Path: blob/master/logs/CIFAR10/ADAGAN(P)-train-2021_01_31_12_59_51.log
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[INFO] 2021-01-31 12:59:51 > Run name : ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 12:59:51 > {'config_path': 'src/configs/CIFAR10/ADAGAN(P).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2021-01-31 12:59:51 > {'data_processing': {'dataset_name': 'cifar10', 'data_path': './data/cifar10', 'img_size': 32, 'num_classes': 10, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 2, 'attention_after_nth_dis_block': 1, 'z_dim': 80, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 5, 'total_step': 312500}, 'loss_function': {'adv_loss': 'vanilla', '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': True, 'ada_target': 0.6, 'ada_length': 50000000, 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 1000}}}
[INFO] 2021-01-31 12:59:51 > Load train datasets...
[INFO] 2021-01-31 12:59:51 > Train dataset size : 50000
[INFO] 2021-01-31 12:59:51 > Load test datasets...
[INFO] 2021-01-31 12:59:52 > Eval dataset size : 10000
[INFO] 2021-01-31 12:59:52 > Build model...
[INFO] 2021-01-31 12:59:52 > Modules are located on models.big_resnet.
[INFO] 2021-01-31 12:59:56 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-31 12:59:56 > Number of parameters: 9416196
[INFO] 2021-01-31 12:59:56 > Generator(
(linear0): Linear(in_features=20, out_features=6144, bias=True)
(shared): Embedding(10, 128)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(1): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(2): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(3): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
)
(bn4): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(384, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2021-01-31 12:59:56 > Number of parameters: 2415170
[INFO] 2021-01-31 12:59:56 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=192, out_features=1, bias=True)
(embedding): Embedding(10, 192)
)
[INFO] 2021-01-31 13:00:00 > Start training....
[INFO] 2021-01-31 13:01:19 > Step: 100 Progress: 0.0% Elapsed: 0:01:19 temperature: no ada_p: 0.0003072 Discriminator_loss: 0.532448 Generator_loss: 2.19652
[INFO] 2021-01-31 13:02:34 > Step: 200 Progress: 0.1% Elapsed: 0:02:34 temperature: no ada_p: 0.00059904 Discriminator_loss: 0.364888 Generator_loss: 1.25736
[INFO] 2021-01-31 13:03:50 > Step: 300 Progress: 0.1% Elapsed: 0:03:49 temperature: no ada_p: 0.000841728 Discriminator_loss: 0.557362 Generator_loss: 0.983819
[INFO] 2021-01-31 13:05:04 > Step: 400 Progress: 0.1% Elapsed: 0:05:04 temperature: no ada_p: 0.00112128 Discriminator_loss: 0.625233 Generator_loss: 0.998499
[INFO] 2021-01-31 13:06:21 > Step: 500 Progress: 0.2% Elapsed: 0:06:20 temperature: no ada_p: 0.00139469 Discriminator_loss: 0.588099 Generator_loss: 0.702145
[INFO] 2021-01-31 13:07:36 > Step: 600 Progress: 0.2% Elapsed: 0:07:36 temperature: no ada_p: 0.00166195 Discriminator_loss: 0.694213 Generator_loss: 0.819361
[INFO] 2021-01-31 13:08:53 > Step: 700 Progress: 0.2% Elapsed: 0:08:52 temperature: no ada_p: 0.0019415 Discriminator_loss: 0.684951 Generator_loss: 1.139
[INFO] 2021-01-31 13:10:10 > Step: 800 Progress: 0.3% Elapsed: 0:10:10 temperature: no ada_p: 0.00222106 Discriminator_loss: 0.541833 Generator_loss: 0.934035
[INFO] 2021-01-31 13:11:25 > Step: 900 Progress: 0.3% Elapsed: 0:11:25 temperature: no ada_p: 0.00250061 Discriminator_loss: 0.549499 Generator_loss: 0.988636
[INFO] 2021-01-31 13:12:41 > Step: 1000 Progress: 0.3% Elapsed: 0:12:41 temperature: no ada_p: 0.0027863 Discriminator_loss: 0.563501 Generator_loss: 0.630758
[INFO] 2021-01-31 13:13:58 > Step: 1100 Progress: 0.4% Elapsed: 0:13:58 temperature: no ada_p: 0.003072 Discriminator_loss: 0.527445 Generator_loss: 0.723509
[INFO] 2021-01-31 13:15:13 > Step: 1200 Progress: 0.4% Elapsed: 0:15:13 temperature: no ada_p: 0.00338227 Discriminator_loss: 0.570283 Generator_loss: 1.01369
[INFO] 2021-01-31 13:16:31 > Step: 1300 Progress: 0.4% Elapsed: 0:16:31 temperature: no ada_p: 0.00365568 Discriminator_loss: 0.564749 Generator_loss: 0.877115
[INFO] 2021-01-31 13:17:47 > Step: 1400 Progress: 0.4% Elapsed: 0:17:47 temperature: no ada_p: 0.00397824 Discriminator_loss: 0.456792 Generator_loss: 1.26807
[INFO] 2021-01-31 13:19:04 > Step: 1500 Progress: 0.5% Elapsed: 0:19:03 temperature: no ada_p: 0.00433766 Discriminator_loss: 0.441382 Generator_loss: 0.963349
[INFO] 2021-01-31 13:20:20 > Step: 1600 Progress: 0.5% Elapsed: 0:20:20 temperature: no ada_p: 0.00467866 Discriminator_loss: 0.554334 Generator_loss: 1.08475
[INFO] 2021-01-31 13:21:35 > Step: 1700 Progress: 0.5% Elapsed: 0:21:35 temperature: no ada_p: 0.00501965 Discriminator_loss: 0.495815 Generator_loss: 1.22088
[INFO] 2021-01-31 13:22:52 > Step: 1800 Progress: 0.6% Elapsed: 0:22:51 temperature: no ada_p: 0.00536678 Discriminator_loss: 0.564611 Generator_loss: 0.905102
[INFO] 2021-01-31 13:24:08 > Step: 1900 Progress: 0.6% Elapsed: 0:24:08 temperature: no ada_p: 0.00572006 Discriminator_loss: 0.713521 Generator_loss: 2.37272
[INFO] 2021-01-31 13:25:24 > Step: 2000 Progress: 0.6% Elapsed: 0:25:23 temperature: no ada_p: 0.0060672 Discriminator_loss: 0.500825 Generator_loss: 1.1946
[INFO] 2021-01-31 13:25:24 > Start Evaluation (2000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 13:25:24 > Calculating FID Score....
[INFO] 2021-01-31 13:25:52 > Calculating Inception Score....
[INFO] 2021-01-31 13:26:09 > Calculate F_beta Score....
[INFO] 2021-01-31 13:27:05 > Calculate Accuracies....
[INFO] 2021-01-31 13:27:12 > Calculate Accuracies....
[INFO] 2021-01-31 13:27:14 > F_8 score (Step: 2000, Using test images): 0.7084779836568608
[INFO] 2021-01-31 13:27:14 > F_1/8 score (Step: 2000, Using test images): 0.8412710156640835
[INFO] 2021-01-31 13:27:14 > FID score (Step: 2000, Using test moments): 53.11556961872651
[INFO] 2021-01-31 13:27:14 > Inception score (Step: 2000, 10000 generated images): 5.509773254394531
[INFO] 2021-01-31 13:27:14 > Best FID score (Step: 2000, Using test moments): 53.11556961872651
[INFO] 2021-01-31 13:27:14 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 13:28:26 > Step: 2100 Progress: 0.7% Elapsed: 0:28:25 temperature: no ada_p: 0.00640205 Discriminator_loss: 0.752247 Generator_loss: 1.34319
[INFO] 2021-01-31 13:29:38 > Step: 2200 Progress: 0.7% Elapsed: 0:29:38 temperature: no ada_p: 0.00675533 Discriminator_loss: 0.534523 Generator_loss: 0.991855
[INFO] 2021-01-31 13:30:54 > Step: 2300 Progress: 0.7% Elapsed: 0:30:53 temperature: no ada_p: 0.00709632 Discriminator_loss: 0.497721 Generator_loss: 1.52763
[INFO] 2021-01-31 13:32:10 > Step: 2400 Progress: 0.8% Elapsed: 0:32:10 temperature: no ada_p: 0.00745574 Discriminator_loss: 0.52038 Generator_loss: 2.02819
[INFO] 2021-01-31 13:33:27 > Step: 2500 Progress: 0.8% Elapsed: 0:33:26 temperature: no ada_p: 0.00780288 Discriminator_loss: 0.468126 Generator_loss: 1.0988
[INFO] 2021-01-31 13:34:43 > Step: 2600 Progress: 0.8% Elapsed: 0:34:43 temperature: no ada_p: 0.00815616 Discriminator_loss: 0.472455 Generator_loss: 1.35346
[INFO] 2021-01-31 13:36:00 > Step: 2700 Progress: 0.9% Elapsed: 0:35:59 temperature: no ada_p: 0.00852173 Discriminator_loss: 0.538995 Generator_loss: 1.63502
[INFO] 2021-01-31 13:37:14 > Step: 2800 Progress: 0.9% Elapsed: 0:37:14 temperature: no ada_p: 0.00888115 Discriminator_loss: 0.464408 Generator_loss: 1.31733
[INFO] 2021-01-31 13:38:30 > Step: 2900 Progress: 0.9% Elapsed: 0:38:30 temperature: no ada_p: 0.00924058 Discriminator_loss: 0.586222 Generator_loss: 1.84372
[INFO] 2021-01-31 13:39:46 > Step: 3000 Progress: 1.0% Elapsed: 0:39:46 temperature: no ada_p: 0.00959386 Discriminator_loss: 0.404824 Generator_loss: 0.939914
[INFO] 2021-01-31 13:41:02 > Step: 3100 Progress: 1.0% Elapsed: 0:41:02 temperature: no ada_p: 0.00997171 Discriminator_loss: 0.516982 Generator_loss: 1.51026
[INFO] 2021-01-31 13:42:19 > Step: 3200 Progress: 1.0% Elapsed: 0:42:19 temperature: no ada_p: 0.0103434 Discriminator_loss: 0.47014 Generator_loss: 1.1162
[INFO] 2021-01-31 13:43:35 > Step: 3300 Progress: 1.1% Elapsed: 0:43:35 temperature: no ada_p: 0.010709 Discriminator_loss: 0.522619 Generator_loss: 1.21043
[INFO] 2021-01-31 13:44:50 > Step: 3400 Progress: 1.1% Elapsed: 0:44:50 temperature: no ada_p: 0.0110807 Discriminator_loss: 0.517479 Generator_loss: 0.931719
[INFO] 2021-01-31 13:46:06 > Step: 3500 Progress: 1.1% Elapsed: 0:46:06 temperature: no ada_p: 0.0114647 Discriminator_loss: 0.494638 Generator_loss: 1.82497
[INFO] 2021-01-31 13:47:23 > Step: 3600 Progress: 1.2% Elapsed: 0:47:23 temperature: no ada_p: 0.0118426 Discriminator_loss: 0.332271 Generator_loss: 1.69396
[INFO] 2021-01-31 13:48:39 > Step: 3700 Progress: 1.2% Elapsed: 0:48:39 temperature: no ada_p: 0.0122081 Discriminator_loss: 0.462782 Generator_loss: 1.13564
[INFO] 2021-01-31 13:49:55 > Step: 3800 Progress: 1.2% Elapsed: 0:49:55 temperature: no ada_p: 0.0125676 Discriminator_loss: 0.45715 Generator_loss: 1.21636
[INFO] 2021-01-31 13:51:10 > Step: 3900 Progress: 1.2% Elapsed: 0:51:10 temperature: no ada_p: 0.0129454 Discriminator_loss: 0.55066 Generator_loss: 1.23841
[INFO] 2021-01-31 13:52:26 > Step: 4000 Progress: 1.3% Elapsed: 0:52:26 temperature: no ada_p: 0.0132741 Discriminator_loss: 0.497147 Generator_loss: 1.19401
[INFO] 2021-01-31 13:52:26 > Start Evaluation (4000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 13:52:26 > Calculating FID Score....
[INFO] 2021-01-31 13:52:54 > Calculating Inception Score....
[INFO] 2021-01-31 13:53:10 > Calculate F_beta Score....
[INFO] 2021-01-31 13:54:07 > Calculate Accuracies....
[INFO] 2021-01-31 13:54:13 > Calculate Accuracies....
[INFO] 2021-01-31 13:54:15 > F_8 score (Step: 4000, Using test images): 0.798627890161745
[INFO] 2021-01-31 13:54:15 > F_1/8 score (Step: 4000, Using test images): 0.8771783870583186
[INFO] 2021-01-31 13:54:15 > FID score (Step: 4000, Using test moments): 46.303971511764416
[INFO] 2021-01-31 13:54:15 > Inception score (Step: 4000, 10000 generated images): 6.476414203643799
[INFO] 2021-01-31 13:54:15 > Best FID score (Step: 4000, Using test moments): 46.303971511764416
[INFO] 2021-01-31 13:54:16 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 13:55:31 > Step: 4100 Progress: 1.3% Elapsed: 0:55:31 temperature: no ada_p: 0.0136335 Discriminator_loss: 0.430442 Generator_loss: 1.65223
[INFO] 2021-01-31 13:56:45 > Step: 4200 Progress: 1.3% Elapsed: 0:56:44 temperature: no ada_p: 0.0140114 Discriminator_loss: 0.517798 Generator_loss: 1.02578
[INFO] 2021-01-31 13:57:56 > Step: 4300 Progress: 1.4% Elapsed: 0:57:56 temperature: no ada_p: 0.0143831 Discriminator_loss: 0.529537 Generator_loss: 0.968281
[INFO] 2021-01-31 13:59:10 > Step: 4400 Progress: 1.4% Elapsed: 0:59:10 temperature: no ada_p: 0.0147364 Discriminator_loss: 0.407248 Generator_loss: 1.68464
[INFO] 2021-01-31 14:00:24 > Step: 4500 Progress: 1.4% Elapsed: 1:00:24 temperature: no ada_p: 0.0150958 Discriminator_loss: 0.457902 Generator_loss: 0.887303
[INFO] 2021-01-31 14:01:40 > Step: 4600 Progress: 1.5% Elapsed: 1:01:40 temperature: no ada_p: 0.0154675 Discriminator_loss: 0.45515 Generator_loss: 1.91899
[INFO] 2021-01-31 14:02:56 > Step: 4700 Progress: 1.5% Elapsed: 1:02:56 temperature: no ada_p: 0.0158392 Discriminator_loss: 0.416813 Generator_loss: 1.0072
[INFO] 2021-01-31 14:04:12 > Step: 4800 Progress: 1.5% Elapsed: 1:04:12 temperature: no ada_p: 0.0162171 Discriminator_loss: 0.427674 Generator_loss: 1.67048
[INFO] 2021-01-31 14:05:28 > Step: 4900 Progress: 1.6% Elapsed: 1:05:28 temperature: no ada_p: 0.0165765 Discriminator_loss: 0.52993 Generator_loss: 0.730556
[INFO] 2021-01-31 14:06:44 > Step: 5000 Progress: 1.6% Elapsed: 1:06:43 temperature: no ada_p: 0.0169605 Discriminator_loss: 0.378906 Generator_loss: 1.14248
[INFO] 2021-01-31 14:07:59 > Step: 5100 Progress: 1.6% Elapsed: 1:07:58 temperature: no ada_p: 0.0173322 Discriminator_loss: 0.423075 Generator_loss: 1.06524
[INFO] 2021-01-31 14:09:16 > Step: 5200 Progress: 1.7% Elapsed: 1:09:16 temperature: no ada_p: 0.0177039 Discriminator_loss: 0.523125 Generator_loss: 1.65927
[INFO] 2021-01-31 14:10:32 > Step: 5300 Progress: 1.7% Elapsed: 1:10:31 temperature: no ada_p: 0.0180756 Discriminator_loss: 0.455362 Generator_loss: 1.38299
[INFO] 2021-01-31 14:11:47 > Step: 5400 Progress: 1.7% Elapsed: 1:11:46 temperature: no ada_p: 0.0184596 Discriminator_loss: 0.555225 Generator_loss: 1.35378
[INFO] 2021-01-31 14:13:03 > Step: 5500 Progress: 1.8% Elapsed: 1:13:02 temperature: no ada_p: 0.0188314 Discriminator_loss: 0.577823 Generator_loss: 1.23384
[INFO] 2021-01-31 14:14:18 > Step: 5600 Progress: 1.8% Elapsed: 1:14:18 temperature: no ada_p: 0.0192031 Discriminator_loss: 0.492827 Generator_loss: 1.33308
[INFO] 2021-01-31 14:15:34 > Step: 5700 Progress: 1.8% Elapsed: 1:15:34 temperature: no ada_p: 0.0195809 Discriminator_loss: 0.522502 Generator_loss: 1.94092
[INFO] 2021-01-31 14:16:50 > Step: 5800 Progress: 1.9% Elapsed: 1:16:49 temperature: no ada_p: 0.0199526 Discriminator_loss: 0.561173 Generator_loss: 1.84928
[INFO] 2021-01-31 14:18:05 > Step: 5900 Progress: 1.9% Elapsed: 1:18:05 temperature: no ada_p: 0.0203305 Discriminator_loss: 0.561306 Generator_loss: 1.41426
[INFO] 2021-01-31 14:19:21 > Step: 6000 Progress: 1.9% Elapsed: 1:19:21 temperature: no ada_p: 0.0207084 Discriminator_loss: 0.605885 Generator_loss: 1.0053
[INFO] 2021-01-31 14:19:21 > Start Evaluation (6000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 14:19:21 > Calculating FID Score....
[INFO] 2021-01-31 14:19:49 > Calculating Inception Score....
[INFO] 2021-01-31 14:20:05 > Calculate F_beta Score....
[INFO] 2021-01-31 14:21:03 > Calculate Accuracies....
[INFO] 2021-01-31 14:21:09 > Calculate Accuracies....
[INFO] 2021-01-31 14:21:11 > F_8 score (Step: 6000, Using test images): 0.8564854767510675
[INFO] 2021-01-31 14:21:11 > F_1/8 score (Step: 6000, Using test images): 0.9054851037378143
[INFO] 2021-01-31 14:21:11 > FID score (Step: 6000, Using test moments): 40.65151121489191
[INFO] 2021-01-31 14:21:11 > Inception score (Step: 6000, 10000 generated images): 7.315180778503418
[INFO] 2021-01-31 14:21:11 > Best FID score (Step: 6000, Using test moments): 40.65151121489191
[INFO] 2021-01-31 14:21:12 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 14:22:29 > Step: 6100 Progress: 2.0% Elapsed: 1:22:29 temperature: no ada_p: 0.0210801 Discriminator_loss: 0.56962 Generator_loss: 0.775519
[INFO] 2021-01-31 14:23:44 > Step: 6200 Progress: 2.0% Elapsed: 1:23:44 temperature: no ada_p: 0.0214641 Discriminator_loss: 0.768011 Generator_loss: 0.846626
[INFO] 2021-01-31 14:25:02 > Step: 6300 Progress: 2.0% Elapsed: 1:25:02 temperature: no ada_p: 0.0218358 Discriminator_loss: 0.481133 Generator_loss: 1.33226
[INFO] 2021-01-31 14:26:17 > Step: 6400 Progress: 2.0% Elapsed: 1:26:17 temperature: no ada_p: 0.0222075 Discriminator_loss: 0.420673 Generator_loss: 1.13579
[INFO] 2021-01-31 14:27:29 > Step: 6500 Progress: 2.1% Elapsed: 1:27:29 temperature: no ada_p: 0.0225853 Discriminator_loss: 0.469018 Generator_loss: 1.07001
[INFO] 2021-01-31 14:28:43 > Step: 6600 Progress: 2.1% Elapsed: 1:28:43 temperature: no ada_p: 0.0229632 Discriminator_loss: 0.687507 Generator_loss: 0.703414
[INFO] 2021-01-31 14:29:59 > Step: 6700 Progress: 2.1% Elapsed: 1:29:58 temperature: no ada_p: 0.0233349 Discriminator_loss: 0.478079 Generator_loss: 1.54036
[INFO] 2021-01-31 14:31:15 > Step: 6800 Progress: 2.2% Elapsed: 1:31:15 temperature: no ada_p: 0.0237189 Discriminator_loss: 0.408932 Generator_loss: 1.27334
[INFO] 2021-01-31 14:32:31 > Step: 6900 Progress: 2.2% Elapsed: 1:32:31 temperature: no ada_p: 0.0241029 Discriminator_loss: 0.427938 Generator_loss: 1.38147
[INFO] 2021-01-31 14:33:47 > Step: 7000 Progress: 2.2% Elapsed: 1:33:47 temperature: no ada_p: 0.0244869 Discriminator_loss: 0.412445 Generator_loss: 1.63548
[INFO] 2021-01-31 14:35:03 > Step: 7100 Progress: 2.3% Elapsed: 1:35:03 temperature: no ada_p: 0.0248648 Discriminator_loss: 0.537192 Generator_loss: 1.26245
[INFO] 2021-01-31 14:36:19 > Step: 7200 Progress: 2.3% Elapsed: 1:36:19 temperature: no ada_p: 0.0252365 Discriminator_loss: 0.465209 Generator_loss: 1.47506
[INFO] 2021-01-31 14:37:37 > Step: 7300 Progress: 2.3% Elapsed: 1:37:37 temperature: no ada_p: 0.0256143 Discriminator_loss: 0.553933 Generator_loss: 1.20089
[INFO] 2021-01-31 14:38:56 > Step: 7400 Progress: 2.4% Elapsed: 1:38:56 temperature: no ada_p: 0.025986 Discriminator_loss: 0.4598 Generator_loss: 1.87242
[INFO] 2021-01-31 14:40:13 > Step: 7500 Progress: 2.4% Elapsed: 1:40:13 temperature: no ada_p: 0.0263639 Discriminator_loss: 0.508163 Generator_loss: 1.58714
[INFO] 2021-01-31 14:41:29 > Step: 7600 Progress: 2.4% Elapsed: 1:41:28 temperature: no ada_p: 0.0267479 Discriminator_loss: 0.482082 Generator_loss: 2.13374
[INFO] 2021-01-31 14:42:46 > Step: 7700 Progress: 2.5% Elapsed: 1:42:45 temperature: no ada_p: 0.0271319 Discriminator_loss: 0.497475 Generator_loss: 1.04908
[INFO] 2021-01-31 14:44:02 > Step: 7800 Progress: 2.5% Elapsed: 1:44:02 temperature: no ada_p: 0.0275098 Discriminator_loss: 0.483219 Generator_loss: 1.17207
[INFO] 2021-01-31 14:45:18 > Step: 7900 Progress: 2.5% Elapsed: 1:45:17 temperature: no ada_p: 0.0278938 Discriminator_loss: 0.514195 Generator_loss: 1.44736
[INFO] 2021-01-31 14:46:34 > Step: 8000 Progress: 2.6% Elapsed: 1:46:34 temperature: no ada_p: 0.0282655 Discriminator_loss: 0.434301 Generator_loss: 2.24799
[INFO] 2021-01-31 14:46:34 > Start Evaluation (8000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 14:46:34 > Calculating FID Score....
[INFO] 2021-01-31 14:47:02 > Calculating Inception Score....
[INFO] 2021-01-31 14:47:19 > Calculate F_beta Score....
[INFO] 2021-01-31 14:48:16 > Calculate Accuracies....
[INFO] 2021-01-31 14:48:22 > Calculate Accuracies....
[INFO] 2021-01-31 14:48:24 > F_8 score (Step: 8000, Using test images): 0.9079359209461659
[INFO] 2021-01-31 14:48:24 > F_1/8 score (Step: 8000, Using test images): 0.9311514391457945
[INFO] 2021-01-31 14:48:24 > FID score (Step: 8000, Using test moments): 35.40808020000378
[INFO] 2021-01-31 14:48:24 > Inception score (Step: 8000, 10000 generated images): 7.786984920501709
[INFO] 2021-01-31 14:48:24 > Best FID score (Step: 8000, Using test moments): 35.40808020000378
[INFO] 2021-01-31 14:48:25 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 14:49:41 > Step: 8100 Progress: 2.6% Elapsed: 1:49:41 temperature: no ada_p: 0.0286495 Discriminator_loss: 0.53674 Generator_loss: 1.12178
[INFO] 2021-01-31 14:50:57 > Step: 8200 Progress: 2.6% Elapsed: 1:50:57 temperature: no ada_p: 0.0290273 Discriminator_loss: 0.463583 Generator_loss: 1.41082
[INFO] 2021-01-31 14:52:13 > Step: 8300 Progress: 2.7% Elapsed: 1:52:12 temperature: no ada_p: 0.0294052 Discriminator_loss: 0.493519 Generator_loss: 1.27238
[INFO] 2021-01-31 14:53:28 > Step: 8400 Progress: 2.7% Elapsed: 1:53:28 temperature: no ada_p: 0.029783 Discriminator_loss: 0.522485 Generator_loss: 1.37307
[INFO] 2021-01-31 14:54:45 > Step: 8500 Progress: 2.7% Elapsed: 1:54:45 temperature: no ada_p: 0.0301609 Discriminator_loss: 0.632956 Generator_loss: 1.20009
[INFO] 2021-01-31 14:56:02 > Step: 8600 Progress: 2.8% Elapsed: 1:56:02 temperature: no ada_p: 0.0305388 Discriminator_loss: 0.49367 Generator_loss: 1.44126
[INFO] 2021-01-31 14:57:14 > Step: 8700 Progress: 2.8% Elapsed: 1:57:13 temperature: no ada_p: 0.0309228 Discriminator_loss: 0.512822 Generator_loss: 1.36907
[INFO] 2021-01-31 14:58:26 > Step: 8800 Progress: 2.8% Elapsed: 1:58:25 temperature: no ada_p: 0.0313068 Discriminator_loss: 0.533039 Generator_loss: 1.31479
[INFO] 2021-01-31 14:59:41 > Step: 8900 Progress: 2.8% Elapsed: 1:59:41 temperature: no ada_p: 0.0316846 Discriminator_loss: 0.482469 Generator_loss: 1.8561
[INFO] 2021-01-31 15:00:57 > Step: 9000 Progress: 2.9% Elapsed: 2:00:56 temperature: no ada_p: 0.0320625 Discriminator_loss: 0.707586 Generator_loss: 1.00837
[INFO] 2021-01-31 15:02:13 > Step: 9100 Progress: 2.9% Elapsed: 2:02:12 temperature: no ada_p: 0.0324465 Discriminator_loss: 0.478281 Generator_loss: 1.20533
[INFO] 2021-01-31 15:03:29 > Step: 9200 Progress: 2.9% Elapsed: 2:03:29 temperature: no ada_p: 0.0328305 Discriminator_loss: 0.36644 Generator_loss: 1.71729
[INFO] 2021-01-31 15:04:46 > Step: 9300 Progress: 3.0% Elapsed: 2:04:45 temperature: no ada_p: 0.0332083 Discriminator_loss: 0.415611 Generator_loss: 1.24422
[INFO] 2021-01-31 15:06:02 > Step: 9400 Progress: 3.0% Elapsed: 2:06:02 temperature: no ada_p: 0.0335862 Discriminator_loss: 0.552415 Generator_loss: 0.999765
[INFO] 2021-01-31 15:07:18 > Step: 9500 Progress: 3.0% Elapsed: 2:07:18 temperature: no ada_p: 0.0339579 Discriminator_loss: 0.384521 Generator_loss: 1.66189
[INFO] 2021-01-31 15:08:35 > Step: 9600 Progress: 3.1% Elapsed: 2:08:34 temperature: no ada_p: 0.0343357 Discriminator_loss: 0.530088 Generator_loss: 2.92696
[INFO] 2021-01-31 15:09:52 > Step: 9700 Progress: 3.1% Elapsed: 2:09:52 temperature: no ada_p: 0.0347136 Discriminator_loss: 0.486204 Generator_loss: 1.36701
[INFO] 2021-01-31 15:11:08 > Step: 9800 Progress: 3.1% Elapsed: 2:11:08 temperature: no ada_p: 0.0350915 Discriminator_loss: 0.427108 Generator_loss: 1.59591
[INFO] 2021-01-31 15:12:25 > Step: 9900 Progress: 3.2% Elapsed: 2:12:25 temperature: no ada_p: 0.0354755 Discriminator_loss: 0.505661 Generator_loss: 1.73147
[INFO] 2021-01-31 15:13:42 > Step: 10000 Progress: 3.2% Elapsed: 2:13:41 temperature: no ada_p: 0.0358533 Discriminator_loss: 0.480194 Generator_loss: 1.41854
[INFO] 2021-01-31 15:13:42 > Start Evaluation (10000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 15:13:42 > Calculating FID Score....
[INFO] 2021-01-31 15:14:09 > Calculating Inception Score....
[INFO] 2021-01-31 15:14:26 > Calculate F_beta Score....
[INFO] 2021-01-31 15:15:22 > Calculate Accuracies....
[INFO] 2021-01-31 15:15:28 > Calculate Accuracies....
[INFO] 2021-01-31 15:15:30 > F_8 score (Step: 10000, Using test images): 0.9211564013056072
[INFO] 2021-01-31 15:15:30 > F_1/8 score (Step: 10000, Using test images): 0.9520322223816486
[INFO] 2021-01-31 15:15:30 > FID score (Step: 10000, Using test moments): 30.00943608594696
[INFO] 2021-01-31 15:15:30 > Inception score (Step: 10000, 10000 generated images): 8.448052406311035
[INFO] 2021-01-31 15:15:30 > Best FID score (Step: 10000, Using test moments): 30.00943608594696
[INFO] 2021-01-31 15:15:31 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 15:16:46 > Step: 10100 Progress: 3.2% Elapsed: 2:16:46 temperature: no ada_p: 0.0362373 Discriminator_loss: 0.367416 Generator_loss: 1.46105
[INFO] 2021-01-31 15:18:02 > Step: 10200 Progress: 3.3% Elapsed: 2:18:02 temperature: no ada_p: 0.0366213 Discriminator_loss: 0.605919 Generator_loss: 1.46404
[INFO] 2021-01-31 15:19:18 > Step: 10300 Progress: 3.3% Elapsed: 2:19:18 temperature: no ada_p: 0.0370053 Discriminator_loss: 0.493542 Generator_loss: 1.91705
[INFO] 2021-01-31 15:20:34 > Step: 10400 Progress: 3.3% Elapsed: 2:20:34 temperature: no ada_p: 0.0373832 Discriminator_loss: 0.574029 Generator_loss: 1.54013
[INFO] 2021-01-31 15:21:51 > Step: 10500 Progress: 3.4% Elapsed: 2:21:50 temperature: no ada_p: 0.0377672 Discriminator_loss: 0.476078 Generator_loss: 1.1707
[INFO] 2021-01-31 15:23:07 > Step: 10600 Progress: 3.4% Elapsed: 2:23:07 temperature: no ada_p: 0.038145 Discriminator_loss: 0.501149 Generator_loss: 1.2744
[INFO] 2021-01-31 15:24:24 > Step: 10700 Progress: 3.4% Elapsed: 2:24:24 temperature: no ada_p: 0.038529 Discriminator_loss: 0.661463 Generator_loss: 0.749795
[INFO] 2021-01-31 15:25:40 > Step: 10800 Progress: 3.5% Elapsed: 2:25:40 temperature: no ada_p: 0.0389069 Discriminator_loss: 0.452865 Generator_loss: 1.27336
[INFO] 2021-01-31 15:26:50 > Step: 10900 Progress: 3.5% Elapsed: 2:26:50 temperature: no ada_p: 0.0392909 Discriminator_loss: 0.536843 Generator_loss: 1.54286
[INFO] 2021-01-31 15:28:01 > Step: 11000 Progress: 3.5% Elapsed: 2:28:01 temperature: no ada_p: 0.0396749 Discriminator_loss: 0.394043 Generator_loss: 1.82885
[INFO] 2021-01-31 15:29:18 > Step: 11100 Progress: 3.6% Elapsed: 2:29:18 temperature: no ada_p: 0.0400527 Discriminator_loss: 0.539929 Generator_loss: 1.25406
[INFO] 2021-01-31 15:30:35 > Step: 11200 Progress: 3.6% Elapsed: 2:30:35 temperature: no ada_p: 0.0404367 Discriminator_loss: 0.447328 Generator_loss: 1.29791
[INFO] 2021-01-31 15:31:53 > Step: 11300 Progress: 3.6% Elapsed: 2:31:52 temperature: no ada_p: 0.0408207 Discriminator_loss: 0.454601 Generator_loss: 1.47552
[INFO] 2021-01-31 15:33:09 > Step: 11400 Progress: 3.6% Elapsed: 2:33:09 temperature: no ada_p: 0.0412047 Discriminator_loss: 0.468256 Generator_loss: 1.18694
[INFO] 2021-01-31 15:34:26 > Step: 11500 Progress: 3.7% Elapsed: 2:34:25 temperature: no ada_p: 0.0415887 Discriminator_loss: 0.486295 Generator_loss: 1.26604
[INFO] 2021-01-31 15:35:43 > Step: 11600 Progress: 3.7% Elapsed: 2:35:43 temperature: no ada_p: 0.0419727 Discriminator_loss: 0.406202 Generator_loss: 1.21202
[INFO] 2021-01-31 15:37:00 > Step: 11700 Progress: 3.7% Elapsed: 2:37:00 temperature: no ada_p: 0.0423444 Discriminator_loss: 0.52006 Generator_loss: 1.31998
[INFO] 2021-01-31 15:38:16 > Step: 11800 Progress: 3.8% Elapsed: 2:38:16 temperature: no ada_p: 0.0427284 Discriminator_loss: 0.452845 Generator_loss: 1.08728
[INFO] 2021-01-31 15:39:32 > Step: 11900 Progress: 3.8% Elapsed: 2:39:32 temperature: no ada_p: 0.0431124 Discriminator_loss: 0.493066 Generator_loss: 1.2396
[INFO] 2021-01-31 15:40:48 > Step: 12000 Progress: 3.8% Elapsed: 2:40:48 temperature: no ada_p: 0.0434964 Discriminator_loss: 0.465695 Generator_loss: 1.29807
[INFO] 2021-01-31 15:40:48 > Start Evaluation (12000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 15:40:48 > Calculating FID Score....
[INFO] 2021-01-31 15:41:15 > Calculating Inception Score....
[INFO] 2021-01-31 15:41:32 > Calculate F_beta Score....
[INFO] 2021-01-31 15:42:28 > Calculate Accuracies....
[INFO] 2021-01-31 15:42:34 > Calculate Accuracies....
[INFO] 2021-01-31 15:42:36 > F_8 score (Step: 12000, Using test images): 0.9560537474979516
[INFO] 2021-01-31 15:42:36 > F_1/8 score (Step: 12000, Using test images): 0.963192484503297
[INFO] 2021-01-31 15:42:36 > FID score (Step: 12000, Using test moments): 25.436189128362287
[INFO] 2021-01-31 15:42:36 > Inception score (Step: 12000, 10000 generated images): 8.753243446350098
[INFO] 2021-01-31 15:42:36 > Best FID score (Step: 12000, Using test moments): 25.436189128362287
[INFO] 2021-01-31 15:42:36 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 15:43:53 > Step: 12100 Progress: 3.9% Elapsed: 2:43:53 temperature: no ada_p: 0.0438743 Discriminator_loss: 0.578449 Generator_loss: 1.56831
[INFO] 2021-01-31 15:45:10 > Step: 12200 Progress: 3.9% Elapsed: 2:45:10 temperature: no ada_p: 0.044246 Discriminator_loss: 0.512875 Generator_loss: 1.45245
[INFO] 2021-01-31 15:46:26 > Step: 12300 Progress: 3.9% Elapsed: 2:46:26 temperature: no ada_p: 0.0446239 Discriminator_loss: 0.388692 Generator_loss: 1.60958
[INFO] 2021-01-31 15:47:43 > Step: 12400 Progress: 4.0% Elapsed: 2:47:42 temperature: no ada_p: 0.0450017 Discriminator_loss: 0.451963 Generator_loss: 1.27037
[INFO] 2021-01-31 15:49:00 > Step: 12500 Progress: 4.0% Elapsed: 2:49:00 temperature: no ada_p: 0.0453796 Discriminator_loss: 0.482157 Generator_loss: 1.51194
[INFO] 2021-01-31 15:50:16 > Step: 12600 Progress: 4.0% Elapsed: 2:50:16 temperature: no ada_p: 0.0457636 Discriminator_loss: 0.460839 Generator_loss: 1.96516
[INFO] 2021-01-31 15:51:33 > Step: 12700 Progress: 4.1% Elapsed: 2:51:33 temperature: no ada_p: 0.046123 Discriminator_loss: 0.566568 Generator_loss: 1.29494
[INFO] 2021-01-31 15:52:49 > Step: 12800 Progress: 4.1% Elapsed: 2:52:49 temperature: no ada_p: 0.046507 Discriminator_loss: 0.610018 Generator_loss: 1.31987
[INFO] 2021-01-31 15:54:05 > Step: 12900 Progress: 4.1% Elapsed: 2:54:05 temperature: no ada_p: 0.046891 Discriminator_loss: 0.434234 Generator_loss: 1.27485
[INFO] 2021-01-31 15:55:22 > Step: 13000 Progress: 4.2% Elapsed: 2:55:22 temperature: no ada_p: 0.0472689 Discriminator_loss: 0.583351 Generator_loss: 1.13045
[INFO] 2021-01-31 15:56:35 > Step: 13100 Progress: 4.2% Elapsed: 2:56:35 temperature: no ada_p: 0.0476467 Discriminator_loss: 0.575838 Generator_loss: 1.76803
[INFO] 2021-01-31 15:57:45 > Step: 13200 Progress: 4.2% Elapsed: 2:57:45 temperature: no ada_p: 0.0480246 Discriminator_loss: 0.496785 Generator_loss: 1.40484
[INFO] 2021-01-31 15:59:01 > Step: 13300 Progress: 4.3% Elapsed: 2:59:00 temperature: no ada_p: 0.0484086 Discriminator_loss: 0.557987 Generator_loss: 0.864914
[INFO] 2021-01-31 16:00:17 > Step: 13400 Progress: 4.3% Elapsed: 3:00:17 temperature: no ada_p: 0.0487864 Discriminator_loss: 0.483421 Generator_loss: 1.40414
[INFO] 2021-01-31 16:01:34 > Step: 13500 Progress: 4.3% Elapsed: 3:01:34 temperature: no ada_p: 0.0491704 Discriminator_loss: 0.445764 Generator_loss: 1.87745
[INFO] 2021-01-31 16:02:51 > Step: 13600 Progress: 4.4% Elapsed: 3:02:51 temperature: no ada_p: 0.0495483 Discriminator_loss: 0.510613 Generator_loss: 0.973205
[INFO] 2021-01-31 16:04:07 > Step: 13700 Progress: 4.4% Elapsed: 3:04:07 temperature: no ada_p: 0.0499323 Discriminator_loss: 0.472063 Generator_loss: 1.35395
[INFO] 2021-01-31 16:05:23 > Step: 13800 Progress: 4.4% Elapsed: 3:05:23 temperature: no ada_p: 0.0503101 Discriminator_loss: 0.488056 Generator_loss: 0.795675
[INFO] 2021-01-31 16:06:39 > Step: 13900 Progress: 4.4% Elapsed: 3:06:38 temperature: no ada_p: 0.0506941 Discriminator_loss: 0.54612 Generator_loss: 1.91898
[INFO] 2021-01-31 16:07:56 > Step: 14000 Progress: 4.5% Elapsed: 3:07:56 temperature: no ada_p: 0.051072 Discriminator_loss: 0.621474 Generator_loss: 1.06149
[INFO] 2021-01-31 16:07:56 > Start Evaluation (14000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 16:07:56 > Calculating FID Score....
[INFO] 2021-01-31 16:08:23 > Calculating Inception Score....
[INFO] 2021-01-31 16:08:40 > Calculate F_beta Score....
[INFO] 2021-01-31 16:09:36 > Calculate Accuracies....
[INFO] 2021-01-31 16:09:43 > Calculate Accuracies....
[INFO] 2021-01-31 16:09:44 > F_8 score (Step: 14000, Using test images): 0.9548462525445647
[INFO] 2021-01-31 16:09:44 > F_1/8 score (Step: 14000, Using test images): 0.9668620892904676
[INFO] 2021-01-31 16:09:44 > FID score (Step: 14000, Using test moments): 22.20676717637309
[INFO] 2021-01-31 16:09:44 > Inception score (Step: 14000, 10000 generated images): 8.91122055053711
[INFO] 2021-01-31 16:09:44 > Best FID score (Step: 14000, Using test moments): 22.20676717637309
[INFO] 2021-01-31 16:09:45 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 16:11:02 > Step: 14100 Progress: 4.5% Elapsed: 3:11:02 temperature: no ada_p: 0.051456 Discriminator_loss: 0.583469 Generator_loss: 1.05072
[INFO] 2021-01-31 16:12:19 > Step: 14200 Progress: 4.5% Elapsed: 3:12:19 temperature: no ada_p: 0.05184 Discriminator_loss: 0.707478 Generator_loss: 1.02434
[INFO] 2021-01-31 16:13:36 > Step: 14300 Progress: 4.6% Elapsed: 3:13:36 temperature: no ada_p: 0.0522117 Discriminator_loss: 0.405151 Generator_loss: 1.06599
[INFO] 2021-01-31 16:14:52 > Step: 14400 Progress: 4.6% Elapsed: 3:14:52 temperature: no ada_p: 0.0525957 Discriminator_loss: 0.393547 Generator_loss: 0.958539
[INFO] 2021-01-31 16:16:09 > Step: 14500 Progress: 4.6% Elapsed: 3:16:09 temperature: no ada_p: 0.0529797 Discriminator_loss: 0.500125 Generator_loss: 1.25496
[INFO] 2021-01-31 16:17:25 > Step: 14600 Progress: 4.7% Elapsed: 3:17:25 temperature: no ada_p: 0.0533637 Discriminator_loss: 0.477273 Generator_loss: 1.45433
[INFO] 2021-01-31 16:18:42 > Step: 14700 Progress: 4.7% Elapsed: 3:18:41 temperature: no ada_p: 0.0537477 Discriminator_loss: 0.560545 Generator_loss: 0.834429
[INFO] 2021-01-31 16:19:58 > Step: 14800 Progress: 4.7% Elapsed: 3:19:58 temperature: no ada_p: 0.0541256 Discriminator_loss: 0.635272 Generator_loss: 1.02204
[INFO] 2021-01-31 16:21:14 > Step: 14900 Progress: 4.8% Elapsed: 3:21:14 temperature: no ada_p: 0.0545096 Discriminator_loss: 0.53677 Generator_loss: 1.33486
[INFO] 2021-01-31 16:22:31 > Step: 15000 Progress: 4.8% Elapsed: 3:22:30 temperature: no ada_p: 0.0548936 Discriminator_loss: 0.528991 Generator_loss: 1.25377
[INFO] 2021-01-31 16:23:47 > Step: 15100 Progress: 4.8% Elapsed: 3:23:46 temperature: no ada_p: 0.0552776 Discriminator_loss: 0.526182 Generator_loss: 1.09541
[INFO] 2021-01-31 16:25:02 > Step: 15200 Progress: 4.9% Elapsed: 3:25:02 temperature: no ada_p: 0.0556616 Discriminator_loss: 0.589115 Generator_loss: 0.78174
[INFO] 2021-01-31 16:26:15 > Step: 15300 Progress: 4.9% Elapsed: 3:26:15 temperature: no ada_p: 0.0560394 Discriminator_loss: 0.651558 Generator_loss: 1.08722
[INFO] 2021-01-31 16:27:27 > Step: 15400 Progress: 4.9% Elapsed: 3:27:26 temperature: no ada_p: 0.0564111 Discriminator_loss: 0.450283 Generator_loss: 1.70835
[INFO] 2021-01-31 16:28:42 > Step: 15500 Progress: 5.0% Elapsed: 3:28:42 temperature: no ada_p: 0.0567951 Discriminator_loss: 0.505279 Generator_loss: 1.29619
[INFO] 2021-01-31 16:29:59 > Step: 15600 Progress: 5.0% Elapsed: 3:29:58 temperature: no ada_p: 0.0571791 Discriminator_loss: 0.437383 Generator_loss: 1.95244
[INFO] 2021-01-31 16:31:15 > Step: 15700 Progress: 5.0% Elapsed: 3:31:15 temperature: no ada_p: 0.0575631 Discriminator_loss: 0.546914 Generator_loss: 1.29033
[INFO] 2021-01-31 16:32:32 > Step: 15800 Progress: 5.1% Elapsed: 3:32:32 temperature: no ada_p: 0.057941 Discriminator_loss: 0.474329 Generator_loss: 1.61899
[INFO] 2021-01-31 16:33:48 > Step: 15900 Progress: 5.1% Elapsed: 3:33:48 temperature: no ada_p: 0.058325 Discriminator_loss: 0.569093 Generator_loss: 1.58948
[INFO] 2021-01-31 16:35:05 > Step: 16000 Progress: 5.1% Elapsed: 3:35:05 temperature: no ada_p: 0.058709 Discriminator_loss: 0.406806 Generator_loss: 1.83986
[INFO] 2021-01-31 16:35:05 > Start Evaluation (16000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 16:35:05 > Calculating FID Score....
[INFO] 2021-01-31 16:35:32 > Calculating Inception Score....
[INFO] 2021-01-31 16:35:49 > Calculate F_beta Score....
[INFO] 2021-01-31 16:36:45 > Calculate Accuracies....
[INFO] 2021-01-31 16:36:52 > Calculate Accuracies....
[INFO] 2021-01-31 16:36:53 > F_8 score (Step: 16000, Using test images): 0.9733003364029066
[INFO] 2021-01-31 16:36:53 > F_1/8 score (Step: 16000, Using test images): 0.9770919439667841
[INFO] 2021-01-31 16:36:53 > FID score (Step: 16000, Using test moments): 19.648899199525886
[INFO] 2021-01-31 16:36:53 > Inception score (Step: 16000, 10000 generated images): 9.029544830322266
[INFO] 2021-01-31 16:36:53 > Best FID score (Step: 16000, Using test moments): 19.648899199525886
[INFO] 2021-01-31 16:36:54 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 16:38:10 > Step: 16100 Progress: 5.2% Elapsed: 3:38:10 temperature: no ada_p: 0.059093 Discriminator_loss: 0.585914 Generator_loss: 1.18443
[INFO] 2021-01-31 16:39:27 > Step: 16200 Progress: 5.2% Elapsed: 3:39:26 temperature: no ada_p: 0.0594708 Discriminator_loss: 0.559964 Generator_loss: 1.02336
[INFO] 2021-01-31 16:40:43 > Step: 16300 Progress: 5.2% Elapsed: 3:40:43 temperature: no ada_p: 0.0598548 Discriminator_loss: 0.594173 Generator_loss: 1.08217
[INFO] 2021-01-31 16:42:00 > Step: 16400 Progress: 5.2% Elapsed: 3:42:00 temperature: no ada_p: 0.0602388 Discriminator_loss: 0.581821 Generator_loss: 1.51282
[INFO] 2021-01-31 16:43:17 > Step: 16500 Progress: 5.3% Elapsed: 3:43:17 temperature: no ada_p: 0.0606228 Discriminator_loss: 0.442815 Generator_loss: 1.06117
[INFO] 2021-01-31 16:44:34 > Step: 16600 Progress: 5.3% Elapsed: 3:44:33 temperature: no ada_p: 0.0610068 Discriminator_loss: 0.689524 Generator_loss: 2.51963
[INFO] 2021-01-31 16:45:50 > Step: 16700 Progress: 5.3% Elapsed: 3:45:50 temperature: no ada_p: 0.0613908 Discriminator_loss: 0.570453 Generator_loss: 0.915427
[INFO] 2021-01-31 16:47:06 > Step: 16800 Progress: 5.4% Elapsed: 3:47:06 temperature: no ada_p: 0.0617687 Discriminator_loss: 0.513401 Generator_loss: 1.01185
[INFO] 2021-01-31 16:48:23 > Step: 16900 Progress: 5.4% Elapsed: 3:48:23 temperature: no ada_p: 0.0621527 Discriminator_loss: 0.472236 Generator_loss: 1.02632
[INFO] 2021-01-31 16:49:40 > Step: 17000 Progress: 5.4% Elapsed: 3:49:40 temperature: no ada_p: 0.0625367 Discriminator_loss: 0.528651 Generator_loss: 1.36908
[INFO] 2021-01-31 16:50:56 > Step: 17100 Progress: 5.5% Elapsed: 3:50:56 temperature: no ada_p: 0.0629207 Discriminator_loss: 0.526524 Generator_loss: 1.15292
[INFO] 2021-01-31 16:52:12 > Step: 17200 Progress: 5.5% Elapsed: 3:52:12 temperature: no ada_p: 0.0632986 Discriminator_loss: 0.397852 Generator_loss: 1.5231
[INFO] 2021-01-31 16:53:28 > Step: 17300 Progress: 5.5% Elapsed: 3:53:28 temperature: no ada_p: 0.0636826 Discriminator_loss: 0.440153 Generator_loss: 1.89823
[INFO] 2021-01-31 16:54:45 > Step: 17400 Progress: 5.6% Elapsed: 3:54:45 temperature: no ada_p: 0.0640666 Discriminator_loss: 0.480898 Generator_loss: 1.08779
[INFO] 2021-01-31 16:55:58 > Step: 17500 Progress: 5.6% Elapsed: 3:55:58 temperature: no ada_p: 0.0644506 Discriminator_loss: 0.508867 Generator_loss: 1.17661
[INFO] 2021-01-31 16:57:09 > Step: 17600 Progress: 5.6% Elapsed: 3:57:09 temperature: no ada_p: 0.0648346 Discriminator_loss: 0.601485 Generator_loss: 1.29568
[INFO] 2021-01-31 16:58:25 > Step: 17700 Progress: 5.7% Elapsed: 3:58:25 temperature: no ada_p: 0.0652124 Discriminator_loss: 0.662155 Generator_loss: 1.35579
[INFO] 2021-01-31 16:59:41 > Step: 17800 Progress: 5.7% Elapsed: 3:59:40 temperature: no ada_p: 0.0655903 Discriminator_loss: 0.486253 Generator_loss: 1.5958
[INFO] 2021-01-31 17:00:57 > Step: 17900 Progress: 5.7% Elapsed: 4:00:57 temperature: no ada_p: 0.0659743 Discriminator_loss: 0.449057 Generator_loss: 1.32281
[INFO] 2021-01-31 17:02:13 > Step: 18000 Progress: 5.8% Elapsed: 4:02:13 temperature: no ada_p: 0.0663583 Discriminator_loss: 0.46129 Generator_loss: 1.19219
[INFO] 2021-01-31 17:02:13 > Start Evaluation (18000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 17:02:13 > Calculating FID Score....
[INFO] 2021-01-31 17:02:40 > Calculating Inception Score....
[INFO] 2021-01-31 17:02:57 > Calculate F_beta Score....
[INFO] 2021-01-31 17:03:54 > Calculate Accuracies....
[INFO] 2021-01-31 17:04:01 > Calculate Accuracies....
[INFO] 2021-01-31 17:04:02 > F_8 score (Step: 18000, Using test images): 0.9755769960270217
[INFO] 2021-01-31 17:04:02 > F_1/8 score (Step: 18000, Using test images): 0.9812899620475156
[INFO] 2021-01-31 17:04:02 > FID score (Step: 18000, Using test moments): 17.165097252146722
[INFO] 2021-01-31 17:04:02 > Inception score (Step: 18000, 10000 generated images): 9.18326187133789
[INFO] 2021-01-31 17:04:02 > Best FID score (Step: 18000, Using test moments): 17.165097252146722
[INFO] 2021-01-31 17:04:03 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 17:05:18 > Step: 18100 Progress: 5.8% Elapsed: 4:05:18 temperature: no ada_p: 0.0667423 Discriminator_loss: 0.55107 Generator_loss: 1.28557
[INFO] 2021-01-31 17:06:34 > Step: 18200 Progress: 5.8% Elapsed: 4:06:34 temperature: no ada_p: 0.0671263 Discriminator_loss: 0.446347 Generator_loss: 1.53473
[INFO] 2021-01-31 17:07:51 > Step: 18300 Progress: 5.9% Elapsed: 4:07:51 temperature: no ada_p: 0.0675041 Discriminator_loss: 0.471684 Generator_loss: 0.877467
[INFO] 2021-01-31 17:09:08 > Step: 18400 Progress: 5.9% Elapsed: 4:09:08 temperature: no ada_p: 0.0678881 Discriminator_loss: 0.519308 Generator_loss: 1.03971
[INFO] 2021-01-31 17:10:25 > Step: 18500 Progress: 5.9% Elapsed: 4:10:25 temperature: no ada_p: 0.0682721 Discriminator_loss: 0.480822 Generator_loss: 1.49094
[INFO] 2021-01-31 17:11:42 > Step: 18600 Progress: 6.0% Elapsed: 4:11:42 temperature: no ada_p: 0.0686561 Discriminator_loss: 0.526954 Generator_loss: 1.58504
[INFO] 2021-01-31 17:12:59 > Step: 18700 Progress: 6.0% Elapsed: 4:12:58 temperature: no ada_p: 0.0690401 Discriminator_loss: 0.394399 Generator_loss: 0.958549
[INFO] 2021-01-31 17:14:16 > Step: 18800 Progress: 6.0% Elapsed: 4:14:15 temperature: no ada_p: 0.069418 Discriminator_loss: 0.519044 Generator_loss: 1.48605
[INFO] 2021-01-31 17:15:31 > Step: 18900 Progress: 6.0% Elapsed: 4:15:31 temperature: no ada_p: 0.069802 Discriminator_loss: 0.538176 Generator_loss: 1.10109
[INFO] 2021-01-31 17:16:48 > Step: 19000 Progress: 6.1% Elapsed: 4:16:48 temperature: no ada_p: 0.0701798 Discriminator_loss: 0.517548 Generator_loss: 1.44222
[INFO] 2021-01-31 17:18:06 > Step: 19100 Progress: 6.1% Elapsed: 4:18:05 temperature: no ada_p: 0.0705638 Discriminator_loss: 0.505855 Generator_loss: 1.08607
[INFO] 2021-01-31 17:19:22 > Step: 19200 Progress: 6.1% Elapsed: 4:19:22 temperature: no ada_p: 0.0709478 Discriminator_loss: 0.557568 Generator_loss: 1.55641
[INFO] 2021-01-31 17:20:39 > Step: 19300 Progress: 6.2% Elapsed: 4:20:38 temperature: no ada_p: 0.0713318 Discriminator_loss: 0.582078 Generator_loss: 1.36885
[INFO] 2021-01-31 17:21:55 > Step: 19400 Progress: 6.2% Elapsed: 4:21:55 temperature: no ada_p: 0.0717097 Discriminator_loss: 0.400037 Generator_loss: 0.968187
[INFO] 2021-01-31 17:23:12 > Step: 19500 Progress: 6.2% Elapsed: 4:23:12 temperature: no ada_p: 0.0720937 Discriminator_loss: 0.49308 Generator_loss: 1.55547
[INFO] 2021-01-31 17:24:29 > Step: 19600 Progress: 6.3% Elapsed: 4:24:28 temperature: no ada_p: 0.0724777 Discriminator_loss: 0.501622 Generator_loss: 1.24776
[INFO] 2021-01-31 17:25:38 > Step: 19700 Progress: 6.3% Elapsed: 4:25:37 temperature: no ada_p: 0.0728617 Discriminator_loss: 0.638448 Generator_loss: 1.10353
[INFO] 2021-01-31 17:26:50 > Step: 19800 Progress: 6.3% Elapsed: 4:26:49 temperature: no ada_p: 0.0732396 Discriminator_loss: 0.46907 Generator_loss: 1.35955
[INFO] 2021-01-31 17:28:06 > Step: 19900 Progress: 6.4% Elapsed: 4:28:06 temperature: no ada_p: 0.0736236 Discriminator_loss: 0.472082 Generator_loss: 1.38478
[INFO] 2021-01-31 17:29:23 > Step: 20000 Progress: 6.4% Elapsed: 4:29:23 temperature: no ada_p: 0.0740076 Discriminator_loss: 0.498777 Generator_loss: 0.879927
[INFO] 2021-01-31 17:29:23 > Start Evaluation (20000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 17:29:23 > Calculating FID Score....
[INFO] 2021-01-31 17:29:50 > Calculating Inception Score....
[INFO] 2021-01-31 17:30:07 > Calculate F_beta Score....
[INFO] 2021-01-31 17:31:03 > Calculate Accuracies....
[INFO] 2021-01-31 17:31:10 > Calculate Accuracies....
[INFO] 2021-01-31 17:31:11 > F_8 score (Step: 20000, Using test images): 0.9794473457446603
[INFO] 2021-01-31 17:31:11 > F_1/8 score (Step: 20000, Using test images): 0.9802575776454207
[INFO] 2021-01-31 17:31:11 > FID score (Step: 20000, Using test moments): 15.665206789459319
[INFO] 2021-01-31 17:31:11 > Inception score (Step: 20000, 10000 generated images): 9.19630241394043
[INFO] 2021-01-31 17:31:11 > Best FID score (Step: 20000, Using test moments): 15.665206789459319
[INFO] 2021-01-31 17:31:12 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 17:32:28 > Step: 20100 Progress: 6.4% Elapsed: 4:32:27 temperature: no ada_p: 0.0743916 Discriminator_loss: 0.551435 Generator_loss: 1.02495
[INFO] 2021-01-31 17:33:45 > Step: 20200 Progress: 6.5% Elapsed: 4:33:44 temperature: no ada_p: 0.0747756 Discriminator_loss: 0.490778 Generator_loss: 1.08031
[INFO] 2021-01-31 17:35:00 > Step: 20300 Progress: 6.5% Elapsed: 4:35:00 temperature: no ada_p: 0.0751596 Discriminator_loss: 0.548193 Generator_loss: 1.27231
[INFO] 2021-01-31 17:36:17 > Step: 20400 Progress: 6.5% Elapsed: 4:36:16 temperature: no ada_p: 0.0755436 Discriminator_loss: 0.460646 Generator_loss: 1.35149
[INFO] 2021-01-31 17:37:33 > Step: 20500 Progress: 6.6% Elapsed: 4:37:33 temperature: no ada_p: 0.0759276 Discriminator_loss: 0.502981 Generator_loss: 1.03446
[INFO] 2021-01-31 17:38:49 > Step: 20600 Progress: 6.6% Elapsed: 4:38:49 temperature: no ada_p: 0.0763116 Discriminator_loss: 0.486938 Generator_loss: 1.10522
[INFO] 2021-01-31 17:40:05 > Step: 20700 Progress: 6.6% Elapsed: 4:40:05 temperature: no ada_p: 0.0766894 Discriminator_loss: 0.566897 Generator_loss: 1.13878
[INFO] 2021-01-31 17:41:21 > Step: 20800 Progress: 6.7% Elapsed: 4:41:21 temperature: no ada_p: 0.0770734 Discriminator_loss: 0.472315 Generator_loss: 1.51859
[INFO] 2021-01-31 17:42:37 > Step: 20900 Progress: 6.7% Elapsed: 4:42:37 temperature: no ada_p: 0.0774574 Discriminator_loss: 0.632041 Generator_loss: 0.76514
[INFO] 2021-01-31 17:43:54 > Step: 21000 Progress: 6.7% Elapsed: 4:43:54 temperature: no ada_p: 0.0778353 Discriminator_loss: 0.552885 Generator_loss: 1.31893
[INFO] 2021-01-31 17:45:11 > Step: 21100 Progress: 6.8% Elapsed: 4:45:10 temperature: no ada_p: 0.0782193 Discriminator_loss: 0.568143 Generator_loss: 1.03971
[INFO] 2021-01-31 17:46:27 > Step: 21200 Progress: 6.8% Elapsed: 4:46:27 temperature: no ada_p: 0.0786033 Discriminator_loss: 0.515388 Generator_loss: 1.2352
[INFO] 2021-01-31 17:47:43 > Step: 21300 Progress: 6.8% Elapsed: 4:47:43 temperature: no ada_p: 0.0789873 Discriminator_loss: 0.682217 Generator_loss: 2.14704
[INFO] 2021-01-31 17:49:00 > Step: 21400 Progress: 6.8% Elapsed: 4:48:59 temperature: no ada_p: 0.0793713 Discriminator_loss: 0.562448 Generator_loss: 1.63944
[INFO] 2021-01-31 17:50:15 > Step: 21500 Progress: 6.9% Elapsed: 4:50:15 temperature: no ada_p: 0.0797553 Discriminator_loss: 0.535353 Generator_loss: 1.55975
[INFO] 2021-01-31 17:51:32 > Step: 21600 Progress: 6.9% Elapsed: 4:51:32 temperature: no ada_p: 0.0801393 Discriminator_loss: 0.396589 Generator_loss: 1.60373
[INFO] 2021-01-31 17:52:48 > Step: 21700 Progress: 6.9% Elapsed: 4:52:48 temperature: no ada_p: 0.0805233 Discriminator_loss: 0.494157 Generator_loss: 1.4011
[INFO] 2021-01-31 17:54:05 > Step: 21800 Progress: 7.0% Elapsed: 4:54:05 temperature: no ada_p: 0.0809073 Discriminator_loss: 0.512427 Generator_loss: 1.11938
[INFO] 2021-01-31 17:55:13 > Step: 21900 Progress: 7.0% Elapsed: 4:55:13 temperature: no ada_p: 0.0812851 Discriminator_loss: 0.541847 Generator_loss: 1.23854
[INFO] 2021-01-31 17:56:25 > Step: 22000 Progress: 7.0% Elapsed: 4:56:25 temperature: no ada_p: 0.0816691 Discriminator_loss: 0.699681 Generator_loss: 1.06113
[INFO] 2021-01-31 17:56:25 > Start Evaluation (22000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 17:56:25 > Calculating FID Score....
[INFO] 2021-01-31 17:56:53 > Calculating Inception Score....
[INFO] 2021-01-31 17:57:09 > Calculate F_beta Score....
[INFO] 2021-01-31 17:58:05 > Calculate Accuracies....
[INFO] 2021-01-31 17:58:11 > Calculate Accuracies....
[INFO] 2021-01-31 17:58:13 > F_8 score (Step: 22000, Using test images): 0.9770299202661562
[INFO] 2021-01-31 17:58:13 > F_1/8 score (Step: 22000, Using test images): 0.9842971933514257
[INFO] 2021-01-31 17:58:13 > FID score (Step: 22000, Using test moments): 14.932860910755494
[INFO] 2021-01-31 17:58:13 > Inception score (Step: 22000, 10000 generated images): 9.391060829162598
[INFO] 2021-01-31 17:58:13 > Best FID score (Step: 22000, Using test moments): 14.932860910755494
[INFO] 2021-01-31 17:58:14 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 17:59:30 > Step: 22100 Progress: 7.1% Elapsed: 4:59:30 temperature: no ada_p: 0.0820408 Discriminator_loss: 0.555602 Generator_loss: 1.90999
[INFO] 2021-01-31 18:00:46 > Step: 22200 Progress: 7.1% Elapsed: 5:00:46 temperature: no ada_p: 0.0824248 Discriminator_loss: 0.541141 Generator_loss: 0.972746
[INFO] 2021-01-31 18:02:05 > Step: 22300 Progress: 7.1% Elapsed: 5:02:05 temperature: no ada_p: 0.0828088 Discriminator_loss: 0.478341 Generator_loss: 1.49953
[INFO] 2021-01-31 18:03:21 > Step: 22400 Progress: 7.2% Elapsed: 5:03:21 temperature: no ada_p: 0.0831928 Discriminator_loss: 0.526039 Generator_loss: 1.51994
[INFO] 2021-01-31 18:04:37 > Step: 22500 Progress: 7.2% Elapsed: 5:04:37 temperature: no ada_p: 0.0835768 Discriminator_loss: 0.504873 Generator_loss: 1.5529
[INFO] 2021-01-31 18:05:53 > Step: 22600 Progress: 7.2% Elapsed: 5:05:53 temperature: no ada_p: 0.0839547 Discriminator_loss: 0.442066 Generator_loss: 1.2632
[INFO] 2021-01-31 18:07:10 > Step: 22700 Progress: 7.3% Elapsed: 5:07:10 temperature: no ada_p: 0.0843387 Discriminator_loss: 0.507896 Generator_loss: 1.40332
[INFO] 2021-01-31 18:08:27 > Step: 22800 Progress: 7.3% Elapsed: 5:08:27 temperature: no ada_p: 0.0847165 Discriminator_loss: 0.551837 Generator_loss: 1.08494
[INFO] 2021-01-31 18:09:43 > Step: 22900 Progress: 7.3% Elapsed: 5:09:43 temperature: no ada_p: 0.0851005 Discriminator_loss: 0.543677 Generator_loss: 1.16628
[INFO] 2021-01-31 18:11:00 > Step: 23000 Progress: 7.4% Elapsed: 5:11:00 temperature: no ada_p: 0.0854784 Discriminator_loss: 0.555687 Generator_loss: 1.80712
[INFO] 2021-01-31 18:12:17 > Step: 23100 Progress: 7.4% Elapsed: 5:12:17 temperature: no ada_p: 0.0858624 Discriminator_loss: 0.571575 Generator_loss: 1.37769
[INFO] 2021-01-31 18:13:34 > Step: 23200 Progress: 7.4% Elapsed: 5:13:34 temperature: no ada_p: 0.0862464 Discriminator_loss: 0.488486 Generator_loss: 1.28563
[INFO] 2021-01-31 18:14:51 > Step: 23300 Progress: 7.5% Elapsed: 5:14:51 temperature: no ada_p: 0.0866304 Discriminator_loss: 0.577839 Generator_loss: 1.56574
[INFO] 2021-01-31 18:16:08 > Step: 23400 Progress: 7.5% Elapsed: 5:16:07 temperature: no ada_p: 0.0870144 Discriminator_loss: 0.553656 Generator_loss: 1.23654
[INFO] 2021-01-31 18:17:25 > Step: 23500 Progress: 7.5% Elapsed: 5:17:24 temperature: no ada_p: 0.0873984 Discriminator_loss: 0.492899 Generator_loss: 1.50227
[INFO] 2021-01-31 18:18:42 > Step: 23600 Progress: 7.6% Elapsed: 5:18:42 temperature: no ada_p: 0.0877824 Discriminator_loss: 0.577342 Generator_loss: 1.54187
[INFO] 2021-01-31 18:19:58 > Step: 23700 Progress: 7.6% Elapsed: 5:19:58 temperature: no ada_p: 0.0881664 Discriminator_loss: 0.502438 Generator_loss: 1.37899
[INFO] 2021-01-31 18:21:15 > Step: 23800 Progress: 7.6% Elapsed: 5:21:15 temperature: no ada_p: 0.0885443 Discriminator_loss: 0.510073 Generator_loss: 1.1695
[INFO] 2021-01-31 18:22:32 > Step: 23900 Progress: 7.6% Elapsed: 5:22:32 temperature: no ada_p: 0.0889283 Discriminator_loss: 0.460818 Generator_loss: 1.56445
[INFO] 2021-01-31 18:23:47 > Step: 24000 Progress: 7.7% Elapsed: 5:23:47 temperature: no ada_p: 0.0893123 Discriminator_loss: 0.643079 Generator_loss: 1.24613
[INFO] 2021-01-31 18:23:47 > Start Evaluation (24000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 18:23:47 > Calculating FID Score....
[INFO] 2021-01-31 18:24:15 > Calculating Inception Score....
[INFO] 2021-01-31 18:24:31 > Calculate F_beta Score....
[INFO] 2021-01-31 18:25:27 > Calculate Accuracies....
[INFO] 2021-01-31 18:25:34 > Calculate Accuracies....
[INFO] 2021-01-31 18:25:36 > F_8 score (Step: 24000, Using test images): 0.9782363248342575
[INFO] 2021-01-31 18:25:36 > F_1/8 score (Step: 24000, Using test images): 0.984300039693206
[INFO] 2021-01-31 18:25:36 > FID score (Step: 24000, Using test moments): 14.442576827174207
[INFO] 2021-01-31 18:25:36 > Inception score (Step: 24000, 10000 generated images): 9.262205123901367
[INFO] 2021-01-31 18:25:36 > Best FID score (Step: 24000, Using test moments): 14.442576827174207
[INFO] 2021-01-31 18:25:36 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 18:26:53 > Step: 24100 Progress: 7.7% Elapsed: 5:26:53 temperature: no ada_p: 0.0896963 Discriminator_loss: 0.48323 Generator_loss: 1.7674
[INFO] 2021-01-31 18:28:09 > Step: 24200 Progress: 7.7% Elapsed: 5:28:09 temperature: no ada_p: 0.0900803 Discriminator_loss: 0.529115 Generator_loss: 1.57135
[INFO] 2021-01-31 18:29:25 > Step: 24300 Progress: 7.8% Elapsed: 5:29:24 temperature: no ada_p: 0.0904643 Discriminator_loss: 0.56877 Generator_loss: 0.863688
[INFO] 2021-01-31 18:30:41 > Step: 24400 Progress: 7.8% Elapsed: 5:30:41 temperature: no ada_p: 0.0908421 Discriminator_loss: 0.520017 Generator_loss: 1.29708
[INFO] 2021-01-31 18:31:57 > Step: 24500 Progress: 7.8% Elapsed: 5:31:56 temperature: no ada_p: 0.0912261 Discriminator_loss: 0.575203 Generator_loss: 1.2838
[INFO] 2021-01-31 18:33:13 > Step: 24600 Progress: 7.9% Elapsed: 5:33:13 temperature: no ada_p: 0.091604 Discriminator_loss: 0.536729 Generator_loss: 1.27751
[INFO] 2021-01-31 18:34:30 > Step: 24700 Progress: 7.9% Elapsed: 5:34:30 temperature: no ada_p: 0.091988 Discriminator_loss: 0.623107 Generator_loss: 1.93027
[INFO] 2021-01-31 18:35:47 > Step: 24800 Progress: 7.9% Elapsed: 5:35:46 temperature: no ada_p: 0.0923658 Discriminator_loss: 0.549685 Generator_loss: 1.5787
[INFO] 2021-01-31 18:37:03 > Step: 24900 Progress: 8.0% Elapsed: 5:37:02 temperature: no ada_p: 0.0927498 Discriminator_loss: 0.576086 Generator_loss: 1.04227
[INFO] 2021-01-31 18:38:19 > Step: 25000 Progress: 8.0% Elapsed: 5:38:19 temperature: no ada_p: 0.0931338 Discriminator_loss: 0.571147 Generator_loss: 1.13731
[INFO] 2021-01-31 18:39:36 > Step: 25100 Progress: 8.0% Elapsed: 5:39:35 temperature: no ada_p: 0.0935117 Discriminator_loss: 0.514395 Generator_loss: 1.26205
[INFO] 2021-01-31 18:40:52 > Step: 25200 Progress: 8.1% Elapsed: 5:40:52 temperature: no ada_p: 0.0938957 Discriminator_loss: 0.54352 Generator_loss: 1.14861
[INFO] 2021-01-31 18:42:08 > Step: 25300 Progress: 8.1% Elapsed: 5:42:08 temperature: no ada_p: 0.0942797 Discriminator_loss: 0.498862 Generator_loss: 1.23205
[INFO] 2021-01-31 18:43:25 > Step: 25400 Progress: 8.1% Elapsed: 5:43:24 temperature: no ada_p: 0.0946637 Discriminator_loss: 0.594739 Generator_loss: 1.46013
[INFO] 2021-01-31 18:44:41 > Step: 25500 Progress: 8.2% Elapsed: 5:44:40 temperature: no ada_p: 0.0950477 Discriminator_loss: 0.530062 Generator_loss: 1.39474
[INFO] 2021-01-31 18:45:56 > Step: 25600 Progress: 8.2% Elapsed: 5:45:55 temperature: no ada_p: 0.0954317 Discriminator_loss: 0.417618 Generator_loss: 1.26781
[INFO] 2021-01-31 18:47:12 > Step: 25700 Progress: 8.2% Elapsed: 5:47:12 temperature: no ada_p: 0.0958157 Discriminator_loss: 0.587932 Generator_loss: 1.06225
[INFO] 2021-01-31 18:48:29 > Step: 25800 Progress: 8.3% Elapsed: 5:48:28 temperature: no ada_p: 0.0961997 Discriminator_loss: 0.576927 Generator_loss: 1.2415
[INFO] 2021-01-31 18:49:45 > Step: 25900 Progress: 8.3% Elapsed: 5:49:45 temperature: no ada_p: 0.0965837 Discriminator_loss: 0.523513 Generator_loss: 1.48292
[INFO] 2021-01-31 18:51:01 > Step: 26000 Progress: 8.3% Elapsed: 5:51:01 temperature: no ada_p: 0.0969677 Discriminator_loss: 0.454521 Generator_loss: 1.14802
[INFO] 2021-01-31 18:51:01 > Start Evaluation (26000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 18:51:01 > Calculating FID Score....
[INFO] 2021-01-31 18:51:29 > Calculating Inception Score....
[INFO] 2021-01-31 18:51:46 > Calculate F_beta Score....
[INFO] 2021-01-31 18:52:42 > Calculate Accuracies....
[INFO] 2021-01-31 18:52:49 > Calculate Accuracies....
[INFO] 2021-01-31 18:52:50 > F_8 score (Step: 26000, Using test images): 0.9816696509768145
[INFO] 2021-01-31 18:52:50 > F_1/8 score (Step: 26000, Using test images): 0.9843144864769066
[INFO] 2021-01-31 18:52:51 > FID score (Step: 26000, Using test moments): 13.813158684491157
[INFO] 2021-01-31 18:52:51 > Inception score (Step: 26000, 10000 generated images): 9.348196983337402
[INFO] 2021-01-31 18:52:51 > Best FID score (Step: 26000, Using test moments): 13.813158684491157
[INFO] 2021-01-31 18:52:51 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 18:54:03 > Step: 26100 Progress: 8.4% Elapsed: 5:54:03 temperature: no ada_p: 0.0973517 Discriminator_loss: 0.632568 Generator_loss: 1.56657
[INFO] 2021-01-31 18:55:15 > Step: 26200 Progress: 8.4% Elapsed: 5:55:15 temperature: no ada_p: 0.0977357 Discriminator_loss: 0.495678 Generator_loss: 1.44676
[INFO] 2021-01-31 18:56:31 > Step: 26300 Progress: 8.4% Elapsed: 5:56:31 temperature: no ada_p: 0.0981197 Discriminator_loss: 0.59203 Generator_loss: 0.954471
[INFO] 2021-01-31 18:57:48 > Step: 26400 Progress: 8.4% Elapsed: 5:57:48 temperature: no ada_p: 0.0985037 Discriminator_loss: 0.594891 Generator_loss: 1.00528
[INFO] 2021-01-31 18:59:05 > Step: 26500 Progress: 8.5% Elapsed: 5:59:04 temperature: no ada_p: 0.0988877 Discriminator_loss: 0.483746 Generator_loss: 1.38041
[INFO] 2021-01-31 19:00:21 > Step: 26600 Progress: 8.5% Elapsed: 6:00:21 temperature: no ada_p: 0.0992717 Discriminator_loss: 0.578382 Generator_loss: 1.62377
[INFO] 2021-01-31 19:01:37 > Step: 26700 Progress: 8.5% Elapsed: 6:01:37 temperature: no ada_p: 0.0996557 Discriminator_loss: 0.481293 Generator_loss: 1.51019
[INFO] 2021-01-31 19:02:54 > Step: 26800 Progress: 8.6% Elapsed: 6:02:54 temperature: no ada_p: 0.10004 Discriminator_loss: 0.639471 Generator_loss: 1.77687
[INFO] 2021-01-31 19:04:11 > Step: 26900 Progress: 8.6% Elapsed: 6:04:11 temperature: no ada_p: 0.100418 Discriminator_loss: 0.742357 Generator_loss: 1.41808
[INFO] 2021-01-31 19:05:28 > Step: 27000 Progress: 8.6% Elapsed: 6:05:28 temperature: no ada_p: 0.100802 Discriminator_loss: 0.604997 Generator_loss: 1.98715
[INFO] 2021-01-31 19:06:45 > Step: 27100 Progress: 8.7% Elapsed: 6:06:45 temperature: no ada_p: 0.101186 Discriminator_loss: 0.573283 Generator_loss: 1.17117
[INFO] 2021-01-31 19:08:02 > Step: 27200 Progress: 8.7% Elapsed: 6:08:02 temperature: no ada_p: 0.101563 Discriminator_loss: 0.588354 Generator_loss: 1.00805
[INFO] 2021-01-31 19:09:18 > Step: 27300 Progress: 8.7% Elapsed: 6:09:18 temperature: no ada_p: 0.101947 Discriminator_loss: 0.510732 Generator_loss: 1.41796
[INFO] 2021-01-31 19:10:34 > Step: 27400 Progress: 8.8% Elapsed: 6:10:34 temperature: no ada_p: 0.102331 Discriminator_loss: 0.437927 Generator_loss: 0.903883
[INFO] 2021-01-31 19:11:51 > Step: 27500 Progress: 8.8% Elapsed: 6:11:50 temperature: no ada_p: 0.102715 Discriminator_loss: 0.592903 Generator_loss: 1.37213
[INFO] 2021-01-31 19:13:06 > Step: 27600 Progress: 8.8% Elapsed: 6:13:06 temperature: no ada_p: 0.103093 Discriminator_loss: 0.547326 Generator_loss: 1.10266
[INFO] 2021-01-31 19:14:22 > Step: 27700 Progress: 8.9% Elapsed: 6:14:22 temperature: no ada_p: 0.103477 Discriminator_loss: 0.722339 Generator_loss: 1.55766
[INFO] 2021-01-31 19:15:38 > Step: 27800 Progress: 8.9% Elapsed: 6:15:38 temperature: no ada_p: 0.103849 Discriminator_loss: 0.515872 Generator_loss: 1.09559
[INFO] 2021-01-31 19:16:55 > Step: 27900 Progress: 8.9% Elapsed: 6:16:55 temperature: no ada_p: 0.104233 Discriminator_loss: 0.501342 Generator_loss: 0.906876
[INFO] 2021-01-31 19:18:12 > Step: 28000 Progress: 9.0% Elapsed: 6:18:12 temperature: no ada_p: 0.104617 Discriminator_loss: 0.533998 Generator_loss: 1.43166
[INFO] 2021-01-31 19:18:12 > Start Evaluation (28000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 19:18:12 > Calculating FID Score....
[INFO] 2021-01-31 19:18:39 > Calculating Inception Score....
[INFO] 2021-01-31 19:18:56 > Calculate F_beta Score....
[INFO] 2021-01-31 19:19:51 > Calculate Accuracies....
[INFO] 2021-01-31 19:19:58 > Calculate Accuracies....
