
[INFO] 2021-02-15 03:42:20 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 03:43:24 > Step: 484100 Progress: 96.8% Elapsed: 3 days, 11:13:46 temperature: no ada_p: No Discriminator_loss: 0.300227 Generator_loss: 2.69431
[INFO] 2021-02-15 03:44:28 > Step: 484200 Progress: 96.8% Elapsed: 3 days, 11:14:50 temperature: no ada_p: No Discriminator_loss: 0.298936 Generator_loss: 1.92556
[INFO] 2021-02-15 03:45:32 > Step: 484300 Progress: 96.9% Elapsed: 3 days, 11:15:54 temperature: no ada_p: No Discriminator_loss: 0.19969 Generator_loss: 1.81006
[INFO] 2021-02-15 03:46:37 > Step: 484400 Progress: 96.9% Elapsed: 3 days, 11:16:58 temperature: no ada_p: No Discriminator_loss: 0.163762 Generator_loss: 1.96379
[INFO] 2021-02-15 03:47:41 > Step: 484500 Progress: 96.9% Elapsed: 3 days, 11:18:02 temperature: no ada_p: No Discriminator_loss: 0.227084 Generator_loss: 1.83392
[INFO] 2021-02-15 03:48:45 > Step: 484600 Progress: 96.9% Elapsed: 3 days, 11:19:06 temperature: no ada_p: No Discriminator_loss: 0.180073 Generator_loss: 1.97928
[INFO] 2021-02-15 03:49:49 > Step: 484700 Progress: 96.9% Elapsed: 3 days, 11:20:10 temperature: no ada_p: No Discriminator_loss: 0.182603 Generator_loss: 2.69342
[INFO] 2021-02-15 03:50:55 > Step: 484800 Progress: 97.0% Elapsed: 3 days, 11:21:17 temperature: no ada_p: No Discriminator_loss: 0.320156 Generator_loss: 1.52434
[INFO] 2021-02-15 03:52:19 > Step: 484900 Progress: 97.0% Elapsed: 3 days, 11:22:40 temperature: no ada_p: No Discriminator_loss: 0.26749 Generator_loss: 1.78273
[INFO] 2021-02-15 03:53:23 > Step: 485000 Progress: 97.0% Elapsed: 3 days, 11:23:45 temperature: no ada_p: No Discriminator_loss: 0.35824 Generator_loss: 1.52543
[INFO] 2021-02-15 03:54:28 > Step: 485100 Progress: 97.0% Elapsed: 3 days, 11:24:49 temperature: no ada_p: No Discriminator_loss: 0.238761 Generator_loss: 2.35584
[INFO] 2021-02-15 03:55:32 > Step: 485200 Progress: 97.0% Elapsed: 3 days, 11:25:54 temperature: no ada_p: No Discriminator_loss: 0.217586 Generator_loss: 2.41165
[INFO] 2021-02-15 03:56:37 > Step: 485300 Progress: 97.1% Elapsed: 3 days, 11:26:59 temperature: no ada_p: No Discriminator_loss: 0.298259 Generator_loss: 2.70399
[INFO] 2021-02-15 03:57:42 > Step: 485400 Progress: 97.1% Elapsed: 3 days, 11:28:03 temperature: no ada_p: No Discriminator_loss: 0.325132 Generator_loss: 2.56176
[INFO] 2021-02-15 03:58:46 > Step: 485500 Progress: 97.1% Elapsed: 3 days, 11:29:08 temperature: no ada_p: No Discriminator_loss: 0.280541 Generator_loss: 2.52572
[INFO] 2021-02-15 03:59:51 > Step: 485600 Progress: 97.1% Elapsed: 3 days, 11:30:12 temperature: no ada_p: No Discriminator_loss: 0.42444 Generator_loss: 2.70985
[INFO] 2021-02-15 04:00:55 > Step: 485700 Progress: 97.1% Elapsed: 3 days, 11:31:17 temperature: no ada_p: No Discriminator_loss: 0.170783 Generator_loss: 2.41076
[INFO] 2021-02-15 04:01:59 > Step: 485800 Progress: 97.2% Elapsed: 3 days, 11:32:21 temperature: no ada_p: No Discriminator_loss: 0.167738 Generator_loss: 2.45187
[INFO] 2021-02-15 04:03:04 > Step: 485900 Progress: 97.2% Elapsed: 3 days, 11:33:26 temperature: no ada_p: No Discriminator_loss: 0.177637 Generator_loss: 2.10817
[INFO] 2021-02-15 04:04:09 > Step: 486000 Progress: 97.2% Elapsed: 3 days, 11:34:30 temperature: no ada_p: No Discriminator_loss: 0.22717 Generator_loss: 2.66875
[INFO] 2021-02-15 04:04:09 > Start Evaluation (486000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 04:04:09 > Calculating FID Score....
[INFO] 2021-02-15 04:04:49 > Calculating Inception Score....
[INFO] 2021-02-15 04:05:12 > Calculate F_beta Score....
[INFO] 2021-02-15 04:12:17 > Calculate Accuracies....
[INFO] 2021-02-15 04:12:40 > Calculate Accuracies....