[INFO] 2021-01-31 19:19:59 > F_8 score (Step: 28000, Using test images): 0.9809834293338989
[INFO] 2021-01-31 19:19:59 > F_1/8 score (Step: 28000, Using test images): 0.9853328069489017
[INFO] 2021-01-31 19:19:59 > FID score (Step: 28000, Using test moments): 13.684859460791529
[INFO] 2021-01-31 19:19:59 > Inception score (Step: 28000, 10000 generated images): 9.27001667022705
[INFO] 2021-01-31 19:19:59 > Best FID score (Step: 28000, Using test moments): 13.684859460791529
[INFO] 2021-01-31 19:20:00 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 19:21:16 > Step: 28100 Progress: 9.0% Elapsed: 6:21:16 temperature: no ada_p: 0.105001 Discriminator_loss: 0.565511 Generator_loss: 0.846543
[INFO] 2021-01-31 19:22:33 > Step: 28200 Progress: 9.0% Elapsed: 6:22:33 temperature: no ada_p: 0.105379 Discriminator_loss: 0.471384 Generator_loss: 1.80225
[INFO] 2021-01-31 19:23:44 > Step: 28300 Progress: 9.1% Elapsed: 6:23:44 temperature: no ada_p: 0.105763 Discriminator_loss: 0.556444 Generator_loss: 0.926812
[INFO] 2021-01-31 19:24:56 > Step: 28400 Progress: 9.1% Elapsed: 6:24:56 temperature: no ada_p: 0.106147 Discriminator_loss: 0.515991 Generator_loss: 1.73664
[INFO] 2021-01-31 19:26:13 > Step: 28500 Progress: 9.1% Elapsed: 6:26:13 temperature: no ada_p: 0.106531 Discriminator_loss: 0.5808 Generator_loss: 1.12622
[INFO] 2021-01-31 19:27:30 > Step: 28600 Progress: 9.2% Elapsed: 6:27:29 temperature: no ada_p: 0.106909 Discriminator_loss: 0.510497 Generator_loss: 1.04569
[INFO] 2021-01-31 19:28:45 > Step: 28700 Progress: 9.2% Elapsed: 6:28:45 temperature: no ada_p: 0.107293 Discriminator_loss: 0.551013 Generator_loss: 0.967891
[INFO] 2021-01-31 19:30:02 > Step: 28800 Progress: 9.2% Elapsed: 6:30:02 temperature: no ada_p: 0.107677 Discriminator_loss: 0.536244 Generator_loss: 1.33703
[INFO] 2021-01-31 19:31:19 > Step: 28900 Progress: 9.2% Elapsed: 6:31:19 temperature: no ada_p: 0.108061 Discriminator_loss: 0.490234 Generator_loss: 1.11795
[INFO] 2021-01-31 19:32:35 > Step: 29000 Progress: 9.3% Elapsed: 6:32:35 temperature: no ada_p: 0.108439 Discriminator_loss: 0.439478 Generator_loss: 1.09093
[INFO] 2021-01-31 19:33:52 > Step: 29100 Progress: 9.3% Elapsed: 6:33:52 temperature: no ada_p: 0.108823 Discriminator_loss: 0.674575 Generator_loss: 1.60992
[INFO] 2021-01-31 19:35:08 > Step: 29200 Progress: 9.3% Elapsed: 6:35:08 temperature: no ada_p: 0.109207 Discriminator_loss: 0.559669 Generator_loss: 1.24696
[INFO] 2021-01-31 19:36:24 > Step: 29300 Progress: 9.4% Elapsed: 6:36:24 temperature: no ada_p: 0.109591 Discriminator_loss: 0.53086 Generator_loss: 1.03912
[INFO] 2021-01-31 19:37:41 > Step: 29400 Progress: 9.4% Elapsed: 6:37:40 temperature: no ada_p: 0.109968 Discriminator_loss: 0.701672 Generator_loss: 1.78221
[INFO] 2021-01-31 19:38:56 > Step: 29500 Progress: 9.4% Elapsed: 6:38:56 temperature: no ada_p: 0.110352 Discriminator_loss: 0.660022 Generator_loss: 0.947445
[INFO] 2021-01-31 19:40:13 > Step: 29600 Progress: 9.5% Elapsed: 6:40:13 temperature: no ada_p: 0.11073 Discriminator_loss: 0.524404 Generator_loss: 0.768243
[INFO] 2021-01-31 19:41:30 > Step: 29700 Progress: 9.5% Elapsed: 6:41:30 temperature: no ada_p: 0.111114 Discriminator_loss: 0.499533 Generator_loss: 1.22186
[INFO] 2021-01-31 19:42:47 > Step: 29800 Progress: 9.5% Elapsed: 6:42:47 temperature: no ada_p: 0.111498 Discriminator_loss: 0.675349 Generator_loss: 1.27478
[INFO] 2021-01-31 19:44:04 > Step: 29900 Progress: 9.6% Elapsed: 6:44:04 temperature: no ada_p: 0.111882 Discriminator_loss: 0.528764 Generator_loss: 0.920439
[INFO] 2021-01-31 19:45:21 > Step: 30000 Progress: 9.6% Elapsed: 6:45:20 temperature: no ada_p: 0.112266 Discriminator_loss: 0.622992 Generator_loss: 0.847181
[INFO] 2021-01-31 19:45:21 > Start Evaluation (30000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 19:45:21 > Calculating FID Score....
[INFO] 2021-01-31 19:45:48 > Calculating Inception Score....
[INFO] 2021-01-31 19:46:05 > Calculate F_beta Score....
[INFO] 2021-01-31 19:47:02 > Calculate Accuracies....
[INFO] 2021-01-31 19:47:08 > Calculate Accuracies....
[INFO] 2021-01-31 19:47:10 > F_8 score (Step: 30000, Using test images): 0.9812047413527454
[INFO] 2021-01-31 19:47:10 > F_1/8 score (Step: 30000, Using test images): 0.9866913966805251
[INFO] 2021-01-31 19:47:10 > FID score (Step: 30000, Using test moments): 13.146836270574283
[INFO] 2021-01-31 19:47:10 > Inception score (Step: 30000, 10000 generated images): 9.49635124206543
[INFO] 2021-01-31 19:47:10 > Best FID score (Step: 30000, Using test moments): 13.146836270574283
[INFO] 2021-01-31 19:47:11 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 19:48:26 > Step: 30100 Progress: 9.6% Elapsed: 6:48:26 temperature: no ada_p: 0.112644 Discriminator_loss: 0.542504 Generator_loss: 1.71147
[INFO] 2021-01-31 19:49:42 > Step: 30200 Progress: 9.7% Elapsed: 6:49:42 temperature: no ada_p: 0.113016 Discriminator_loss: 0.531442 Generator_loss: 1.06744
[INFO] 2021-01-31 19:51:00 > Step: 30300 Progress: 9.7% Elapsed: 6:51:00 temperature: no ada_p: 0.1134 Discriminator_loss: 0.451496 Generator_loss: 1.22936
[INFO] 2021-01-31 19:52:18 > Step: 30400 Progress: 9.7% Elapsed: 6:52:17 temperature: no ada_p: 0.113784 Discriminator_loss: 0.548522 Generator_loss: 0.978539
[INFO] 2021-01-31 19:53:27 > Step: 30500 Progress: 9.8% Elapsed: 6:53:27 temperature: no ada_p: 0.114168 Discriminator_loss: 0.579929 Generator_loss: 1.17141
[INFO] 2021-01-31 19:54:41 > Step: 30600 Progress: 9.8% Elapsed: 6:54:41 temperature: no ada_p: 0.114552 Discriminator_loss: 0.54853 Generator_loss: 1.2995
[INFO] 2021-01-31 19:55:58 > Step: 30700 Progress: 9.8% Elapsed: 6:55:58 temperature: no ada_p: 0.114936 Discriminator_loss: 0.592188 Generator_loss: 0.706708
[INFO] 2021-01-31 19:57:14 > Step: 30800 Progress: 9.9% Elapsed: 6:57:14 temperature: no ada_p: 0.11532 Discriminator_loss: 0.558293 Generator_loss: 1.22019
[INFO] 2021-01-31 19:58:31 > Step: 30900 Progress: 9.9% Elapsed: 6:58:31 temperature: no ada_p: 0.115698 Discriminator_loss: 0.552654 Generator_loss: 0.950645
[INFO] 2021-01-31 19:59:48 > Step: 31000 Progress: 9.9% Elapsed: 6:59:48 temperature: no ada_p: 0.116082 Discriminator_loss: 0.628974 Generator_loss: 0.816335
[INFO] 2021-01-31 20:01:05 > Step: 31100 Progress: 10.0% Elapsed: 7:01:05 temperature: no ada_p: 0.116466 Discriminator_loss: 0.611046 Generator_loss: 0.858076
[INFO] 2021-01-31 20:02:21 > Step: 31200 Progress: 10.0% Elapsed: 7:02:21 temperature: no ada_p: 0.11685 Discriminator_loss: 0.601493 Generator_loss: 1.15199
[INFO] 2021-01-31 20:03:38 > Step: 31300 Progress: 10.0% Elapsed: 7:03:38 temperature: no ada_p: 0.117234 Discriminator_loss: 0.634012 Generator_loss: 1.20068
[INFO] 2021-01-31 20:04:55 > Step: 31400 Progress: 10.0% Elapsed: 7:04:55 temperature: no ada_p: 0.117612 Discriminator_loss: 0.565339 Generator_loss: 1.07319
[INFO] 2021-01-31 20:06:12 > Step: 31500 Progress: 10.1% Elapsed: 7:06:12 temperature: no ada_p: 0.117996 Discriminator_loss: 0.621409 Generator_loss: 1.48402
[INFO] 2021-01-31 20:07:29 > Step: 31600 Progress: 10.1% Elapsed: 7:07:29 temperature: no ada_p: 0.11838 Discriminator_loss: 0.542961 Generator_loss: 1.17221
[INFO] 2021-01-31 20:08:45 > Step: 31700 Progress: 10.1% Elapsed: 7:08:45 temperature: no ada_p: 0.118764 Discriminator_loss: 0.667583 Generator_loss: 1.52466
[INFO] 2021-01-31 20:10:03 > Step: 31800 Progress: 10.2% Elapsed: 7:10:03 temperature: no ada_p: 0.119148 Discriminator_loss: 0.516626 Generator_loss: 1.60425
[INFO] 2021-01-31 20:11:20 > Step: 31900 Progress: 10.2% Elapsed: 7:11:19 temperature: no ada_p: 0.119532 Discriminator_loss: 0.543244 Generator_loss: 0.966296
[INFO] 2021-01-31 20:12:36 > Step: 32000 Progress: 10.2% Elapsed: 7:12:36 temperature: no ada_p: 0.119909 Discriminator_loss: 0.600845 Generator_loss: 1.30767
[INFO] 2021-01-31 20:12:36 > Start Evaluation (32000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 20:12:36 > Calculating FID Score....
[INFO] 2021-01-31 20:13:03 > Calculating Inception Score....
[INFO] 2021-01-31 20:13:20 > Calculate F_beta Score....
[INFO] 2021-01-31 20:14:15 > Calculate Accuracies....
[INFO] 2021-01-31 20:14:22 > Calculate Accuracies....
[INFO] 2021-01-31 20:14:24 > F_8 score (Step: 32000, Using test images): 0.98274242589284
[INFO] 2021-01-31 20:14:24 > F_1/8 score (Step: 32000, Using test images): 0.9836353033236989
[INFO] 2021-01-31 20:14:24 > FID score (Step: 32000, Using test moments): 12.44089506292164
[INFO] 2021-01-31 20:14:24 > Inception score (Step: 32000, 10000 generated images): 9.593152046203613
[INFO] 2021-01-31 20:14:24 > Best FID score (Step: 32000, Using test moments): 12.44089506292164
[INFO] 2021-01-31 20:14:24 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 20:15:42 > Step: 32100 Progress: 10.3% Elapsed: 7:15:41 temperature: no ada_p: 0.120287 Discriminator_loss: 0.603041 Generator_loss: 0.921938
[INFO] 2021-01-31 20:16:58 > Step: 32200 Progress: 10.3% Elapsed: 7:16:58 temperature: no ada_p: 0.120671 Discriminator_loss: 0.516732 Generator_loss: 1.35484
[INFO] 2021-01-31 20:18:14 > Step: 32300 Progress: 10.3% Elapsed: 7:18:14 temperature: no ada_p: 0.121049 Discriminator_loss: 0.575224 Generator_loss: 1.21762
[INFO] 2021-01-31 20:19:31 > Step: 32400 Progress: 10.4% Elapsed: 7:19:31 temperature: no ada_p: 0.121433 Discriminator_loss: 0.53115 Generator_loss: 1.33934
[INFO] 2021-01-31 20:20:49 > Step: 32500 Progress: 10.4% Elapsed: 7:20:48 temperature: no ada_p: 0.121811 Discriminator_loss: 0.490818 Generator_loss: 1.21831
[INFO] 2021-01-31 20:22:05 > Step: 32600 Progress: 10.4% Elapsed: 7:22:05 temperature: no ada_p: 0.122189 Discriminator_loss: 0.553028 Generator_loss: 1.25293
[INFO] 2021-01-31 20:23:12 > Step: 32700 Progress: 10.5% Elapsed: 7:23:12 temperature: no ada_p: 0.122573 Discriminator_loss: 0.638314 Generator_loss: 0.990805
[INFO] 2021-01-31 20:24:24 > Step: 32800 Progress: 10.5% Elapsed: 7:24:24 temperature: no ada_p: 0.122957 Discriminator_loss: 0.628578 Generator_loss: 0.946018
[INFO] 2021-01-31 20:25:40 > Step: 32900 Progress: 10.5% Elapsed: 7:25:40 temperature: no ada_p: 0.123341 Discriminator_loss: 0.565063 Generator_loss: 1.16544
[INFO] 2021-01-31 20:26:56 > Step: 33000 Progress: 10.6% Elapsed: 7:26:56 temperature: no ada_p: 0.123725 Discriminator_loss: 0.552409 Generator_loss: 1.31504
[INFO] 2021-01-31 20:28:13 > Step: 33100 Progress: 10.6% Elapsed: 7:28:13 temperature: no ada_p: 0.124109 Discriminator_loss: 0.629995 Generator_loss: 1.48018
[INFO] 2021-01-31 20:29:30 > Step: 33200 Progress: 10.6% Elapsed: 7:29:30 temperature: no ada_p: 0.124487 Discriminator_loss: 0.621302 Generator_loss: 0.914274
[INFO] 2021-01-31 20:30:46 > Step: 33300 Progress: 10.7% Elapsed: 7:30:46 temperature: no ada_p: 0.124871 Discriminator_loss: 0.530024 Generator_loss: 1.17672
[INFO] 2021-01-31 20:32:02 > Step: 33400 Progress: 10.7% Elapsed: 7:32:02 temperature: no ada_p: 0.125249 Discriminator_loss: 0.642836 Generator_loss: 0.99161
[INFO] 2021-01-31 20:33:19 > Step: 33500 Progress: 10.7% Elapsed: 7:33:19 temperature: no ada_p: 0.125633 Discriminator_loss: 0.794351 Generator_loss: 1.13869
[INFO] 2021-01-31 20:34:36 > Step: 33600 Progress: 10.8% Elapsed: 7:34:36 temperature: no ada_p: 0.126017 Discriminator_loss: 0.571504 Generator_loss: 1.27689
[INFO] 2021-01-31 20:35:52 > Step: 33700 Progress: 10.8% Elapsed: 7:35:52 temperature: no ada_p: 0.126401 Discriminator_loss: 0.561992 Generator_loss: 1.72638
[INFO] 2021-01-31 20:37:09 > Step: 33800 Progress: 10.8% Elapsed: 7:37:08 temperature: no ada_p: 0.126785 Discriminator_loss: 0.592595 Generator_loss: 1.19583
[INFO] 2021-01-31 20:38:26 > Step: 33900 Progress: 10.8% Elapsed: 7:38:25 temperature: no ada_p: 0.127162 Discriminator_loss: 0.554068 Generator_loss: 1.03042
[INFO] 2021-01-31 20:39:42 > Step: 34000 Progress: 10.9% Elapsed: 7:39:42 temperature: no ada_p: 0.12754 Discriminator_loss: 0.527004 Generator_loss: 1.31726
[INFO] 2021-01-31 20:39:42 > Start Evaluation (34000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 20:39:42 > Calculating FID Score....
[INFO] 2021-01-31 20:40:09 > Calculating Inception Score....
[INFO] 2021-01-31 20:40:26 > Calculate F_beta Score....
[INFO] 2021-01-31 20:41:23 > Calculate Accuracies....
[INFO] 2021-01-31 20:41:29 > Calculate Accuracies....
[INFO] 2021-01-31 20:41:31 > F_8 score (Step: 34000, Using test images): 0.978729569546462
[INFO] 2021-01-31 20:41:31 > F_1/8 score (Step: 34000, Using test images): 0.9863563051883297
[INFO] 2021-01-31 20:41:31 > FID score (Step: 34000, Using test moments): 12.37666727145671
[INFO] 2021-01-31 20:41:31 > Inception score (Step: 34000, 10000 generated images): 9.561558723449707
[INFO] 2021-01-31 20:41:31 > Best FID score (Step: 34000, Using test moments): 12.37666727145671
[INFO] 2021-01-31 20:41:32 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 20:42:49 > Step: 34100 Progress: 10.9% Elapsed: 7:42:48 temperature: no ada_p: 0.127924 Discriminator_loss: 0.622325 Generator_loss: 0.836311
[INFO] 2021-01-31 20:44:04 > Step: 34200 Progress: 10.9% Elapsed: 7:44:04 temperature: no ada_p: 0.128308 Discriminator_loss: 0.615731 Generator_loss: 1.05355
[INFO] 2021-01-31 20:45:21 > Step: 34300 Progress: 11.0% Elapsed: 7:45:21 temperature: no ada_p: 0.128692 Discriminator_loss: 0.634326 Generator_loss: 0.826196
[INFO] 2021-01-31 20:46:38 > Step: 34400 Progress: 11.0% Elapsed: 7:46:38 temperature: no ada_p: 0.129076 Discriminator_loss: 0.726189 Generator_loss: 1.03764
[INFO] 2021-01-31 20:47:54 > Step: 34500 Progress: 11.0% Elapsed: 7:47:54 temperature: no ada_p: 0.129454 Discriminator_loss: 0.539343 Generator_loss: 1.0851
[INFO] 2021-01-31 20:49:11 > Step: 34600 Progress: 11.1% Elapsed: 7:49:11 temperature: no ada_p: 0.129832 Discriminator_loss: 0.518794 Generator_loss: 0.963355
[INFO] 2021-01-31 20:50:28 > Step: 34700 Progress: 11.1% Elapsed: 7:50:28 temperature: no ada_p: 0.130216 Discriminator_loss: 0.465596 Generator_loss: 0.943404
[INFO] 2021-01-31 20:51:44 > Step: 34800 Progress: 11.1% Elapsed: 7:51:44 temperature: no ada_p: 0.1306 Discriminator_loss: 0.533092 Generator_loss: 1.48497
[INFO] 2021-01-31 20:52:53 > Step: 34900 Progress: 11.2% Elapsed: 7:52:53 temperature: no ada_p: 0.130978 Discriminator_loss: 0.574509 Generator_loss: 1.25151
[INFO] 2021-01-31 20:54:07 > Step: 35000 Progress: 11.2% Elapsed: 7:54:07 temperature: no ada_p: 0.131362 Discriminator_loss: 0.567867 Generator_loss: 0.866269
[INFO] 2021-01-31 20:55:23 > Step: 35100 Progress: 11.2% Elapsed: 7:55:23 temperature: no ada_p: 0.131746 Discriminator_loss: 0.712581 Generator_loss: 1.59231
[INFO] 2021-01-31 20:56:41 > Step: 35200 Progress: 11.3% Elapsed: 7:56:41 temperature: no ada_p: 0.13213 Discriminator_loss: 0.620217 Generator_loss: 1.00903
[INFO] 2021-01-31 20:57:58 > Step: 35300 Progress: 11.3% Elapsed: 7:57:57 temperature: no ada_p: 0.132514 Discriminator_loss: 0.634142 Generator_loss: 1.33139
[INFO] 2021-01-31 20:59:15 > Step: 35400 Progress: 11.3% Elapsed: 7:59:15 temperature: no ada_p: 0.132898 Discriminator_loss: 0.492567 Generator_loss: 1.34744
[INFO] 2021-01-31 21:00:32 > Step: 35500 Progress: 11.4% Elapsed: 8:00:32 temperature: no ada_p: 0.133282 Discriminator_loss: 0.65485 Generator_loss: 1.43532
[INFO] 2021-01-31 21:01:49 > Step: 35600 Progress: 11.4% Elapsed: 8:01:49 temperature: no ada_p: 0.13366 Discriminator_loss: 0.559283 Generator_loss: 1.23597
[INFO] 2021-01-31 21:03:06 > Step: 35700 Progress: 11.4% Elapsed: 8:03:06 temperature: no ada_p: 0.134025 Discriminator_loss: 0.635503 Generator_loss: 1.27009
[INFO] 2021-01-31 21:04:24 > Step: 35800 Progress: 11.5% Elapsed: 8:04:23 temperature: no ada_p: 0.134409 Discriminator_loss: 0.487365 Generator_loss: 1.15854
[INFO] 2021-01-31 21:05:40 > Step: 35900 Progress: 11.5% Elapsed: 8:05:39 temperature: no ada_p: 0.134787 Discriminator_loss: 0.66992 Generator_loss: 1.17699
[INFO] 2021-01-31 21:06:57 > Step: 36000 Progress: 11.5% Elapsed: 8:06:57 temperature: no ada_p: 0.135159 Discriminator_loss: 0.659619 Generator_loss: 1.56279
[INFO] 2021-01-31 21:06:57 > Start Evaluation (36000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 21:06:57 > Calculating FID Score....
[INFO] 2021-01-31 21:07:25 > Calculating Inception Score....
[INFO] 2021-01-31 21:07:41 > Calculate F_beta Score....
[INFO] 2021-01-31 21:08:38 > Calculate Accuracies....
[INFO] 2021-01-31 21:08:44 > Calculate Accuracies....
[INFO] 2021-01-31 21:08:46 > F_8 score (Step: 36000, Using test images): 0.9795382990737945
[INFO] 2021-01-31 21:08:46 > F_1/8 score (Step: 36000, Using test images): 0.9864594941033753
[INFO] 2021-01-31 21:08:46 > FID score (Step: 36000, Using test moments): 12.128821092638532
[INFO] 2021-01-31 21:08:46 > Inception score (Step: 36000, 10000 generated images): 9.681955337524414
[INFO] 2021-01-31 21:08:46 > Best FID score (Step: 36000, Using test moments): 12.128821092638532
[INFO] 2021-01-31 21:08:47 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 21:10:04 > Step: 36100 Progress: 11.6% Elapsed: 8:10:04 temperature: no ada_p: 0.135537 Discriminator_loss: 0.632676 Generator_loss: 1.1013
[INFO] 2021-01-31 21:11:20 > Step: 36200 Progress: 11.6% Elapsed: 8:11:20 temperature: no ada_p: 0.135921 Discriminator_loss: 0.60122 Generator_loss: 0.960548
[INFO] 2021-01-31 21:12:38 > Step: 36300 Progress: 11.6% Elapsed: 8:12:37 temperature: no ada_p: 0.136305 Discriminator_loss: 0.67389 Generator_loss: 0.93738
[INFO] 2021-01-31 21:13:54 > Step: 36400 Progress: 11.6% Elapsed: 8:13:54 temperature: no ada_p: 0.136689 Discriminator_loss: 0.537342 Generator_loss: 0.889706
[INFO] 2021-01-31 21:15:10 > Step: 36500 Progress: 11.7% Elapsed: 8:15:09 temperature: no ada_p: 0.137073 Discriminator_loss: 0.540743 Generator_loss: 1.07935
[INFO] 2021-01-31 21:16:26 > Step: 36600 Progress: 11.7% Elapsed: 8:16:26 temperature: no ada_p: 0.137457 Discriminator_loss: 0.619319 Generator_loss: 1.35421
[INFO] 2021-01-31 21:17:42 > Step: 36700 Progress: 11.7% Elapsed: 8:17:42 temperature: no ada_p: 0.137841 Discriminator_loss: 0.581487 Generator_loss: 1.10338
[INFO] 2021-01-31 21:18:59 > Step: 36800 Progress: 11.8% Elapsed: 8:18:59 temperature: no ada_p: 0.138225 Discriminator_loss: 0.580468 Generator_loss: 0.950275
[INFO] 2021-01-31 21:20:16 > Step: 36900 Progress: 11.8% Elapsed: 8:20:16 temperature: no ada_p: 0.138609 Discriminator_loss: 0.80472 Generator_loss: 0.691871
[INFO] 2021-01-31 21:21:29 > Step: 37000 Progress: 11.8% Elapsed: 8:21:29 temperature: no ada_p: 0.138993 Discriminator_loss: 0.618321 Generator_loss: 0.803092
[INFO] 2021-01-31 21:22:40 > Step: 37100 Progress: 11.9% Elapsed: 8:22:40 temperature: no ada_p: 0.139377 Discriminator_loss: 0.759647 Generator_loss: 0.714358
[INFO] 2021-01-31 21:23:56 > Step: 37200 Progress: 11.9% Elapsed: 8:23:55 temperature: no ada_p: 0.139761 Discriminator_loss: 0.572842 Generator_loss: 0.95548
[INFO] 2021-01-31 21:25:12 > Step: 37300 Progress: 11.9% Elapsed: 8:25:12 temperature: no ada_p: 0.140145 Discriminator_loss: 0.663489 Generator_loss: 0.961613
[INFO] 2021-01-31 21:26:29 > Step: 37400 Progress: 12.0% Elapsed: 8:26:29 temperature: no ada_p: 0.140529 Discriminator_loss: 0.620474 Generator_loss: 1.16796
[INFO] 2021-01-31 21:27:46 > Step: 37500 Progress: 12.0% Elapsed: 8:27:45 temperature: no ada_p: 0.140913 Discriminator_loss: 0.682628 Generator_loss: 1.40954
[INFO] 2021-01-31 21:29:02 > Step: 37600 Progress: 12.0% Elapsed: 8:29:02 temperature: no ada_p: 0.14129 Discriminator_loss: 0.626817 Generator_loss: 1.17675
[INFO] 2021-01-31 21:30:19 > Step: 37700 Progress: 12.1% Elapsed: 8:30:18 temperature: no ada_p: 0.141668 Discriminator_loss: 0.577253 Generator_loss: 1.18516
[INFO] 2021-01-31 21:31:34 > Step: 37800 Progress: 12.1% Elapsed: 8:31:34 temperature: no ada_p: 0.142052 Discriminator_loss: 0.574138 Generator_loss: 1.22734
[INFO] 2021-01-31 21:32:51 > Step: 37900 Progress: 12.1% Elapsed: 8:32:51 temperature: no ada_p: 0.142436 Discriminator_loss: 0.581605 Generator_loss: 1.10054
[INFO] 2021-01-31 21:34:08 > Step: 38000 Progress: 12.2% Elapsed: 8:34:07 temperature: no ada_p: 0.14282 Discriminator_loss: 0.65806 Generator_loss: 1.57458
[INFO] 2021-01-31 21:34:08 > Start Evaluation (38000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 21:34:08 > Calculating FID Score....
[INFO] 2021-01-31 21:34:35 > Calculating Inception Score....
[INFO] 2021-01-31 21:34:52 > Calculate F_beta Score....
[INFO] 2021-01-31 21:35:48 > Calculate Accuracies....
[INFO] 2021-01-31 21:35:55 > Calculate Accuracies....
[INFO] 2021-01-31 21:35:57 > F_8 score (Step: 38000, Using test images): 0.9787321884799413
[INFO] 2021-01-31 21:35:57 > F_1/8 score (Step: 38000, Using test images): 0.9872537690355166
[INFO] 2021-01-31 21:35:57 > FID score (Step: 38000, Using test moments): 11.998463424276622
[INFO] 2021-01-31 21:35:57 > Inception score (Step: 38000, 10000 generated images): 9.72287368774414
[INFO] 2021-01-31 21:35:57 > Best FID score (Step: 38000, Using test moments): 11.998463424276622
[INFO] 2021-01-31 21:35:57 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 21:37:14 > Step: 38100 Progress: 12.2% Elapsed: 8:37:14 temperature: no ada_p: 0.143204 Discriminator_loss: 0.581081 Generator_loss: 1.0838
[INFO] 2021-01-31 21:38:31 > Step: 38200 Progress: 12.2% Elapsed: 8:38:31 temperature: no ada_p: 0.143582 Discriminator_loss: 0.609193 Generator_loss: 1.10031
[INFO] 2021-01-31 21:39:48 > Step: 38300 Progress: 12.3% Elapsed: 8:39:48 temperature: no ada_p: 0.14396 Discriminator_loss: 0.614947 Generator_loss: 1.31423
[INFO] 2021-01-31 21:41:04 > Step: 38400 Progress: 12.3% Elapsed: 8:41:04 temperature: no ada_p: 0.144338 Discriminator_loss: 0.568312 Generator_loss: 0.994729
[INFO] 2021-01-31 21:42:22 > Step: 38500 Progress: 12.3% Elapsed: 8:42:21 temperature: no ada_p: 0.144722 Discriminator_loss: 0.697422 Generator_loss: 1.11599
[INFO] 2021-01-31 21:43:39 > Step: 38600 Progress: 12.4% Elapsed: 8:43:38 temperature: no ada_p: 0.145106 Discriminator_loss: 0.571672 Generator_loss: 1.27828
[INFO] 2021-01-31 21:44:54 > Step: 38700 Progress: 12.4% Elapsed: 8:44:54 temperature: no ada_p: 0.145478 Discriminator_loss: 0.637815 Generator_loss: 0.977061
[INFO] 2021-01-31 21:46:11 > Step: 38800 Progress: 12.4% Elapsed: 8:46:10 temperature: no ada_p: 0.145862 Discriminator_loss: 0.732371 Generator_loss: 1.16363
[INFO] 2021-01-31 21:47:27 > Step: 38900 Progress: 12.4% Elapsed: 8:47:27 temperature: no ada_p: 0.146246 Discriminator_loss: 0.600419 Generator_loss: 0.882321
[INFO] 2021-01-31 21:48:44 > Step: 39000 Progress: 12.5% Elapsed: 8:48:44 temperature: no ada_p: 0.14663 Discriminator_loss: 0.509235 Generator_loss: 0.902059
[INFO] 2021-01-31 21:50:02 > Step: 39100 Progress: 12.5% Elapsed: 8:50:01 temperature: no ada_p: 0.147014 Discriminator_loss: 0.541979 Generator_loss: 1.45469
[INFO] 2021-01-31 21:51:13 > Step: 39200 Progress: 12.5% Elapsed: 8:51:13 temperature: no ada_p: 0.147391 Discriminator_loss: 0.739537 Generator_loss: 1.1639
[INFO] 2021-01-31 21:52:25 > Step: 39300 Progress: 12.6% Elapsed: 8:52:25 temperature: no ada_p: 0.147775 Discriminator_loss: 0.617016 Generator_loss: 1.58936
[INFO] 2021-01-31 21:53:41 > Step: 39400 Progress: 12.6% Elapsed: 8:53:41 temperature: no ada_p: 0.148159 Discriminator_loss: 0.604809 Generator_loss: 1.03318
[INFO] 2021-01-31 21:54:56 > Step: 39500 Progress: 12.6% Elapsed: 8:54:56 temperature: no ada_p: 0.148543 Discriminator_loss: 0.616516 Generator_loss: 1.01872
[INFO] 2021-01-31 21:56:13 > Step: 39600 Progress: 12.7% Elapsed: 8:56:13 temperature: no ada_p: 0.148921 Discriminator_loss: 0.687391 Generator_loss: 1.50852
[INFO] 2021-01-31 21:57:30 > Step: 39700 Progress: 12.7% Elapsed: 8:57:30 temperature: no ada_p: 0.149299 Discriminator_loss: 0.637169 Generator_loss: 1.16707
[INFO] 2021-01-31 21:58:46 > Step: 39800 Progress: 12.7% Elapsed: 8:58:46 temperature: no ada_p: 0.149671 Discriminator_loss: 0.567456 Generator_loss: 0.96004
[INFO] 2021-01-31 22:00:03 > Step: 39900 Progress: 12.8% Elapsed: 9:00:02 temperature: no ada_p: 0.150043 Discriminator_loss: 0.501202 Generator_loss: 1.41298
[INFO] 2021-01-31 22:01:20 > Step: 40000 Progress: 12.8% Elapsed: 9:01:19 temperature: no ada_p: 0.150427 Discriminator_loss: 0.611194 Generator_loss: 1.32067
[INFO] 2021-01-31 22:01:20 > Start Evaluation (40000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 22:01:20 > Calculating FID Score....
[INFO] 2021-01-31 22:01:47 > Calculating Inception Score....
[INFO] 2021-01-31 22:02:04 > Calculate F_beta Score....
[INFO] 2021-01-31 22:03:00 > Calculate Accuracies....
[INFO] 2021-01-31 22:03:06 > Calculate Accuracies....
[INFO] 2021-01-31 22:03:08 > F_8 score (Step: 40000, Using test images): 0.9739455932111327
[INFO] 2021-01-31 22:03:08 > F_1/8 score (Step: 40000, Using test images): 0.9864741750277729
[INFO] 2021-01-31 22:03:08 > FID score (Step: 40000, Using test moments): 11.664715987194597
[INFO] 2021-01-31 22:03:08 > Inception score (Step: 40000, 10000 generated images): 9.767891883850098
[INFO] 2021-01-31 22:03:08 > Best FID score (Step: 40000, Using test moments): 11.664715987194597
[INFO] 2021-01-31 22:03:09 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 22:04:26 > Step: 40100 Progress: 12.8% Elapsed: 9:04:26 temperature: no ada_p: 0.150811 Discriminator_loss: 0.719468 Generator_loss: 1.36958
[INFO] 2021-01-31 22:05:42 > Step: 40200 Progress: 12.9% Elapsed: 9:05:42 temperature: no ada_p: 0.151195 Discriminator_loss: 0.52141 Generator_loss: 0.893086
[INFO] 2021-01-31 22:07:00 > Step: 40300 Progress: 12.9% Elapsed: 9:07:00 temperature: no ada_p: 0.151572 Discriminator_loss: 0.55458 Generator_loss: 1.03955
[INFO] 2021-01-31 22:08:16 > Step: 40400 Progress: 12.9% Elapsed: 9:08:16 temperature: no ada_p: 0.15195 Discriminator_loss: 0.528452 Generator_loss: 0.902387
[INFO] 2021-01-31 22:09:39 > Step: 40500 Progress: 13.0% Elapsed: 9:09:39 temperature: no ada_p: 0.152334 Discriminator_loss: 0.683329 Generator_loss: 1.02258
[INFO] 2021-01-31 22:10:56 > Step: 40600 Progress: 13.0% Elapsed: 9:10:56 temperature: no ada_p: 0.152712 Discriminator_loss: 0.579972 Generator_loss: 1.05014
[INFO] 2021-01-31 22:12:13 > Step: 40700 Progress: 13.0% Elapsed: 9:12:13 temperature: no ada_p: 0.15309 Discriminator_loss: 0.704363 Generator_loss: 0.937316
[INFO] 2021-01-31 22:13:31 > Step: 40800 Progress: 13.1% Elapsed: 9:13:30 temperature: no ada_p: 0.153474 Discriminator_loss: 0.602564 Generator_loss: 1.25374
[INFO] 2021-01-31 22:14:48 > Step: 40900 Progress: 13.1% Elapsed: 9:14:47 temperature: no ada_p: 0.153858 Discriminator_loss: 0.601669 Generator_loss: 0.865888
[INFO] 2021-01-31 22:16:05 > Step: 41000 Progress: 13.1% Elapsed: 9:16:05 temperature: no ada_p: 0.154242 Discriminator_loss: 0.569038 Generator_loss: 1.14619
[INFO] 2021-01-31 22:17:22 > Step: 41100 Progress: 13.2% Elapsed: 9:17:22 temperature: no ada_p: 0.154614 Discriminator_loss: 0.579939 Generator_loss: 1.47169
[INFO] 2021-01-31 22:18:38 > Step: 41200 Progress: 13.2% Elapsed: 9:18:38 temperature: no ada_p: 0.154998 Discriminator_loss: 0.65891 Generator_loss: 1.28006
[INFO] 2021-01-31 22:19:55 > Step: 41300 Progress: 13.2% Elapsed: 9:19:55 temperature: no ada_p: 0.155376 Discriminator_loss: 0.665622 Generator_loss: 1.75831
[INFO] 2021-01-31 22:21:09 > Step: 41400 Progress: 13.2% Elapsed: 9:21:09 temperature: no ada_p: 0.155753 Discriminator_loss: 0.549617 Generator_loss: 1.03908
[INFO] 2021-01-31 22:22:20 > Step: 41500 Progress: 13.3% Elapsed: 9:22:20 temperature: no ada_p: 0.156137 Discriminator_loss: 0.62292 Generator_loss: 1.15582
[INFO] 2021-01-31 22:23:37 > Step: 41600 Progress: 13.3% Elapsed: 9:23:37 temperature: no ada_p: 0.156521 Discriminator_loss: 0.579345 Generator_loss: 1.10527
[INFO] 2021-01-31 22:24:53 > Step: 41700 Progress: 13.3% Elapsed: 9:24:53 temperature: no ada_p: 0.156899 Discriminator_loss: 0.770593 Generator_loss: 1.42316
[INFO] 2021-01-31 22:26:09 > Step: 41800 Progress: 13.4% Elapsed: 9:26:09 temperature: no ada_p: 0.157283 Discriminator_loss: 0.806418 Generator_loss: 1.49726
[INFO] 2021-01-31 22:27:26 > Step: 41900 Progress: 13.4% Elapsed: 9:27:26 temperature: no ada_p: 0.157667 Discriminator_loss: 0.603659 Generator_loss: 0.769057
[INFO] 2021-01-31 22:28:42 > Step: 42000 Progress: 13.4% Elapsed: 9:28:42 temperature: no ada_p: 0.158051 Discriminator_loss: 0.661121 Generator_loss: 1.1831
[INFO] 2021-01-31 22:28:42 > Start Evaluation (42000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 22:28:42 > Calculating FID Score....
[INFO] 2021-01-31 22:29:10 > Calculating Inception Score....
[INFO] 2021-01-31 22:29:27 > Calculate F_beta Score....
[INFO] 2021-01-31 22:30:23 > Calculate Accuracies....
[INFO] 2021-01-31 22:30:30 > Calculate Accuracies....
[INFO] 2021-01-31 22:30:31 > F_8 score (Step: 42000, Using test images): 0.977985851588374
[INFO] 2021-01-31 22:30:31 > F_1/8 score (Step: 42000, Using test images): 0.9891511407348467
[INFO] 2021-01-31 22:30:31 > FID score (Step: 42000, Using test moments): 11.704654942679667
[INFO] 2021-01-31 22:30:31 > Inception score (Step: 42000, 10000 generated images): 9.631880760192871
[INFO] 2021-01-31 22:30:31 > Best FID score (Step: 40000, Using test moments): 11.664715987194597
[INFO] 2021-01-31 22:30:32 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 22:31:49 > Step: 42100 Progress: 13.5% Elapsed: 9:31:49 temperature: no ada_p: 0.158435 Discriminator_loss: 0.594134 Generator_loss: 0.897202
[INFO] 2021-01-31 22:33:06 > Step: 42200 Progress: 13.5% Elapsed: 9:33:06 temperature: no ada_p: 0.158819 Discriminator_loss: 0.682399 Generator_loss: 1.19414
[INFO] 2021-01-31 22:34:23 > Step: 42300 Progress: 13.5% Elapsed: 9:34:23 temperature: no ada_p: 0.159203 Discriminator_loss: 0.58267 Generator_loss: 0.907519
[INFO] 2021-01-31 22:35:40 > Step: 42400 Progress: 13.6% Elapsed: 9:35:40 temperature: no ada_p: 0.159575 Discriminator_loss: 0.722372 Generator_loss: 1.07885
[INFO] 2021-01-31 22:36:58 > Step: 42500 Progress: 13.6% Elapsed: 9:36:57 temperature: no ada_p: 0.159953 Discriminator_loss: 0.537933 Generator_loss: 0.976283
[INFO] 2021-01-31 22:38:14 > Step: 42600 Progress: 13.6% Elapsed: 9:38:14 temperature: no ada_p: 0.160337 Discriminator_loss: 0.565055 Generator_loss: 0.927068
[INFO] 2021-01-31 22:39:31 > Step: 42700 Progress: 13.7% Elapsed: 9:39:31 temperature: no ada_p: 0.160715 Discriminator_loss: 0.660833 Generator_loss: 1.19852
[INFO] 2021-01-31 22:40:48 > Step: 42800 Progress: 13.7% Elapsed: 9:40:48 temperature: no ada_p: 0.161099 Discriminator_loss: 0.610785 Generator_loss: 0.772709
[INFO] 2021-01-31 22:42:05 > Step: 42900 Progress: 13.7% Elapsed: 9:42:05 temperature: no ada_p: 0.16147 Discriminator_loss: 0.597836 Generator_loss: 1.07065
[INFO] 2021-01-31 22:43:23 > Step: 43000 Progress: 13.8% Elapsed: 9:43:22 temperature: no ada_p: 0.161854 Discriminator_loss: 0.631201 Generator_loss: 0.892788
[INFO] 2021-01-31 22:44:39 > Step: 43100 Progress: 13.8% Elapsed: 9:44:39 temperature: no ada_p: 0.162232 Discriminator_loss: 0.555305 Generator_loss: 1.15028
[INFO] 2021-01-31 22:45:55 > Step: 43200 Progress: 13.8% Elapsed: 9:45:55 temperature: no ada_p: 0.162616 Discriminator_loss: 0.614829 Generator_loss: 1.16027
[INFO] 2021-01-31 22:47:12 > Step: 43300 Progress: 13.9% Elapsed: 9:47:12 temperature: no ada_p: 0.163 Discriminator_loss: 0.655059 Generator_loss: 1.85473
[INFO] 2021-01-31 22:48:29 > Step: 43400 Progress: 13.9% Elapsed: 9:48:29 temperature: no ada_p: 0.163384 Discriminator_loss: 0.539994 Generator_loss: 1.22755
[INFO] 2021-01-31 22:49:47 > Step: 43500 Progress: 13.9% Elapsed: 9:49:47 temperature: no ada_p: 0.163768 Discriminator_loss: 0.61127 Generator_loss: 1.20785
[INFO] 2021-01-31 22:50:58 > Step: 43600 Progress: 14.0% Elapsed: 9:50:57 temperature: no ada_p: 0.164146 Discriminator_loss: 0.601897 Generator_loss: 1.56464
[INFO] 2021-01-31 22:52:11 > Step: 43700 Progress: 14.0% Elapsed: 9:52:11 temperature: no ada_p: 0.164524 Discriminator_loss: 0.670356 Generator_loss: 1.02398
[INFO] 2021-01-31 22:53:28 > Step: 43800 Progress: 14.0% Elapsed: 9:53:28 temperature: no ada_p: 0.164908 Discriminator_loss: 0.64806 Generator_loss: 0.873569
[INFO] 2021-01-31 22:54:45 > Step: 43900 Progress: 14.0% Elapsed: 9:54:45 temperature: no ada_p: 0.165292 Discriminator_loss: 0.556088 Generator_loss: 1.42531
[INFO] 2021-01-31 22:56:02 > Step: 44000 Progress: 14.1% Elapsed: 9:56:01 temperature: no ada_p: 0.165676 Discriminator_loss: 0.609509 Generator_loss: 0.842001
[INFO] 2021-01-31 22:56:02 > Start Evaluation (44000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 22:56:02 > Calculating FID Score....
[INFO] 2021-01-31 22:56:29 > Calculating Inception Score....
[INFO] 2021-01-31 22:56:46 > Calculate F_beta Score....
[INFO] 2021-01-31 22:57:41 > Calculate Accuracies....
[INFO] 2021-01-31 22:57:48 > Calculate Accuracies....
[INFO] 2021-01-31 22:57:49 > F_8 score (Step: 44000, Using test images): 0.9847966424849105
[INFO] 2021-01-31 22:57:49 > F_1/8 score (Step: 44000, Using test images): 0.985628998280547
[INFO] 2021-01-31 22:57:49 > FID score (Step: 44000, Using test moments): 11.392512380727226
[INFO] 2021-01-31 22:57:49 > Inception score (Step: 44000, 10000 generated images): 9.71487808227539
[INFO] 2021-01-31 22:57:49 > Best FID score (Step: 44000, Using test moments): 11.392512380727226
[INFO] 2021-01-31 22:57:50 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 22:59:07 > Step: 44100 Progress: 14.1% Elapsed: 9:59:07 temperature: no ada_p: 0.16606 Discriminator_loss: 0.767574 Generator_loss: 0.85275
[INFO] 2021-01-31 23:00:24 > Step: 44200 Progress: 14.1% Elapsed: 10:00:23 temperature: no ada_p: 0.166444 Discriminator_loss: 0.705567 Generator_loss: 0.999045
[INFO] 2021-01-31 23:01:41 > Step: 44300 Progress: 14.2% Elapsed: 10:01:41 temperature: no ada_p: 0.166828 Discriminator_loss: 0.578832 Generator_loss: 0.941496
[INFO] 2021-01-31 23:02:59 > Step: 44400 Progress: 14.2% Elapsed: 10:02:58 temperature: no ada_p: 0.167212 Discriminator_loss: 0.519052 Generator_loss: 1.0232
[INFO] 2021-01-31 23:04:15 > Step: 44500 Progress: 14.2% Elapsed: 10:04:15 temperature: no ada_p: 0.167596 Discriminator_loss: 0.589714 Generator_loss: 1.15051
[INFO] 2021-01-31 23:05:32 > Step: 44600 Progress: 14.3% Elapsed: 10:05:31 temperature: no ada_p: 0.16798 Discriminator_loss: 0.562597 Generator_loss: 1.09332
[INFO] 2021-01-31 23:06:49 > Step: 44700 Progress: 14.3% Elapsed: 10:06:49 temperature: no ada_p: 0.168358 Discriminator_loss: 0.59998 Generator_loss: 0.792055
[INFO] 2021-01-31 23:08:05 > Step: 44800 Progress: 14.3% Elapsed: 10:08:05 temperature: no ada_p: 0.168742 Discriminator_loss: 0.614274 Generator_loss: 0.987803
[INFO] 2021-01-31 23:09:21 > Step: 44900 Progress: 14.4% Elapsed: 10:09:21 temperature: no ada_p: 0.169126 Discriminator_loss: 0.624379 Generator_loss: 1.11645
[INFO] 2021-01-31 23:10:38 > Step: 45000 Progress: 14.4% Elapsed: 10:10:38 temperature: no ada_p: 0.16951 Discriminator_loss: 0.540605 Generator_loss: 1.00869
[INFO] 2021-01-31 23:11:53 > Step: 45100 Progress: 14.4% Elapsed: 10:11:53 temperature: no ada_p: 0.169894 Discriminator_loss: 0.629794 Generator_loss: 0.813735
[INFO] 2021-01-31 23:13:09 > Step: 45200 Progress: 14.5% Elapsed: 10:13:09 temperature: no ada_p: 0.170278 Discriminator_loss: 0.628575 Generator_loss: 0.887913
[INFO] 2021-01-31 23:14:27 > Step: 45300 Progress: 14.5% Elapsed: 10:14:26 temperature: no ada_p: 0.170662 Discriminator_loss: 0.626786 Generator_loss: 1.17431
[INFO] 2021-01-31 23:15:42 > Step: 45400 Progress: 14.5% Elapsed: 10:15:42 temperature: no ada_p: 0.171046 Discriminator_loss: 0.658344 Generator_loss: 1.27022
[INFO] 2021-01-31 23:17:00 > Step: 45500 Progress: 14.6% Elapsed: 10:17:00 temperature: no ada_p: 0.171424 Discriminator_loss: 0.613244 Generator_loss: 1.25721
[INFO] 2021-01-31 23:18:16 > Step: 45600 Progress: 14.6% Elapsed: 10:18:16 temperature: no ada_p: 0.171802 Discriminator_loss: 0.642359 Generator_loss: 1.50544
[INFO] 2021-01-31 23:19:31 > Step: 45700 Progress: 14.6% Elapsed: 10:19:31 temperature: no ada_p: 0.172186 Discriminator_loss: 0.572275 Generator_loss: 1.16963
[INFO] 2021-01-31 23:20:40 > Step: 45800 Progress: 14.7% Elapsed: 10:20:39 temperature: no ada_p: 0.17257 Discriminator_loss: 0.660133 Generator_loss: 0.892552
[INFO] 2021-01-31 23:21:54 > Step: 45900 Progress: 14.7% Elapsed: 10:21:54 temperature: no ada_p: 0.172954 Discriminator_loss: 0.659517 Generator_loss: 0.962706
[INFO] 2021-01-31 23:23:12 > Step: 46000 Progress: 14.7% Elapsed: 10:23:12 temperature: no ada_p: 0.173338 Discriminator_loss: 0.637845 Generator_loss: 1.0369
[INFO] 2021-01-31 23:23:12 > Start Evaluation (46000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 23:23:12 > Calculating FID Score....
[INFO] 2021-01-31 23:23:39 > Calculating Inception Score....
[INFO] 2021-01-31 23:23:56 > Calculate F_beta Score....
[INFO] 2021-01-31 23:24:53 > Calculate Accuracies....
[INFO] 2021-01-31 23:24:59 > Calculate Accuracies....
[INFO] 2021-01-31 23:25:01 > F_8 score (Step: 46000, Using test images): 0.9807871493463656
[INFO] 2021-01-31 23:25:01 > F_1/8 score (Step: 46000, Using test images): 0.9861900245218107
[INFO] 2021-01-31 23:25:01 > FID score (Step: 46000, Using test moments): 11.145981084442667
[INFO] 2021-01-31 23:25:01 > Inception score (Step: 46000, 10000 generated images): 9.693106651306152
[INFO] 2021-01-31 23:25:01 > Best FID score (Step: 46000, Using test moments): 11.145981084442667
[INFO] 2021-01-31 23:25:02 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 23:26:19 > Step: 46100 Progress: 14.8% Elapsed: 10:26:18 temperature: no ada_p: 0.173722 Discriminator_loss: 0.538044 Generator_loss: 1.0361
[INFO] 2021-01-31 23:27:36 > Step: 46200 Progress: 14.8% Elapsed: 10:27:35 temperature: no ada_p: 0.174106 Discriminator_loss: 0.649622 Generator_loss: 1.12663
[INFO] 2021-01-31 23:28:52 > Step: 46300 Progress: 14.8% Elapsed: 10:28:52 temperature: no ada_p: 0.17449 Discriminator_loss: 0.672921 Generator_loss: 0.974446
[INFO] 2021-01-31 23:30:09 > Step: 46400 Progress: 14.8% Elapsed: 10:30:08 temperature: no ada_p: 0.174874 Discriminator_loss: 0.667558 Generator_loss: 1.04599
[INFO] 2021-01-31 23:31:25 > Step: 46500 Progress: 14.9% Elapsed: 10:31:25 temperature: no ada_p: 0.175251 Discriminator_loss: 0.649112 Generator_loss: 0.942871
[INFO] 2021-01-31 23:32:42 > Step: 46600 Progress: 14.9% Elapsed: 10:32:42 temperature: no ada_p: 0.175629 Discriminator_loss: 0.60938 Generator_loss: 1.32553
[INFO] 2021-01-31 23:33:58 > Step: 46700 Progress: 14.9% Elapsed: 10:33:58 temperature: no ada_p: 0.176013 Discriminator_loss: 0.665699 Generator_loss: 0.878868
[INFO] 2021-01-31 23:35:15 > Step: 46800 Progress: 15.0% Elapsed: 10:35:15 temperature: no ada_p: 0.176397 Discriminator_loss: 0.697763 Generator_loss: 1.15336
[INFO] 2021-01-31 23:36:32 > Step: 46900 Progress: 15.0% Elapsed: 10:36:32 temperature: no ada_p: 0.176775 Discriminator_loss: 0.638856 Generator_loss: 0.863718
[INFO] 2021-01-31 23:37:49 > Step: 47000 Progress: 15.0% Elapsed: 10:37:49 temperature: no ada_p: 0.177159 Discriminator_loss: 0.678387 Generator_loss: 1.06655
[INFO] 2021-01-31 23:39:06 > Step: 47100 Progress: 15.1% Elapsed: 10:39:05 temperature: no ada_p: 0.177543 Discriminator_loss: 0.536351 Generator_loss: 1.11522
[INFO] 2021-01-31 23:40:23 > Step: 47200 Progress: 15.1% Elapsed: 10:40:23 temperature: no ada_p: 0.177921 Discriminator_loss: 0.626334 Generator_loss: 1.01505
[INFO] 2021-01-31 23:41:39 > Step: 47300 Progress: 15.1% Elapsed: 10:41:39 temperature: no ada_p: 0.178299 Discriminator_loss: 0.627646 Generator_loss: 0.893772
[INFO] 2021-01-31 23:42:56 > Step: 47400 Progress: 15.2% Elapsed: 10:42:55 temperature: no ada_p: 0.178683 Discriminator_loss: 0.651716 Generator_loss: 0.927574
[INFO] 2021-01-31 23:44:13 > Step: 47500 Progress: 15.2% Elapsed: 10:44:12 temperature: no ada_p: 0.179061 Discriminator_loss: 0.667649 Generator_loss: 0.824335
[INFO] 2021-01-31 23:45:29 > Step: 47600 Progress: 15.2% Elapsed: 10:45:28 temperature: no ada_p: 0.179439 Discriminator_loss: 0.570924 Generator_loss: 0.890204
[INFO] 2021-01-31 23:46:46 > Step: 47700 Progress: 15.3% Elapsed: 10:46:45 temperature: no ada_p: 0.179816 Discriminator_loss: 0.649725 Generator_loss: 0.912896
[INFO] 2021-01-31 23:48:02 > Step: 47800 Progress: 15.3% Elapsed: 10:48:02 temperature: no ada_p: 0.1802 Discriminator_loss: 0.615983 Generator_loss: 0.93709
[INFO] 2021-01-31 23:49:13 > Step: 47900 Progress: 15.3% Elapsed: 10:49:12 temperature: no ada_p: 0.180584 Discriminator_loss: 0.720418 Generator_loss: 0.861044
[INFO] 2021-01-31 23:50:25 > Step: 48000 Progress: 15.4% Elapsed: 10:50:24 temperature: no ada_p: 0.180968 Discriminator_loss: 0.673494 Generator_loss: 0.969719
[INFO] 2021-01-31 23:50:25 > Start Evaluation (48000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 23:50:25 > Calculating FID Score....
[INFO] 2021-01-31 23:50:52 > Calculating Inception Score....
[INFO] 2021-01-31 23:51:09 > Calculate F_beta Score....
[INFO] 2021-01-31 23:52:05 > Calculate Accuracies....
[INFO] 2021-01-31 23:52:12 > Calculate Accuracies....
[INFO] 2021-01-31 23:52:13 > F_8 score (Step: 48000, Using test images): 0.9782863407637986
[INFO] 2021-01-31 23:52:13 > F_1/8 score (Step: 48000, Using test images): 0.9841889441563006
[INFO] 2021-01-31 23:52:13 > FID score (Step: 48000, Using test moments): 11.18973531889992
[INFO] 2021-01-31 23:52:13 > Inception score (Step: 48000, 10000 generated images): 9.797351837158203
[INFO] 2021-01-31 23:52:13 > Best FID score (Step: 46000, Using test moments): 11.145981084442667
[INFO] 2021-01-31 23:52:14 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-01-31 23:53:30 > Step: 48100 Progress: 15.4% Elapsed: 10:53:29 temperature: no ada_p: 0.181346 Discriminator_loss: 0.644747 Generator_loss: 1.12138
[INFO] 2021-01-31 23:54:47 > Step: 48200 Progress: 15.4% Elapsed: 10:54:47 temperature: no ada_p: 0.181724 Discriminator_loss: 0.666484 Generator_loss: 0.93281
[INFO] 2021-01-31 23:56:03 > Step: 48300 Progress: 15.5% Elapsed: 10:56:03 temperature: no ada_p: 0.182108 Discriminator_loss: 0.592356 Generator_loss: 0.802927
[INFO] 2021-01-31 23:57:19 > Step: 48400 Progress: 15.5% Elapsed: 10:57:18 temperature: no ada_p: 0.182492 Discriminator_loss: 0.630132 Generator_loss: 1.06362
[INFO] 2021-01-31 23:58:35 > Step: 48500 Progress: 15.5% Elapsed: 10:58:35 temperature: no ada_p: 0.182876 Discriminator_loss: 0.726243 Generator_loss: 0.821472
[INFO] 2021-01-31 23:59:52 > Step: 48600 Progress: 15.6% Elapsed: 10:59:52 temperature: no ada_p: 0.183254 Discriminator_loss: 0.759744 Generator_loss: 1.26953
[INFO] 2021-02-01 00:01:08 > Step: 48700 Progress: 15.6% Elapsed: 11:01:07 temperature: no ada_p: 0.183638 Discriminator_loss: 0.663224 Generator_loss: 0.814999
[INFO] 2021-02-01 00:02:25 > Step: 48800 Progress: 15.6% Elapsed: 11:02:24 temperature: no ada_p: 0.184022 Discriminator_loss: 0.726745 Generator_loss: 1.27694
[INFO] 2021-02-01 00:03:42 > Step: 48900 Progress: 15.6% Elapsed: 11:03:42 temperature: no ada_p: 0.184406 Discriminator_loss: 0.706544 Generator_loss: 1.11262
[INFO] 2021-02-01 00:04:59 > Step: 49000 Progress: 15.7% Elapsed: 11:04:58 temperature: no ada_p: 0.184778 Discriminator_loss: 0.626189 Generator_loss: 0.606905
[INFO] 2021-02-01 00:06:15 > Step: 49100 Progress: 15.7% Elapsed: 11:06:15 temperature: no ada_p: 0.185162 Discriminator_loss: 0.636615 Generator_loss: 0.739054
[INFO] 2021-02-01 00:07:31 > Step: 49200 Progress: 15.7% Elapsed: 11:07:31 temperature: no ada_p: 0.185546 Discriminator_loss: 0.658097 Generator_loss: 0.924636
[INFO] 2021-02-01 00:08:48 > Step: 49300 Progress: 15.8% Elapsed: 11:08:47 temperature: no ada_p: 0.185924 Discriminator_loss: 0.597939 Generator_loss: 0.79305
[INFO] 2021-02-01 00:10:04 > Step: 49400 Progress: 15.8% Elapsed: 11:10:04 temperature: no ada_p: 0.186308 Discriminator_loss: 0.609611 Generator_loss: 0.957975
[INFO] 2021-02-01 00:11:21 > Step: 49500 Progress: 15.8% Elapsed: 11:11:20 temperature: no ada_p: 0.186692 Discriminator_loss: 0.658212 Generator_loss: 1.32113
[INFO] 2021-02-01 00:12:37 > Step: 49600 Progress: 15.9% Elapsed: 11:12:37 temperature: no ada_p: 0.187076 Discriminator_loss: 0.664683 Generator_loss: 1.01081
[INFO] 2021-02-01 00:13:54 > Step: 49700 Progress: 15.9% Elapsed: 11:13:54 temperature: no ada_p: 0.187453 Discriminator_loss: 0.605734 Generator_loss: 1.00339
[INFO] 2021-02-01 00:15:10 > Step: 49800 Progress: 15.9% Elapsed: 11:15:10 temperature: no ada_p: 0.187837 Discriminator_loss: 0.613648 Generator_loss: 1.18478
[INFO] 2021-02-01 00:16:26 > Step: 49900 Progress: 16.0% Elapsed: 11:16:26 temperature: no ada_p: 0.188221 Discriminator_loss: 0.706337 Generator_loss: 1.19132
[INFO] 2021-02-01 00:17:43 > Step: 50000 Progress: 16.0% Elapsed: 11:17:43 temperature: no ada_p: 0.188605 Discriminator_loss: 0.684557 Generator_loss: 0.868271
[INFO] 2021-02-01 00:17:43 > Start Evaluation (50000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 00:17:43 > Calculating FID Score....
[INFO] 2021-02-01 00:18:10 > Calculating Inception Score....
[INFO] 2021-02-01 00:18:27 > Calculate F_beta Score....
[INFO] 2021-02-01 00:19:23 > Calculate Accuracies....
[INFO] 2021-02-01 00:19:29 > Calculate Accuracies....
[INFO] 2021-02-01 00:19:31 > F_8 score (Step: 50000, Using test images): 0.9806488288393519
[INFO] 2021-02-01 00:19:31 > F_1/8 score (Step: 50000, Using test images): 0.9846388872999325
[INFO] 2021-02-01 00:19:31 > FID score (Step: 50000, Using test moments): 11.16063519180949
[INFO] 2021-02-01 00:19:31 > Inception score (Step: 50000, 10000 generated images): 9.63121509552002
[INFO] 2021-02-01 00:19:31 > Best FID score (Step: 46000, Using test moments): 11.145981084442667
[INFO] 2021-02-01 00:19:31 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 00:20:46 > Step: 50100 Progress: 16.0% Elapsed: 11:20:46 temperature: no ada_p: 0.188983 Discriminator_loss: 0.646878 Generator_loss: 0.870772
[INFO] 2021-02-01 00:22:03 > Step: 50200 Progress: 16.1% Elapsed: 11:22:03 temperature: no ada_p: 0.189361 Discriminator_loss: 0.68387 Generator_loss: 1.13685
[INFO] 2021-02-01 00:23:21 > Step: 50300 Progress: 16.1% Elapsed: 11:23:20 temperature: no ada_p: 0.189745 Discriminator_loss: 0.61597 Generator_loss: 0.796669
[INFO] 2021-02-01 00:24:35 > Step: 50400 Progress: 16.1% Elapsed: 11:24:34 temperature: no ada_p: 0.190129 Discriminator_loss: 0.711179 Generator_loss: 0.517536
[INFO] 2021-02-01 00:25:53 > Step: 50500 Progress: 16.2% Elapsed: 11:25:52 temperature: no ada_p: 0.190513 Discriminator_loss: 0.643891 Generator_loss: 0.886618
[INFO] 2021-02-01 00:27:09 > Step: 50600 Progress: 16.2% Elapsed: 11:27:08 temperature: no ada_p: 0.190897 Discriminator_loss: 0.742809 Generator_loss: 1.07011
[INFO] 2021-02-01 00:28:26 > Step: 50700 Progress: 16.2% Elapsed: 11:28:26 temperature: no ada_p: 0.191281 Discriminator_loss: 0.658675 Generator_loss: 0.988488
[INFO] 2021-02-01 00:29:43 > Step: 50800 Progress: 16.3% Elapsed: 11:29:43 temperature: no ada_p: 0.191665 Discriminator_loss: 0.599836 Generator_loss: 0.969454
[INFO] 2021-02-01 00:31:00 > Step: 50900 Progress: 16.3% Elapsed: 11:30:59 temperature: no ada_p: 0.192043 Discriminator_loss: 0.62496 Generator_loss: 1.03249
[INFO] 2021-02-01 00:32:16 > Step: 51000 Progress: 16.3% Elapsed: 11:32:16 temperature: no ada_p: 0.192427 Discriminator_loss: 0.646916 Generator_loss: 0.706095
[INFO] 2021-02-01 00:33:33 > Step: 51100 Progress: 16.4% Elapsed: 11:33:32 temperature: no ada_p: 0.192811 Discriminator_loss: 0.609795 Generator_loss: 0.824856
[INFO] 2021-02-01 00:34:49 > Step: 51200 Progress: 16.4% Elapsed: 11:34:48 temperature: no ada_p: 0.193195 Discriminator_loss: 0.697602 Generator_loss: 1.30178
[INFO] 2021-02-01 00:36:06 > Step: 51300 Progress: 16.4% Elapsed: 11:36:06 temperature: no ada_p: 0.193573 Discriminator_loss: 0.599375 Generator_loss: 0.944566
[INFO] 2021-02-01 00:37:23 > Step: 51400 Progress: 16.4% Elapsed: 11:37:23 temperature: no ada_p: 0.193957 Discriminator_loss: 0.652475 Generator_loss: 1.05401
[INFO] 2021-02-01 00:38:40 > Step: 51500 Progress: 16.5% Elapsed: 11:38:40 temperature: no ada_p: 0.194341 Discriminator_loss: 0.611259 Generator_loss: 1.10478
[INFO] 2021-02-01 00:39:57 > Step: 51600 Progress: 16.5% Elapsed: 11:39:57 temperature: no ada_p: 0.194725 Discriminator_loss: 0.598907 Generator_loss: 0.738342
[INFO] 2021-02-01 00:41:14 > Step: 51700 Progress: 16.5% Elapsed: 11:41:13 temperature: no ada_p: 0.195109 Discriminator_loss: 0.637311 Generator_loss: 0.917739
[INFO] 2021-02-01 00:42:31 > Step: 51800 Progress: 16.6% Elapsed: 11:42:30 temperature: no ada_p: 0.195487 Discriminator_loss: 0.663061 Generator_loss: 1.25493
[INFO] 2021-02-01 00:43:48 > Step: 51900 Progress: 16.6% Elapsed: 11:43:47 temperature: no ada_p: 0.195871 Discriminator_loss: 0.646729 Generator_loss: 1.26655
[INFO] 2021-02-01 00:45:03 > Step: 52000 Progress: 16.6% Elapsed: 11:45:03 temperature: no ada_p: 0.196236 Discriminator_loss: 0.66396 Generator_loss: 0.740959
[INFO] 2021-02-01 00:45:03 > Start Evaluation (52000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 00:45:04 > Calculating FID Score....
[INFO] 2021-02-01 00:45:31 > Calculating Inception Score....
[INFO] 2021-02-01 00:45:48 > Calculate F_beta Score....
[INFO] 2021-02-01 00:46:44 > Calculate Accuracies....
[INFO] 2021-02-01 00:46:50 > Calculate Accuracies....
[INFO] 2021-02-01 00:46:52 > F_8 score (Step: 52000, Using test images): 0.9798928371949079
[INFO] 2021-02-01 00:46:52 > F_1/8 score (Step: 52000, Using test images): 0.9823295547621221
[INFO] 2021-02-01 00:46:52 > FID score (Step: 52000, Using test moments): 10.89542677603555
[INFO] 2021-02-01 00:46:52 > Inception score (Step: 52000, 10000 generated images): 9.701353073120117
[INFO] 2021-02-01 00:46:52 > Best FID score (Step: 52000, Using test moments): 10.89542677603555
[INFO] 2021-02-01 00:46:53 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 00:48:07 > Step: 52100 Progress: 16.7% Elapsed: 11:48:07 temperature: no ada_p: 0.196614 Discriminator_loss: 0.67815 Generator_loss: 0.927195
[INFO] 2021-02-01 00:49:19 > Step: 52200 Progress: 16.7% Elapsed: 11:49:19 temperature: no ada_p: 0.196992 Discriminator_loss: 0.710471 Generator_loss: 0.84485
[INFO] 2021-02-01 00:50:34 > Step: 52300 Progress: 16.7% Elapsed: 11:50:33 temperature: no ada_p: 0.19737 Discriminator_loss: 0.622566 Generator_loss: 0.797673
[INFO] 2021-02-01 00:51:50 > Step: 52400 Progress: 16.8% Elapsed: 11:51:50 temperature: no ada_p: 0.197754 Discriminator_loss: 0.549782 Generator_loss: 1.10001
[INFO] 2021-02-01 00:53:08 > Step: 52500 Progress: 16.8% Elapsed: 11:53:07 temperature: no ada_p: 0.198138 Discriminator_loss: 0.657425 Generator_loss: 1.31081
[INFO] 2021-02-01 00:54:24 > Step: 52600 Progress: 16.8% Elapsed: 11:54:24 temperature: no ada_p: 0.198516 Discriminator_loss: 0.740559 Generator_loss: 0.888213
[INFO] 2021-02-01 00:55:41 > Step: 52700 Progress: 16.9% Elapsed: 11:55:41 temperature: no ada_p: 0.1989 Discriminator_loss: 0.567559 Generator_loss: 0.768792
[INFO] 2021-02-01 00:56:59 > Step: 52800 Progress: 16.9% Elapsed: 11:56:58 temperature: no ada_p: 0.199284 Discriminator_loss: 0.701576 Generator_loss: 0.9433
[INFO] 2021-02-01 00:58:16 > Step: 52900 Progress: 16.9% Elapsed: 11:58:15 temperature: no ada_p: 0.199655 Discriminator_loss: 0.644485 Generator_loss: 1.28247
[INFO] 2021-02-01 00:59:33 > Step: 53000 Progress: 17.0% Elapsed: 11:59:32 temperature: no ada_p: 0.200033 Discriminator_loss: 0.757152 Generator_loss: 1.31276
[INFO] 2021-02-01 01:00:49 > Step: 53100 Progress: 17.0% Elapsed: 12:00:48 temperature: no ada_p: 0.200405 Discriminator_loss: 0.646745 Generator_loss: 0.91735
[INFO] 2021-02-01 01:02:05 > Step: 53200 Progress: 17.0% Elapsed: 12:02:05 temperature: no ada_p: 0.200789 Discriminator_loss: 0.66975 Generator_loss: 0.952388
[INFO] 2021-02-01 01:03:22 > Step: 53300 Progress: 17.1% Elapsed: 12:03:21 temperature: no ada_p: 0.201167 Discriminator_loss: 0.698459 Generator_loss: 1.05368
[INFO] 2021-02-01 01:04:38 > Step: 53400 Progress: 17.1% Elapsed: 12:04:38 temperature: no ada_p: 0.201551 Discriminator_loss: 0.698821 Generator_loss: 1.05384
[INFO] 2021-02-01 01:05:55 > Step: 53500 Progress: 17.1% Elapsed: 12:05:55 temperature: no ada_p: 0.201935 Discriminator_loss: 0.654923 Generator_loss: 0.810586
[INFO] 2021-02-01 01:07:11 > Step: 53600 Progress: 17.2% Elapsed: 12:07:11 temperature: no ada_p: 0.202319 Discriminator_loss: 0.584976 Generator_loss: 0.882834
[INFO] 2021-02-01 01:08:28 > Step: 53700 Progress: 17.2% Elapsed: 12:08:27 temperature: no ada_p: 0.202703 Discriminator_loss: 0.752287 Generator_loss: 0.859759
[INFO] 2021-02-01 01:09:44 > Step: 53800 Progress: 17.2% Elapsed: 12:09:44 temperature: no ada_p: 0.203081 Discriminator_loss: 0.623019 Generator_loss: 0.856881
[INFO] 2021-02-01 01:11:01 > Step: 53900 Progress: 17.2% Elapsed: 12:11:01 temperature: no ada_p: 0.203446 Discriminator_loss: 0.657563 Generator_loss: 1.39717
[INFO] 2021-02-01 01:12:18 > Step: 54000 Progress: 17.3% Elapsed: 12:12:18 temperature: no ada_p: 0.203824 Discriminator_loss: 0.682095 Generator_loss: 1.01552
[INFO] 2021-02-01 01:12:18 > Start Evaluation (54000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 01:12:18 > Calculating FID Score....
[INFO] 2021-02-01 01:12:45 > Calculating Inception Score....
[INFO] 2021-02-01 01:13:02 > Calculate F_beta Score....
[INFO] 2021-02-01 01:13:57 > Calculate Accuracies....
[INFO] 2021-02-01 01:14:04 > Calculate Accuracies....
[INFO] 2021-02-01 01:14:05 > F_8 score (Step: 54000, Using test images): 0.9857169782570352
[INFO] 2021-02-01 01:14:05 > F_1/8 score (Step: 54000, Using test images): 0.9861105602726121
[INFO] 2021-02-01 01:14:05 > FID score (Step: 54000, Using test moments): 11.037278963775464
[INFO] 2021-02-01 01:14:05 > Inception score (Step: 54000, 10000 generated images): 9.66431713104248
[INFO] 2021-02-01 01:14:05 > Best FID score (Step: 52000, Using test moments): 10.89542677603555
[INFO] 2021-02-01 01:14:06 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 01:15:22 > Step: 54100 Progress: 17.3% Elapsed: 12:15:22 temperature: no ada_p: 0.204202 Discriminator_loss: 0.736309 Generator_loss: 0.807124
[INFO] 2021-02-01 01:16:38 > Step: 54200 Progress: 17.3% Elapsed: 12:16:38 temperature: no ada_p: 0.204586 Discriminator_loss: 0.655682 Generator_loss: 1.04587
[INFO] 2021-02-01 01:17:51 > Step: 54300 Progress: 17.4% Elapsed: 12:17:51 temperature: no ada_p: 0.204958 Discriminator_loss: 0.660896 Generator_loss: 1.06367
[INFO] 2021-02-01 01:19:03 > Step: 54400 Progress: 17.4% Elapsed: 12:19:03 temperature: no ada_p: 0.205336 Discriminator_loss: 0.721815 Generator_loss: 0.958959
[INFO] 2021-02-01 01:20:19 > Step: 54500 Progress: 17.4% Elapsed: 12:20:19 temperature: no ada_p: 0.20572 Discriminator_loss: 0.623064 Generator_loss: 1.06572
[INFO] 2021-02-01 01:21:36 > Step: 54600 Progress: 17.5% Elapsed: 12:21:36 temperature: no ada_p: 0.206104 Discriminator_loss: 0.737849 Generator_loss: 1.14309
[INFO] 2021-02-01 01:22:54 > Step: 54700 Progress: 17.5% Elapsed: 12:22:53 temperature: no ada_p: 0.206481 Discriminator_loss: 0.694358 Generator_loss: 1.13631
[INFO] 2021-02-01 01:24:10 > Step: 54800 Progress: 17.5% Elapsed: 12:24:10 temperature: no ada_p: 0.206853 Discriminator_loss: 0.70312 Generator_loss: 0.913224
[INFO] 2021-02-01 01:25:27 > Step: 54900 Progress: 17.6% Elapsed: 12:25:27 temperature: no ada_p: 0.207237 Discriminator_loss: 0.538165 Generator_loss: 1.0377
[INFO] 2021-02-01 01:26:45 > Step: 55000 Progress: 17.6% Elapsed: 12:26:45 temperature: no ada_p: 0.207621 Discriminator_loss: 0.571122 Generator_loss: 0.975198
[INFO] 2021-02-01 01:28:01 > Step: 55100 Progress: 17.6% Elapsed: 12:28:01 temperature: no ada_p: 0.208005 Discriminator_loss: 0.634302 Generator_loss: 0.948542
[INFO] 2021-02-01 01:29:19 > Step: 55200 Progress: 17.7% Elapsed: 12:29:18 temperature: no ada_p: 0.208377 Discriminator_loss: 0.67718 Generator_loss: 1.05244
[INFO] 2021-02-01 01:30:36 > Step: 55300 Progress: 17.7% Elapsed: 12:30:36 temperature: no ada_p: 0.208761 Discriminator_loss: 0.781582 Generator_loss: 0.760855
[INFO] 2021-02-01 01:31:52 > Step: 55400 Progress: 17.7% Elapsed: 12:31:52 temperature: no ada_p: 0.209133 Discriminator_loss: 0.639239 Generator_loss: 0.840338
[INFO] 2021-02-01 01:33:10 > Step: 55500 Progress: 17.8% Elapsed: 12:33:09 temperature: no ada_p: 0.209517 Discriminator_loss: 0.770444 Generator_loss: 1.41584
[INFO] 2021-02-01 01:34:26 > Step: 55600 Progress: 17.8% Elapsed: 12:34:26 temperature: no ada_p: 0.209901 Discriminator_loss: 0.650634 Generator_loss: 0.898907
[INFO] 2021-02-01 01:35:43 > Step: 55700 Progress: 17.8% Elapsed: 12:35:43 temperature: no ada_p: 0.210285 Discriminator_loss: 0.708389 Generator_loss: 1.16477
[INFO] 2021-02-01 01:37:00 > Step: 55800 Progress: 17.9% Elapsed: 12:37:00 temperature: no ada_p: 0.210669 Discriminator_loss: 0.732332 Generator_loss: 0.836072
[INFO] 2021-02-01 01:38:17 > Step: 55900 Progress: 17.9% Elapsed: 12:38:16 temperature: no ada_p: 0.21104 Discriminator_loss: 0.583945 Generator_loss: 1.13951
[INFO] 2021-02-01 01:39:33 > Step: 56000 Progress: 17.9% Elapsed: 12:39:33 temperature: no ada_p: 0.211412 Discriminator_loss: 0.726949 Generator_loss: 0.830428
[INFO] 2021-02-01 01:39:33 > Start Evaluation (56000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 01:39:33 > Calculating FID Score....
[INFO] 2021-02-01 01:40:00 > Calculating Inception Score....
[INFO] 2021-02-01 01:40:17 > Calculate F_beta Score....
[INFO] 2021-02-01 01:41:13 > Calculate Accuracies....
[INFO] 2021-02-01 01:41:20 > Calculate Accuracies....
[INFO] 2021-02-01 01:41:21 > F_8 score (Step: 56000, Using test images): 0.9820152576259819
[INFO] 2021-02-01 01:41:21 > F_1/8 score (Step: 56000, Using test images): 0.986509096879006
[INFO] 2021-02-01 01:41:21 > FID score (Step: 56000, Using test moments): 10.865219615518072
[INFO] 2021-02-01 01:41:21 > Inception score (Step: 56000, 10000 generated images): 9.622771263122559
[INFO] 2021-02-01 01:41:21 > Best FID score (Step: 56000, Using test moments): 10.865219615518072
[INFO] 2021-02-01 01:41:22 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 01:42:39 > Step: 56100 Progress: 18.0% Elapsed: 12:42:39 temperature: no ada_p: 0.21179 Discriminator_loss: 0.589992 Generator_loss: 1.15251
[INFO] 2021-02-01 01:43:55 > Step: 56200 Progress: 18.0% Elapsed: 12:43:55 temperature: no ada_p: 0.212174 Discriminator_loss: 0.712916 Generator_loss: 0.713667
[INFO] 2021-02-01 01:45:11 > Step: 56300 Progress: 18.0% Elapsed: 12:45:11 temperature: no ada_p: 0.212558 Discriminator_loss: 0.711496 Generator_loss: 0.715275
[INFO] 2021-02-01 01:46:28 > Step: 56400 Progress: 18.0% Elapsed: 12:46:28 temperature: no ada_p: 0.212936 Discriminator_loss: 0.631029 Generator_loss: 0.931337
[INFO] 2021-02-01 01:47:41 > Step: 56500 Progress: 18.1% Elapsed: 12:47:40 temperature: no ada_p: 0.21332 Discriminator_loss: 0.710033 Generator_loss: 1.03462
[INFO] 2021-02-01 01:48:53 > Step: 56600 Progress: 18.1% Elapsed: 12:48:53 temperature: no ada_p: 0.213704 Discriminator_loss: 0.647699 Generator_loss: 1.07912
[INFO] 2021-02-01 01:50:09 > Step: 56700 Progress: 18.1% Elapsed: 12:50:09 temperature: no ada_p: 0.214088 Discriminator_loss: 0.748064 Generator_loss: 0.754398
[INFO] 2021-02-01 01:51:27 > Step: 56800 Progress: 18.2% Elapsed: 12:51:26 temperature: no ada_p: 0.214472 Discriminator_loss: 0.645579 Generator_loss: 0.967496
[INFO] 2021-02-01 01:52:44 > Step: 56900 Progress: 18.2% Elapsed: 12:52:43 temperature: no ada_p: 0.21485 Discriminator_loss: 0.710016 Generator_loss: 0.680306
[INFO] 2021-02-01 01:54:01 > Step: 57000 Progress: 18.2% Elapsed: 12:54:01 temperature: no ada_p: 0.215227 Discriminator_loss: 0.644877 Generator_loss: 0.805133
[INFO] 2021-02-01 01:55:18 > Step: 57100 Progress: 18.3% Elapsed: 12:55:18 temperature: no ada_p: 0.215605 Discriminator_loss: 0.790602 Generator_loss: 0.82453
[INFO] 2021-02-01 01:56:35 > Step: 57200 Progress: 18.3% Elapsed: 12:56:35 temperature: no ada_p: 0.215989 Discriminator_loss: 0.661592 Generator_loss: 0.907643
[INFO] 2021-02-01 01:57:52 > Step: 57300 Progress: 18.3% Elapsed: 12:57:51 temperature: no ada_p: 0.216373 Discriminator_loss: 0.762553 Generator_loss: 0.846802
[INFO] 2021-02-01 01:59:09 > Step: 57400 Progress: 18.4% Elapsed: 12:59:08 temperature: no ada_p: 0.216757 Discriminator_loss: 0.707662 Generator_loss: 0.867188
[INFO] 2021-02-01 02:00:26 > Step: 57500 Progress: 18.4% Elapsed: 13:00:26 temperature: no ada_p: 0.217141 Discriminator_loss: 0.637384 Generator_loss: 0.664355
[INFO] 2021-02-01 02:01:42 > Step: 57600 Progress: 18.4% Elapsed: 13:01:42 temperature: no ada_p: 0.217519 Discriminator_loss: 0.720336 Generator_loss: 1.30971
[INFO] 2021-02-01 02:03:00 > Step: 57700 Progress: 18.5% Elapsed: 13:02:59 temperature: no ada_p: 0.217903 Discriminator_loss: 0.644225 Generator_loss: 0.797737
[INFO] 2021-02-01 02:04:17 > Step: 57800 Progress: 18.5% Elapsed: 13:04:17 temperature: no ada_p: 0.218287 Discriminator_loss: 0.693327 Generator_loss: 0.844383
[INFO] 2021-02-01 02:05:34 > Step: 57900 Progress: 18.5% Elapsed: 13:05:34 temperature: no ada_p: 0.218665 Discriminator_loss: 0.750746 Generator_loss: 0.833294
[INFO] 2021-02-01 02:06:51 > Step: 58000 Progress: 18.6% Elapsed: 13:06:51 temperature: no ada_p: 0.219049 Discriminator_loss: 0.659144 Generator_loss: 1.2265
[INFO] 2021-02-01 02:06:51 > Start Evaluation (58000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 02:06:52 > Calculating FID Score....
[INFO] 2021-02-01 02:07:19 > Calculating Inception Score....
[INFO] 2021-02-01 02:07:36 > Calculate F_beta Score....
[INFO] 2021-02-01 02:08:32 > Calculate Accuracies....
[INFO] 2021-02-01 02:08:38 > Calculate Accuracies....
[INFO] 2021-02-01 02:08:40 > F_8 score (Step: 58000, Using test images): 0.9824828328735515
[INFO] 2021-02-01 02:08:40 > F_1/8 score (Step: 58000, Using test images): 0.982801988570728
[INFO] 2021-02-01 02:08:40 > FID score (Step: 58000, Using test moments): 11.103526684347287
[INFO] 2021-02-01 02:08:40 > Inception score (Step: 58000, 10000 generated images): 9.884474754333496
[INFO] 2021-02-01 02:08:40 > Best FID score (Step: 56000, Using test moments): 10.865219615518072
[INFO] 2021-02-01 02:08:40 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 02:09:58 > Step: 58100 Progress: 18.6% Elapsed: 13:09:58 temperature: no ada_p: 0.219427 Discriminator_loss: 0.655596 Generator_loss: 0.893526
[INFO] 2021-02-01 02:11:15 > Step: 58200 Progress: 18.6% Elapsed: 13:11:14 temperature: no ada_p: 0.219805 Discriminator_loss: 0.63148 Generator_loss: 0.900899
[INFO] 2021-02-01 02:12:32 > Step: 58300 Progress: 18.7% Elapsed: 13:12:31 temperature: no ada_p: 0.220183 Discriminator_loss: 0.671806 Generator_loss: 0.699227
[INFO] 2021-02-01 02:13:48 > Step: 58400 Progress: 18.7% Elapsed: 13:13:48 temperature: no ada_p: 0.220567 Discriminator_loss: 0.726684 Generator_loss: 0.983291
[INFO] 2021-02-01 02:15:05 > Step: 58500 Progress: 18.7% Elapsed: 13:15:05 temperature: no ada_p: 0.220951 Discriminator_loss: 0.75561 Generator_loss: 0.938829
[INFO] 2021-02-01 02:16:21 > Step: 58600 Progress: 18.8% Elapsed: 13:16:21 temperature: no ada_p: 0.221335 Discriminator_loss: 0.675499 Generator_loss: 1.34107
[INFO] 2021-02-01 02:17:32 > Step: 58700 Progress: 18.8% Elapsed: 13:17:31 temperature: no ada_p: 0.221712 Discriminator_loss: 0.710567 Generator_loss: 0.881655
[INFO] 2021-02-01 02:18:47 > Step: 58800 Progress: 18.8% Elapsed: 13:18:46 temperature: no ada_p: 0.222096 Discriminator_loss: 0.602609 Generator_loss: 0.942999
[INFO] 2021-02-01 02:20:03 > Step: 58900 Progress: 18.8% Elapsed: 13:20:03 temperature: no ada_p: 0.222474 Discriminator_loss: 0.699015 Generator_loss: 1.00961
[INFO] 2021-02-01 02:21:20 > Step: 59000 Progress: 18.9% Elapsed: 13:21:19 temperature: no ada_p: 0.222852 Discriminator_loss: 0.683424 Generator_loss: 0.931673
[INFO] 2021-02-01 02:22:37 > Step: 59100 Progress: 18.9% Elapsed: 13:22:36 temperature: no ada_p: 0.223236 Discriminator_loss: 0.6172 Generator_loss: 0.882525
[INFO] 2021-02-01 02:23:53 > Step: 59200 Progress: 18.9% Elapsed: 13:23:53 temperature: no ada_p: 0.22362 Discriminator_loss: 0.661131 Generator_loss: 0.809221
[INFO] 2021-02-01 02:25:10 > Step: 59300 Progress: 19.0% Elapsed: 13:25:10 temperature: no ada_p: 0.223998 Discriminator_loss: 0.616329 Generator_loss: 0.778554
[INFO] 2021-02-01 02:26:27 > Step: 59400 Progress: 19.0% Elapsed: 13:26:27 temperature: no ada_p: 0.224376 Discriminator_loss: 0.693212 Generator_loss: 1.01121
[INFO] 2021-02-01 02:27:43 > Step: 59500 Progress: 19.0% Elapsed: 13:27:43 temperature: no ada_p: 0.22476 Discriminator_loss: 0.738047 Generator_loss: 1.14591
[INFO] 2021-02-01 02:29:00 > Step: 59600 Progress: 19.1% Elapsed: 13:29:00 temperature: no ada_p: 0.225144 Discriminator_loss: 0.744701 Generator_loss: 0.68946
[INFO] 2021-02-01 02:30:15 > Step: 59700 Progress: 19.1% Elapsed: 13:30:15 temperature: no ada_p: 0.225528 Discriminator_loss: 0.693639 Generator_loss: 0.974113
[INFO] 2021-02-01 02:31:32 > Step: 59800 Progress: 19.1% Elapsed: 13:31:31 temperature: no ada_p: 0.225906 Discriminator_loss: 0.643286 Generator_loss: 0.777341
[INFO] 2021-02-01 02:32:49 > Step: 59900 Progress: 19.2% Elapsed: 13:32:49 temperature: no ada_p: 0.22629 Discriminator_loss: 0.526817 Generator_loss: 1.13579
[INFO] 2021-02-01 02:34:06 > Step: 60000 Progress: 19.2% Elapsed: 13:34:06 temperature: no ada_p: 0.226668 Discriminator_loss: 0.713061 Generator_loss: 1.03643
[INFO] 2021-02-01 02:34:06 > Start Evaluation (60000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 02:34:06 > Calculating FID Score....
[INFO] 2021-02-01 02:34:34 > Calculating Inception Score....
[INFO] 2021-02-01 02:34:51 > Calculate F_beta Score....
[INFO] 2021-02-01 02:35:46 > Calculate Accuracies....
[INFO] 2021-02-01 02:35:53 > Calculate Accuracies....
[INFO] 2021-02-01 02:35:55 > F_8 score (Step: 60000, Using test images): 0.9844866159639544
[INFO] 2021-02-01 02:35:55 > F_1/8 score (Step: 60000, Using test images): 0.9834425531540225
[INFO] 2021-02-01 02:35:55 > FID score (Step: 60000, Using test moments): 10.699167975718638
[INFO] 2021-02-01 02:35:55 > Inception score (Step: 60000, 10000 generated images): 9.765564918518066
[INFO] 2021-02-01 02:35:55 > Best FID score (Step: 60000, Using test moments): 10.699167975718638
[INFO] 2021-02-01 02:35:55 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 02:37:12 > Step: 60100 Progress: 19.2% Elapsed: 13:37:12 temperature: no ada_p: 0.227045 Discriminator_loss: 0.58004 Generator_loss: 0.847694
[INFO] 2021-02-01 02:38:29 > Step: 60200 Progress: 19.3% Elapsed: 13:38:29 temperature: no ada_p: 0.227417 Discriminator_loss: 0.655323 Generator_loss: 1.0772
[INFO] 2021-02-01 02:39:47 > Step: 60300 Progress: 19.3% Elapsed: 13:39:46 temperature: no ada_p: 0.227795 Discriminator_loss: 0.612189 Generator_loss: 1.08863
[INFO] 2021-02-01 02:41:03 > Step: 60400 Progress: 19.3% Elapsed: 13:41:03 temperature: no ada_p: 0.228179 Discriminator_loss: 0.680076 Generator_loss: 0.951979
[INFO] 2021-02-01 02:42:21 > Step: 60500 Progress: 19.4% Elapsed: 13:42:21 temperature: no ada_p: 0.228563 Discriminator_loss: 0.679477 Generator_loss: 1.15606
[INFO] 2021-02-01 02:43:39 > Step: 60600 Progress: 19.4% Elapsed: 13:43:38 temperature: no ada_p: 0.228941 Discriminator_loss: 0.746562 Generator_loss: 0.913161
[INFO] 2021-02-01 02:44:55 > Step: 60700 Progress: 19.4% Elapsed: 13:44:55 temperature: no ada_p: 0.229319 Discriminator_loss: 0.686276 Generator_loss: 0.800469
[INFO] 2021-02-01 02:46:12 > Step: 60800 Progress: 19.5% Elapsed: 13:46:12 temperature: no ada_p: 0.229697 Discriminator_loss: 0.730297 Generator_loss: 1.03343
[INFO] 2021-02-01 02:47:24 > Step: 60900 Progress: 19.5% Elapsed: 13:47:23 temperature: no ada_p: 0.230062 Discriminator_loss: 0.614852 Generator_loss: 0.725588
[INFO] 2021-02-01 02:48:37 > Step: 61000 Progress: 19.5% Elapsed: 13:48:37 temperature: no ada_p: 0.230446 Discriminator_loss: 0.711814 Generator_loss: 0.979059
[INFO] 2021-02-01 02:49:54 > Step: 61100 Progress: 19.6% Elapsed: 13:49:54 temperature: no ada_p: 0.23083 Discriminator_loss: 0.602791 Generator_loss: 1.03496
[INFO] 2021-02-01 02:51:11 > Step: 61200 Progress: 19.6% Elapsed: 13:51:11 temperature: no ada_p: 0.231214 Discriminator_loss: 0.596897 Generator_loss: 0.970369
[INFO] 2021-02-01 02:52:28 > Step: 61300 Progress: 19.6% Elapsed: 13:52:28 temperature: no ada_p: 0.231598 Discriminator_loss: 0.694606 Generator_loss: 1.18528
[INFO] 2021-02-01 02:53:45 > Step: 61400 Progress: 19.6% Elapsed: 13:53:45 temperature: no ada_p: 0.231976 Discriminator_loss: 0.609352 Generator_loss: 0.847798
[INFO] 2021-02-01 02:55:01 > Step: 61500 Progress: 19.7% Elapsed: 13:55:01 temperature: no ada_p: 0.232354 Discriminator_loss: 0.687249 Generator_loss: 0.756357
[INFO] 2021-02-01 02:56:17 > Step: 61600 Progress: 19.7% Elapsed: 13:56:17 temperature: no ada_p: 0.232738 Discriminator_loss: 0.737921 Generator_loss: 1.12194
[INFO] 2021-02-01 02:57:34 > Step: 61700 Progress: 19.7% Elapsed: 13:57:34 temperature: no ada_p: 0.233116 Discriminator_loss: 0.795274 Generator_loss: 1.47626
[INFO] 2021-02-01 02:58:50 > Step: 61800 Progress: 19.8% Elapsed: 13:58:50 temperature: no ada_p: 0.2335 Discriminator_loss: 0.621914 Generator_loss: 0.875726
[INFO] 2021-02-01 03:00:09 > Step: 61900 Progress: 19.8% Elapsed: 14:00:09 temperature: no ada_p: 0.233884 Discriminator_loss: 0.710141 Generator_loss: 1.07177
[INFO] 2021-02-01 03:01:25 > Step: 62000 Progress: 19.8% Elapsed: 14:01:25 temperature: no ada_p: 0.234268 Discriminator_loss: 0.679037 Generator_loss: 0.752455
[INFO] 2021-02-01 03:01:25 > Start Evaluation (62000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 03:01:25 > Calculating FID Score....
[INFO] 2021-02-01 03:01:53 > Calculating Inception Score....
[INFO] 2021-02-01 03:02:09 > Calculate F_beta Score....
[INFO] 2021-02-01 03:03:05 > Calculate Accuracies....
[INFO] 2021-02-01 03:03:12 > Calculate Accuracies....
[INFO] 2021-02-01 03:03:14 > F_8 score (Step: 62000, Using test images): 0.9823104396218917
[INFO] 2021-02-01 03:03:14 > F_1/8 score (Step: 62000, Using test images): 0.981935819135072
[INFO] 2021-02-01 03:03:14 > FID score (Step: 62000, Using test moments): 10.615998008667702
[INFO] 2021-02-01 03:03:14 > Inception score (Step: 62000, 10000 generated images): 9.78717041015625
[INFO] 2021-02-01 03:03:14 > Best FID score (Step: 62000, Using test moments): 10.615998008667702
[INFO] 2021-02-01 03:03:15 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 03:04:31 > Step: 62100 Progress: 19.9% Elapsed: 14:04:31 temperature: no ada_p: 0.234652 Discriminator_loss: 0.647351 Generator_loss: 0.968075
[INFO] 2021-02-01 03:05:48 > Step: 62200 Progress: 19.9% Elapsed: 14:05:48 temperature: no ada_p: 0.23503 Discriminator_loss: 0.559395 Generator_loss: 1.16312
[INFO] 2021-02-01 03:07:06 > Step: 62300 Progress: 19.9% Elapsed: 14:07:06 temperature: no ada_p: 0.235414 Discriminator_loss: 0.645143 Generator_loss: 1.02977
[INFO] 2021-02-01 03:08:23 > Step: 62400 Progress: 20.0% Elapsed: 14:08:23 temperature: no ada_p: 0.235779 Discriminator_loss: 0.690469 Generator_loss: 0.945117
[INFO] 2021-02-01 03:09:40 > Step: 62500 Progress: 20.0% Elapsed: 14:09:40 temperature: no ada_p: 0.236163 Discriminator_loss: 0.694777 Generator_loss: 0.971078
[INFO] 2021-02-01 03:10:57 > Step: 62600 Progress: 20.0% Elapsed: 14:10:57 temperature: no ada_p: 0.236541 Discriminator_loss: 0.728173 Generator_loss: 1.0348
[INFO] 2021-02-01 03:12:14 > Step: 62700 Progress: 20.1% Elapsed: 14:12:14 temperature: no ada_p: 0.236919 Discriminator_loss: 0.60475 Generator_loss: 0.782398
[INFO] 2021-02-01 03:13:31 > Step: 62800 Progress: 20.1% Elapsed: 14:13:31 temperature: no ada_p: 0.237303 Discriminator_loss: 0.65336 Generator_loss: 0.676424
[INFO] 2021-02-01 03:14:47 > Step: 62900 Progress: 20.1% Elapsed: 14:14:47 temperature: no ada_p: 0.237687 Discriminator_loss: 0.62147 Generator_loss: 0.813295
[INFO] 2021-02-01 03:16:02 > Step: 63000 Progress: 20.2% Elapsed: 14:16:02 temperature: no ada_p: 0.238065 Discriminator_loss: 0.677786 Generator_loss: 0.877137
[INFO] 2021-02-01 03:17:08 > Step: 63100 Progress: 20.2% Elapsed: 14:17:08 temperature: no ada_p: 0.238449 Discriminator_loss: 0.700228 Generator_loss: 0.915056
[INFO] 2021-02-01 03:18:23 > Step: 63200 Progress: 20.2% Elapsed: 14:18:23 temperature: no ada_p: 0.238826 Discriminator_loss: 0.661328 Generator_loss: 0.854475
[INFO] 2021-02-01 03:19:39 > Step: 63300 Progress: 20.3% Elapsed: 14:19:39 temperature: no ada_p: 0.239198 Discriminator_loss: 0.804368 Generator_loss: 1.23693
[INFO] 2021-02-01 03:20:56 > Step: 63400 Progress: 20.3% Elapsed: 14:20:56 temperature: no ada_p: 0.239564 Discriminator_loss: 0.668595 Generator_loss: 0.72679
[INFO] 2021-02-01 03:22:13 > Step: 63500 Progress: 20.3% Elapsed: 14:22:13 temperature: no ada_p: 0.239948 Discriminator_loss: 0.70448 Generator_loss: 0.865359
[INFO] 2021-02-01 03:23:30 > Step: 63600 Progress: 20.4% Elapsed: 14:23:30 temperature: no ada_p: 0.240319 Discriminator_loss: 0.705545 Generator_loss: 1.06808
[INFO] 2021-02-01 03:24:47 > Step: 63700 Progress: 20.4% Elapsed: 14:24:47 temperature: no ada_p: 0.240697 Discriminator_loss: 0.659193 Generator_loss: 1.14671
[INFO] 2021-02-01 03:26:05 > Step: 63800 Progress: 20.4% Elapsed: 14:26:04 temperature: no ada_p: 0.241081 Discriminator_loss: 0.670542 Generator_loss: 0.784963
[INFO] 2021-02-01 03:27:22 > Step: 63900 Progress: 20.4% Elapsed: 14:27:21 temperature: no ada_p: 0.241459 Discriminator_loss: 0.751619 Generator_loss: 0.777158
[INFO] 2021-02-01 03:28:39 > Step: 64000 Progress: 20.5% Elapsed: 14:28:38 temperature: no ada_p: 0.241843 Discriminator_loss: 0.657554 Generator_loss: 1.09194
[INFO] 2021-02-01 03:28:39 > Start Evaluation (64000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 03:28:39 > Calculating FID Score....
[INFO] 2021-02-01 03:29:06 > Calculating Inception Score....
[INFO] 2021-02-01 03:29:23 > Calculate F_beta Score....
[INFO] 2021-02-01 03:30:19 > Calculate Accuracies....
[INFO] 2021-02-01 03:30:25 > Calculate Accuracies....
[INFO] 2021-02-01 03:30:27 > F_8 score (Step: 64000, Using test images): 0.9862607438956573
[INFO] 2021-02-01 03:30:27 > F_1/8 score (Step: 64000, Using test images): 0.9816871862492165
[INFO] 2021-02-01 03:30:27 > FID score (Step: 64000, Using test moments): 10.88143085260009
[INFO] 2021-02-01 03:30:27 > Inception score (Step: 64000, 10000 generated images): 9.945072174072266
[INFO] 2021-02-01 03:30:27 > Best FID score (Step: 62000, Using test moments): 10.615998008667702
[INFO] 2021-02-01 03:30:27 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 03:31:44 > Step: 64100 Progress: 20.5% Elapsed: 14:31:43 temperature: no ada_p: 0.242221 Discriminator_loss: 0.72104 Generator_loss: 1.11557
[INFO] 2021-02-01 03:33:01 > Step: 64200 Progress: 20.5% Elapsed: 14:33:00 temperature: no ada_p: 0.242599 Discriminator_loss: 0.702914 Generator_loss: 0.931491
[INFO] 2021-02-01 03:34:19 > Step: 64300 Progress: 20.6% Elapsed: 14:34:19 temperature: no ada_p: 0.242983 Discriminator_loss: 0.690695 Generator_loss: 1.0705
[INFO] 2021-02-01 03:35:37 > Step: 64400 Progress: 20.6% Elapsed: 14:35:36 temperature: no ada_p: 0.243348 Discriminator_loss: 0.676281 Generator_loss: 1.07871
[INFO] 2021-02-01 03:36:53 > Step: 64500 Progress: 20.6% Elapsed: 14:36:53 temperature: no ada_p: 0.243726 Discriminator_loss: 0.766788 Generator_loss: 0.952062
[INFO] 2021-02-01 03:38:11 > Step: 64600 Progress: 20.7% Elapsed: 14:38:10 temperature: no ada_p: 0.24411 Discriminator_loss: 0.707051 Generator_loss: 0.80135
[INFO] 2021-02-01 03:39:28 > Step: 64700 Progress: 20.7% Elapsed: 14:39:28 temperature: no ada_p: 0.244494 Discriminator_loss: 0.644111 Generator_loss: 0.733397
[INFO] 2021-02-01 03:40:45 > Step: 64800 Progress: 20.7% Elapsed: 14:40:44 temperature: no ada_p: 0.244878 Discriminator_loss: 0.647714 Generator_loss: 0.805089
[INFO] 2021-02-01 03:42:02 > Step: 64900 Progress: 20.8% Elapsed: 14:42:02 temperature: no ada_p: 0.245262 Discriminator_loss: 0.636079 Generator_loss: 1.01804
[INFO] 2021-02-01 03:43:19 > Step: 65000 Progress: 20.8% Elapsed: 14:43:19 temperature: no ada_p: 0.24564 Discriminator_loss: 0.676241 Generator_loss: 0.972173
[INFO] 2021-02-01 03:44:33 > Step: 65100 Progress: 20.8% Elapsed: 14:44:33 temperature: no ada_p: 0.246018 Discriminator_loss: 0.704698 Generator_loss: 1.09004
[INFO] 2021-02-01 03:45:50 > Step: 65200 Progress: 20.9% Elapsed: 14:45:49 temperature: no ada_p: 0.246396 Discriminator_loss: 0.795728 Generator_loss: 0.75513
[INFO] 2021-02-01 03:47:01 > Step: 65300 Progress: 20.9% Elapsed: 14:47:01 temperature: no ada_p: 0.24678 Discriminator_loss: 0.677075 Generator_loss: 0.805226
[INFO] 2021-02-01 03:48:16 > Step: 65400 Progress: 20.9% Elapsed: 14:48:15 temperature: no ada_p: 0.247164 Discriminator_loss: 0.668912 Generator_loss: 0.934007
[INFO] 2021-02-01 03:49:33 > Step: 65500 Progress: 21.0% Elapsed: 14:49:32 temperature: no ada_p: 0.247548 Discriminator_loss: 0.706717 Generator_loss: 0.875324
[INFO] 2021-02-01 03:50:50 > Step: 65600 Progress: 21.0% Elapsed: 14:50:49 temperature: no ada_p: 0.247926 Discriminator_loss: 0.756332 Generator_loss: 0.891361
[INFO] 2021-02-01 03:52:07 > Step: 65700 Progress: 21.0% Elapsed: 14:52:07 temperature: no ada_p: 0.24831 Discriminator_loss: 0.529859 Generator_loss: 1.07864
[INFO] 2021-02-01 03:53:24 > Step: 65800 Progress: 21.1% Elapsed: 14:53:24 temperature: no ada_p: 0.248694 Discriminator_loss: 0.597926 Generator_loss: 0.803237
[INFO] 2021-02-01 03:54:41 > Step: 65900 Progress: 21.1% Elapsed: 14:54:41 temperature: no ada_p: 0.249078 Discriminator_loss: 0.663969 Generator_loss: 0.84653
[INFO] 2021-02-01 03:55:59 > Step: 66000 Progress: 21.1% Elapsed: 14:55:58 temperature: no ada_p: 0.249456 Discriminator_loss: 0.812256 Generator_loss: 0.94611
[INFO] 2021-02-01 03:55:59 > Start Evaluation (66000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 03:55:59 > Calculating FID Score....
[INFO] 2021-02-01 03:56:26 > Calculating Inception Score....
[INFO] 2021-02-01 03:56:43 > Calculate F_beta Score....
[INFO] 2021-02-01 03:57:39 > Calculate Accuracies....
[INFO] 2021-02-01 03:57:46 > Calculate Accuracies....
[INFO] 2021-02-01 03:57:48 > F_8 score (Step: 66000, Using test images): 0.9833031979523321
[INFO] 2021-02-01 03:57:48 > F_1/8 score (Step: 66000, Using test images): 0.9829443159089741
[INFO] 2021-02-01 03:57:48 > FID score (Step: 66000, Using test moments): 10.596313000488124
[INFO] 2021-02-01 03:57:48 > Inception score (Step: 66000, 10000 generated images): 9.887271881103516
[INFO] 2021-02-01 03:57:48 > Best FID score (Step: 66000, Using test moments): 10.596313000488124
[INFO] 2021-02-01 03:57:48 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 03:59:06 > Step: 66100 Progress: 21.2% Elapsed: 14:59:06 temperature: no ada_p: 0.24984 Discriminator_loss: 0.648903 Generator_loss: 0.836241
[INFO] 2021-02-01 04:00:24 > Step: 66200 Progress: 21.2% Elapsed: 15:00:24 temperature: no ada_p: 0.250224 Discriminator_loss: 0.699422 Generator_loss: 0.908338
[INFO] 2021-02-01 04:01:41 > Step: 66300 Progress: 21.2% Elapsed: 15:01:41 temperature: no ada_p: 0.250595 Discriminator_loss: 0.715643 Generator_loss: 0.802295
[INFO] 2021-02-01 04:02:59 > Step: 66400 Progress: 21.2% Elapsed: 15:02:59 temperature: no ada_p: 0.250967 Discriminator_loss: 0.727781 Generator_loss: 0.788075
[INFO] 2021-02-01 04:04:16 > Step: 66500 Progress: 21.3% Elapsed: 15:04:15 temperature: no ada_p: 0.251339 Discriminator_loss: 0.615796 Generator_loss: 0.874341
[INFO] 2021-02-01 04:05:33 > Step: 66600 Progress: 21.3% Elapsed: 15:05:33 temperature: no ada_p: 0.251723 Discriminator_loss: 0.633852 Generator_loss: 0.700823
[INFO] 2021-02-01 04:06:51 > Step: 66700 Progress: 21.3% Elapsed: 15:06:50 temperature: no ada_p: 0.252107 Discriminator_loss: 0.678201 Generator_loss: 0.903837
[INFO] 2021-02-01 04:08:07 > Step: 66800 Progress: 21.4% Elapsed: 15:08:07 temperature: no ada_p: 0.252485 Discriminator_loss: 0.698121 Generator_loss: 0.667435
[INFO] 2021-02-01 04:09:24 > Step: 66900 Progress: 21.4% Elapsed: 15:09:24 temperature: no ada_p: 0.252869 Discriminator_loss: 0.683152 Generator_loss: 1.02233
[INFO] 2021-02-01 04:10:40 > Step: 67000 Progress: 21.4% Elapsed: 15:10:40 temperature: no ada_p: 0.253246 Discriminator_loss: 0.797882 Generator_loss: 1.26109
[INFO] 2021-02-01 04:11:57 > Step: 67100 Progress: 21.5% Elapsed: 15:11:57 temperature: no ada_p: 0.253624 Discriminator_loss: 0.745391 Generator_loss: 0.743553
[INFO] 2021-02-01 04:13:15 > Step: 67200 Progress: 21.5% Elapsed: 15:13:14 temperature: no ada_p: 0.254008 Discriminator_loss: 0.653181 Generator_loss: 1.04353
[INFO] 2021-02-01 04:14:31 > Step: 67300 Progress: 21.5% Elapsed: 15:14:31 temperature: no ada_p: 0.254392 Discriminator_loss: 0.732005 Generator_loss: 0.97814
[INFO] 2021-02-01 04:15:43 > Step: 67400 Progress: 21.6% Elapsed: 15:15:43 temperature: no ada_p: 0.254764 Discriminator_loss: 0.801732 Generator_loss: 0.731082
[INFO] 2021-02-01 04:16:54 > Step: 67500 Progress: 21.6% Elapsed: 15:16:54 temperature: no ada_p: 0.255142 Discriminator_loss: 0.709496 Generator_loss: 0.82634
[INFO] 2021-02-01 04:18:10 > Step: 67600 Progress: 21.6% Elapsed: 15:18:09 temperature: no ada_p: 0.255526 Discriminator_loss: 0.709814 Generator_loss: 0.892843
[INFO] 2021-02-01 04:19:27 > Step: 67700 Progress: 21.7% Elapsed: 15:19:26 temperature: no ada_p: 0.25591 Discriminator_loss: 0.734461 Generator_loss: 1.01399
[INFO] 2021-02-01 04:20:44 > Step: 67800 Progress: 21.7% Elapsed: 15:20:44 temperature: no ada_p: 0.256294 Discriminator_loss: 0.790762 Generator_loss: 0.692793
[INFO] 2021-02-01 04:22:01 > Step: 67900 Progress: 21.7% Elapsed: 15:22:01 temperature: no ada_p: 0.256678 Discriminator_loss: 0.647837 Generator_loss: 0.922998
[INFO] 2021-02-01 04:23:18 > Step: 68000 Progress: 21.8% Elapsed: 15:23:17 temperature: no ada_p: 0.257062 Discriminator_loss: 0.728858 Generator_loss: 0.969655
[INFO] 2021-02-01 04:23:18 > Start Evaluation (68000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 04:23:18 > Calculating FID Score....
[INFO] 2021-02-01 04:23:45 > Calculating Inception Score....
[INFO] 2021-02-01 04:24:02 > Calculate F_beta Score....
[INFO] 2021-02-01 04:24:59 > Calculate Accuracies....
[INFO] 2021-02-01 04:25:06 > Calculate Accuracies....
[INFO] 2021-02-01 04:25:07 > F_8 score (Step: 68000, Using test images): 0.9848271477760057
[INFO] 2021-02-01 04:25:07 > F_1/8 score (Step: 68000, Using test images): 0.9817551851319244
[INFO] 2021-02-01 04:25:07 > FID score (Step: 68000, Using test moments): 10.410056803066766
[INFO] 2021-02-01 04:25:07 > Inception score (Step: 68000, 10000 generated images): 9.882909774780273
[INFO] 2021-02-01 04:25:07 > Best FID score (Step: 68000, Using test moments): 10.410056803066766
[INFO] 2021-02-01 04:25:08 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 04:26:25 > Step: 68100 Progress: 21.8% Elapsed: 15:26:25 temperature: no ada_p: 0.257446 Discriminator_loss: 0.61868 Generator_loss: 0.912013
[INFO] 2021-02-01 04:27:42 > Step: 68200 Progress: 21.8% Elapsed: 15:27:42 temperature: no ada_p: 0.257811 Discriminator_loss: 0.753477 Generator_loss: 0.88033
[INFO] 2021-02-01 04:28:59 > Step: 68300 Progress: 21.9% Elapsed: 15:28:59 temperature: no ada_p: 0.258195 Discriminator_loss: 0.772147 Generator_loss: 1.21998
[INFO] 2021-02-01 04:30:16 > Step: 68400 Progress: 21.9% Elapsed: 15:30:16 temperature: no ada_p: 0.258561 Discriminator_loss: 0.699805 Generator_loss: 0.650351
[INFO] 2021-02-01 04:31:33 > Step: 68500 Progress: 21.9% Elapsed: 15:31:33 temperature: no ada_p: 0.258939 Discriminator_loss: 0.688305 Generator_loss: 0.960333
[INFO] 2021-02-01 04:32:52 > Step: 68600 Progress: 22.0% Elapsed: 15:32:52 temperature: no ada_p: 0.259304 Discriminator_loss: 0.770944 Generator_loss: 0.816149
[INFO] 2021-02-01 04:34:09 > Step: 68700 Progress: 22.0% Elapsed: 15:34:08 temperature: no ada_p: 0.259688 Discriminator_loss: 0.669334 Generator_loss: 0.973679
[INFO] 2021-02-01 04:35:25 > Step: 68800 Progress: 22.0% Elapsed: 15:35:25 temperature: no ada_p: 0.26006 Discriminator_loss: 0.644145 Generator_loss: 0.982019
[INFO] 2021-02-01 04:36:41 > Step: 68900 Progress: 22.0% Elapsed: 15:36:41 temperature: no ada_p: 0.260438 Discriminator_loss: 0.627299 Generator_loss: 0.959887
[INFO] 2021-02-01 04:37:58 > Step: 69000 Progress: 22.1% Elapsed: 15:37:58 temperature: no ada_p: 0.260822 Discriminator_loss: 0.746033 Generator_loss: 0.774363
[INFO] 2021-02-01 04:39:16 > Step: 69100 Progress: 22.1% Elapsed: 15:39:15 temperature: no ada_p: 0.2612 Discriminator_loss: 0.614523 Generator_loss: 1.0632
[INFO] 2021-02-01 04:40:33 > Step: 69200 Progress: 22.1% Elapsed: 15:40:33 temperature: no ada_p: 0.261572 Discriminator_loss: 0.889771 Generator_loss: 1.6651
[INFO] 2021-02-01 04:41:50 > Step: 69300 Progress: 22.2% Elapsed: 15:41:50 temperature: no ada_p: 0.261949 Discriminator_loss: 0.817886 Generator_loss: 0.925328
[INFO] 2021-02-01 04:43:07 > Step: 69400 Progress: 22.2% Elapsed: 15:43:07 temperature: no ada_p: 0.262321 Discriminator_loss: 0.743849 Generator_loss: 1.00703
[INFO] 2021-02-01 04:44:24 > Step: 69500 Progress: 22.2% Elapsed: 15:44:24 temperature: no ada_p: 0.262693 Discriminator_loss: 0.733782 Generator_loss: 0.943975
[INFO] 2021-02-01 04:45:39 > Step: 69600 Progress: 22.3% Elapsed: 15:45:39 temperature: no ada_p: 0.263065 Discriminator_loss: 0.641937 Generator_loss: 0.723903
[INFO] 2021-02-01 04:46:52 > Step: 69700 Progress: 22.3% Elapsed: 15:46:52 temperature: no ada_p: 0.263436 Discriminator_loss: 0.699528 Generator_loss: 0.789467
[INFO] 2021-02-01 04:48:08 > Step: 69800 Progress: 22.3% Elapsed: 15:48:08 temperature: no ada_p: 0.26382 Discriminator_loss: 0.693858 Generator_loss: 0.731952
[INFO] 2021-02-01 04:49:25 > Step: 69900 Progress: 22.4% Elapsed: 15:49:25 temperature: no ada_p: 0.264204 Discriminator_loss: 0.644161 Generator_loss: 0.915188
[INFO] 2021-02-01 04:50:42 > Step: 70000 Progress: 22.4% Elapsed: 15:50:42 temperature: no ada_p: 0.264588 Discriminator_loss: 0.753427 Generator_loss: 1.31975
[INFO] 2021-02-01 04:50:42 > Start Evaluation (70000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 04:50:42 > Calculating FID Score....
[INFO] 2021-02-01 04:51:10 > Calculating Inception Score....
[INFO] 2021-02-01 04:51:27 > Calculate F_beta Score....
[INFO] 2021-02-01 04:52:24 > Calculate Accuracies....
[INFO] 2021-02-01 04:52:30 > Calculate Accuracies....
[INFO] 2021-02-01 04:52:32 > F_8 score (Step: 70000, Using test images): 0.9886993282055243
[INFO] 2021-02-01 04:52:32 > F_1/8 score (Step: 70000, Using test images): 0.97864643526782
[INFO] 2021-02-01 04:52:32 > FID score (Step: 70000, Using test moments): 10.525258071483961
[INFO] 2021-02-01 04:52:32 > Inception score (Step: 70000, 10000 generated images): 9.905990600585938
[INFO] 2021-02-01 04:52:32 > Best FID score (Step: 68000, Using test moments): 10.410056803066766
[INFO] 2021-02-01 04:52:32 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 04:53:49 > Step: 70100 Progress: 22.4% Elapsed: 15:53:49 temperature: no ada_p: 0.264972 Discriminator_loss: 0.652813 Generator_loss: 0.995831
[INFO] 2021-02-01 04:55:06 > Step: 70200 Progress: 22.5% Elapsed: 15:55:06 temperature: no ada_p: 0.265344 Discriminator_loss: 0.625154 Generator_loss: 1.0477
[INFO] 2021-02-01 04:56:24 > Step: 70300 Progress: 22.5% Elapsed: 15:56:23 temperature: no ada_p: 0.265728 Discriminator_loss: 0.707508 Generator_loss: 0.753416
[INFO] 2021-02-01 04:57:40 > Step: 70400 Progress: 22.5% Elapsed: 15:57:40 temperature: no ada_p: 0.266106 Discriminator_loss: 0.678734 Generator_loss: 1.12783
[INFO] 2021-02-01 04:58:58 > Step: 70500 Progress: 22.6% Elapsed: 15:58:57 temperature: no ada_p: 0.266484 Discriminator_loss: 0.730882 Generator_loss: 0.931567
[INFO] 2021-02-01 05:00:14 > Step: 70600 Progress: 22.6% Elapsed: 16:00:14 temperature: no ada_p: 0.266862 Discriminator_loss: 0.749722 Generator_loss: 0.924069
[INFO] 2021-02-01 05:01:31 > Step: 70700 Progress: 22.6% Elapsed: 16:01:31 temperature: no ada_p: 0.267246 Discriminator_loss: 0.747094 Generator_loss: 1.31342
[INFO] 2021-02-01 05:02:49 > Step: 70800 Progress: 22.7% Elapsed: 16:02:48 temperature: no ada_p: 0.26763 Discriminator_loss: 0.652978 Generator_loss: 0.952101
[INFO] 2021-02-01 05:04:05 > Step: 70900 Progress: 22.7% Elapsed: 16:04:05 temperature: no ada_p: 0.268014 Discriminator_loss: 0.706479 Generator_loss: 0.777776
[INFO] 2021-02-01 05:05:22 > Step: 71000 Progress: 22.7% Elapsed: 16:05:22 temperature: no ada_p: 0.268385 Discriminator_loss: 0.723014 Generator_loss: 0.867746
[INFO] 2021-02-01 05:06:39 > Step: 71100 Progress: 22.8% Elapsed: 16:06:39 temperature: no ada_p: 0.268763 Discriminator_loss: 0.704911 Generator_loss: 0.899933
[INFO] 2021-02-01 05:07:56 > Step: 71200 Progress: 22.8% Elapsed: 16:07:56 temperature: no ada_p: 0.269147 Discriminator_loss: 0.676198 Generator_loss: 0.798183
[INFO] 2021-02-01 05:09:13 > Step: 71300 Progress: 22.8% Elapsed: 16:09:12 temperature: no ada_p: 0.269519 Discriminator_loss: 0.749919 Generator_loss: 0.744833
[INFO] 2021-02-01 05:10:29 > Step: 71400 Progress: 22.8% Elapsed: 16:10:29 temperature: no ada_p: 0.269903 Discriminator_loss: 0.701675 Generator_loss: 0.818304
[INFO] 2021-02-01 05:11:46 > Step: 71500 Progress: 22.9% Elapsed: 16:11:46 temperature: no ada_p: 0.270287 Discriminator_loss: 0.729657 Generator_loss: 0.733355
[INFO] 2021-02-01 05:13:05 > Step: 71600 Progress: 22.9% Elapsed: 16:13:05 temperature: no ada_p: 0.270671 Discriminator_loss: 0.718297 Generator_loss: 0.745483
[INFO] 2021-02-01 05:14:22 > Step: 71700 Progress: 22.9% Elapsed: 16:14:22 temperature: no ada_p: 0.271043 Discriminator_loss: 0.596192 Generator_loss: 0.844327
[INFO] 2021-02-01 05:15:33 > Step: 71800 Progress: 23.0% Elapsed: 16:15:33 temperature: no ada_p: 0.27142 Discriminator_loss: 0.727866 Generator_loss: 0.834323
[INFO] 2021-02-01 05:16:47 > Step: 71900 Progress: 23.0% Elapsed: 16:16:47 temperature: no ada_p: 0.271798 Discriminator_loss: 0.744778 Generator_loss: 1.09166
[INFO] 2021-02-01 05:18:04 > Step: 72000 Progress: 23.0% Elapsed: 16:18:03 temperature: no ada_p: 0.27217 Discriminator_loss: 0.670575 Generator_loss: 0.836055
[INFO] 2021-02-01 05:18:04 > Start Evaluation (72000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 05:18:04 > Calculating FID Score....
[INFO] 2021-02-01 05:18:31 > Calculating Inception Score....
[INFO] 2021-02-01 05:18:48 > Calculate F_beta Score....
[INFO] 2021-02-01 05:19:43 > Calculate Accuracies....
[INFO] 2021-02-01 05:19:50 > Calculate Accuracies....
[INFO] 2021-02-01 05:19:51 > F_8 score (Step: 72000, Using test images): 0.9829072240355178
[INFO] 2021-02-01 05:19:51 > F_1/8 score (Step: 72000, Using test images): 0.9846659907252492
[INFO] 2021-02-01 05:19:51 > FID score (Step: 72000, Using test moments): 10.242728535266224
[INFO] 2021-02-01 05:19:51 > Inception score (Step: 72000, 10000 generated images): 9.976081848144531
[INFO] 2021-02-01 05:19:51 > Best FID score (Step: 72000, Using test moments): 10.242728535266224
[INFO] 2021-02-01 05:19:52 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 05:21:09 > Step: 72100 Progress: 23.1% Elapsed: 16:21:09 temperature: no ada_p: 0.272542 Discriminator_loss: 0.689854 Generator_loss: 0.712591
[INFO] 2021-02-01 05:22:26 > Step: 72200 Progress: 23.1% Elapsed: 16:22:26 temperature: no ada_p: 0.272913 Discriminator_loss: 0.621397 Generator_loss: 0.864166
[INFO] 2021-02-01 05:23:42 > Step: 72300 Progress: 23.1% Elapsed: 16:23:42 temperature: no ada_p: 0.273297 Discriminator_loss: 0.650069 Generator_loss: 0.79147
[INFO] 2021-02-01 05:25:00 > Step: 72400 Progress: 23.2% Elapsed: 16:25:00 temperature: no ada_p: 0.273681 Discriminator_loss: 0.705064 Generator_loss: 0.83299
[INFO] 2021-02-01 05:26:18 > Step: 72500 Progress: 23.2% Elapsed: 16:26:17 temperature: no ada_p: 0.274059 Discriminator_loss: 0.669734 Generator_loss: 0.732349
[INFO] 2021-02-01 05:27:34 > Step: 72600 Progress: 23.2% Elapsed: 16:27:34 temperature: no ada_p: 0.274443 Discriminator_loss: 0.737181 Generator_loss: 0.836366
[INFO] 2021-02-01 05:28:52 > Step: 72700 Progress: 23.3% Elapsed: 16:28:51 temperature: no ada_p: 0.274827 Discriminator_loss: 0.705892 Generator_loss: 0.790619
[INFO] 2021-02-01 05:30:08 > Step: 72800 Progress: 23.3% Elapsed: 16:30:08 temperature: no ada_p: 0.275205 Discriminator_loss: 0.743458 Generator_loss: 1.00161
[INFO] 2021-02-01 05:31:25 > Step: 72900 Progress: 23.3% Elapsed: 16:31:25 temperature: no ada_p: 0.275589 Discriminator_loss: 0.736918 Generator_loss: 0.834735
[INFO] 2021-02-01 05:32:42 > Step: 73000 Progress: 23.4% Elapsed: 16:32:41 temperature: no ada_p: 0.275961 Discriminator_loss: 0.720747 Generator_loss: 0.658587
[INFO] 2021-02-01 05:33:58 > Step: 73100 Progress: 23.4% Elapsed: 16:33:58 temperature: no ada_p: 0.276333 Discriminator_loss: 0.7288 Generator_loss: 0.857936
[INFO] 2021-02-01 05:35:16 > Step: 73200 Progress: 23.4% Elapsed: 16:35:16 temperature: no ada_p: 0.276717 Discriminator_loss: 0.722638 Generator_loss: 0.70465
[INFO] 2021-02-01 05:36:33 > Step: 73300 Progress: 23.5% Elapsed: 16:36:33 temperature: no ada_p: 0.277088 Discriminator_loss: 0.642108 Generator_loss: 1.06133
[INFO] 2021-02-01 05:37:50 > Step: 73400 Progress: 23.5% Elapsed: 16:37:49 temperature: no ada_p: 0.277466 Discriminator_loss: 0.810736 Generator_loss: 0.821604
[INFO] 2021-02-01 05:39:06 > Step: 73500 Progress: 23.5% Elapsed: 16:39:06 temperature: no ada_p: 0.27785 Discriminator_loss: 0.803056 Generator_loss: 0.697953
[INFO] 2021-02-01 05:40:24 > Step: 73600 Progress: 23.6% Elapsed: 16:40:24 temperature: no ada_p: 0.278228 Discriminator_loss: 0.59428 Generator_loss: 1.07696
[INFO] 2021-02-01 05:41:40 > Step: 73700 Progress: 23.6% Elapsed: 16:41:40 temperature: no ada_p: 0.278606 Discriminator_loss: 0.815942 Generator_loss: 0.828362
[INFO] 2021-02-01 05:42:58 > Step: 73800 Progress: 23.6% Elapsed: 16:42:57 temperature: no ada_p: 0.27899 Discriminator_loss: 0.73794 Generator_loss: 0.7802
[INFO] 2021-02-01 05:44:13 > Step: 73900 Progress: 23.6% Elapsed: 16:44:13 temperature: no ada_p: 0.279368 Discriminator_loss: 0.773872 Generator_loss: 0.73719
[INFO] 2021-02-01 05:45:24 > Step: 74000 Progress: 23.7% Elapsed: 16:45:24 temperature: no ada_p: 0.279752 Discriminator_loss: 0.6945 Generator_loss: 0.556747
[INFO] 2021-02-01 05:45:24 > Start Evaluation (74000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 05:45:24 > Calculating FID Score....
[INFO] 2021-02-01 05:45:52 > Calculating Inception Score....
[INFO] 2021-02-01 05:46:09 > Calculate F_beta Score....
[INFO] 2021-02-01 05:47:04 > Calculate Accuracies....
[INFO] 2021-02-01 05:47:10 > Calculate Accuracies....
[INFO] 2021-02-01 05:47:12 > F_8 score (Step: 74000, Using test images): 0.9845348139526139
[INFO] 2021-02-01 05:47:12 > F_1/8 score (Step: 74000, Using test images): 0.9850043710603901
[INFO] 2021-02-01 05:47:12 > FID score (Step: 74000, Using test moments): 10.410528590002173
[INFO] 2021-02-01 05:47:12 > Inception score (Step: 74000, 10000 generated images): 9.929407119750977
[INFO] 2021-02-01 05:47:12 > Best FID score (Step: 72000, Using test moments): 10.242728535266224
[INFO] 2021-02-01 05:47:12 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 05:48:30 > Step: 74100 Progress: 23.7% Elapsed: 16:48:29 temperature: no ada_p: 0.280136 Discriminator_loss: 0.644902 Generator_loss: 0.762492
[INFO] 2021-02-01 05:49:47 > Step: 74200 Progress: 23.7% Elapsed: 16:49:47 temperature: no ada_p: 0.280514 Discriminator_loss: 0.692228 Generator_loss: 0.798876
[INFO] 2021-02-01 05:51:04 > Step: 74300 Progress: 23.8% Elapsed: 16:51:04 temperature: no ada_p: 0.280898 Discriminator_loss: 0.801895 Generator_loss: 0.78954
[INFO] 2021-02-01 05:52:22 > Step: 74400 Progress: 23.8% Elapsed: 16:52:21 temperature: no ada_p: 0.281282 Discriminator_loss: 0.790538 Generator_loss: 0.796815
[INFO] 2021-02-01 05:53:39 > Step: 74500 Progress: 23.8% Elapsed: 16:53:38 temperature: no ada_p: 0.281659 Discriminator_loss: 0.728881 Generator_loss: 1.00966
[INFO] 2021-02-01 05:54:56 > Step: 74600 Progress: 23.9% Elapsed: 16:54:55 temperature: no ada_p: 0.282025 Discriminator_loss: 0.658419 Generator_loss: 0.828488
[INFO] 2021-02-01 05:56:15 > Step: 74700 Progress: 23.9% Elapsed: 16:56:14 temperature: no ada_p: 0.282409 Discriminator_loss: 0.765817 Generator_loss: 0.831422
[INFO] 2021-02-01 05:57:31 > Step: 74800 Progress: 23.9% Elapsed: 16:57:31 temperature: no ada_p: 0.282787 Discriminator_loss: 0.723382 Generator_loss: 0.899786
[INFO] 2021-02-01 05:58:48 > Step: 74900 Progress: 24.0% Elapsed: 16:58:48 temperature: no ada_p: 0.283165 Discriminator_loss: 0.726369 Generator_loss: 0.811845
[INFO] 2021-02-01 06:00:05 > Step: 75000 Progress: 24.0% Elapsed: 17:00:05 temperature: no ada_p: 0.283543 Discriminator_loss: 0.752592 Generator_loss: 0.559815
[INFO] 2021-02-01 06:01:21 > Step: 75100 Progress: 24.0% Elapsed: 17:01:21 temperature: no ada_p: 0.283927 Discriminator_loss: 0.718566 Generator_loss: 0.95305
[INFO] 2021-02-01 06:02:40 > Step: 75200 Progress: 24.1% Elapsed: 17:02:40 temperature: no ada_p: 0.284311 Discriminator_loss: 0.738991 Generator_loss: 0.854533
[INFO] 2021-02-01 06:03:58 > Step: 75300 Progress: 24.1% Elapsed: 17:03:58 temperature: no ada_p: 0.284695 Discriminator_loss: 0.676012 Generator_loss: 1.02958
[INFO] 2021-02-01 06:05:15 > Step: 75400 Progress: 24.1% Elapsed: 17:05:14 temperature: no ada_p: 0.285072 Discriminator_loss: 0.723908 Generator_loss: 0.883263
[INFO] 2021-02-01 06:06:32 > Step: 75500 Progress: 24.2% Elapsed: 17:06:32 temperature: no ada_p: 0.285456 Discriminator_loss: 0.720158 Generator_loss: 0.883178
[INFO] 2021-02-01 06:07:50 > Step: 75600 Progress: 24.2% Elapsed: 17:07:49 temperature: no ada_p: 0.285834 Discriminator_loss: 0.735706 Generator_loss: 1.06579
[INFO] 2021-02-01 06:09:07 > Step: 75700 Progress: 24.2% Elapsed: 17:09:07 temperature: no ada_p: 0.286212 Discriminator_loss: 0.748573 Generator_loss: 0.636084
[INFO] 2021-02-01 06:10:25 > Step: 75800 Progress: 24.3% Elapsed: 17:10:24 temperature: no ada_p: 0.286596 Discriminator_loss: 0.604303 Generator_loss: 0.705194
[INFO] 2021-02-01 06:11:41 > Step: 75900 Progress: 24.3% Elapsed: 17:11:41 temperature: no ada_p: 0.286974 Discriminator_loss: 0.648956 Generator_loss: 0.890878
[INFO] 2021-02-01 06:12:57 > Step: 76000 Progress: 24.3% Elapsed: 17:12:57 temperature: no ada_p: 0.28734 Discriminator_loss: 0.725984 Generator_loss: 0.807024
[INFO] 2021-02-01 06:12:57 > Start Evaluation (76000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 06:12:57 > Calculating FID Score....
[INFO] 2021-02-01 06:13:25 > Calculating Inception Score....
[INFO] 2021-02-01 06:13:41 > Calculate F_beta Score....
[INFO] 2021-02-01 06:14:37 > Calculate Accuracies....
[INFO] 2021-02-01 06:14:44 > Calculate Accuracies....
[INFO] 2021-02-01 06:14:46 > F_8 score (Step: 76000, Using test images): 0.9842881644085445
[INFO] 2021-02-01 06:14:46 > F_1/8 score (Step: 76000, Using test images): 0.981962396168045
[INFO] 2021-02-01 06:14:46 > FID score (Step: 76000, Using test moments): 10.35472091715917
[INFO] 2021-02-01 06:14:46 > Inception score (Step: 76000, 10000 generated images): 9.872370719909668
[INFO] 2021-02-01 06:14:46 > Best FID score (Step: 72000, Using test moments): 10.242728535266224
[INFO] 2021-02-01 06:14:46 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 06:16:02 > Step: 76100 Progress: 24.4% Elapsed: 17:16:01 temperature: no ada_p: 0.287724 Discriminator_loss: 0.71654 Generator_loss: 0.91043
[INFO] 2021-02-01 06:17:19 > Step: 76200 Progress: 24.4% Elapsed: 17:17:18 temperature: no ada_p: 0.288095 Discriminator_loss: 0.766033 Generator_loss: 1.07445
[INFO] 2021-02-01 06:18:36 > Step: 76300 Progress: 24.4% Elapsed: 17:18:35 temperature: no ada_p: 0.288479 Discriminator_loss: 0.758068 Generator_loss: 1.096
[INFO] 2021-02-01 06:19:53 > Step: 76400 Progress: 24.4% Elapsed: 17:19:52 temperature: no ada_p: 0.288851 Discriminator_loss: 0.694722 Generator_loss: 0.921009
[INFO] 2021-02-01 06:21:10 > Step: 76500 Progress: 24.5% Elapsed: 17:21:09 temperature: no ada_p: 0.289235 Discriminator_loss: 0.65689 Generator_loss: 0.695534
[INFO] 2021-02-01 06:22:27 > Step: 76600 Progress: 24.5% Elapsed: 17:22:26 temperature: no ada_p: 0.289619 Discriminator_loss: 0.714343 Generator_loss: 0.614375
[INFO] 2021-02-01 06:23:43 > Step: 76700 Progress: 24.5% Elapsed: 17:23:43 temperature: no ada_p: 0.289997 Discriminator_loss: 0.672036 Generator_loss: 0.927644
[INFO] 2021-02-01 06:25:00 > Step: 76800 Progress: 24.6% Elapsed: 17:25:00 temperature: no ada_p: 0.290369 Discriminator_loss: 0.758783 Generator_loss: 0.8884
[INFO] 2021-02-01 06:26:17 > Step: 76900 Progress: 24.6% Elapsed: 17:26:17 temperature: no ada_p: 0.290753 Discriminator_loss: 0.684642 Generator_loss: 1.16985
[INFO] 2021-02-01 06:27:34 > Step: 77000 Progress: 24.6% Elapsed: 17:27:34 temperature: no ada_p: 0.291137 Discriminator_loss: 0.685158 Generator_loss: 0.937341
[INFO] 2021-02-01 06:28:51 > Step: 77100 Progress: 24.7% Elapsed: 17:28:51 temperature: no ada_p: 0.291521 Discriminator_loss: 0.715946 Generator_loss: 0.982148
[INFO] 2021-02-01 06:30:09 > Step: 77200 Progress: 24.7% Elapsed: 17:30:08 temperature: no ada_p: 0.291905 Discriminator_loss: 0.676982 Generator_loss: 0.779267
[INFO] 2021-02-01 06:31:25 > Step: 77300 Progress: 24.7% Elapsed: 17:31:25 temperature: no ada_p: 0.292289 Discriminator_loss: 0.725842 Generator_loss: 0.598155
[INFO] 2021-02-01 06:32:42 > Step: 77400 Progress: 24.8% Elapsed: 17:32:42 temperature: no ada_p: 0.292666 Discriminator_loss: 0.673151 Generator_loss: 0.893587
[INFO] 2021-02-01 06:33:59 > Step: 77500 Progress: 24.8% Elapsed: 17:33:59 temperature: no ada_p: 0.293044 Discriminator_loss: 0.773861 Generator_loss: 0.83758
[INFO] 2021-02-01 06:35:15 > Step: 77600 Progress: 24.8% Elapsed: 17:35:15 temperature: no ada_p: 0.293422 Discriminator_loss: 0.675368 Generator_loss: 0.885871
[INFO] 2021-02-01 06:36:33 > Step: 77700 Progress: 24.9% Elapsed: 17:36:33 temperature: no ada_p: 0.2938 Discriminator_loss: 0.744417 Generator_loss: 0.668892
[INFO] 2021-02-01 06:37:50 > Step: 77800 Progress: 24.9% Elapsed: 17:37:50 temperature: no ada_p: 0.294178 Discriminator_loss: 0.718656 Generator_loss: 0.851573
[INFO] 2021-02-01 06:39:08 > Step: 77900 Progress: 24.9% Elapsed: 17:39:07 temperature: no ada_p: 0.294562 Discriminator_loss: 0.713575 Generator_loss: 0.824812
[INFO] 2021-02-01 06:40:25 > Step: 78000 Progress: 25.0% Elapsed: 17:40:25 temperature: no ada_p: 0.294946 Discriminator_loss: 0.700844 Generator_loss: 0.724182
[INFO] 2021-02-01 06:40:25 > Start Evaluation (78000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 06:40:25 > Calculating FID Score....
[INFO] 2021-02-01 06:40:53 > Calculating Inception Score....
[INFO] 2021-02-01 06:41:10 > Calculate F_beta Score....
[INFO] 2021-02-01 06:42:06 > Calculate Accuracies....
[INFO] 2021-02-01 06:42:13 > Calculate Accuracies....
[INFO] 2021-02-01 06:42:15 > F_8 score (Step: 78000, Using test images): 0.9878520482332169
[INFO] 2021-02-01 06:42:15 > F_1/8 score (Step: 78000, Using test images): 0.9825771968117571
[INFO] 2021-02-01 06:42:15 > FID score (Step: 78000, Using test moments): 10.092237307786377
[INFO] 2021-02-01 06:42:15 > Inception score (Step: 78000, 10000 generated images): 10.050668716430664
[INFO] 2021-02-01 06:42:15 > Best FID score (Step: 78000, Using test moments): 10.092237307786377
[INFO] 2021-02-01 06:42:15 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 06:43:30 > Step: 78100 Progress: 25.0% Elapsed: 17:43:30 temperature: no ada_p: 0.29533 Discriminator_loss: 0.729073 Generator_loss: 0.700065
[INFO] 2021-02-01 06:44:42 > Step: 78200 Progress: 25.0% Elapsed: 17:44:42 temperature: no ada_p: 0.295714 Discriminator_loss: 0.801348 Generator_loss: 0.697055
[INFO] 2021-02-01 06:45:58 > Step: 78300 Progress: 25.1% Elapsed: 17:45:57 temperature: no ada_p: 0.296098 Discriminator_loss: 0.68498 Generator_loss: 0.795568
[INFO] 2021-02-01 06:47:14 > Step: 78400 Progress: 25.1% Elapsed: 17:47:14 temperature: no ada_p: 0.296476 Discriminator_loss: 0.789151 Generator_loss: 0.745708
[INFO] 2021-02-01 06:48:31 > Step: 78500 Progress: 25.1% Elapsed: 17:48:31 temperature: no ada_p: 0.296854 Discriminator_loss: 0.754828 Generator_loss: 0.870524
[INFO] 2021-02-01 06:49:48 > Step: 78600 Progress: 25.2% Elapsed: 17:49:48 temperature: no ada_p: 0.297238 Discriminator_loss: 0.687762 Generator_loss: 0.790245
[INFO] 2021-02-01 06:51:05 > Step: 78700 Progress: 25.2% Elapsed: 17:51:04 temperature: no ada_p: 0.297622 Discriminator_loss: 0.737219 Generator_loss: 0.971065
[INFO] 2021-02-01 06:52:22 > Step: 78800 Progress: 25.2% Elapsed: 17:52:22 temperature: no ada_p: 0.297999 Discriminator_loss: 0.735886 Generator_loss: 0.779089
[INFO] 2021-02-01 06:53:40 > Step: 78900 Progress: 25.2% Elapsed: 17:53:39 temperature: no ada_p: 0.298371 Discriminator_loss: 0.65954 Generator_loss: 0.923328
[INFO] 2021-02-01 06:54:56 > Step: 79000 Progress: 25.3% Elapsed: 17:54:56 temperature: no ada_p: 0.298755 Discriminator_loss: 0.679752 Generator_loss: 0.793099
[INFO] 2021-02-01 06:56:13 > Step: 79100 Progress: 25.3% Elapsed: 17:56:13 temperature: no ada_p: 0.299133 Discriminator_loss: 0.681236 Generator_loss: 0.894945
[INFO] 2021-02-01 06:57:30 > Step: 79200 Progress: 25.3% Elapsed: 17:57:30 temperature: no ada_p: 0.299505 Discriminator_loss: 0.710899 Generator_loss: 0.920998
[INFO] 2021-02-01 06:58:47 > Step: 79300 Progress: 25.4% Elapsed: 17:58:46 temperature: no ada_p: 0.299882 Discriminator_loss: 0.735632 Generator_loss: 0.799202
[INFO] 2021-02-01 07:00:04 > Step: 79400 Progress: 25.4% Elapsed: 18:00:04 temperature: no ada_p: 0.30026 Discriminator_loss: 0.73095 Generator_loss: 0.943186
[INFO] 2021-02-01 07:01:20 > Step: 79500 Progress: 25.4% Elapsed: 18:01:20 temperature: no ada_p: 0.300638 Discriminator_loss: 0.723162 Generator_loss: 0.814717
[INFO] 2021-02-01 07:02:38 > Step: 79600 Progress: 25.5% Elapsed: 18:02:37 temperature: no ada_p: 0.300991 Discriminator_loss: 0.804502 Generator_loss: 0.840915
[INFO] 2021-02-01 07:03:55 > Step: 79700 Progress: 25.5% Elapsed: 18:03:55 temperature: no ada_p: 0.301369 Discriminator_loss: 0.602543 Generator_loss: 1.09373
[INFO] 2021-02-01 07:05:12 > Step: 79800 Progress: 25.5% Elapsed: 18:05:12 temperature: no ada_p: 0.301735 Discriminator_loss: 0.772995 Generator_loss: 0.779862
[INFO] 2021-02-01 07:06:29 > Step: 79900 Progress: 25.6% Elapsed: 18:06:29 temperature: no ada_p: 0.302119 Discriminator_loss: 0.878898 Generator_loss: 0.977911
[INFO] 2021-02-01 07:07:46 > Step: 80000 Progress: 25.6% Elapsed: 18:07:46 temperature: no ada_p: 0.302503 Discriminator_loss: 0.809527 Generator_loss: 0.748405
[INFO] 2021-02-01 07:07:46 > Start Evaluation (80000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 07:07:46 > Calculating FID Score....
[INFO] 2021-02-01 07:08:14 > Calculating Inception Score....
[INFO] 2021-02-01 07:08:30 > Calculate F_beta Score....
[INFO] 2021-02-01 07:09:26 > Calculate Accuracies....
[INFO] 2021-02-01 07:09:32 > Calculate Accuracies....
[INFO] 2021-02-01 07:09:34 > F_8 score (Step: 80000, Using test images): 0.9852415217866037
[INFO] 2021-02-01 07:09:34 > F_1/8 score (Step: 80000, Using test images): 0.9825351861905711
[INFO] 2021-02-01 07:09:34 > FID score (Step: 80000, Using test moments): 10.169996825001931
[INFO] 2021-02-01 07:09:34 > Inception score (Step: 80000, 10000 generated images): 9.898310661315918
[INFO] 2021-02-01 07:09:34 > Best FID score (Step: 78000, Using test moments): 10.092237307786377
[INFO] 2021-02-01 07:09:34 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 07:10:51 > Step: 80100 Progress: 25.6% Elapsed: 18:10:50 temperature: no ada_p: 0.302887 Discriminator_loss: 0.697415 Generator_loss: 0.844
[INFO] 2021-02-01 07:12:08 > Step: 80200 Progress: 25.7% Elapsed: 18:12:08 temperature: no ada_p: 0.303271 Discriminator_loss: 0.722853 Generator_loss: 0.870149
[INFO] 2021-02-01 07:13:25 > Step: 80300 Progress: 25.7% Elapsed: 18:13:25 temperature: no ada_p: 0.303649 Discriminator_loss: 0.671916 Generator_loss: 0.860991
[INFO] 2021-02-01 07:14:36 > Step: 80400 Progress: 25.7% Elapsed: 18:14:36 temperature: no ada_p: 0.304027 Discriminator_loss: 0.884703 Generator_loss: 0.731685
[INFO] 2021-02-01 07:15:52 > Step: 80500 Progress: 25.8% Elapsed: 18:15:52 temperature: no ada_p: 0.304404 Discriminator_loss: 0.730962 Generator_loss: 0.900916
[INFO] 2021-02-01 07:17:10 > Step: 80600 Progress: 25.8% Elapsed: 18:17:10 temperature: no ada_p: 0.304788 Discriminator_loss: 0.694785 Generator_loss: 0.82711
[INFO] 2021-02-01 07:18:27 > Step: 80700 Progress: 25.8% Elapsed: 18:18:27 temperature: no ada_p: 0.305172 Discriminator_loss: 0.628044 Generator_loss: 0.990806
[INFO] 2021-02-01 07:19:44 > Step: 80800 Progress: 25.9% Elapsed: 18:19:44 temperature: no ada_p: 0.305556 Discriminator_loss: 0.717875 Generator_loss: 0.94065
[INFO] 2021-02-01 07:21:01 > Step: 80900 Progress: 25.9% Elapsed: 18:21:01 temperature: no ada_p: 0.305934 Discriminator_loss: 0.679978 Generator_loss: 0.810098
[INFO] 2021-02-01 07:22:19 > Step: 81000 Progress: 25.9% Elapsed: 18:22:19 temperature: no ada_p: 0.306312 Discriminator_loss: 0.7239 Generator_loss: 0.869531
[INFO] 2021-02-01 07:23:36 > Step: 81100 Progress: 26.0% Elapsed: 18:23:35 temperature: no ada_p: 0.306678 Discriminator_loss: 0.728853 Generator_loss: 0.895953
[INFO] 2021-02-01 07:24:52 > Step: 81200 Progress: 26.0% Elapsed: 18:24:52 temperature: no ada_p: 0.307056 Discriminator_loss: 0.70618 Generator_loss: 0.742379
[INFO] 2021-02-01 07:26:10 > Step: 81300 Progress: 26.0% Elapsed: 18:26:10 temperature: no ada_p: 0.30744 Discriminator_loss: 0.785274 Generator_loss: 1.28232
[INFO] 2021-02-01 07:27:27 > Step: 81400 Progress: 26.0% Elapsed: 18:27:27 temperature: no ada_p: 0.307824 Discriminator_loss: 0.730842 Generator_loss: 0.877479
[INFO] 2021-02-01 07:28:43 > Step: 81500 Progress: 26.1% Elapsed: 18:28:43 temperature: no ada_p: 0.308189 Discriminator_loss: 0.799518 Generator_loss: 0.887184
[INFO] 2021-02-01 07:30:01 > Step: 81600 Progress: 26.1% Elapsed: 18:30:01 temperature: no ada_p: 0.308573 Discriminator_loss: 0.794464 Generator_loss: 0.955986
[INFO] 2021-02-01 07:31:19 > Step: 81700 Progress: 26.1% Elapsed: 18:31:18 temperature: no ada_p: 0.308957 Discriminator_loss: 0.715371 Generator_loss: 0.756152
[INFO] 2021-02-01 07:32:35 > Step: 81800 Progress: 26.2% Elapsed: 18:32:35 temperature: no ada_p: 0.309335 Discriminator_loss: 0.712316 Generator_loss: 0.751711
[INFO] 2021-02-01 07:33:52 > Step: 81900 Progress: 26.2% Elapsed: 18:33:52 temperature: no ada_p: 0.309719 Discriminator_loss: 0.750587 Generator_loss: 1.06021
[INFO] 2021-02-01 07:35:09 > Step: 82000 Progress: 26.2% Elapsed: 18:35:09 temperature: no ada_p: 0.310091 Discriminator_loss: 0.734607 Generator_loss: 0.713086
[INFO] 2021-02-01 07:35:09 > Start Evaluation (82000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 07:35:09 > Calculating FID Score....
[INFO] 2021-02-01 07:35:37 > Calculating Inception Score....
[INFO] 2021-02-01 07:35:54 > Calculate F_beta Score....
[INFO] 2021-02-01 07:36:51 > Calculate Accuracies....
[INFO] 2021-02-01 07:36:58 > Calculate Accuracies....
[INFO] 2021-02-01 07:37:00 > F_8 score (Step: 82000, Using test images): 0.9897472933089084
[INFO] 2021-02-01 07:37:00 > F_1/8 score (Step: 82000, Using test images): 0.9827463731258809
[INFO] 2021-02-01 07:37:00 > FID score (Step: 82000, Using test moments): 10.137244919181114
[INFO] 2021-02-01 07:37:00 > Inception score (Step: 82000, 10000 generated images): 10.024155616760254
[INFO] 2021-02-01 07:37:00 > Best FID score (Step: 78000, Using test moments): 10.092237307786377
[INFO] 2021-02-01 07:37:00 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 07:38:19 > Step: 82100 Progress: 26.3% Elapsed: 18:38:18 temperature: no ada_p: 0.310475 Discriminator_loss: 0.705595 Generator_loss: 0.849864
[INFO] 2021-02-01 07:39:36 > Step: 82200 Progress: 26.3% Elapsed: 18:39:36 temperature: no ada_p: 0.310846 Discriminator_loss: 0.649951 Generator_loss: 0.796082
[INFO] 2021-02-01 07:40:53 > Step: 82300 Progress: 26.3% Elapsed: 18:40:53 temperature: no ada_p: 0.31123 Discriminator_loss: 0.806598 Generator_loss: 1.11844
[INFO] 2021-02-01 07:42:11 > Step: 82400 Progress: 26.4% Elapsed: 18:42:10 temperature: no ada_p: 0.311608 Discriminator_loss: 0.793671 Generator_loss: 0.858989
[INFO] 2021-02-01 07:43:23 > Step: 82500 Progress: 26.4% Elapsed: 18:43:23 temperature: no ada_p: 0.31198 Discriminator_loss: 0.721479 Generator_loss: 0.86789
[INFO] 2021-02-01 07:44:34 > Step: 82600 Progress: 26.4% Elapsed: 18:44:33 temperature: no ada_p: 0.312364 Discriminator_loss: 0.778138 Generator_loss: 0.655837
[INFO] 2021-02-01 07:45:50 > Step: 82700 Progress: 26.5% Elapsed: 18:45:50 temperature: no ada_p: 0.312742 Discriminator_loss: 0.714337 Generator_loss: 0.771321
[INFO] 2021-02-01 07:47:09 > Step: 82800 Progress: 26.5% Elapsed: 18:47:08 temperature: no ada_p: 0.31312 Discriminator_loss: 0.756359 Generator_loss: 1.01558
[INFO] 2021-02-01 07:48:25 > Step: 82900 Progress: 26.5% Elapsed: 18:48:25 temperature: no ada_p: 0.313498 Discriminator_loss: 0.695815 Generator_loss: 0.799022
[INFO] 2021-02-01 07:49:44 > Step: 83000 Progress: 26.6% Elapsed: 18:49:44 temperature: no ada_p: 0.313875 Discriminator_loss: 0.772602 Generator_loss: 0.788739
[INFO] 2021-02-01 07:51:02 > Step: 83100 Progress: 26.6% Elapsed: 18:51:01 temperature: no ada_p: 0.314253 Discriminator_loss: 0.722637 Generator_loss: 0.789507
[INFO] 2021-02-01 07:52:18 > Step: 83200 Progress: 26.6% Elapsed: 18:52:18 temperature: no ada_p: 0.314625 Discriminator_loss: 0.698493 Generator_loss: 0.939972
[INFO] 2021-02-01 07:53:36 > Step: 83300 Progress: 26.7% Elapsed: 18:53:36 temperature: no ada_p: 0.315003 Discriminator_loss: 0.951769 Generator_loss: 1.00882
[INFO] 2021-02-01 07:54:52 > Step: 83400 Progress: 26.7% Elapsed: 18:54:52 temperature: no ada_p: 0.315375 Discriminator_loss: 0.742854 Generator_loss: 0.730636
[INFO] 2021-02-01 07:56:10 > Step: 83500 Progress: 26.7% Elapsed: 18:56:09 temperature: no ada_p: 0.315759 Discriminator_loss: 0.730248 Generator_loss: 0.924692
[INFO] 2021-02-01 07:57:27 > Step: 83600 Progress: 26.8% Elapsed: 18:57:27 temperature: no ada_p: 0.31613 Discriminator_loss: 0.712465 Generator_loss: 0.775183
[INFO] 2021-02-01 07:58:43 > Step: 83700 Progress: 26.8% Elapsed: 18:58:43 temperature: no ada_p: 0.316514 Discriminator_loss: 0.679164 Generator_loss: 0.710419
[INFO] 2021-02-01 08:00:01 > Step: 83800 Progress: 26.8% Elapsed: 19:00:01 temperature: no ada_p: 0.316892 Discriminator_loss: 0.769575 Generator_loss: 0.917436
[INFO] 2021-02-01 08:01:19 > Step: 83900 Progress: 26.8% Elapsed: 19:01:19 temperature: no ada_p: 0.317276 Discriminator_loss: 0.759371 Generator_loss: 0.788068
[INFO] 2021-02-01 08:02:35 > Step: 84000 Progress: 26.9% Elapsed: 19:02:35 temperature: no ada_p: 0.317648 Discriminator_loss: 0.661331 Generator_loss: 0.900508
[INFO] 2021-02-01 08:02:35 > Start Evaluation (84000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 08:02:35 > Calculating FID Score....
[INFO] 2021-02-01 08:03:03 > Calculating Inception Score....
[INFO] 2021-02-01 08:03:19 > Calculate F_beta Score....
[INFO] 2021-02-01 08:04:15 > Calculate Accuracies....
[INFO] 2021-02-01 08:04:21 > Calculate Accuracies....
[INFO] 2021-02-01 08:04:23 > F_8 score (Step: 84000, Using test images): 0.9863536000980065
[INFO] 2021-02-01 08:04:23 > F_1/8 score (Step: 84000, Using test images): 0.9861317613057462
[INFO] 2021-02-01 08:04:23 > FID score (Step: 84000, Using test moments): 10.147503858624646
[INFO] 2021-02-01 08:04:23 > Inception score (Step: 84000, 10000 generated images): 9.800232887268066
[INFO] 2021-02-01 08:04:23 > Best FID score (Step: 78000, Using test moments): 10.092237307786377
[INFO] 2021-02-01 08:04:23 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 08:05:40 > Step: 84100 Progress: 26.9% Elapsed: 19:05:40 temperature: no ada_p: 0.318026 Discriminator_loss: 0.774915 Generator_loss: 0.75728
[INFO] 2021-02-01 08:06:57 > Step: 84200 Progress: 26.9% Elapsed: 19:06:57 temperature: no ada_p: 0.318404 Discriminator_loss: 0.679661 Generator_loss: 0.704742
[INFO] 2021-02-01 08:08:14 > Step: 84300 Progress: 27.0% Elapsed: 19:08:13 temperature: no ada_p: 0.318788 Discriminator_loss: 0.729725 Generator_loss: 0.774409
[INFO] 2021-02-01 08:09:32 > Step: 84400 Progress: 27.0% Elapsed: 19:09:31 temperature: no ada_p: 0.319172 Discriminator_loss: 0.782158 Generator_loss: 0.966479
[INFO] 2021-02-01 08:10:49 > Step: 84500 Progress: 27.0% Elapsed: 19:10:49 temperature: no ada_p: 0.319549 Discriminator_loss: 0.785798 Generator_loss: 0.80831
[INFO] 2021-02-01 08:12:07 > Step: 84600 Progress: 27.1% Elapsed: 19:12:06 temperature: no ada_p: 0.319927 Discriminator_loss: 0.810129 Generator_loss: 0.746104
[INFO] 2021-02-01 08:13:17 > Step: 84700 Progress: 27.1% Elapsed: 19:13:17 temperature: no ada_p: 0.320311 Discriminator_loss: 0.880263 Generator_loss: 1.2227
[INFO] 2021-02-01 08:14:26 > Step: 84800 Progress: 27.1% Elapsed: 19:14:25 temperature: no ada_p: 0.320695 Discriminator_loss: 0.83334 Generator_loss: 0.595411
[INFO] 2021-02-01 08:15:43 > Step: 84900 Progress: 27.2% Elapsed: 19:15:42 temperature: no ada_p: 0.321079 Discriminator_loss: 0.747921 Generator_loss: 0.792488
[INFO] 2021-02-01 08:17:00 > Step: 85000 Progress: 27.2% Elapsed: 19:17:00 temperature: no ada_p: 0.321457 Discriminator_loss: 0.71629 Generator_loss: 0.914796
[INFO] 2021-02-01 08:18:16 > Step: 85100 Progress: 27.2% Elapsed: 19:18:16 temperature: no ada_p: 0.321829 Discriminator_loss: 0.740577 Generator_loss: 0.541738
[INFO] 2021-02-01 08:19:34 > Step: 85200 Progress: 27.3% Elapsed: 19:19:34 temperature: no ada_p: 0.322213 Discriminator_loss: 0.729571 Generator_loss: 0.823129
[INFO] 2021-02-01 08:20:51 > Step: 85300 Progress: 27.3% Elapsed: 19:20:51 temperature: no ada_p: 0.322578 Discriminator_loss: 0.813668 Generator_loss: 0.484443
[INFO] 2021-02-01 08:22:08 > Step: 85400 Progress: 27.3% Elapsed: 19:22:08 temperature: no ada_p: 0.322956 Discriminator_loss: 0.729118 Generator_loss: 0.76403
[INFO] 2021-02-01 08:23:26 > Step: 85500 Progress: 27.4% Elapsed: 19:23:25 temperature: no ada_p: 0.32334 Discriminator_loss: 0.753677 Generator_loss: 0.848317
[INFO] 2021-02-01 08:24:43 > Step: 85600 Progress: 27.4% Elapsed: 19:24:42 temperature: no ada_p: 0.323718 Discriminator_loss: 0.797733 Generator_loss: 0.732968
[INFO] 2021-02-01 08:25:59 > Step: 85700 Progress: 27.4% Elapsed: 19:25:59 temperature: no ada_p: 0.324102 Discriminator_loss: 0.786552 Generator_loss: 0.681054
[INFO] 2021-02-01 08:27:17 > Step: 85800 Progress: 27.5% Elapsed: 19:27:17 temperature: no ada_p: 0.32448 Discriminator_loss: 0.795894 Generator_loss: 0.7316
[INFO] 2021-02-01 08:28:34 > Step: 85900 Progress: 27.5% Elapsed: 19:28:33 temperature: no ada_p: 0.324858 Discriminator_loss: 0.753009 Generator_loss: 0.808623
[INFO] 2021-02-01 08:29:51 > Step: 86000 Progress: 27.5% Elapsed: 19:29:51 temperature: no ada_p: 0.325236 Discriminator_loss: 0.791205 Generator_loss: 0.807534
[INFO] 2021-02-01 08:29:51 > Start Evaluation (86000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 08:29:51 > Calculating FID Score....
[INFO] 2021-02-01 08:30:19 > Calculating Inception Score....
[INFO] 2021-02-01 08:30:35 > Calculate F_beta Score....
[INFO] 2021-02-01 08:31:32 > Calculate Accuracies....
[INFO] 2021-02-01 08:31:39 > Calculate Accuracies....
[INFO] 2021-02-01 08:31:40 > F_8 score (Step: 86000, Using test images): 0.98736852256129
[INFO] 2021-02-01 08:31:40 > F_1/8 score (Step: 86000, Using test images): 0.9838492936364794
[INFO] 2021-02-01 08:31:40 > FID score (Step: 86000, Using test moments): 10.122872677086548
[INFO] 2021-02-01 08:31:40 > Inception score (Step: 86000, 10000 generated images): 9.823827743530273
[INFO] 2021-02-01 08:31:40 > Best FID score (Step: 78000, Using test moments): 10.092237307786377
[INFO] 2021-02-01 08:31:41 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 08:32:58 > Step: 86100 Progress: 27.6% Elapsed: 19:32:58 temperature: no ada_p: 0.325614 Discriminator_loss: 0.736549 Generator_loss: 0.694465
[INFO] 2021-02-01 08:34:15 > Step: 86200 Progress: 27.6% Elapsed: 19:34:15 temperature: no ada_p: 0.325998 Discriminator_loss: 0.837953 Generator_loss: 0.761005
[INFO] 2021-02-01 08:35:32 > Step: 86300 Progress: 27.6% Elapsed: 19:35:32 temperature: no ada_p: 0.326382 Discriminator_loss: 0.738525 Generator_loss: 0.568526
[INFO] 2021-02-01 08:36:49 > Step: 86400 Progress: 27.6% Elapsed: 19:36:49 temperature: no ada_p: 0.326759 Discriminator_loss: 0.712173 Generator_loss: 0.759211
[INFO] 2021-02-01 08:38:07 > Step: 86500 Progress: 27.7% Elapsed: 19:38:07 temperature: no ada_p: 0.327131 Discriminator_loss: 0.777387 Generator_loss: 0.932423
[INFO] 2021-02-01 08:39:25 > Step: 86600 Progress: 27.7% Elapsed: 19:39:24 temperature: no ada_p: 0.327503 Discriminator_loss: 0.621814 Generator_loss: 0.718706
[INFO] 2021-02-01 08:40:41 > Step: 86700 Progress: 27.7% Elapsed: 19:40:41 temperature: no ada_p: 0.327881 Discriminator_loss: 0.73525 Generator_loss: 0.894246
[INFO] 2021-02-01 08:41:58 > Step: 86800 Progress: 27.8% Elapsed: 19:41:57 temperature: no ada_p: 0.328265 Discriminator_loss: 0.644928 Generator_loss: 0.860617
[INFO] 2021-02-01 08:43:07 > Step: 86900 Progress: 27.8% Elapsed: 19:43:07 temperature: no ada_p: 0.328649 Discriminator_loss: 0.789759 Generator_loss: 0.911591
[INFO] 2021-02-01 08:44:18 > Step: 87000 Progress: 27.8% Elapsed: 19:44:18 temperature: no ada_p: 0.329033 Discriminator_loss: 0.806221 Generator_loss: 0.739147
[INFO] 2021-02-01 08:45:35 > Step: 87100 Progress: 27.9% Elapsed: 19:45:35 temperature: no ada_p: 0.329417 Discriminator_loss: 0.759387 Generator_loss: 0.894282
[INFO] 2021-02-01 08:46:52 > Step: 87200 Progress: 27.9% Elapsed: 19:46:52 temperature: no ada_p: 0.329795 Discriminator_loss: 0.740047 Generator_loss: 0.78248
[INFO] 2021-02-01 08:48:09 > Step: 87300 Progress: 27.9% Elapsed: 19:48:09 temperature: no ada_p: 0.330179 Discriminator_loss: 0.790555 Generator_loss: 1.08122
[INFO] 2021-02-01 08:49:26 > Step: 87400 Progress: 28.0% Elapsed: 19:49:26 temperature: no ada_p: 0.33055 Discriminator_loss: 0.708666 Generator_loss: 0.688589
[INFO] 2021-02-01 08:50:44 > Step: 87500 Progress: 28.0% Elapsed: 19:50:43 temperature: no ada_p: 0.330928 Discriminator_loss: 0.840125 Generator_loss: 0.792254
[INFO] 2021-02-01 08:52:01 > Step: 87600 Progress: 28.0% Elapsed: 19:52:00 temperature: no ada_p: 0.331306 Discriminator_loss: 0.72073 Generator_loss: 0.981663
[INFO] 2021-02-01 08:53:19 > Step: 87700 Progress: 28.1% Elapsed: 19:53:18 temperature: no ada_p: 0.33169 Discriminator_loss: 0.670977 Generator_loss: 0.935316
[INFO] 2021-02-01 08:54:37 > Step: 87800 Progress: 28.1% Elapsed: 19:54:37 temperature: no ada_p: 0.332074 Discriminator_loss: 0.730204 Generator_loss: 0.84147
[INFO] 2021-02-01 08:55:53 > Step: 87900 Progress: 28.1% Elapsed: 19:55:53 temperature: no ada_p: 0.332452 Discriminator_loss: 0.82964 Generator_loss: 0.605643
[INFO] 2021-02-01 08:57:10 > Step: 88000 Progress: 28.2% Elapsed: 19:57:10 temperature: no ada_p: 0.332836 Discriminator_loss: 0.74273 Generator_loss: 0.846573
[INFO] 2021-02-01 08:57:10 > Start Evaluation (88000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 08:57:10 > Calculating FID Score....