[INFO] 2021-02-15 04:16:18 > F_8 score (Step: 486000, Using valid images): 0.9160510523361668
[INFO] 2021-02-15 04:16:18 > F_1/8 score (Step: 486000, Using valid images): 0.9351991504386247
[INFO] 2021-02-15 04:16:18 > FID score (Step: 486000, Using valid moments): 27.85781153028148
[INFO] 2021-02-15 04:16:18 > Inception score (Step: 486000, 50000 generated images): 31.867036819458008
[INFO] 2021-02-15 04:16:18 > Best FID score (Step: 484000, Using valid moments): 27.464337331238312
[INFO] 2021-02-15 04:16:30 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 04:17:35 > Step: 486100 Progress: 97.2% Elapsed: 3 days, 11:47:56 temperature: no ada_p: No Discriminator_loss: 0.236608 Generator_loss: 2.58561
[INFO] 2021-02-15 04:18:39 > Step: 486200 Progress: 97.2% Elapsed: 3 days, 11:49:00 temperature: no ada_p: No Discriminator_loss: 0.260938 Generator_loss: 2.36914
[INFO] 2021-02-15 04:19:43 > Step: 486300 Progress: 97.3% Elapsed: 3 days, 11:50:05 temperature: no ada_p: No Discriminator_loss: 0.24496 Generator_loss: 1.79556
[INFO] 2021-02-15 04:20:47 > Step: 486400 Progress: 97.3% Elapsed: 3 days, 11:51:09 temperature: no ada_p: No Discriminator_loss: 0.207086 Generator_loss: 2.46233
[INFO] 2021-02-15 04:21:51 > Step: 486500 Progress: 97.3% Elapsed: 3 days, 11:52:13 temperature: no ada_p: No Discriminator_loss: 0.256511 Generator_loss: 1.73749
[INFO] 2021-02-15 04:22:55 > Step: 486600 Progress: 97.3% Elapsed: 3 days, 11:53:17 temperature: no ada_p: No Discriminator_loss: 0.14248 Generator_loss: 2.04553
[INFO] 2021-02-15 04:24:00 > Step: 486700 Progress: 97.3% Elapsed: 3 days, 11:54:21 temperature: no ada_p: No Discriminator_loss: 0.346695 Generator_loss: 1.485
[INFO] 2021-02-15 04:25:04 > Step: 486800 Progress: 97.4% Elapsed: 3 days, 11:55:25 temperature: no ada_p: No Discriminator_loss: 0.242545 Generator_loss: 2.89223
[INFO] 2021-02-15 04:26:27 > Step: 486900 Progress: 97.4% Elapsed: 3 days, 11:56:48 temperature: no ada_p: No Discriminator_loss: 0.44308 Generator_loss: 1.39101
[INFO] 2021-02-15 04:27:31 > Step: 487000 Progress: 97.4% Elapsed: 3 days, 11:57:53 temperature: no ada_p: No Discriminator_loss: 0.194643 Generator_loss: 1.792
[INFO] 2021-02-15 04:28:36 > Step: 487100 Progress: 97.4% Elapsed: 3 days, 11:58:57 temperature: no ada_p: No Discriminator_loss: 0.188095 Generator_loss: 1.85201
[INFO] 2021-02-15 04:29:40 > Step: 487200 Progress: 97.4% Elapsed: 3 days, 12:00:02 temperature: no ada_p: No Discriminator_loss: 0.173817 Generator_loss: 2.10043
[INFO] 2021-02-15 04:30:47 > Step: 487300 Progress: 97.5% Elapsed: 3 days, 12:01:09 temperature: no ada_p: No Discriminator_loss: 0.21002 Generator_loss: 2.40323
[INFO] 2021-02-15 04:31:52 > Step: 487400 Progress: 97.5% Elapsed: 3 days, 12:02:13 temperature: no ada_p: No Discriminator_loss: 0.244536 Generator_loss: 1.54154
[INFO] 2021-02-15 04:32:56 > Step: 487500 Progress: 97.5% Elapsed: 3 days, 12:03:18 temperature: no ada_p: No Discriminator_loss: 0.157383 Generator_loss: 2.32157
[INFO] 2021-02-15 04:34:01 > Step: 487600 Progress: 97.5% Elapsed: 3 days, 12:04:22 temperature: no ada_p: No Discriminator_loss: 0.19273 Generator_loss: 1.96701
[INFO] 2021-02-15 04:35:05 > Step: 487700 Progress: 97.5% Elapsed: 3 days, 12:05:27 temperature: no ada_p: No Discriminator_loss: 0.286385 Generator_loss: 1.82129
[INFO] 2021-02-15 04:36:10 > Step: 487800 Progress: 97.6% Elapsed: 3 days, 12:06:32 temperature: no ada_p: No Discriminator_loss: 0.244055 Generator_loss: 2.75536
[INFO] 2021-02-15 04:37:15 > Step: 487900 Progress: 97.6% Elapsed: 3 days, 12:07:36 temperature: no ada_p: No Discriminator_loss: 0.331638 Generator_loss: 1.64508
[INFO] 2021-02-15 04:38:19 > Step: 488000 Progress: 97.6% Elapsed: 3 days, 12:08:41 temperature: no ada_p: No Discriminator_loss: 0.376271 Generator_loss: 1.87269
[INFO] 2021-02-15 04:38:19 > Start Evaluation (488000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 04:38:19 > Calculating FID Score....
[INFO] 2021-02-15 04:39:00 > Calculating Inception Score....
[INFO] 2021-02-15 04:39:23 > Calculate F_beta Score....
[INFO] 2021-02-15 04:46:31 > Calculate Accuracies....
[INFO] 2021-02-15 04:46:55 > Calculate Accuracies....
[INFO] 2021-02-15 04:50:31 > F_8 score (Step: 488000, Using valid images): 0.9126686689579607
[INFO] 2021-02-15 04:50:31 > F_1/8 score (Step: 488000, Using valid images): 0.9371283108727871
[INFO] 2021-02-15 04:50:31 > FID score (Step: 488000, Using valid moments): 28.252390770470925
[INFO] 2021-02-15 04:50:31 > Inception score (Step: 488000, 50000 generated images): 32.149658203125
[INFO] 2021-02-15 04:50:31 > Best FID score (Step: 484000, Using valid moments): 27.464337331238312
[INFO] 2021-02-15 04:50:42 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 04:51:46 > Step: 488100 Progress: 97.6% Elapsed: 3 days, 12:22:07 temperature: no ada_p: No Discriminator_loss: 0.341893 Generator_loss: 2.94925
[INFO] 2021-02-15 04:52:50 > Step: 488200 Progress: 97.6% Elapsed: 3 days, 12:23:11 temperature: no ada_p: No Discriminator_loss: 0.233329 Generator_loss: 1.71615
[INFO] 2021-02-15 04:53:54 > Step: 488300 Progress: 97.7% Elapsed: 3 days, 12:24:16 temperature: no ada_p: No Discriminator_loss: 0.262133 Generator_loss: 2.33426
[INFO] 2021-02-15 04:54:58 > Step: 488400 Progress: 97.7% Elapsed: 3 days, 12:25:20 temperature: no ada_p: No Discriminator_loss: 0.187846 Generator_loss: 2.02116
[INFO] 2021-02-15 04:56:22 > Step: 488500 Progress: 97.7% Elapsed: 3 days, 12:26:44 temperature: no ada_p: No Discriminator_loss: 0.156456 Generator_loss: 2.21056
[INFO] 2021-02-15 04:57:27 > Step: 488600 Progress: 97.7% Elapsed: 3 days, 12:27:48 temperature: no ada_p: No Discriminator_loss: 0.207485 Generator_loss: 2.02453
[INFO] 2021-02-15 04:58:31 > Step: 488700 Progress: 97.7% Elapsed: 3 days, 12:28:53 temperature: no ada_p: No Discriminator_loss: 0.159393 Generator_loss: 1.9632
[INFO] 2021-02-15 04:59:36 > Step: 488800 Progress: 97.8% Elapsed: 3 days, 12:29:57 temperature: no ada_p: No Discriminator_loss: 0.387493 Generator_loss: 1.30493
[INFO] 2021-02-15 05:00:40 > Step: 488900 Progress: 97.8% Elapsed: 3 days, 12:31:02 temperature: no ada_p: No Discriminator_loss: 0.257779 Generator_loss: 3.01743
[INFO] 2021-02-15 05:01:45 > Step: 489000 Progress: 97.8% Elapsed: 3 days, 12:32:06 temperature: no ada_p: No Discriminator_loss: 0.173959 Generator_loss: 2.88602
[INFO] 2021-02-15 05:02:49 > Step: 489100 Progress: 97.8% Elapsed: 3 days, 12:33:11 temperature: no ada_p: No Discriminator_loss: 0.251698 Generator_loss: 1.43181
[INFO] 2021-02-15 05:03:54 > Step: 489200 Progress: 97.8% Elapsed: 3 days, 12:34:15 temperature: no ada_p: No Discriminator_loss: 0.208695 Generator_loss: 2.35043
[INFO] 2021-02-15 05:04:58 > Step: 489300 Progress: 97.9% Elapsed: 3 days, 12:35:20 temperature: no ada_p: No Discriminator_loss: 0.236245 Generator_loss: 2.42771
[INFO] 2021-02-15 05:06:03 > Step: 489400 Progress: 97.9% Elapsed: 3 days, 12:36:25 temperature: no ada_p: No Discriminator_loss: 0.242706 Generator_loss: 2.34375
[INFO] 2021-02-15 05:07:07 > Step: 489500 Progress: 97.9% Elapsed: 3 days, 12:37:29 temperature: no ada_p: No Discriminator_loss: 0.325538 Generator_loss: 1.60397
[INFO] 2021-02-15 05:08:12 > Step: 489600 Progress: 97.9% Elapsed: 3 days, 12:38:33 temperature: no ada_p: No Discriminator_loss: 0.541837 Generator_loss: 2.82625
[INFO] 2021-02-15 05:09:17 > Step: 489700 Progress: 97.9% Elapsed: 3 days, 12:39:38 temperature: no ada_p: No Discriminator_loss: 0.262384 Generator_loss: 2.66241
[INFO] 2021-02-15 05:10:23 > Step: 489800 Progress: 98.0% Elapsed: 3 days, 12:40:44 temperature: no ada_p: No Discriminator_loss: 0.170149 Generator_loss: 2.60742
[INFO] 2021-02-15 05:11:27 > Step: 489900 Progress: 98.0% Elapsed: 3 days, 12:41:49 temperature: no ada_p: No Discriminator_loss: 0.204291 Generator_loss: 1.9653
[INFO] 2021-02-15 05:12:32 > Step: 490000 Progress: 98.0% Elapsed: 3 days, 12:42:53 temperature: no ada_p: No Discriminator_loss: 0.22601 Generator_loss: 2.26698
[INFO] 2021-02-15 05:12:32 > Start Evaluation (490000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 05:12:32 > Calculating FID Score....
[INFO] 2021-02-15 05:13:12 > Calculating Inception Score....
[INFO] 2021-02-15 05:13:35 > Calculate F_beta Score....
[INFO] 2021-02-15 05:20:36 > Calculate Accuracies....
[INFO] 2021-02-15 05:21:00 > Calculate Accuracies....