[INFO] 2021-02-01 08:57:38 > Calculating Inception Score....
[INFO] 2021-02-01 08:57:55 > Calculate F_beta Score....
[INFO] 2021-02-01 08:58:51 > Calculate Accuracies....
[INFO] 2021-02-01 08:58:58 > Calculate Accuracies....
[INFO] 2021-02-01 08:59:00 > F_8 score (Step: 88000, Using test images): 0.9897383832209012
[INFO] 2021-02-01 08:59:00 > F_1/8 score (Step: 88000, Using test images): 0.9821361387986784
[INFO] 2021-02-01 08:59:00 > FID score (Step: 88000, Using test moments): 10.01149424371539
[INFO] 2021-02-01 08:59:00 > Inception score (Step: 88000, 10000 generated images): 9.966190338134766
[INFO] 2021-02-01 08:59:00 > Best FID score (Step: 88000, Using test moments): 10.01149424371539
[INFO] 2021-02-01 08:59:00 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 09:00:18 > Step: 88100 Progress: 28.2% Elapsed: 20:00:17 temperature: no ada_p: 0.33322 Discriminator_loss: 0.638884 Generator_loss: 0.803812
[INFO] 2021-02-01 09:01:35 > Step: 88200 Progress: 28.2% Elapsed: 20:01:34 temperature: no ada_p: 0.333592 Discriminator_loss: 0.764626 Generator_loss: 0.853439
[INFO] 2021-02-01 09:02:52 > Step: 88300 Progress: 28.3% Elapsed: 20:02:52 temperature: no ada_p: 0.333976 Discriminator_loss: 0.806519 Generator_loss: 1.08431
[INFO] 2021-02-01 09:04:09 > Step: 88400 Progress: 28.3% Elapsed: 20:04:08 temperature: no ada_p: 0.334341 Discriminator_loss: 0.790995 Generator_loss: 0.757142
[INFO] 2021-02-01 09:05:26 > Step: 88500 Progress: 28.3% Elapsed: 20:05:26 temperature: no ada_p: 0.334719 Discriminator_loss: 0.640041 Generator_loss: 0.802585
[INFO] 2021-02-01 09:06:45 > Step: 88600 Progress: 28.4% Elapsed: 20:06:45 temperature: no ada_p: 0.335103 Discriminator_loss: 0.689126 Generator_loss: 0.785026
[INFO] 2021-02-01 09:08:02 > Step: 88700 Progress: 28.4% Elapsed: 20:08:02 temperature: no ada_p: 0.335487 Discriminator_loss: 0.77911 Generator_loss: 0.949571
[INFO] 2021-02-01 09:09:19 > Step: 88800 Progress: 28.4% Elapsed: 20:09:19 temperature: no ada_p: 0.335865 Discriminator_loss: 0.776264 Generator_loss: 0.79082
[INFO] 2021-02-01 09:10:36 > Step: 88900 Progress: 28.4% Elapsed: 20:10:36 temperature: no ada_p: 0.336237 Discriminator_loss: 0.809003 Generator_loss: 0.8212
[INFO] 2021-02-01 09:11:53 > Step: 89000 Progress: 28.5% Elapsed: 20:11:53 temperature: no ada_p: 0.336614 Discriminator_loss: 0.73874 Generator_loss: 0.704496
[INFO] 2021-02-01 09:13:05 > Step: 89100 Progress: 28.5% Elapsed: 20:13:05 temperature: no ada_p: 0.336992 Discriminator_loss: 0.770216 Generator_loss: 1.01318
[INFO] 2021-02-01 09:14:18 > Step: 89200 Progress: 28.5% Elapsed: 20:14:18 temperature: no ada_p: 0.33737 Discriminator_loss: 0.724075 Generator_loss: 0.787754
[INFO] 2021-02-01 09:15:35 > Step: 89300 Progress: 28.6% Elapsed: 20:15:35 temperature: no ada_p: 0.337742 Discriminator_loss: 0.776004 Generator_loss: 0.647921
[INFO] 2021-02-01 09:16:53 > Step: 89400 Progress: 28.6% Elapsed: 20:16:52 temperature: no ada_p: 0.33812 Discriminator_loss: 0.764848 Generator_loss: 0.843341
[INFO] 2021-02-01 09:18:10 > Step: 89500 Progress: 28.6% Elapsed: 20:18:10 temperature: no ada_p: 0.338498 Discriminator_loss: 0.751532 Generator_loss: 0.730711
[INFO] 2021-02-01 09:19:27 > Step: 89600 Progress: 28.7% Elapsed: 20:19:27 temperature: no ada_p: 0.338875 Discriminator_loss: 0.813661 Generator_loss: 0.812703
[INFO] 2021-02-01 09:20:44 > Step: 89700 Progress: 28.7% Elapsed: 20:20:43 temperature: no ada_p: 0.339259 Discriminator_loss: 0.734846 Generator_loss: 0.767138
[INFO] 2021-02-01 09:22:01 > Step: 89800 Progress: 28.7% Elapsed: 20:22:01 temperature: no ada_p: 0.339643 Discriminator_loss: 0.734651 Generator_loss: 0.710593
[INFO] 2021-02-01 09:23:18 > Step: 89900 Progress: 28.8% Elapsed: 20:23:18 temperature: no ada_p: 0.340015 Discriminator_loss: 0.862973 Generator_loss: 0.857824
[INFO] 2021-02-01 09:24:35 > Step: 90000 Progress: 28.8% Elapsed: 20:24:35 temperature: no ada_p: 0.340399 Discriminator_loss: 0.766669 Generator_loss: 0.881216
[INFO] 2021-02-01 09:24:35 > Start Evaluation (90000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 09:24:35 > Calculating FID Score....
[INFO] 2021-02-01 09:25:02 > Calculating Inception Score....
[INFO] 2021-02-01 09:25:19 > Calculate F_beta Score....
[INFO] 2021-02-01 09:26:16 > Calculate Accuracies....
[INFO] 2021-02-01 09:26:23 > Calculate Accuracies....
[INFO] 2021-02-01 09:26:24 > F_8 score (Step: 90000, Using test images): 0.9854693579797604
[INFO] 2021-02-01 09:26:24 > F_1/8 score (Step: 90000, Using test images): 0.9808632887351684
[INFO] 2021-02-01 09:26:24 > FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 09:26:24 > Inception score (Step: 90000, 10000 generated images): 10.1382474899292
[INFO] 2021-02-01 09:26:24 > Best FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 09:26:25 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 09:27:42 > Step: 90100 Progress: 28.8% Elapsed: 20:27:41 temperature: no ada_p: 0.340783 Discriminator_loss: 0.698958 Generator_loss: 0.898549
[INFO] 2021-02-01 09:28:59 > Step: 90200 Progress: 28.9% Elapsed: 20:28:59 temperature: no ada_p: 0.341167 Discriminator_loss: 0.784043 Generator_loss: 1.06461
[INFO] 2021-02-01 09:30:17 > Step: 90300 Progress: 28.9% Elapsed: 20:30:17 temperature: no ada_p: 0.341545 Discriminator_loss: 0.776777 Generator_loss: 0.681147
[INFO] 2021-02-01 09:31:34 > Step: 90400 Progress: 28.9% Elapsed: 20:31:33 temperature: no ada_p: 0.341929 Discriminator_loss: 0.718315 Generator_loss: 0.667031
[INFO] 2021-02-01 09:32:51 > Step: 90500 Progress: 29.0% Elapsed: 20:32:51 temperature: no ada_p: 0.342313 Discriminator_loss: 0.755235 Generator_loss: 0.774494
[INFO] 2021-02-01 09:34:08 > Step: 90600 Progress: 29.0% Elapsed: 20:34:08 temperature: no ada_p: 0.342691 Discriminator_loss: 0.717497 Generator_loss: 0.996616
[INFO] 2021-02-01 09:35:26 > Step: 90700 Progress: 29.0% Elapsed: 20:35:25 temperature: no ada_p: 0.343069 Discriminator_loss: 0.722215 Generator_loss: 0.644026
[INFO] 2021-02-01 09:36:43 > Step: 90800 Progress: 29.1% Elapsed: 20:36:42 temperature: no ada_p: 0.343447 Discriminator_loss: 0.740492 Generator_loss: 0.769084
[INFO] 2021-02-01 09:37:59 > Step: 90900 Progress: 29.1% Elapsed: 20:37:59 temperature: no ada_p: 0.343824 Discriminator_loss: 0.757394 Generator_loss: 0.663647
[INFO] 2021-02-01 09:39:17 > Step: 91000 Progress: 29.1% Elapsed: 20:39:17 temperature: no ada_p: 0.344202 Discriminator_loss: 0.691509 Generator_loss: 0.881223
[INFO] 2021-02-01 09:40:35 > Step: 91100 Progress: 29.2% Elapsed: 20:40:34 temperature: no ada_p: 0.34458 Discriminator_loss: 0.820279 Generator_loss: 0.589502
[INFO] 2021-02-01 09:41:51 > Step: 91200 Progress: 29.2% Elapsed: 20:41:51 temperature: no ada_p: 0.344964 Discriminator_loss: 0.774192 Generator_loss: 0.839959
[INFO] 2021-02-01 09:43:04 > Step: 91300 Progress: 29.2% Elapsed: 20:43:03 temperature: no ada_p: 0.345348 Discriminator_loss: 0.773012 Generator_loss: 0.810953
[INFO] 2021-02-01 09:44:18 > Step: 91400 Progress: 29.2% Elapsed: 20:44:17 temperature: no ada_p: 0.345726 Discriminator_loss: 0.761604 Generator_loss: 0.824022
[INFO] 2021-02-01 09:45:34 > Step: 91500 Progress: 29.3% Elapsed: 20:45:34 temperature: no ada_p: 0.34611 Discriminator_loss: 0.731038 Generator_loss: 0.977306
[INFO] 2021-02-01 09:46:51 > Step: 91600 Progress: 29.3% Elapsed: 20:46:51 temperature: no ada_p: 0.346494 Discriminator_loss: 0.729333 Generator_loss: 0.749976
[INFO] 2021-02-01 09:48:08 > Step: 91700 Progress: 29.3% Elapsed: 20:48:08 temperature: no ada_p: 0.346872 Discriminator_loss: 0.785773 Generator_loss: 1.03533
[INFO] 2021-02-01 09:49:25 > Step: 91800 Progress: 29.4% Elapsed: 20:49:25 temperature: no ada_p: 0.347244 Discriminator_loss: 0.736357 Generator_loss: 0.88668
[INFO] 2021-02-01 09:50:42 > Step: 91900 Progress: 29.4% Elapsed: 20:50:42 temperature: no ada_p: 0.347628 Discriminator_loss: 0.813503 Generator_loss: 0.773131
[INFO] 2021-02-01 09:52:00 > Step: 92000 Progress: 29.4% Elapsed: 20:51:59 temperature: no ada_p: 0.348012 Discriminator_loss: 0.799361 Generator_loss: 1.05026
[INFO] 2021-02-01 09:52:00 > Start Evaluation (92000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 09:52:00 > Calculating FID Score....
[INFO] 2021-02-01 09:52:27 > Calculating Inception Score....
[INFO] 2021-02-01 09:52:44 > Calculate F_beta Score....
[INFO] 2021-02-01 09:53:41 > Calculate Accuracies....
[INFO] 2021-02-01 09:53:47 > Calculate Accuracies....
[INFO] 2021-02-01 09:53:49 > F_8 score (Step: 92000, Using test images): 0.985103693909099
[INFO] 2021-02-01 09:53:49 > F_1/8 score (Step: 92000, Using test images): 0.9810245122097877
[INFO] 2021-02-01 09:53:49 > FID score (Step: 92000, Using test moments): 9.703735643137179
[INFO] 2021-02-01 09:53:49 > Inception score (Step: 92000, 10000 generated images): 10.008358001708984
[INFO] 2021-02-01 09:53:49 > Best FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 09:53:49 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 09:55:06 > Step: 92100 Progress: 29.5% Elapsed: 20:55:06 temperature: no ada_p: 0.348389 Discriminator_loss: 0.757631 Generator_loss: 0.808835
[INFO] 2021-02-01 09:56:24 > Step: 92200 Progress: 29.5% Elapsed: 20:56:24 temperature: no ada_p: 0.348755 Discriminator_loss: 0.812771 Generator_loss: 0.798079
[INFO] 2021-02-01 09:57:40 > Step: 92300 Progress: 29.5% Elapsed: 20:57:40 temperature: no ada_p: 0.349139 Discriminator_loss: 0.723564 Generator_loss: 0.729537
[INFO] 2021-02-01 09:58:58 > Step: 92400 Progress: 29.6% Elapsed: 20:58:58 temperature: no ada_p: 0.349523 Discriminator_loss: 0.66706 Generator_loss: 0.717053
[INFO] 2021-02-01 10:00:15 > Step: 92500 Progress: 29.6% Elapsed: 21:00:14 temperature: no ada_p: 0.349907 Discriminator_loss: 0.681547 Generator_loss: 0.588934
[INFO] 2021-02-01 10:01:31 > Step: 92600 Progress: 29.6% Elapsed: 21:01:31 temperature: no ada_p: 0.350291 Discriminator_loss: 0.79376 Generator_loss: 0.735371
[INFO] 2021-02-01 10:02:48 > Step: 92700 Progress: 29.7% Elapsed: 21:02:48 temperature: no ada_p: 0.350663 Discriminator_loss: 0.740267 Generator_loss: 0.62059
[INFO] 2021-02-01 10:04:06 > Step: 92800 Progress: 29.7% Elapsed: 21:04:06 temperature: no ada_p: 0.351047 Discriminator_loss: 0.751134 Generator_loss: 0.635277
[INFO] 2021-02-01 10:05:22 > Step: 92900 Progress: 29.7% Elapsed: 21:05:21 temperature: no ada_p: 0.351431 Discriminator_loss: 0.744834 Generator_loss: 0.617341
[INFO] 2021-02-01 10:06:39 > Step: 93000 Progress: 29.8% Elapsed: 21:06:38 temperature: no ada_p: 0.351815 Discriminator_loss: 0.761605 Generator_loss: 0.618865
[INFO] 2021-02-01 10:07:56 > Step: 93100 Progress: 29.8% Elapsed: 21:07:56 temperature: no ada_p: 0.352193 Discriminator_loss: 0.754479 Generator_loss: 0.686113
[INFO] 2021-02-01 10:09:13 > Step: 93200 Progress: 29.8% Elapsed: 21:09:13 temperature: no ada_p: 0.352577 Discriminator_loss: 0.802648 Generator_loss: 0.716785
[INFO] 2021-02-01 10:10:30 > Step: 93300 Progress: 29.9% Elapsed: 21:10:30 temperature: no ada_p: 0.352961 Discriminator_loss: 0.801629 Generator_loss: 0.681258
[INFO] 2021-02-01 10:11:46 > Step: 93400 Progress: 29.9% Elapsed: 21:11:46 temperature: no ada_p: 0.353345 Discriminator_loss: 0.706014 Generator_loss: 0.739753
[INFO] 2021-02-01 10:12:58 > Step: 93500 Progress: 29.9% Elapsed: 21:12:58 temperature: no ada_p: 0.353722 Discriminator_loss: 0.812286 Generator_loss: 0.694472
[INFO] 2021-02-01 10:14:12 > Step: 93600 Progress: 30.0% Elapsed: 21:14:12 temperature: no ada_p: 0.354106 Discriminator_loss: 0.781323 Generator_loss: 0.951255
[INFO] 2021-02-01 10:15:29 > Step: 93700 Progress: 30.0% Elapsed: 21:15:28 temperature: no ada_p: 0.35449 Discriminator_loss: 0.759565 Generator_loss: 0.780312
[INFO] 2021-02-01 10:16:47 > Step: 93800 Progress: 30.0% Elapsed: 21:16:47 temperature: no ada_p: 0.354862 Discriminator_loss: 0.732572 Generator_loss: 0.80213
[INFO] 2021-02-01 10:18:06 > Step: 93900 Progress: 30.0% Elapsed: 21:18:06 temperature: no ada_p: 0.355246 Discriminator_loss: 0.677058 Generator_loss: 0.72948
[INFO] 2021-02-01 10:19:23 > Step: 94000 Progress: 30.1% Elapsed: 21:19:22 temperature: no ada_p: 0.35563 Discriminator_loss: 0.744593 Generator_loss: 0.712585
[INFO] 2021-02-01 10:19:23 > Start Evaluation (94000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 10:19:23 > Calculating FID Score....
[INFO] 2021-02-01 10:19:50 > Calculating Inception Score....
[INFO] 2021-02-01 10:20:07 > Calculate F_beta Score....
[INFO] 2021-02-01 10:21:03 > Calculate Accuracies....
[INFO] 2021-02-01 10:21:10 > Calculate Accuracies....
[INFO] 2021-02-01 10:21:12 > F_8 score (Step: 94000, Using test images): 0.9880623795696925
[INFO] 2021-02-01 10:21:12 > F_1/8 score (Step: 94000, Using test images): 0.9836546162683532
[INFO] 2021-02-01 10:21:12 > FID score (Step: 94000, Using test moments): 9.7900050573096
[INFO] 2021-02-01 10:21:12 > Inception score (Step: 94000, 10000 generated images): 10.205424308776855
[INFO] 2021-02-01 10:21:12 > Best FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 10:21:12 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 10:22:29 > Step: 94100 Progress: 30.1% Elapsed: 21:22:29 temperature: no ada_p: 0.356008 Discriminator_loss: 0.710825 Generator_loss: 0.727227
[INFO] 2021-02-01 10:23:47 > Step: 94200 Progress: 30.1% Elapsed: 21:23:46 temperature: no ada_p: 0.356392 Discriminator_loss: 0.807864 Generator_loss: 0.765515
[INFO] 2021-02-01 10:25:04 > Step: 94300 Progress: 30.2% Elapsed: 21:25:03 temperature: no ada_p: 0.356764 Discriminator_loss: 0.819056 Generator_loss: 0.838206
[INFO] 2021-02-01 10:26:21 > Step: 94400 Progress: 30.2% Elapsed: 21:26:21 temperature: no ada_p: 0.357142 Discriminator_loss: 0.811643 Generator_loss: 0.601814
[INFO] 2021-02-01 10:27:37 > Step: 94500 Progress: 30.2% Elapsed: 21:27:37 temperature: no ada_p: 0.357507 Discriminator_loss: 0.698484 Generator_loss: 0.66294
[INFO] 2021-02-01 10:28:55 > Step: 94600 Progress: 30.3% Elapsed: 21:28:55 temperature: no ada_p: 0.357891 Discriminator_loss: 0.836141 Generator_loss: 0.78335
[INFO] 2021-02-01 10:30:13 > Step: 94700 Progress: 30.3% Elapsed: 21:30:13 temperature: no ada_p: 0.358263 Discriminator_loss: 0.770839 Generator_loss: 0.546385
[INFO] 2021-02-01 10:31:30 > Step: 94800 Progress: 30.3% Elapsed: 21:31:30 temperature: no ada_p: 0.358647 Discriminator_loss: 0.836922 Generator_loss: 0.704357
[INFO] 2021-02-01 10:32:47 > Step: 94900 Progress: 30.4% Elapsed: 21:32:47 temperature: no ada_p: 0.359025 Discriminator_loss: 0.814594 Generator_loss: 0.76256
[INFO] 2021-02-01 10:34:04 > Step: 95000 Progress: 30.4% Elapsed: 21:34:03 temperature: no ada_p: 0.359409 Discriminator_loss: 0.77873 Generator_loss: 0.71158
[INFO] 2021-02-01 10:35:20 > Step: 95100 Progress: 30.4% Elapsed: 21:35:20 temperature: no ada_p: 0.359793 Discriminator_loss: 0.70712 Generator_loss: 0.800189
[INFO] 2021-02-01 10:36:38 > Step: 95200 Progress: 30.5% Elapsed: 21:36:38 temperature: no ada_p: 0.36017 Discriminator_loss: 0.674341 Generator_loss: 0.855557
[INFO] 2021-02-01 10:37:55 > Step: 95300 Progress: 30.5% Elapsed: 21:37:54 temperature: no ada_p: 0.360542 Discriminator_loss: 0.781539 Generator_loss: 0.77753
[INFO] 2021-02-01 10:39:12 > Step: 95400 Progress: 30.5% Elapsed: 21:39:11 temperature: no ada_p: 0.36092 Discriminator_loss: 0.762954 Generator_loss: 0.713299
[INFO] 2021-02-01 10:40:28 > Step: 95500 Progress: 30.6% Elapsed: 21:40:28 temperature: no ada_p: 0.361292 Discriminator_loss: 0.768473 Generator_loss: 0.700266
[INFO] 2021-02-01 10:41:46 > Step: 95600 Progress: 30.6% Elapsed: 21:41:46 temperature: no ada_p: 0.361676 Discriminator_loss: 0.809336 Generator_loss: 0.800312
[INFO] 2021-02-01 10:42:57 > Step: 95700 Progress: 30.6% Elapsed: 21:42:56 temperature: no ada_p: 0.362054 Discriminator_loss: 0.752532 Generator_loss: 0.746291
[INFO] 2021-02-01 10:44:10 > Step: 95800 Progress: 30.7% Elapsed: 21:44:10 temperature: no ada_p: 0.362413 Discriminator_loss: 0.694206 Generator_loss: 0.80201
[INFO] 2021-02-01 10:45:27 > Step: 95900 Progress: 30.7% Elapsed: 21:45:26 temperature: no ada_p: 0.362797 Discriminator_loss: 0.760389 Generator_loss: 0.787007
[INFO] 2021-02-01 10:46:44 > Step: 96000 Progress: 30.7% Elapsed: 21:46:44 temperature: no ada_p: 0.363181 Discriminator_loss: 0.781256 Generator_loss: 0.705253
[INFO] 2021-02-01 10:46:44 > Start Evaluation (96000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 10:46:44 > Calculating FID Score....
[INFO] 2021-02-01 10:47:11 > Calculating Inception Score....
[INFO] 2021-02-01 10:47:28 > Calculate F_beta Score....
[INFO] 2021-02-01 10:48:23 > Calculate Accuracies....
[INFO] 2021-02-01 10:48:30 > Calculate Accuracies....
[INFO] 2021-02-01 10:48:32 > F_8 score (Step: 96000, Using test images): 0.986723471798276
[INFO] 2021-02-01 10:48:32 > F_1/8 score (Step: 96000, Using test images): 0.9821760448981938
[INFO] 2021-02-01 10:48:32 > FID score (Step: 96000, Using test moments): 9.688036948786305
[INFO] 2021-02-01 10:48:32 > Inception score (Step: 96000, 10000 generated images): 10.15743350982666
[INFO] 2021-02-01 10:48:32 > Best FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 10:48:32 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 10:49:49 > Step: 96100 Progress: 30.8% Elapsed: 21:49:49 temperature: no ada_p: 0.363565 Discriminator_loss: 0.740661 Generator_loss: 0.74441
[INFO] 2021-02-01 10:51:06 > Step: 96200 Progress: 30.8% Elapsed: 21:51:06 temperature: no ada_p: 0.363949 Discriminator_loss: 0.81419 Generator_loss: 0.551799
[INFO] 2021-02-01 10:52:24 > Step: 96300 Progress: 30.8% Elapsed: 21:52:23 temperature: no ada_p: 0.364327 Discriminator_loss: 0.873506 Generator_loss: 0.972514
[INFO] 2021-02-01 10:53:41 > Step: 96400 Progress: 30.8% Elapsed: 21:53:41 temperature: no ada_p: 0.364711 Discriminator_loss: 0.777112 Generator_loss: 0.806013
[INFO] 2021-02-01 10:54:59 > Step: 96500 Progress: 30.9% Elapsed: 21:54:58 temperature: no ada_p: 0.365089 Discriminator_loss: 0.81543 Generator_loss: 0.861088
[INFO] 2021-02-01 10:56:16 > Step: 96600 Progress: 30.9% Elapsed: 21:56:16 temperature: no ada_p: 0.365473 Discriminator_loss: 0.787384 Generator_loss: 0.764309
[INFO] 2021-02-01 10:57:34 > Step: 96700 Progress: 30.9% Elapsed: 21:57:34 temperature: no ada_p: 0.365851 Discriminator_loss: 0.784402 Generator_loss: 0.899737
[INFO] 2021-02-01 10:58:50 > Step: 96800 Progress: 31.0% Elapsed: 21:58:50 temperature: no ada_p: 0.366235 Discriminator_loss: 0.888622 Generator_loss: 0.91614
[INFO] 2021-02-01 11:00:07 > Step: 96900 Progress: 31.0% Elapsed: 22:00:07 temperature: no ada_p: 0.366612 Discriminator_loss: 0.835027 Generator_loss: 0.882391
[INFO] 2021-02-01 11:01:23 > Step: 97000 Progress: 31.0% Elapsed: 22:01:23 temperature: no ada_p: 0.366996 Discriminator_loss: 0.793478 Generator_loss: 0.656895
[INFO] 2021-02-01 11:02:41 > Step: 97100 Progress: 31.1% Elapsed: 22:02:41 temperature: no ada_p: 0.36738 Discriminator_loss: 0.826958 Generator_loss: 0.602803
[INFO] 2021-02-01 11:03:59 > Step: 97200 Progress: 31.1% Elapsed: 22:03:58 temperature: no ada_p: 0.367764 Discriminator_loss: 0.774106 Generator_loss: 0.688732
[INFO] 2021-02-01 11:05:16 > Step: 97300 Progress: 31.1% Elapsed: 22:05:15 temperature: no ada_p: 0.368142 Discriminator_loss: 0.70869 Generator_loss: 0.715228
[INFO] 2021-02-01 11:06:33 > Step: 97400 Progress: 31.2% Elapsed: 22:06:33 temperature: no ada_p: 0.368514 Discriminator_loss: 0.702683 Generator_loss: 0.74463
[INFO] 2021-02-01 11:07:51 > Step: 97500 Progress: 31.2% Elapsed: 22:07:50 temperature: no ada_p: 0.368898 Discriminator_loss: 0.754791 Generator_loss: 0.691971
[INFO] 2021-02-01 11:09:08 > Step: 97600 Progress: 31.2% Elapsed: 22:09:07 temperature: no ada_p: 0.369276 Discriminator_loss: 0.745834 Generator_loss: 0.579663
[INFO] 2021-02-01 11:10:25 > Step: 97700 Progress: 31.3% Elapsed: 22:10:25 temperature: no ada_p: 0.369654 Discriminator_loss: 0.798267 Generator_loss: 0.63824
[INFO] 2021-02-01 11:11:43 > Step: 97800 Progress: 31.3% Elapsed: 22:11:42 temperature: no ada_p: 0.370038 Discriminator_loss: 0.805883 Generator_loss: 0.704041
[INFO] 2021-02-01 11:12:54 > Step: 97900 Progress: 31.3% Elapsed: 22:12:53 temperature: no ada_p: 0.370422 Discriminator_loss: 0.733235 Generator_loss: 0.611184
[INFO] 2021-02-01 11:14:08 > Step: 98000 Progress: 31.4% Elapsed: 22:14:07 temperature: no ada_p: 0.370806 Discriminator_loss: 0.77784 Generator_loss: 0.62953
[INFO] 2021-02-01 11:14:08 > Start Evaluation (98000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 11:14:08 > Calculating FID Score....
[INFO] 2021-02-01 11:14:35 > Calculating Inception Score....
[INFO] 2021-02-01 11:14:52 > Calculate F_beta Score....
[INFO] 2021-02-01 11:15:48 > Calculate Accuracies....
[INFO] 2021-02-01 11:15:55 > Calculate Accuracies....
[INFO] 2021-02-01 11:15:56 > F_8 score (Step: 98000, Using test images): 0.9860292889370713
[INFO] 2021-02-01 11:15:56 > F_1/8 score (Step: 98000, Using test images): 0.982548240669222
[INFO] 2021-02-01 11:15:56 > FID score (Step: 98000, Using test moments): 9.698758542572762
[INFO] 2021-02-01 11:15:57 > Inception score (Step: 98000, 10000 generated images): 10.011234283447266
[INFO] 2021-02-01 11:15:57 > Best FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 11:15:57 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 11:17:15 > Step: 98100 Progress: 31.4% Elapsed: 22:17:15 temperature: no ada_p: 0.371184 Discriminator_loss: 0.777052 Generator_loss: 0.796721
[INFO] 2021-02-01 11:18:31 > Step: 98200 Progress: 31.4% Elapsed: 22:18:31 temperature: no ada_p: 0.371561 Discriminator_loss: 0.843226 Generator_loss: 0.714722
[INFO] 2021-02-01 11:19:48 > Step: 98300 Progress: 31.5% Elapsed: 22:19:48 temperature: no ada_p: 0.371945 Discriminator_loss: 0.820788 Generator_loss: 0.662103
[INFO] 2021-02-01 11:21:05 > Step: 98400 Progress: 31.5% Elapsed: 22:21:05 temperature: no ada_p: 0.372323 Discriminator_loss: 0.776376 Generator_loss: 0.919541
[INFO] 2021-02-01 11:22:23 > Step: 98500 Progress: 31.5% Elapsed: 22:22:23 temperature: no ada_p: 0.372701 Discriminator_loss: 0.785937 Generator_loss: 0.674437
[INFO] 2021-02-01 11:23:40 > Step: 98600 Progress: 31.6% Elapsed: 22:23:40 temperature: no ada_p: 0.373085 Discriminator_loss: 0.65009 Generator_loss: 0.691971
[INFO] 2021-02-01 11:24:57 > Step: 98700 Progress: 31.6% Elapsed: 22:24:57 temperature: no ada_p: 0.373469 Discriminator_loss: 0.721967 Generator_loss: 0.926182
[INFO] 2021-02-01 11:26:14 > Step: 98800 Progress: 31.6% Elapsed: 22:26:14 temperature: no ada_p: 0.373847 Discriminator_loss: 0.754887 Generator_loss: 0.845687
[INFO] 2021-02-01 11:27:31 > Step: 98900 Progress: 31.6% Elapsed: 22:27:31 temperature: no ada_p: 0.374231 Discriminator_loss: 0.653587 Generator_loss: 0.782496
[INFO] 2021-02-01 11:28:48 > Step: 99000 Progress: 31.7% Elapsed: 22:28:48 temperature: no ada_p: 0.374615 Discriminator_loss: 0.82992 Generator_loss: 0.767411
[INFO] 2021-02-01 11:30:06 > Step: 99100 Progress: 31.7% Elapsed: 22:30:06 temperature: no ada_p: 0.374999 Discriminator_loss: 0.802405 Generator_loss: 0.888682
[INFO] 2021-02-01 11:31:23 > Step: 99200 Progress: 31.7% Elapsed: 22:31:23 temperature: no ada_p: 0.375383 Discriminator_loss: 0.778212 Generator_loss: 0.741156
[INFO] 2021-02-01 11:32:40 > Step: 99300 Progress: 31.8% Elapsed: 22:32:40 temperature: no ada_p: 0.375767 Discriminator_loss: 0.81482 Generator_loss: 0.738478
[INFO] 2021-02-01 11:33:58 > Step: 99400 Progress: 31.8% Elapsed: 22:33:58 temperature: no ada_p: 0.376145 Discriminator_loss: 0.779432 Generator_loss: 0.577094
[INFO] 2021-02-01 11:35:15 > Step: 99500 Progress: 31.8% Elapsed: 22:35:15 temperature: no ada_p: 0.376529 Discriminator_loss: 0.702258 Generator_loss: 0.588658
[INFO] 2021-02-01 11:36:33 > Step: 99600 Progress: 31.9% Elapsed: 22:36:32 temperature: no ada_p: 0.376907 Discriminator_loss: 0.755367 Generator_loss: 0.561441
[INFO] 2021-02-01 11:37:50 > Step: 99700 Progress: 31.9% Elapsed: 22:37:50 temperature: no ada_p: 0.377291 Discriminator_loss: 0.687654 Generator_loss: 0.784287
[INFO] 2021-02-01 11:39:06 > Step: 99800 Progress: 31.9% Elapsed: 22:39:06 temperature: no ada_p: 0.377675 Discriminator_loss: 0.734658 Generator_loss: 0.775435
[INFO] 2021-02-01 11:40:24 > Step: 99900 Progress: 32.0% Elapsed: 22:40:24 temperature: no ada_p: 0.378059 Discriminator_loss: 0.813104 Generator_loss: 0.619021
[INFO] 2021-02-01 11:41:41 > Step: 100000 Progress: 32.0% Elapsed: 22:41:40 temperature: no ada_p: 0.378437 Discriminator_loss: 0.780195 Generator_loss: 0.873917
[INFO] 2021-02-01 11:41:41 > Start Evaluation (100000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 11:41:41 > Calculating FID Score....
[INFO] 2021-02-01 11:42:08 > Calculating Inception Score....
[INFO] 2021-02-01 11:42:25 > Calculate F_beta Score....
[INFO] 2021-02-01 11:43:22 > Calculate Accuracies....
[INFO] 2021-02-01 11:43:28 > Calculate Accuracies....
[INFO] 2021-02-01 11:43:30 > F_8 score (Step: 100000, Using test images): 0.9843637536659758
[INFO] 2021-02-01 11:43:30 > F_1/8 score (Step: 100000, Using test images): 0.983497019484949
[INFO] 2021-02-01 11:43:30 > FID score (Step: 100000, Using test moments): 9.72825194931994
[INFO] 2021-02-01 11:43:30 > Inception score (Step: 100000, 10000 generated images): 10.07632827758789
[INFO] 2021-02-01 11:43:30 > Best FID score (Step: 90000, Using test moments): 9.682125628685753
[INFO] 2021-02-01 11:43:30 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 11:44:47 > Step: 100100 Progress: 32.0% Elapsed: 22:44:47 temperature: no ada_p: 0.378814 Discriminator_loss: 0.74167 Generator_loss: 0.729577
[INFO] 2021-02-01 11:46:04 > Step: 100200 Progress: 32.1% Elapsed: 22:46:04 temperature: no ada_p: 0.379192 Discriminator_loss: 0.797681 Generator_loss: 0.636183
[INFO] 2021-02-01 11:47:22 > Step: 100300 Progress: 32.1% Elapsed: 22:47:22 temperature: no ada_p: 0.379564 Discriminator_loss: 0.781927 Generator_loss: 0.848443
[INFO] 2021-02-01 11:48:38 > Step: 100400 Progress: 32.1% Elapsed: 22:48:38 temperature: no ada_p: 0.379948 Discriminator_loss: 0.768127 Generator_loss: 0.686508
[INFO] 2021-02-01 11:49:55 > Step: 100500 Progress: 32.2% Elapsed: 22:49:55 temperature: no ada_p: 0.380332 Discriminator_loss: 0.787585 Generator_loss: 0.779035
[INFO] 2021-02-01 11:51:13 > Step: 100600 Progress: 32.2% Elapsed: 22:51:13 temperature: no ada_p: 0.380716 Discriminator_loss: 0.762476 Generator_loss: 0.803546
[INFO] 2021-02-01 11:52:30 > Step: 100700 Progress: 32.2% Elapsed: 22:52:29 temperature: no ada_p: 0.3811 Discriminator_loss: 0.752459 Generator_loss: 0.606544
[INFO] 2021-02-01 11:53:48 > Step: 100800 Progress: 32.3% Elapsed: 22:53:48 temperature: no ada_p: 0.381484 Discriminator_loss: 0.729532 Generator_loss: 0.604684
[INFO] 2021-02-01 11:55:04 > Step: 100900 Progress: 32.3% Elapsed: 22:55:04 temperature: no ada_p: 0.381862 Discriminator_loss: 0.825715 Generator_loss: 0.846205
[INFO] 2021-02-01 11:56:22 > Step: 101000 Progress: 32.3% Elapsed: 22:56:22 temperature: no ada_p: 0.382246 Discriminator_loss: 0.722265 Generator_loss: 0.666394
[INFO] 2021-02-01 11:57:40 > Step: 101100 Progress: 32.4% Elapsed: 22:57:39 temperature: no ada_p: 0.382624 Discriminator_loss: 0.77206 Generator_loss: 0.77542
[INFO] 2021-02-01 11:58:57 > Step: 101200 Progress: 32.4% Elapsed: 22:58:56 temperature: no ada_p: 0.383008 Discriminator_loss: 0.89439 Generator_loss: 1.00792
[INFO] 2021-02-01 12:00:14 > Step: 101300 Progress: 32.4% Elapsed: 23:00:14 temperature: no ada_p: 0.383392 Discriminator_loss: 0.889175 Generator_loss: 0.860286
[INFO] 2021-02-01 12:01:31 > Step: 101400 Progress: 32.4% Elapsed: 23:01:31 temperature: no ada_p: 0.383776 Discriminator_loss: 0.752221 Generator_loss: 0.581451
[INFO] 2021-02-01 12:02:48 > Step: 101500 Progress: 32.5% Elapsed: 23:02:48 temperature: no ada_p: 0.384154 Discriminator_loss: 0.816581 Generator_loss: 0.601002
[INFO] 2021-02-01 12:04:07 > Step: 101600 Progress: 32.5% Elapsed: 23:04:07 temperature: no ada_p: 0.384538 Discriminator_loss: 0.762057 Generator_loss: 0.797368
[INFO] 2021-02-01 12:05:25 > Step: 101700 Progress: 32.5% Elapsed: 23:05:24 temperature: no ada_p: 0.384915 Discriminator_loss: 0.76862 Generator_loss: 0.840739
[INFO] 2021-02-01 12:06:41 > Step: 101800 Progress: 32.6% Elapsed: 23:06:41 temperature: no ada_p: 0.385299 Discriminator_loss: 0.751735 Generator_loss: 0.601551
[INFO] 2021-02-01 12:07:59 > Step: 101900 Progress: 32.6% Elapsed: 23:07:59 temperature: no ada_p: 0.385683 Discriminator_loss: 0.773851 Generator_loss: 0.67663
[INFO] 2021-02-01 12:09:17 > Step: 102000 Progress: 32.6% Elapsed: 23:09:17 temperature: no ada_p: 0.386055 Discriminator_loss: 0.780336 Generator_loss: 0.770338
[INFO] 2021-02-01 12:09:17 > Start Evaluation (102000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 12:09:17 > Calculating FID Score....
[INFO] 2021-02-01 12:09:45 > Calculating Inception Score....
[INFO] 2021-02-01 12:10:02 > Calculate F_beta Score....
[INFO] 2021-02-01 12:10:58 > Calculate Accuracies....
[INFO] 2021-02-01 12:11:05 > Calculate Accuracies....
[INFO] 2021-02-01 12:11:06 > F_8 score (Step: 102000, Using test images): 0.9855534487974094
[INFO] 2021-02-01 12:11:06 > F_1/8 score (Step: 102000, Using test images): 0.9775190159745749
[INFO] 2021-02-01 12:11:06 > FID score (Step: 102000, Using test moments): 9.590279819667387
[INFO] 2021-02-01 12:11:06 > Inception score (Step: 102000, 10000 generated images): 10.046887397766113
[INFO] 2021-02-01 12:11:06 > Best FID score (Step: 102000, Using test moments): 9.590279819667387
[INFO] 2021-02-01 12:11:07 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 12:12:21 > Step: 102100 Progress: 32.7% Elapsed: 23:12:20 temperature: no ada_p: 0.386439 Discriminator_loss: 0.875194 Generator_loss: 0.677428
[INFO] 2021-02-01 12:13:32 > Step: 102200 Progress: 32.7% Elapsed: 23:13:32 temperature: no ada_p: 0.386823 Discriminator_loss: 0.733709 Generator_loss: 0.67032
[INFO] 2021-02-01 12:14:48 > Step: 102300 Progress: 32.7% Elapsed: 23:14:48 temperature: no ada_p: 0.387207 Discriminator_loss: 0.833607 Generator_loss: 0.655553
[INFO] 2021-02-01 12:16:06 > Step: 102400 Progress: 32.8% Elapsed: 23:16:05 temperature: no ada_p: 0.387585 Discriminator_loss: 0.737562 Generator_loss: 0.782584
[INFO] 2021-02-01 12:17:22 > Step: 102500 Progress: 32.8% Elapsed: 23:17:22 temperature: no ada_p: 0.387963 Discriminator_loss: 0.865029 Generator_loss: 0.839269
[INFO] 2021-02-01 12:18:39 > Step: 102600 Progress: 32.8% Elapsed: 23:18:38 temperature: no ada_p: 0.388347 Discriminator_loss: 0.688678 Generator_loss: 0.795955
[INFO] 2021-02-01 12:19:57 > Step: 102700 Progress: 32.9% Elapsed: 23:19:56 temperature: no ada_p: 0.388731 Discriminator_loss: 0.764329 Generator_loss: 0.718822
[INFO] 2021-02-01 12:21:14 > Step: 102800 Progress: 32.9% Elapsed: 23:21:14 temperature: no ada_p: 0.389115 Discriminator_loss: 0.752542 Generator_loss: 0.857963
[INFO] 2021-02-01 12:22:31 > Step: 102900 Progress: 32.9% Elapsed: 23:22:31 temperature: no ada_p: 0.389487 Discriminator_loss: 0.751806 Generator_loss: 0.626828
[INFO] 2021-02-01 12:23:49 > Step: 103000 Progress: 33.0% Elapsed: 23:23:48 temperature: no ada_p: 0.389871 Discriminator_loss: 0.890773 Generator_loss: 0.658257
[INFO] 2021-02-01 12:25:06 > Step: 103100 Progress: 33.0% Elapsed: 23:25:06 temperature: no ada_p: 0.390255 Discriminator_loss: 0.685584 Generator_loss: 0.803869
[INFO] 2021-02-01 12:26:23 > Step: 103200 Progress: 33.0% Elapsed: 23:26:23 temperature: no ada_p: 0.390639 Discriminator_loss: 0.771608 Generator_loss: 0.739167
[INFO] 2021-02-01 12:27:41 > Step: 103300 Progress: 33.1% Elapsed: 23:27:41 temperature: no ada_p: 0.391016 Discriminator_loss: 0.800761 Generator_loss: 0.722209
[INFO] 2021-02-01 12:28:58 > Step: 103400 Progress: 33.1% Elapsed: 23:28:58 temperature: no ada_p: 0.391394 Discriminator_loss: 0.785153 Generator_loss: 0.804649
[INFO] 2021-02-01 12:30:15 > Step: 103500 Progress: 33.1% Elapsed: 23:30:15 temperature: no ada_p: 0.391778 Discriminator_loss: 0.731893 Generator_loss: 0.822881
[INFO] 2021-02-01 12:31:33 > Step: 103600 Progress: 33.2% Elapsed: 23:31:33 temperature: no ada_p: 0.392162 Discriminator_loss: 0.784976 Generator_loss: 0.763034
[INFO] 2021-02-01 12:32:49 > Step: 103700 Progress: 33.2% Elapsed: 23:32:49 temperature: no ada_p: 0.39254 Discriminator_loss: 0.690269 Generator_loss: 0.752017
[INFO] 2021-02-01 12:34:07 > Step: 103800 Progress: 33.2% Elapsed: 23:34:07 temperature: no ada_p: 0.392924 Discriminator_loss: 0.77491 Generator_loss: 0.689988
[INFO] 2021-02-01 12:35:25 > Step: 103900 Progress: 33.2% Elapsed: 23:35:25 temperature: no ada_p: 0.393308 Discriminator_loss: 0.821954 Generator_loss: 0.639312
[INFO] 2021-02-01 12:36:41 > Step: 104000 Progress: 33.3% Elapsed: 23:36:41 temperature: no ada_p: 0.393692 Discriminator_loss: 0.805894 Generator_loss: 0.786218
[INFO] 2021-02-01 12:36:41 > Start Evaluation (104000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 12:36:41 > Calculating FID Score....
[INFO] 2021-02-01 12:37:09 > Calculating Inception Score....
[INFO] 2021-02-01 12:37:25 > Calculate F_beta Score....
[INFO] 2021-02-01 12:38:22 > Calculate Accuracies....
[INFO] 2021-02-01 12:38:28 > Calculate Accuracies....
[INFO] 2021-02-01 12:38:30 > F_8 score (Step: 104000, Using test images): 0.990111168509237
[INFO] 2021-02-01 12:38:30 > F_1/8 score (Step: 104000, Using test images): 0.9829342178544821
[INFO] 2021-02-01 12:38:30 > FID score (Step: 104000, Using test moments): 9.562344334806824
[INFO] 2021-02-01 12:38:30 > Inception score (Step: 104000, 10000 generated images): 10.100702285766602
[INFO] 2021-02-01 12:38:30 > Best FID score (Step: 104000, Using test moments): 9.562344334806824
[INFO] 2021-02-01 12:38:31 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 12:39:48 > Step: 104100 Progress: 33.3% Elapsed: 23:39:48 temperature: no ada_p: 0.394064 Discriminator_loss: 0.834774 Generator_loss: 0.797622
[INFO] 2021-02-01 12:41:06 > Step: 104200 Progress: 33.3% Elapsed: 23:41:05 temperature: no ada_p: 0.394448 Discriminator_loss: 0.754071 Generator_loss: 0.903729
[INFO] 2021-02-01 12:42:20 > Step: 104300 Progress: 33.4% Elapsed: 23:42:20 temperature: no ada_p: 0.394826 Discriminator_loss: 0.752693 Generator_loss: 0.548732
[INFO] 2021-02-01 12:43:31 > Step: 104400 Progress: 33.4% Elapsed: 23:43:31 temperature: no ada_p: 0.39521 Discriminator_loss: 0.845773 Generator_loss: 0.800182
[INFO] 2021-02-01 12:44:47 > Step: 104500 Progress: 33.4% Elapsed: 23:44:47 temperature: no ada_p: 0.395588 Discriminator_loss: 0.860023 Generator_loss: 0.711835
[INFO] 2021-02-01 12:46:04 > Step: 104600 Progress: 33.5% Elapsed: 23:46:04 temperature: no ada_p: 0.395965 Discriminator_loss: 0.801971 Generator_loss: 0.612423
[INFO] 2021-02-01 12:47:21 > Step: 104700 Progress: 33.5% Elapsed: 23:47:21 temperature: no ada_p: 0.396349 Discriminator_loss: 0.719107 Generator_loss: 0.772003
[INFO] 2021-02-01 12:48:39 > Step: 104800 Progress: 33.5% Elapsed: 23:48:38 temperature: no ada_p: 0.396727 Discriminator_loss: 0.811578 Generator_loss: 0.541254
[INFO] 2021-02-01 12:49:56 > Step: 104900 Progress: 33.6% Elapsed: 23:49:56 temperature: no ada_p: 0.397105 Discriminator_loss: 0.787541 Generator_loss: 0.906991
[INFO] 2021-02-01 12:51:13 > Step: 105000 Progress: 33.6% Elapsed: 23:51:13 temperature: no ada_p: 0.397489 Discriminator_loss: 0.822876 Generator_loss: 0.88028
[INFO] 2021-02-01 12:52:30 > Step: 105100 Progress: 33.6% Elapsed: 23:52:29 temperature: no ada_p: 0.397873 Discriminator_loss: 0.797003 Generator_loss: 0.778156
[INFO] 2021-02-01 12:53:47 > Step: 105200 Progress: 33.7% Elapsed: 23:53:46 temperature: no ada_p: 0.398251 Discriminator_loss: 0.768602 Generator_loss: 0.847104
[INFO] 2021-02-01 12:55:04 > Step: 105300 Progress: 33.7% Elapsed: 23:55:04 temperature: no ada_p: 0.398635 Discriminator_loss: 0.791316 Generator_loss: 0.728567
[INFO] 2021-02-01 12:56:21 > Step: 105400 Progress: 33.7% Elapsed: 23:56:21 temperature: no ada_p: 0.399013 Discriminator_loss: 0.78839 Generator_loss: 0.684426
[INFO] 2021-02-01 12:57:38 > Step: 105500 Progress: 33.8% Elapsed: 23:57:38 temperature: no ada_p: 0.399397 Discriminator_loss: 0.743255 Generator_loss: 0.796118
[INFO] 2021-02-01 12:58:55 > Step: 105600 Progress: 33.8% Elapsed: 23:58:55 temperature: no ada_p: 0.399781 Discriminator_loss: 0.820661 Generator_loss: 0.615344
[INFO] 2021-02-01 13:00:11 > Step: 105700 Progress: 33.8% Elapsed: 1 day, 0:00:11 temperature: no ada_p: 0.400165 Discriminator_loss: 0.763358 Generator_loss: 0.922834
[INFO] 2021-02-01 13:01:28 > Step: 105800 Progress: 33.9% Elapsed: 1 day, 0:01:28 temperature: no ada_p: 0.400549 Discriminator_loss: 0.826282 Generator_loss: 0.832348
[INFO] 2021-02-01 13:02:45 > Step: 105900 Progress: 33.9% Elapsed: 1 day, 0:02:45 temperature: no ada_p: 0.400933 Discriminator_loss: 0.772546 Generator_loss: 0.957428
[INFO] 2021-02-01 13:04:02 > Step: 106000 Progress: 33.9% Elapsed: 1 day, 0:04:02 temperature: no ada_p: 0.401317 Discriminator_loss: 0.771484 Generator_loss: 0.713726
[INFO] 2021-02-01 13:04:02 > Start Evaluation (106000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 13:04:02 > Calculating FID Score....
[INFO] 2021-02-01 13:04:29 > Calculating Inception Score....
[INFO] 2021-02-01 13:04:46 > Calculate F_beta Score....
[INFO] 2021-02-01 13:05:42 > Calculate Accuracies....
[INFO] 2021-02-01 13:05:49 > Calculate Accuracies....
[INFO] 2021-02-01 13:05:50 > F_8 score (Step: 106000, Using test images): 0.9877246015163751
[INFO] 2021-02-01 13:05:50 > F_1/8 score (Step: 106000, Using test images): 0.9827047065639061
[INFO] 2021-02-01 13:05:50 > FID score (Step: 106000, Using test moments): 9.607377733135422
[INFO] 2021-02-01 13:05:50 > Inception score (Step: 106000, 10000 generated images): 9.892038345336914
[INFO] 2021-02-01 13:05:50 > Best FID score (Step: 104000, Using test moments): 9.562344334806824
[INFO] 2021-02-01 13:05:50 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 13:07:08 > Step: 106100 Progress: 34.0% Elapsed: 1 day, 0:07:07 temperature: no ada_p: 0.401695 Discriminator_loss: 0.785276 Generator_loss: 0.732805
[INFO] 2021-02-01 13:08:25 > Step: 106200 Progress: 34.0% Elapsed: 1 day, 0:08:24 temperature: no ada_p: 0.402079 Discriminator_loss: 0.716075 Generator_loss: 0.759618
[INFO] 2021-02-01 13:09:42 > Step: 106300 Progress: 34.0% Elapsed: 1 day, 0:09:42 temperature: no ada_p: 0.402463 Discriminator_loss: 0.781686 Generator_loss: 0.570815
[INFO] 2021-02-01 13:11:00 > Step: 106400 Progress: 34.0% Elapsed: 1 day, 0:11:00 temperature: no ada_p: 0.402841 Discriminator_loss: 0.727568 Generator_loss: 0.683439
[INFO] 2021-02-01 13:12:15 > Step: 106500 Progress: 34.1% Elapsed: 1 day, 0:12:15 temperature: no ada_p: 0.403225 Discriminator_loss: 0.741818 Generator_loss: 0.733663
[INFO] 2021-02-01 13:13:28 > Step: 106600 Progress: 34.1% Elapsed: 1 day, 0:13:27 temperature: no ada_p: 0.403602 Discriminator_loss: 0.78063 Generator_loss: 0.708085
[INFO] 2021-02-01 13:14:44 > Step: 106700 Progress: 34.1% Elapsed: 1 day, 0:14:44 temperature: no ada_p: 0.403986 Discriminator_loss: 0.846565 Generator_loss: 0.524993
[INFO] 2021-02-01 13:16:02 > Step: 106800 Progress: 34.2% Elapsed: 1 day, 0:16:02 temperature: no ada_p: 0.40437 Discriminator_loss: 0.797539 Generator_loss: 0.82749
[INFO] 2021-02-01 13:17:19 > Step: 106900 Progress: 34.2% Elapsed: 1 day, 0:17:19 temperature: no ada_p: 0.404742 Discriminator_loss: 0.812362 Generator_loss: 0.752473
[INFO] 2021-02-01 13:18:37 > Step: 107000 Progress: 34.2% Elapsed: 1 day, 0:18:37 temperature: no ada_p: 0.405126 Discriminator_loss: 0.767925 Generator_loss: 0.504603
[INFO] 2021-02-01 13:19:53 > Step: 107100 Progress: 34.3% Elapsed: 1 day, 0:19:53 temperature: no ada_p: 0.40551 Discriminator_loss: 0.789285 Generator_loss: 0.861854
[INFO] 2021-02-01 13:21:10 > Step: 107200 Progress: 34.3% Elapsed: 1 day, 0:21:10 temperature: no ada_p: 0.405894 Discriminator_loss: 0.814915 Generator_loss: 0.857115
[INFO] 2021-02-01 13:22:27 > Step: 107300 Progress: 34.3% Elapsed: 1 day, 0:22:27 temperature: no ada_p: 0.406278 Discriminator_loss: 0.743891 Generator_loss: 0.84174
[INFO] 2021-02-01 13:23:44 > Step: 107400 Progress: 34.4% Elapsed: 1 day, 0:23:44 temperature: no ada_p: 0.406656 Discriminator_loss: 0.783032 Generator_loss: 0.653091
[INFO] 2021-02-01 13:25:02 > Step: 107500 Progress: 34.4% Elapsed: 1 day, 0:25:02 temperature: no ada_p: 0.40704 Discriminator_loss: 0.749084 Generator_loss: 0.846543
[INFO] 2021-02-01 13:26:19 > Step: 107600 Progress: 34.4% Elapsed: 1 day, 0:26:18 temperature: no ada_p: 0.407424 Discriminator_loss: 0.787725 Generator_loss: 0.737647
[INFO] 2021-02-01 13:27:36 > Step: 107700 Progress: 34.5% Elapsed: 1 day, 0:27:36 temperature: no ada_p: 0.407808 Discriminator_loss: 0.741892 Generator_loss: 0.835695
[INFO] 2021-02-01 13:28:53 > Step: 107800 Progress: 34.5% Elapsed: 1 day, 0:28:53 temperature: no ada_p: 0.408186 Discriminator_loss: 0.739317 Generator_loss: 0.779164
[INFO] 2021-02-01 13:30:10 > Step: 107900 Progress: 34.5% Elapsed: 1 day, 0:30:09 temperature: no ada_p: 0.40857 Discriminator_loss: 0.841723 Generator_loss: 0.784675
[INFO] 2021-02-01 13:31:27 > Step: 108000 Progress: 34.6% Elapsed: 1 day, 0:31:27 temperature: no ada_p: 0.408954 Discriminator_loss: 0.824853 Generator_loss: 0.711112
[INFO] 2021-02-01 13:31:27 > Start Evaluation (108000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 13:31:27 > Calculating FID Score....
[INFO] 2021-02-01 13:31:55 > Calculating Inception Score....
[INFO] 2021-02-01 13:32:11 > Calculate F_beta Score....
[INFO] 2021-02-01 13:33:08 > Calculate Accuracies....
[INFO] 2021-02-01 13:33:15 > Calculate Accuracies....
[INFO] 2021-02-01 13:33:16 > F_8 score (Step: 108000, Using test images): 0.9892511780155083
[INFO] 2021-02-01 13:33:16 > F_1/8 score (Step: 108000, Using test images): 0.9856102724999061
[INFO] 2021-02-01 13:33:16 > FID score (Step: 108000, Using test moments): 9.705804093483778
[INFO] 2021-02-01 13:33:16 > Inception score (Step: 108000, 10000 generated images): 10.102194786071777
[INFO] 2021-02-01 13:33:16 > Best FID score (Step: 104000, Using test moments): 9.562344334806824
[INFO] 2021-02-01 13:33:17 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 13:34:34 > Step: 108100 Progress: 34.6% Elapsed: 1 day, 0:34:33 temperature: no ada_p: 0.409338 Discriminator_loss: 0.740955 Generator_loss: 0.76952
[INFO] 2021-02-01 13:35:50 > Step: 108200 Progress: 34.6% Elapsed: 1 day, 0:35:50 temperature: no ada_p: 0.40971 Discriminator_loss: 0.888956 Generator_loss: 0.730068
[INFO] 2021-02-01 13:37:08 > Step: 108300 Progress: 34.7% Elapsed: 1 day, 0:37:08 temperature: no ada_p: 0.410094 Discriminator_loss: 0.779553 Generator_loss: 0.639225
[INFO] 2021-02-01 13:38:25 > Step: 108400 Progress: 34.7% Elapsed: 1 day, 0:38:25 temperature: no ada_p: 0.410478 Discriminator_loss: 0.743309 Generator_loss: 0.547974
[INFO] 2021-02-01 13:39:43 > Step: 108500 Progress: 34.7% Elapsed: 1 day, 0:39:43 temperature: no ada_p: 0.410862 Discriminator_loss: 0.834736 Generator_loss: 0.751147
[INFO] 2021-02-01 13:41:00 > Step: 108600 Progress: 34.8% Elapsed: 1 day, 0:41:00 temperature: no ada_p: 0.411246 Discriminator_loss: 0.806589 Generator_loss: 0.991801
[INFO] 2021-02-01 13:42:13 > Step: 108700 Progress: 34.8% Elapsed: 1 day, 0:42:13 temperature: no ada_p: 0.411623 Discriminator_loss: 0.857409 Generator_loss: 1.06588
[INFO] 2021-02-01 13:43:26 > Step: 108800 Progress: 34.8% Elapsed: 1 day, 0:43:26 temperature: no ada_p: 0.412007 Discriminator_loss: 0.812054 Generator_loss: 0.774818
[INFO] 2021-02-01 13:44:43 > Step: 108900 Progress: 34.8% Elapsed: 1 day, 0:44:43 temperature: no ada_p: 0.412385 Discriminator_loss: 0.770485 Generator_loss: 0.795549
[INFO] 2021-02-01 13:46:00 > Step: 109000 Progress: 34.9% Elapsed: 1 day, 0:45:59 temperature: no ada_p: 0.412769 Discriminator_loss: 0.815179 Generator_loss: 0.483122
[INFO] 2021-02-01 13:47:17 > Step: 109100 Progress: 34.9% Elapsed: 1 day, 0:47:17 temperature: no ada_p: 0.413153 Discriminator_loss: 0.911824 Generator_loss: 0.676151
[INFO] 2021-02-01 13:48:34 > Step: 109200 Progress: 34.9% Elapsed: 1 day, 0:48:34 temperature: no ada_p: 0.413537 Discriminator_loss: 0.778392 Generator_loss: 0.670899
[INFO] 2021-02-01 13:49:52 > Step: 109300 Progress: 35.0% Elapsed: 1 day, 0:49:51 temperature: no ada_p: 0.413915 Discriminator_loss: 0.73263 Generator_loss: 0.601918
[INFO] 2021-02-01 13:51:09 > Step: 109400 Progress: 35.0% Elapsed: 1 day, 0:51:09 temperature: no ada_p: 0.414299 Discriminator_loss: 0.878076 Generator_loss: 0.701166
[INFO] 2021-02-01 13:52:27 > Step: 109500 Progress: 35.0% Elapsed: 1 day, 0:52:27 temperature: no ada_p: 0.414677 Discriminator_loss: 0.693741 Generator_loss: 0.738766
[INFO] 2021-02-01 13:53:44 > Step: 109600 Progress: 35.1% Elapsed: 1 day, 0:53:44 temperature: no ada_p: 0.415055 Discriminator_loss: 0.830618 Generator_loss: 0.779837
[INFO] 2021-02-01 13:55:01 > Step: 109700 Progress: 35.1% Elapsed: 1 day, 0:55:01 temperature: no ada_p: 0.415439 Discriminator_loss: 0.767619 Generator_loss: 0.745221
[INFO] 2021-02-01 13:56:18 > Step: 109800 Progress: 35.1% Elapsed: 1 day, 0:56:18 temperature: no ada_p: 0.415823 Discriminator_loss: 0.814623 Generator_loss: 0.668497
[INFO] 2021-02-01 13:57:36 > Step: 109900 Progress: 35.2% Elapsed: 1 day, 0:57:35 temperature: no ada_p: 0.416201 Discriminator_loss: 0.74341 Generator_loss: 0.606757
[INFO] 2021-02-01 13:58:53 > Step: 110000 Progress: 35.2% Elapsed: 1 day, 0:58:53 temperature: no ada_p: 0.416585 Discriminator_loss: 0.842046 Generator_loss: 0.732098
[INFO] 2021-02-01 13:58:53 > Start Evaluation (110000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 13:58:53 > Calculating FID Score....
[INFO] 2021-02-01 13:59:20 > Calculating Inception Score....
[INFO] 2021-02-01 13:59:37 > Calculate F_beta Score....
[INFO] 2021-02-01 14:00:33 > Calculate Accuracies....
[INFO] 2021-02-01 14:00:40 > Calculate Accuracies....
[INFO] 2021-02-01 14:00:41 > F_8 score (Step: 110000, Using test images): 0.9908023296926302
[INFO] 2021-02-01 14:00:41 > F_1/8 score (Step: 110000, Using test images): 0.9850156977547657
[INFO] 2021-02-01 14:00:41 > FID score (Step: 110000, Using test moments): 9.786274238409078
[INFO] 2021-02-01 14:00:41 > Inception score (Step: 110000, 10000 generated images): 10.264200210571289
[INFO] 2021-02-01 14:00:41 > Best FID score (Step: 104000, Using test moments): 9.562344334806824
[INFO] 2021-02-01 14:00:42 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 14:01:59 > Step: 110100 Progress: 35.2% Elapsed: 1 day, 1:01:59 temperature: no ada_p: 0.416969 Discriminator_loss: 0.730605 Generator_loss: 0.787088
[INFO] 2021-02-01 14:03:16 > Step: 110200 Progress: 35.3% Elapsed: 1 day, 1:03:15 temperature: no ada_p: 0.417347 Discriminator_loss: 0.801969 Generator_loss: 0.804231
[INFO] 2021-02-01 14:04:33 > Step: 110300 Progress: 35.3% Elapsed: 1 day, 1:04:33 temperature: no ada_p: 0.417724 Discriminator_loss: 0.763021 Generator_loss: 0.811174
[INFO] 2021-02-01 14:05:49 > Step: 110400 Progress: 35.3% Elapsed: 1 day, 1:05:49 temperature: no ada_p: 0.418108 Discriminator_loss: 0.832026 Generator_loss: 0.579636
[INFO] 2021-02-01 14:07:07 > Step: 110500 Progress: 35.4% Elapsed: 1 day, 1:07:06 temperature: no ada_p: 0.418492 Discriminator_loss: 0.819851 Generator_loss: 0.776891
[INFO] 2021-02-01 14:08:24 > Step: 110600 Progress: 35.4% Elapsed: 1 day, 1:08:24 temperature: no ada_p: 0.41887 Discriminator_loss: 0.800457 Generator_loss: 0.820473
[INFO] 2021-02-01 14:09:41 > Step: 110700 Progress: 35.4% Elapsed: 1 day, 1:09:41 temperature: no ada_p: 0.419248 Discriminator_loss: 0.844211 Generator_loss: 0.792909
[INFO] 2021-02-01 14:11:00 > Step: 110800 Progress: 35.5% Elapsed: 1 day, 1:10:59 temperature: no ada_p: 0.419632 Discriminator_loss: 0.853388 Generator_loss: 0.602835
[INFO] 2021-02-01 14:12:12 > Step: 110900 Progress: 35.5% Elapsed: 1 day, 1:12:11 temperature: no ada_p: 0.420016 Discriminator_loss: 0.868124 Generator_loss: 0.651898
[INFO] 2021-02-01 14:13:25 > Step: 111000 Progress: 35.5% Elapsed: 1 day, 1:13:25 temperature: no ada_p: 0.420394 Discriminator_loss: 0.784632 Generator_loss: 0.895347
[INFO] 2021-02-01 14:14:42 > Step: 111100 Progress: 35.6% Elapsed: 1 day, 1:14:42 temperature: no ada_p: 0.420772 Discriminator_loss: 0.80415 Generator_loss: 0.698349
[INFO] 2021-02-01 14:16:00 > Step: 111200 Progress: 35.6% Elapsed: 1 day, 1:16:00 temperature: no ada_p: 0.421156 Discriminator_loss: 0.763742 Generator_loss: 0.72726
[INFO] 2021-02-01 14:17:17 > Step: 111300 Progress: 35.6% Elapsed: 1 day, 1:17:17 temperature: no ada_p: 0.42154 Discriminator_loss: 0.816633 Generator_loss: 0.666858
[INFO] 2021-02-01 14:18:34 > Step: 111400 Progress: 35.6% Elapsed: 1 day, 1:18:34 temperature: no ada_p: 0.421918 Discriminator_loss: 0.739015 Generator_loss: 0.59387
[INFO] 2021-02-01 14:19:51 > Step: 111500 Progress: 35.7% Elapsed: 1 day, 1:19:50 temperature: no ada_p: 0.422289 Discriminator_loss: 0.827468 Generator_loss: 0.635083
[INFO] 2021-02-01 14:21:08 > Step: 111600 Progress: 35.7% Elapsed: 1 day, 1:21:08 temperature: no ada_p: 0.422655 Discriminator_loss: 0.852298 Generator_loss: 0.693989
[INFO] 2021-02-01 14:22:26 > Step: 111700 Progress: 35.7% Elapsed: 1 day, 1:22:26 temperature: no ada_p: 0.423039 Discriminator_loss: 0.797279 Generator_loss: 0.79122
[INFO] 2021-02-01 14:23:43 > Step: 111800 Progress: 35.8% Elapsed: 1 day, 1:23:42 temperature: no ada_p: 0.423417 Discriminator_loss: 0.745665 Generator_loss: 0.828293
[INFO] 2021-02-01 14:25:00 > Step: 111900 Progress: 35.8% Elapsed: 1 day, 1:25:00 temperature: no ada_p: 0.423801 Discriminator_loss: 0.82772 Generator_loss: 0.610335
[INFO] 2021-02-01 14:26:17 > Step: 112000 Progress: 35.8% Elapsed: 1 day, 1:26:16 temperature: no ada_p: 0.424185 Discriminator_loss: 0.823324 Generator_loss: 0.695067
[INFO] 2021-02-01 14:26:17 > Start Evaluation (112000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 14:26:17 > Calculating FID Score....
[INFO] 2021-02-01 14:26:44 > Calculating Inception Score....
[INFO] 2021-02-01 14:27:01 > Calculate F_beta Score....
[INFO] 2021-02-01 14:27:57 > Calculate Accuracies....
[INFO] 2021-02-01 14:28:03 > Calculate Accuracies....
[INFO] 2021-02-01 14:28:05 > F_8 score (Step: 112000, Using test images): 0.9903417366469249
[INFO] 2021-02-01 14:28:05 > F_1/8 score (Step: 112000, Using test images): 0.9809842628749849
[INFO] 2021-02-01 14:28:05 > FID score (Step: 112000, Using test moments): 9.61591099263245
[INFO] 2021-02-01 14:28:05 > Inception score (Step: 112000, 10000 generated images): 10.150717735290527
[INFO] 2021-02-01 14:28:05 > Best FID score (Step: 104000, Using test moments): 9.562344334806824
[INFO] 2021-02-01 14:28:05 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 14:29:22 > Step: 112100 Progress: 35.9% Elapsed: 1 day, 1:29:22 temperature: no ada_p: 0.424569 Discriminator_loss: 0.70264 Generator_loss: 0.598476
[INFO] 2021-02-01 14:30:39 > Step: 112200 Progress: 35.9% Elapsed: 1 day, 1:30:39 temperature: no ada_p: 0.424953 Discriminator_loss: 0.799296 Generator_loss: 0.594953
[INFO] 2021-02-01 14:31:56 > Step: 112300 Progress: 35.9% Elapsed: 1 day, 1:31:56 temperature: no ada_p: 0.425337 Discriminator_loss: 0.85852 Generator_loss: 0.684937
[INFO] 2021-02-01 14:33:14 > Step: 112400 Progress: 36.0% Elapsed: 1 day, 1:33:14 temperature: no ada_p: 0.425715 Discriminator_loss: 0.74522 Generator_loss: 0.74732
[INFO] 2021-02-01 14:34:31 > Step: 112500 Progress: 36.0% Elapsed: 1 day, 1:34:31 temperature: no ada_p: 0.426099 Discriminator_loss: 0.755326 Generator_loss: 0.714038
[INFO] 2021-02-01 14:35:48 > Step: 112600 Progress: 36.0% Elapsed: 1 day, 1:35:48 temperature: no ada_p: 0.426477 Discriminator_loss: 0.745627 Generator_loss: 0.642403
[INFO] 2021-02-01 14:37:05 > Step: 112700 Progress: 36.1% Elapsed: 1 day, 1:37:05 temperature: no ada_p: 0.426854 Discriminator_loss: 0.844251 Generator_loss: 0.785669
[INFO] 2021-02-01 14:38:23 > Step: 112800 Progress: 36.1% Elapsed: 1 day, 1:38:22 temperature: no ada_p: 0.427238 Discriminator_loss: 0.844402 Generator_loss: 0.757597
[INFO] 2021-02-01 14:39:39 > Step: 112900 Progress: 36.1% Elapsed: 1 day, 1:39:39 temperature: no ada_p: 0.427622 Discriminator_loss: 0.791721 Generator_loss: 0.585485
[INFO] 2021-02-01 14:40:55 > Step: 113000 Progress: 36.2% Elapsed: 1 day, 1:40:55 temperature: no ada_p: 0.428006 Discriminator_loss: 0.820967 Generator_loss: 0.607045
[INFO] 2021-02-01 14:42:05 > Step: 113100 Progress: 36.2% Elapsed: 1 day, 1:42:05 temperature: no ada_p: 0.428384 Discriminator_loss: 0.944852 Generator_loss: 0.872899
[INFO] 2021-02-01 14:43:20 > Step: 113200 Progress: 36.2% Elapsed: 1 day, 1:43:20 temperature: no ada_p: 0.428768 Discriminator_loss: 0.81056 Generator_loss: 0.713792
[INFO] 2021-02-01 14:44:37 > Step: 113300 Progress: 36.3% Elapsed: 1 day, 1:44:37 temperature: no ada_p: 0.429152 Discriminator_loss: 0.792658 Generator_loss: 0.641134
[INFO] 2021-02-01 14:45:54 > Step: 113400 Progress: 36.3% Elapsed: 1 day, 1:45:53 temperature: no ada_p: 0.42953 Discriminator_loss: 0.845465 Generator_loss: 0.680891
[INFO] 2021-02-01 14:47:12 > Step: 113500 Progress: 36.3% Elapsed: 1 day, 1:47:11 temperature: no ada_p: 0.429908 Discriminator_loss: 0.82488 Generator_loss: 0.824812
[INFO] 2021-02-01 14:48:29 > Step: 113600 Progress: 36.4% Elapsed: 1 day, 1:48:29 temperature: no ada_p: 0.430292 Discriminator_loss: 0.793428 Generator_loss: 0.705332
[INFO] 2021-02-01 14:49:47 > Step: 113700 Progress: 36.4% Elapsed: 1 day, 1:49:46 temperature: no ada_p: 0.43067 Discriminator_loss: 0.897303 Generator_loss: 1.00459
[INFO] 2021-02-01 14:51:04 > Step: 113800 Progress: 36.4% Elapsed: 1 day, 1:51:04 temperature: no ada_p: 0.431054 Discriminator_loss: 0.762603 Generator_loss: 0.600953
[INFO] 2021-02-01 14:52:21 > Step: 113900 Progress: 36.4% Elapsed: 1 day, 1:52:21 temperature: no ada_p: 0.431438 Discriminator_loss: 0.783215 Generator_loss: 1.01181
[INFO] 2021-02-01 14:53:38 > Step: 114000 Progress: 36.5% Elapsed: 1 day, 1:53:38 temperature: no ada_p: 0.431822 Discriminator_loss: 0.781342 Generator_loss: 0.809343
[INFO] 2021-02-01 14:53:38 > Start Evaluation (114000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 14:53:38 > Calculating FID Score....
[INFO] 2021-02-01 14:54:05 > Calculating Inception Score....
[INFO] 2021-02-01 14:54:22 > Calculate F_beta Score....
[INFO] 2021-02-01 14:55:17 > Calculate Accuracies....
[INFO] 2021-02-01 14:55:24 > Calculate Accuracies....
[INFO] 2021-02-01 14:55:25 > F_8 score (Step: 114000, Using test images): 0.9893797467006961
[INFO] 2021-02-01 14:55:25 > F_1/8 score (Step: 114000, Using test images): 0.9832198649827517
[INFO] 2021-02-01 14:55:25 > FID score (Step: 114000, Using test moments): 9.281847085634524
[INFO] 2021-02-01 14:55:25 > Inception score (Step: 114000, 10000 generated images): 10.13670825958252
[INFO] 2021-02-01 14:55:25 > Best FID score (Step: 114000, Using test moments): 9.281847085634524
[INFO] 2021-02-01 14:55:26 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 14:56:44 > Step: 114100 Progress: 36.5% Elapsed: 1 day, 1:56:44 temperature: no ada_p: 0.432206 Discriminator_loss: 0.705242 Generator_loss: 0.629554
[INFO] 2021-02-01 14:58:02 > Step: 114200 Progress: 36.5% Elapsed: 1 day, 1:58:01 temperature: no ada_p: 0.43259 Discriminator_loss: 0.772119 Generator_loss: 0.782833
[INFO] 2021-02-01 14:59:19 > Step: 114300 Progress: 36.6% Elapsed: 1 day, 1:59:18 temperature: no ada_p: 0.432962 Discriminator_loss: 0.84153 Generator_loss: 0.576476
[INFO] 2021-02-01 15:00:36 > Step: 114400 Progress: 36.6% Elapsed: 1 day, 2:00:36 temperature: no ada_p: 0.433346 Discriminator_loss: 0.780139 Generator_loss: 0.658227
[INFO] 2021-02-01 15:01:54 > Step: 114500 Progress: 36.6% Elapsed: 1 day, 2:01:53 temperature: no ada_p: 0.43373 Discriminator_loss: 0.793408 Generator_loss: 0.620928
[INFO] 2021-02-01 15:03:11 > Step: 114600 Progress: 36.7% Elapsed: 1 day, 2:03:11 temperature: no ada_p: 0.434114 Discriminator_loss: 0.841238 Generator_loss: 0.804203
[INFO] 2021-02-01 15:04:29 > Step: 114700 Progress: 36.7% Elapsed: 1 day, 2:04:28 temperature: no ada_p: 0.434498 Discriminator_loss: 0.778578 Generator_loss: 0.502252
[INFO] 2021-02-01 15:05:45 > Step: 114800 Progress: 36.7% Elapsed: 1 day, 2:05:45 temperature: no ada_p: 0.434882 Discriminator_loss: 0.794406 Generator_loss: 0.737599
[INFO] 2021-02-01 15:07:03 > Step: 114900 Progress: 36.8% Elapsed: 1 day, 2:07:02 temperature: no ada_p: 0.435266 Discriminator_loss: 0.783525 Generator_loss: 0.619281
[INFO] 2021-02-01 15:08:20 > Step: 115000 Progress: 36.8% Elapsed: 1 day, 2:08:20 temperature: no ada_p: 0.43565 Discriminator_loss: 0.838189 Generator_loss: 0.687695
[INFO] 2021-02-01 15:09:37 > Step: 115100 Progress: 36.8% Elapsed: 1 day, 2:09:37 temperature: no ada_p: 0.436034 Discriminator_loss: 0.727055 Generator_loss: 0.755619
[INFO] 2021-02-01 15:10:52 > Step: 115200 Progress: 36.9% Elapsed: 1 day, 2:10:52 temperature: no ada_p: 0.436418 Discriminator_loss: 0.787981 Generator_loss: 0.637166
[INFO] 2021-02-01 15:12:04 > Step: 115300 Progress: 36.9% Elapsed: 1 day, 2:12:04 temperature: no ada_p: 0.436802 Discriminator_loss: 0.885154 Generator_loss: 0.671752
[INFO] 2021-02-01 15:13:19 > Step: 115400 Progress: 36.9% Elapsed: 1 day, 2:13:18 temperature: no ada_p: 0.437186 Discriminator_loss: 0.788499 Generator_loss: 0.751056
[INFO] 2021-02-01 15:14:36 > Step: 115500 Progress: 37.0% Elapsed: 1 day, 2:14:36 temperature: no ada_p: 0.437563 Discriminator_loss: 0.843087 Generator_loss: 0.613641
[INFO] 2021-02-01 15:15:54 > Step: 115600 Progress: 37.0% Elapsed: 1 day, 2:15:54 temperature: no ada_p: 0.437947 Discriminator_loss: 0.750171 Generator_loss: 0.662305
[INFO] 2021-02-01 15:17:11 > Step: 115700 Progress: 37.0% Elapsed: 1 day, 2:17:11 temperature: no ada_p: 0.438331 Discriminator_loss: 0.757367 Generator_loss: 0.858067
[INFO] 2021-02-01 15:18:28 > Step: 115800 Progress: 37.1% Elapsed: 1 day, 2:18:28 temperature: no ada_p: 0.438715 Discriminator_loss: 0.832596 Generator_loss: 0.685835
[INFO] 2021-02-01 15:19:45 > Step: 115900 Progress: 37.1% Elapsed: 1 day, 2:19:45 temperature: no ada_p: 0.439099 Discriminator_loss: 0.892396 Generator_loss: 0.645817
[INFO] 2021-02-01 15:21:03 > Step: 116000 Progress: 37.1% Elapsed: 1 day, 2:21:03 temperature: no ada_p: 0.439483 Discriminator_loss: 0.780259 Generator_loss: 0.792997
[INFO] 2021-02-01 15:21:03 > Start Evaluation (116000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 15:21:03 > Calculating FID Score....
[INFO] 2021-02-01 15:21:30 > Calculating Inception Score....
[INFO] 2021-02-01 15:21:47 > Calculate F_beta Score....
[INFO] 2021-02-01 15:22:44 > Calculate Accuracies....
[INFO] 2021-02-01 15:22:50 > Calculate Accuracies....
[INFO] 2021-02-01 15:22:52 > F_8 score (Step: 116000, Using test images): 0.9888881268863721
[INFO] 2021-02-01 15:22:52 > F_1/8 score (Step: 116000, Using test images): 0.9788830383817725
[INFO] 2021-02-01 15:22:52 > FID score (Step: 116000, Using test moments): 9.38593471462491
[INFO] 2021-02-01 15:22:52 > Inception score (Step: 116000, 10000 generated images): 10.142459869384766
[INFO] 2021-02-01 15:22:52 > Best FID score (Step: 114000, Using test moments): 9.281847085634524
[INFO] 2021-02-01 15:22:52 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 15:24:10 > Step: 116100 Progress: 37.2% Elapsed: 1 day, 2:24:09 temperature: no ada_p: 0.439861 Discriminator_loss: 0.846131 Generator_loss: 0.832012
[INFO] 2021-02-01 15:25:26 > Step: 116200 Progress: 37.2% Elapsed: 1 day, 2:25:26 temperature: no ada_p: 0.440245 Discriminator_loss: 0.800513 Generator_loss: 0.635868
[INFO] 2021-02-01 15:26:44 > Step: 116300 Progress: 37.2% Elapsed: 1 day, 2:26:43 temperature: no ada_p: 0.440629 Discriminator_loss: 0.776639 Generator_loss: 0.676626
[INFO] 2021-02-01 15:28:01 > Step: 116400 Progress: 37.2% Elapsed: 1 day, 2:28:01 temperature: no ada_p: 0.441007 Discriminator_loss: 0.770299 Generator_loss: 0.768704
[INFO] 2021-02-01 15:29:17 > Step: 116500 Progress: 37.3% Elapsed: 1 day, 2:29:17 temperature: no ada_p: 0.441385 Discriminator_loss: 0.818232 Generator_loss: 0.677417
[INFO] 2021-02-01 15:30:35 > Step: 116600 Progress: 37.3% Elapsed: 1 day, 2:30:35 temperature: no ada_p: 0.441769 Discriminator_loss: 0.754724 Generator_loss: 0.607258
[INFO] 2021-02-01 15:31:51 > Step: 116700 Progress: 37.3% Elapsed: 1 day, 2:31:51 temperature: no ada_p: 0.442153 Discriminator_loss: 0.863599 Generator_loss: 0.797011
[INFO] 2021-02-01 15:33:09 > Step: 116800 Progress: 37.4% Elapsed: 1 day, 2:33:08 temperature: no ada_p: 0.442537 Discriminator_loss: 0.836951 Generator_loss: 0.830702
[INFO] 2021-02-01 15:34:30 > Step: 116900 Progress: 37.4% Elapsed: 1 day, 2:34:29 temperature: no ada_p: 0.442921 Discriminator_loss: 0.803509 Generator_loss: 0.825415
[INFO] 2021-02-01 15:35:47 > Step: 117000 Progress: 37.4% Elapsed: 1 day, 2:35:47 temperature: no ada_p: 0.443305 Discriminator_loss: 0.839113 Generator_loss: 0.713145
[INFO] 2021-02-01 15:37:04 > Step: 117100 Progress: 37.5% Elapsed: 1 day, 2:37:04 temperature: no ada_p: 0.443689 Discriminator_loss: 0.855338 Generator_loss: 0.645711
[INFO] 2021-02-01 15:38:22 > Step: 117200 Progress: 37.5% Elapsed: 1 day, 2:38:22 temperature: no ada_p: 0.444073 Discriminator_loss: 0.783532 Generator_loss: 0.691226
[INFO] 2021-02-01 15:39:39 > Step: 117300 Progress: 37.5% Elapsed: 1 day, 2:39:39 temperature: no ada_p: 0.444457 Discriminator_loss: 0.778283 Generator_loss: 0.520489
[INFO] 2021-02-01 15:40:48 > Step: 117400 Progress: 37.6% Elapsed: 1 day, 2:40:48 temperature: no ada_p: 0.444841 Discriminator_loss: 0.845288 Generator_loss: 0.662877
[INFO] 2021-02-01 15:42:00 > Step: 117500 Progress: 37.6% Elapsed: 1 day, 2:42:00 temperature: no ada_p: 0.445225 Discriminator_loss: 0.839635 Generator_loss: 0.870766
[INFO] 2021-02-01 15:43:18 > Step: 117600 Progress: 37.6% Elapsed: 1 day, 2:43:18 temperature: no ada_p: 0.445609 Discriminator_loss: 0.848688 Generator_loss: 0.574013
[INFO] 2021-02-01 15:44:35 > Step: 117700 Progress: 37.7% Elapsed: 1 day, 2:44:34 temperature: no ada_p: 0.445993 Discriminator_loss: 0.859326 Generator_loss: 0.573107
[INFO] 2021-02-01 15:45:52 > Step: 117800 Progress: 37.7% Elapsed: 1 day, 2:45:52 temperature: no ada_p: 0.446377 Discriminator_loss: 0.797396 Generator_loss: 0.6643
[INFO] 2021-02-01 15:47:09 > Step: 117900 Progress: 37.7% Elapsed: 1 day, 2:47:09 temperature: no ada_p: 0.446761 Discriminator_loss: 0.838587 Generator_loss: 0.694297
[INFO] 2021-02-01 15:48:27 > Step: 118000 Progress: 37.8% Elapsed: 1 day, 2:48:26 temperature: no ada_p: 0.447139 Discriminator_loss: 0.801193 Generator_loss: 0.825185
[INFO] 2021-02-01 15:48:27 > Start Evaluation (118000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 15:48:27 > Calculating FID Score....
[INFO] 2021-02-01 15:48:54 > Calculating Inception Score....
[INFO] 2021-02-01 15:49:11 > Calculate F_beta Score....
[INFO] 2021-02-01 15:50:08 > Calculate Accuracies....
[INFO] 2021-02-01 15:50:14 > Calculate Accuracies....
[INFO] 2021-02-01 15:50:16 > F_8 score (Step: 118000, Using test images): 0.9887444252127761
[INFO] 2021-02-01 15:50:16 > F_1/8 score (Step: 118000, Using test images): 0.9785647237573873
[INFO] 2021-02-01 15:50:16 > FID score (Step: 118000, Using test moments): 9.313660890792846
[INFO] 2021-02-01 15:50:16 > Inception score (Step: 118000, 10000 generated images): 10.167396545410156
[INFO] 2021-02-01 15:50:16 > Best FID score (Step: 114000, Using test moments): 9.281847085634524
[INFO] 2021-02-01 15:50:16 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 15:51:33 > Step: 118100 Progress: 37.8% Elapsed: 1 day, 2:51:33 temperature: no ada_p: 0.447523 Discriminator_loss: 0.796699 Generator_loss: 0.736015
[INFO] 2021-02-01 15:52:49 > Step: 118200 Progress: 37.8% Elapsed: 1 day, 2:52:49 temperature: no ada_p: 0.447907 Discriminator_loss: 0.785612 Generator_loss: 0.67025
[INFO] 2021-02-01 15:54:07 > Step: 118300 Progress: 37.9% Elapsed: 1 day, 2:54:06 temperature: no ada_p: 0.448291 Discriminator_loss: 0.85361 Generator_loss: 0.652435
[INFO] 2021-02-01 15:55:24 > Step: 118400 Progress: 37.9% Elapsed: 1 day, 2:55:24 temperature: no ada_p: 0.448675 Discriminator_loss: 0.73982 Generator_loss: 0.590981
[INFO] 2021-02-01 15:56:41 > Step: 118500 Progress: 37.9% Elapsed: 1 day, 2:56:41 temperature: no ada_p: 0.449059 Discriminator_loss: 0.834008 Generator_loss: 0.68669
[INFO] 2021-02-01 15:57:58 > Step: 118600 Progress: 38.0% Elapsed: 1 day, 2:57:58 temperature: no ada_p: 0.449443 Discriminator_loss: 0.799895 Generator_loss: 0.572236
[INFO] 2021-02-01 15:59:16 > Step: 118700 Progress: 38.0% Elapsed: 1 day, 2:59:15 temperature: no ada_p: 0.449821 Discriminator_loss: 0.791854 Generator_loss: 0.629562
[INFO] 2021-02-01 16:00:33 > Step: 118800 Progress: 38.0% Elapsed: 1 day, 3:00:33 temperature: no ada_p: 0.450192 Discriminator_loss: 0.883427 Generator_loss: 0.538823
[INFO] 2021-02-01 16:01:50 > Step: 118900 Progress: 38.0% Elapsed: 1 day, 3:01:50 temperature: no ada_p: 0.450576 Discriminator_loss: 0.858642 Generator_loss: 0.621725
[INFO] 2021-02-01 16:03:07 > Step: 119000 Progress: 38.1% Elapsed: 1 day, 3:03:07 temperature: no ada_p: 0.45096 Discriminator_loss: 0.780038 Generator_loss: 0.785762
[INFO] 2021-02-01 16:04:25 > Step: 119100 Progress: 38.1% Elapsed: 1 day, 3:04:25 temperature: no ada_p: 0.451338 Discriminator_loss: 0.861268 Generator_loss: 0.703201
[INFO] 2021-02-01 16:05:43 > Step: 119200 Progress: 38.1% Elapsed: 1 day, 3:05:42 temperature: no ada_p: 0.451722 Discriminator_loss: 0.814034 Generator_loss: 0.664406
[INFO] 2021-02-01 16:07:00 > Step: 119300 Progress: 38.2% Elapsed: 1 day, 3:06:59 temperature: no ada_p: 0.4521 Discriminator_loss: 0.858212 Generator_loss: 0.866065
[INFO] 2021-02-01 16:08:19 > Step: 119400 Progress: 38.2% Elapsed: 1 day, 3:08:19 temperature: no ada_p: 0.452484 Discriminator_loss: 0.807818 Generator_loss: 0.612298
[INFO] 2021-02-01 16:09:36 > Step: 119500 Progress: 38.2% Elapsed: 1 day, 3:09:36 temperature: no ada_p: 0.452868 Discriminator_loss: 0.822473 Generator_loss: 0.698675
[INFO] 2021-02-01 16:10:47 > Step: 119600 Progress: 38.3% Elapsed: 1 day, 3:10:47 temperature: no ada_p: 0.453252 Discriminator_loss: 0.817466 Generator_loss: 0.58497
[INFO] 2021-02-01 16:11:58 > Step: 119700 Progress: 38.3% Elapsed: 1 day, 3:11:58 temperature: no ada_p: 0.453636 Discriminator_loss: 0.820295 Generator_loss: 0.642475
[INFO] 2021-02-01 16:13:15 > Step: 119800 Progress: 38.3% Elapsed: 1 day, 3:13:14 temperature: no ada_p: 0.45402 Discriminator_loss: 0.818712 Generator_loss: 0.66922
[INFO] 2021-02-01 16:14:32 > Step: 119900 Progress: 38.4% Elapsed: 1 day, 3:14:32 temperature: no ada_p: 0.454404 Discriminator_loss: 0.702266 Generator_loss: 0.718323
[INFO] 2021-02-01 16:15:50 > Step: 120000 Progress: 38.4% Elapsed: 1 day, 3:15:50 temperature: no ada_p: 0.454788 Discriminator_loss: 0.849506 Generator_loss: 0.522354
[INFO] 2021-02-01 16:15:50 > Start Evaluation (120000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 16:15:50 > Calculating FID Score....
[INFO] 2021-02-01 16:16:18 > Calculating Inception Score....
[INFO] 2021-02-01 16:16:34 > Calculate F_beta Score....
[INFO] 2021-02-01 16:17:32 > Calculate Accuracies....
[INFO] 2021-02-01 16:17:38 > Calculate Accuracies....
[INFO] 2021-02-01 16:17:40 > F_8 score (Step: 120000, Using test images): 0.9921670221605062
[INFO] 2021-02-01 16:17:40 > F_1/8 score (Step: 120000, Using test images): 0.979326448872688
[INFO] 2021-02-01 16:17:40 > FID score (Step: 120000, Using test moments): 9.002333942387395
[INFO] 2021-02-01 16:17:40 > Inception score (Step: 120000, 10000 generated images): 10.170432090759277
[INFO] 2021-02-01 16:17:40 > Best FID score (Step: 120000, Using test moments): 9.002333942387395
[INFO] 2021-02-01 16:17:41 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 16:18:57 > Step: 120100 Progress: 38.4% Elapsed: 1 day, 3:18:57 temperature: no ada_p: 0.455172 Discriminator_loss: 0.869192 Generator_loss: 0.708734
[INFO] 2021-02-01 16:20:15 > Step: 120200 Progress: 38.5% Elapsed: 1 day, 3:20:14 temperature: no ada_p: 0.455556 Discriminator_loss: 0.850964 Generator_loss: 0.597764
[INFO] 2021-02-01 16:21:32 > Step: 120300 Progress: 38.5% Elapsed: 1 day, 3:21:32 temperature: no ada_p: 0.45594 Discriminator_loss: 0.828328 Generator_loss: 0.777549
[INFO] 2021-02-01 16:22:50 > Step: 120400 Progress: 38.5% Elapsed: 1 day, 3:22:50 temperature: no ada_p: 0.456318 Discriminator_loss: 0.870432 Generator_loss: 0.652998
[INFO] 2021-02-01 16:24:07 > Step: 120500 Progress: 38.6% Elapsed: 1 day, 3:24:07 temperature: no ada_p: 0.456702 Discriminator_loss: 0.878036 Generator_loss: 0.791793
[INFO] 2021-02-01 16:25:25 > Step: 120600 Progress: 38.6% Elapsed: 1 day, 3:25:25 temperature: no ada_p: 0.457086 Discriminator_loss: 0.900853 Generator_loss: 0.541238
[INFO] 2021-02-01 16:26:42 > Step: 120700 Progress: 38.6% Elapsed: 1 day, 3:26:42 temperature: no ada_p: 0.45747 Discriminator_loss: 0.832344 Generator_loss: 0.576758
[INFO] 2021-02-01 16:28:01 > Step: 120800 Progress: 38.7% Elapsed: 1 day, 3:28:00 temperature: no ada_p: 0.457854 Discriminator_loss: 0.858561 Generator_loss: 0.62056
[INFO] 2021-02-01 16:29:18 > Step: 120900 Progress: 38.7% Elapsed: 1 day, 3:29:18 temperature: no ada_p: 0.458238 Discriminator_loss: 0.898951 Generator_loss: 0.579216
[INFO] 2021-02-01 16:30:35 > Step: 121000 Progress: 38.7% Elapsed: 1 day, 3:30:35 temperature: no ada_p: 0.458622 Discriminator_loss: 0.810418 Generator_loss: 0.757489
[INFO] 2021-02-01 16:31:53 > Step: 121100 Progress: 38.8% Elapsed: 1 day, 3:31:53 temperature: no ada_p: 0.459 Discriminator_loss: 0.844211 Generator_loss: 0.816505
[INFO] 2021-02-01 16:33:10 > Step: 121200 Progress: 38.8% Elapsed: 1 day, 3:33:09 temperature: no ada_p: 0.459384 Discriminator_loss: 0.835255 Generator_loss: 0.844014
[INFO] 2021-02-01 16:34:27 > Step: 121300 Progress: 38.8% Elapsed: 1 day, 3:34:27 temperature: no ada_p: 0.459768 Discriminator_loss: 0.864841 Generator_loss: 0.65889
[INFO] 2021-02-01 16:35:45 > Step: 121400 Progress: 38.8% Elapsed: 1 day, 3:35:45 temperature: no ada_p: 0.460152 Discriminator_loss: 0.836765 Generator_loss: 0.640938
[INFO] 2021-02-01 16:37:02 > Step: 121500 Progress: 38.9% Elapsed: 1 day, 3:37:01 temperature: no ada_p: 0.460536 Discriminator_loss: 0.774845 Generator_loss: 0.63639
[INFO] 2021-02-01 16:38:19 > Step: 121600 Progress: 38.9% Elapsed: 1 day, 3:38:18 temperature: no ada_p: 0.46092 Discriminator_loss: 0.882244 Generator_loss: 0.700682
[INFO] 2021-02-01 16:39:35 > Step: 121700 Progress: 38.9% Elapsed: 1 day, 3:39:35 temperature: no ada_p: 0.461304 Discriminator_loss: 0.83312 Generator_loss: 0.652057
[INFO] 2021-02-01 16:40:46 > Step: 121800 Progress: 39.0% Elapsed: 1 day, 3:40:46 temperature: no ada_p: 0.461688 Discriminator_loss: 0.787955 Generator_loss: 0.716473
[INFO] 2021-02-01 16:42:01 > Step: 121900 Progress: 39.0% Elapsed: 1 day, 3:42:00 temperature: no ada_p: 0.462072 Discriminator_loss: 0.836985 Generator_loss: 0.714491
[INFO] 2021-02-01 16:43:18 > Step: 122000 Progress: 39.0% Elapsed: 1 day, 3:43:18 temperature: no ada_p: 0.462456 Discriminator_loss: 0.836716 Generator_loss: 0.792336
[INFO] 2021-02-01 16:43:18 > Start Evaluation (122000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 16:43:18 > Calculating FID Score....
[INFO] 2021-02-01 16:43:45 > Calculating Inception Score....
[INFO] 2021-02-01 16:44:02 > Calculate F_beta Score....
[INFO] 2021-02-01 16:44:57 > Calculate Accuracies....
[INFO] 2021-02-01 16:45:04 > Calculate Accuracies....
[INFO] 2021-02-01 16:45:05 > F_8 score (Step: 122000, Using test images): 0.9896963947799644
[INFO] 2021-02-01 16:45:05 > F_1/8 score (Step: 122000, Using test images): 0.9832481952477728
[INFO] 2021-02-01 16:45:05 > FID score (Step: 122000, Using test moments): 9.288123539838352
[INFO] 2021-02-01 16:45:05 > Inception score (Step: 122000, 10000 generated images): 10.024530410766602
[INFO] 2021-02-01 16:45:05 > Best FID score (Step: 120000, Using test moments): 9.002333942387395
[INFO] 2021-02-01 16:45:06 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 16:46:23 > Step: 122100 Progress: 39.1% Elapsed: 1 day, 3:46:22 temperature: no ada_p: 0.46284 Discriminator_loss: 0.926168 Generator_loss: 0.681935
[INFO] 2021-02-01 16:47:40 > Step: 122200 Progress: 39.1% Elapsed: 1 day, 3:47:40 temperature: no ada_p: 0.463224 Discriminator_loss: 0.786997 Generator_loss: 0.769428
[INFO] 2021-02-01 16:48:57 > Step: 122300 Progress: 39.1% Elapsed: 1 day, 3:48:56 temperature: no ada_p: 0.463608 Discriminator_loss: 0.844858 Generator_loss: 0.681107
[INFO] 2021-02-01 16:50:13 > Step: 122400 Progress: 39.2% Elapsed: 1 day, 3:50:13 temperature: no ada_p: 0.463986 Discriminator_loss: 0.790579 Generator_loss: 0.639934
[INFO] 2021-02-01 16:51:31 > Step: 122500 Progress: 39.2% Elapsed: 1 day, 3:51:30 temperature: no ada_p: 0.46437 Discriminator_loss: 0.790987 Generator_loss: 0.654204
[INFO] 2021-02-01 16:52:47 > Step: 122600 Progress: 39.2% Elapsed: 1 day, 3:52:47 temperature: no ada_p: 0.464748 Discriminator_loss: 0.791955 Generator_loss: 0.71378
[INFO] 2021-02-01 16:54:04 > Step: 122700 Progress: 39.3% Elapsed: 1 day, 3:54:04 temperature: no ada_p: 0.465132 Discriminator_loss: 0.839871 Generator_loss: 0.684711
[INFO] 2021-02-01 16:55:23 > Step: 122800 Progress: 39.3% Elapsed: 1 day, 3:55:23 temperature: no ada_p: 0.465516 Discriminator_loss: 0.872564 Generator_loss: 0.656097
[INFO] 2021-02-01 16:56:40 > Step: 122900 Progress: 39.3% Elapsed: 1 day, 3:56:39 temperature: no ada_p: 0.4659 Discriminator_loss: 0.815432 Generator_loss: 0.729335
[INFO] 2021-02-01 16:57:57 > Step: 123000 Progress: 39.4% Elapsed: 1 day, 3:57:57 temperature: no ada_p: 0.466284 Discriminator_loss: 0.783498 Generator_loss: 0.811522
[INFO] 2021-02-01 16:59:14 > Step: 123100 Progress: 39.4% Elapsed: 1 day, 3:59:14 temperature: no ada_p: 0.466668 Discriminator_loss: 0.799201 Generator_loss: 0.530394
[INFO] 2021-02-01 17:00:31 > Step: 123200 Progress: 39.4% Elapsed: 1 day, 4:00:31 temperature: no ada_p: 0.467052 Discriminator_loss: 0.821542 Generator_loss: 0.696882
[INFO] 2021-02-01 17:01:49 > Step: 123300 Progress: 39.5% Elapsed: 1 day, 4:01:48 temperature: no ada_p: 0.467436 Discriminator_loss: 0.868288 Generator_loss: 0.718845
[INFO] 2021-02-01 17:03:06 > Step: 123400 Progress: 39.5% Elapsed: 1 day, 4:03:05 temperature: no ada_p: 0.46782 Discriminator_loss: 0.805224 Generator_loss: 0.59138
[INFO] 2021-02-01 17:04:23 > Step: 123500 Progress: 39.5% Elapsed: 1 day, 4:04:23 temperature: no ada_p: 0.468204 Discriminator_loss: 0.886387 Generator_loss: 0.692738
[INFO] 2021-02-01 17:05:40 > Step: 123600 Progress: 39.6% Elapsed: 1 day, 4:05:40 temperature: no ada_p: 0.468588 Discriminator_loss: 0.830519 Generator_loss: 0.477889
[INFO] 2021-02-01 17:06:58 > Step: 123700 Progress: 39.6% Elapsed: 1 day, 4:06:57 temperature: no ada_p: 0.468972 Discriminator_loss: 0.778175 Generator_loss: 0.672633
[INFO] 2021-02-01 17:08:15 > Step: 123800 Progress: 39.6% Elapsed: 1 day, 4:08:15 temperature: no ada_p: 0.469356 Discriminator_loss: 0.795651 Generator_loss: 0.693006
[INFO] 2021-02-01 17:09:33 > Step: 123900 Progress: 39.6% Elapsed: 1 day, 4:09:33 temperature: no ada_p: 0.46974 Discriminator_loss: 0.819456 Generator_loss: 0.792265
[INFO] 2021-02-01 17:10:44 > Step: 124000 Progress: 39.7% Elapsed: 1 day, 4:10:44 temperature: no ada_p: 0.470124 Discriminator_loss: 0.821016 Generator_loss: 0.685034
[INFO] 2021-02-01 17:10:44 > Start Evaluation (124000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 17:10:44 > Calculating FID Score....
[INFO] 2021-02-01 17:11:12 > Calculating Inception Score....
[INFO] 2021-02-01 17:11:29 > Calculate F_beta Score....
[INFO] 2021-02-01 17:12:25 > Calculate Accuracies....
[INFO] 2021-02-01 17:12:32 > Calculate Accuracies....
[INFO] 2021-02-01 17:12:33 > F_8 score (Step: 124000, Using test images): 0.9902258952721705
[INFO] 2021-02-01 17:12:33 > F_1/8 score (Step: 124000, Using test images): 0.9785195577916914
[INFO] 2021-02-01 17:12:33 > FID score (Step: 124000, Using test moments): 9.30052405160859
[INFO] 2021-02-01 17:12:33 > Inception score (Step: 124000, 10000 generated images): 10.327305793762207
[INFO] 2021-02-01 17:12:33 > Best FID score (Step: 120000, Using test moments): 9.002333942387395
[INFO] 2021-02-01 17:12:34 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 17:13:52 > Step: 124100 Progress: 39.7% Elapsed: 1 day, 4:13:51 temperature: no ada_p: 0.470508 Discriminator_loss: 0.812368 Generator_loss: 0.751893
[INFO] 2021-02-01 17:15:09 > Step: 124200 Progress: 39.7% Elapsed: 1 day, 4:15:09 temperature: no ada_p: 0.470892 Discriminator_loss: 0.869394 Generator_loss: 0.646244
[INFO] 2021-02-01 17:16:27 > Step: 124300 Progress: 39.8% Elapsed: 1 day, 4:16:26 temperature: no ada_p: 0.471276 Discriminator_loss: 0.786129 Generator_loss: 0.682744
[INFO] 2021-02-01 17:17:44 > Step: 124400 Progress: 39.8% Elapsed: 1 day, 4:17:43 temperature: no ada_p: 0.47166 Discriminator_loss: 0.78491 Generator_loss: 0.587226
[INFO] 2021-02-01 17:19:01 > Step: 124500 Progress: 39.8% Elapsed: 1 day, 4:19:01 temperature: no ada_p: 0.472044 Discriminator_loss: 0.779599 Generator_loss: 0.825618
[INFO] 2021-02-01 17:20:18 > Step: 124600 Progress: 39.9% Elapsed: 1 day, 4:20:17 temperature: no ada_p: 0.472428 Discriminator_loss: 0.87436 Generator_loss: 0.671091
[INFO] 2021-02-01 17:21:34 > Step: 124700 Progress: 39.9% Elapsed: 1 day, 4:21:33 temperature: no ada_p: 0.472812 Discriminator_loss: 0.760066 Generator_loss: 0.709161
[INFO] 2021-02-01 17:22:50 > Step: 124800 Progress: 39.9% Elapsed: 1 day, 4:22:50 temperature: no ada_p: 0.473196 Discriminator_loss: 0.832528 Generator_loss: 0.572779
[INFO] 2021-02-01 17:24:07 > Step: 124900 Progress: 40.0% Elapsed: 1 day, 4:24:07 temperature: no ada_p: 0.473573 Discriminator_loss: 0.799988 Generator_loss: 0.692755
[INFO] 2021-02-01 17:25:24 > Step: 125000 Progress: 40.0% Elapsed: 1 day, 4:25:24 temperature: no ada_p: 0.473957 Discriminator_loss: 0.759512 Generator_loss: 0.668496
[INFO] 2021-02-01 17:26:41 > Step: 125100 Progress: 40.0% Elapsed: 1 day, 4:26:41 temperature: no ada_p: 0.474341 Discriminator_loss: 0.866658 Generator_loss: 0.828122
[INFO] 2021-02-01 17:27:59 > Step: 125200 Progress: 40.1% Elapsed: 1 day, 4:27:59 temperature: no ada_p: 0.474725 Discriminator_loss: 0.953372 Generator_loss: 0.787807
[INFO] 2021-02-01 17:29:16 > Step: 125300 Progress: 40.1% Elapsed: 1 day, 4:29:16 temperature: no ada_p: 0.475109 Discriminator_loss: 0.735183 Generator_loss: 0.781381
[INFO] 2021-02-01 17:30:34 > Step: 125400 Progress: 40.1% Elapsed: 1 day, 4:30:33 temperature: no ada_p: 0.475493 Discriminator_loss: 0.869176 Generator_loss: 0.775697
[INFO] 2021-02-01 17:31:51 > Step: 125500 Progress: 40.2% Elapsed: 1 day, 4:31:51 temperature: no ada_p: 0.475877 Discriminator_loss: 0.813808 Generator_loss: 0.682461
[INFO] 2021-02-01 17:33:10 > Step: 125600 Progress: 40.2% Elapsed: 1 day, 4:33:09 temperature: no ada_p: 0.476261 Discriminator_loss: 0.765636 Generator_loss: 0.847841
[INFO] 2021-02-01 17:34:26 > Step: 125700 Progress: 40.2% Elapsed: 1 day, 4:34:26 temperature: no ada_p: 0.476645 Discriminator_loss: 0.806035 Generator_loss: 0.660418
[INFO] 2021-02-01 17:35:43 > Step: 125800 Progress: 40.3% Elapsed: 1 day, 4:35:43 temperature: no ada_p: 0.477029 Discriminator_loss: 0.798558 Generator_loss: 0.533307
[INFO] 2021-02-01 17:37:00 > Step: 125900 Progress: 40.3% Elapsed: 1 day, 4:37:00 temperature: no ada_p: 0.477413 Discriminator_loss: 0.84005 Generator_loss: 0.5723
[INFO] 2021-02-01 17:38:17 > Step: 126000 Progress: 40.3% Elapsed: 1 day, 4:38:17 temperature: no ada_p: 0.477797 Discriminator_loss: 0.924475 Generator_loss: 0.863764
[INFO] 2021-02-01 17:38:17 > Start Evaluation (126000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 17:38:17 > Calculating FID Score....
[INFO] 2021-02-01 17:38:44 > Calculating Inception Score....
[INFO] 2021-02-01 17:39:01 > Calculate F_beta Score....
[INFO] 2021-02-01 17:39:57 > Calculate Accuracies....
[INFO] 2021-02-01 17:40:04 > Calculate Accuracies....
[INFO] 2021-02-01 17:40:05 > F_8 score (Step: 126000, Using test images): 0.9910210913392681
[INFO] 2021-02-01 17:40:05 > F_1/8 score (Step: 126000, Using test images): 0.9813592208855465
[INFO] 2021-02-01 17:40:05 > FID score (Step: 126000, Using test moments): 9.179646781404017
[INFO] 2021-02-01 17:40:05 > Inception score (Step: 126000, 10000 generated images): 10.201091766357422
[INFO] 2021-02-01 17:40:05 > Best FID score (Step: 120000, Using test moments): 9.002333942387395
[INFO] 2021-02-01 17:40:05 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 17:41:20 > Step: 126100 Progress: 40.4% Elapsed: 1 day, 4:41:19 temperature: no ada_p: 0.478181 Discriminator_loss: 0.848467 Generator_loss: 0.715237
[INFO] 2021-02-01 17:42:36 > Step: 126200 Progress: 40.4% Elapsed: 1 day, 4:42:36 temperature: no ada_p: 0.478565 Discriminator_loss: 0.863997 Generator_loss: 0.619727
[INFO] 2021-02-01 17:43:54 > Step: 126300 Progress: 40.4% Elapsed: 1 day, 4:43:54 temperature: no ada_p: 0.478949 Discriminator_loss: 0.794477 Generator_loss: 0.57809
[INFO] 2021-02-01 17:45:11 > Step: 126400 Progress: 40.4% Elapsed: 1 day, 4:45:11 temperature: no ada_p: 0.479333 Discriminator_loss: 0.784746 Generator_loss: 0.743164
[INFO] 2021-02-01 17:46:28 > Step: 126500 Progress: 40.5% Elapsed: 1 day, 4:46:28 temperature: no ada_p: 0.479717 Discriminator_loss: 0.766974 Generator_loss: 0.655635
[INFO] 2021-02-01 17:47:46 > Step: 126600 Progress: 40.5% Elapsed: 1 day, 4:47:45 temperature: no ada_p: 0.480101 Discriminator_loss: 0.7741 Generator_loss: 0.642121
[INFO] 2021-02-01 17:49:03 > Step: 126700 Progress: 40.5% Elapsed: 1 day, 4:49:03 temperature: no ada_p: 0.480485 Discriminator_loss: 0.849038 Generator_loss: 0.751957
[INFO] 2021-02-01 17:50:20 > Step: 126800 Progress: 40.6% Elapsed: 1 day, 4:50:20 temperature: no ada_p: 0.480869 Discriminator_loss: 0.808261 Generator_loss: 0.666876
[INFO] 2021-02-01 17:51:38 > Step: 126900 Progress: 40.6% Elapsed: 1 day, 4:51:37 temperature: no ada_p: 0.481247 Discriminator_loss: 0.814081 Generator_loss: 0.698284
[INFO] 2021-02-01 17:52:55 > Step: 127000 Progress: 40.6% Elapsed: 1 day, 4:52:55 temperature: no ada_p: 0.481631 Discriminator_loss: 0.843826 Generator_loss: 0.65085
[INFO] 2021-02-01 17:54:12 > Step: 127100 Progress: 40.7% Elapsed: 1 day, 4:54:12 temperature: no ada_p: 0.482015 Discriminator_loss: 0.911499 Generator_loss: 0.667496
[INFO] 2021-02-01 17:55:30 > Step: 127200 Progress: 40.7% Elapsed: 1 day, 4:55:29 temperature: no ada_p: 0.482399 Discriminator_loss: 0.836835 Generator_loss: 0.55168
[INFO] 2021-02-01 17:56:47 > Step: 127300 Progress: 40.7% Elapsed: 1 day, 4:56:47 temperature: no ada_p: 0.482783 Discriminator_loss: 0.796286 Generator_loss: 0.61305
[INFO] 2021-02-01 17:58:05 > Step: 127400 Progress: 40.8% Elapsed: 1 day, 4:58:04 temperature: no ada_p: 0.483167 Discriminator_loss: 0.866222 Generator_loss: 0.599363
[INFO] 2021-02-01 17:59:22 > Step: 127500 Progress: 40.8% Elapsed: 1 day, 4:59:22 temperature: no ada_p: 0.483551 Discriminator_loss: 0.847868 Generator_loss: 0.701116
[INFO] 2021-02-01 18:00:39 > Step: 127600 Progress: 40.8% Elapsed: 1 day, 5:00:39 temperature: no ada_p: 0.483935 Discriminator_loss: 0.805825 Generator_loss: 0.655613
[INFO] 2021-02-01 18:01:56 > Step: 127700 Progress: 40.9% Elapsed: 1 day, 5:01:56 temperature: no ada_p: 0.484319 Discriminator_loss: 0.811775 Generator_loss: 0.659792
[INFO] 2021-02-01 18:03:14 > Step: 127800 Progress: 40.9% Elapsed: 1 day, 5:03:14 temperature: no ada_p: 0.484703 Discriminator_loss: 0.786474 Generator_loss: 0.586537
[INFO] 2021-02-01 18:04:30 > Step: 127900 Progress: 40.9% Elapsed: 1 day, 5:04:30 temperature: no ada_p: 0.485087 Discriminator_loss: 0.848787 Generator_loss: 0.634948
[INFO] 2021-02-01 18:05:48 > Step: 128000 Progress: 41.0% Elapsed: 1 day, 5:05:48 temperature: no ada_p: 0.485471 Discriminator_loss: 0.848098 Generator_loss: 0.67367
[INFO] 2021-02-01 18:05:48 > Start Evaluation (128000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 18:05:48 > Calculating FID Score....
[INFO] 2021-02-01 18:06:15 > Calculating Inception Score....
[INFO] 2021-02-01 18:06:32 > Calculate F_beta Score....
[INFO] 2021-02-01 18:07:29 > Calculate Accuracies....
[INFO] 2021-02-01 18:07:35 > Calculate Accuracies....
[INFO] 2021-02-01 18:07:37 > F_8 score (Step: 128000, Using test images): 0.9902616557631492
[INFO] 2021-02-01 18:07:37 > F_1/8 score (Step: 128000, Using test images): 0.9816055016124153
[INFO] 2021-02-01 18:07:37 > FID score (Step: 128000, Using test moments): 9.147730812104896
[INFO] 2021-02-01 18:07:37 > Inception score (Step: 128000, 10000 generated images): 10.245856285095215
[INFO] 2021-02-01 18:07:37 > Best FID score (Step: 120000, Using test moments): 9.002333942387395
[INFO] 2021-02-01 18:07:37 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 18:08:55 > Step: 128100 Progress: 41.0% Elapsed: 1 day, 5:08:54 temperature: no ada_p: 0.485855 Discriminator_loss: 0.816565 Generator_loss: 0.495811
[INFO] 2021-02-01 18:10:06 > Step: 128200 Progress: 41.0% Elapsed: 1 day, 5:10:06 temperature: no ada_p: 0.486239 Discriminator_loss: 0.83346 Generator_loss: 0.668126
[INFO] 2021-02-01 18:11:20 > Step: 128300 Progress: 41.1% Elapsed: 1 day, 5:11:20 temperature: no ada_p: 0.486623 Discriminator_loss: 0.842226 Generator_loss: 0.700756
[INFO] 2021-02-01 18:12:38 > Step: 128400 Progress: 41.1% Elapsed: 1 day, 5:12:37 temperature: no ada_p: 0.487007 Discriminator_loss: 0.819459 Generator_loss: 0.570409
[INFO] 2021-02-01 18:13:54 > Step: 128500 Progress: 41.1% Elapsed: 1 day, 5:13:54 temperature: no ada_p: 0.487391 Discriminator_loss: 0.832078 Generator_loss: 0.68691
[INFO] 2021-02-01 18:15:11 > Step: 128600 Progress: 41.2% Elapsed: 1 day, 5:15:11 temperature: no ada_p: 0.487769 Discriminator_loss: 0.80481 Generator_loss: 0.550529
[INFO] 2021-02-01 18:16:28 > Step: 128700 Progress: 41.2% Elapsed: 1 day, 5:16:28 temperature: no ada_p: 0.488153 Discriminator_loss: 0.822513 Generator_loss: 0.598609
[INFO] 2021-02-01 18:17:46 > Step: 128800 Progress: 41.2% Elapsed: 1 day, 5:17:45 temperature: no ada_p: 0.488537 Discriminator_loss: 0.785441 Generator_loss: 0.556197
[INFO] 2021-02-01 18:19:03 > Step: 128900 Progress: 41.2% Elapsed: 1 day, 5:19:03 temperature: no ada_p: 0.488921 Discriminator_loss: 0.869864 Generator_loss: 0.679717
[INFO] 2021-02-01 18:20:20 > Step: 129000 Progress: 41.3% Elapsed: 1 day, 5:20:20 temperature: no ada_p: 0.489305 Discriminator_loss: 0.768088 Generator_loss: 0.723394
[INFO] 2021-02-01 18:21:38 > Step: 129100 Progress: 41.3% Elapsed: 1 day, 5:21:38 temperature: no ada_p: 0.489683 Discriminator_loss: 0.840333 Generator_loss: 0.734557
[INFO] 2021-02-01 18:22:56 > Step: 129200 Progress: 41.3% Elapsed: 1 day, 5:22:55 temperature: no ada_p: 0.490067 Discriminator_loss: 0.734974 Generator_loss: 0.809335
[INFO] 2021-02-01 18:24:13 > Step: 129300 Progress: 41.4% Elapsed: 1 day, 5:24:13 temperature: no ada_p: 0.490451 Discriminator_loss: 0.871286 Generator_loss: 0.566123
[INFO] 2021-02-01 18:25:30 > Step: 129400 Progress: 41.4% Elapsed: 1 day, 5:25:30 temperature: no ada_p: 0.490835 Discriminator_loss: 0.782273 Generator_loss: 0.835938
[INFO] 2021-02-01 18:26:47 > Step: 129500 Progress: 41.4% Elapsed: 1 day, 5:26:47 temperature: no ada_p: 0.491219 Discriminator_loss: 0.836512 Generator_loss: 0.588244
[INFO] 2021-02-01 18:28:04 > Step: 129600 Progress: 41.5% Elapsed: 1 day, 5:28:04 temperature: no ada_p: 0.491603 Discriminator_loss: 0.840677 Generator_loss: 0.612363
[INFO] 2021-02-01 18:29:21 > Step: 129700 Progress: 41.5% Elapsed: 1 day, 5:29:21 temperature: no ada_p: 0.491987 Discriminator_loss: 0.848444 Generator_loss: 0.517938
[INFO] 2021-02-01 18:30:38 > Step: 129800 Progress: 41.5% Elapsed: 1 day, 5:30:38 temperature: no ada_p: 0.492371 Discriminator_loss: 0.771296 Generator_loss: 0.722359
[INFO] 2021-02-01 18:31:56 > Step: 129900 Progress: 41.6% Elapsed: 1 day, 5:31:55 temperature: no ada_p: 0.492755 Discriminator_loss: 0.830568 Generator_loss: 0.52449
[INFO] 2021-02-01 18:33:13 > Step: 130000 Progress: 41.6% Elapsed: 1 day, 5:33:13 temperature: no ada_p: 0.493139 Discriminator_loss: 0.811086 Generator_loss: 0.684913
[INFO] 2021-02-01 18:33:13 > Start Evaluation (130000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 18:33:13 > Calculating FID Score....
[INFO] 2021-02-01 18:33:41 > Calculating Inception Score....
[INFO] 2021-02-01 18:33:57 > Calculate F_beta Score....
[INFO] 2021-02-01 18:34:52 > Calculate Accuracies....
[INFO] 2021-02-01 18:34:59 > Calculate Accuracies....
[INFO] 2021-02-01 18:35:01 > F_8 score (Step: 130000, Using test images): 0.9900133173419852
[INFO] 2021-02-01 18:35:01 > F_1/8 score (Step: 130000, Using test images): 0.9835898807478564
[INFO] 2021-02-01 18:35:01 > FID score (Step: 130000, Using test moments): 8.957160504500052
[INFO] 2021-02-01 18:35:01 > Inception score (Step: 130000, 10000 generated images): 10.256392478942871
[INFO] 2021-02-01 18:35:01 > Best FID score (Step: 130000, Using test moments): 8.957160504500052
[INFO] 2021-02-01 18:35:01 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 18:36:19 > Step: 130100 Progress: 41.6% Elapsed: 1 day, 5:36:18 temperature: no ada_p: 0.493523 Discriminator_loss: 0.785244 Generator_loss: 0.710721
[INFO] 2021-02-01 18:37:36 > Step: 130200 Progress: 41.7% Elapsed: 1 day, 5:37:36 temperature: no ada_p: 0.493907 Discriminator_loss: 0.835796 Generator_loss: 0.705943
[INFO] 2021-02-01 18:38:54 > Step: 130300 Progress: 41.7% Elapsed: 1 day, 5:38:54 temperature: no ada_p: 0.494291 Discriminator_loss: 0.769683 Generator_loss: 0.647166
[INFO] 2021-02-01 18:40:03 > Step: 130400 Progress: 41.7% Elapsed: 1 day, 5:40:03 temperature: no ada_p: 0.494675 Discriminator_loss: 0.808073 Generator_loss: 0.685177
[INFO] 2021-02-01 18:41:15 > Step: 130500 Progress: 41.8% Elapsed: 1 day, 5:41:15 temperature: no ada_p: 0.495059 Discriminator_loss: 0.769606 Generator_loss: 0.637785
[INFO] 2021-02-01 18:42:32 > Step: 130600 Progress: 41.8% Elapsed: 1 day, 5:42:32 temperature: no ada_p: 0.495437 Discriminator_loss: 0.902194 Generator_loss: 0.776885
[INFO] 2021-02-01 18:43:49 > Step: 130700 Progress: 41.8% Elapsed: 1 day, 5:43:49 temperature: no ada_p: 0.495821 Discriminator_loss: 0.818581 Generator_loss: 0.676106
[INFO] 2021-02-01 18:45:07 > Step: 130800 Progress: 41.9% Elapsed: 1 day, 5:45:07 temperature: no ada_p: 0.496205 Discriminator_loss: 0.834187 Generator_loss: 0.641307
[INFO] 2021-02-01 18:46:25 > Step: 130900 Progress: 41.9% Elapsed: 1 day, 5:46:25 temperature: no ada_p: 0.496589 Discriminator_loss: 0.829603 Generator_loss: 0.733435
[INFO] 2021-02-01 18:47:42 > Step: 131000 Progress: 41.9% Elapsed: 1 day, 5:47:42 temperature: no ada_p: 0.496973 Discriminator_loss: 0.823183 Generator_loss: 0.593826
[INFO] 2021-02-01 18:48:59 > Step: 131100 Progress: 42.0% Elapsed: 1 day, 5:48:59 temperature: no ada_p: 0.497357 Discriminator_loss: 0.850257 Generator_loss: 0.63901
[INFO] 2021-02-01 18:50:16 > Step: 131200 Progress: 42.0% Elapsed: 1 day, 5:50:15 temperature: no ada_p: 0.497741 Discriminator_loss: 0.856349 Generator_loss: 0.656913
[INFO] 2021-02-01 18:51:33 > Step: 131300 Progress: 42.0% Elapsed: 1 day, 5:51:33 temperature: no ada_p: 0.498125 Discriminator_loss: 0.788034 Generator_loss: 0.925827
[INFO] 2021-02-01 18:52:52 > Step: 131400 Progress: 42.0% Elapsed: 1 day, 5:52:52 temperature: no ada_p: 0.498509 Discriminator_loss: 0.903287 Generator_loss: 0.592339
[INFO] 2021-02-01 18:54:12 > Step: 131500 Progress: 42.1% Elapsed: 1 day, 5:54:11 temperature: no ada_p: 0.498893 Discriminator_loss: 0.839086 Generator_loss: 0.616336
[INFO] 2021-02-01 18:55:29 > Step: 131600 Progress: 42.1% Elapsed: 1 day, 5:55:29 temperature: no ada_p: 0.499277 Discriminator_loss: 0.781922 Generator_loss: 0.654617
[INFO] 2021-02-01 18:56:47 > Step: 131700 Progress: 42.1% Elapsed: 1 day, 5:56:46 temperature: no ada_p: 0.499661 Discriminator_loss: 0.807232 Generator_loss: 0.436635
[INFO] 2021-02-01 18:58:03 > Step: 131800 Progress: 42.2% Elapsed: 1 day, 5:58:03 temperature: no ada_p: 0.500045 Discriminator_loss: 0.805281 Generator_loss: 0.681219
[INFO] 2021-02-01 18:59:20 > Step: 131900 Progress: 42.2% Elapsed: 1 day, 5:59:20 temperature: no ada_p: 0.500423 Discriminator_loss: 0.882885 Generator_loss: 0.59815
[INFO] 2021-02-01 19:00:38 > Step: 132000 Progress: 42.2% Elapsed: 1 day, 6:00:37 temperature: no ada_p: 0.500807 Discriminator_loss: 0.836811 Generator_loss: 0.68637
[INFO] 2021-02-01 19:00:38 > Start Evaluation (132000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 19:00:38 > Calculating FID Score....
[INFO] 2021-02-01 19:01:05 > Calculating Inception Score....
[INFO] 2021-02-01 19:01:22 > Calculate F_beta Score....
[INFO] 2021-02-01 19:02:19 > Calculate Accuracies....
[INFO] 2021-02-01 19:02:25 > Calculate Accuracies....
[INFO] 2021-02-01 19:02:27 > F_8 score (Step: 132000, Using test images): 0.9909903544785583
[INFO] 2021-02-01 19:02:27 > F_1/8 score (Step: 132000, Using test images): 0.9817999256057548
[INFO] 2021-02-01 19:02:27 > FID score (Step: 132000, Using test moments): 9.024154951716355
[INFO] 2021-02-01 19:02:27 > Inception score (Step: 132000, 10000 generated images): 10.158641815185547
[INFO] 2021-02-01 19:02:27 > Best FID score (Step: 130000, Using test moments): 8.957160504500052
[INFO] 2021-02-01 19:02:27 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 19:03:44 > Step: 132100 Progress: 42.3% Elapsed: 1 day, 6:03:44 temperature: no ada_p: 0.501185 Discriminator_loss: 0.813471 Generator_loss: 0.603811
[INFO] 2021-02-01 19:05:02 > Step: 132200 Progress: 42.3% Elapsed: 1 day, 6:05:02 temperature: no ada_p: 0.501569 Discriminator_loss: 0.816128 Generator_loss: 0.678414
[INFO] 2021-02-01 19:06:19 > Step: 132300 Progress: 42.3% Elapsed: 1 day, 6:06:19 temperature: no ada_p: 0.501953 Discriminator_loss: 0.941786 Generator_loss: 0.563385
[INFO] 2021-02-01 19:07:37 > Step: 132400 Progress: 42.4% Elapsed: 1 day, 6:07:37 temperature: no ada_p: 0.502337 Discriminator_loss: 0.874093 Generator_loss: 0.672836
[INFO] 2021-02-01 19:08:53 > Step: 132500 Progress: 42.4% Elapsed: 1 day, 6:08:53 temperature: no ada_p: 0.502721 Discriminator_loss: 0.864342 Generator_loss: 0.743112
[INFO] 2021-02-01 19:10:05 > Step: 132600 Progress: 42.4% Elapsed: 1 day, 6:10:05 temperature: no ada_p: 0.503105 Discriminator_loss: 0.794536 Generator_loss: 0.828874
[INFO] 2021-02-01 19:11:21 > Step: 132700 Progress: 42.5% Elapsed: 1 day, 6:11:21 temperature: no ada_p: 0.503489 Discriminator_loss: 0.868282 Generator_loss: 0.68754
[INFO] 2021-02-01 19:12:38 > Step: 132800 Progress: 42.5% Elapsed: 1 day, 6:12:38 temperature: no ada_p: 0.503873 Discriminator_loss: 0.834408 Generator_loss: 0.694708
[INFO] 2021-02-01 19:13:55 > Step: 132900 Progress: 42.5% Elapsed: 1 day, 6:13:55 temperature: no ada_p: 0.504257 Discriminator_loss: 0.855601 Generator_loss: 0.736627
[INFO] 2021-02-01 19:15:13 > Step: 133000 Progress: 42.6% Elapsed: 1 day, 6:15:13 temperature: no ada_p: 0.504641 Discriminator_loss: 0.865301 Generator_loss: 0.501932
[INFO] 2021-02-01 19:16:31 > Step: 133100 Progress: 42.6% Elapsed: 1 day, 6:16:31 temperature: no ada_p: 0.505025 Discriminator_loss: 0.878258 Generator_loss: 0.486405
[INFO] 2021-02-01 19:17:48 > Step: 133200 Progress: 42.6% Elapsed: 1 day, 6:17:48 temperature: no ada_p: 0.505409 Discriminator_loss: 0.890695 Generator_loss: 0.638229
[INFO] 2021-02-01 19:19:06 > Step: 133300 Progress: 42.7% Elapsed: 1 day, 6:19:05 temperature: no ada_p: 0.505793 Discriminator_loss: 0.801873 Generator_loss: 0.596237
[INFO] 2021-02-01 19:20:23 > Step: 133400 Progress: 42.7% Elapsed: 1 day, 6:20:23 temperature: no ada_p: 0.506177 Discriminator_loss: 0.797037 Generator_loss: 0.57351
[INFO] 2021-02-01 19:21:40 > Step: 133500 Progress: 42.7% Elapsed: 1 day, 6:21:40 temperature: no ada_p: 0.506554 Discriminator_loss: 0.850578 Generator_loss: 0.515996
[INFO] 2021-02-01 19:22:59 > Step: 133600 Progress: 42.8% Elapsed: 1 day, 6:22:58 temperature: no ada_p: 0.506938 Discriminator_loss: 0.85571 Generator_loss: 0.589242
[INFO] 2021-02-01 19:24:15 > Step: 133700 Progress: 42.8% Elapsed: 1 day, 6:24:15 temperature: no ada_p: 0.507322 Discriminator_loss: 0.893149 Generator_loss: 0.720734
[INFO] 2021-02-01 19:25:33 > Step: 133800 Progress: 42.8% Elapsed: 1 day, 6:25:33 temperature: no ada_p: 0.507706 Discriminator_loss: 0.87287 Generator_loss: 0.663379
[INFO] 2021-02-01 19:26:51 > Step: 133900 Progress: 42.8% Elapsed: 1 day, 6:26:50 temperature: no ada_p: 0.50809 Discriminator_loss: 0.775977 Generator_loss: 0.826411
[INFO] 2021-02-01 19:28:07 > Step: 134000 Progress: 42.9% Elapsed: 1 day, 6:28:07 temperature: no ada_p: 0.508474 Discriminator_loss: 0.840407 Generator_loss: 0.698056
[INFO] 2021-02-01 19:28:07 > Start Evaluation (134000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 19:28:07 > Calculating FID Score....
[INFO] 2021-02-01 19:28:34 > Calculating Inception Score....
[INFO] 2021-02-01 19:28:51 > Calculate F_beta Score....
[INFO] 2021-02-01 19:29:47 > Calculate Accuracies....
[INFO] 2021-02-01 19:29:53 > Calculate Accuracies....
[INFO] 2021-02-01 19:29:55 > F_8 score (Step: 134000, Using test images): 0.9910903526499903
[INFO] 2021-02-01 19:29:55 > F_1/8 score (Step: 134000, Using test images): 0.9836077323134008
[INFO] 2021-02-01 19:29:55 > FID score (Step: 134000, Using test moments): 8.869410814509536
[INFO] 2021-02-01 19:29:55 > Inception score (Step: 134000, 10000 generated images): 10.317916870117188
[INFO] 2021-02-01 19:29:55 > Best FID score (Step: 134000, Using test moments): 8.869410814509536
[INFO] 2021-02-01 19:29:56 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 19:31:13 > Step: 134100 Progress: 42.9% Elapsed: 1 day, 6:31:13 temperature: no ada_p: 0.508858 Discriminator_loss: 0.758294 Generator_loss: 0.663613
[INFO] 2021-02-01 19:32:31 > Step: 134200 Progress: 42.9% Elapsed: 1 day, 6:32:31 temperature: no ada_p: 0.509242 Discriminator_loss: 0.808777 Generator_loss: 0.585941
[INFO] 2021-02-01 19:33:48 > Step: 134300 Progress: 43.0% Elapsed: 1 day, 6:33:48 temperature: no ada_p: 0.509626 Discriminator_loss: 0.815485 Generator_loss: 0.678539
[INFO] 2021-02-01 19:35:05 > Step: 134400 Progress: 43.0% Elapsed: 1 day, 6:35:05 temperature: no ada_p: 0.51001 Discriminator_loss: 0.841675 Generator_loss: 0.739732
[INFO] 2021-02-01 19:36:23 > Step: 134500 Progress: 43.0% Elapsed: 1 day, 6:36:23 temperature: no ada_p: 0.510394 Discriminator_loss: 0.854919 Generator_loss: 0.777089
[INFO] 2021-02-01 19:37:40 > Step: 134600 Progress: 43.1% Elapsed: 1 day, 6:37:39 temperature: no ada_p: 0.510778 Discriminator_loss: 0.807272 Generator_loss: 0.58976
[INFO] 2021-02-01 19:38:51 > Step: 134700 Progress: 43.1% Elapsed: 1 day, 6:38:51 temperature: no ada_p: 0.511162 Discriminator_loss: 0.886986 Generator_loss: 0.558536
[INFO] 2021-02-01 19:40:03 > Step: 134800 Progress: 43.1% Elapsed: 1 day, 6:40:03 temperature: no ada_p: 0.511546 Discriminator_loss: 0.85955 Generator_loss: 0.548129
[INFO] 2021-02-01 19:41:20 > Step: 134900 Progress: 43.2% Elapsed: 1 day, 6:41:20 temperature: no ada_p: 0.51193 Discriminator_loss: 0.80069 Generator_loss: 0.540262
[INFO] 2021-02-01 19:42:38 > Step: 135000 Progress: 43.2% Elapsed: 1 day, 6:42:37 temperature: no ada_p: 0.512314 Discriminator_loss: 0.876729 Generator_loss: 0.632161
[INFO] 2021-02-01 19:43:54 > Step: 135100 Progress: 43.2% Elapsed: 1 day, 6:43:54 temperature: no ada_p: 0.512698 Discriminator_loss: 0.880066 Generator_loss: 0.462459
[INFO] 2021-02-01 19:45:12 > Step: 135200 Progress: 43.3% Elapsed: 1 day, 6:45:12 temperature: no ada_p: 0.513082 Discriminator_loss: 0.841294 Generator_loss: 0.674455
[INFO] 2021-02-01 19:46:29 > Step: 135300 Progress: 43.3% Elapsed: 1 day, 6:46:29 temperature: no ada_p: 0.513466 Discriminator_loss: 0.784104 Generator_loss: 0.623337
[INFO] 2021-02-01 19:47:46 > Step: 135400 Progress: 43.3% Elapsed: 1 day, 6:47:45 temperature: no ada_p: 0.51385 Discriminator_loss: 0.862918 Generator_loss: 0.706959
[INFO] 2021-02-01 19:49:03 > Step: 135500 Progress: 43.4% Elapsed: 1 day, 6:49:03 temperature: no ada_p: 0.514234 Discriminator_loss: 0.837323 Generator_loss: 0.677734
[INFO] 2021-02-01 19:50:21 > Step: 135600 Progress: 43.4% Elapsed: 1 day, 6:50:21 temperature: no ada_p: 0.514618 Discriminator_loss: 0.827557 Generator_loss: 0.668793
[INFO] 2021-02-01 19:51:38 > Step: 135700 Progress: 43.4% Elapsed: 1 day, 6:51:37 temperature: no ada_p: 0.515002 Discriminator_loss: 0.866861 Generator_loss: 0.526712
[INFO] 2021-02-01 19:52:55 > Step: 135800 Progress: 43.5% Elapsed: 1 day, 6:52:54 temperature: no ada_p: 0.515386 Discriminator_loss: 0.904018 Generator_loss: 0.710859
[INFO] 2021-02-01 19:54:12 > Step: 135900 Progress: 43.5% Elapsed: 1 day, 6:54:12 temperature: no ada_p: 0.51577 Discriminator_loss: 0.804918 Generator_loss: 0.700498
[INFO] 2021-02-01 19:55:29 > Step: 136000 Progress: 43.5% Elapsed: 1 day, 6:55:28 temperature: no ada_p: 0.516154 Discriminator_loss: 0.852785 Generator_loss: 0.686036
[INFO] 2021-02-01 19:55:29 > Start Evaluation (136000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 19:55:29 > Calculating FID Score....
[INFO] 2021-02-01 19:55:56 > Calculating Inception Score....
[INFO] 2021-02-01 19:56:13 > Calculate F_beta Score....
[INFO] 2021-02-01 19:57:09 > Calculate Accuracies....
[INFO] 2021-02-01 19:57:16 > Calculate Accuracies....
[INFO] 2021-02-01 19:57:18 > F_8 score (Step: 136000, Using test images): 0.9935321556979585
[INFO] 2021-02-01 19:57:18 > F_1/8 score (Step: 136000, Using test images): 0.98376635264679
[INFO] 2021-02-01 19:57:18 > FID score (Step: 136000, Using test moments): 9.011706902891888
[INFO] 2021-02-01 19:57:18 > Inception score (Step: 136000, 10000 generated images): 10.233182907104492
[INFO] 2021-02-01 19:57:18 > Best FID score (Step: 134000, Using test moments): 8.869410814509536
[INFO] 2021-02-01 19:57:18 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 19:58:35 > Step: 136100 Progress: 43.6% Elapsed: 1 day, 6:58:35 temperature: no ada_p: 0.516538 Discriminator_loss: 0.864527 Generator_loss: 0.511576
[INFO] 2021-02-01 19:59:53 > Step: 136200 Progress: 43.6% Elapsed: 1 day, 6:59:53 temperature: no ada_p: 0.516922 Discriminator_loss: 0.78211 Generator_loss: 0.632313
[INFO] 2021-02-01 20:01:11 > Step: 136300 Progress: 43.6% Elapsed: 1 day, 7:01:11 temperature: no ada_p: 0.517306 Discriminator_loss: 0.87727 Generator_loss: 0.724638
[INFO] 2021-02-01 20:02:29 > Step: 136400 Progress: 43.6% Elapsed: 1 day, 7:02:28 temperature: no ada_p: 0.51769 Discriminator_loss: 0.815936 Generator_loss: 0.479768
[INFO] 2021-02-01 20:03:46 > Step: 136500 Progress: 43.7% Elapsed: 1 day, 7:03:46 temperature: no ada_p: 0.518074 Discriminator_loss: 0.821004 Generator_loss: 0.768536
[INFO] 2021-02-01 20:05:02 > Step: 136600 Progress: 43.7% Elapsed: 1 day, 7:05:02 temperature: no ada_p: 0.518452 Discriminator_loss: 0.89609 Generator_loss: 0.65275
[INFO] 2021-02-01 20:06:19 > Step: 136700 Progress: 43.7% Elapsed: 1 day, 7:06:19 temperature: no ada_p: 0.51883 Discriminator_loss: 0.840576 Generator_loss: 0.682442
[INFO] 2021-02-01 20:07:35 > Step: 136800 Progress: 43.8% Elapsed: 1 day, 7:07:35 temperature: no ada_p: 0.519214 Discriminator_loss: 0.768792 Generator_loss: 0.632323
[INFO] 2021-02-01 20:08:45 > Step: 136900 Progress: 43.8% Elapsed: 1 day, 7:08:45 temperature: no ada_p: 0.519598 Discriminator_loss: 0.792194 Generator_loss: 0.578782
[INFO] 2021-02-01 20:10:00 > Step: 137000 Progress: 43.8% Elapsed: 1 day, 7:09:59 temperature: no ada_p: 0.519982 Discriminator_loss: 0.900831 Generator_loss: 0.557624
[INFO] 2021-02-01 20:11:16 > Step: 137100 Progress: 43.9% Elapsed: 1 day, 7:11:16 temperature: no ada_p: 0.520366 Discriminator_loss: 0.860397 Generator_loss: 0.585734
[INFO] 2021-02-01 20:12:34 > Step: 137200 Progress: 43.9% Elapsed: 1 day, 7:12:33 temperature: no ada_p: 0.52075 Discriminator_loss: 0.843512 Generator_loss: 0.584194
[INFO] 2021-02-01 20:13:51 > Step: 137300 Progress: 43.9% Elapsed: 1 day, 7:13:51 temperature: no ada_p: 0.521134 Discriminator_loss: 0.783067 Generator_loss: 0.468879
[INFO] 2021-02-01 20:15:09 > Step: 137400 Progress: 44.0% Elapsed: 1 day, 7:15:09 temperature: no ada_p: 0.521518 Discriminator_loss: 0.835942 Generator_loss: 0.586931
[INFO] 2021-02-01 20:16:29 > Step: 137500 Progress: 44.0% Elapsed: 1 day, 7:16:28 temperature: no ada_p: 0.521902 Discriminator_loss: 0.861802 Generator_loss: 0.592823
[INFO] 2021-02-01 20:17:46 > Step: 137600 Progress: 44.0% Elapsed: 1 day, 7:17:45 temperature: no ada_p: 0.522286 Discriminator_loss: 0.846478 Generator_loss: 0.578915
[INFO] 2021-02-01 20:19:03 > Step: 137700 Progress: 44.1% Elapsed: 1 day, 7:19:03 temperature: no ada_p: 0.52267 Discriminator_loss: 0.870646 Generator_loss: 0.769957
[INFO] 2021-02-01 20:20:20 > Step: 137800 Progress: 44.1% Elapsed: 1 day, 7:20:20 temperature: no ada_p: 0.523054 Discriminator_loss: 0.811602 Generator_loss: 0.746954
[INFO] 2021-02-01 20:21:38 > Step: 137900 Progress: 44.1% Elapsed: 1 day, 7:21:38 temperature: no ada_p: 0.523438 Discriminator_loss: 0.883773 Generator_loss: 0.551073
[INFO] 2021-02-01 20:22:55 > Step: 138000 Progress: 44.2% Elapsed: 1 day, 7:22:55 temperature: no ada_p: 0.523822 Discriminator_loss: 0.828959 Generator_loss: 0.567384
[INFO] 2021-02-01 20:22:55 > Start Evaluation (138000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 20:22:55 > Calculating FID Score....
[INFO] 2021-02-01 20:23:23 > Calculating Inception Score....
[INFO] 2021-02-01 20:23:40 > Calculate F_beta Score....
[INFO] 2021-02-01 20:24:37 > Calculate Accuracies....
[INFO] 2021-02-01 20:24:43 > Calculate Accuracies....
[INFO] 2021-02-01 20:24:45 > F_8 score (Step: 138000, Using test images): 0.9893113120896755
[INFO] 2021-02-01 20:24:45 > F_1/8 score (Step: 138000, Using test images): 0.9822067680770404
[INFO] 2021-02-01 20:24:45 > FID score (Step: 138000, Using test moments): 8.90750692754392
[INFO] 2021-02-01 20:24:45 > Inception score (Step: 138000, 10000 generated images): 10.220782279968262
[INFO] 2021-02-01 20:24:45 > Best FID score (Step: 134000, Using test moments): 8.869410814509536
[INFO] 2021-02-01 20:24:45 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 20:26:03 > Step: 138100 Progress: 44.2% Elapsed: 1 day, 7:26:02 temperature: no ada_p: 0.524206 Discriminator_loss: 0.878763 Generator_loss: 0.696721
[INFO] 2021-02-01 20:27:20 > Step: 138200 Progress: 44.2% Elapsed: 1 day, 7:27:19 temperature: no ada_p: 0.52459 Discriminator_loss: 0.851241 Generator_loss: 0.55015
[INFO] 2021-02-01 20:28:38 > Step: 138300 Progress: 44.3% Elapsed: 1 day, 7:28:38 temperature: no ada_p: 0.524974 Discriminator_loss: 0.839813 Generator_loss: 0.598769
[INFO] 2021-02-01 20:29:56 > Step: 138400 Progress: 44.3% Elapsed: 1 day, 7:29:56 temperature: no ada_p: 0.525352 Discriminator_loss: 0.846713 Generator_loss: 0.63256
[INFO] 2021-02-01 20:31:12 > Step: 138500 Progress: 44.3% Elapsed: 1 day, 7:31:12 temperature: no ada_p: 0.525736 Discriminator_loss: 0.878423 Generator_loss: 0.646971
[INFO] 2021-02-01 20:32:30 > Step: 138600 Progress: 44.4% Elapsed: 1 day, 7:32:29 temperature: no ada_p: 0.52612 Discriminator_loss: 0.836844 Generator_loss: 0.593077
[INFO] 2021-02-01 20:33:47 > Step: 138700 Progress: 44.4% Elapsed: 1 day, 7:33:47 temperature: no ada_p: 0.526504 Discriminator_loss: 0.853263 Generator_loss: 0.600905
[INFO] 2021-02-01 20:35:05 > Step: 138800 Progress: 44.4% Elapsed: 1 day, 7:35:05 temperature: no ada_p: 0.526888 Discriminator_loss: 0.866276 Generator_loss: 0.610562
[INFO] 2021-02-01 20:36:22 > Step: 138900 Progress: 44.4% Elapsed: 1 day, 7:36:22 temperature: no ada_p: 0.527272 Discriminator_loss: 0.843203 Generator_loss: 0.560795
[INFO] 2021-02-01 20:37:37 > Step: 139000 Progress: 44.5% Elapsed: 1 day, 7:37:37 temperature: no ada_p: 0.527656 Discriminator_loss: 0.82589 Generator_loss: 0.660706
[INFO] 2021-02-01 20:38:45 > Step: 139100 Progress: 44.5% Elapsed: 1 day, 7:38:45 temperature: no ada_p: 0.52804 Discriminator_loss: 0.788414 Generator_loss: 0.524262
[INFO] 2021-02-01 20:40:01 > Step: 139200 Progress: 44.5% Elapsed: 1 day, 7:40:01 temperature: no ada_p: 0.528424 Discriminator_loss: 0.807874 Generator_loss: 0.584318
[INFO] 2021-02-01 20:41:19 > Step: 139300 Progress: 44.6% Elapsed: 1 day, 7:41:18 temperature: no ada_p: 0.528808 Discriminator_loss: 0.799976 Generator_loss: 0.64424
[INFO] 2021-02-01 20:42:36 > Step: 139400 Progress: 44.6% Elapsed: 1 day, 7:42:36 temperature: no ada_p: 0.529192 Discriminator_loss: 0.843311 Generator_loss: 0.637927
[INFO] 2021-02-01 20:43:53 > Step: 139500 Progress: 44.6% Elapsed: 1 day, 7:43:53 temperature: no ada_p: 0.529576 Discriminator_loss: 0.890944 Generator_loss: 0.612903
[INFO] 2021-02-01 20:45:10 > Step: 139600 Progress: 44.7% Elapsed: 1 day, 7:45:10 temperature: no ada_p: 0.52996 Discriminator_loss: 0.87395 Generator_loss: 0.64231
[INFO] 2021-02-01 20:46:28 > Step: 139700 Progress: 44.7% Elapsed: 1 day, 7:46:28 temperature: no ada_p: 0.530344 Discriminator_loss: 0.798135 Generator_loss: 0.569303
[INFO] 2021-02-01 20:47:45 > Step: 139800 Progress: 44.7% Elapsed: 1 day, 7:47:45 temperature: no ada_p: 0.530728 Discriminator_loss: 0.857771 Generator_loss: 0.536412
[INFO] 2021-02-01 20:49:02 > Step: 139900 Progress: 44.8% Elapsed: 1 day, 7:49:01 temperature: no ada_p: 0.531112 Discriminator_loss: 0.854122 Generator_loss: 0.666861
[INFO] 2021-02-01 20:50:19 > Step: 140000 Progress: 44.8% Elapsed: 1 day, 7:50:19 temperature: no ada_p: 0.531496 Discriminator_loss: 0.835602 Generator_loss: 0.61157
[INFO] 2021-02-01 20:50:19 > Start Evaluation (140000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 20:50:19 > Calculating FID Score....
[INFO] 2021-02-01 20:50:47 > Calculating Inception Score....
[INFO] 2021-02-01 20:51:03 > Calculate F_beta Score....
[INFO] 2021-02-01 20:52:00 > Calculate Accuracies....
[INFO] 2021-02-01 20:52:06 > Calculate Accuracies....
[INFO] 2021-02-01 20:52:08 > F_8 score (Step: 140000, Using test images): 0.9898136615419106
[INFO] 2021-02-01 20:52:08 > F_1/8 score (Step: 140000, Using test images): 0.9841435857622292
[INFO] 2021-02-01 20:52:08 > FID score (Step: 140000, Using test moments): 8.804875409317901
[INFO] 2021-02-01 20:52:08 > Inception score (Step: 140000, 10000 generated images): 10.243157386779785
[INFO] 2021-02-01 20:52:08 > Best FID score (Step: 140000, Using test moments): 8.804875409317901
[INFO] 2021-02-01 20:52:09 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 20:53:26 > Step: 140100 Progress: 44.8% Elapsed: 1 day, 7:53:25 temperature: no ada_p: 0.53188 Discriminator_loss: 0.880992 Generator_loss: 0.682381
[INFO] 2021-02-01 20:54:43 > Step: 140200 Progress: 44.9% Elapsed: 1 day, 7:54:43 temperature: no ada_p: 0.532264 Discriminator_loss: 0.870797 Generator_loss: 0.553519
[INFO] 2021-02-01 20:56:00 > Step: 140300 Progress: 44.9% Elapsed: 1 day, 7:56:00 temperature: no ada_p: 0.532648 Discriminator_loss: 0.836347 Generator_loss: 0.615208
[INFO] 2021-02-01 20:57:17 > Step: 140400 Progress: 44.9% Elapsed: 1 day, 7:57:17 temperature: no ada_p: 0.533032 Discriminator_loss: 0.829633 Generator_loss: 0.668641
[INFO] 2021-02-01 20:58:35 > Step: 140500 Progress: 45.0% Elapsed: 1 day, 7:58:35 temperature: no ada_p: 0.533416 Discriminator_loss: 0.835893 Generator_loss: 0.62781
[INFO] 2021-02-01 20:59:52 > Step: 140600 Progress: 45.0% Elapsed: 1 day, 7:59:52 temperature: no ada_p: 0.5338 Discriminator_loss: 0.895087 Generator_loss: 0.810268
[INFO] 2021-02-01 21:01:09 > Step: 140700 Progress: 45.0% Elapsed: 1 day, 8:01:09 temperature: no ada_p: 0.534184 Discriminator_loss: 0.885637 Generator_loss: 0.56848
[INFO] 2021-02-01 21:02:27 > Step: 140800 Progress: 45.1% Elapsed: 1 day, 8:02:27 temperature: no ada_p: 0.534568 Discriminator_loss: 0.821656 Generator_loss: 0.5491
[INFO] 2021-02-01 21:03:44 > Step: 140900 Progress: 45.1% Elapsed: 1 day, 8:03:44 temperature: no ada_p: 0.534952 Discriminator_loss: 0.836124 Generator_loss: 0.687607
[INFO] 2021-02-01 21:05:00 > Step: 141000 Progress: 45.1% Elapsed: 1 day, 8:05:00 temperature: no ada_p: 0.535336 Discriminator_loss: 0.889402 Generator_loss: 0.617392
[INFO] 2021-02-01 21:06:18 > Step: 141100 Progress: 45.2% Elapsed: 1 day, 8:06:18 temperature: no ada_p: 0.53572 Discriminator_loss: 0.830506 Generator_loss: 0.637971
[INFO] 2021-02-01 21:07:32 > Step: 141200 Progress: 45.2% Elapsed: 1 day, 8:07:32 temperature: no ada_p: 0.536104 Discriminator_loss: 0.817016 Generator_loss: 0.589982
[INFO] 2021-02-01 21:08:40 > Step: 141300 Progress: 45.2% Elapsed: 1 day, 8:08:39 temperature: no ada_p: 0.536488 Discriminator_loss: 0.774464 Generator_loss: 0.45321
[INFO] 2021-02-01 21:09:57 > Step: 141400 Progress: 45.2% Elapsed: 1 day, 8:09:57 temperature: no ada_p: 0.536872 Discriminator_loss: 0.820065 Generator_loss: 0.670625
[INFO] 2021-02-01 21:11:18 > Step: 141500 Progress: 45.3% Elapsed: 1 day, 8:11:18 temperature: no ada_p: 0.537256 Discriminator_loss: 0.817668 Generator_loss: 0.666054
[INFO] 2021-02-01 21:12:36 > Step: 141600 Progress: 45.3% Elapsed: 1 day, 8:12:35 temperature: no ada_p: 0.53764 Discriminator_loss: 0.855356 Generator_loss: 0.6261
[INFO] 2021-02-01 21:13:53 > Step: 141700 Progress: 45.3% Elapsed: 1 day, 8:13:53 temperature: no ada_p: 0.538024 Discriminator_loss: 0.812643 Generator_loss: 0.833194
[INFO] 2021-02-01 21:15:10 > Step: 141800 Progress: 45.4% Elapsed: 1 day, 8:15:10 temperature: no ada_p: 0.538408 Discriminator_loss: 0.803362 Generator_loss: 0.601307
[INFO] 2021-02-01 21:16:29 > Step: 141900 Progress: 45.4% Elapsed: 1 day, 8:16:29 temperature: no ada_p: 0.538792 Discriminator_loss: 0.849334 Generator_loss: 0.54754
[INFO] 2021-02-01 21:17:46 > Step: 142000 Progress: 45.4% Elapsed: 1 day, 8:17:46 temperature: no ada_p: 0.539176 Discriminator_loss: 0.85035 Generator_loss: 0.618824
[INFO] 2021-02-01 21:17:46 > Start Evaluation (142000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 21:17:46 > Calculating FID Score....
[INFO] 2021-02-01 21:18:14 > Calculating Inception Score....
[INFO] 2021-02-01 21:18:31 > Calculate F_beta Score....
[INFO] 2021-02-01 21:19:27 > Calculate Accuracies....
[INFO] 2021-02-01 21:19:34 > Calculate Accuracies....
[INFO] 2021-02-01 21:19:35 > F_8 score (Step: 142000, Using test images): 0.9916212399129165
[INFO] 2021-02-01 21:19:35 > F_1/8 score (Step: 142000, Using test images): 0.9837681572465696
[INFO] 2021-02-01 21:19:35 > FID score (Step: 142000, Using test moments): 8.880585416723761
[INFO] 2021-02-01 21:19:35 > Inception score (Step: 142000, 10000 generated images): 10.106704711914062
[INFO] 2021-02-01 21:19:35 > Best FID score (Step: 140000, Using test moments): 8.804875409317901
[INFO] 2021-02-01 21:19:35 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 21:20:52 > Step: 142100 Progress: 45.5% Elapsed: 1 day, 8:20:51 temperature: no ada_p: 0.53956 Discriminator_loss: 0.852412 Generator_loss: 0.632105
[INFO] 2021-02-01 21:22:10 > Step: 142200 Progress: 45.5% Elapsed: 1 day, 8:22:09 temperature: no ada_p: 0.539944 Discriminator_loss: 0.82705 Generator_loss: 0.658119
[INFO] 2021-02-01 21:23:27 > Step: 142300 Progress: 45.5% Elapsed: 1 day, 8:23:27 temperature: no ada_p: 0.540328 Discriminator_loss: 0.843018 Generator_loss: 0.660279
[INFO] 2021-02-01 21:24:44 > Step: 142400 Progress: 45.6% Elapsed: 1 day, 8:24:44 temperature: no ada_p: 0.540712 Discriminator_loss: 0.924143 Generator_loss: 0.566323
[INFO] 2021-02-01 21:26:01 > Step: 142500 Progress: 45.6% Elapsed: 1 day, 8:26:01 temperature: no ada_p: 0.541096 Discriminator_loss: 0.858842 Generator_loss: 0.638464
[INFO] 2021-02-01 21:27:18 > Step: 142600 Progress: 45.6% Elapsed: 1 day, 8:27:18 temperature: no ada_p: 0.54148 Discriminator_loss: 0.844526 Generator_loss: 0.580063
[INFO] 2021-02-01 21:28:36 > Step: 142700 Progress: 45.7% Elapsed: 1 day, 8:28:35 temperature: no ada_p: 0.541864 Discriminator_loss: 0.861278 Generator_loss: 0.632468
[INFO] 2021-02-01 21:29:53 > Step: 142800 Progress: 45.7% Elapsed: 1 day, 8:29:53 temperature: no ada_p: 0.542248 Discriminator_loss: 0.834925 Generator_loss: 0.521659
[INFO] 2021-02-01 21:31:10 > Step: 142900 Progress: 45.7% Elapsed: 1 day, 8:31:10 temperature: no ada_p: 0.542632 Discriminator_loss: 0.936335 Generator_loss: 0.641799
[INFO] 2021-02-01 21:32:28 > Step: 143000 Progress: 45.8% Elapsed: 1 day, 8:32:27 temperature: no ada_p: 0.543016 Discriminator_loss: 0.80891 Generator_loss: 0.664318
[INFO] 2021-02-01 21:33:45 > Step: 143100 Progress: 45.8% Elapsed: 1 day, 8:33:45 temperature: no ada_p: 0.5434 Discriminator_loss: 0.882245 Generator_loss: 0.660783
[INFO] 2021-02-01 21:35:02 > Step: 143200 Progress: 45.8% Elapsed: 1 day, 8:35:02 temperature: no ada_p: 0.543784 Discriminator_loss: 0.813962 Generator_loss: 0.557079
[INFO] 2021-02-01 21:36:20 > Step: 143300 Progress: 45.9% Elapsed: 1 day, 8:36:19 temperature: no ada_p: 0.544168 Discriminator_loss: 0.853404 Generator_loss: 0.724173
[INFO] 2021-02-01 21:37:27 > Step: 143400 Progress: 45.9% Elapsed: 1 day, 8:37:27 temperature: no ada_p: 0.544552 Discriminator_loss: 0.930597 Generator_loss: 0.658459
[INFO] 2021-02-01 21:38:40 > Step: 143500 Progress: 45.9% Elapsed: 1 day, 8:38:40 temperature: no ada_p: 0.544936 Discriminator_loss: 0.818938 Generator_loss: 0.523809
[INFO] 2021-02-01 21:39:58 > Step: 143600 Progress: 46.0% Elapsed: 1 day, 8:39:57 temperature: no ada_p: 0.54532 Discriminator_loss: 0.822171 Generator_loss: 0.619473
[INFO] 2021-02-01 21:41:15 > Step: 143700 Progress: 46.0% Elapsed: 1 day, 8:41:14 temperature: no ada_p: 0.545704 Discriminator_loss: 0.858883 Generator_loss: 0.698329
[INFO] 2021-02-01 21:42:32 > Step: 143800 Progress: 46.0% Elapsed: 1 day, 8:42:31 temperature: no ada_p: 0.546088 Discriminator_loss: 0.852426 Generator_loss: 0.652232
[INFO] 2021-02-01 21:43:49 > Step: 143900 Progress: 46.0% Elapsed: 1 day, 8:43:49 temperature: no ada_p: 0.546472 Discriminator_loss: 0.918117 Generator_loss: 0.592153
[INFO] 2021-02-01 21:45:06 > Step: 144000 Progress: 46.1% Elapsed: 1 day, 8:45:06 temperature: no ada_p: 0.546856 Discriminator_loss: 0.89108 Generator_loss: 0.692964
[INFO] 2021-02-01 21:45:06 > Start Evaluation (144000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 21:45:06 > Calculating FID Score....
[INFO] 2021-02-01 21:45:33 > Calculating Inception Score....
[INFO] 2021-02-01 21:45:50 > Calculate F_beta Score....
[INFO] 2021-02-01 21:46:47 > Calculate Accuracies....
[INFO] 2021-02-01 21:46:54 > Calculate Accuracies....