[INFO] 2021-02-15 05:24:39 > F_8 score (Step: 490000, Using valid images): 0.9162638790983338
[INFO] 2021-02-15 05:24:39 > F_1/8 score (Step: 490000, Using valid images): 0.9325882736894465
[INFO] 2021-02-15 05:24:39 > FID score (Step: 490000, Using valid moments): 28.048851367683028
[INFO] 2021-02-15 05:24:39 > Inception score (Step: 490000, 50000 generated images): 31.90104103088379
[INFO] 2021-02-15 05:24:39 > Best FID score (Step: 484000, Using valid moments): 27.464337331238312
[INFO] 2021-02-15 05:24:50 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 05:25:54 > Step: 490100 Progress: 98.0% Elapsed: 3 days, 12:56:16 temperature: no ada_p: No Discriminator_loss: 0.247811 Generator_loss: 2.1995
[INFO] 2021-02-15 05:27:17 > Step: 490200 Progress: 98.0% Elapsed: 3 days, 12:57:38 temperature: no ada_p: No Discriminator_loss: 0.170873 Generator_loss: 2.14707
[INFO] 2021-02-15 05:28:21 > Step: 490300 Progress: 98.1% Elapsed: 3 days, 12:58:43 temperature: no ada_p: No Discriminator_loss: 0.176775 Generator_loss: 2.43147
[INFO] 2021-02-15 05:29:26 > Step: 490400 Progress: 98.1% Elapsed: 3 days, 12:59:48 temperature: no ada_p: No Discriminator_loss: 0.231829 Generator_loss: 1.98774
[INFO] 2021-02-15 05:30:30 > Step: 490500 Progress: 98.1% Elapsed: 3 days, 13:00:52 temperature: no ada_p: No Discriminator_loss: 0.333087 Generator_loss: 1.62752
[INFO] 2021-02-15 05:31:35 > Step: 490600 Progress: 98.1% Elapsed: 3 days, 13:01:57 temperature: no ada_p: No Discriminator_loss: 0.143682 Generator_loss: 2.10519
[INFO] 2021-02-15 05:32:39 > Step: 490700 Progress: 98.1% Elapsed: 3 days, 13:03:01 temperature: no ada_p: No Discriminator_loss: 0.269926 Generator_loss: 1.50032
[INFO] 2021-02-15 05:33:44 > Step: 490800 Progress: 98.2% Elapsed: 3 days, 13:04:05 temperature: no ada_p: No Discriminator_loss: 0.208365 Generator_loss: 2.63816
[INFO] 2021-02-15 05:34:48 > Step: 490900 Progress: 98.2% Elapsed: 3 days, 13:05:10 temperature: no ada_p: No Discriminator_loss: 0.199576 Generator_loss: 2.00014
[INFO] 2021-02-15 05:35:53 > Step: 491000 Progress: 98.2% Elapsed: 3 days, 13:06:14 temperature: no ada_p: No Discriminator_loss: 0.230176 Generator_loss: 1.45547
[INFO] 2021-02-15 05:36:57 > Step: 491100 Progress: 98.2% Elapsed: 3 days, 13:07:19 temperature: no ada_p: No Discriminator_loss: 0.201283 Generator_loss: 2.3869
[INFO] 2021-02-15 05:38:02 > Step: 491200 Progress: 98.2% Elapsed: 3 days, 13:08:24 temperature: no ada_p: No Discriminator_loss: 0.195963 Generator_loss: 2.57848
[INFO] 2021-02-15 05:39:07 > Step: 491300 Progress: 98.3% Elapsed: 3 days, 13:09:29 temperature: no ada_p: No Discriminator_loss: 0.182252 Generator_loss: 2.51324
[INFO] 2021-02-15 05:40:11 > Step: 491400 Progress: 98.3% Elapsed: 3 days, 13:10:33 temperature: no ada_p: No Discriminator_loss: 0.183267 Generator_loss: 2.20214
[INFO] 2021-02-15 05:41:16 > Step: 491500 Progress: 98.3% Elapsed: 3 days, 13:11:37 temperature: no ada_p: No Discriminator_loss: 0.204533 Generator_loss: 2.40452
[INFO] 2021-02-15 05:42:20 > Step: 491600 Progress: 98.3% Elapsed: 3 days, 13:12:42 temperature: no ada_p: No Discriminator_loss: 0.204737 Generator_loss: 2.45582
[INFO] 2021-02-15 05:43:25 > Step: 491700 Progress: 98.3% Elapsed: 3 days, 13:13:46 temperature: no ada_p: No Discriminator_loss: 0.149058 Generator_loss: 2.7453
[INFO] 2021-02-15 05:44:29 > Step: 491800 Progress: 98.4% Elapsed: 3 days, 13:14:51 temperature: no ada_p: No Discriminator_loss: 0.232913 Generator_loss: 2.51226
[INFO] 2021-02-15 05:45:34 > Step: 491900 Progress: 98.4% Elapsed: 3 days, 13:15:56 temperature: no ada_p: No Discriminator_loss: 0.232191 Generator_loss: 1.63076
[INFO] 2021-02-15 05:46:38 > Step: 492000 Progress: 98.4% Elapsed: 3 days, 13:17:00 temperature: no ada_p: No Discriminator_loss: 0.136172 Generator_loss: 2.34088
[INFO] 2021-02-15 05:46:38 > Start Evaluation (492000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 05:46:38 > Calculating FID Score....
[INFO] 2021-02-15 05:47:19 > Calculating Inception Score....
[INFO] 2021-02-15 05:47:42 > Calculate F_beta Score....
[INFO] 2021-02-15 05:54:43 > Calculate Accuracies....
[INFO] 2021-02-15 05:55:06 > Calculate Accuracies....