[INFO] 2021-02-01 21:46:55 > F_8 score (Step: 144000, Using test images): 0.9905058101926727
[INFO] 2021-02-01 21:46:55 > F_1/8 score (Step: 144000, Using test images): 0.986415806191697
[INFO] 2021-02-01 21:46:55 > FID score (Step: 144000, Using test moments): 8.721256847884888
[INFO] 2021-02-01 21:46:55 > Inception score (Step: 144000, 10000 generated images): 10.128445625305176
[INFO] 2021-02-01 21:46:55 > Best FID score (Step: 144000, Using test moments): 8.721256847884888
[INFO] 2021-02-01 21:46:56 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 21:48:14 > Step: 144100 Progress: 46.1% Elapsed: 1 day, 8:48:14 temperature: no ada_p: 0.54724 Discriminator_loss: 0.886009 Generator_loss: 0.645948
[INFO] 2021-02-01 21:49:32 > Step: 144200 Progress: 46.1% Elapsed: 1 day, 8:49:32 temperature: no ada_p: 0.547624 Discriminator_loss: 0.849674 Generator_loss: 0.736012
[INFO] 2021-02-01 21:50:49 > Step: 144300 Progress: 46.2% Elapsed: 1 day, 8:50:49 temperature: no ada_p: 0.548008 Discriminator_loss: 0.868537 Generator_loss: 0.563098
[INFO] 2021-02-01 21:52:07 > Step: 144400 Progress: 46.2% Elapsed: 1 day, 8:52:07 temperature: no ada_p: 0.548392 Discriminator_loss: 0.831823 Generator_loss: 0.608192
[INFO] 2021-02-01 21:53:25 > Step: 144500 Progress: 46.2% Elapsed: 1 day, 8:53:24 temperature: no ada_p: 0.548776 Discriminator_loss: 0.839103 Generator_loss: 0.597916
[INFO] 2021-02-01 21:54:42 > Step: 144600 Progress: 46.3% Elapsed: 1 day, 8:54:41 temperature: no ada_p: 0.54916 Discriminator_loss: 0.826185 Generator_loss: 0.59675
[INFO] 2021-02-01 21:55:59 > Step: 144700 Progress: 46.3% Elapsed: 1 day, 8:55:59 temperature: no ada_p: 0.549544 Discriminator_loss: 0.790634 Generator_loss: 0.585676
[INFO] 2021-02-01 21:57:17 > Step: 144800 Progress: 46.3% Elapsed: 1 day, 8:57:17 temperature: no ada_p: 0.549928 Discriminator_loss: 0.958959 Generator_loss: 0.599186
[INFO] 2021-02-01 21:58:34 > Step: 144900 Progress: 46.4% Elapsed: 1 day, 8:58:34 temperature: no ada_p: 0.550312 Discriminator_loss: 0.804693 Generator_loss: 0.572454
[INFO] 2021-02-01 21:59:52 > Step: 145000 Progress: 46.4% Elapsed: 1 day, 8:59:52 temperature: no ada_p: 0.550696 Discriminator_loss: 0.804773 Generator_loss: 0.634007
[INFO] 2021-02-01 22:01:09 > Step: 145100 Progress: 46.4% Elapsed: 1 day, 9:01:08 temperature: no ada_p: 0.55108 Discriminator_loss: 0.876906 Generator_loss: 0.580159
[INFO] 2021-02-01 22:02:26 > Step: 145200 Progress: 46.5% Elapsed: 1 day, 9:02:26 temperature: no ada_p: 0.551464 Discriminator_loss: 0.911321 Generator_loss: 0.583033
[INFO] 2021-02-01 22:03:44 > Step: 145300 Progress: 46.5% Elapsed: 1 day, 9:03:44 temperature: no ada_p: 0.551848 Discriminator_loss: 0.809539 Generator_loss: 0.622892
[INFO] 2021-02-01 22:05:01 > Step: 145400 Progress: 46.5% Elapsed: 1 day, 9:05:00 temperature: no ada_p: 0.552232 Discriminator_loss: 0.745052 Generator_loss: 0.640409
[INFO] 2021-02-01 22:06:18 > Step: 145500 Progress: 46.6% Elapsed: 1 day, 9:06:17 temperature: no ada_p: 0.552616 Discriminator_loss: 0.806015 Generator_loss: 0.487306
[INFO] 2021-02-01 22:07:30 > Step: 145600 Progress: 46.6% Elapsed: 1 day, 9:07:29 temperature: no ada_p: 0.553 Discriminator_loss: 0.902674 Generator_loss: 0.527765
[INFO] 2021-02-01 22:08:44 > Step: 145700 Progress: 46.6% Elapsed: 1 day, 9:08:44 temperature: no ada_p: 0.553384 Discriminator_loss: 0.868627 Generator_loss: 0.485454
[INFO] 2021-02-01 22:10:02 > Step: 145800 Progress: 46.7% Elapsed: 1 day, 9:10:01 temperature: no ada_p: 0.553762 Discriminator_loss: 0.859294 Generator_loss: 0.64105
[INFO] 2021-02-01 22:11:19 > Step: 145900 Progress: 46.7% Elapsed: 1 day, 9:11:19 temperature: no ada_p: 0.554146 Discriminator_loss: 0.855246 Generator_loss: 0.620144
[INFO] 2021-02-01 22:12:36 > Step: 146000 Progress: 46.7% Elapsed: 1 day, 9:12:36 temperature: no ada_p: 0.55453 Discriminator_loss: 0.856326 Generator_loss: 0.633478
[INFO] 2021-02-01 22:12:36 > Start Evaluation (146000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 22:12:36 > Calculating FID Score....
[INFO] 2021-02-01 22:13:03 > Calculating Inception Score....
[INFO] 2021-02-01 22:13:20 > Calculate F_beta Score....
[INFO] 2021-02-01 22:14:16 > Calculate Accuracies....
[INFO] 2021-02-01 22:14:23 > Calculate Accuracies....
[INFO] 2021-02-01 22:14:25 > F_8 score (Step: 146000, Using test images): 0.9907997615660971
[INFO] 2021-02-01 22:14:25 > F_1/8 score (Step: 146000, Using test images): 0.9849747562951836
[INFO] 2021-02-01 22:14:25 > FID score (Step: 146000, Using test moments): 8.785531075821439
[INFO] 2021-02-01 22:14:25 > Inception score (Step: 146000, 10000 generated images): 10.244014739990234
[INFO] 2021-02-01 22:14:25 > Best FID score (Step: 144000, Using test moments): 8.721256847884888
[INFO] 2021-02-01 22:14:25 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 22:15:42 > Step: 146100 Progress: 46.8% Elapsed: 1 day, 9:15:42 temperature: no ada_p: 0.554914 Discriminator_loss: 0.822462 Generator_loss: 0.601876
[INFO] 2021-02-01 22:16:59 > Step: 146200 Progress: 46.8% Elapsed: 1 day, 9:16:59 temperature: no ada_p: 0.555298 Discriminator_loss: 0.890846 Generator_loss: 0.667658
[INFO] 2021-02-01 22:18:17 > Step: 146300 Progress: 46.8% Elapsed: 1 day, 9:18:16 temperature: no ada_p: 0.555682 Discriminator_loss: 0.803741 Generator_loss: 0.630393
[INFO] 2021-02-01 22:19:34 > Step: 146400 Progress: 46.8% Elapsed: 1 day, 9:19:34 temperature: no ada_p: 0.556066 Discriminator_loss: 0.822855 Generator_loss: 0.66933
[INFO] 2021-02-01 22:20:51 > Step: 146500 Progress: 46.9% Elapsed: 1 day, 9:20:51 temperature: no ada_p: 0.55645 Discriminator_loss: 0.87501 Generator_loss: 0.596942
[INFO] 2021-02-01 22:22:10 > Step: 146600 Progress: 46.9% Elapsed: 1 day, 9:22:10 temperature: no ada_p: 0.556834 Discriminator_loss: 0.871462 Generator_loss: 0.557522
[INFO] 2021-02-01 22:23:27 > Step: 146700 Progress: 46.9% Elapsed: 1 day, 9:23:27 temperature: no ada_p: 0.557218 Discriminator_loss: 0.864375 Generator_loss: 0.601198
[INFO] 2021-02-01 22:24:44 > Step: 146800 Progress: 47.0% Elapsed: 1 day, 9:24:44 temperature: no ada_p: 0.557602 Discriminator_loss: 0.869143 Generator_loss: 0.568733
[INFO] 2021-02-01 22:26:01 > Step: 146900 Progress: 47.0% Elapsed: 1 day, 9:26:00 temperature: no ada_p: 0.557986 Discriminator_loss: 0.899796 Generator_loss: 0.619977
[INFO] 2021-02-01 22:27:18 > Step: 147000 Progress: 47.0% Elapsed: 1 day, 9:27:18 temperature: no ada_p: 0.55837 Discriminator_loss: 0.885215 Generator_loss: 0.586122
[INFO] 2021-02-01 22:28:34 > Step: 147100 Progress: 47.1% Elapsed: 1 day, 9:28:34 temperature: no ada_p: 0.558754 Discriminator_loss: 0.806175 Generator_loss: 0.680344
[INFO] 2021-02-01 22:29:52 > Step: 147200 Progress: 47.1% Elapsed: 1 day, 9:29:51 temperature: no ada_p: 0.559138 Discriminator_loss: 0.79334 Generator_loss: 0.547461
[INFO] 2021-02-01 22:31:10 > Step: 147300 Progress: 47.1% Elapsed: 1 day, 9:31:09 temperature: no ada_p: 0.559522 Discriminator_loss: 0.863072 Generator_loss: 0.535944
[INFO] 2021-02-01 22:32:27 > Step: 147400 Progress: 47.2% Elapsed: 1 day, 9:32:26 temperature: no ada_p: 0.559906 Discriminator_loss: 0.806195 Generator_loss: 0.6589
[INFO] 2021-02-01 22:33:44 > Step: 147500 Progress: 47.2% Elapsed: 1 day, 9:33:44 temperature: no ada_p: 0.56029 Discriminator_loss: 0.935492 Generator_loss: 0.575043
[INFO] 2021-02-01 22:35:01 > Step: 147600 Progress: 47.2% Elapsed: 1 day, 9:35:01 temperature: no ada_p: 0.560674 Discriminator_loss: 0.825208 Generator_loss: 0.557126
[INFO] 2021-02-01 22:36:14 > Step: 147700 Progress: 47.3% Elapsed: 1 day, 9:36:14 temperature: no ada_p: 0.561058 Discriminator_loss: 0.797692 Generator_loss: 0.674438
[INFO] 2021-02-01 22:37:25 > Step: 147800 Progress: 47.3% Elapsed: 1 day, 9:37:25 temperature: no ada_p: 0.561442 Discriminator_loss: 0.788191 Generator_loss: 0.649291
[INFO] 2021-02-01 22:38:42 > Step: 147900 Progress: 47.3% Elapsed: 1 day, 9:38:41 temperature: no ada_p: 0.561826 Discriminator_loss: 0.791791 Generator_loss: 0.703438
[INFO] 2021-02-01 22:39:59 > Step: 148000 Progress: 47.4% Elapsed: 1 day, 9:39:59 temperature: no ada_p: 0.56221 Discriminator_loss: 0.890149 Generator_loss: 0.608433
[INFO] 2021-02-01 22:39:59 > Start Evaluation (148000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 22:39:59 > Calculating FID Score....
[INFO] 2021-02-01 22:40:26 > Calculating Inception Score....
[INFO] 2021-02-01 22:40:43 > Calculate F_beta Score....
[INFO] 2021-02-01 22:41:39 > Calculate Accuracies....
[INFO] 2021-02-01 22:41:46 > Calculate Accuracies....
[INFO] 2021-02-01 22:41:48 > F_8 score (Step: 148000, Using test images): 0.9904966209635934
[INFO] 2021-02-01 22:41:48 > F_1/8 score (Step: 148000, Using test images): 0.9857284262426719
[INFO] 2021-02-01 22:41:48 > FID score (Step: 148000, Using test moments): 8.801137740372496
[INFO] 2021-02-01 22:41:48 > Inception score (Step: 148000, 10000 generated images): 10.27806282043457
[INFO] 2021-02-01 22:41:48 > Best FID score (Step: 144000, Using test moments): 8.721256847884888
[INFO] 2021-02-01 22:41:48 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 22:43:05 > Step: 148100 Progress: 47.4% Elapsed: 1 day, 9:43:05 temperature: no ada_p: 0.562594 Discriminator_loss: 0.933378 Generator_loss: 0.592945
[INFO] 2021-02-01 22:44:21 > Step: 148200 Progress: 47.4% Elapsed: 1 day, 9:44:21 temperature: no ada_p: 0.562978 Discriminator_loss: 0.896326 Generator_loss: 0.622084
[INFO] 2021-02-01 22:45:38 > Step: 148300 Progress: 47.5% Elapsed: 1 day, 9:45:38 temperature: no ada_p: 0.563362 Discriminator_loss: 0.813599 Generator_loss: 0.524725
[INFO] 2021-02-01 22:46:56 > Step: 148400 Progress: 47.5% Elapsed: 1 day, 9:46:55 temperature: no ada_p: 0.563746 Discriminator_loss: 0.941318 Generator_loss: 0.832971
[INFO] 2021-02-01 22:48:13 > Step: 148500 Progress: 47.5% Elapsed: 1 day, 9:48:13 temperature: no ada_p: 0.56413 Discriminator_loss: 0.86992 Generator_loss: 0.673432
[INFO] 2021-02-01 22:49:31 > Step: 148600 Progress: 47.6% Elapsed: 1 day, 9:49:30 temperature: no ada_p: 0.564514 Discriminator_loss: 0.834204 Generator_loss: 0.609391
[INFO] 2021-02-01 22:50:48 > Step: 148700 Progress: 47.6% Elapsed: 1 day, 9:50:48 temperature: no ada_p: 0.564898 Discriminator_loss: 0.855006 Generator_loss: 0.687711
[INFO] 2021-02-01 22:52:05 > Step: 148800 Progress: 47.6% Elapsed: 1 day, 9:52:05 temperature: no ada_p: 0.565282 Discriminator_loss: 0.819301 Generator_loss: 0.5809
[INFO] 2021-02-01 22:53:23 > Step: 148900 Progress: 47.6% Elapsed: 1 day, 9:53:22 temperature: no ada_p: 0.565666 Discriminator_loss: 0.834199 Generator_loss: 0.5964
[INFO] 2021-02-01 22:54:40 > Step: 149000 Progress: 47.7% Elapsed: 1 day, 9:54:39 temperature: no ada_p: 0.56605 Discriminator_loss: 0.915152 Generator_loss: 0.590783
[INFO] 2021-02-01 22:55:58 > Step: 149100 Progress: 47.7% Elapsed: 1 day, 9:55:57 temperature: no ada_p: 0.566434 Discriminator_loss: 0.835274 Generator_loss: 0.59499
[INFO] 2021-02-01 22:57:15 > Step: 149200 Progress: 47.7% Elapsed: 1 day, 9:57:15 temperature: no ada_p: 0.566818 Discriminator_loss: 0.935289 Generator_loss: 0.632134
[INFO] 2021-02-01 22:58:32 > Step: 149300 Progress: 47.8% Elapsed: 1 day, 9:58:32 temperature: no ada_p: 0.567202 Discriminator_loss: 0.863635 Generator_loss: 0.577701
[INFO] 2021-02-01 22:59:50 > Step: 149400 Progress: 47.8% Elapsed: 1 day, 9:59:49 temperature: no ada_p: 0.567586 Discriminator_loss: 0.840431 Generator_loss: 0.561157
[INFO] 2021-02-01 23:01:07 > Step: 149500 Progress: 47.8% Elapsed: 1 day, 10:01:07 temperature: no ada_p: 0.56797 Discriminator_loss: 0.850711 Generator_loss: 0.54744
[INFO] 2021-02-01 23:02:24 > Step: 149600 Progress: 47.9% Elapsed: 1 day, 10:02:24 temperature: no ada_p: 0.568354 Discriminator_loss: 0.82072 Generator_loss: 0.591954
[INFO] 2021-02-01 23:03:42 > Step: 149700 Progress: 47.9% Elapsed: 1 day, 10:03:41 temperature: no ada_p: 0.568738 Discriminator_loss: 0.886639 Generator_loss: 0.54657
[INFO] 2021-02-01 23:04:57 > Step: 149800 Progress: 47.9% Elapsed: 1 day, 10:04:57 temperature: no ada_p: 0.569122 Discriminator_loss: 0.861114 Generator_loss: 0.620234
[INFO] 2021-02-01 23:06:07 > Step: 149900 Progress: 48.0% Elapsed: 1 day, 10:06:07 temperature: no ada_p: 0.569506 Discriminator_loss: 0.867326 Generator_loss: 0.632858
[INFO] 2021-02-01 23:07:20 > Step: 150000 Progress: 48.0% Elapsed: 1 day, 10:07:20 temperature: no ada_p: 0.56989 Discriminator_loss: 0.870063 Generator_loss: 0.548986
[INFO] 2021-02-01 23:07:20 > Start Evaluation (150000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 23:07:20 > Calculating FID Score....
[INFO] 2021-02-01 23:07:47 > Calculating Inception Score....
[INFO] 2021-02-01 23:08:04 > Calculate F_beta Score....
[INFO] 2021-02-01 23:09:01 > Calculate Accuracies....
[INFO] 2021-02-01 23:09:07 > Calculate Accuracies....
[INFO] 2021-02-01 23:09:09 > F_8 score (Step: 150000, Using test images): 0.9900250710071631
[INFO] 2021-02-01 23:09:09 > F_1/8 score (Step: 150000, Using test images): 0.9861540188775908
[INFO] 2021-02-01 23:09:09 > FID score (Step: 150000, Using test moments): 8.707386610077208
[INFO] 2021-02-01 23:09:09 > Inception score (Step: 150000, 10000 generated images): 10.18626880645752
[INFO] 2021-02-01 23:09:09 > Best FID score (Step: 150000, Using test moments): 8.707386610077208
[INFO] 2021-02-01 23:09:10 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 23:10:28 > Step: 150100 Progress: 48.0% Elapsed: 1 day, 10:10:27 temperature: no ada_p: 0.570274 Discriminator_loss: 0.859444 Generator_loss: 0.488398
[INFO] 2021-02-01 23:11:45 > Step: 150200 Progress: 48.1% Elapsed: 1 day, 10:11:45 temperature: no ada_p: 0.570658 Discriminator_loss: 0.854941 Generator_loss: 0.584822
[INFO] 2021-02-01 23:13:06 > Step: 150300 Progress: 48.1% Elapsed: 1 day, 10:13:05 temperature: no ada_p: 0.571042 Discriminator_loss: 0.899609 Generator_loss: 0.545889
[INFO] 2021-02-01 23:14:22 > Step: 150400 Progress: 48.1% Elapsed: 1 day, 10:14:22 temperature: no ada_p: 0.571426 Discriminator_loss: 0.852705 Generator_loss: 0.746095
[INFO] 2021-02-01 23:15:40 > Step: 150500 Progress: 48.2% Elapsed: 1 day, 10:15:39 temperature: no ada_p: 0.57181 Discriminator_loss: 0.914925 Generator_loss: 0.548351
[INFO] 2021-02-01 23:16:57 > Step: 150600 Progress: 48.2% Elapsed: 1 day, 10:16:57 temperature: no ada_p: 0.572194 Discriminator_loss: 0.86525 Generator_loss: 0.601129
[INFO] 2021-02-01 23:18:14 > Step: 150700 Progress: 48.2% Elapsed: 1 day, 10:18:14 temperature: no ada_p: 0.572578 Discriminator_loss: 0.824789 Generator_loss: 0.675928
[INFO] 2021-02-01 23:19:31 > Step: 150800 Progress: 48.3% Elapsed: 1 day, 10:19:31 temperature: no ada_p: 0.572962 Discriminator_loss: 0.878676 Generator_loss: 0.637877
[INFO] 2021-02-01 23:20:49 > Step: 150900 Progress: 48.3% Elapsed: 1 day, 10:20:49 temperature: no ada_p: 0.573346 Discriminator_loss: 0.870684 Generator_loss: 0.549244
[INFO] 2021-02-01 23:22:06 > Step: 151000 Progress: 48.3% Elapsed: 1 day, 10:22:05 temperature: no ada_p: 0.57373 Discriminator_loss: 0.851944 Generator_loss: 0.523809
[INFO] 2021-02-01 23:23:23 > Step: 151100 Progress: 48.4% Elapsed: 1 day, 10:23:23 temperature: no ada_p: 0.574114 Discriminator_loss: 0.863155 Generator_loss: 0.535358
[INFO] 2021-02-01 23:24:40 > Step: 151200 Progress: 48.4% Elapsed: 1 day, 10:24:40 temperature: no ada_p: 0.574498 Discriminator_loss: 0.834785 Generator_loss: 0.644017
[INFO] 2021-02-01 23:25:58 > Step: 151300 Progress: 48.4% Elapsed: 1 day, 10:25:58 temperature: no ada_p: 0.574882 Discriminator_loss: 0.834009 Generator_loss: 0.47532
[INFO] 2021-02-01 23:27:16 > Step: 151400 Progress: 48.4% Elapsed: 1 day, 10:27:16 temperature: no ada_p: 0.575266 Discriminator_loss: 0.840795 Generator_loss: 0.658962
[INFO] 2021-02-01 23:28:33 > Step: 151500 Progress: 48.5% Elapsed: 1 day, 10:28:32 temperature: no ada_p: 0.57565 Discriminator_loss: 0.835227 Generator_loss: 0.545071
[INFO] 2021-02-01 23:29:50 > Step: 151600 Progress: 48.5% Elapsed: 1 day, 10:29:50 temperature: no ada_p: 0.576034 Discriminator_loss: 0.793634 Generator_loss: 0.666443
[INFO] 2021-02-01 23:31:08 > Step: 151700 Progress: 48.5% Elapsed: 1 day, 10:31:08 temperature: no ada_p: 0.576418 Discriminator_loss: 0.821746 Generator_loss: 0.611341
[INFO] 2021-02-01 23:32:25 > Step: 151800 Progress: 48.6% Elapsed: 1 day, 10:32:25 temperature: no ada_p: 0.576802 Discriminator_loss: 0.842857 Generator_loss: 0.695863
[INFO] 2021-02-01 23:33:43 > Step: 151900 Progress: 48.6% Elapsed: 1 day, 10:33:42 temperature: no ada_p: 0.577186 Discriminator_loss: 0.839082 Generator_loss: 0.557667
[INFO] 2021-02-01 23:34:59 > Step: 152000 Progress: 48.6% Elapsed: 1 day, 10:34:59 temperature: no ada_p: 0.57757 Discriminator_loss: 0.9649 Generator_loss: 0.728902
[INFO] 2021-02-01 23:34:59 > Start Evaluation (152000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 23:34:59 > Calculating FID Score....
[INFO] 2021-02-01 23:35:26 > Calculating Inception Score....
[INFO] 2021-02-01 23:35:43 > Calculate F_beta Score....
[INFO] 2021-02-01 23:36:39 > Calculate Accuracies....
[INFO] 2021-02-01 23:36:46 > Calculate Accuracies....
[INFO] 2021-02-01 23:36:47 > F_8 score (Step: 152000, Using test images): 0.992723435353864
[INFO] 2021-02-01 23:36:47 > F_1/8 score (Step: 152000, Using test images): 0.9879941071867135
[INFO] 2021-02-01 23:36:47 > FID score (Step: 152000, Using test moments): 8.599400954951534
[INFO] 2021-02-01 23:36:47 > Inception score (Step: 152000, 10000 generated images): 9.916855812072754
[INFO] 2021-02-01 23:36:47 > Best FID score (Step: 152000, Using test moments): 8.599400954951534
[INFO] 2021-02-01 23:36:48 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-01 23:38:05 > Step: 152100 Progress: 48.7% Elapsed: 1 day, 10:38:05 temperature: no ada_p: 0.577954 Discriminator_loss: 0.839745 Generator_loss: 0.591928
[INFO] 2021-02-01 23:39:26 > Step: 152200 Progress: 48.7% Elapsed: 1 day, 10:39:26 temperature: no ada_p: 0.578338 Discriminator_loss: 0.862043 Generator_loss: 0.562592
[INFO] 2021-02-01 23:40:44 > Step: 152300 Progress: 48.7% Elapsed: 1 day, 10:40:44 temperature: no ada_p: 0.578722 Discriminator_loss: 0.920726 Generator_loss: 0.685854
[INFO] 2021-02-01 23:42:01 > Step: 152400 Progress: 48.8% Elapsed: 1 day, 10:42:01 temperature: no ada_p: 0.579106 Discriminator_loss: 0.894845 Generator_loss: 0.642558
[INFO] 2021-02-01 23:43:19 > Step: 152500 Progress: 48.8% Elapsed: 1 day, 10:43:18 temperature: no ada_p: 0.57949 Discriminator_loss: 0.881604 Generator_loss: 0.63931
[INFO] 2021-02-01 23:44:36 > Step: 152600 Progress: 48.8% Elapsed: 1 day, 10:44:36 temperature: no ada_p: 0.579874 Discriminator_loss: 0.861991 Generator_loss: 0.535127
[INFO] 2021-02-01 23:45:54 > Step: 152700 Progress: 48.9% Elapsed: 1 day, 10:45:54 temperature: no ada_p: 0.580258 Discriminator_loss: 0.861386 Generator_loss: 0.510649
[INFO] 2021-02-01 23:47:12 > Step: 152800 Progress: 48.9% Elapsed: 1 day, 10:47:11 temperature: no ada_p: 0.580642 Discriminator_loss: 0.900756 Generator_loss: 0.601118
[INFO] 2021-02-01 23:48:29 > Step: 152900 Progress: 48.9% Elapsed: 1 day, 10:48:28 temperature: no ada_p: 0.581026 Discriminator_loss: 0.860306 Generator_loss: 0.623659
[INFO] 2021-02-01 23:49:46 > Step: 153000 Progress: 49.0% Elapsed: 1 day, 10:49:46 temperature: no ada_p: 0.58141 Discriminator_loss: 0.879293 Generator_loss: 0.681594
[INFO] 2021-02-01 23:51:04 > Step: 153100 Progress: 49.0% Elapsed: 1 day, 10:51:03 temperature: no ada_p: 0.581794 Discriminator_loss: 0.84769 Generator_loss: 0.809164
[INFO] 2021-02-01 23:52:20 > Step: 153200 Progress: 49.0% Elapsed: 1 day, 10:52:20 temperature: no ada_p: 0.582178 Discriminator_loss: 0.832823 Generator_loss: 0.580501
[INFO] 2021-02-01 23:53:38 > Step: 153300 Progress: 49.1% Elapsed: 1 day, 10:53:38 temperature: no ada_p: 0.582562 Discriminator_loss: 0.899071 Generator_loss: 0.59045
[INFO] 2021-02-01 23:54:56 > Step: 153400 Progress: 49.1% Elapsed: 1 day, 10:54:55 temperature: no ada_p: 0.582946 Discriminator_loss: 0.826263 Generator_loss: 0.713413
[INFO] 2021-02-01 23:56:12 > Step: 153500 Progress: 49.1% Elapsed: 1 day, 10:56:12 temperature: no ada_p: 0.58333 Discriminator_loss: 0.928381 Generator_loss: 0.633646
[INFO] 2021-02-01 23:57:30 > Step: 153600 Progress: 49.2% Elapsed: 1 day, 10:57:30 temperature: no ada_p: 0.583714 Discriminator_loss: 0.899806 Generator_loss: 0.548494
[INFO] 2021-02-01 23:58:47 > Step: 153700 Progress: 49.2% Elapsed: 1 day, 10:58:47 temperature: no ada_p: 0.584098 Discriminator_loss: 0.877703 Generator_loss: 0.696238
[INFO] 2021-02-02 00:00:05 > Step: 153800 Progress: 49.2% Elapsed: 1 day, 11:00:05 temperature: no ada_p: 0.584482 Discriminator_loss: 0.912773 Generator_loss: 0.590328
[INFO] 2021-02-02 00:01:22 > Step: 153900 Progress: 49.2% Elapsed: 1 day, 11:01:22 temperature: no ada_p: 0.584866 Discriminator_loss: 0.847171 Generator_loss: 0.600269
[INFO] 2021-02-02 00:02:40 > Step: 154000 Progress: 49.3% Elapsed: 1 day, 11:02:39 temperature: no ada_p: 0.58525 Discriminator_loss: 0.795916 Generator_loss: 0.509954
[INFO] 2021-02-02 00:02:40 > Start Evaluation (154000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 00:02:40 > Calculating FID Score....
[INFO] 2021-02-02 00:03:07 > Calculating Inception Score....
[INFO] 2021-02-02 00:03:24 > Calculate F_beta Score....
[INFO] 2021-02-02 00:04:20 > Calculate Accuracies....
[INFO] 2021-02-02 00:04:26 > Calculate Accuracies....
[INFO] 2021-02-02 00:04:28 > F_8 score (Step: 154000, Using test images): 0.991690597613508
[INFO] 2021-02-02 00:04:28 > F_1/8 score (Step: 154000, Using test images): 0.9877124019270034
[INFO] 2021-02-02 00:04:28 > FID score (Step: 154000, Using test moments): 8.658777255030657
[INFO] 2021-02-02 00:04:28 > Inception score (Step: 154000, 10000 generated images): 10.358208656311035
[INFO] 2021-02-02 00:04:28 > Best FID score (Step: 152000, Using test moments): 8.599400954951534
[INFO] 2021-02-02 00:04:28 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 00:05:40 > Step: 154100 Progress: 49.3% Elapsed: 1 day, 11:05:40 temperature: no ada_p: 0.585634 Discriminator_loss: 0.880007 Generator_loss: 0.550052
[INFO] 2021-02-02 00:06:53 > Step: 154200 Progress: 49.3% Elapsed: 1 day, 11:06:53 temperature: no ada_p: 0.586018 Discriminator_loss: 0.853347 Generator_loss: 0.619219
[INFO] 2021-02-02 00:08:11 > Step: 154300 Progress: 49.4% Elapsed: 1 day, 11:08:11 temperature: no ada_p: 0.586402 Discriminator_loss: 0.889187 Generator_loss: 0.653967
[INFO] 2021-02-02 00:09:28 > Step: 154400 Progress: 49.4% Elapsed: 1 day, 11:09:28 temperature: no ada_p: 0.586786 Discriminator_loss: 0.878091 Generator_loss: 0.634581
[INFO] 2021-02-02 00:10:46 > Step: 154500 Progress: 49.4% Elapsed: 1 day, 11:10:46 temperature: no ada_p: 0.58717 Discriminator_loss: 0.840339 Generator_loss: 0.649266
[INFO] 2021-02-02 00:12:03 > Step: 154600 Progress: 49.5% Elapsed: 1 day, 11:12:03 temperature: no ada_p: 0.587554 Discriminator_loss: 0.888104 Generator_loss: 0.609965
[INFO] 2021-02-02 00:13:21 > Step: 154700 Progress: 49.5% Elapsed: 1 day, 11:13:21 temperature: no ada_p: 0.587938 Discriminator_loss: 0.817581 Generator_loss: 0.666673
[INFO] 2021-02-02 00:14:39 > Step: 154800 Progress: 49.5% Elapsed: 1 day, 11:14:39 temperature: no ada_p: 0.588322 Discriminator_loss: 0.86715 Generator_loss: 0.688399
[INFO] 2021-02-02 00:15:56 > Step: 154900 Progress: 49.6% Elapsed: 1 day, 11:15:56 temperature: no ada_p: 0.588706 Discriminator_loss: 0.881695 Generator_loss: 0.535105
[INFO] 2021-02-02 00:17:14 > Step: 155000 Progress: 49.6% Elapsed: 1 day, 11:17:13 temperature: no ada_p: 0.58909 Discriminator_loss: 0.812732 Generator_loss: 0.654189
[INFO] 2021-02-02 00:18:31 > Step: 155100 Progress: 49.6% Elapsed: 1 day, 11:18:30 temperature: no ada_p: 0.589474 Discriminator_loss: 0.843554 Generator_loss: 0.505374
[INFO] 2021-02-02 00:19:49 > Step: 155200 Progress: 49.7% Elapsed: 1 day, 11:19:49 temperature: no ada_p: 0.589858 Discriminator_loss: 0.823438 Generator_loss: 0.565602
[INFO] 2021-02-02 00:21:06 > Step: 155300 Progress: 49.7% Elapsed: 1 day, 11:21:06 temperature: no ada_p: 0.590242 Discriminator_loss: 0.806056 Generator_loss: 0.554665
[INFO] 2021-02-02 00:22:23 > Step: 155400 Progress: 49.7% Elapsed: 1 day, 11:22:23 temperature: no ada_p: 0.590626 Discriminator_loss: 0.799016 Generator_loss: 0.771693
[INFO] 2021-02-02 00:23:41 > Step: 155500 Progress: 49.8% Elapsed: 1 day, 11:23:41 temperature: no ada_p: 0.59101 Discriminator_loss: 0.819734 Generator_loss: 0.552078
[INFO] 2021-02-02 00:24:58 > Step: 155600 Progress: 49.8% Elapsed: 1 day, 11:24:58 temperature: no ada_p: 0.591394 Discriminator_loss: 0.927903 Generator_loss: 0.686894
[INFO] 2021-02-02 00:26:16 > Step: 155700 Progress: 49.8% Elapsed: 1 day, 11:26:15 temperature: no ada_p: 0.591778 Discriminator_loss: 0.87163 Generator_loss: 0.552455
[INFO] 2021-02-02 00:27:34 > Step: 155800 Progress: 49.9% Elapsed: 1 day, 11:27:34 temperature: no ada_p: 0.592162 Discriminator_loss: 0.863978 Generator_loss: 0.593154
[INFO] 2021-02-02 00:28:52 > Step: 155900 Progress: 49.9% Elapsed: 1 day, 11:28:51 temperature: no ada_p: 0.592546 Discriminator_loss: 0.853271 Generator_loss: 0.543255
[INFO] 2021-02-02 00:30:09 > Step: 156000 Progress: 49.9% Elapsed: 1 day, 11:30:08 temperature: no ada_p: 0.59293 Discriminator_loss: 0.893265 Generator_loss: 0.642668
[INFO] 2021-02-02 00:30:09 > Start Evaluation (156000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 00:30:09 > Calculating FID Score....
[INFO] 2021-02-02 00:30:36 > Calculating Inception Score....
[INFO] 2021-02-02 00:30:53 > Calculate F_beta Score....
[INFO] 2021-02-02 00:31:51 > Calculate Accuracies....
[INFO] 2021-02-02 00:31:57 > Calculate Accuracies....
[INFO] 2021-02-02 00:31:59 > F_8 score (Step: 156000, Using test images): 0.9917548595080498
[INFO] 2021-02-02 00:31:59 > F_1/8 score (Step: 156000, Using test images): 0.990514462210167
[INFO] 2021-02-02 00:31:59 > FID score (Step: 156000, Using test moments): 8.528191680751206
[INFO] 2021-02-02 00:31:59 > Inception score (Step: 156000, 10000 generated images): 10.125157356262207
[INFO] 2021-02-02 00:31:59 > Best FID score (Step: 156000, Using test moments): 8.528191680751206
[INFO] 2021-02-02 00:31:59 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 00:33:17 > Step: 156100 Progress: 50.0% Elapsed: 1 day, 11:33:17 temperature: no ada_p: 0.593314 Discriminator_loss: 0.839876 Generator_loss: 0.50524
[INFO] 2021-02-02 00:34:34 > Step: 156200 Progress: 50.0% Elapsed: 1 day, 11:34:34 temperature: no ada_p: 0.593698 Discriminator_loss: 0.884729 Generator_loss: 0.608667
[INFO] 2021-02-02 00:35:46 > Step: 156300 Progress: 50.0% Elapsed: 1 day, 11:35:46 temperature: no ada_p: 0.594082 Discriminator_loss: 0.867264 Generator_loss: 0.612402
[INFO] 2021-02-02 00:37:00 > Step: 156400 Progress: 50.0% Elapsed: 1 day, 11:37:00 temperature: no ada_p: 0.594466 Discriminator_loss: 0.866632 Generator_loss: 0.565913
[INFO] 2021-02-02 00:38:17 > Step: 156500 Progress: 50.1% Elapsed: 1 day, 11:38:17 temperature: no ada_p: 0.59485 Discriminator_loss: 0.873792 Generator_loss: 0.705489
[INFO] 2021-02-02 00:39:35 > Step: 156600 Progress: 50.1% Elapsed: 1 day, 11:39:34 temperature: no ada_p: 0.595234 Discriminator_loss: 0.780306 Generator_loss: 0.582453
[INFO] 2021-02-02 00:40:52 > Step: 156700 Progress: 50.1% Elapsed: 1 day, 11:40:52 temperature: no ada_p: 0.595618 Discriminator_loss: 0.858235 Generator_loss: 0.584776
[INFO] 2021-02-02 00:42:10 > Step: 156800 Progress: 50.2% Elapsed: 1 day, 11:42:09 temperature: no ada_p: 0.596002 Discriminator_loss: 0.862711 Generator_loss: 0.632036
[INFO] 2021-02-02 00:43:27 > Step: 156900 Progress: 50.2% Elapsed: 1 day, 11:43:27 temperature: no ada_p: 0.596386 Discriminator_loss: 0.870192 Generator_loss: 0.591939
[INFO] 2021-02-02 00:44:44 > Step: 157000 Progress: 50.2% Elapsed: 1 day, 11:44:44 temperature: no ada_p: 0.59677 Discriminator_loss: 0.838347 Generator_loss: 0.618003
[INFO] 2021-02-02 00:46:01 > Step: 157100 Progress: 50.3% Elapsed: 1 day, 11:46:01 temperature: no ada_p: 0.597154 Discriminator_loss: 0.895313 Generator_loss: 0.671009
[INFO] 2021-02-02 00:47:19 > Step: 157200 Progress: 50.3% Elapsed: 1 day, 11:47:19 temperature: no ada_p: 0.597538 Discriminator_loss: 0.943279 Generator_loss: 0.541427
[INFO] 2021-02-02 00:48:37 > Step: 157300 Progress: 50.3% Elapsed: 1 day, 11:48:36 temperature: no ada_p: 0.597922 Discriminator_loss: 0.907294 Generator_loss: 0.622417
[INFO] 2021-02-02 00:49:53 > Step: 157400 Progress: 50.4% Elapsed: 1 day, 11:49:53 temperature: no ada_p: 0.598306 Discriminator_loss: 0.909468 Generator_loss: 0.535809
[INFO] 2021-02-02 00:51:11 > Step: 157500 Progress: 50.4% Elapsed: 1 day, 11:51:11 temperature: no ada_p: 0.59869 Discriminator_loss: 0.834782 Generator_loss: 0.561379
[INFO] 2021-02-02 00:52:28 > Step: 157600 Progress: 50.4% Elapsed: 1 day, 11:52:28 temperature: no ada_p: 0.599074 Discriminator_loss: 0.862083 Generator_loss: 0.526876
[INFO] 2021-02-02 00:53:46 > Step: 157700 Progress: 50.5% Elapsed: 1 day, 11:53:46 temperature: no ada_p: 0.599458 Discriminator_loss: 0.917639 Generator_loss: 0.617048
[INFO] 2021-02-02 00:55:03 > Step: 157800 Progress: 50.5% Elapsed: 1 day, 11:55:03 temperature: no ada_p: 0.599842 Discriminator_loss: 0.889575 Generator_loss: 0.639639
[INFO] 2021-02-02 00:56:21 > Step: 157900 Progress: 50.5% Elapsed: 1 day, 11:56:20 temperature: no ada_p: 0.600226 Discriminator_loss: 0.893018 Generator_loss: 0.730101
[INFO] 2021-02-02 00:57:38 > Step: 158000 Progress: 50.6% Elapsed: 1 day, 11:57:38 temperature: no ada_p: 0.60061 Discriminator_loss: 0.864773 Generator_loss: 0.520504
[INFO] 2021-02-02 00:57:39 > Start Evaluation (158000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 00:57:39 > Calculating FID Score....
[INFO] 2021-02-02 00:58:06 > Calculating Inception Score....
[INFO] 2021-02-02 00:58:23 > Calculate F_beta Score....
[INFO] 2021-02-02 00:59:19 > Calculate Accuracies....
[INFO] 2021-02-02 00:59:26 > Calculate Accuracies....
[INFO] 2021-02-02 00:59:28 > F_8 score (Step: 158000, Using test images): 0.9918867609727541
[INFO] 2021-02-02 00:59:28 > F_1/8 score (Step: 158000, Using test images): 0.9875528776131419
[INFO] 2021-02-02 00:59:28 > FID score (Step: 158000, Using test moments): 8.441826271183174
[INFO] 2021-02-02 00:59:28 > Inception score (Step: 158000, 10000 generated images): 10.403511047363281
[INFO] 2021-02-02 00:59:28 > Best FID score (Step: 158000, Using test moments): 8.441826271183174
[INFO] 2021-02-02 00:59:29 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 01:00:46 > Step: 158100 Progress: 50.6% Elapsed: 1 day, 12:00:46 temperature: no ada_p: 0.600994 Discriminator_loss: 0.875682 Generator_loss: 0.60519
[INFO] 2021-02-02 01:02:03 > Step: 158200 Progress: 50.6% Elapsed: 1 day, 12:02:03 temperature: no ada_p: 0.601378 Discriminator_loss: 0.822085 Generator_loss: 0.596977
[INFO] 2021-02-02 01:03:20 > Step: 158300 Progress: 50.7% Elapsed: 1 day, 12:03:20 temperature: no ada_p: 0.601762 Discriminator_loss: 0.897956 Generator_loss: 0.531205
[INFO] 2021-02-02 01:04:37 > Step: 158400 Progress: 50.7% Elapsed: 1 day, 12:04:37 temperature: no ada_p: 0.602146 Discriminator_loss: 0.917267 Generator_loss: 0.715554
[INFO] 2021-02-02 01:05:49 > Step: 158500 Progress: 50.7% Elapsed: 1 day, 12:05:49 temperature: no ada_p: 0.60253 Discriminator_loss: 0.852386 Generator_loss: 0.639317
[INFO] 2021-02-02 01:07:04 > Step: 158600 Progress: 50.8% Elapsed: 1 day, 12:07:03 temperature: no ada_p: 0.602914 Discriminator_loss: 0.862992 Generator_loss: 0.55992
[INFO] 2021-02-02 01:08:21 > Step: 158700 Progress: 50.8% Elapsed: 1 day, 12:08:21 temperature: no ada_p: 0.603298 Discriminator_loss: 0.865719 Generator_loss: 0.565023
[INFO] 2021-02-02 01:09:38 > Step: 158800 Progress: 50.8% Elapsed: 1 day, 12:09:38 temperature: no ada_p: 0.603682 Discriminator_loss: 0.846749 Generator_loss: 0.561576
[INFO] 2021-02-02 01:10:56 > Step: 158900 Progress: 50.8% Elapsed: 1 day, 12:10:56 temperature: no ada_p: 0.604066 Discriminator_loss: 0.914121 Generator_loss: 0.525457
[INFO] 2021-02-02 01:12:13 > Step: 159000 Progress: 50.9% Elapsed: 1 day, 12:12:12 temperature: no ada_p: 0.60445 Discriminator_loss: 0.826626 Generator_loss: 0.631361
[INFO] 2021-02-02 01:13:30 > Step: 159100 Progress: 50.9% Elapsed: 1 day, 12:13:30 temperature: no ada_p: 0.604834 Discriminator_loss: 0.911204 Generator_loss: 0.667959
[INFO] 2021-02-02 01:14:48 > Step: 159200 Progress: 50.9% Elapsed: 1 day, 12:14:48 temperature: no ada_p: 0.605218 Discriminator_loss: 0.819124 Generator_loss: 0.524693
[INFO] 2021-02-02 01:16:05 > Step: 159300 Progress: 51.0% Elapsed: 1 day, 12:16:05 temperature: no ada_p: 0.605602 Discriminator_loss: 0.81619 Generator_loss: 0.507221
[INFO] 2021-02-02 01:17:23 > Step: 159400 Progress: 51.0% Elapsed: 1 day, 12:17:23 temperature: no ada_p: 0.605986 Discriminator_loss: 0.874927 Generator_loss: 0.559232
[INFO] 2021-02-02 01:18:40 > Step: 159500 Progress: 51.0% Elapsed: 1 day, 12:18:40 temperature: no ada_p: 0.60637 Discriminator_loss: 0.845907 Generator_loss: 0.457041
[INFO] 2021-02-02 01:19:57 > Step: 159600 Progress: 51.1% Elapsed: 1 day, 12:19:57 temperature: no ada_p: 0.606754 Discriminator_loss: 0.865288 Generator_loss: 0.637544
[INFO] 2021-02-02 01:21:15 > Step: 159700 Progress: 51.1% Elapsed: 1 day, 12:21:15 temperature: no ada_p: 0.607138 Discriminator_loss: 0.90129 Generator_loss: 0.551306
[INFO] 2021-02-02 01:22:33 > Step: 159800 Progress: 51.1% Elapsed: 1 day, 12:22:32 temperature: no ada_p: 0.607522 Discriminator_loss: 0.882575 Generator_loss: 0.624523
[INFO] 2021-02-02 01:23:49 > Step: 159900 Progress: 51.2% Elapsed: 1 day, 12:23:49 temperature: no ada_p: 0.607906 Discriminator_loss: 0.894507 Generator_loss: 0.5482
[INFO] 2021-02-02 01:25:07 > Step: 160000 Progress: 51.2% Elapsed: 1 day, 12:25:06 temperature: no ada_p: 0.60829 Discriminator_loss: 0.822739 Generator_loss: 0.573334
[INFO] 2021-02-02 01:25:07 > Start Evaluation (160000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 01:25:07 > Calculating FID Score....
[INFO] 2021-02-02 01:25:34 > Calculating Inception Score....
[INFO] 2021-02-02 01:25:51 > Calculate F_beta Score....
[INFO] 2021-02-02 01:26:46 > Calculate Accuracies....
[INFO] 2021-02-02 01:26:53 > Calculate Accuracies....
[INFO] 2021-02-02 01:26:55 > F_8 score (Step: 160000, Using test images): 0.9920038064406895
[INFO] 2021-02-02 01:26:55 > F_1/8 score (Step: 160000, Using test images): 0.9876824162425446
[INFO] 2021-02-02 01:26:55 > FID score (Step: 160000, Using test moments): 8.498147822598355
[INFO] 2021-02-02 01:26:55 > Inception score (Step: 160000, 10000 generated images): 10.172745704650879
[INFO] 2021-02-02 01:26:55 > Best FID score (Step: 158000, Using test moments): 8.441826271183174
[INFO] 2021-02-02 01:26:55 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 01:28:12 > Step: 160100 Progress: 51.2% Elapsed: 1 day, 12:28:12 temperature: no ada_p: 0.608674 Discriminator_loss: 0.814682 Generator_loss: 0.616915
[INFO] 2021-02-02 01:29:30 > Step: 160200 Progress: 51.3% Elapsed: 1 day, 12:29:30 temperature: no ada_p: 0.609058 Discriminator_loss: 0.837773 Generator_loss: 0.628803
[INFO] 2021-02-02 01:30:48 > Step: 160300 Progress: 51.3% Elapsed: 1 day, 12:30:47 temperature: no ada_p: 0.609442 Discriminator_loss: 0.856791 Generator_loss: 0.63195
[INFO] 2021-02-02 01:32:06 > Step: 160400 Progress: 51.3% Elapsed: 1 day, 12:32:06 temperature: no ada_p: 0.609826 Discriminator_loss: 0.783416 Generator_loss: 0.57546
[INFO] 2021-02-02 01:33:24 > Step: 160500 Progress: 51.4% Elapsed: 1 day, 12:33:24 temperature: no ada_p: 0.61021 Discriminator_loss: 0.901055 Generator_loss: 0.60957
[INFO] 2021-02-02 01:34:39 > Step: 160600 Progress: 51.4% Elapsed: 1 day, 12:34:39 temperature: no ada_p: 0.610594 Discriminator_loss: 0.888052 Generator_loss: 0.568994
[INFO] 2021-02-02 01:35:50 > Step: 160700 Progress: 51.4% Elapsed: 1 day, 12:35:50 temperature: no ada_p: 0.610978 Discriminator_loss: 0.829741 Generator_loss: 0.574158
[INFO] 2021-02-02 01:37:07 > Step: 160800 Progress: 51.5% Elapsed: 1 day, 12:37:07 temperature: no ada_p: 0.611362 Discriminator_loss: 0.903596 Generator_loss: 0.60841
[INFO] 2021-02-02 01:38:25 > Step: 160900 Progress: 51.5% Elapsed: 1 day, 12:38:25 temperature: no ada_p: 0.611746 Discriminator_loss: 0.906411 Generator_loss: 0.533845
[INFO] 2021-02-02 01:39:42 > Step: 161000 Progress: 51.5% Elapsed: 1 day, 12:39:41 temperature: no ada_p: 0.61213 Discriminator_loss: 0.798999 Generator_loss: 0.62536
[INFO] 2021-02-02 01:40:59 > Step: 161100 Progress: 51.6% Elapsed: 1 day, 12:40:59 temperature: no ada_p: 0.612514 Discriminator_loss: 0.863149 Generator_loss: 0.607
[INFO] 2021-02-02 01:42:16 > Step: 161200 Progress: 51.6% Elapsed: 1 day, 12:42:16 temperature: no ada_p: 0.612898 Discriminator_loss: 0.842995 Generator_loss: 0.597651
[INFO] 2021-02-02 01:43:33 > Step: 161300 Progress: 51.6% Elapsed: 1 day, 12:43:33 temperature: no ada_p: 0.613282 Discriminator_loss: 0.884305 Generator_loss: 0.543491
[INFO] 2021-02-02 01:44:51 > Step: 161400 Progress: 51.6% Elapsed: 1 day, 12:44:50 temperature: no ada_p: 0.613666 Discriminator_loss: 0.84854 Generator_loss: 0.583357
[INFO] 2021-02-02 01:46:08 > Step: 161500 Progress: 51.7% Elapsed: 1 day, 12:46:07 temperature: no ada_p: 0.61405 Discriminator_loss: 0.922697 Generator_loss: 0.642509
[INFO] 2021-02-02 01:47:25 > Step: 161600 Progress: 51.7% Elapsed: 1 day, 12:47:25 temperature: no ada_p: 0.614434 Discriminator_loss: 0.867129 Generator_loss: 0.613837
[INFO] 2021-02-02 01:48:43 > Step: 161700 Progress: 51.7% Elapsed: 1 day, 12:48:43 temperature: no ada_p: 0.614818 Discriminator_loss: 0.855584 Generator_loss: 0.624544
[INFO] 2021-02-02 01:50:00 > Step: 161800 Progress: 51.8% Elapsed: 1 day, 12:49:59 temperature: no ada_p: 0.615202 Discriminator_loss: 0.924035 Generator_loss: 0.597802
[INFO] 2021-02-02 01:51:17 > Step: 161900 Progress: 51.8% Elapsed: 1 day, 12:51:17 temperature: no ada_p: 0.615586 Discriminator_loss: 0.882991 Generator_loss: 0.671076
[INFO] 2021-02-02 01:52:35 > Step: 162000 Progress: 51.8% Elapsed: 1 day, 12:52:35 temperature: no ada_p: 0.61597 Discriminator_loss: 0.824168 Generator_loss: 0.564604
[INFO] 2021-02-02 01:52:35 > Start Evaluation (162000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 01:52:35 > Calculating FID Score....
[INFO] 2021-02-02 01:53:02 > Calculating Inception Score....
[INFO] 2021-02-02 01:53:19 > Calculate F_beta Score....
[INFO] 2021-02-02 01:54:15 > Calculate Accuracies....
[INFO] 2021-02-02 01:54:21 > Calculate Accuracies....
[INFO] 2021-02-02 01:54:23 > F_8 score (Step: 162000, Using test images): 0.9927131214545483
[INFO] 2021-02-02 01:54:23 > F_1/8 score (Step: 162000, Using test images): 0.9869959036862069
[INFO] 2021-02-02 01:54:23 > FID score (Step: 162000, Using test moments): 8.501742866459722
[INFO] 2021-02-02 01:54:23 > Inception score (Step: 162000, 10000 generated images): 10.16961669921875
[INFO] 2021-02-02 01:54:23 > Best FID score (Step: 158000, Using test moments): 8.441826271183174
[INFO] 2021-02-02 01:54:23 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 01:55:40 > Step: 162100 Progress: 51.9% Elapsed: 1 day, 12:55:40 temperature: no ada_p: 0.616354 Discriminator_loss: 0.867882 Generator_loss: 0.544733
[INFO] 2021-02-02 01:56:58 > Step: 162200 Progress: 51.9% Elapsed: 1 day, 12:56:58 temperature: no ada_p: 0.616738 Discriminator_loss: 0.808612 Generator_loss: 0.631956
[INFO] 2021-02-02 01:58:15 > Step: 162300 Progress: 51.9% Elapsed: 1 day, 12:58:14 temperature: no ada_p: 0.617122 Discriminator_loss: 0.873915 Generator_loss: 0.583567
[INFO] 2021-02-02 01:59:31 > Step: 162400 Progress: 52.0% Elapsed: 1 day, 12:59:31 temperature: no ada_p: 0.617506 Discriminator_loss: 0.912294 Generator_loss: 0.613075
[INFO] 2021-02-02 02:00:47 > Step: 162500 Progress: 52.0% Elapsed: 1 day, 13:00:47 temperature: no ada_p: 0.61789 Discriminator_loss: 0.878428 Generator_loss: 0.629503
[INFO] 2021-02-02 02:02:04 > Step: 162600 Progress: 52.0% Elapsed: 1 day, 13:02:03 temperature: no ada_p: 0.618274 Discriminator_loss: 0.87778 Generator_loss: 0.617511
[INFO] 2021-02-02 02:03:21 > Step: 162700 Progress: 52.1% Elapsed: 1 day, 13:03:21 temperature: no ada_p: 0.618658 Discriminator_loss: 0.866026 Generator_loss: 0.593012
[INFO] 2021-02-02 02:04:37 > Step: 162800 Progress: 52.1% Elapsed: 1 day, 13:04:37 temperature: no ada_p: 0.619042 Discriminator_loss: 0.868236 Generator_loss: 0.454665
[INFO] 2021-02-02 02:05:48 > Step: 162900 Progress: 52.1% Elapsed: 1 day, 13:05:48 temperature: no ada_p: 0.619426 Discriminator_loss: 0.913236 Generator_loss: 0.623587
[INFO] 2021-02-02 02:07:04 > Step: 163000 Progress: 52.2% Elapsed: 1 day, 13:07:04 temperature: no ada_p: 0.61981 Discriminator_loss: 0.835589 Generator_loss: 0.631033
[INFO] 2021-02-02 02:08:20 > Step: 163100 Progress: 52.2% Elapsed: 1 day, 13:08:20 temperature: no ada_p: 0.620194 Discriminator_loss: 0.886502 Generator_loss: 0.541993
[INFO] 2021-02-02 02:09:37 > Step: 163200 Progress: 52.2% Elapsed: 1 day, 13:09:37 temperature: no ada_p: 0.620578 Discriminator_loss: 0.865797 Generator_loss: 0.570039
[INFO] 2021-02-02 02:10:53 > Step: 163300 Progress: 52.3% Elapsed: 1 day, 13:10:53 temperature: no ada_p: 0.620962 Discriminator_loss: 0.92753 Generator_loss: 0.576538
[INFO] 2021-02-02 02:12:11 > Step: 163400 Progress: 52.3% Elapsed: 1 day, 13:12:11 temperature: no ada_p: 0.621346 Discriminator_loss: 0.829687 Generator_loss: 0.619071
[INFO] 2021-02-02 02:13:29 > Step: 163500 Progress: 52.3% Elapsed: 1 day, 13:13:28 temperature: no ada_p: 0.62173 Discriminator_loss: 0.849603 Generator_loss: 0.558625
[INFO] 2021-02-02 02:14:46 > Step: 163600 Progress: 52.4% Elapsed: 1 day, 13:14:46 temperature: no ada_p: 0.622114 Discriminator_loss: 0.863239 Generator_loss: 0.599977
[INFO] 2021-02-02 02:16:05 > Step: 163700 Progress: 52.4% Elapsed: 1 day, 13:16:04 temperature: no ada_p: 0.622498 Discriminator_loss: 0.939275 Generator_loss: 0.648116
[INFO] 2021-02-02 02:17:23 > Step: 163800 Progress: 52.4% Elapsed: 1 day, 13:17:23 temperature: no ada_p: 0.622882 Discriminator_loss: 0.863829 Generator_loss: 0.532768
[INFO] 2021-02-02 02:18:41 > Step: 163900 Progress: 52.4% Elapsed: 1 day, 13:18:40 temperature: no ada_p: 0.623266 Discriminator_loss: 0.89533 Generator_loss: 0.639052
[INFO] 2021-02-02 02:19:57 > Step: 164000 Progress: 52.5% Elapsed: 1 day, 13:19:57 temperature: no ada_p: 0.62365 Discriminator_loss: 0.938237 Generator_loss: 0.507693
[INFO] 2021-02-02 02:19:57 > Start Evaluation (164000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 02:19:57 > Calculating FID Score....
[INFO] 2021-02-02 02:20:25 > Calculating Inception Score....
[INFO] 2021-02-02 02:20:41 > Calculate F_beta Score....
[INFO] 2021-02-02 02:21:38 > Calculate Accuracies....
[INFO] 2021-02-02 02:21:44 > Calculate Accuracies....
[INFO] 2021-02-02 02:21:46 > F_8 score (Step: 164000, Using test images): 0.9916014300808706
[INFO] 2021-02-02 02:21:46 > F_1/8 score (Step: 164000, Using test images): 0.9877957910714669
[INFO] 2021-02-02 02:21:46 > FID score (Step: 164000, Using test moments): 8.3817769287661
[INFO] 2021-02-02 02:21:46 > Inception score (Step: 164000, 10000 generated images): 10.300322532653809
[INFO] 2021-02-02 02:21:46 > Best FID score (Step: 164000, Using test moments): 8.3817769287661
[INFO] 2021-02-02 02:21:47 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 02:23:05 > Step: 164100 Progress: 52.5% Elapsed: 1 day, 13:23:05 temperature: no ada_p: 0.624034 Discriminator_loss: 0.880725 Generator_loss: 0.560971
[INFO] 2021-02-02 02:24:23 > Step: 164200 Progress: 52.5% Elapsed: 1 day, 13:24:23 temperature: no ada_p: 0.624418 Discriminator_loss: 0.899535 Generator_loss: 0.595069
[INFO] 2021-02-02 02:25:42 > Step: 164300 Progress: 52.6% Elapsed: 1 day, 13:25:41 temperature: no ada_p: 0.624802 Discriminator_loss: 0.98954 Generator_loss: 0.659481
[INFO] 2021-02-02 02:27:01 > Step: 164400 Progress: 52.6% Elapsed: 1 day, 13:27:01 temperature: no ada_p: 0.625186 Discriminator_loss: 0.924974 Generator_loss: 0.537668
[INFO] 2021-02-02 02:28:18 > Step: 164500 Progress: 52.6% Elapsed: 1 day, 13:28:17 temperature: no ada_p: 0.62557 Discriminator_loss: 0.862361 Generator_loss: 0.647466
[INFO] 2021-02-02 02:29:35 > Step: 164600 Progress: 52.7% Elapsed: 1 day, 13:29:35 temperature: no ada_p: 0.625954 Discriminator_loss: 0.861061 Generator_loss: 0.798796
[INFO] 2021-02-02 02:30:53 > Step: 164700 Progress: 52.7% Elapsed: 1 day, 13:30:53 temperature: no ada_p: 0.626338 Discriminator_loss: 0.855933 Generator_loss: 0.573503
[INFO] 2021-02-02 02:32:12 > Step: 164800 Progress: 52.7% Elapsed: 1 day, 13:32:12 temperature: no ada_p: 0.626722 Discriminator_loss: 0.896212 Generator_loss: 0.570253
[INFO] 2021-02-02 02:33:30 > Step: 164900 Progress: 52.8% Elapsed: 1 day, 13:33:29 temperature: no ada_p: 0.627106 Discriminator_loss: 0.893701 Generator_loss: 0.619839
[INFO] 2021-02-02 02:34:45 > Step: 165000 Progress: 52.8% Elapsed: 1 day, 13:34:45 temperature: no ada_p: 0.62749 Discriminator_loss: 0.850653 Generator_loss: 0.544248
[INFO] 2021-02-02 02:35:57 > Step: 165100 Progress: 52.8% Elapsed: 1 day, 13:35:56 temperature: no ada_p: 0.627874 Discriminator_loss: 0.866326 Generator_loss: 0.562186
[INFO] 2021-02-02 02:37:11 > Step: 165200 Progress: 52.9% Elapsed: 1 day, 13:37:11 temperature: no ada_p: 0.628258 Discriminator_loss: 0.896942 Generator_loss: 0.612088
[INFO] 2021-02-02 02:38:25 > Step: 165300 Progress: 52.9% Elapsed: 1 day, 13:38:25 temperature: no ada_p: 0.628642 Discriminator_loss: 0.836315 Generator_loss: 0.701696
[INFO] 2021-02-02 02:39:40 > Step: 165400 Progress: 52.9% Elapsed: 1 day, 13:39:40 temperature: no ada_p: 0.629026 Discriminator_loss: 0.948156 Generator_loss: 0.653219
[INFO] 2021-02-02 02:41:00 > Step: 165500 Progress: 53.0% Elapsed: 1 day, 13:40:59 temperature: no ada_p: 0.62941 Discriminator_loss: 0.841651 Generator_loss: 0.510477
[INFO] 2021-02-02 02:42:17 > Step: 165600 Progress: 53.0% Elapsed: 1 day, 13:42:17 temperature: no ada_p: 0.629794 Discriminator_loss: 0.878547 Generator_loss: 0.551926
[INFO] 2021-02-02 02:43:34 > Step: 165700 Progress: 53.0% Elapsed: 1 day, 13:43:34 temperature: no ada_p: 0.630178 Discriminator_loss: 0.893992 Generator_loss: 0.561738
[INFO] 2021-02-02 02:44:52 > Step: 165800 Progress: 53.1% Elapsed: 1 day, 13:44:52 temperature: no ada_p: 0.630562 Discriminator_loss: 0.857112 Generator_loss: 0.629386
[INFO] 2021-02-02 02:46:09 > Step: 165900 Progress: 53.1% Elapsed: 1 day, 13:46:09 temperature: no ada_p: 0.630946 Discriminator_loss: 0.882836 Generator_loss: 0.615698
[INFO] 2021-02-02 02:47:26 > Step: 166000 Progress: 53.1% Elapsed: 1 day, 13:47:26 temperature: no ada_p: 0.63133 Discriminator_loss: 0.8735 Generator_loss: 0.584618
[INFO] 2021-02-02 02:47:26 > Start Evaluation (166000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 02:47:26 > Calculating FID Score....
[INFO] 2021-02-02 02:47:54 > Calculating Inception Score....
[INFO] 2021-02-02 02:48:10 > Calculate F_beta Score....
[INFO] 2021-02-02 02:49:07 > Calculate Accuracies....
[INFO] 2021-02-02 02:49:13 > Calculate Accuracies....
[INFO] 2021-02-02 02:49:15 > F_8 score (Step: 166000, Using test images): 0.9898782875332989
[INFO] 2021-02-02 02:49:15 > F_1/8 score (Step: 166000, Using test images): 0.9880621293509732
[INFO] 2021-02-02 02:49:15 > FID score (Step: 166000, Using test moments): 8.359731250150958
[INFO] 2021-02-02 02:49:15 > Inception score (Step: 166000, 10000 generated images): 10.371861457824707
[INFO] 2021-02-02 02:49:15 > Best FID score (Step: 166000, Using test moments): 8.359731250150958
[INFO] 2021-02-02 02:49:16 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 02:50:33 > Step: 166100 Progress: 53.2% Elapsed: 1 day, 13:50:33 temperature: no ada_p: 0.631714 Discriminator_loss: 0.952922 Generator_loss: 0.655645
[INFO] 2021-02-02 02:51:51 > Step: 166200 Progress: 53.2% Elapsed: 1 day, 13:51:51 temperature: no ada_p: 0.632098 Discriminator_loss: 0.862545 Generator_loss: 0.63571
[INFO] 2021-02-02 02:53:08 > Step: 166300 Progress: 53.2% Elapsed: 1 day, 13:53:08 temperature: no ada_p: 0.632482 Discriminator_loss: 0.960011 Generator_loss: 0.514025
[INFO] 2021-02-02 02:54:26 > Step: 166400 Progress: 53.2% Elapsed: 1 day, 13:54:26 temperature: no ada_p: 0.632866 Discriminator_loss: 0.868637 Generator_loss: 0.443984
[INFO] 2021-02-02 02:55:43 > Step: 166500 Progress: 53.3% Elapsed: 1 day, 13:55:43 temperature: no ada_p: 0.63325 Discriminator_loss: 0.859194 Generator_loss: 0.589082
[INFO] 2021-02-02 02:57:02 > Step: 166600 Progress: 53.3% Elapsed: 1 day, 13:57:02 temperature: no ada_p: 0.633634 Discriminator_loss: 0.855296 Generator_loss: 0.583665
[INFO] 2021-02-02 02:58:20 > Step: 166700 Progress: 53.3% Elapsed: 1 day, 13:58:20 temperature: no ada_p: 0.634018 Discriminator_loss: 0.96427 Generator_loss: 0.554419
[INFO] 2021-02-02 02:59:37 > Step: 166800 Progress: 53.4% Elapsed: 1 day, 13:59:37 temperature: no ada_p: 0.634402 Discriminator_loss: 0.914422 Generator_loss: 0.612913
[INFO] 2021-02-02 03:00:54 > Step: 166900 Progress: 53.4% Elapsed: 1 day, 14:00:54 temperature: no ada_p: 0.634786 Discriminator_loss: 0.896615 Generator_loss: 0.656146
[INFO] 2021-02-02 03:02:12 > Step: 167000 Progress: 53.4% Elapsed: 1 day, 14:02:12 temperature: no ada_p: 0.63517 Discriminator_loss: 0.872181 Generator_loss: 0.540837
[INFO] 2021-02-02 03:03:29 > Step: 167100 Progress: 53.5% Elapsed: 1 day, 14:03:28 temperature: no ada_p: 0.635554 Discriminator_loss: 0.94966 Generator_loss: 0.642332
[INFO] 2021-02-02 03:04:43 > Step: 167200 Progress: 53.5% Elapsed: 1 day, 14:04:43 temperature: no ada_p: 0.635938 Discriminator_loss: 0.868152 Generator_loss: 0.603604
[INFO] 2021-02-02 03:05:55 > Step: 167300 Progress: 53.5% Elapsed: 1 day, 14:05:55 temperature: no ada_p: 0.636322 Discriminator_loss: 0.894662 Generator_loss: 0.469158
[INFO] 2021-02-02 03:07:11 > Step: 167400 Progress: 53.6% Elapsed: 1 day, 14:07:11 temperature: no ada_p: 0.636706 Discriminator_loss: 0.88233 Generator_loss: 0.523211
[INFO] 2021-02-02 03:08:29 > Step: 167500 Progress: 53.6% Elapsed: 1 day, 14:08:29 temperature: no ada_p: 0.63709 Discriminator_loss: 0.855661 Generator_loss: 0.637596
[INFO] 2021-02-02 03:09:46 > Step: 167600 Progress: 53.6% Elapsed: 1 day, 14:09:46 temperature: no ada_p: 0.637474 Discriminator_loss: 0.874201 Generator_loss: 0.54453
[INFO] 2021-02-02 03:11:04 > Step: 167700 Progress: 53.7% Elapsed: 1 day, 14:11:04 temperature: no ada_p: 0.637858 Discriminator_loss: 0.876467 Generator_loss: 0.595459
[INFO] 2021-02-02 03:12:21 > Step: 167800 Progress: 53.7% Elapsed: 1 day, 14:12:20 temperature: no ada_p: 0.638242 Discriminator_loss: 0.889166 Generator_loss: 0.528204
[INFO] 2021-02-02 03:13:38 > Step: 167900 Progress: 53.7% Elapsed: 1 day, 14:13:37 temperature: no ada_p: 0.638626 Discriminator_loss: 0.853447 Generator_loss: 0.510712
[INFO] 2021-02-02 03:14:55 > Step: 168000 Progress: 53.8% Elapsed: 1 day, 14:14:54 temperature: no ada_p: 0.63901 Discriminator_loss: 0.916458 Generator_loss: 0.563611
[INFO] 2021-02-02 03:14:55 > Start Evaluation (168000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 03:14:55 > Calculating FID Score....
[INFO] 2021-02-02 03:15:22 > Calculating Inception Score....
[INFO] 2021-02-02 03:15:39 > Calculate F_beta Score....
[INFO] 2021-02-02 03:16:35 > Calculate Accuracies....
[INFO] 2021-02-02 03:16:42 > Calculate Accuracies....
[INFO] 2021-02-02 03:16:43 > F_8 score (Step: 168000, Using test images): 0.9915933996830724
[INFO] 2021-02-02 03:16:43 > F_1/8 score (Step: 168000, Using test images): 0.9876936235060149
[INFO] 2021-02-02 03:16:43 > FID score (Step: 168000, Using test moments): 8.305668298149953
[INFO] 2021-02-02 03:16:43 > Inception score (Step: 168000, 10000 generated images): 10.488771438598633
[INFO] 2021-02-02 03:16:43 > Best FID score (Step: 168000, Using test moments): 8.305668298149953
[INFO] 2021-02-02 03:16:44 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 03:18:01 > Step: 168100 Progress: 53.8% Elapsed: 1 day, 14:18:01 temperature: no ada_p: 0.639394 Discriminator_loss: 0.867377 Generator_loss: 0.705136
[INFO] 2021-02-02 03:19:18 > Step: 168200 Progress: 53.8% Elapsed: 1 day, 14:19:18 temperature: no ada_p: 0.639778 Discriminator_loss: 0.88679 Generator_loss: 0.56077
[INFO] 2021-02-02 03:20:35 > Step: 168300 Progress: 53.9% Elapsed: 1 day, 14:20:35 temperature: no ada_p: 0.640162 Discriminator_loss: 0.835366 Generator_loss: 0.608979
[INFO] 2021-02-02 03:21:53 > Step: 168400 Progress: 53.9% Elapsed: 1 day, 14:21:53 temperature: no ada_p: 0.640546 Discriminator_loss: 0.885616 Generator_loss: 0.5753
[INFO] 2021-02-02 03:23:11 > Step: 168500 Progress: 53.9% Elapsed: 1 day, 14:23:10 temperature: no ada_p: 0.64093 Discriminator_loss: 0.88643 Generator_loss: 0.673334
[INFO] 2021-02-02 03:24:28 > Step: 168600 Progress: 54.0% Elapsed: 1 day, 14:24:28 temperature: no ada_p: 0.641314 Discriminator_loss: 0.896192 Generator_loss: 0.473808
[INFO] 2021-02-02 03:25:46 > Step: 168700 Progress: 54.0% Elapsed: 1 day, 14:25:45 temperature: no ada_p: 0.641698 Discriminator_loss: 0.936226 Generator_loss: 0.577941
[INFO] 2021-02-02 03:27:03 > Step: 168800 Progress: 54.0% Elapsed: 1 day, 14:27:02 temperature: no ada_p: 0.642082 Discriminator_loss: 0.867743 Generator_loss: 0.638063
[INFO] 2021-02-02 03:28:19 > Step: 168900 Progress: 54.0% Elapsed: 1 day, 14:28:19 temperature: no ada_p: 0.642466 Discriminator_loss: 0.884409 Generator_loss: 0.562881
[INFO] 2021-02-02 03:29:36 > Step: 169000 Progress: 54.1% Elapsed: 1 day, 14:29:35 temperature: no ada_p: 0.64285 Discriminator_loss: 0.85806 Generator_loss: 0.663286
[INFO] 2021-02-02 03:30:53 > Step: 169100 Progress: 54.1% Elapsed: 1 day, 14:30:53 temperature: no ada_p: 0.643234 Discriminator_loss: 0.8768 Generator_loss: 0.581618
[INFO] 2021-02-02 03:32:11 > Step: 169200 Progress: 54.1% Elapsed: 1 day, 14:32:11 temperature: no ada_p: 0.643618 Discriminator_loss: 0.910216 Generator_loss: 0.691433
[INFO] 2021-02-02 03:33:28 > Step: 169300 Progress: 54.2% Elapsed: 1 day, 14:33:28 temperature: no ada_p: 0.644002 Discriminator_loss: 0.901336 Generator_loss: 0.590506
[INFO] 2021-02-02 03:34:41 > Step: 169400 Progress: 54.2% Elapsed: 1 day, 14:34:41 temperature: no ada_p: 0.644386 Discriminator_loss: 0.858579 Generator_loss: 0.546696
[INFO] 2021-02-02 03:35:54 > Step: 169500 Progress: 54.2% Elapsed: 1 day, 14:35:54 temperature: no ada_p: 0.64477 Discriminator_loss: 0.868228 Generator_loss: 0.604027
[INFO] 2021-02-02 03:37:10 > Step: 169600 Progress: 54.3% Elapsed: 1 day, 14:37:10 temperature: no ada_p: 0.645154 Discriminator_loss: 0.900743 Generator_loss: 0.561626
[INFO] 2021-02-02 03:38:28 > Step: 169700 Progress: 54.3% Elapsed: 1 day, 14:38:28 temperature: no ada_p: 0.645538 Discriminator_loss: 0.928755 Generator_loss: 0.655649
[INFO] 2021-02-02 03:39:46 > Step: 169800 Progress: 54.3% Elapsed: 1 day, 14:39:46 temperature: no ada_p: 0.645922 Discriminator_loss: 0.934244 Generator_loss: 0.577662
[INFO] 2021-02-02 03:41:03 > Step: 169900 Progress: 54.4% Elapsed: 1 day, 14:41:02 temperature: no ada_p: 0.646306 Discriminator_loss: 0.877338 Generator_loss: 0.561333
[INFO] 2021-02-02 03:42:21 > Step: 170000 Progress: 54.4% Elapsed: 1 day, 14:42:20 temperature: no ada_p: 0.64669 Discriminator_loss: 0.843972 Generator_loss: 0.5902
[INFO] 2021-02-02 03:42:21 > Start Evaluation (170000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 03:42:21 > Calculating FID Score....
[INFO] 2021-02-02 03:42:48 > Calculating Inception Score....
[INFO] 2021-02-02 03:43:05 > Calculate F_beta Score....
[INFO] 2021-02-02 03:44:01 > Calculate Accuracies....
[INFO] 2021-02-02 03:44:08 > Calculate Accuracies....
[INFO] 2021-02-02 03:44:09 > F_8 score (Step: 170000, Using test images): 0.9902229186025022
[INFO] 2021-02-02 03:44:09 > F_1/8 score (Step: 170000, Using test images): 0.9888598128754703
[INFO] 2021-02-02 03:44:09 > FID score (Step: 170000, Using test moments): 8.305050377866678
[INFO] 2021-02-02 03:44:09 > Inception score (Step: 170000, 10000 generated images): 10.391519546508789
[INFO] 2021-02-02 03:44:09 > Best FID score (Step: 170000, Using test moments): 8.305050377866678
[INFO] 2021-02-02 03:44:10 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 03:45:28 > Step: 170100 Progress: 54.4% Elapsed: 1 day, 14:45:27 temperature: no ada_p: 0.647074 Discriminator_loss: 0.91901 Generator_loss: 0.626309
[INFO] 2021-02-02 03:46:45 > Step: 170200 Progress: 54.5% Elapsed: 1 day, 14:46:45 temperature: no ada_p: 0.647458 Discriminator_loss: 0.841788 Generator_loss: 0.611137
[INFO] 2021-02-02 03:48:03 > Step: 170300 Progress: 54.5% Elapsed: 1 day, 14:48:02 temperature: no ada_p: 0.647842 Discriminator_loss: 0.892155 Generator_loss: 0.487225
[INFO] 2021-02-02 03:49:20 > Step: 170400 Progress: 54.5% Elapsed: 1 day, 14:49:20 temperature: no ada_p: 0.648226 Discriminator_loss: 0.88946 Generator_loss: 0.582729
[INFO] 2021-02-02 03:50:38 > Step: 170500 Progress: 54.6% Elapsed: 1 day, 14:50:37 temperature: no ada_p: 0.64861 Discriminator_loss: 0.843259 Generator_loss: 0.619823
[INFO] 2021-02-02 03:51:55 > Step: 170600 Progress: 54.6% Elapsed: 1 day, 14:51:55 temperature: no ada_p: 0.648994 Discriminator_loss: 0.846827 Generator_loss: 0.512575
[INFO] 2021-02-02 03:53:12 > Step: 170700 Progress: 54.6% Elapsed: 1 day, 14:53:12 temperature: no ada_p: 0.649378 Discriminator_loss: 0.855194 Generator_loss: 0.549771
[INFO] 2021-02-02 03:54:30 > Step: 170800 Progress: 54.7% Elapsed: 1 day, 14:54:29 temperature: no ada_p: 0.649762 Discriminator_loss: 0.88694 Generator_loss: 0.624169
[INFO] 2021-02-02 03:55:47 > Step: 170900 Progress: 54.7% Elapsed: 1 day, 14:55:46 temperature: no ada_p: 0.650146 Discriminator_loss: 0.870741 Generator_loss: 0.608541
[INFO] 2021-02-02 03:57:03 > Step: 171000 Progress: 54.7% Elapsed: 1 day, 14:57:03 temperature: no ada_p: 0.65053 Discriminator_loss: 0.902793 Generator_loss: 0.555366
[INFO] 2021-02-02 03:58:21 > Step: 171100 Progress: 54.8% Elapsed: 1 day, 14:58:21 temperature: no ada_p: 0.650914 Discriminator_loss: 0.924814 Generator_loss: 0.541749
[INFO] 2021-02-02 03:59:44 > Step: 171200 Progress: 54.8% Elapsed: 1 day, 14:59:44 temperature: no ada_p: 0.651298 Discriminator_loss: 0.848138 Generator_loss: 0.644331
[INFO] 2021-02-02 04:01:06 > Step: 171300 Progress: 54.8% Elapsed: 1 day, 15:01:05 temperature: no ada_p: 0.651682 Discriminator_loss: 0.905055 Generator_loss: 0.549056
[INFO] 2021-02-02 04:02:26 > Step: 171400 Progress: 54.8% Elapsed: 1 day, 15:02:26 temperature: no ada_p: 0.652066 Discriminator_loss: 0.853869 Generator_loss: 0.599248
[INFO] 2021-02-02 04:03:46 > Step: 171500 Progress: 54.9% Elapsed: 1 day, 15:03:45 temperature: no ada_p: 0.65245 Discriminator_loss: 0.855516 Generator_loss: 0.569033
[INFO] 2021-02-02 04:04:58 > Step: 171600 Progress: 54.9% Elapsed: 1 day, 15:04:57 temperature: no ada_p: 0.652834 Discriminator_loss: 0.843145 Generator_loss: 0.589544
[INFO] 2021-02-02 04:06:12 > Step: 171700 Progress: 54.9% Elapsed: 1 day, 15:06:12 temperature: no ada_p: 0.653218 Discriminator_loss: 0.862017 Generator_loss: 0.52209
[INFO] 2021-02-02 04:07:28 > Step: 171800 Progress: 55.0% Elapsed: 1 day, 15:07:27 temperature: no ada_p: 0.653602 Discriminator_loss: 0.864438 Generator_loss: 0.524537
[INFO] 2021-02-02 04:08:45 > Step: 171900 Progress: 55.0% Elapsed: 1 day, 15:08:45 temperature: no ada_p: 0.653986 Discriminator_loss: 0.892722 Generator_loss: 0.562588
[INFO] 2021-02-02 04:10:03 > Step: 172000 Progress: 55.0% Elapsed: 1 day, 15:10:02 temperature: no ada_p: 0.65437 Discriminator_loss: 0.828779 Generator_loss: 0.508838
[INFO] 2021-02-02 04:10:03 > Start Evaluation (172000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 04:10:03 > Calculating FID Score....
[INFO] 2021-02-02 04:10:30 > Calculating Inception Score....
[INFO] 2021-02-02 04:10:47 > Calculate F_beta Score....
[INFO] 2021-02-02 04:11:43 > Calculate Accuracies....
[INFO] 2021-02-02 04:11:50 > Calculate Accuracies....