[INFO] 2021-02-15 05:58:45 > F_8 score (Step: 492000, Using valid images): 0.9145810547148187
[INFO] 2021-02-15 05:58:45 > F_1/8 score (Step: 492000, Using valid images): 0.9302488507230339
[INFO] 2021-02-15 05:58:45 > FID score (Step: 492000, Using valid moments): 27.755007583928943
[INFO] 2021-02-15 05:58:45 > Inception score (Step: 492000, 50000 generated images): 32.41618728637695
[INFO] 2021-02-15 05:58:45 > Best FID score (Step: 484000, Using valid moments): 27.464337331238312
[INFO] 2021-02-15 05:58:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 06:00:00 > Step: 492100 Progress: 98.4% Elapsed: 3 days, 13:30:22 temperature: no ada_p: No Discriminator_loss: 0.221939 Generator_loss: 2.42265
[INFO] 2021-02-15 06:01:04 > Step: 492200 Progress: 98.4% Elapsed: 3 days, 13:31:26 temperature: no ada_p: No Discriminator_loss: 0.252371 Generator_loss: 1.74876
[INFO] 2021-02-15 06:02:10 > Step: 492300 Progress: 98.5% Elapsed: 3 days, 13:32:32 temperature: no ada_p: No Discriminator_loss: 0.203532 Generator_loss: 1.9482
[INFO] 2021-02-15 06:03:14 > Step: 492400 Progress: 98.5% Elapsed: 3 days, 13:33:36 temperature: no ada_p: No Discriminator_loss: 0.388364 Generator_loss: 1.42338
[INFO] 2021-02-15 06:04:18 > Step: 492500 Progress: 98.5% Elapsed: 3 days, 13:34:40 temperature: no ada_p: No Discriminator_loss: 0.192914 Generator_loss: 2.14348
[INFO] 2021-02-15 06:05:41 > Step: 492600 Progress: 98.5% Elapsed: 3 days, 13:36:03 temperature: no ada_p: No Discriminator_loss: 0.194017 Generator_loss: 2.39454
[INFO] 2021-02-15 06:06:46 > Step: 492700 Progress: 98.5% Elapsed: 3 days, 13:37:08 temperature: no ada_p: No Discriminator_loss: 0.301867 Generator_loss: 1.74661
[INFO] 2021-02-15 06:07:50 > Step: 492800 Progress: 98.6% Elapsed: 3 days, 13:38:12 temperature: no ada_p: No Discriminator_loss: 0.352844 Generator_loss: 2.53017
[INFO] 2021-02-15 06:08:55 > Step: 492900 Progress: 98.6% Elapsed: 3 days, 13:39:16 temperature: no ada_p: No Discriminator_loss: 0.330243 Generator_loss: 2.89046
[INFO] 2021-02-15 06:09:59 > Step: 493000 Progress: 98.6% Elapsed: 3 days, 13:40:21 temperature: no ada_p: No Discriminator_loss: 0.496458 Generator_loss: 1.1144
[INFO] 2021-02-15 06:11:03 > Step: 493100 Progress: 98.6% Elapsed: 3 days, 13:41:25 temperature: no ada_p: No Discriminator_loss: 0.223121 Generator_loss: 1.78447
[INFO] 2021-02-15 06:12:08 > Step: 493200 Progress: 98.6% Elapsed: 3 days, 13:42:30 temperature: no ada_p: No Discriminator_loss: 0.171548 Generator_loss: 1.8222
[INFO] 2021-02-15 06:13:12 > Step: 493300 Progress: 98.7% Elapsed: 3 days, 13:43:34 temperature: no ada_p: No Discriminator_loss: 0.248589 Generator_loss: 1.62102
[INFO] 2021-02-15 06:14:17 > Step: 493400 Progress: 98.7% Elapsed: 3 days, 13:44:38 temperature: no ada_p: No Discriminator_loss: 0.216954 Generator_loss: 2.53246
[INFO] 2021-02-15 06:15:21 > Step: 493500 Progress: 98.7% Elapsed: 3 days, 13:45:43 temperature: no ada_p: No Discriminator_loss: 0.204981 Generator_loss: 1.71822
[INFO] 2021-02-15 06:16:26 > Step: 493600 Progress: 98.7% Elapsed: 3 days, 13:46:47 temperature: no ada_p: No Discriminator_loss: 0.191069 Generator_loss: 2.23568
[INFO] 2021-02-15 06:17:31 > Step: 493700 Progress: 98.7% Elapsed: 3 days, 13:47:52 temperature: no ada_p: No Discriminator_loss: 0.185768 Generator_loss: 2.56742
[INFO] 2021-02-15 06:18:35 > Step: 493800 Progress: 98.8% Elapsed: 3 days, 13:48:57 temperature: no ada_p: No Discriminator_loss: 0.23079 Generator_loss: 2.53773
[INFO] 2021-02-15 06:19:40 > Step: 493900 Progress: 98.8% Elapsed: 3 days, 13:50:01 temperature: no ada_p: No Discriminator_loss: 0.238919 Generator_loss: 2.54359
[INFO] 2021-02-15 06:20:44 > Step: 494000 Progress: 98.8% Elapsed: 3 days, 13:51:06 temperature: no ada_p: No Discriminator_loss: 0.322999 Generator_loss: 1.67227
[INFO] 2021-02-15 06:20:44 > Start Evaluation (494000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 06:20:44 > Calculating FID Score....
[INFO] 2021-02-15 06:21:25 > Calculating Inception Score....
[INFO] 2021-02-15 06:21:49 > Calculate F_beta Score....
[INFO] 2021-02-15 06:28:51 > Calculate Accuracies....
[INFO] 2021-02-15 06:29:14 > Calculate Accuracies....
[INFO] 2021-02-15 06:32:52 > F_8 score (Step: 494000, Using valid images): 0.9254193917934433
[INFO] 2021-02-15 06:32:52 > F_1/8 score (Step: 494000, Using valid images): 0.9374834803020565
[INFO] 2021-02-15 06:32:53 > FID score (Step: 494000, Using valid moments): 27.34657639081223
[INFO] 2021-02-15 06:32:53 > Inception score (Step: 494000, 50000 generated images): 32.98018264770508
[INFO] 2021-02-15 06:32:53 > Best FID score (Step: 494000, Using valid moments): 27.34657639081223
[INFO] 2021-02-15 06:33:16 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 06:34:20 > Step: 494100 Progress: 98.8% Elapsed: 3 days, 14:04:42 temperature: no ada_p: No Discriminator_loss: 0.250621 Generator_loss: 1.931
[INFO] 2021-02-15 06:35:24 > Step: 494200 Progress: 98.8% Elapsed: 3 days, 14:05:46 temperature: no ada_p: No Discriminator_loss: 0.180752 Generator_loss: 2.58825
[INFO] 2021-02-15 06:36:28 > Step: 494300 Progress: 98.9% Elapsed: 3 days, 14:06:50 temperature: no ada_p: No Discriminator_loss: 0.227219 Generator_loss: 2.54104
[INFO] 2021-02-15 06:37:32 > Step: 494400 Progress: 98.9% Elapsed: 3 days, 14:07:54 temperature: no ada_p: No Discriminator_loss: 0.235491 Generator_loss: 2.26427
[INFO] 2021-02-15 06:38:56 > Step: 494500 Progress: 98.9% Elapsed: 3 days, 14:09:17 temperature: no ada_p: No Discriminator_loss: 0.205395 Generator_loss: 2.18467
[INFO] 2021-02-15 06:40:00 > Step: 494600 Progress: 98.9% Elapsed: 3 days, 14:10:22 temperature: no ada_p: No Discriminator_loss: 0.245087 Generator_loss: 2.41133
[INFO] 2021-02-15 06:41:05 > Step: 494700 Progress: 98.9% Elapsed: 3 days, 14:11:26 temperature: no ada_p: No Discriminator_loss: 0.183153 Generator_loss: 1.90187
[INFO] 2021-02-15 06:42:11 > Step: 494800 Progress: 99.0% Elapsed: 3 days, 14:12:33 temperature: no ada_p: No Discriminator_loss: 0.282302 Generator_loss: 1.52105
[INFO] 2021-02-15 06:43:16 > Step: 494900 Progress: 99.0% Elapsed: 3 days, 14:13:37 temperature: no ada_p: No Discriminator_loss: 0.272375 Generator_loss: 3.07097
[INFO] 2021-02-15 06:44:21 > Step: 495000 Progress: 99.0% Elapsed: 3 days, 14:14:42 temperature: no ada_p: No Discriminator_loss: 0.370902 Generator_loss: 2.73553
[INFO] 2021-02-15 06:45:25 > Step: 495100 Progress: 99.0% Elapsed: 3 days, 14:15:47 temperature: no ada_p: No Discriminator_loss: 0.189798 Generator_loss: 2.08615
[INFO] 2021-02-15 06:46:30 > Step: 495200 Progress: 99.0% Elapsed: 3 days, 14:16:52 temperature: no ada_p: No Discriminator_loss: 0.162847 Generator_loss: 1.86163
[INFO] 2021-02-15 06:47:35 > Step: 495300 Progress: 99.1% Elapsed: 3 days, 14:17:56 temperature: no ada_p: No Discriminator_loss: 0.261785 Generator_loss: 2.53597
[INFO] 2021-02-15 06:48:39 > Step: 495400 Progress: 99.1% Elapsed: 3 days, 14:19:01 temperature: no ada_p: No Discriminator_loss: 0.166882 Generator_loss: 1.91007
[INFO] 2021-02-15 06:49:44 > Step: 495500 Progress: 99.1% Elapsed: 3 days, 14:20:06 temperature: no ada_p: No Discriminator_loss: 0.217249 Generator_loss: 2.61787
[INFO] 2021-02-15 06:50:49 > Step: 495600 Progress: 99.1% Elapsed: 3 days, 14:21:10 temperature: no ada_p: No Discriminator_loss: 0.261787 Generator_loss: 1.67197
[INFO] 2021-02-15 06:51:53 > Step: 495700 Progress: 99.1% Elapsed: 3 days, 14:22:15 temperature: no ada_p: No Discriminator_loss: 0.177415 Generator_loss: 2.27546
[INFO] 2021-02-15 06:52:58 > Step: 495800 Progress: 99.2% Elapsed: 3 days, 14:23:20 temperature: no ada_p: No Discriminator_loss: 0.242291 Generator_loss: 1.78809
[INFO] 2021-02-15 06:54:03 > Step: 495900 Progress: 99.2% Elapsed: 3 days, 14:24:25 temperature: no ada_p: No Discriminator_loss: 0.206274 Generator_loss: 2.42637
[INFO] 2021-02-15 06:55:08 > Step: 496000 Progress: 99.2% Elapsed: 3 days, 14:25:30 temperature: no ada_p: No Discriminator_loss: 0.188955 Generator_loss: 2.1308
[INFO] 2021-02-15 06:55:08 > Start Evaluation (496000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 06:55:08 > Calculating FID Score....
[INFO] 2021-02-15 06:55:50 > Calculating Inception Score....
[INFO] 2021-02-15 06:56:17 > Calculate F_beta Score....
[INFO] 2021-02-15 07:03:56 > Calculate Accuracies....
[INFO] 2021-02-15 07:04:19 > Calculate Accuracies....