[INFO] 2021-02-02 04:11:51 > F_8 score (Step: 172000, Using test images): 0.993298424910888
[INFO] 2021-02-02 04:11:51 > F_1/8 score (Step: 172000, Using test images): 0.9880625174373273
[INFO] 2021-02-02 04:11:51 > FID score (Step: 172000, Using test moments): 8.180068441971912
[INFO] 2021-02-02 04:11:51 > Inception score (Step: 172000, 10000 generated images): 10.27137565612793
[INFO] 2021-02-02 04:11:51 > Best FID score (Step: 172000, Using test moments): 8.180068441971912
[INFO] 2021-02-02 04:11:52 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 04:13:09 > Step: 172100 Progress: 55.1% Elapsed: 1 day, 15:13:09 temperature: no ada_p: 0.654754 Discriminator_loss: 0.866665 Generator_loss: 0.602336
[INFO] 2021-02-02 04:14:27 > Step: 172200 Progress: 55.1% Elapsed: 1 day, 15:14:26 temperature: no ada_p: 0.655138 Discriminator_loss: 0.890308 Generator_loss: 0.619635
[INFO] 2021-02-02 04:15:47 > Step: 172300 Progress: 55.1% Elapsed: 1 day, 15:15:47 temperature: no ada_p: 0.655522 Discriminator_loss: 0.88626 Generator_loss: 0.583164
[INFO] 2021-02-02 04:17:05 > Step: 172400 Progress: 55.2% Elapsed: 1 day, 15:17:05 temperature: no ada_p: 0.655906 Discriminator_loss: 0.872199 Generator_loss: 0.550895
[INFO] 2021-02-02 04:18:25 > Step: 172500 Progress: 55.2% Elapsed: 1 day, 15:18:25 temperature: no ada_p: 0.65629 Discriminator_loss: 0.897897 Generator_loss: 0.548832
[INFO] 2021-02-02 04:19:46 > Step: 172600 Progress: 55.2% Elapsed: 1 day, 15:19:46 temperature: no ada_p: 0.656674 Discriminator_loss: 0.8981 Generator_loss: 0.608534
[INFO] 2021-02-02 04:21:11 > Step: 172700 Progress: 55.3% Elapsed: 1 day, 15:21:10 temperature: no ada_p: 0.657058 Discriminator_loss: 0.904378 Generator_loss: 0.54169
[INFO] 2021-02-02 04:22:33 > Step: 172800 Progress: 55.3% Elapsed: 1 day, 15:22:32 temperature: no ada_p: 0.657442 Discriminator_loss: 0.851659 Generator_loss: 0.526167
[INFO] 2021-02-02 04:23:54 > Step: 172900 Progress: 55.3% Elapsed: 1 day, 15:23:54 temperature: no ada_p: 0.657826 Discriminator_loss: 0.864956 Generator_loss: 0.538173
[INFO] 2021-02-02 04:25:16 > Step: 173000 Progress: 55.4% Elapsed: 1 day, 15:25:16 temperature: no ada_p: 0.65821 Discriminator_loss: 0.922101 Generator_loss: 0.567402
[INFO] 2021-02-02 04:26:37 > Step: 173100 Progress: 55.4% Elapsed: 1 day, 15:26:37 temperature: no ada_p: 0.658594 Discriminator_loss: 0.881807 Generator_loss: 0.576814
[INFO] 2021-02-02 04:27:55 > Step: 173200 Progress: 55.4% Elapsed: 1 day, 15:27:55 temperature: no ada_p: 0.658978 Discriminator_loss: 0.884896 Generator_loss: 0.64355
[INFO] 2021-02-02 04:29:14 > Step: 173300 Progress: 55.5% Elapsed: 1 day, 15:29:14 temperature: no ada_p: 0.659362 Discriminator_loss: 0.895703 Generator_loss: 0.526761
[INFO] 2021-02-02 04:30:31 > Step: 173400 Progress: 55.5% Elapsed: 1 day, 15:30:31 temperature: no ada_p: 0.659746 Discriminator_loss: 0.899051 Generator_loss: 0.544578
[INFO] 2021-02-02 04:31:48 > Step: 173500 Progress: 55.5% Elapsed: 1 day, 15:31:48 temperature: no ada_p: 0.66013 Discriminator_loss: 0.939615 Generator_loss: 0.548444
[INFO] 2021-02-02 04:33:06 > Step: 173600 Progress: 55.6% Elapsed: 1 day, 15:33:06 temperature: no ada_p: 0.660514 Discriminator_loss: 0.850017 Generator_loss: 0.563798
[INFO] 2021-02-02 04:34:24 > Step: 173700 Progress: 55.6% Elapsed: 1 day, 15:34:24 temperature: no ada_p: 0.660898 Discriminator_loss: 0.830992 Generator_loss: 0.478924
[INFO] 2021-02-02 04:35:35 > Step: 173800 Progress: 55.6% Elapsed: 1 day, 15:35:35 temperature: no ada_p: 0.661282 Discriminator_loss: 0.881367 Generator_loss: 0.611612
[INFO] 2021-02-02 04:36:48 > Step: 173900 Progress: 55.6% Elapsed: 1 day, 15:36:47 temperature: no ada_p: 0.661666 Discriminator_loss: 0.881202 Generator_loss: 0.515589
[INFO] 2021-02-02 04:38:05 > Step: 174000 Progress: 55.7% Elapsed: 1 day, 15:38:04 temperature: no ada_p: 0.66205 Discriminator_loss: 0.860395 Generator_loss: 0.637684
[INFO] 2021-02-02 04:38:05 > Start Evaluation (174000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 04:38:05 > Calculating FID Score....
[INFO] 2021-02-02 04:38:32 > Calculating Inception Score....
[INFO] 2021-02-02 04:38:49 > Calculate F_beta Score....
[INFO] 2021-02-02 04:39:45 > Calculate Accuracies....
[INFO] 2021-02-02 04:39:52 > Calculate Accuracies....
[INFO] 2021-02-02 04:39:54 > F_8 score (Step: 174000, Using test images): 0.9931877949142959
[INFO] 2021-02-02 04:39:54 > F_1/8 score (Step: 174000, Using test images): 0.9888251274463105
[INFO] 2021-02-02 04:39:54 > FID score (Step: 174000, Using test moments): 8.259427986482137
[INFO] 2021-02-02 04:39:54 > Inception score (Step: 174000, 10000 generated images): 10.427066802978516
[INFO] 2021-02-02 04:39:54 > Best FID score (Step: 172000, Using test moments): 8.180068441971912
[INFO] 2021-02-02 04:39:54 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 04:41:12 > Step: 174100 Progress: 55.7% Elapsed: 1 day, 15:41:11 temperature: no ada_p: 0.662434 Discriminator_loss: 0.859371 Generator_loss: 0.569163
[INFO] 2021-02-02 04:42:29 > Step: 174200 Progress: 55.7% Elapsed: 1 day, 15:42:29 temperature: no ada_p: 0.662818 Discriminator_loss: 0.94157 Generator_loss: 0.640614
[INFO] 2021-02-02 04:43:46 > Step: 174300 Progress: 55.8% Elapsed: 1 day, 15:43:46 temperature: no ada_p: 0.663202 Discriminator_loss: 0.87498 Generator_loss: 0.526749
[INFO] 2021-02-02 04:45:04 > Step: 174400 Progress: 55.8% Elapsed: 1 day, 15:45:03 temperature: no ada_p: 0.663586 Discriminator_loss: 0.904535 Generator_loss: 0.626188
[INFO] 2021-02-02 04:46:21 > Step: 174500 Progress: 55.8% Elapsed: 1 day, 15:46:21 temperature: no ada_p: 0.66397 Discriminator_loss: 0.899333 Generator_loss: 0.677764
[INFO] 2021-02-02 04:47:38 > Step: 174600 Progress: 55.9% Elapsed: 1 day, 15:47:38 temperature: no ada_p: 0.664354 Discriminator_loss: 0.885841 Generator_loss: 0.566779
[INFO] 2021-02-02 04:48:55 > Step: 174700 Progress: 55.9% Elapsed: 1 day, 15:48:55 temperature: no ada_p: 0.664738 Discriminator_loss: 0.880472 Generator_loss: 0.490924
[INFO] 2021-02-02 04:50:14 > Step: 174800 Progress: 55.9% Elapsed: 1 day, 15:50:13 temperature: no ada_p: 0.665122 Discriminator_loss: 0.896605 Generator_loss: 0.548877
[INFO] 2021-02-02 04:51:30 > Step: 174900 Progress: 56.0% Elapsed: 1 day, 15:51:30 temperature: no ada_p: 0.665506 Discriminator_loss: 0.898825 Generator_loss: 0.578024
[INFO] 2021-02-02 04:52:47 > Step: 175000 Progress: 56.0% Elapsed: 1 day, 15:52:47 temperature: no ada_p: 0.66589 Discriminator_loss: 0.83959 Generator_loss: 0.515945
[INFO] 2021-02-02 04:54:04 > Step: 175100 Progress: 56.0% Elapsed: 1 day, 15:54:04 temperature: no ada_p: 0.666274 Discriminator_loss: 0.851386 Generator_loss: 0.500388
[INFO] 2021-02-02 04:55:22 > Step: 175200 Progress: 56.1% Elapsed: 1 day, 15:55:22 temperature: no ada_p: 0.666658 Discriminator_loss: 0.884802 Generator_loss: 0.509536
[INFO] 2021-02-02 04:56:41 > Step: 175300 Progress: 56.1% Elapsed: 1 day, 15:56:40 temperature: no ada_p: 0.667042 Discriminator_loss: 0.933718 Generator_loss: 0.612858
[INFO] 2021-02-02 04:57:58 > Step: 175400 Progress: 56.1% Elapsed: 1 day, 15:57:57 temperature: no ada_p: 0.667426 Discriminator_loss: 0.894516 Generator_loss: 0.584857
[INFO] 2021-02-02 04:59:16 > Step: 175500 Progress: 56.2% Elapsed: 1 day, 15:59:15 temperature: no ada_p: 0.66781 Discriminator_loss: 0.973904 Generator_loss: 0.629269
[INFO] 2021-02-02 05:00:32 > Step: 175600 Progress: 56.2% Elapsed: 1 day, 16:00:32 temperature: no ada_p: 0.668194 Discriminator_loss: 0.88309 Generator_loss: 0.60657
[INFO] 2021-02-02 05:01:49 > Step: 175700 Progress: 56.2% Elapsed: 1 day, 16:01:49 temperature: no ada_p: 0.668578 Discriminator_loss: 0.845195 Generator_loss: 0.608834
[INFO] 2021-02-02 05:03:06 > Step: 175800 Progress: 56.3% Elapsed: 1 day, 16:03:06 temperature: no ada_p: 0.668962 Discriminator_loss: 0.944372 Generator_loss: 0.564639
[INFO] 2021-02-02 05:04:22 > Step: 175900 Progress: 56.3% Elapsed: 1 day, 16:04:22 temperature: no ada_p: 0.669346 Discriminator_loss: 0.885389 Generator_loss: 0.593857
[INFO] 2021-02-02 05:05:34 > Step: 176000 Progress: 56.3% Elapsed: 1 day, 16:05:33 temperature: no ada_p: 0.66973 Discriminator_loss: 0.919383 Generator_loss: 0.534669
[INFO] 2021-02-02 05:05:34 > Start Evaluation (176000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 05:05:34 > Calculating FID Score....
[INFO] 2021-02-02 05:06:01 > Calculating Inception Score....
[INFO] 2021-02-02 05:06:18 > Calculate F_beta Score....
[INFO] 2021-02-02 05:07:15 > Calculate Accuracies....
[INFO] 2021-02-02 05:07:22 > Calculate Accuracies....
[INFO] 2021-02-02 05:07:23 > F_8 score (Step: 176000, Using test images): 0.992672910879141
[INFO] 2021-02-02 05:07:23 > F_1/8 score (Step: 176000, Using test images): 0.9895555563451129
[INFO] 2021-02-02 05:07:23 > FID score (Step: 176000, Using test moments): 8.093488331428944
[INFO] 2021-02-02 05:07:23 > Inception score (Step: 176000, 10000 generated images): 10.346415519714355
[INFO] 2021-02-02 05:07:23 > Best FID score (Step: 176000, Using test moments): 8.093488331428944
[INFO] 2021-02-02 05:07:24 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 05:08:42 > Step: 176100 Progress: 56.4% Elapsed: 1 day, 16:08:42 temperature: no ada_p: 0.670114 Discriminator_loss: 0.912082 Generator_loss: 0.577191
[INFO] 2021-02-02 05:10:00 > Step: 176200 Progress: 56.4% Elapsed: 1 day, 16:10:00 temperature: no ada_p: 0.670498 Discriminator_loss: 0.898922 Generator_loss: 0.512661
[INFO] 2021-02-02 05:11:17 > Step: 176300 Progress: 56.4% Elapsed: 1 day, 16:11:17 temperature: no ada_p: 0.670882 Discriminator_loss: 0.868337 Generator_loss: 0.528675
[INFO] 2021-02-02 05:12:34 > Step: 176400 Progress: 56.4% Elapsed: 1 day, 16:12:34 temperature: no ada_p: 0.671266 Discriminator_loss: 0.871749 Generator_loss: 0.553239
[INFO] 2021-02-02 05:13:50 > Step: 176500 Progress: 56.5% Elapsed: 1 day, 16:13:50 temperature: no ada_p: 0.67165 Discriminator_loss: 0.863391 Generator_loss: 0.544397
[INFO] 2021-02-02 05:15:09 > Step: 176600 Progress: 56.5% Elapsed: 1 day, 16:15:08 temperature: no ada_p: 0.672034 Discriminator_loss: 0.886675 Generator_loss: 0.584168
[INFO] 2021-02-02 05:16:26 > Step: 176700 Progress: 56.5% Elapsed: 1 day, 16:16:26 temperature: no ada_p: 0.672418 Discriminator_loss: 0.894435 Generator_loss: 0.505869
[INFO] 2021-02-02 05:17:43 > Step: 176800 Progress: 56.6% Elapsed: 1 day, 16:17:43 temperature: no ada_p: 0.672802 Discriminator_loss: 0.886584 Generator_loss: 0.583625
[INFO] 2021-02-02 05:19:01 > Step: 176900 Progress: 56.6% Elapsed: 1 day, 16:19:01 temperature: no ada_p: 0.673186 Discriminator_loss: 0.874542 Generator_loss: 0.603967
[INFO] 2021-02-02 05:20:19 > Step: 177000 Progress: 56.6% Elapsed: 1 day, 16:20:19 temperature: no ada_p: 0.67357 Discriminator_loss: 0.866772 Generator_loss: 0.561902
[INFO] 2021-02-02 05:21:36 > Step: 177100 Progress: 56.7% Elapsed: 1 day, 16:21:35 temperature: no ada_p: 0.673954 Discriminator_loss: 0.86757 Generator_loss: 0.601361
[INFO] 2021-02-02 05:22:54 > Step: 177200 Progress: 56.7% Elapsed: 1 day, 16:22:53 temperature: no ada_p: 0.674338 Discriminator_loss: 0.924504 Generator_loss: 0.553363
[INFO] 2021-02-02 05:24:11 > Step: 177300 Progress: 56.7% Elapsed: 1 day, 16:24:11 temperature: no ada_p: 0.674722 Discriminator_loss: 0.832097 Generator_loss: 0.65786
[INFO] 2021-02-02 05:25:29 > Step: 177400 Progress: 56.8% Elapsed: 1 day, 16:25:29 temperature: no ada_p: 0.675106 Discriminator_loss: 0.856525 Generator_loss: 0.542631
[INFO] 2021-02-02 05:26:47 > Step: 177500 Progress: 56.8% Elapsed: 1 day, 16:26:47 temperature: no ada_p: 0.67549 Discriminator_loss: 0.844898 Generator_loss: 0.625981
[INFO] 2021-02-02 05:28:04 > Step: 177600 Progress: 56.8% Elapsed: 1 day, 16:28:04 temperature: no ada_p: 0.675874 Discriminator_loss: 0.841575 Generator_loss: 0.542229
[INFO] 2021-02-02 05:29:22 > Step: 177700 Progress: 56.9% Elapsed: 1 day, 16:29:21 temperature: no ada_p: 0.676258 Discriminator_loss: 0.87885 Generator_loss: 0.620215
[INFO] 2021-02-02 05:30:39 > Step: 177800 Progress: 56.9% Elapsed: 1 day, 16:30:38 temperature: no ada_p: 0.676642 Discriminator_loss: 0.905424 Generator_loss: 0.567833
[INFO] 2021-02-02 05:31:56 > Step: 177900 Progress: 56.9% Elapsed: 1 day, 16:31:56 temperature: no ada_p: 0.677026 Discriminator_loss: 0.873316 Generator_loss: 0.704571
[INFO] 2021-02-02 05:33:14 > Step: 178000 Progress: 57.0% Elapsed: 1 day, 16:33:13 temperature: no ada_p: 0.67741 Discriminator_loss: 0.858375 Generator_loss: 0.585048
[INFO] 2021-02-02 05:33:14 > Start Evaluation (178000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 05:33:14 > Calculating FID Score....
[INFO] 2021-02-02 05:33:41 > Calculating Inception Score....
[INFO] 2021-02-02 05:33:58 > Calculate F_beta Score....
[INFO] 2021-02-02 05:34:54 > Calculate Accuracies....
[INFO] 2021-02-02 05:35:00 > Calculate Accuracies....
[INFO] 2021-02-02 05:35:02 > F_8 score (Step: 178000, Using test images): 0.9931592473918008
[INFO] 2021-02-02 05:35:02 > F_1/8 score (Step: 178000, Using test images): 0.9890544130610672
[INFO] 2021-02-02 05:35:02 > FID score (Step: 178000, Using test moments): 8.041437812613708
[INFO] 2021-02-02 05:35:02 > Inception score (Step: 178000, 10000 generated images): 10.426185607910156
[INFO] 2021-02-02 05:35:02 > Best FID score (Step: 178000, Using test moments): 8.041437812613708
[INFO] 2021-02-02 05:35:03 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 05:36:11 > Step: 178100 Progress: 57.0% Elapsed: 1 day, 16:36:11 temperature: no ada_p: 0.677794 Discriminator_loss: 0.85629 Generator_loss: 0.553873
[INFO] 2021-02-02 05:37:28 > Step: 178200 Progress: 57.0% Elapsed: 1 day, 16:37:28 temperature: no ada_p: 0.678178 Discriminator_loss: 0.894463 Generator_loss: 0.548978
[INFO] 2021-02-02 05:38:46 > Step: 178300 Progress: 57.1% Elapsed: 1 day, 16:38:45 temperature: no ada_p: 0.678562 Discriminator_loss: 0.859708 Generator_loss: 0.62322
[INFO] 2021-02-02 05:40:03 > Step: 178400 Progress: 57.1% Elapsed: 1 day, 16:40:03 temperature: no ada_p: 0.678946 Discriminator_loss: 0.869704 Generator_loss: 0.598391
[INFO] 2021-02-02 05:41:20 > Step: 178500 Progress: 57.1% Elapsed: 1 day, 16:41:20 temperature: no ada_p: 0.67933 Discriminator_loss: 0.848804 Generator_loss: 0.547642
[INFO] 2021-02-02 05:42:39 > Step: 178600 Progress: 57.2% Elapsed: 1 day, 16:42:38 temperature: no ada_p: 0.679714 Discriminator_loss: 0.81901 Generator_loss: 0.604623
[INFO] 2021-02-02 05:43:56 > Step: 178700 Progress: 57.2% Elapsed: 1 day, 16:43:56 temperature: no ada_p: 0.680098 Discriminator_loss: 0.953615 Generator_loss: 0.579791
[INFO] 2021-02-02 05:45:13 > Step: 178800 Progress: 57.2% Elapsed: 1 day, 16:45:13 temperature: no ada_p: 0.680482 Discriminator_loss: 0.905999 Generator_loss: 0.531996
[INFO] 2021-02-02 05:46:31 > Step: 178900 Progress: 57.2% Elapsed: 1 day, 16:46:31 temperature: no ada_p: 0.680866 Discriminator_loss: 0.86815 Generator_loss: 0.512133
[INFO] 2021-02-02 05:47:48 > Step: 179000 Progress: 57.3% Elapsed: 1 day, 16:47:48 temperature: no ada_p: 0.68125 Discriminator_loss: 0.862385 Generator_loss: 0.585124
[INFO] 2021-02-02 05:49:06 > Step: 179100 Progress: 57.3% Elapsed: 1 day, 16:49:05 temperature: no ada_p: 0.681634 Discriminator_loss: 0.870295 Generator_loss: 0.551584
[INFO] 2021-02-02 05:50:23 > Step: 179200 Progress: 57.3% Elapsed: 1 day, 16:50:23 temperature: no ada_p: 0.682018 Discriminator_loss: 0.852748 Generator_loss: 0.534945
[INFO] 2021-02-02 05:51:40 > Step: 179300 Progress: 57.4% Elapsed: 1 day, 16:51:40 temperature: no ada_p: 0.682402 Discriminator_loss: 0.886506 Generator_loss: 0.537567
[INFO] 2021-02-02 05:52:58 > Step: 179400 Progress: 57.4% Elapsed: 1 day, 16:52:57 temperature: no ada_p: 0.682786 Discriminator_loss: 0.898494 Generator_loss: 0.55011
[INFO] 2021-02-02 05:54:16 > Step: 179500 Progress: 57.4% Elapsed: 1 day, 16:54:16 temperature: no ada_p: 0.68317 Discriminator_loss: 0.907458 Generator_loss: 0.454853
[INFO] 2021-02-02 05:55:34 > Step: 179600 Progress: 57.5% Elapsed: 1 day, 16:55:33 temperature: no ada_p: 0.683554 Discriminator_loss: 0.83771 Generator_loss: 0.559454
[INFO] 2021-02-02 05:56:51 > Step: 179700 Progress: 57.5% Elapsed: 1 day, 16:56:51 temperature: no ada_p: 0.683938 Discriminator_loss: 0.925648 Generator_loss: 0.564411
[INFO] 2021-02-02 05:58:09 > Step: 179800 Progress: 57.5% Elapsed: 1 day, 16:58:09 temperature: no ada_p: 0.684322 Discriminator_loss: 0.865584 Generator_loss: 0.562649
[INFO] 2021-02-02 05:59:26 > Step: 179900 Progress: 57.6% Elapsed: 1 day, 16:59:26 temperature: no ada_p: 0.684706 Discriminator_loss: 0.872215 Generator_loss: 0.502411
[INFO] 2021-02-02 06:00:44 > Step: 180000 Progress: 57.6% Elapsed: 1 day, 17:00:44 temperature: no ada_p: 0.68509 Discriminator_loss: 0.856689 Generator_loss: 0.568536
[INFO] 2021-02-02 06:00:44 > Start Evaluation (180000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 06:00:44 > Calculating FID Score....
[INFO] 2021-02-02 06:01:11 > Calculating Inception Score....
[INFO] 2021-02-02 06:01:28 > Calculate F_beta Score....
[INFO] 2021-02-02 06:02:24 > Calculate Accuracies....
[INFO] 2021-02-02 06:02:31 > Calculate Accuracies....
[INFO] 2021-02-02 06:02:32 > F_8 score (Step: 180000, Using test images): 0.9934917599046968
[INFO] 2021-02-02 06:02:32 > F_1/8 score (Step: 180000, Using test images): 0.9891015628702766
[INFO] 2021-02-02 06:02:32 > FID score (Step: 180000, Using test moments): 7.939945951892241
[INFO] 2021-02-02 06:02:32 > Inception score (Step: 180000, 10000 generated images): 10.082033157348633
[INFO] 2021-02-02 06:02:32 > Best FID score (Step: 180000, Using test moments): 7.939945951892241
[INFO] 2021-02-02 06:02:33 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 06:03:51 > Step: 180100 Progress: 57.6% Elapsed: 1 day, 17:03:51 temperature: no ada_p: 0.685474 Discriminator_loss: 0.852182 Generator_loss: 0.53517
[INFO] 2021-02-02 06:04:58 > Step: 180200 Progress: 57.7% Elapsed: 1 day, 17:04:57 temperature: no ada_p: 0.685858 Discriminator_loss: 0.861065 Generator_loss: 0.61419
[INFO] 2021-02-02 06:06:12 > Step: 180300 Progress: 57.7% Elapsed: 1 day, 17:06:11 temperature: no ada_p: 0.686242 Discriminator_loss: 0.910093 Generator_loss: 0.485676
[INFO] 2021-02-02 06:07:28 > Step: 180400 Progress: 57.7% Elapsed: 1 day, 17:07:28 temperature: no ada_p: 0.686626 Discriminator_loss: 0.830156 Generator_loss: 0.508852
[INFO] 2021-02-02 06:08:45 > Step: 180500 Progress: 57.8% Elapsed: 1 day, 17:08:45 temperature: no ada_p: 0.68701 Discriminator_loss: 0.891509 Generator_loss: 0.540385
[INFO] 2021-02-02 06:10:03 > Step: 180600 Progress: 57.8% Elapsed: 1 day, 17:10:03 temperature: no ada_p: 0.687394 Discriminator_loss: 0.873804 Generator_loss: 0.481246
[INFO] 2021-02-02 06:11:20 > Step: 180700 Progress: 57.8% Elapsed: 1 day, 17:11:20 temperature: no ada_p: 0.687778 Discriminator_loss: 0.884415 Generator_loss: 0.452084
[INFO] 2021-02-02 06:12:38 > Step: 180800 Progress: 57.9% Elapsed: 1 day, 17:12:37 temperature: no ada_p: 0.688162 Discriminator_loss: 0.948045 Generator_loss: 0.512789
[INFO] 2021-02-02 06:13:55 > Step: 180900 Progress: 57.9% Elapsed: 1 day, 17:13:55 temperature: no ada_p: 0.688546 Discriminator_loss: 0.908099 Generator_loss: 0.550757
[INFO] 2021-02-02 06:15:12 > Step: 181000 Progress: 57.9% Elapsed: 1 day, 17:15:12 temperature: no ada_p: 0.68893 Discriminator_loss: 0.916066 Generator_loss: 0.541986
[INFO] 2021-02-02 06:16:30 > Step: 181100 Progress: 58.0% Elapsed: 1 day, 17:16:30 temperature: no ada_p: 0.689314 Discriminator_loss: 0.870595 Generator_loss: 0.577926
[INFO] 2021-02-02 06:17:47 > Step: 181200 Progress: 58.0% Elapsed: 1 day, 17:17:47 temperature: no ada_p: 0.689698 Discriminator_loss: 0.906722 Generator_loss: 0.51048
[INFO] 2021-02-02 06:19:04 > Step: 181300 Progress: 58.0% Elapsed: 1 day, 17:19:04 temperature: no ada_p: 0.690082 Discriminator_loss: 0.872221 Generator_loss: 0.540976
[INFO] 2021-02-02 06:20:22 > Step: 181400 Progress: 58.0% Elapsed: 1 day, 17:20:22 temperature: no ada_p: 0.690466 Discriminator_loss: 0.867031 Generator_loss: 0.550231
[INFO] 2021-02-02 06:21:39 > Step: 181500 Progress: 58.1% Elapsed: 1 day, 17:21:39 temperature: no ada_p: 0.69085 Discriminator_loss: 0.893652 Generator_loss: 0.581019
[INFO] 2021-02-02 06:22:56 > Step: 181600 Progress: 58.1% Elapsed: 1 day, 17:22:56 temperature: no ada_p: 0.691234 Discriminator_loss: 0.85277 Generator_loss: 0.510991
[INFO] 2021-02-02 06:24:14 > Step: 181700 Progress: 58.1% Elapsed: 1 day, 17:24:13 temperature: no ada_p: 0.691618 Discriminator_loss: 0.848931 Generator_loss: 0.530933
[INFO] 2021-02-02 06:25:31 > Step: 181800 Progress: 58.2% Elapsed: 1 day, 17:25:30 temperature: no ada_p: 0.692002 Discriminator_loss: 0.907982 Generator_loss: 0.559984
[INFO] 2021-02-02 06:26:48 > Step: 181900 Progress: 58.2% Elapsed: 1 day, 17:26:48 temperature: no ada_p: 0.692386 Discriminator_loss: 0.855921 Generator_loss: 0.56274
[INFO] 2021-02-02 06:28:06 > Step: 182000 Progress: 58.2% Elapsed: 1 day, 17:28:06 temperature: no ada_p: 0.69277 Discriminator_loss: 0.915185 Generator_loss: 0.604428
[INFO] 2021-02-02 06:28:06 > Start Evaluation (182000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 06:28:06 > Calculating FID Score....
[INFO] 2021-02-02 06:28:33 > Calculating Inception Score....
[INFO] 2021-02-02 06:28:50 > Calculate F_beta Score....
[INFO] 2021-02-02 06:29:46 > Calculate Accuracies....
[INFO] 2021-02-02 06:29:53 > Calculate Accuracies....
[INFO] 2021-02-02 06:29:55 > F_8 score (Step: 182000, Using test images): 0.9938705516823413
[INFO] 2021-02-02 06:29:55 > F_1/8 score (Step: 182000, Using test images): 0.9929856920561417
[INFO] 2021-02-02 06:29:55 > FID score (Step: 182000, Using test moments): 8.033060972715703
[INFO] 2021-02-02 06:29:55 > Inception score (Step: 182000, 10000 generated images): 10.177117347717285
[INFO] 2021-02-02 06:29:55 > Best FID score (Step: 180000, Using test moments): 7.939945951892241
[INFO] 2021-02-02 06:29:55 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 06:31:12 > Step: 182100 Progress: 58.3% Elapsed: 1 day, 17:31:12 temperature: no ada_p: 0.693154 Discriminator_loss: 0.927621 Generator_loss: 0.518255
[INFO] 2021-02-02 06:32:30 > Step: 182200 Progress: 58.3% Elapsed: 1 day, 17:32:30 temperature: no ada_p: 0.693538 Discriminator_loss: 0.858109 Generator_loss: 0.506639
[INFO] 2021-02-02 06:33:47 > Step: 182300 Progress: 58.3% Elapsed: 1 day, 17:33:46 temperature: no ada_p: 0.693922 Discriminator_loss: 0.897908 Generator_loss: 0.531021
[INFO] 2021-02-02 06:34:56 > Step: 182400 Progress: 58.4% Elapsed: 1 day, 17:34:56 temperature: no ada_p: 0.694306 Discriminator_loss: 0.884794 Generator_loss: 0.613717
[INFO] 2021-02-02 06:36:12 > Step: 182500 Progress: 58.4% Elapsed: 1 day, 17:36:12 temperature: no ada_p: 0.69469 Discriminator_loss: 0.855813 Generator_loss: 0.571605
[INFO] 2021-02-02 06:37:29 > Step: 182600 Progress: 58.4% Elapsed: 1 day, 17:37:29 temperature: no ada_p: 0.695074 Discriminator_loss: 0.971168 Generator_loss: 0.546036
[INFO] 2021-02-02 06:38:46 > Step: 182700 Progress: 58.5% Elapsed: 1 day, 17:38:46 temperature: no ada_p: 0.695458 Discriminator_loss: 0.929066 Generator_loss: 0.593883
[INFO] 2021-02-02 06:40:04 > Step: 182800 Progress: 58.5% Elapsed: 1 day, 17:40:04 temperature: no ada_p: 0.695842 Discriminator_loss: 0.889941 Generator_loss: 0.553174
[INFO] 2021-02-02 06:41:21 > Step: 182900 Progress: 58.5% Elapsed: 1 day, 17:41:21 temperature: no ada_p: 0.696226 Discriminator_loss: 0.946434 Generator_loss: 0.535635
[INFO] 2021-02-02 06:42:39 > Step: 183000 Progress: 58.6% Elapsed: 1 day, 17:42:38 temperature: no ada_p: 0.69661 Discriminator_loss: 0.917863 Generator_loss: 0.552591
[INFO] 2021-02-02 06:43:56 > Step: 183100 Progress: 58.6% Elapsed: 1 day, 17:43:56 temperature: no ada_p: 0.696994 Discriminator_loss: 0.877075 Generator_loss: 0.531367
[INFO] 2021-02-02 06:45:13 > Step: 183200 Progress: 58.6% Elapsed: 1 day, 17:45:13 temperature: no ada_p: 0.697378 Discriminator_loss: 0.858198 Generator_loss: 0.566723
[INFO] 2021-02-02 06:46:31 > Step: 183300 Progress: 58.7% Elapsed: 1 day, 17:46:30 temperature: no ada_p: 0.697762 Discriminator_loss: 0.926563 Generator_loss: 0.569464
[INFO] 2021-02-02 06:47:48 > Step: 183400 Progress: 58.7% Elapsed: 1 day, 17:47:48 temperature: no ada_p: 0.698146 Discriminator_loss: 0.892053 Generator_loss: 0.589576
[INFO] 2021-02-02 06:49:04 > Step: 183500 Progress: 58.7% Elapsed: 1 day, 17:49:04 temperature: no ada_p: 0.69853 Discriminator_loss: 0.879489 Generator_loss: 0.618083
[INFO] 2021-02-02 06:50:22 > Step: 183600 Progress: 58.8% Elapsed: 1 day, 17:50:22 temperature: no ada_p: 0.698914 Discriminator_loss: 0.870902 Generator_loss: 0.564498
[INFO] 2021-02-02 06:51:39 > Step: 183700 Progress: 58.8% Elapsed: 1 day, 17:51:39 temperature: no ada_p: 0.699298 Discriminator_loss: 0.870531 Generator_loss: 0.527655
[INFO] 2021-02-02 06:52:55 > Step: 183800 Progress: 58.8% Elapsed: 1 day, 17:52:55 temperature: no ada_p: 0.699682 Discriminator_loss: 0.907265 Generator_loss: 0.577639
[INFO] 2021-02-02 06:54:14 > Step: 183900 Progress: 58.8% Elapsed: 1 day, 17:54:13 temperature: no ada_p: 0.700066 Discriminator_loss: 0.91627 Generator_loss: 0.52642
[INFO] 2021-02-02 06:55:31 > Step: 184000 Progress: 58.9% Elapsed: 1 day, 17:55:31 temperature: no ada_p: 0.70045 Discriminator_loss: 0.906272 Generator_loss: 0.530649
[INFO] 2021-02-02 06:55:31 > Start Evaluation (184000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 06:55:31 > Calculating FID Score....
[INFO] 2021-02-02 06:55:58 > Calculating Inception Score....
[INFO] 2021-02-02 06:56:15 > Calculate F_beta Score....
[INFO] 2021-02-02 06:57:12 > Calculate Accuracies....
[INFO] 2021-02-02 06:57:18 > Calculate Accuracies....
[INFO] 2021-02-02 06:57:20 > F_8 score (Step: 184000, Using test images): 0.9894085224980882
[INFO] 2021-02-02 06:57:20 > F_1/8 score (Step: 184000, Using test images): 0.9911052309902784
[INFO] 2021-02-02 06:57:20 > FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 06:57:20 > Inception score (Step: 184000, 10000 generated images): 10.15248966217041
[INFO] 2021-02-02 06:57:20 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 06:57:21 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 06:58:38 > Step: 184100 Progress: 58.9% Elapsed: 1 day, 17:58:38 temperature: no ada_p: 0.700834 Discriminator_loss: 0.848136 Generator_loss: 0.592764
[INFO] 2021-02-02 06:59:56 > Step: 184200 Progress: 58.9% Elapsed: 1 day, 17:59:55 temperature: no ada_p: 0.701218 Discriminator_loss: 0.881679 Generator_loss: 0.580197
[INFO] 2021-02-02 07:01:13 > Step: 184300 Progress: 59.0% Elapsed: 1 day, 18:01:12 temperature: no ada_p: 0.701602 Discriminator_loss: 0.847737 Generator_loss: 0.497889
[INFO] 2021-02-02 07:02:30 > Step: 184400 Progress: 59.0% Elapsed: 1 day, 18:02:30 temperature: no ada_p: 0.701986 Discriminator_loss: 0.922678 Generator_loss: 0.502057
[INFO] 2021-02-02 07:03:44 > Step: 184500 Progress: 59.0% Elapsed: 1 day, 18:03:43 temperature: no ada_p: 0.70237 Discriminator_loss: 0.889116 Generator_loss: 0.534749
[INFO] 2021-02-02 07:04:55 > Step: 184600 Progress: 59.1% Elapsed: 1 day, 18:04:55 temperature: no ada_p: 0.702754 Discriminator_loss: 0.862266 Generator_loss: 0.487576
[INFO] 2021-02-02 07:06:12 > Step: 184700 Progress: 59.1% Elapsed: 1 day, 18:06:12 temperature: no ada_p: 0.703138 Discriminator_loss: 0.854231 Generator_loss: 0.66267
[INFO] 2021-02-02 07:07:28 > Step: 184800 Progress: 59.1% Elapsed: 1 day, 18:07:27 temperature: no ada_p: 0.703522 Discriminator_loss: 0.893601 Generator_loss: 0.531016
[INFO] 2021-02-02 07:08:44 > Step: 184900 Progress: 59.2% Elapsed: 1 day, 18:08:44 temperature: no ada_p: 0.703906 Discriminator_loss: 0.876473 Generator_loss: 0.538032
[INFO] 2021-02-02 07:10:02 > Step: 185000 Progress: 59.2% Elapsed: 1 day, 18:10:02 temperature: no ada_p: 0.70429 Discriminator_loss: 0.867858 Generator_loss: 0.622867
[INFO] 2021-02-02 07:11:19 > Step: 185100 Progress: 59.2% Elapsed: 1 day, 18:11:19 temperature: no ada_p: 0.704674 Discriminator_loss: 0.818185 Generator_loss: 0.615571
[INFO] 2021-02-02 07:12:36 > Step: 185200 Progress: 59.3% Elapsed: 1 day, 18:12:36 temperature: no ada_p: 0.705058 Discriminator_loss: 0.861799 Generator_loss: 0.541196
[INFO] 2021-02-02 07:13:54 > Step: 185300 Progress: 59.3% Elapsed: 1 day, 18:13:54 temperature: no ada_p: 0.705442 Discriminator_loss: 0.873462 Generator_loss: 0.558843
[INFO] 2021-02-02 07:15:10 > Step: 185400 Progress: 59.3% Elapsed: 1 day, 18:15:10 temperature: no ada_p: 0.705826 Discriminator_loss: 0.916215 Generator_loss: 0.558991
[INFO] 2021-02-02 07:16:28 > Step: 185500 Progress: 59.4% Elapsed: 1 day, 18:16:28 temperature: no ada_p: 0.70621 Discriminator_loss: 0.911473 Generator_loss: 0.593998
[INFO] 2021-02-02 07:17:46 > Step: 185600 Progress: 59.4% Elapsed: 1 day, 18:17:46 temperature: no ada_p: 0.706594 Discriminator_loss: 0.870002 Generator_loss: 0.486565
[INFO] 2021-02-02 07:19:04 > Step: 185700 Progress: 59.4% Elapsed: 1 day, 18:19:04 temperature: no ada_p: 0.706978 Discriminator_loss: 0.871604 Generator_loss: 0.524444
[INFO] 2021-02-02 07:20:21 > Step: 185800 Progress: 59.5% Elapsed: 1 day, 18:20:21 temperature: no ada_p: 0.707362 Discriminator_loss: 0.848039 Generator_loss: 0.526499
[INFO] 2021-02-02 07:21:39 > Step: 185900 Progress: 59.5% Elapsed: 1 day, 18:21:38 temperature: no ada_p: 0.707746 Discriminator_loss: 0.869374 Generator_loss: 0.646054
[INFO] 2021-02-02 07:22:56 > Step: 186000 Progress: 59.5% Elapsed: 1 day, 18:22:56 temperature: no ada_p: 0.70813 Discriminator_loss: 0.866454 Generator_loss: 0.599756
[INFO] 2021-02-02 07:22:56 > Start Evaluation (186000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 07:22:56 > Calculating FID Score....
[INFO] 2021-02-02 07:23:23 > Calculating Inception Score....
[INFO] 2021-02-02 07:23:40 > Calculate F_beta Score....
[INFO] 2021-02-02 07:24:36 > Calculate Accuracies....
[INFO] 2021-02-02 07:24:42 > Calculate Accuracies....
[INFO] 2021-02-02 07:24:44 > F_8 score (Step: 186000, Using test images): 0.9888141693189081
[INFO] 2021-02-02 07:24:44 > F_1/8 score (Step: 186000, Using test images): 0.9919140743260515
[INFO] 2021-02-02 07:24:44 > FID score (Step: 186000, Using test moments): 8.124568713325004
[INFO] 2021-02-02 07:24:44 > Inception score (Step: 186000, 10000 generated images): 10.22717571258545
[INFO] 2021-02-02 07:24:44 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 07:24:44 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 07:26:03 > Step: 186100 Progress: 59.6% Elapsed: 1 day, 18:26:02 temperature: no ada_p: 0.708514 Discriminator_loss: 0.843306 Generator_loss: 0.591837
[INFO] 2021-02-02 07:27:20 > Step: 186200 Progress: 59.6% Elapsed: 1 day, 18:27:20 temperature: no ada_p: 0.708898 Discriminator_loss: 0.867231 Generator_loss: 0.647727
[INFO] 2021-02-02 07:28:37 > Step: 186300 Progress: 59.6% Elapsed: 1 day, 18:28:37 temperature: no ada_p: 0.709282 Discriminator_loss: 0.902215 Generator_loss: 0.654772
[INFO] 2021-02-02 07:29:55 > Step: 186400 Progress: 59.6% Elapsed: 1 day, 18:29:54 temperature: no ada_p: 0.709666 Discriminator_loss: 0.884338 Generator_loss: 0.611144
[INFO] 2021-02-02 07:31:11 > Step: 186500 Progress: 59.7% Elapsed: 1 day, 18:31:11 temperature: no ada_p: 0.71005 Discriminator_loss: 0.89243 Generator_loss: 0.622945
[INFO] 2021-02-02 07:32:29 > Step: 186600 Progress: 59.7% Elapsed: 1 day, 18:32:29 temperature: no ada_p: 0.710434 Discriminator_loss: 0.845051 Generator_loss: 0.651354
[INFO] 2021-02-02 07:33:44 > Step: 186700 Progress: 59.7% Elapsed: 1 day, 18:33:43 temperature: no ada_p: 0.710818 Discriminator_loss: 0.91277 Generator_loss: 0.620101
[INFO] 2021-02-02 07:34:55 > Step: 186800 Progress: 59.8% Elapsed: 1 day, 18:34:55 temperature: no ada_p: 0.711202 Discriminator_loss: 0.901891 Generator_loss: 0.585456
[INFO] 2021-02-02 07:36:12 > Step: 186900 Progress: 59.8% Elapsed: 1 day, 18:36:12 temperature: no ada_p: 0.711586 Discriminator_loss: 0.93065 Generator_loss: 0.530713
[INFO] 2021-02-02 07:37:30 > Step: 187000 Progress: 59.8% Elapsed: 1 day, 18:37:29 temperature: no ada_p: 0.71197 Discriminator_loss: 0.919057 Generator_loss: 0.648698
[INFO] 2021-02-02 07:38:47 > Step: 187100 Progress: 59.9% Elapsed: 1 day, 18:38:47 temperature: no ada_p: 0.712354 Discriminator_loss: 0.899684 Generator_loss: 0.49078
[INFO] 2021-02-02 07:40:04 > Step: 187200 Progress: 59.9% Elapsed: 1 day, 18:40:03 temperature: no ada_p: 0.712738 Discriminator_loss: 0.966352 Generator_loss: 0.530491
[INFO] 2021-02-02 07:41:21 > Step: 187300 Progress: 59.9% Elapsed: 1 day, 18:41:21 temperature: no ada_p: 0.713122 Discriminator_loss: 0.921913 Generator_loss: 0.539276
[INFO] 2021-02-02 07:42:38 > Step: 187400 Progress: 60.0% Elapsed: 1 day, 18:42:38 temperature: no ada_p: 0.713506 Discriminator_loss: 0.896949 Generator_loss: 0.549075
[INFO] 2021-02-02 07:43:56 > Step: 187500 Progress: 60.0% Elapsed: 1 day, 18:43:56 temperature: no ada_p: 0.71389 Discriminator_loss: 0.875246 Generator_loss: 0.499928
[INFO] 2021-02-02 07:45:14 > Step: 187600 Progress: 60.0% Elapsed: 1 day, 18:45:13 temperature: no ada_p: 0.714274 Discriminator_loss: 0.877198 Generator_loss: 0.50027
[INFO] 2021-02-02 07:46:31 > Step: 187700 Progress: 60.1% Elapsed: 1 day, 18:46:31 temperature: no ada_p: 0.714658 Discriminator_loss: 0.823064 Generator_loss: 0.624459
[INFO] 2021-02-02 07:47:49 > Step: 187800 Progress: 60.1% Elapsed: 1 day, 18:47:48 temperature: no ada_p: 0.715042 Discriminator_loss: 0.885766 Generator_loss: 0.576968
[INFO] 2021-02-02 07:49:05 > Step: 187900 Progress: 60.1% Elapsed: 1 day, 18:49:05 temperature: no ada_p: 0.715426 Discriminator_loss: 0.879579 Generator_loss: 0.609503
[INFO] 2021-02-02 07:50:22 > Step: 188000 Progress: 60.2% Elapsed: 1 day, 18:50:22 temperature: no ada_p: 0.71581 Discriminator_loss: 0.881889 Generator_loss: 0.561071
[INFO] 2021-02-02 07:50:22 > Start Evaluation (188000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 07:50:22 > Calculating FID Score....
[INFO] 2021-02-02 07:50:50 > Calculating Inception Score....
[INFO] 2021-02-02 07:51:06 > Calculate F_beta Score....
[INFO] 2021-02-02 07:52:04 > Calculate Accuracies....
[INFO] 2021-02-02 07:52:11 > Calculate Accuracies....
[INFO] 2021-02-02 07:52:12 > F_8 score (Step: 188000, Using test images): 0.9896604788994309
[INFO] 2021-02-02 07:52:12 > F_1/8 score (Step: 188000, Using test images): 0.9915989789682191
[INFO] 2021-02-02 07:52:12 > FID score (Step: 188000, Using test moments): 8.03282100889328
[INFO] 2021-02-02 07:52:12 > Inception score (Step: 188000, 10000 generated images): 10.13385009765625
[INFO] 2021-02-02 07:52:12 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 07:52:13 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 07:53:31 > Step: 188100 Progress: 60.2% Elapsed: 1 day, 18:53:30 temperature: no ada_p: 0.716194 Discriminator_loss: 0.890236 Generator_loss: 0.57285
[INFO] 2021-02-02 07:54:48 > Step: 188200 Progress: 60.2% Elapsed: 1 day, 18:54:47 temperature: no ada_p: 0.716578 Discriminator_loss: 0.948278 Generator_loss: 0.530801
[INFO] 2021-02-02 07:56:06 > Step: 188300 Progress: 60.3% Elapsed: 1 day, 18:56:05 temperature: no ada_p: 0.716962 Discriminator_loss: 0.858699 Generator_loss: 0.525943
[INFO] 2021-02-02 07:57:24 > Step: 188400 Progress: 60.3% Elapsed: 1 day, 18:57:23 temperature: no ada_p: 0.717346 Discriminator_loss: 0.861449 Generator_loss: 0.619467
[INFO] 2021-02-02 07:58:40 > Step: 188500 Progress: 60.3% Elapsed: 1 day, 18:58:40 temperature: no ada_p: 0.71773 Discriminator_loss: 0.895451 Generator_loss: 0.510864
[INFO] 2021-02-02 07:59:57 > Step: 188600 Progress: 60.4% Elapsed: 1 day, 18:59:57 temperature: no ada_p: 0.718114 Discriminator_loss: 0.849239 Generator_loss: 0.668881
[INFO] 2021-02-02 08:01:15 > Step: 188700 Progress: 60.4% Elapsed: 1 day, 19:01:15 temperature: no ada_p: 0.718498 Discriminator_loss: 0.909371 Generator_loss: 0.605521
[INFO] 2021-02-02 08:02:31 > Step: 188800 Progress: 60.4% Elapsed: 1 day, 19:02:31 temperature: no ada_p: 0.718882 Discriminator_loss: 0.923922 Generator_loss: 0.613805
[INFO] 2021-02-02 08:03:44 > Step: 188900 Progress: 60.4% Elapsed: 1 day, 19:03:44 temperature: no ada_p: 0.719266 Discriminator_loss: 0.925104 Generator_loss: 0.541181
[INFO] 2021-02-02 08:04:57 > Step: 189000 Progress: 60.5% Elapsed: 1 day, 19:04:57 temperature: no ada_p: 0.71965 Discriminator_loss: 0.922572 Generator_loss: 0.591923
[INFO] 2021-02-02 08:06:14 > Step: 189100 Progress: 60.5% Elapsed: 1 day, 19:06:14 temperature: no ada_p: 0.720034 Discriminator_loss: 0.904184 Generator_loss: 0.537558
[INFO] 2021-02-02 08:07:32 > Step: 189200 Progress: 60.5% Elapsed: 1 day, 19:07:31 temperature: no ada_p: 0.720418 Discriminator_loss: 0.921653 Generator_loss: 0.588267
[INFO] 2021-02-02 08:08:48 > Step: 189300 Progress: 60.6% Elapsed: 1 day, 19:08:48 temperature: no ada_p: 0.720802 Discriminator_loss: 0.856414 Generator_loss: 0.614897
[INFO] 2021-02-02 08:10:06 > Step: 189400 Progress: 60.6% Elapsed: 1 day, 19:10:06 temperature: no ada_p: 0.721186 Discriminator_loss: 0.90964 Generator_loss: 0.591822
[INFO] 2021-02-02 08:11:24 > Step: 189500 Progress: 60.6% Elapsed: 1 day, 19:11:23 temperature: no ada_p: 0.72157 Discriminator_loss: 0.888637 Generator_loss: 0.56923
[INFO] 2021-02-02 08:12:41 > Step: 189600 Progress: 60.7% Elapsed: 1 day, 19:12:41 temperature: no ada_p: 0.721954 Discriminator_loss: 0.902455 Generator_loss: 0.534012
[INFO] 2021-02-02 08:13:59 > Step: 189700 Progress: 60.7% Elapsed: 1 day, 19:13:59 temperature: no ada_p: 0.722338 Discriminator_loss: 0.915936 Generator_loss: 0.574995
[INFO] 2021-02-02 08:15:16 > Step: 189800 Progress: 60.7% Elapsed: 1 day, 19:15:16 temperature: no ada_p: 0.722722 Discriminator_loss: 0.915565 Generator_loss: 0.603428
[INFO] 2021-02-02 08:16:33 > Step: 189900 Progress: 60.8% Elapsed: 1 day, 19:16:33 temperature: no ada_p: 0.723106 Discriminator_loss: 0.942333 Generator_loss: 0.524238
[INFO] 2021-02-02 08:17:52 > Step: 190000 Progress: 60.8% Elapsed: 1 day, 19:17:51 temperature: no ada_p: 0.72349 Discriminator_loss: 0.886296 Generator_loss: 0.498163
[INFO] 2021-02-02 08:17:52 > Start Evaluation (190000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 08:17:52 > Calculating FID Score....
[INFO] 2021-02-02 08:18:19 > Calculating Inception Score....
[INFO] 2021-02-02 08:18:36 > Calculate F_beta Score....
[INFO] 2021-02-02 08:19:32 > Calculate Accuracies....
[INFO] 2021-02-02 08:19:39 > Calculate Accuracies....
[INFO] 2021-02-02 08:19:40 > F_8 score (Step: 190000, Using test images): 0.9919064028202226
[INFO] 2021-02-02 08:19:40 > F_1/8 score (Step: 190000, Using test images): 0.9920739779926466
[INFO] 2021-02-02 08:19:40 > FID score (Step: 190000, Using test moments): 8.147508319084352
[INFO] 2021-02-02 08:19:40 > Inception score (Step: 190000, 10000 generated images): 10.047256469726562
[INFO] 2021-02-02 08:19:40 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 08:19:41 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 08:20:59 > Step: 190100 Progress: 60.8% Elapsed: 1 day, 19:20:58 temperature: no ada_p: 0.723874 Discriminator_loss: 0.975403 Generator_loss: 0.645895
[INFO] 2021-02-02 08:22:16 > Step: 190200 Progress: 60.9% Elapsed: 1 day, 19:22:15 temperature: no ada_p: 0.724258 Discriminator_loss: 0.898925 Generator_loss: 0.56544
[INFO] 2021-02-02 08:23:33 > Step: 190300 Progress: 60.9% Elapsed: 1 day, 19:23:33 temperature: no ada_p: 0.724642 Discriminator_loss: 0.887955 Generator_loss: 0.61776
[INFO] 2021-02-02 08:24:50 > Step: 190400 Progress: 60.9% Elapsed: 1 day, 19:24:50 temperature: no ada_p: 0.725026 Discriminator_loss: 0.86854 Generator_loss: 0.594185
[INFO] 2021-02-02 08:26:08 > Step: 190500 Progress: 61.0% Elapsed: 1 day, 19:26:07 temperature: no ada_p: 0.72541 Discriminator_loss: 0.881276 Generator_loss: 0.555158
[INFO] 2021-02-02 08:27:25 > Step: 190600 Progress: 61.0% Elapsed: 1 day, 19:27:25 temperature: no ada_p: 0.725794 Discriminator_loss: 0.916226 Generator_loss: 0.461078
[INFO] 2021-02-02 08:28:43 > Step: 190700 Progress: 61.0% Elapsed: 1 day, 19:28:42 temperature: no ada_p: 0.726178 Discriminator_loss: 0.90914 Generator_loss: 0.658153
[INFO] 2021-02-02 08:30:01 > Step: 190800 Progress: 61.1% Elapsed: 1 day, 19:30:01 temperature: no ada_p: 0.726562 Discriminator_loss: 0.892197 Generator_loss: 0.566712
[INFO] 2021-02-02 08:31:18 > Step: 190900 Progress: 61.1% Elapsed: 1 day, 19:31:18 temperature: no ada_p: 0.726946 Discriminator_loss: 0.85874 Generator_loss: 0.582235
[INFO] 2021-02-02 08:32:35 > Step: 191000 Progress: 61.1% Elapsed: 1 day, 19:32:35 temperature: no ada_p: 0.72733 Discriminator_loss: 0.935748 Generator_loss: 0.56826
[INFO] 2021-02-02 08:33:46 > Step: 191100 Progress: 61.2% Elapsed: 1 day, 19:33:45 temperature: no ada_p: 0.727714 Discriminator_loss: 0.86402 Generator_loss: 0.515576
[INFO] 2021-02-02 08:35:00 > Step: 191200 Progress: 61.2% Elapsed: 1 day, 19:34:59 temperature: no ada_p: 0.728098 Discriminator_loss: 0.88581 Generator_loss: 0.47685
[INFO] 2021-02-02 08:36:16 > Step: 191300 Progress: 61.2% Elapsed: 1 day, 19:36:16 temperature: no ada_p: 0.728482 Discriminator_loss: 0.878321 Generator_loss: 0.602182
[INFO] 2021-02-02 08:37:34 > Step: 191400 Progress: 61.2% Elapsed: 1 day, 19:37:34 temperature: no ada_p: 0.728866 Discriminator_loss: 0.922951 Generator_loss: 0.642596
[INFO] 2021-02-02 08:38:51 > Step: 191500 Progress: 61.3% Elapsed: 1 day, 19:38:51 temperature: no ada_p: 0.72925 Discriminator_loss: 0.866671 Generator_loss: 0.509047
[INFO] 2021-02-02 08:40:09 > Step: 191600 Progress: 61.3% Elapsed: 1 day, 19:40:08 temperature: no ada_p: 0.729634 Discriminator_loss: 0.861109 Generator_loss: 0.544528
[INFO] 2021-02-02 08:41:27 > Step: 191700 Progress: 61.3% Elapsed: 1 day, 19:41:26 temperature: no ada_p: 0.730018 Discriminator_loss: 0.870452 Generator_loss: 0.515725
[INFO] 2021-02-02 08:42:44 > Step: 191800 Progress: 61.4% Elapsed: 1 day, 19:42:43 temperature: no ada_p: 0.730402 Discriminator_loss: 0.901397 Generator_loss: 0.53964
[INFO] 2021-02-02 08:44:01 > Step: 191900 Progress: 61.4% Elapsed: 1 day, 19:44:01 temperature: no ada_p: 0.730786 Discriminator_loss: 0.920095 Generator_loss: 0.56652
[INFO] 2021-02-02 08:45:19 > Step: 192000 Progress: 61.4% Elapsed: 1 day, 19:45:19 temperature: no ada_p: 0.73117 Discriminator_loss: 0.902284 Generator_loss: 0.580252
[INFO] 2021-02-02 08:45:19 > Start Evaluation (192000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 08:45:19 > Calculating FID Score....
[INFO] 2021-02-02 08:45:46 > Calculating Inception Score....
[INFO] 2021-02-02 08:46:03 > Calculate F_beta Score....
[INFO] 2021-02-02 08:46:59 > Calculate Accuracies....
[INFO] 2021-02-02 08:47:05 > Calculate Accuracies....
[INFO] 2021-02-02 08:47:07 > F_8 score (Step: 192000, Using test images): 0.9921486000645664
[INFO] 2021-02-02 08:47:07 > F_1/8 score (Step: 192000, Using test images): 0.9919332123238146
[INFO] 2021-02-02 08:47:07 > FID score (Step: 192000, Using test moments): 8.238117171901365
[INFO] 2021-02-02 08:47:07 > Inception score (Step: 192000, 10000 generated images): 10.013689994812012
[INFO] 2021-02-02 08:47:07 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 08:47:07 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 08:48:25 > Step: 192100 Progress: 61.5% Elapsed: 1 day, 19:48:25 temperature: no ada_p: 0.731554 Discriminator_loss: 0.895365 Generator_loss: 0.518354
[INFO] 2021-02-02 08:49:43 > Step: 192200 Progress: 61.5% Elapsed: 1 day, 19:49:42 temperature: no ada_p: 0.731938 Discriminator_loss: 0.918167 Generator_loss: 0.559225
[INFO] 2021-02-02 08:51:00 > Step: 192300 Progress: 61.5% Elapsed: 1 day, 19:51:00 temperature: no ada_p: 0.732322 Discriminator_loss: 0.867091 Generator_loss: 0.565214
[INFO] 2021-02-02 08:52:17 > Step: 192400 Progress: 61.6% Elapsed: 1 day, 19:52:17 temperature: no ada_p: 0.732706 Discriminator_loss: 0.917039 Generator_loss: 0.569271
[INFO] 2021-02-02 08:53:35 > Step: 192500 Progress: 61.6% Elapsed: 1 day, 19:53:35 temperature: no ada_p: 0.73309 Discriminator_loss: 0.926503 Generator_loss: 0.652701
[INFO] 2021-02-02 08:54:53 > Step: 192600 Progress: 61.6% Elapsed: 1 day, 19:54:53 temperature: no ada_p: 0.733474 Discriminator_loss: 0.928891 Generator_loss: 0.547186
[INFO] 2021-02-02 08:56:11 > Step: 192700 Progress: 61.7% Elapsed: 1 day, 19:56:10 temperature: no ada_p: 0.733858 Discriminator_loss: 0.849637 Generator_loss: 0.529136
[INFO] 2021-02-02 08:57:29 > Step: 192800 Progress: 61.7% Elapsed: 1 day, 19:57:28 temperature: no ada_p: 0.734242 Discriminator_loss: 0.879626 Generator_loss: 0.585124
[INFO] 2021-02-02 08:58:46 > Step: 192900 Progress: 61.7% Elapsed: 1 day, 19:58:46 temperature: no ada_p: 0.734626 Discriminator_loss: 0.903132 Generator_loss: 0.603915
[INFO] 2021-02-02 09:00:04 > Step: 193000 Progress: 61.8% Elapsed: 1 day, 20:00:04 temperature: no ada_p: 0.73501 Discriminator_loss: 0.913422 Generator_loss: 0.579336
[INFO] 2021-02-02 09:01:22 > Step: 193100 Progress: 61.8% Elapsed: 1 day, 20:01:21 temperature: no ada_p: 0.735394 Discriminator_loss: 0.860352 Generator_loss: 0.51955
[INFO] 2021-02-02 09:02:38 > Step: 193200 Progress: 61.8% Elapsed: 1 day, 20:02:37 temperature: no ada_p: 0.735778 Discriminator_loss: 0.868133 Generator_loss: 0.53783
[INFO] 2021-02-02 09:03:50 > Step: 193300 Progress: 61.9% Elapsed: 1 day, 20:03:50 temperature: no ada_p: 0.736162 Discriminator_loss: 0.940961 Generator_loss: 0.526541
[INFO] 2021-02-02 09:05:05 > Step: 193400 Progress: 61.9% Elapsed: 1 day, 20:05:05 temperature: no ada_p: 0.736546 Discriminator_loss: 0.903953 Generator_loss: 0.523576
[INFO] 2021-02-02 09:06:21 > Step: 193500 Progress: 61.9% Elapsed: 1 day, 20:06:21 temperature: no ada_p: 0.73693 Discriminator_loss: 0.89521 Generator_loss: 0.465293
[INFO] 2021-02-02 09:07:38 > Step: 193600 Progress: 62.0% Elapsed: 1 day, 20:07:38 temperature: no ada_p: 0.737314 Discriminator_loss: 0.893456 Generator_loss: 0.566465
[INFO] 2021-02-02 09:08:55 > Step: 193700 Progress: 62.0% Elapsed: 1 day, 20:08:55 temperature: no ada_p: 0.737698 Discriminator_loss: 0.895084 Generator_loss: 0.59713
[INFO] 2021-02-02 09:10:11 > Step: 193800 Progress: 62.0% Elapsed: 1 day, 20:10:11 temperature: no ada_p: 0.738082 Discriminator_loss: 0.928522 Generator_loss: 0.545151
[INFO] 2021-02-02 09:11:30 > Step: 193900 Progress: 62.0% Elapsed: 1 day, 20:11:29 temperature: no ada_p: 0.738466 Discriminator_loss: 0.913951 Generator_loss: 0.604554
[INFO] 2021-02-02 09:12:46 > Step: 194000 Progress: 62.1% Elapsed: 1 day, 20:12:46 temperature: no ada_p: 0.73885 Discriminator_loss: 0.852774 Generator_loss: 0.531247
[INFO] 2021-02-02 09:12:46 > Start Evaluation (194000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 09:12:46 > Calculating FID Score....
[INFO] 2021-02-02 09:13:13 > Calculating Inception Score....
[INFO] 2021-02-02 09:13:30 > Calculate F_beta Score....
[INFO] 2021-02-02 09:14:26 > Calculate Accuracies....
[INFO] 2021-02-02 09:14:33 > Calculate Accuracies....
[INFO] 2021-02-02 09:14:35 > F_8 score (Step: 194000, Using test images): 0.9933515348790338
[INFO] 2021-02-02 09:14:35 > F_1/8 score (Step: 194000, Using test images): 0.9923764281837368
[INFO] 2021-02-02 09:14:35 > FID score (Step: 194000, Using test moments): 8.100345706200756
[INFO] 2021-02-02 09:14:35 > Inception score (Step: 194000, 10000 generated images): 10.039785385131836
[INFO] 2021-02-02 09:14:35 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 09:14:35 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 09:15:52 > Step: 194100 Progress: 62.1% Elapsed: 1 day, 20:15:52 temperature: no ada_p: 0.739234 Discriminator_loss: 0.918326 Generator_loss: 0.598949
[INFO] 2021-02-02 09:17:10 > Step: 194200 Progress: 62.1% Elapsed: 1 day, 20:17:09 temperature: no ada_p: 0.739618 Discriminator_loss: 0.867634 Generator_loss: 0.474989
[INFO] 2021-02-02 09:18:27 > Step: 194300 Progress: 62.2% Elapsed: 1 day, 20:18:26 temperature: no ada_p: 0.740002 Discriminator_loss: 0.849126 Generator_loss: 0.585433
[INFO] 2021-02-02 09:19:44 > Step: 194400 Progress: 62.2% Elapsed: 1 day, 20:19:44 temperature: no ada_p: 0.740386 Discriminator_loss: 0.930528 Generator_loss: 0.482861
[INFO] 2021-02-02 09:21:02 > Step: 194500 Progress: 62.2% Elapsed: 1 day, 20:21:01 temperature: no ada_p: 0.74077 Discriminator_loss: 0.876105 Generator_loss: 0.524438
[INFO] 2021-02-02 09:22:19 > Step: 194600 Progress: 62.3% Elapsed: 1 day, 20:22:19 temperature: no ada_p: 0.741154 Discriminator_loss: 0.883146 Generator_loss: 0.527798
[INFO] 2021-02-02 09:23:37 > Step: 194700 Progress: 62.3% Elapsed: 1 day, 20:23:36 temperature: no ada_p: 0.741538 Discriminator_loss: 0.85764 Generator_loss: 0.543239
[INFO] 2021-02-02 09:24:54 > Step: 194800 Progress: 62.3% Elapsed: 1 day, 20:24:54 temperature: no ada_p: 0.741922 Discriminator_loss: 0.914068 Generator_loss: 0.518592
[INFO] 2021-02-02 09:26:11 > Step: 194900 Progress: 62.4% Elapsed: 1 day, 20:26:11 temperature: no ada_p: 0.742306 Discriminator_loss: 0.85331 Generator_loss: 0.529088
[INFO] 2021-02-02 09:27:29 > Step: 195000 Progress: 62.4% Elapsed: 1 day, 20:27:29 temperature: no ada_p: 0.74269 Discriminator_loss: 0.874006 Generator_loss: 0.546662
[INFO] 2021-02-02 09:28:47 > Step: 195100 Progress: 62.4% Elapsed: 1 day, 20:28:46 temperature: no ada_p: 0.743074 Discriminator_loss: 0.935948 Generator_loss: 0.530026
[INFO] 2021-02-02 09:30:04 > Step: 195200 Progress: 62.5% Elapsed: 1 day, 20:30:03 temperature: no ada_p: 0.743458 Discriminator_loss: 0.897764 Generator_loss: 0.52569
[INFO] 2021-02-02 09:31:21 > Step: 195300 Progress: 62.5% Elapsed: 1 day, 20:31:21 temperature: no ada_p: 0.743842 Discriminator_loss: 0.896124 Generator_loss: 0.561749
[INFO] 2021-02-02 09:32:38 > Step: 195400 Progress: 62.5% Elapsed: 1 day, 20:32:38 temperature: no ada_p: 0.744226 Discriminator_loss: 0.925119 Generator_loss: 0.555957
[INFO] 2021-02-02 09:33:50 > Step: 195500 Progress: 62.6% Elapsed: 1 day, 20:33:50 temperature: no ada_p: 0.74461 Discriminator_loss: 0.893227 Generator_loss: 0.523521
[INFO] 2021-02-02 09:35:05 > Step: 195600 Progress: 62.6% Elapsed: 1 day, 20:35:04 temperature: no ada_p: 0.744994 Discriminator_loss: 0.906123 Generator_loss: 0.521924
[INFO] 2021-02-02 09:36:21 > Step: 195700 Progress: 62.6% Elapsed: 1 day, 20:36:21 temperature: no ada_p: 0.745378 Discriminator_loss: 0.869263 Generator_loss: 0.546686
[INFO] 2021-02-02 09:37:39 > Step: 195800 Progress: 62.7% Elapsed: 1 day, 20:37:39 temperature: no ada_p: 0.745762 Discriminator_loss: 0.85832 Generator_loss: 0.572541
[INFO] 2021-02-02 09:38:57 > Step: 195900 Progress: 62.7% Elapsed: 1 day, 20:38:56 temperature: no ada_p: 0.746146 Discriminator_loss: 0.905066 Generator_loss: 0.609689
[INFO] 2021-02-02 09:40:14 > Step: 196000 Progress: 62.7% Elapsed: 1 day, 20:40:14 temperature: no ada_p: 0.74653 Discriminator_loss: 0.914721 Generator_loss: 0.57593
[INFO] 2021-02-02 09:40:14 > Start Evaluation (196000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 09:40:14 > Calculating FID Score....
[INFO] 2021-02-02 09:40:42 > Calculating Inception Score....
[INFO] 2021-02-02 09:40:58 > Calculate F_beta Score....
[INFO] 2021-02-02 09:41:56 > Calculate Accuracies....
[INFO] 2021-02-02 09:42:03 > Calculate Accuracies....
[INFO] 2021-02-02 09:42:04 > F_8 score (Step: 196000, Using test images): 0.994025301723283
[INFO] 2021-02-02 09:42:04 > F_1/8 score (Step: 196000, Using test images): 0.9914036360199715
[INFO] 2021-02-02 09:42:04 > FID score (Step: 196000, Using test moments): 8.041278140831992
[INFO] 2021-02-02 09:42:04 > Inception score (Step: 196000, 10000 generated images): 10.030241966247559
[INFO] 2021-02-02 09:42:04 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 09:42:05 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 09:43:22 > Step: 196100 Progress: 62.8% Elapsed: 1 day, 20:43:21 temperature: no ada_p: 0.746914 Discriminator_loss: 0.925978 Generator_loss: 0.593908
[INFO] 2021-02-02 09:44:39 > Step: 196200 Progress: 62.8% Elapsed: 1 day, 20:44:38 temperature: no ada_p: 0.747298 Discriminator_loss: 0.913034 Generator_loss: 0.565021
[INFO] 2021-02-02 09:45:56 > Step: 196300 Progress: 62.8% Elapsed: 1 day, 20:45:56 temperature: no ada_p: 0.747682 Discriminator_loss: 0.956579 Generator_loss: 0.552365
[INFO] 2021-02-02 09:47:14 > Step: 196400 Progress: 62.8% Elapsed: 1 day, 20:47:13 temperature: no ada_p: 0.748066 Discriminator_loss: 0.939519 Generator_loss: 0.535448
[INFO] 2021-02-02 09:48:31 > Step: 196500 Progress: 62.9% Elapsed: 1 day, 20:48:31 temperature: no ada_p: 0.74845 Discriminator_loss: 0.886112 Generator_loss: 0.483153
[INFO] 2021-02-02 09:49:49 > Step: 196600 Progress: 62.9% Elapsed: 1 day, 20:49:48 temperature: no ada_p: 0.748834 Discriminator_loss: 0.865124 Generator_loss: 0.54924
[INFO] 2021-02-02 09:51:07 > Step: 196700 Progress: 62.9% Elapsed: 1 day, 20:51:07 temperature: no ada_p: 0.749218 Discriminator_loss: 0.896411 Generator_loss: 0.538162
[INFO] 2021-02-02 09:52:24 > Step: 196800 Progress: 63.0% Elapsed: 1 day, 20:52:24 temperature: no ada_p: 0.749602 Discriminator_loss: 0.874892 Generator_loss: 0.432364
[INFO] 2021-02-02 09:53:42 > Step: 196900 Progress: 63.0% Elapsed: 1 day, 20:53:42 temperature: no ada_p: 0.749986 Discriminator_loss: 0.862778 Generator_loss: 0.551373
[INFO] 2021-02-02 09:54:59 > Step: 197000 Progress: 63.0% Elapsed: 1 day, 20:54:59 temperature: no ada_p: 0.75037 Discriminator_loss: 0.866246 Generator_loss: 0.553776
[INFO] 2021-02-02 09:56:17 > Step: 197100 Progress: 63.1% Elapsed: 1 day, 20:56:17 temperature: no ada_p: 0.750754 Discriminator_loss: 0.874449 Generator_loss: 0.502011
[INFO] 2021-02-02 09:57:34 > Step: 197200 Progress: 63.1% Elapsed: 1 day, 20:57:34 temperature: no ada_p: 0.751138 Discriminator_loss: 0.907013 Generator_loss: 0.573983
[INFO] 2021-02-02 09:58:52 > Step: 197300 Progress: 63.1% Elapsed: 1 day, 20:58:52 temperature: no ada_p: 0.751522 Discriminator_loss: 0.894429 Generator_loss: 0.573302
[INFO] 2021-02-02 10:00:09 > Step: 197400 Progress: 63.2% Elapsed: 1 day, 21:00:09 temperature: no ada_p: 0.751906 Discriminator_loss: 0.848205 Generator_loss: 0.636267
[INFO] 2021-02-02 10:01:27 > Step: 197500 Progress: 63.2% Elapsed: 1 day, 21:01:27 temperature: no ada_p: 0.75229 Discriminator_loss: 0.926335 Generator_loss: 0.623459
[INFO] 2021-02-02 10:02:43 > Step: 197600 Progress: 63.2% Elapsed: 1 day, 21:02:43 temperature: no ada_p: 0.752674 Discriminator_loss: 0.880362 Generator_loss: 0.465883
[INFO] 2021-02-02 10:03:54 > Step: 197700 Progress: 63.3% Elapsed: 1 day, 21:03:54 temperature: no ada_p: 0.753058 Discriminator_loss: 0.934744 Generator_loss: 0.56057
[INFO] 2021-02-02 10:05:11 > Step: 197800 Progress: 63.3% Elapsed: 1 day, 21:05:11 temperature: no ada_p: 0.753442 Discriminator_loss: 0.851721 Generator_loss: 0.554364
[INFO] 2021-02-02 10:06:30 > Step: 197900 Progress: 63.3% Elapsed: 1 day, 21:06:30 temperature: no ada_p: 0.753826 Discriminator_loss: 0.934878 Generator_loss: 0.553551
[INFO] 2021-02-02 10:07:48 > Step: 198000 Progress: 63.4% Elapsed: 1 day, 21:07:47 temperature: no ada_p: 0.75421 Discriminator_loss: 0.87842 Generator_loss: 0.652336
[INFO] 2021-02-02 10:07:48 > Start Evaluation (198000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 10:07:48 > Calculating FID Score....
[INFO] 2021-02-02 10:08:15 > Calculating Inception Score....
[INFO] 2021-02-02 10:08:32 > Calculate F_beta Score....
[INFO] 2021-02-02 10:09:28 > Calculate Accuracies....
[INFO] 2021-02-02 10:09:35 > Calculate Accuracies....
[INFO] 2021-02-02 10:09:37 > F_8 score (Step: 198000, Using test images): 0.9929930284797459
[INFO] 2021-02-02 10:09:37 > F_1/8 score (Step: 198000, Using test images): 0.9925525270786273
[INFO] 2021-02-02 10:09:37 > FID score (Step: 198000, Using test moments): 8.028968898248593
[INFO] 2021-02-02 10:09:37 > Inception score (Step: 198000, 10000 generated images): 9.863609313964844
[INFO] 2021-02-02 10:09:37 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 10:09:37 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 10:10:54 > Step: 198100 Progress: 63.4% Elapsed: 1 day, 21:10:54 temperature: no ada_p: 0.754594 Discriminator_loss: 0.922891 Generator_loss: 0.520321
[INFO] 2021-02-02 10:12:11 > Step: 198200 Progress: 63.4% Elapsed: 1 day, 21:12:11 temperature: no ada_p: 0.754978 Discriminator_loss: 0.90218 Generator_loss: 0.563792
[INFO] 2021-02-02 10:13:29 > Step: 198300 Progress: 63.5% Elapsed: 1 day, 21:13:28 temperature: no ada_p: 0.755362 Discriminator_loss: 0.890981 Generator_loss: 0.588841
[INFO] 2021-02-02 10:14:47 > Step: 198400 Progress: 63.5% Elapsed: 1 day, 21:14:46 temperature: no ada_p: 0.755746 Discriminator_loss: 0.902377 Generator_loss: 0.483323
[INFO] 2021-02-02 10:16:05 > Step: 198500 Progress: 63.5% Elapsed: 1 day, 21:16:04 temperature: no ada_p: 0.75613 Discriminator_loss: 0.909576 Generator_loss: 0.524053
[INFO] 2021-02-02 10:17:23 > Step: 198600 Progress: 63.6% Elapsed: 1 day, 21:17:23 temperature: no ada_p: 0.756514 Discriminator_loss: 0.858851 Generator_loss: 0.567101
[INFO] 2021-02-02 10:18:41 > Step: 198700 Progress: 63.6% Elapsed: 1 day, 21:18:40 temperature: no ada_p: 0.756898 Discriminator_loss: 0.891054 Generator_loss: 0.542318
[INFO] 2021-02-02 10:19:58 > Step: 198800 Progress: 63.6% Elapsed: 1 day, 21:19:57 temperature: no ada_p: 0.757282 Discriminator_loss: 0.922419 Generator_loss: 0.481195
[INFO] 2021-02-02 10:21:15 > Step: 198900 Progress: 63.6% Elapsed: 1 day, 21:21:15 temperature: no ada_p: 0.757666 Discriminator_loss: 0.911207 Generator_loss: 0.511335
[INFO] 2021-02-02 10:22:33 > Step: 199000 Progress: 63.7% Elapsed: 1 day, 21:22:32 temperature: no ada_p: 0.75805 Discriminator_loss: 0.902072 Generator_loss: 0.570494
[INFO] 2021-02-02 10:23:49 > Step: 199100 Progress: 63.7% Elapsed: 1 day, 21:23:49 temperature: no ada_p: 0.758434 Discriminator_loss: 0.896034 Generator_loss: 0.520449
[INFO] 2021-02-02 10:25:07 > Step: 199200 Progress: 63.7% Elapsed: 1 day, 21:25:07 temperature: no ada_p: 0.758818 Discriminator_loss: 0.872481 Generator_loss: 0.516481
[INFO] 2021-02-02 10:26:25 > Step: 199300 Progress: 63.8% Elapsed: 1 day, 21:26:24 temperature: no ada_p: 0.759202 Discriminator_loss: 0.88793 Generator_loss: 0.496709
[INFO] 2021-02-02 10:27:42 > Step: 199400 Progress: 63.8% Elapsed: 1 day, 21:27:42 temperature: no ada_p: 0.759586 Discriminator_loss: 0.921099 Generator_loss: 0.586141
[INFO] 2021-02-02 10:28:59 > Step: 199500 Progress: 63.8% Elapsed: 1 day, 21:28:59 temperature: no ada_p: 0.75997 Discriminator_loss: 0.910295 Generator_loss: 0.569091
[INFO] 2021-02-02 10:30:16 > Step: 199600 Progress: 63.9% Elapsed: 1 day, 21:30:16 temperature: no ada_p: 0.760354 Discriminator_loss: 0.857123 Generator_loss: 0.523834
[INFO] 2021-02-02 10:31:34 > Step: 199700 Progress: 63.9% Elapsed: 1 day, 21:31:33 temperature: no ada_p: 0.760738 Discriminator_loss: 0.918701 Generator_loss: 0.439793
[INFO] 2021-02-02 10:32:48 > Step: 199800 Progress: 63.9% Elapsed: 1 day, 21:32:48 temperature: no ada_p: 0.761122 Discriminator_loss: 0.922296 Generator_loss: 0.645746
[INFO] 2021-02-02 10:34:00 > Step: 199900 Progress: 64.0% Elapsed: 1 day, 21:33:59 temperature: no ada_p: 0.761506 Discriminator_loss: 0.892175 Generator_loss: 0.583959
[INFO] 2021-02-02 10:35:17 > Step: 200000 Progress: 64.0% Elapsed: 1 day, 21:35:17 temperature: no ada_p: 0.76189 Discriminator_loss: 0.876118 Generator_loss: 0.54198
[INFO] 2021-02-02 10:35:17 > Start Evaluation (200000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 10:35:17 > Calculating FID Score....
[INFO] 2021-02-02 10:35:44 > Calculating Inception Score....
[INFO] 2021-02-02 10:36:01 > Calculate F_beta Score....
[INFO] 2021-02-02 10:36:57 > Calculate Accuracies....
[INFO] 2021-02-02 10:37:03 > Calculate Accuracies....
[INFO] 2021-02-02 10:37:05 > F_8 score (Step: 200000, Using test images): 0.9931787029703734
[INFO] 2021-02-02 10:37:05 > F_1/8 score (Step: 200000, Using test images): 0.9925028084717815
[INFO] 2021-02-02 10:37:05 > FID score (Step: 200000, Using test moments): 8.028358025745206
[INFO] 2021-02-02 10:37:05 > Inception score (Step: 200000, 10000 generated images): 10.154680252075195
[INFO] 2021-02-02 10:37:05 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 10:37:05 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 10:38:24 > Step: 200100 Progress: 64.0% Elapsed: 1 day, 21:38:23 temperature: no ada_p: 0.762274 Discriminator_loss: 0.882473 Generator_loss: 0.574705
[INFO] 2021-02-02 10:39:41 > Step: 200200 Progress: 64.1% Elapsed: 1 day, 21:39:41 temperature: no ada_p: 0.762658 Discriminator_loss: 0.912085 Generator_loss: 0.526151
[INFO] 2021-02-02 10:40:59 > Step: 200300 Progress: 64.1% Elapsed: 1 day, 21:40:59 temperature: no ada_p: 0.763042 Discriminator_loss: 0.895666 Generator_loss: 0.527664
[INFO] 2021-02-02 10:42:16 > Step: 200400 Progress: 64.1% Elapsed: 1 day, 21:42:16 temperature: no ada_p: 0.763426 Discriminator_loss: 0.893584 Generator_loss: 0.535462
[INFO] 2021-02-02 10:43:34 > Step: 200500 Progress: 64.2% Elapsed: 1 day, 21:43:34 temperature: no ada_p: 0.76381 Discriminator_loss: 0.866737 Generator_loss: 0.540625
[INFO] 2021-02-02 10:44:51 > Step: 200600 Progress: 64.2% Elapsed: 1 day, 21:44:51 temperature: no ada_p: 0.764194 Discriminator_loss: 0.87532 Generator_loss: 0.554699
[INFO] 2021-02-02 10:46:09 > Step: 200700 Progress: 64.2% Elapsed: 1 day, 21:46:08 temperature: no ada_p: 0.764578 Discriminator_loss: 0.906657 Generator_loss: 0.532311
[INFO] 2021-02-02 10:47:26 > Step: 200800 Progress: 64.3% Elapsed: 1 day, 21:47:26 temperature: no ada_p: 0.764962 Discriminator_loss: 0.91201 Generator_loss: 0.579897
[INFO] 2021-02-02 10:48:44 > Step: 200900 Progress: 64.3% Elapsed: 1 day, 21:48:44 temperature: no ada_p: 0.765346 Discriminator_loss: 0.898248 Generator_loss: 0.594456
[INFO] 2021-02-02 10:50:02 > Step: 201000 Progress: 64.3% Elapsed: 1 day, 21:50:01 temperature: no ada_p: 0.76573 Discriminator_loss: 0.92344 Generator_loss: 0.58284
[INFO] 2021-02-02 10:51:19 > Step: 201100 Progress: 64.4% Elapsed: 1 day, 21:51:19 temperature: no ada_p: 0.766114 Discriminator_loss: 0.893628 Generator_loss: 0.484313
[INFO] 2021-02-02 10:52:37 > Step: 201200 Progress: 64.4% Elapsed: 1 day, 21:52:37 temperature: no ada_p: 0.766498 Discriminator_loss: 0.897284 Generator_loss: 0.560045
[INFO] 2021-02-02 10:53:54 > Step: 201300 Progress: 64.4% Elapsed: 1 day, 21:53:54 temperature: no ada_p: 0.766882 Discriminator_loss: 0.885514 Generator_loss: 0.574154
[INFO] 2021-02-02 10:55:12 > Step: 201400 Progress: 64.4% Elapsed: 1 day, 21:55:12 temperature: no ada_p: 0.767266 Discriminator_loss: 0.906086 Generator_loss: 0.56976
[INFO] 2021-02-02 10:56:29 > Step: 201500 Progress: 64.5% Elapsed: 1 day, 21:56:29 temperature: no ada_p: 0.76765 Discriminator_loss: 0.922004 Generator_loss: 0.574135
[INFO] 2021-02-02 10:57:46 > Step: 201600 Progress: 64.5% Elapsed: 1 day, 21:57:46 temperature: no ada_p: 0.768034 Discriminator_loss: 0.893852 Generator_loss: 0.547069
[INFO] 2021-02-02 10:59:04 > Step: 201700 Progress: 64.5% Elapsed: 1 day, 21:59:04 temperature: no ada_p: 0.768418 Discriminator_loss: 0.904061 Generator_loss: 0.578567
[INFO] 2021-02-02 11:00:21 > Step: 201800 Progress: 64.6% Elapsed: 1 day, 22:00:21 temperature: no ada_p: 0.768802 Discriminator_loss: 0.883366 Generator_loss: 0.510229
[INFO] 2021-02-02 11:01:38 > Step: 201900 Progress: 64.6% Elapsed: 1 day, 22:01:38 temperature: no ada_p: 0.769186 Discriminator_loss: 0.872826 Generator_loss: 0.590583
[INFO] 2021-02-02 11:02:51 > Step: 202000 Progress: 64.6% Elapsed: 1 day, 22:02:51 temperature: no ada_p: 0.76957 Discriminator_loss: 0.910759 Generator_loss: 0.579597
[INFO] 2021-02-02 11:02:51 > Start Evaluation (202000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 11:02:51 > Calculating FID Score....