[INFO] 2021-02-15 07:07:57 > F_8 score (Step: 496000, Using valid images): 0.9131483198964625
[INFO] 2021-02-15 07:07:57 > F_1/8 score (Step: 496000, Using valid images): 0.9396282162110678
[INFO] 2021-02-15 07:07:57 > FID score (Step: 496000, Using valid moments): 27.311042763495323
[INFO] 2021-02-15 07:07:57 > Inception score (Step: 496000, 50000 generated images): 32.702056884765625
[INFO] 2021-02-15 07:07:57 > Best FID score (Step: 496000, Using valid moments): 27.311042763495323
[INFO] 2021-02-15 07:08:22 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 07:09:26 > Step: 496100 Progress: 99.2% Elapsed: 3 days, 14:39:48 temperature: no ada_p: No Discriminator_loss: 0.236131 Generator_loss: 1.88396
[INFO] 2021-02-15 07:10:30 > Step: 496200 Progress: 99.2% Elapsed: 3 days, 14:40:52 temperature: no ada_p: No Discriminator_loss: 0.195542 Generator_loss: 2.13838
[INFO] 2021-02-15 07:11:35 > Step: 496300 Progress: 99.3% Elapsed: 3 days, 14:41:56 temperature: no ada_p: No Discriminator_loss: 0.190213 Generator_loss: 2.07268
[INFO] 2021-02-15 07:12:40 > Step: 496400 Progress: 99.3% Elapsed: 3 days, 14:43:01 temperature: no ada_p: No Discriminator_loss: 0.187055 Generator_loss: 1.85481
[INFO] 2021-02-15 07:13:44 > Step: 496500 Progress: 99.3% Elapsed: 3 days, 14:44:06 temperature: no ada_p: No Discriminator_loss: 0.290014 Generator_loss: 1.9323
[INFO] 2021-02-15 07:14:51 > Step: 496600 Progress: 99.3% Elapsed: 3 days, 14:45:13 temperature: no ada_p: No Discriminator_loss: 0.307926 Generator_loss: 1.42842
[INFO] 2021-02-15 07:15:55 > Step: 496700 Progress: 99.3% Elapsed: 3 days, 14:46:17 temperature: no ada_p: No Discriminator_loss: 0.187894 Generator_loss: 1.78853
[INFO] 2021-02-15 07:16:59 > Step: 496800 Progress: 99.4% Elapsed: 3 days, 14:47:21 temperature: no ada_p: No Discriminator_loss: 0.204303 Generator_loss: 2.31073
[INFO] 2021-02-15 07:18:03 > Step: 496900 Progress: 99.4% Elapsed: 3 days, 14:48:25 temperature: no ada_p: No Discriminator_loss: 0.389439 Generator_loss: 2.86505
[INFO] 2021-02-15 07:19:07 > Step: 497000 Progress: 99.4% Elapsed: 3 days, 14:49:29 temperature: no ada_p: No Discriminator_loss: 0.175585 Generator_loss: 2.0688
[INFO] 2021-02-15 07:20:12 > Step: 497100 Progress: 99.4% Elapsed: 3 days, 14:50:33 temperature: no ada_p: No Discriminator_loss: 0.369456 Generator_loss: 1.52921
[INFO] 2021-02-15 07:21:16 > Step: 497200 Progress: 99.4% Elapsed: 3 days, 14:51:37 temperature: no ada_p: No Discriminator_loss: 0.281117 Generator_loss: 2.23017
[INFO] 2021-02-15 07:22:44 > Step: 497300 Progress: 99.5% Elapsed: 3 days, 14:53:06 temperature: no ada_p: No Discriminator_loss: 0.13998 Generator_loss: 2.51022
[INFO] 2021-02-15 07:23:49 > Step: 497400 Progress: 99.5% Elapsed: 3 days, 14:54:10 temperature: no ada_p: No Discriminator_loss: 0.334441 Generator_loss: 1.44826
[INFO] 2021-02-15 07:24:53 > Step: 497500 Progress: 99.5% Elapsed: 3 days, 14:55:15 temperature: no ada_p: No Discriminator_loss: 0.290056 Generator_loss: 1.52139
[INFO] 2021-02-15 07:25:58 > Step: 497600 Progress: 99.5% Elapsed: 3 days, 14:56:19 temperature: no ada_p: No Discriminator_loss: 0.311593 Generator_loss: 1.43046
[INFO] 2021-02-15 07:27:03 > Step: 497700 Progress: 99.5% Elapsed: 3 days, 14:57:24 temperature: no ada_p: No Discriminator_loss: 0.337577 Generator_loss: 1.55242
[INFO] 2021-02-15 07:28:07 > Step: 497800 Progress: 99.6% Elapsed: 3 days, 14:58:29 temperature: no ada_p: No Discriminator_loss: 0.186826 Generator_loss: 2.47168
[INFO] 2021-02-15 07:29:11 > Step: 497900 Progress: 99.6% Elapsed: 3 days, 14:59:33 temperature: no ada_p: No Discriminator_loss: 0.119761 Generator_loss: 2.83216
[INFO] 2021-02-15 07:30:16 > Step: 498000 Progress: 99.6% Elapsed: 3 days, 15:00:37 temperature: no ada_p: No Discriminator_loss: 0.129162 Generator_loss: 2.51691
[INFO] 2021-02-15 07:30:16 > Start Evaluation (498000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 07:30:16 > Calculating FID Score....
[INFO] 2021-02-15 07:30:56 > Calculating Inception Score....
[INFO] 2021-02-15 07:31:20 > Calculate F_beta Score....
[INFO] 2021-02-15 07:38:21 > Calculate Accuracies....
[INFO] 2021-02-15 07:38:44 > Calculate Accuracies....
[INFO] 2021-02-15 07:42:22 > F_8 score (Step: 498000, Using valid images): 0.9154652763113038
[INFO] 2021-02-15 07:42:22 > F_1/8 score (Step: 498000, Using valid images): 0.9335228558425624
[INFO] 2021-02-15 07:42:22 > FID score (Step: 498000, Using valid moments): 27.649550494500488
[INFO] 2021-02-15 07:42:22 > Inception score (Step: 498000, 50000 generated images): 32.06904602050781
[INFO] 2021-02-15 07:42:22 > Best FID score (Step: 496000, Using valid moments): 27.311042763495323
[INFO] 2021-02-15 07:42:33 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 07:43:37 > Step: 498100 Progress: 99.6% Elapsed: 3 days, 15:13:59 temperature: no ada_p: No Discriminator_loss: 0.374936 Generator_loss: 1.06052
[INFO] 2021-02-15 07:45:00 > Step: 498200 Progress: 99.6% Elapsed: 3 days, 15:15:22 temperature: no ada_p: No Discriminator_loss: 0.33932 Generator_loss: 1.75033
[INFO] 2021-02-15 07:46:05 > Step: 498300 Progress: 99.7% Elapsed: 3 days, 15:16:26 temperature: no ada_p: No Discriminator_loss: 0.193923 Generator_loss: 2.30345
[INFO] 2021-02-15 07:47:09 > Step: 498400 Progress: 99.7% Elapsed: 3 days, 15:17:31 temperature: no ada_p: No Discriminator_loss: 0.316817 Generator_loss: 1.40567
[INFO] 2021-02-15 07:48:14 > Step: 498500 Progress: 99.7% Elapsed: 3 days, 15:18:35 temperature: no ada_p: No Discriminator_loss: 0.207051 Generator_loss: 2.06001
[INFO] 2021-02-15 07:49:18 > Step: 498600 Progress: 99.7% Elapsed: 3 days, 15:19:40 temperature: no ada_p: No Discriminator_loss: 0.233975 Generator_loss: 2.35706
[INFO] 2021-02-15 07:50:23 > Step: 498700 Progress: 99.7% Elapsed: 3 days, 15:20:45 temperature: no ada_p: No Discriminator_loss: 0.326143 Generator_loss: 2.70153
[INFO] 2021-02-15 07:51:28 > Step: 498800 Progress: 99.8% Elapsed: 3 days, 15:21:49 temperature: no ada_p: No Discriminator_loss: 0.246856 Generator_loss: 1.35952
[INFO] 2021-02-15 07:52:32 > Step: 498900 Progress: 99.8% Elapsed: 3 days, 15:22:54 temperature: no ada_p: No Discriminator_loss: 0.201253 Generator_loss: 2.09134
[INFO] 2021-02-15 07:53:36 > Step: 499000 Progress: 99.8% Elapsed: 3 days, 15:23:58 temperature: no ada_p: No Discriminator_loss: 0.258338 Generator_loss: 1.85369
[INFO] 2021-02-15 07:54:41 > Step: 499100 Progress: 99.8% Elapsed: 3 days, 15:25:03 temperature: no ada_p: No Discriminator_loss: 0.221346 Generator_loss: 1.89877
[INFO] 2021-02-15 07:55:46 > Step: 499200 Progress: 99.8% Elapsed: 3 days, 15:26:07 temperature: no ada_p: No Discriminator_loss: 0.184533 Generator_loss: 1.79441
[INFO] 2021-02-15 07:56:50 > Step: 499300 Progress: 99.9% Elapsed: 3 days, 15:27:12 temperature: no ada_p: No Discriminator_loss: 0.254168 Generator_loss: 1.94093
[INFO] 2021-02-15 07:57:55 > Step: 499400 Progress: 99.9% Elapsed: 3 days, 15:28:16 temperature: no ada_p: No Discriminator_loss: 0.282709 Generator_loss: 1.63482
[INFO] 2021-02-15 07:58:59 > Step: 499500 Progress: 99.9% Elapsed: 3 days, 15:29:21 temperature: no ada_p: No Discriminator_loss: 0.213184 Generator_loss: 2.10722
[INFO] 2021-02-15 08:00:04 > Step: 499600 Progress: 99.9% Elapsed: 3 days, 15:30:25 temperature: no ada_p: No Discriminator_loss: 0.140902 Generator_loss: 2.04904
[INFO] 2021-02-15 08:01:08 > Step: 499700 Progress: 99.9% Elapsed: 3 days, 15:31:30 temperature: no ada_p: No Discriminator_loss: 0.245344 Generator_loss: 2.05651
[INFO] 2021-02-15 08:02:16 > Step: 499800 Progress: 100.0% Elapsed: 3 days, 15:32:37 temperature: no ada_p: No Discriminator_loss: 0.191262 Generator_loss: 2.12018
[INFO] 2021-02-15 08:03:21 > Step: 499900 Progress: 100.0% Elapsed: 3 days, 15:33:43 temperature: no ada_p: No Discriminator_loss: 0.20513 Generator_loss: 2.45082
[INFO] 2021-02-15 08:04:26 > Step: 500000 Progress: 100.0% Elapsed: 3 days, 15:34:48 temperature: no ada_p: No Discriminator_loss: 0.170223 Generator_loss: 2.10282
[INFO] 2021-02-15 08:04:26 > Start Evaluation (500000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-15 08:04:26 > Calculating FID Score....
[INFO] 2021-02-15 08:05:09 > Calculating Inception Score....
[INFO] 2021-02-15 08:05:33 > Calculate F_beta Score....
[INFO] 2021-02-15 08:12:43 > Calculate Accuracies....
[INFO] 2021-02-15 08:13:07 > Calculate Accuracies....
[INFO] 2021-02-15 08:16:45 > F_8 score (Step: 500000, Using valid images): 0.9231700722994858
[INFO] 2021-02-15 08:16:45 > F_1/8 score (Step: 500000, Using valid images): 0.9255592869587894
[INFO] 2021-02-15 08:16:45 > FID score (Step: 500000, Using valid moments): 27.86319180331992
[INFO] 2021-02-15 08:16:45 > Inception score (Step: 500000, 50000 generated images): 32.108970642089844
[INFO] 2021-02-15 08:16:45 > Best FID score (Step: 496000, Using valid moments): 27.311042763495323
[INFO] 2021-02-15 08:16:56 > Save model to checkpoints/SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-16 14:11:54 > Generator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=G-best-weights-step=496000.pth
[INFO] 2021-02-16 14:11:54 > Discriminator checkpoint is checkpoints/SNGAN-train-2021_02_05_01_08_08/model=D-best-weights-step=496000.pth
[INFO] 2021-02-16 14:11:57 > Start Evaluation (496000 Step): SNGAN-train-2021_02_05_01_08_08
[INFO] 2021-02-16 14:11:57 > Calculating FID Score....
[INFO] 2021-02-16 14:12:44 > Calculating Inception Score....
[INFO] 2021-02-16 14:13:16 > Calculate F_beta Score....
[INFO] 2021-02-16 14:23:05 > Calculate Accuracies....
[INFO] 2021-02-16 14:23:37 > Calculate Accuracies....
[INFO] 2021-02-16 14:28:26 > F_8 score (Step: 496000, Using valid images): 0.9130436913778024
[INFO] 2021-02-16 14:28:26 > F_1/8 score (Step: 496000, Using valid images): 0.9380240537098871
[INFO] 2021-02-16 14:28:26 > FID score (Step: 496000, Using valid moments): 26.79249289549216
[INFO] 2021-02-16 14:28:26 > Inception score (Step: 496000, 50000 generated images): 32.24742126464844
[INFO] 2021-02-16 14:28:26 > Best FID score (Step: 496000, Using valid moments): 26.79249289549216