[INFO] 2021-02-02 11:03:18 > Calculating Inception Score....
[INFO] 2021-02-02 11:03:35 > Calculate F_beta Score....
[INFO] 2021-02-02 11:04:32 > Calculate Accuracies....
[INFO] 2021-02-02 11:04:38 > Calculate Accuracies....
[INFO] 2021-02-02 11:04:40 > F_8 score (Step: 202000, Using test images): 0.9892672537260577
[INFO] 2021-02-02 11:04:40 > F_1/8 score (Step: 202000, Using test images): 0.9914364335755289
[INFO] 2021-02-02 11:04:40 > FID score (Step: 202000, Using test moments): 8.198225139879526
[INFO] 2021-02-02 11:04:40 > Inception score (Step: 202000, 10000 generated images): 10.064569473266602
[INFO] 2021-02-02 11:04:40 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 11:04:40 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 11:05:57 > Step: 202100 Progress: 64.7% Elapsed: 1 day, 22:05:57 temperature: no ada_p: 0.769954 Discriminator_loss: 0.907205 Generator_loss: 0.562035
[INFO] 2021-02-02 11:07:15 > Step: 202200 Progress: 64.7% Elapsed: 1 day, 22:07:15 temperature: no ada_p: 0.770338 Discriminator_loss: 0.92379 Generator_loss: 0.503763
[INFO] 2021-02-02 11:08:32 > Step: 202300 Progress: 64.7% Elapsed: 1 day, 22:08:32 temperature: no ada_p: 0.770722 Discriminator_loss: 0.915801 Generator_loss: 0.534912
[INFO] 2021-02-02 11:09:49 > Step: 202400 Progress: 64.8% Elapsed: 1 day, 22:09:49 temperature: no ada_p: 0.771106 Discriminator_loss: 0.929861 Generator_loss: 0.539299
[INFO] 2021-02-02 11:11:06 > Step: 202500 Progress: 64.8% Elapsed: 1 day, 22:11:06 temperature: no ada_p: 0.77149 Discriminator_loss: 0.87592 Generator_loss: 0.556391
[INFO] 2021-02-02 11:12:24 > Step: 202600 Progress: 64.8% Elapsed: 1 day, 22:12:24 temperature: no ada_p: 0.771874 Discriminator_loss: 0.911361 Generator_loss: 0.515878
[INFO] 2021-02-02 11:13:41 > Step: 202700 Progress: 64.9% Elapsed: 1 day, 22:13:41 temperature: no ada_p: 0.772258 Discriminator_loss: 0.878743 Generator_loss: 0.50961
[INFO] 2021-02-02 11:14:59 > Step: 202800 Progress: 64.9% Elapsed: 1 day, 22:14:58 temperature: no ada_p: 0.772642 Discriminator_loss: 0.895094 Generator_loss: 0.656023
[INFO] 2021-02-02 11:16:15 > Step: 202900 Progress: 64.9% Elapsed: 1 day, 22:16:14 temperature: no ada_p: 0.773026 Discriminator_loss: 0.893098 Generator_loss: 0.548042
[INFO] 2021-02-02 11:17:32 > Step: 203000 Progress: 65.0% Elapsed: 1 day, 22:17:32 temperature: no ada_p: 0.77341 Discriminator_loss: 0.85241 Generator_loss: 0.547117
[INFO] 2021-02-02 11:18:50 > Step: 203100 Progress: 65.0% Elapsed: 1 day, 22:18:50 temperature: no ada_p: 0.773794 Discriminator_loss: 0.9558 Generator_loss: 0.580216
[INFO] 2021-02-02 11:20:07 > Step: 203200 Progress: 65.0% Elapsed: 1 day, 22:20:06 temperature: no ada_p: 0.774178 Discriminator_loss: 0.923105 Generator_loss: 0.527063
[INFO] 2021-02-02 11:21:24 > Step: 203300 Progress: 65.1% Elapsed: 1 day, 22:21:24 temperature: no ada_p: 0.774562 Discriminator_loss: 0.912855 Generator_loss: 0.530318
[INFO] 2021-02-02 11:22:42 > Step: 203400 Progress: 65.1% Elapsed: 1 day, 22:22:42 temperature: no ada_p: 0.774946 Discriminator_loss: 0.892454 Generator_loss: 0.606733
[INFO] 2021-02-02 11:24:00 > Step: 203500 Progress: 65.1% Elapsed: 1 day, 22:23:59 temperature: no ada_p: 0.77533 Discriminator_loss: 0.946275 Generator_loss: 0.574741
[INFO] 2021-02-02 11:25:17 > Step: 203600 Progress: 65.2% Elapsed: 1 day, 22:25:17 temperature: no ada_p: 0.775714 Discriminator_loss: 0.929055 Generator_loss: 0.529045
[INFO] 2021-02-02 11:26:35 > Step: 203700 Progress: 65.2% Elapsed: 1 day, 22:26:35 temperature: no ada_p: 0.776098 Discriminator_loss: 0.846802 Generator_loss: 0.498175
[INFO] 2021-02-02 11:27:52 > Step: 203800 Progress: 65.2% Elapsed: 1 day, 22:27:52 temperature: no ada_p: 0.776482 Discriminator_loss: 0.881537 Generator_loss: 0.530721
[INFO] 2021-02-02 11:29:10 > Step: 203900 Progress: 65.2% Elapsed: 1 day, 22:29:10 temperature: no ada_p: 0.776866 Discriminator_loss: 0.921443 Generator_loss: 0.47288
[INFO] 2021-02-02 11:30:28 > Step: 204000 Progress: 65.3% Elapsed: 1 day, 22:30:27 temperature: no ada_p: 0.77725 Discriminator_loss: 0.892887 Generator_loss: 0.499838
[INFO] 2021-02-02 11:30:28 > Start Evaluation (204000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 11:30:28 > Calculating FID Score....
[INFO] 2021-02-02 11:30:55 > Calculating Inception Score....
[INFO] 2021-02-02 11:31:12 > Calculate F_beta Score....
[INFO] 2021-02-02 11:32:07 > Calculate Accuracies....
[INFO] 2021-02-02 11:32:14 > Calculate Accuracies....
[INFO] 2021-02-02 11:32:15 > F_8 score (Step: 204000, Using test images): 0.9928816620735746
[INFO] 2021-02-02 11:32:15 > F_1/8 score (Step: 204000, Using test images): 0.9920242434879228
[INFO] 2021-02-02 11:32:15 > FID score (Step: 204000, Using test moments): 8.037724345329593
[INFO] 2021-02-02 11:32:15 > Inception score (Step: 204000, 10000 generated images): 9.918707847595215
[INFO] 2021-02-02 11:32:15 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 11:32:16 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 11:33:27 > Step: 204100 Progress: 65.3% Elapsed: 1 day, 22:33:26 temperature: no ada_p: 0.777634 Discriminator_loss: 0.91679 Generator_loss: 0.603076
[INFO] 2021-02-02 11:34:42 > Step: 204200 Progress: 65.3% Elapsed: 1 day, 22:34:42 temperature: no ada_p: 0.778018 Discriminator_loss: 0.911905 Generator_loss: 0.50534
[INFO] 2021-02-02 11:36:00 > Step: 204300 Progress: 65.4% Elapsed: 1 day, 22:35:59 temperature: no ada_p: 0.778402 Discriminator_loss: 0.902031 Generator_loss: 0.494817
[INFO] 2021-02-02 11:37:17 > Step: 204400 Progress: 65.4% Elapsed: 1 day, 22:37:17 temperature: no ada_p: 0.778786 Discriminator_loss: 0.959173 Generator_loss: 0.58621
[INFO] 2021-02-02 11:38:34 > Step: 204500 Progress: 65.4% Elapsed: 1 day, 22:38:34 temperature: no ada_p: 0.77917 Discriminator_loss: 0.911207 Generator_loss: 0.469883
[INFO] 2021-02-02 11:39:50 > Step: 204600 Progress: 65.5% Elapsed: 1 day, 22:39:50 temperature: no ada_p: 0.779554 Discriminator_loss: 0.927949 Generator_loss: 0.470831
[INFO] 2021-02-02 11:41:08 > Step: 204700 Progress: 65.5% Elapsed: 1 day, 22:41:08 temperature: no ada_p: 0.779938 Discriminator_loss: 0.922429 Generator_loss: 0.514138
[INFO] 2021-02-02 11:42:26 > Step: 204800 Progress: 65.5% Elapsed: 1 day, 22:42:25 temperature: no ada_p: 0.780322 Discriminator_loss: 0.889199 Generator_loss: 0.520487
[INFO] 2021-02-02 11:43:43 > Step: 204900 Progress: 65.6% Elapsed: 1 day, 22:43:42 temperature: no ada_p: 0.780706 Discriminator_loss: 0.87317 Generator_loss: 0.566381
[INFO] 2021-02-02 11:45:00 > Step: 205000 Progress: 65.6% Elapsed: 1 day, 22:45:00 temperature: no ada_p: 0.78109 Discriminator_loss: 0.919333 Generator_loss: 0.521189
[INFO] 2021-02-02 11:46:18 > Step: 205100 Progress: 65.6% Elapsed: 1 day, 22:46:18 temperature: no ada_p: 0.781474 Discriminator_loss: 0.877261 Generator_loss: 0.469428
[INFO] 2021-02-02 11:47:35 > Step: 205200 Progress: 65.7% Elapsed: 1 day, 22:47:35 temperature: no ada_p: 0.781858 Discriminator_loss: 0.848459 Generator_loss: 0.45328
[INFO] 2021-02-02 11:48:52 > Step: 205300 Progress: 65.7% Elapsed: 1 day, 22:48:52 temperature: no ada_p: 0.782242 Discriminator_loss: 0.876359 Generator_loss: 0.483781
[INFO] 2021-02-02 11:50:09 > Step: 205400 Progress: 65.7% Elapsed: 1 day, 22:50:09 temperature: no ada_p: 0.782626 Discriminator_loss: 0.925842 Generator_loss: 0.531104
[INFO] 2021-02-02 11:51:27 > Step: 205500 Progress: 65.8% Elapsed: 1 day, 22:51:26 temperature: no ada_p: 0.78301 Discriminator_loss: 0.912722 Generator_loss: 0.552525
[INFO] 2021-02-02 11:52:44 > Step: 205600 Progress: 65.8% Elapsed: 1 day, 22:52:43 temperature: no ada_p: 0.783394 Discriminator_loss: 0.910105 Generator_loss: 0.525294
[INFO] 2021-02-02 11:54:00 > Step: 205700 Progress: 65.8% Elapsed: 1 day, 22:54:00 temperature: no ada_p: 0.783778 Discriminator_loss: 0.874488 Generator_loss: 0.562071
[INFO] 2021-02-02 11:55:18 > Step: 205800 Progress: 65.9% Elapsed: 1 day, 22:55:18 temperature: no ada_p: 0.784162 Discriminator_loss: 0.933507 Generator_loss: 0.49225
[INFO] 2021-02-02 11:56:36 > Step: 205900 Progress: 65.9% Elapsed: 1 day, 22:56:36 temperature: no ada_p: 0.784546 Discriminator_loss: 0.902304 Generator_loss: 0.522634
[INFO] 2021-02-02 11:57:54 > Step: 206000 Progress: 65.9% Elapsed: 1 day, 22:57:53 temperature: no ada_p: 0.78493 Discriminator_loss: 0.909938 Generator_loss: 0.510504
[INFO] 2021-02-02 11:57:54 > Start Evaluation (206000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 11:57:54 > Calculating FID Score....
[INFO] 2021-02-02 11:58:21 > Calculating Inception Score....
[INFO] 2021-02-02 11:58:38 > Calculate F_beta Score....
[INFO] 2021-02-02 11:59:35 > Calculate Accuracies....
[INFO] 2021-02-02 11:59:41 > Calculate Accuracies....
[INFO] 2021-02-02 11:59:43 > F_8 score (Step: 206000, Using test images): 0.9928240797736767
[INFO] 2021-02-02 11:59:43 > F_1/8 score (Step: 206000, Using test images): 0.9923527199507148
[INFO] 2021-02-02 11:59:43 > FID score (Step: 206000, Using test moments): 7.980117073505312
[INFO] 2021-02-02 11:59:43 > Inception score (Step: 206000, 10000 generated images): 10.006630897521973
[INFO] 2021-02-02 11:59:43 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 11:59:43 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 12:01:01 > Step: 206100 Progress: 66.0% Elapsed: 1 day, 23:01:00 temperature: no ada_p: 0.785314 Discriminator_loss: 0.912341 Generator_loss: 0.529851
[INFO] 2021-02-02 12:02:17 > Step: 206200 Progress: 66.0% Elapsed: 1 day, 23:02:16 temperature: no ada_p: 0.785698 Discriminator_loss: 0.927084 Generator_loss: 0.511796
[INFO] 2021-02-02 12:03:28 > Step: 206300 Progress: 66.0% Elapsed: 1 day, 23:03:28 temperature: no ada_p: 0.786082 Discriminator_loss: 0.936876 Generator_loss: 0.50165
[INFO] 2021-02-02 12:04:43 > Step: 206400 Progress: 66.0% Elapsed: 1 day, 23:04:43 temperature: no ada_p: 0.786466 Discriminator_loss: 0.8924 Generator_loss: 0.548819
[INFO] 2021-02-02 12:06:01 > Step: 206500 Progress: 66.1% Elapsed: 1 day, 23:06:01 temperature: no ada_p: 0.78685 Discriminator_loss: 0.896147 Generator_loss: 0.504861
[INFO] 2021-02-02 12:07:15 > Step: 206600 Progress: 66.1% Elapsed: 1 day, 23:07:15 temperature: no ada_p: 0.787234 Discriminator_loss: 0.922546 Generator_loss: 0.516771
[INFO] 2021-02-02 12:08:32 > Step: 206700 Progress: 66.1% Elapsed: 1 day, 23:08:32 temperature: no ada_p: 0.787618 Discriminator_loss: 0.90886 Generator_loss: 0.60828
[INFO] 2021-02-02 12:09:49 > Step: 206800 Progress: 66.2% Elapsed: 1 day, 23:09:49 temperature: no ada_p: 0.788002 Discriminator_loss: 0.90595 Generator_loss: 0.490549
[INFO] 2021-02-02 12:11:07 > Step: 206900 Progress: 66.2% Elapsed: 1 day, 23:11:07 temperature: no ada_p: 0.788386 Discriminator_loss: 0.903512 Generator_loss: 0.498098
[INFO] 2021-02-02 12:12:24 > Step: 207000 Progress: 66.2% Elapsed: 1 day, 23:12:24 temperature: no ada_p: 0.78877 Discriminator_loss: 0.88613 Generator_loss: 0.504466
[INFO] 2021-02-02 12:13:41 > Step: 207100 Progress: 66.3% Elapsed: 1 day, 23:13:41 temperature: no ada_p: 0.789154 Discriminator_loss: 0.907809 Generator_loss: 0.530888
[INFO] 2021-02-02 12:14:59 > Step: 207200 Progress: 66.3% Elapsed: 1 day, 23:14:59 temperature: no ada_p: 0.789538 Discriminator_loss: 0.87901 Generator_loss: 0.594132
[INFO] 2021-02-02 12:16:17 > Step: 207300 Progress: 66.3% Elapsed: 1 day, 23:16:17 temperature: no ada_p: 0.789922 Discriminator_loss: 0.907014 Generator_loss: 0.522813
[INFO] 2021-02-02 12:17:34 > Step: 207400 Progress: 66.4% Elapsed: 1 day, 23:17:34 temperature: no ada_p: 0.790306 Discriminator_loss: 0.879666 Generator_loss: 0.578053
[INFO] 2021-02-02 12:18:51 > Step: 207500 Progress: 66.4% Elapsed: 1 day, 23:18:51 temperature: no ada_p: 0.79069 Discriminator_loss: 0.87192 Generator_loss: 0.599286
[INFO] 2021-02-02 12:20:09 > Step: 207600 Progress: 66.4% Elapsed: 1 day, 23:20:09 temperature: no ada_p: 0.791074 Discriminator_loss: 0.903405 Generator_loss: 0.593566
[INFO] 2021-02-02 12:21:26 > Step: 207700 Progress: 66.5% Elapsed: 1 day, 23:21:25 temperature: no ada_p: 0.791458 Discriminator_loss: 0.908394 Generator_loss: 0.4785
[INFO] 2021-02-02 12:22:43 > Step: 207800 Progress: 66.5% Elapsed: 1 day, 23:22:43 temperature: no ada_p: 0.791842 Discriminator_loss: 0.870658 Generator_loss: 0.613894
[INFO] 2021-02-02 12:24:01 > Step: 207900 Progress: 66.5% Elapsed: 1 day, 23:24:00 temperature: no ada_p: 0.792226 Discriminator_loss: 0.948283 Generator_loss: 0.458618
[INFO] 2021-02-02 12:25:18 > Step: 208000 Progress: 66.6% Elapsed: 1 day, 23:25:18 temperature: no ada_p: 0.79261 Discriminator_loss: 0.880305 Generator_loss: 0.520317
[INFO] 2021-02-02 12:25:18 > Start Evaluation (208000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 12:25:18 > Calculating FID Score....
[INFO] 2021-02-02 12:25:46 > Calculating Inception Score....
[INFO] 2021-02-02 12:26:03 > Calculate F_beta Score....
[INFO] 2021-02-02 12:27:01 > Calculate Accuracies....
[INFO] 2021-02-02 12:27:08 > Calculate Accuracies....
[INFO] 2021-02-02 12:27:09 > F_8 score (Step: 208000, Using test images): 0.9919447028771438
[INFO] 2021-02-02 12:27:09 > F_1/8 score (Step: 208000, Using test images): 0.9923580271085756
[INFO] 2021-02-02 12:27:09 > FID score (Step: 208000, Using test moments): 7.954233432300327
[INFO] 2021-02-02 12:27:09 > Inception score (Step: 208000, 10000 generated images): 10.165118217468262
[INFO] 2021-02-02 12:27:09 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 12:27:10 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 12:28:28 > Step: 208100 Progress: 66.6% Elapsed: 1 day, 23:28:27 temperature: no ada_p: 0.792994 Discriminator_loss: 0.944669 Generator_loss: 0.532554
[INFO] 2021-02-02 12:29:44 > Step: 208200 Progress: 66.6% Elapsed: 1 day, 23:29:44 temperature: no ada_p: 0.793378 Discriminator_loss: 0.91913 Generator_loss: 0.580607
[INFO] 2021-02-02 12:31:02 > Step: 208300 Progress: 66.7% Elapsed: 1 day, 23:31:02 temperature: no ada_p: 0.793762 Discriminator_loss: 0.891976 Generator_loss: 0.548016
[INFO] 2021-02-02 12:32:20 > Step: 208400 Progress: 66.7% Elapsed: 1 day, 23:32:19 temperature: no ada_p: 0.794146 Discriminator_loss: 0.943729 Generator_loss: 0.632208
[INFO] 2021-02-02 12:33:29 > Step: 208500 Progress: 66.7% Elapsed: 1 day, 23:33:29 temperature: no ada_p: 0.79453 Discriminator_loss: 0.864481 Generator_loss: 0.506311
[INFO] 2021-02-02 12:34:43 > Step: 208600 Progress: 66.8% Elapsed: 1 day, 23:34:42 temperature: no ada_p: 0.794914 Discriminator_loss: 0.884011 Generator_loss: 0.536154
[INFO] 2021-02-02 12:36:00 > Step: 208700 Progress: 66.8% Elapsed: 1 day, 23:35:59 temperature: no ada_p: 0.795298 Discriminator_loss: 0.897291 Generator_loss: 0.481671
[INFO] 2021-02-02 12:37:17 > Step: 208800 Progress: 66.8% Elapsed: 1 day, 23:37:16 temperature: no ada_p: 0.795682 Discriminator_loss: 0.910377 Generator_loss: 0.579395
[INFO] 2021-02-02 12:38:34 > Step: 208900 Progress: 66.8% Elapsed: 1 day, 23:38:34 temperature: no ada_p: 0.796066 Discriminator_loss: 0.89143 Generator_loss: 0.601917
[INFO] 2021-02-02 12:39:52 > Step: 209000 Progress: 66.9% Elapsed: 1 day, 23:39:52 temperature: no ada_p: 0.79645 Discriminator_loss: 0.872552 Generator_loss: 0.506789
[INFO] 2021-02-02 12:41:09 > Step: 209100 Progress: 66.9% Elapsed: 1 day, 23:41:09 temperature: no ada_p: 0.796834 Discriminator_loss: 0.895284 Generator_loss: 0.488159
[INFO] 2021-02-02 12:42:27 > Step: 209200 Progress: 66.9% Elapsed: 1 day, 23:42:27 temperature: no ada_p: 0.797218 Discriminator_loss: 0.952511 Generator_loss: 0.575933
[INFO] 2021-02-02 12:43:45 > Step: 209300 Progress: 67.0% Elapsed: 1 day, 23:43:45 temperature: no ada_p: 0.797602 Discriminator_loss: 0.901885 Generator_loss: 0.50226
[INFO] 2021-02-02 12:45:03 > Step: 209400 Progress: 67.0% Elapsed: 1 day, 23:45:03 temperature: no ada_p: 0.797986 Discriminator_loss: 0.893434 Generator_loss: 0.706626
[INFO] 2021-02-02 12:46:21 > Step: 209500 Progress: 67.0% Elapsed: 1 day, 23:46:21 temperature: no ada_p: 0.79837 Discriminator_loss: 0.915622 Generator_loss: 0.571775
[INFO] 2021-02-02 12:47:38 > Step: 209600 Progress: 67.1% Elapsed: 1 day, 23:47:38 temperature: no ada_p: 0.798754 Discriminator_loss: 0.915175 Generator_loss: 0.578953
[INFO] 2021-02-02 12:48:56 > Step: 209700 Progress: 67.1% Elapsed: 1 day, 23:48:55 temperature: no ada_p: 0.799138 Discriminator_loss: 0.89056 Generator_loss: 0.545894
[INFO] 2021-02-02 12:50:13 > Step: 209800 Progress: 67.1% Elapsed: 1 day, 23:50:13 temperature: no ada_p: 0.799522 Discriminator_loss: 0.914253 Generator_loss: 0.567333
[INFO] 2021-02-02 12:51:30 > Step: 209900 Progress: 67.2% Elapsed: 1 day, 23:51:30 temperature: no ada_p: 0.799906 Discriminator_loss: 0.883599 Generator_loss: 0.596279
[INFO] 2021-02-02 12:52:47 > Step: 210000 Progress: 67.2% Elapsed: 1 day, 23:52:47 temperature: no ada_p: 0.80029 Discriminator_loss: 0.903683 Generator_loss: 0.599289
[INFO] 2021-02-02 12:52:47 > Start Evaluation (210000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 12:52:47 > Calculating FID Score....
[INFO] 2021-02-02 12:53:15 > Calculating Inception Score....
[INFO] 2021-02-02 12:53:31 > Calculate F_beta Score....
[INFO] 2021-02-02 12:54:28 > Calculate Accuracies....
[INFO] 2021-02-02 12:54:34 > Calculate Accuracies....
[INFO] 2021-02-02 12:54:36 > F_8 score (Step: 210000, Using test images): 0.9941832876898762
[INFO] 2021-02-02 12:54:36 > F_1/8 score (Step: 210000, Using test images): 0.9920648226213857
[INFO] 2021-02-02 12:54:36 > FID score (Step: 210000, Using test moments): 7.99717313301079
[INFO] 2021-02-02 12:54:36 > Inception score (Step: 210000, 10000 generated images): 10.022109985351562
[INFO] 2021-02-02 12:54:36 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 12:54:36 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 12:55:54 > Step: 210100 Progress: 67.2% Elapsed: 1 day, 23:55:53 temperature: no ada_p: 0.800674 Discriminator_loss: 0.858837 Generator_loss: 0.511506
[INFO] 2021-02-02 12:57:10 > Step: 210200 Progress: 67.3% Elapsed: 1 day, 23:57:10 temperature: no ada_p: 0.801058 Discriminator_loss: 0.926562 Generator_loss: 0.57348
[INFO] 2021-02-02 12:58:27 > Step: 210300 Progress: 67.3% Elapsed: 1 day, 23:58:27 temperature: no ada_p: 0.801442 Discriminator_loss: 0.914239 Generator_loss: 0.510679
[INFO] 2021-02-02 12:59:44 > Step: 210400 Progress: 67.3% Elapsed: 1 day, 23:59:43 temperature: no ada_p: 0.801826 Discriminator_loss: 0.918995 Generator_loss: 0.576985
[INFO] 2021-02-02 13:01:02 > Step: 210500 Progress: 67.4% Elapsed: 2 days, 0:01:02 temperature: no ada_p: 0.80221 Discriminator_loss: 0.923868 Generator_loss: 0.513012
[INFO] 2021-02-02 13:02:20 > Step: 210600 Progress: 67.4% Elapsed: 2 days, 0:02:20 temperature: no ada_p: 0.802594 Discriminator_loss: 0.911917 Generator_loss: 0.501248
[INFO] 2021-02-02 13:03:31 > Step: 210700 Progress: 67.4% Elapsed: 2 days, 0:03:31 temperature: no ada_p: 0.802978 Discriminator_loss: 0.913259 Generator_loss: 0.509596
[INFO] 2021-02-02 13:04:45 > Step: 210800 Progress: 67.5% Elapsed: 2 days, 0:04:45 temperature: no ada_p: 0.803362 Discriminator_loss: 0.871504 Generator_loss: 0.464024
[INFO] 2021-02-02 13:06:03 > Step: 210900 Progress: 67.5% Elapsed: 2 days, 0:06:02 temperature: no ada_p: 0.803746 Discriminator_loss: 0.865417 Generator_loss: 0.600042
[INFO] 2021-02-02 13:07:20 > Step: 211000 Progress: 67.5% Elapsed: 2 days, 0:07:20 temperature: no ada_p: 0.80413 Discriminator_loss: 0.916925 Generator_loss: 0.558621
[INFO] 2021-02-02 13:08:37 > Step: 211100 Progress: 67.6% Elapsed: 2 days, 0:08:37 temperature: no ada_p: 0.804514 Discriminator_loss: 0.926084 Generator_loss: 0.49999
[INFO] 2021-02-02 13:09:55 > Step: 211200 Progress: 67.6% Elapsed: 2 days, 0:09:55 temperature: no ada_p: 0.804898 Discriminator_loss: 0.872243 Generator_loss: 0.539205
[INFO] 2021-02-02 13:11:13 > Step: 211300 Progress: 67.6% Elapsed: 2 days, 0:11:12 temperature: no ada_p: 0.805282 Discriminator_loss: 0.888016 Generator_loss: 0.480525
[INFO] 2021-02-02 13:12:30 > Step: 211400 Progress: 67.6% Elapsed: 2 days, 0:12:30 temperature: no ada_p: 0.805666 Discriminator_loss: 0.896263 Generator_loss: 0.693344
[INFO] 2021-02-02 13:13:48 > Step: 211500 Progress: 67.7% Elapsed: 2 days, 0:13:48 temperature: no ada_p: 0.80605 Discriminator_loss: 0.923386 Generator_loss: 0.560426
[INFO] 2021-02-02 13:15:05 > Step: 211600 Progress: 67.7% Elapsed: 2 days, 0:15:05 temperature: no ada_p: 0.806434 Discriminator_loss: 0.928502 Generator_loss: 0.459049
[INFO] 2021-02-02 13:16:22 > Step: 211700 Progress: 67.7% Elapsed: 2 days, 0:16:22 temperature: no ada_p: 0.806818 Discriminator_loss: 0.933666 Generator_loss: 0.494296
[INFO] 2021-02-02 13:17:39 > Step: 211800 Progress: 67.8% Elapsed: 2 days, 0:17:39 temperature: no ada_p: 0.807202 Discriminator_loss: 0.935155 Generator_loss: 0.467619
[INFO] 2021-02-02 13:18:57 > Step: 211900 Progress: 67.8% Elapsed: 2 days, 0:18:57 temperature: no ada_p: 0.807586 Discriminator_loss: 0.909848 Generator_loss: 0.517685
[INFO] 2021-02-02 13:20:14 > Step: 212000 Progress: 67.8% Elapsed: 2 days, 0:20:14 temperature: no ada_p: 0.80797 Discriminator_loss: 0.929232 Generator_loss: 0.491427
[INFO] 2021-02-02 13:20:14 > Start Evaluation (212000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 13:20:14 > Calculating FID Score....
[INFO] 2021-02-02 13:20:42 > Calculating Inception Score....
[INFO] 2021-02-02 13:20:58 > Calculate F_beta Score....
[INFO] 2021-02-02 13:21:54 > Calculate Accuracies....
[INFO] 2021-02-02 13:22:01 > Calculate Accuracies....
[INFO] 2021-02-02 13:22:03 > F_8 score (Step: 212000, Using test images): 0.991993759564146
[INFO] 2021-02-02 13:22:03 > F_1/8 score (Step: 212000, Using test images): 0.993785773975312
[INFO] 2021-02-02 13:22:03 > FID score (Step: 212000, Using test moments): 7.953752290106195
[INFO] 2021-02-02 13:22:03 > Inception score (Step: 212000, 10000 generated images): 10.104254722595215
[INFO] 2021-02-02 13:22:03 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 13:22:03 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 13:23:20 > Step: 212100 Progress: 67.9% Elapsed: 2 days, 0:23:20 temperature: no ada_p: 0.808354 Discriminator_loss: 0.912414 Generator_loss: 0.572122
[INFO] 2021-02-02 13:24:37 > Step: 212200 Progress: 67.9% Elapsed: 2 days, 0:24:37 temperature: no ada_p: 0.808738 Discriminator_loss: 0.931066 Generator_loss: 0.442581
[INFO] 2021-02-02 13:25:56 > Step: 212300 Progress: 67.9% Elapsed: 2 days, 0:25:55 temperature: no ada_p: 0.809122 Discriminator_loss: 0.942841 Generator_loss: 0.5435
[INFO] 2021-02-02 13:27:13 > Step: 212400 Progress: 68.0% Elapsed: 2 days, 0:27:13 temperature: no ada_p: 0.809506 Discriminator_loss: 0.874569 Generator_loss: 0.492876
[INFO] 2021-02-02 13:28:32 > Step: 212500 Progress: 68.0% Elapsed: 2 days, 0:28:31 temperature: no ada_p: 0.80989 Discriminator_loss: 0.898544 Generator_loss: 0.569095
[INFO] 2021-02-02 13:29:50 > Step: 212600 Progress: 68.0% Elapsed: 2 days, 0:29:49 temperature: no ada_p: 0.810274 Discriminator_loss: 0.916447 Generator_loss: 0.567087
[INFO] 2021-02-02 13:31:07 > Step: 212700 Progress: 68.1% Elapsed: 2 days, 0:31:06 temperature: no ada_p: 0.810658 Discriminator_loss: 0.890378 Generator_loss: 0.477998
[INFO] 2021-02-02 13:32:24 > Step: 212800 Progress: 68.1% Elapsed: 2 days, 0:32:23 temperature: no ada_p: 0.811042 Discriminator_loss: 0.914872 Generator_loss: 0.572929
[INFO] 2021-02-02 13:33:31 > Step: 212900 Progress: 68.1% Elapsed: 2 days, 0:33:30 temperature: no ada_p: 0.811426 Discriminator_loss: 0.915389 Generator_loss: 0.511609
[INFO] 2021-02-02 13:34:44 > Step: 213000 Progress: 68.2% Elapsed: 2 days, 0:34:44 temperature: no ada_p: 0.81181 Discriminator_loss: 0.950872 Generator_loss: 0.531879
[INFO] 2021-02-02 13:36:02 > Step: 213100 Progress: 68.2% Elapsed: 2 days, 0:36:02 temperature: no ada_p: 0.812194 Discriminator_loss: 0.929128 Generator_loss: 0.506726
[INFO] 2021-02-02 13:37:19 > Step: 213200 Progress: 68.2% Elapsed: 2 days, 0:37:19 temperature: no ada_p: 0.812578 Discriminator_loss: 0.865179 Generator_loss: 0.502154
[INFO] 2021-02-02 13:38:37 > Step: 213300 Progress: 68.3% Elapsed: 2 days, 0:38:36 temperature: no ada_p: 0.812962 Discriminator_loss: 0.896539 Generator_loss: 0.548254
[INFO] 2021-02-02 13:39:54 > Step: 213400 Progress: 68.3% Elapsed: 2 days, 0:39:54 temperature: no ada_p: 0.813346 Discriminator_loss: 0.888232 Generator_loss: 0.494711
[INFO] 2021-02-02 13:41:11 > Step: 213500 Progress: 68.3% Elapsed: 2 days, 0:41:11 temperature: no ada_p: 0.81373 Discriminator_loss: 0.902297 Generator_loss: 0.472619
[INFO] 2021-02-02 13:42:29 > Step: 213600 Progress: 68.4% Elapsed: 2 days, 0:42:29 temperature: no ada_p: 0.814114 Discriminator_loss: 0.898612 Generator_loss: 0.529754
[INFO] 2021-02-02 13:43:47 > Step: 213700 Progress: 68.4% Elapsed: 2 days, 0:43:47 temperature: no ada_p: 0.814498 Discriminator_loss: 0.891735 Generator_loss: 0.525429
[INFO] 2021-02-02 13:45:05 > Step: 213800 Progress: 68.4% Elapsed: 2 days, 0:45:04 temperature: no ada_p: 0.814882 Discriminator_loss: 0.917913 Generator_loss: 0.510334
[INFO] 2021-02-02 13:46:22 > Step: 213900 Progress: 68.4% Elapsed: 2 days, 0:46:22 temperature: no ada_p: 0.815266 Discriminator_loss: 0.931846 Generator_loss: 0.556882
[INFO] 2021-02-02 13:47:40 > Step: 214000 Progress: 68.5% Elapsed: 2 days, 0:47:40 temperature: no ada_p: 0.81565 Discriminator_loss: 0.907726 Generator_loss: 0.519307
[INFO] 2021-02-02 13:47:40 > Start Evaluation (214000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 13:47:40 > Calculating FID Score....
[INFO] 2021-02-02 13:48:08 > Calculating Inception Score....
[INFO] 2021-02-02 13:48:24 > Calculate F_beta Score....
[INFO] 2021-02-02 13:49:20 > Calculate Accuracies....
[INFO] 2021-02-02 13:49:27 > Calculate Accuracies....
[INFO] 2021-02-02 13:49:29 > F_8 score (Step: 214000, Using test images): 0.9929692554499616
[INFO] 2021-02-02 13:49:29 > F_1/8 score (Step: 214000, Using test images): 0.9941728356003857
[INFO] 2021-02-02 13:49:29 > FID score (Step: 214000, Using test moments): 8.077302783029836
[INFO] 2021-02-02 13:49:29 > Inception score (Step: 214000, 10000 generated images): 9.965750694274902
[INFO] 2021-02-02 13:49:29 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 13:49:29 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 13:50:46 > Step: 214100 Progress: 68.5% Elapsed: 2 days, 0:50:46 temperature: no ada_p: 0.816034 Discriminator_loss: 0.892832 Generator_loss: 0.491532
[INFO] 2021-02-02 13:52:04 > Step: 214200 Progress: 68.5% Elapsed: 2 days, 0:52:03 temperature: no ada_p: 0.816418 Discriminator_loss: 0.927287 Generator_loss: 0.562118
[INFO] 2021-02-02 13:53:21 > Step: 214300 Progress: 68.6% Elapsed: 2 days, 0:53:20 temperature: no ada_p: 0.816802 Discriminator_loss: 0.894405 Generator_loss: 0.586703
[INFO] 2021-02-02 13:54:37 > Step: 214400 Progress: 68.6% Elapsed: 2 days, 0:54:37 temperature: no ada_p: 0.817186 Discriminator_loss: 0.943468 Generator_loss: 0.540882
[INFO] 2021-02-02 13:55:55 > Step: 214500 Progress: 68.6% Elapsed: 2 days, 0:55:55 temperature: no ada_p: 0.81757 Discriminator_loss: 0.897515 Generator_loss: 0.545679
[INFO] 2021-02-02 13:57:12 > Step: 214600 Progress: 68.7% Elapsed: 2 days, 0:57:12 temperature: no ada_p: 0.817954 Discriminator_loss: 0.927895 Generator_loss: 0.507544
[INFO] 2021-02-02 13:58:30 > Step: 214700 Progress: 68.7% Elapsed: 2 days, 0:58:29 temperature: no ada_p: 0.818338 Discriminator_loss: 0.911107 Generator_loss: 0.539655
[INFO] 2021-02-02 13:59:47 > Step: 214800 Progress: 68.7% Elapsed: 2 days, 0:59:47 temperature: no ada_p: 0.818722 Discriminator_loss: 0.896341 Generator_loss: 0.533701
[INFO] 2021-02-02 14:01:04 > Step: 214900 Progress: 68.8% Elapsed: 2 days, 1:01:04 temperature: no ada_p: 0.819106 Discriminator_loss: 0.88738 Generator_loss: 0.440932
[INFO] 2021-02-02 14:02:22 > Step: 215000 Progress: 68.8% Elapsed: 2 days, 1:02:22 temperature: no ada_p: 0.81949 Discriminator_loss: 0.933322 Generator_loss: 0.47419
[INFO] 2021-02-02 14:03:35 > Step: 215100 Progress: 68.8% Elapsed: 2 days, 1:03:35 temperature: no ada_p: 0.819874 Discriminator_loss: 0.857487 Generator_loss: 0.498081
[INFO] 2021-02-02 14:04:48 > Step: 215200 Progress: 68.9% Elapsed: 2 days, 1:04:48 temperature: no ada_p: 0.820258 Discriminator_loss: 0.876677 Generator_loss: 0.555105
[INFO] 2021-02-02 14:06:06 > Step: 215300 Progress: 68.9% Elapsed: 2 days, 1:06:06 temperature: no ada_p: 0.820642 Discriminator_loss: 0.914628 Generator_loss: 0.454962
[INFO] 2021-02-02 14:07:24 > Step: 215400 Progress: 68.9% Elapsed: 2 days, 1:07:23 temperature: no ada_p: 0.821026 Discriminator_loss: 0.934376 Generator_loss: 0.546677
[INFO] 2021-02-02 14:08:41 > Step: 215500 Progress: 69.0% Elapsed: 2 days, 1:08:41 temperature: no ada_p: 0.82141 Discriminator_loss: 0.897085 Generator_loss: 0.495874
[INFO] 2021-02-02 14:09:58 > Step: 215600 Progress: 69.0% Elapsed: 2 days, 1:09:58 temperature: no ada_p: 0.821794 Discriminator_loss: 0.893118 Generator_loss: 0.607328
[INFO] 2021-02-02 14:11:12 > Step: 215700 Progress: 69.0% Elapsed: 2 days, 1:11:11 temperature: no ada_p: 0.822178 Discriminator_loss: 0.89835 Generator_loss: 0.575956
[INFO] 2021-02-02 14:12:30 > Step: 215800 Progress: 69.1% Elapsed: 2 days, 1:12:29 temperature: no ada_p: 0.822562 Discriminator_loss: 0.907024 Generator_loss: 0.554589
[INFO] 2021-02-02 14:13:47 > Step: 215900 Progress: 69.1% Elapsed: 2 days, 1:13:47 temperature: no ada_p: 0.822946 Discriminator_loss: 0.923918 Generator_loss: 0.529094
[INFO] 2021-02-02 14:15:04 > Step: 216000 Progress: 69.1% Elapsed: 2 days, 1:15:04 temperature: no ada_p: 0.82333 Discriminator_loss: 0.886864 Generator_loss: 0.491898
[INFO] 2021-02-02 14:15:05 > Start Evaluation (216000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 14:15:05 > Calculating FID Score....
[INFO] 2021-02-02 14:15:32 > Calculating Inception Score....
[INFO] 2021-02-02 14:15:49 > Calculate F_beta Score....
[INFO] 2021-02-02 14:16:45 > Calculate Accuracies....
[INFO] 2021-02-02 14:16:52 > Calculate Accuracies....
[INFO] 2021-02-02 14:16:53 > F_8 score (Step: 216000, Using test images): 0.9907323441316275
[INFO] 2021-02-02 14:16:53 > F_1/8 score (Step: 216000, Using test images): 0.9921717694564408
[INFO] 2021-02-02 14:16:54 > FID score (Step: 216000, Using test moments): 8.08310806171562
[INFO] 2021-02-02 14:16:54 > Inception score (Step: 216000, 10000 generated images): 9.986793518066406
[INFO] 2021-02-02 14:16:54 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 14:16:54 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 14:18:12 > Step: 216100 Progress: 69.2% Elapsed: 2 days, 1:18:11 temperature: no ada_p: 0.823714 Discriminator_loss: 0.920442 Generator_loss: 0.522312
[INFO] 2021-02-02 14:19:29 > Step: 216200 Progress: 69.2% Elapsed: 2 days, 1:19:29 temperature: no ada_p: 0.824098 Discriminator_loss: 0.94921 Generator_loss: 0.501356
[INFO] 2021-02-02 14:20:46 > Step: 216300 Progress: 69.2% Elapsed: 2 days, 1:20:46 temperature: no ada_p: 0.824482 Discriminator_loss: 0.975398 Generator_loss: 0.530597
[INFO] 2021-02-02 14:22:04 > Step: 216400 Progress: 69.2% Elapsed: 2 days, 1:22:03 temperature: no ada_p: 0.824866 Discriminator_loss: 0.934015 Generator_loss: 0.541119
[INFO] 2021-02-02 14:23:21 > Step: 216500 Progress: 69.3% Elapsed: 2 days, 1:23:21 temperature: no ada_p: 0.82525 Discriminator_loss: 0.895154 Generator_loss: 0.525979
[INFO] 2021-02-02 14:24:39 > Step: 216600 Progress: 69.3% Elapsed: 2 days, 1:24:38 temperature: no ada_p: 0.825634 Discriminator_loss: 0.934419 Generator_loss: 0.591927
[INFO] 2021-02-02 14:25:56 > Step: 216700 Progress: 69.3% Elapsed: 2 days, 1:25:56 temperature: no ada_p: 0.826018 Discriminator_loss: 0.893972 Generator_loss: 0.474822
[INFO] 2021-02-02 14:27:13 > Step: 216800 Progress: 69.4% Elapsed: 2 days, 1:27:12 temperature: no ada_p: 0.826402 Discriminator_loss: 0.920577 Generator_loss: 0.5007
[INFO] 2021-02-02 14:28:30 > Step: 216900 Progress: 69.4% Elapsed: 2 days, 1:28:30 temperature: no ada_p: 0.826786 Discriminator_loss: 0.943368 Generator_loss: 0.604804
[INFO] 2021-02-02 14:29:48 > Step: 217000 Progress: 69.4% Elapsed: 2 days, 1:29:47 temperature: no ada_p: 0.82717 Discriminator_loss: 0.891319 Generator_loss: 0.506369
[INFO] 2021-02-02 14:31:04 > Step: 217100 Progress: 69.5% Elapsed: 2 days, 1:31:04 temperature: no ada_p: 0.827554 Discriminator_loss: 0.930531 Generator_loss: 0.551099
[INFO] 2021-02-02 14:32:21 > Step: 217200 Progress: 69.5% Elapsed: 2 days, 1:32:21 temperature: no ada_p: 0.827938 Discriminator_loss: 0.886963 Generator_loss: 0.587755
[INFO] 2021-02-02 14:33:33 > Step: 217300 Progress: 69.5% Elapsed: 2 days, 1:33:33 temperature: no ada_p: 0.828322 Discriminator_loss: 0.936422 Generator_loss: 0.486909
[INFO] 2021-02-02 14:34:48 > Step: 217400 Progress: 69.6% Elapsed: 2 days, 1:34:48 temperature: no ada_p: 0.828706 Discriminator_loss: 0.916248 Generator_loss: 0.541464
[INFO] 2021-02-02 14:36:06 > Step: 217500 Progress: 69.6% Elapsed: 2 days, 1:36:05 temperature: no ada_p: 0.82909 Discriminator_loss: 0.924057 Generator_loss: 0.525022
[INFO] 2021-02-02 14:37:24 > Step: 217600 Progress: 69.6% Elapsed: 2 days, 1:37:24 temperature: no ada_p: 0.829474 Discriminator_loss: 0.933622 Generator_loss: 0.524736
[INFO] 2021-02-02 14:38:41 > Step: 217700 Progress: 69.7% Elapsed: 2 days, 1:38:41 temperature: no ada_p: 0.829858 Discriminator_loss: 0.888609 Generator_loss: 0.524375
[INFO] 2021-02-02 14:39:59 > Step: 217800 Progress: 69.7% Elapsed: 2 days, 1:39:59 temperature: no ada_p: 0.830242 Discriminator_loss: 0.907335 Generator_loss: 0.574726
[INFO] 2021-02-02 14:41:17 > Step: 217900 Progress: 69.7% Elapsed: 2 days, 1:41:17 temperature: no ada_p: 0.830626 Discriminator_loss: 0.917462 Generator_loss: 0.486618
[INFO] 2021-02-02 14:42:34 > Step: 218000 Progress: 69.8% Elapsed: 2 days, 1:42:33 temperature: no ada_p: 0.83101 Discriminator_loss: 0.893171 Generator_loss: 0.490765
[INFO] 2021-02-02 14:42:34 > Start Evaluation (218000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 14:42:34 > Calculating FID Score....
[INFO] 2021-02-02 14:43:01 > Calculating Inception Score....
[INFO] 2021-02-02 14:43:18 > Calculate F_beta Score....
[INFO] 2021-02-02 14:44:13 > Calculate Accuracies....
[INFO] 2021-02-02 14:44:20 > Calculate Accuracies....
[INFO] 2021-02-02 14:44:21 > F_8 score (Step: 218000, Using test images): 0.9931781120014562
[INFO] 2021-02-02 14:44:21 > F_1/8 score (Step: 218000, Using test images): 0.9921140008734523
[INFO] 2021-02-02 14:44:21 > FID score (Step: 218000, Using test moments): 8.038329954982544
[INFO] 2021-02-02 14:44:21 > Inception score (Step: 218000, 10000 generated images): 9.911578178405762
[INFO] 2021-02-02 14:44:21 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 14:44:22 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 14:45:40 > Step: 218100 Progress: 69.8% Elapsed: 2 days, 1:45:40 temperature: no ada_p: 0.831394 Discriminator_loss: 0.907826 Generator_loss: 0.500322
[INFO] 2021-02-02 14:46:57 > Step: 218200 Progress: 69.8% Elapsed: 2 days, 1:46:57 temperature: no ada_p: 0.831778 Discriminator_loss: 0.872658 Generator_loss: 0.488512
[INFO] 2021-02-02 14:48:15 > Step: 218300 Progress: 69.9% Elapsed: 2 days, 1:48:15 temperature: no ada_p: 0.832162 Discriminator_loss: 0.95066 Generator_loss: 0.52882
[INFO] 2021-02-02 14:49:33 > Step: 218400 Progress: 69.9% Elapsed: 2 days, 1:49:32 temperature: no ada_p: 0.832546 Discriminator_loss: 0.929498 Generator_loss: 0.49879
[INFO] 2021-02-02 14:50:50 > Step: 218500 Progress: 69.9% Elapsed: 2 days, 1:50:49 temperature: no ada_p: 0.83293 Discriminator_loss: 0.885986 Generator_loss: 0.573345
[INFO] 2021-02-02 14:52:07 > Step: 218600 Progress: 70.0% Elapsed: 2 days, 1:52:07 temperature: no ada_p: 0.833314 Discriminator_loss: 0.883994 Generator_loss: 0.528471
[INFO] 2021-02-02 14:53:25 > Step: 218700 Progress: 70.0% Elapsed: 2 days, 1:53:25 temperature: no ada_p: 0.833698 Discriminator_loss: 0.961061 Generator_loss: 0.558698
[INFO] 2021-02-02 14:54:42 > Step: 218800 Progress: 70.0% Elapsed: 2 days, 1:54:42 temperature: no ada_p: 0.834082 Discriminator_loss: 0.909413 Generator_loss: 0.517304
[INFO] 2021-02-02 14:55:59 > Step: 218900 Progress: 70.0% Elapsed: 2 days, 1:55:58 temperature: no ada_p: 0.834466 Discriminator_loss: 0.922402 Generator_loss: 0.4906
[INFO] 2021-02-02 14:57:16 > Step: 219000 Progress: 70.1% Elapsed: 2 days, 1:57:16 temperature: no ada_p: 0.83485 Discriminator_loss: 0.951693 Generator_loss: 0.555858
[INFO] 2021-02-02 14:58:34 > Step: 219100 Progress: 70.1% Elapsed: 2 days, 1:58:33 temperature: no ada_p: 0.835234 Discriminator_loss: 0.90882 Generator_loss: 0.48765
[INFO] 2021-02-02 14:59:51 > Step: 219200 Progress: 70.1% Elapsed: 2 days, 1:59:51 temperature: no ada_p: 0.835618 Discriminator_loss: 0.869159 Generator_loss: 0.501422
[INFO] 2021-02-02 15:01:09 > Step: 219300 Progress: 70.2% Elapsed: 2 days, 2:01:09 temperature: no ada_p: 0.836002 Discriminator_loss: 0.880964 Generator_loss: 0.571911
[INFO] 2021-02-02 15:02:22 > Step: 219400 Progress: 70.2% Elapsed: 2 days, 2:02:22 temperature: no ada_p: 0.836386 Discriminator_loss: 0.878011 Generator_loss: 0.57521
[INFO] 2021-02-02 15:03:31 > Step: 219500 Progress: 70.2% Elapsed: 2 days, 2:03:31 temperature: no ada_p: 0.83677 Discriminator_loss: 0.908567 Generator_loss: 0.514007
[INFO] 2021-02-02 15:04:47 > Step: 219600 Progress: 70.3% Elapsed: 2 days, 2:04:47 temperature: no ada_p: 0.837154 Discriminator_loss: 0.940525 Generator_loss: 0.560629
[INFO] 2021-02-02 15:06:04 > Step: 219700 Progress: 70.3% Elapsed: 2 days, 2:06:03 temperature: no ada_p: 0.837538 Discriminator_loss: 0.896398 Generator_loss: 0.460819
[INFO] 2021-02-02 15:07:22 > Step: 219800 Progress: 70.3% Elapsed: 2 days, 2:07:21 temperature: no ada_p: 0.837922 Discriminator_loss: 0.872868 Generator_loss: 0.531373
[INFO] 2021-02-02 15:08:38 > Step: 219900 Progress: 70.4% Elapsed: 2 days, 2:08:38 temperature: no ada_p: 0.838306 Discriminator_loss: 0.915273 Generator_loss: 0.5112
[INFO] 2021-02-02 15:09:56 > Step: 220000 Progress: 70.4% Elapsed: 2 days, 2:09:56 temperature: no ada_p: 0.83869 Discriminator_loss: 0.923707 Generator_loss: 0.492463
[INFO] 2021-02-02 15:09:56 > Start Evaluation (220000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 15:09:56 > Calculating FID Score....
[INFO] 2021-02-02 15:10:23 > Calculating Inception Score....
[INFO] 2021-02-02 15:10:40 > Calculate F_beta Score....
[INFO] 2021-02-02 15:11:35 > Calculate Accuracies....
[INFO] 2021-02-02 15:11:42 > Calculate Accuracies....
[INFO] 2021-02-02 15:11:43 > F_8 score (Step: 220000, Using test images): 0.9913747902167717
[INFO] 2021-02-02 15:11:44 > F_1/8 score (Step: 220000, Using test images): 0.9931500893812213
[INFO] 2021-02-02 15:11:44 > FID score (Step: 220000, Using test moments): 8.077624869516399
[INFO] 2021-02-02 15:11:44 > Inception score (Step: 220000, 10000 generated images): 10.027112007141113
[INFO] 2021-02-02 15:11:44 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 15:11:44 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 15:13:01 > Step: 220100 Progress: 70.4% Elapsed: 2 days, 2:13:01 temperature: no ada_p: 0.839074 Discriminator_loss: 0.904741 Generator_loss: 0.484456
[INFO] 2021-02-02 15:14:18 > Step: 220200 Progress: 70.5% Elapsed: 2 days, 2:14:18 temperature: no ada_p: 0.839458 Discriminator_loss: 0.954986 Generator_loss: 0.522184
[INFO] 2021-02-02 15:15:36 > Step: 220300 Progress: 70.5% Elapsed: 2 days, 2:15:35 temperature: no ada_p: 0.839842 Discriminator_loss: 0.924423 Generator_loss: 0.539422
[INFO] 2021-02-02 15:16:53 > Step: 220400 Progress: 70.5% Elapsed: 2 days, 2:16:53 temperature: no ada_p: 0.840226 Discriminator_loss: 0.885169 Generator_loss: 0.473896
[INFO] 2021-02-02 15:18:10 > Step: 220500 Progress: 70.6% Elapsed: 2 days, 2:18:10 temperature: no ada_p: 0.84061 Discriminator_loss: 0.937164 Generator_loss: 0.532587
[INFO] 2021-02-02 15:19:28 > Step: 220600 Progress: 70.6% Elapsed: 2 days, 2:19:27 temperature: no ada_p: 0.840994 Discriminator_loss: 0.912759 Generator_loss: 0.534456
[INFO] 2021-02-02 15:20:45 > Step: 220700 Progress: 70.6% Elapsed: 2 days, 2:20:44 temperature: no ada_p: 0.841378 Discriminator_loss: 0.952107 Generator_loss: 0.559007
[INFO] 2021-02-02 15:22:02 > Step: 220800 Progress: 70.7% Elapsed: 2 days, 2:22:02 temperature: no ada_p: 0.841762 Discriminator_loss: 0.900754 Generator_loss: 0.51777
[INFO] 2021-02-02 15:23:20 > Step: 220900 Progress: 70.7% Elapsed: 2 days, 2:23:19 temperature: no ada_p: 0.842146 Discriminator_loss: 0.902587 Generator_loss: 0.486374
[INFO] 2021-02-02 15:24:37 > Step: 221000 Progress: 70.7% Elapsed: 2 days, 2:24:37 temperature: no ada_p: 0.84253 Discriminator_loss: 0.893371 Generator_loss: 0.47537
[INFO] 2021-02-02 15:25:55 > Step: 221100 Progress: 70.8% Elapsed: 2 days, 2:25:54 temperature: no ada_p: 0.842914 Discriminator_loss: 0.876934 Generator_loss: 0.527874
[INFO] 2021-02-02 15:27:12 > Step: 221200 Progress: 70.8% Elapsed: 2 days, 2:27:11 temperature: no ada_p: 0.843298 Discriminator_loss: 0.922915 Generator_loss: 0.519106
[INFO] 2021-02-02 15:28:29 > Step: 221300 Progress: 70.8% Elapsed: 2 days, 2:28:29 temperature: no ada_p: 0.843682 Discriminator_loss: 0.89474 Generator_loss: 0.577249
[INFO] 2021-02-02 15:29:47 > Step: 221400 Progress: 70.8% Elapsed: 2 days, 2:29:47 temperature: no ada_p: 0.844066 Discriminator_loss: 0.928607 Generator_loss: 0.553338
[INFO] 2021-02-02 15:31:05 > Step: 221500 Progress: 70.9% Elapsed: 2 days, 2:31:05 temperature: no ada_p: 0.84445 Discriminator_loss: 0.861436 Generator_loss: 0.538466
[INFO] 2021-02-02 15:32:17 > Step: 221600 Progress: 70.9% Elapsed: 2 days, 2:32:17 temperature: no ada_p: 0.844834 Discriminator_loss: 0.901913 Generator_loss: 0.520733
[INFO] 2021-02-02 15:33:30 > Step: 221700 Progress: 70.9% Elapsed: 2 days, 2:33:29 temperature: no ada_p: 0.845218 Discriminator_loss: 0.904377 Generator_loss: 0.526273
[INFO] 2021-02-02 15:34:46 > Step: 221800 Progress: 71.0% Elapsed: 2 days, 2:34:46 temperature: no ada_p: 0.845602 Discriminator_loss: 0.893105 Generator_loss: 0.521823
[INFO] 2021-02-02 15:36:03 > Step: 221900 Progress: 71.0% Elapsed: 2 days, 2:36:03 temperature: no ada_p: 0.845986 Discriminator_loss: 0.930184 Generator_loss: 0.518092
[INFO] 2021-02-02 15:37:21 > Step: 222000 Progress: 71.0% Elapsed: 2 days, 2:37:20 temperature: no ada_p: 0.84637 Discriminator_loss: 0.951253 Generator_loss: 0.533683
[INFO] 2021-02-02 15:37:21 > Start Evaluation (222000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 15:37:21 > Calculating FID Score....
[INFO] 2021-02-02 15:37:48 > Calculating Inception Score....
[INFO] 2021-02-02 15:38:05 > Calculate F_beta Score....
[INFO] 2021-02-02 15:39:01 > Calculate Accuracies....
[INFO] 2021-02-02 15:39:07 > Calculate Accuracies....
[INFO] 2021-02-02 15:39:09 > F_8 score (Step: 222000, Using test images): 0.9920538358689499
[INFO] 2021-02-02 15:39:09 > F_1/8 score (Step: 222000, Using test images): 0.9919211174306648
[INFO] 2021-02-02 15:39:09 > FID score (Step: 222000, Using test moments): 8.21553501313258
[INFO] 2021-02-02 15:39:09 > Inception score (Step: 222000, 10000 generated images): 9.910131454467773
[INFO] 2021-02-02 15:39:09 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 15:39:10 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 15:40:26 > Step: 222100 Progress: 71.1% Elapsed: 2 days, 2:40:26 temperature: no ada_p: 0.846754 Discriminator_loss: 0.868189 Generator_loss: 0.542789
[INFO] 2021-02-02 15:41:44 > Step: 222200 Progress: 71.1% Elapsed: 2 days, 2:41:44 temperature: no ada_p: 0.847138 Discriminator_loss: 0.926166 Generator_loss: 0.42917
[INFO] 2021-02-02 15:43:01 > Step: 222300 Progress: 71.1% Elapsed: 2 days, 2:43:01 temperature: no ada_p: 0.847522 Discriminator_loss: 0.913607 Generator_loss: 0.522522
[INFO] 2021-02-02 15:44:19 > Step: 222400 Progress: 71.2% Elapsed: 2 days, 2:44:18 temperature: no ada_p: 0.847906 Discriminator_loss: 0.908044 Generator_loss: 0.517005
[INFO] 2021-02-02 15:45:36 > Step: 222500 Progress: 71.2% Elapsed: 2 days, 2:45:36 temperature: no ada_p: 0.84829 Discriminator_loss: 0.923895 Generator_loss: 0.547633
[INFO] 2021-02-02 15:46:54 > Step: 222600 Progress: 71.2% Elapsed: 2 days, 2:46:54 temperature: no ada_p: 0.848674 Discriminator_loss: 0.895482 Generator_loss: 0.522767
[INFO] 2021-02-02 15:48:12 > Step: 222700 Progress: 71.3% Elapsed: 2 days, 2:48:11 temperature: no ada_p: 0.849058 Discriminator_loss: 0.875121 Generator_loss: 0.586265
[INFO] 2021-02-02 15:49:29 > Step: 222800 Progress: 71.3% Elapsed: 2 days, 2:49:29 temperature: no ada_p: 0.849442 Discriminator_loss: 0.933488 Generator_loss: 0.533063
[INFO] 2021-02-02 15:50:46 > Step: 222900 Progress: 71.3% Elapsed: 2 days, 2:50:46 temperature: no ada_p: 0.849826 Discriminator_loss: 0.896122 Generator_loss: 0.565541
[INFO] 2021-02-02 15:52:04 > Step: 223000 Progress: 71.4% Elapsed: 2 days, 2:52:03 temperature: no ada_p: 0.85021 Discriminator_loss: 0.872657 Generator_loss: 0.542649
[INFO] 2021-02-02 15:53:21 > Step: 223100 Progress: 71.4% Elapsed: 2 days, 2:53:21 temperature: no ada_p: 0.850594 Discriminator_loss: 0.917169 Generator_loss: 0.570536
[INFO] 2021-02-02 15:54:39 > Step: 223200 Progress: 71.4% Elapsed: 2 days, 2:54:39 temperature: no ada_p: 0.850978 Discriminator_loss: 0.985505 Generator_loss: 0.551131
[INFO] 2021-02-02 15:55:57 > Step: 223300 Progress: 71.5% Elapsed: 2 days, 2:55:57 temperature: no ada_p: 0.851362 Discriminator_loss: 0.895913 Generator_loss: 0.506962
[INFO] 2021-02-02 15:57:18 > Step: 223400 Progress: 71.5% Elapsed: 2 days, 2:57:18 temperature: no ada_p: 0.851746 Discriminator_loss: 0.888386 Generator_loss: 0.530507
[INFO] 2021-02-02 15:58:36 > Step: 223500 Progress: 71.5% Elapsed: 2 days, 2:58:35 temperature: no ada_p: 0.85213 Discriminator_loss: 0.93064 Generator_loss: 0.512121
[INFO] 2021-02-02 15:59:54 > Step: 223600 Progress: 71.6% Elapsed: 2 days, 2:59:53 temperature: no ada_p: 0.852514 Discriminator_loss: 0.884952 Generator_loss: 0.463634
[INFO] 2021-02-02 16:01:11 > Step: 223700 Progress: 71.6% Elapsed: 2 days, 3:01:11 temperature: no ada_p: 0.852898 Discriminator_loss: 0.87121 Generator_loss: 0.581469
[INFO] 2021-02-02 16:02:23 > Step: 223800 Progress: 71.6% Elapsed: 2 days, 3:02:23 temperature: no ada_p: 0.853282 Discriminator_loss: 0.928165 Generator_loss: 0.498275
[INFO] 2021-02-02 16:03:33 > Step: 223900 Progress: 71.6% Elapsed: 2 days, 3:03:33 temperature: no ada_p: 0.853666 Discriminator_loss: 0.91663 Generator_loss: 0.517735
[INFO] 2021-02-02 16:04:49 > Step: 224000 Progress: 71.7% Elapsed: 2 days, 3:04:49 temperature: no ada_p: 0.85405 Discriminator_loss: 0.883017 Generator_loss: 0.574762
[INFO] 2021-02-02 16:04:49 > Start Evaluation (224000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 16:04:49 > Calculating FID Score....
[INFO] 2021-02-02 16:05:17 > Calculating Inception Score....
[INFO] 2021-02-02 16:05:33 > Calculate F_beta Score....
[INFO] 2021-02-02 16:06:30 > Calculate Accuracies....
[INFO] 2021-02-02 16:06:36 > Calculate Accuracies....
[INFO] 2021-02-02 16:06:38 > F_8 score (Step: 224000, Using test images): 0.9922861498774381
[INFO] 2021-02-02 16:06:38 > F_1/8 score (Step: 224000, Using test images): 0.9922447894969137
[INFO] 2021-02-02 16:06:38 > FID score (Step: 224000, Using test moments): 8.08099649232804
[INFO] 2021-02-02 16:06:38 > Inception score (Step: 224000, 10000 generated images): 10.060173988342285
[INFO] 2021-02-02 16:06:38 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 16:06:38 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 16:07:55 > Step: 224100 Progress: 71.7% Elapsed: 2 days, 3:07:55 temperature: no ada_p: 0.854434 Discriminator_loss: 0.948709 Generator_loss: 0.57631
[INFO] 2021-02-02 16:09:12 > Step: 224200 Progress: 71.7% Elapsed: 2 days, 3:09:12 temperature: no ada_p: 0.854818 Discriminator_loss: 0.905417 Generator_loss: 0.570384
[INFO] 2021-02-02 16:10:29 > Step: 224300 Progress: 71.8% Elapsed: 2 days, 3:10:29 temperature: no ada_p: 0.855202 Discriminator_loss: 0.906543 Generator_loss: 0.51678
[INFO] 2021-02-02 16:11:47 > Step: 224400 Progress: 71.8% Elapsed: 2 days, 3:11:47 temperature: no ada_p: 0.855586 Discriminator_loss: 0.858983 Generator_loss: 0.50429
[INFO] 2021-02-02 16:13:05 > Step: 224500 Progress: 71.8% Elapsed: 2 days, 3:13:05 temperature: no ada_p: 0.85597 Discriminator_loss: 0.968221 Generator_loss: 0.522116
[INFO] 2021-02-02 16:14:22 > Step: 224600 Progress: 71.9% Elapsed: 2 days, 3:14:22 temperature: no ada_p: 0.856354 Discriminator_loss: 0.910945 Generator_loss: 0.475256
[INFO] 2021-02-02 16:15:40 > Step: 224700 Progress: 71.9% Elapsed: 2 days, 3:15:40 temperature: no ada_p: 0.856738 Discriminator_loss: 0.939622 Generator_loss: 0.525138
[INFO] 2021-02-02 16:16:58 > Step: 224800 Progress: 71.9% Elapsed: 2 days, 3:16:57 temperature: no ada_p: 0.857122 Discriminator_loss: 0.884885 Generator_loss: 0.532803
[INFO] 2021-02-02 16:18:15 > Step: 224900 Progress: 72.0% Elapsed: 2 days, 3:18:15 temperature: no ada_p: 0.857506 Discriminator_loss: 0.868326 Generator_loss: 0.532483
[INFO] 2021-02-02 16:19:33 > Step: 225000 Progress: 72.0% Elapsed: 2 days, 3:19:33 temperature: no ada_p: 0.85789 Discriminator_loss: 0.922491 Generator_loss: 0.540634
[INFO] 2021-02-02 16:20:53 > Step: 225100 Progress: 72.0% Elapsed: 2 days, 3:20:52 temperature: no ada_p: 0.858274 Discriminator_loss: 0.920749 Generator_loss: 0.505384
[INFO] 2021-02-02 16:22:10 > Step: 225200 Progress: 72.1% Elapsed: 2 days, 3:22:09 temperature: no ada_p: 0.858658 Discriminator_loss: 0.917629 Generator_loss: 0.548607
[INFO] 2021-02-02 16:23:27 > Step: 225300 Progress: 72.1% Elapsed: 2 days, 3:23:27 temperature: no ada_p: 0.859042 Discriminator_loss: 0.915153 Generator_loss: 0.546373
[INFO] 2021-02-02 16:24:46 > Step: 225400 Progress: 72.1% Elapsed: 2 days, 3:24:45 temperature: no ada_p: 0.859426 Discriminator_loss: 0.944489 Generator_loss: 0.532155
[INFO] 2021-02-02 16:26:03 > Step: 225500 Progress: 72.2% Elapsed: 2 days, 3:26:03 temperature: no ada_p: 0.85981 Discriminator_loss: 0.883602 Generator_loss: 0.514129
[INFO] 2021-02-02 16:27:21 > Step: 225600 Progress: 72.2% Elapsed: 2 days, 3:27:20 temperature: no ada_p: 0.860194 Discriminator_loss: 0.899447 Generator_loss: 0.598833
[INFO] 2021-02-02 16:28:37 > Step: 225700 Progress: 72.2% Elapsed: 2 days, 3:28:37 temperature: no ada_p: 0.860578 Discriminator_loss: 0.919214 Generator_loss: 0.560334
[INFO] 2021-02-02 16:29:54 > Step: 225800 Progress: 72.3% Elapsed: 2 days, 3:29:54 temperature: no ada_p: 0.860962 Discriminator_loss: 0.923105 Generator_loss: 0.50133
[INFO] 2021-02-02 16:31:12 > Step: 225900 Progress: 72.3% Elapsed: 2 days, 3:31:12 temperature: no ada_p: 0.861346 Discriminator_loss: 0.90614 Generator_loss: 0.512774
[INFO] 2021-02-02 16:32:24 > Step: 226000 Progress: 72.3% Elapsed: 2 days, 3:32:23 temperature: no ada_p: 0.86173 Discriminator_loss: 0.936137 Generator_loss: 0.520939
[INFO] 2021-02-02 16:32:24 > Start Evaluation (226000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 16:32:24 > Calculating FID Score....
[INFO] 2021-02-02 16:32:51 > Calculating Inception Score....
[INFO] 2021-02-02 16:33:08 > Calculate F_beta Score....
[INFO] 2021-02-02 16:34:04 > Calculate Accuracies....
[INFO] 2021-02-02 16:34:11 > Calculate Accuracies....
[INFO] 2021-02-02 16:34:13 > F_8 score (Step: 226000, Using test images): 0.989200223112548
[INFO] 2021-02-02 16:34:13 > F_1/8 score (Step: 226000, Using test images): 0.9915208651139382
[INFO] 2021-02-02 16:34:13 > FID score (Step: 226000, Using test moments): 8.061164133456373
[INFO] 2021-02-02 16:34:13 > Inception score (Step: 226000, 10000 generated images): 9.916244506835938
[INFO] 2021-02-02 16:34:13 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 16:34:13 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 16:35:31 > Step: 226100 Progress: 72.4% Elapsed: 2 days, 3:35:30 temperature: no ada_p: 0.862114 Discriminator_loss: 0.92603 Generator_loss: 0.51476
[INFO] 2021-02-02 16:36:48 > Step: 226200 Progress: 72.4% Elapsed: 2 days, 3:36:48 temperature: no ada_p: 0.862498 Discriminator_loss: 0.910323 Generator_loss: 0.506949
[INFO] 2021-02-02 16:38:05 > Step: 226300 Progress: 72.4% Elapsed: 2 days, 3:38:05 temperature: no ada_p: 0.862882 Discriminator_loss: 0.931964 Generator_loss: 0.561153
[INFO] 2021-02-02 16:39:22 > Step: 226400 Progress: 72.4% Elapsed: 2 days, 3:39:22 temperature: no ada_p: 0.863266 Discriminator_loss: 0.91561 Generator_loss: 0.545
[INFO] 2021-02-02 16:40:40 > Step: 226500 Progress: 72.5% Elapsed: 2 days, 3:40:40 temperature: no ada_p: 0.86365 Discriminator_loss: 0.88205 Generator_loss: 0.53118
[INFO] 2021-02-02 16:41:57 > Step: 226600 Progress: 72.5% Elapsed: 2 days, 3:41:57 temperature: no ada_p: 0.864034 Discriminator_loss: 0.915801 Generator_loss: 0.575741
[INFO] 2021-02-02 16:43:15 > Step: 226700 Progress: 72.5% Elapsed: 2 days, 3:43:15 temperature: no ada_p: 0.864418 Discriminator_loss: 0.915339 Generator_loss: 0.501108
[INFO] 2021-02-02 16:44:33 > Step: 226800 Progress: 72.6% Elapsed: 2 days, 3:44:32 temperature: no ada_p: 0.864802 Discriminator_loss: 0.870509 Generator_loss: 0.500774
[INFO] 2021-02-02 16:45:50 > Step: 226900 Progress: 72.6% Elapsed: 2 days, 3:45:50 temperature: no ada_p: 0.865186 Discriminator_loss: 0.888006 Generator_loss: 0.562884
[INFO] 2021-02-02 16:47:08 > Step: 227000 Progress: 72.6% Elapsed: 2 days, 3:47:08 temperature: no ada_p: 0.86557 Discriminator_loss: 0.897733 Generator_loss: 0.516611
[INFO] 2021-02-02 16:48:26 > Step: 227100 Progress: 72.7% Elapsed: 2 days, 3:48:25 temperature: no ada_p: 0.865954 Discriminator_loss: 0.915869 Generator_loss: 0.479611
[INFO] 2021-02-02 16:49:43 > Step: 227200 Progress: 72.7% Elapsed: 2 days, 3:49:43 temperature: no ada_p: 0.866338 Discriminator_loss: 0.942697 Generator_loss: 0.532392
[INFO] 2021-02-02 16:51:01 > Step: 227300 Progress: 72.7% Elapsed: 2 days, 3:51:01 temperature: no ada_p: 0.866722 Discriminator_loss: 0.902059 Generator_loss: 0.596718
[INFO] 2021-02-02 16:52:18 > Step: 227400 Progress: 72.8% Elapsed: 2 days, 3:52:18 temperature: no ada_p: 0.867106 Discriminator_loss: 0.931637 Generator_loss: 0.470503
[INFO] 2021-02-02 16:53:36 > Step: 227500 Progress: 72.8% Elapsed: 2 days, 3:53:35 temperature: no ada_p: 0.86749 Discriminator_loss: 0.933914 Generator_loss: 0.534553
[INFO] 2021-02-02 16:54:53 > Step: 227600 Progress: 72.8% Elapsed: 2 days, 3:54:53 temperature: no ada_p: 0.867874 Discriminator_loss: 0.983663 Generator_loss: 0.541814
[INFO] 2021-02-02 16:56:10 > Step: 227700 Progress: 72.9% Elapsed: 2 days, 3:56:10 temperature: no ada_p: 0.868258 Discriminator_loss: 0.909366 Generator_loss: 0.495515
[INFO] 2021-02-02 16:57:28 > Step: 227800 Progress: 72.9% Elapsed: 2 days, 3:57:27 temperature: no ada_p: 0.868642 Discriminator_loss: 0.915913 Generator_loss: 0.504369
[INFO] 2021-02-02 16:58:45 > Step: 227900 Progress: 72.9% Elapsed: 2 days, 3:58:45 temperature: no ada_p: 0.869026 Discriminator_loss: 0.940627 Generator_loss: 0.543426
[INFO] 2021-02-02 17:00:02 > Step: 228000 Progress: 73.0% Elapsed: 2 days, 4:00:01 temperature: no ada_p: 0.86941 Discriminator_loss: 0.894543 Generator_loss: 0.539419
[INFO] 2021-02-02 17:00:02 > Start Evaluation (228000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 17:00:02 > Calculating FID Score....
[INFO] 2021-02-02 17:00:29 > Calculating Inception Score....
[INFO] 2021-02-02 17:00:46 > Calculate F_beta Score....
[INFO] 2021-02-02 17:01:44 > Calculate Accuracies....
[INFO] 2021-02-02 17:01:50 > Calculate Accuracies....
[INFO] 2021-02-02 17:01:52 > F_8 score (Step: 228000, Using test images): 0.993975761365909
[INFO] 2021-02-02 17:01:52 > F_1/8 score (Step: 228000, Using test images): 0.9927810852749734
[INFO] 2021-02-02 17:01:52 > FID score (Step: 228000, Using test moments): 8.108846033733585
[INFO] 2021-02-02 17:01:52 > Inception score (Step: 228000, 10000 generated images): 9.916085243225098
[INFO] 2021-02-02 17:01:52 > Best FID score (Step: 184000, Using test moments): 7.915837622626327
[INFO] 2021-02-02 17:01:52 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 17:03:01 > Step: 228100 Progress: 73.0% Elapsed: 2 days, 4:03:01 temperature: no ada_p: 0.869794 Discriminator_loss: 0.897026 Generator_loss: 0.587376
[INFO] 2021-02-02 17:04:17 > Step: 228200 Progress: 73.0% Elapsed: 2 days, 4:04:17 temperature: no ada_p: 0.870178 Discriminator_loss: 0.904679 Generator_loss: 0.524072
[INFO] 2021-02-02 17:05:35 > Step: 228300 Progress: 73.1% Elapsed: 2 days, 4:05:35 temperature: no ada_p: 0.870562 Discriminator_loss: 0.924101 Generator_loss: 0.525904
[INFO] 2021-02-02 17:06:53 > Step: 228400 Progress: 73.1% Elapsed: 2 days, 4:06:53 temperature: no ada_p: 0.870946 Discriminator_loss: 0.895063 Generator_loss: 0.500148
[INFO] 2021-02-02 17:08:10 > Step: 228500 Progress: 73.1% Elapsed: 2 days, 4:08:10 temperature: no ada_p: 0.87133 Discriminator_loss: 0.914257 Generator_loss: 0.563805
[INFO] 2021-02-02 17:09:28 > Step: 228600 Progress: 73.2% Elapsed: 2 days, 4:09:28 temperature: no ada_p: 0.871714 Discriminator_loss: 0.902451 Generator_loss: 0.472843
[INFO] 2021-02-02 17:10:46 > Step: 228700 Progress: 73.2% Elapsed: 2 days, 4:10:46 temperature: no ada_p: 0.872098 Discriminator_loss: 0.94561 Generator_loss: 0.576787
[INFO] 2021-02-02 17:12:03 > Step: 228800 Progress: 73.2% Elapsed: 2 days, 4:12:03 temperature: no ada_p: 0.872482 Discriminator_loss: 0.881029 Generator_loss: 0.490149
[INFO] 2021-02-02 17:13:20 > Step: 228900 Progress: 73.2% Elapsed: 2 days, 4:13:20 temperature: no ada_p: 0.872866 Discriminator_loss: 0.915991 Generator_loss: 0.513067
[INFO] 2021-02-02 17:14:38 > Step: 229000 Progress: 73.3% Elapsed: 2 days, 4:14:38 temperature: no ada_p: 0.87325 Discriminator_loss: 0.880227 Generator_loss: 0.584142
[INFO] 2021-02-02 17:15:54 > Step: 229100 Progress: 73.3% Elapsed: 2 days, 4:15:54 temperature: no ada_p: 0.873634 Discriminator_loss: 0.926366 Generator_loss: 0.56548
[INFO] 2021-02-02 17:17:12 > Step: 229200 Progress: 73.3% Elapsed: 2 days, 4:17:12 temperature: no ada_p: 0.874018 Discriminator_loss: 0.951109 Generator_loss: 0.544823
[INFO] 2021-02-02 17:18:29 > Step: 229300 Progress: 73.4% Elapsed: 2 days, 4:18:29 temperature: no ada_p: 0.874402 Discriminator_loss: 0.883444 Generator_loss: 0.502817
[INFO] 2021-02-02 17:19:47 > Step: 229400 Progress: 73.4% Elapsed: 2 days, 4:19:47 temperature: no ada_p: 0.874786 Discriminator_loss: 0.932271 Generator_loss: 0.56018
[INFO] 2021-02-02 17:21:05 > Step: 229500 Progress: 73.4% Elapsed: 2 days, 4:21:05 temperature: no ada_p: 0.87517 Discriminator_loss: 0.884855 Generator_loss: 0.471631
[INFO] 2021-02-02 17:22:22 > Step: 229600 Progress: 73.5% Elapsed: 2 days, 4:22:22 temperature: no ada_p: 0.875554 Discriminator_loss: 0.911124 Generator_loss: 0.544308
[INFO] 2021-02-02 17:23:40 > Step: 229700 Progress: 73.5% Elapsed: 2 days, 4:23:39 temperature: no ada_p: 0.875938 Discriminator_loss: 0.906735 Generator_loss: 0.511724
[INFO] 2021-02-02 17:24:55 > Step: 229800 Progress: 73.5% Elapsed: 2 days, 4:24:55 temperature: no ada_p: 0.876322 Discriminator_loss: 0.898965 Generator_loss: 0.571269
[INFO] 2021-02-02 17:26:13 > Step: 229900 Progress: 73.6% Elapsed: 2 days, 4:26:13 temperature: no ada_p: 0.876706 Discriminator_loss: 0.938285 Generator_loss: 0.520548
[INFO] 2021-02-02 17:27:30 > Step: 230000 Progress: 73.6% Elapsed: 2 days, 4:27:30 temperature: no ada_p: 0.87709 Discriminator_loss: 0.859142 Generator_loss: 0.554561
[INFO] 2021-02-02 17:27:30 > Start Evaluation (230000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 17:27:30 > Calculating FID Score....
[INFO] 2021-02-02 17:27:58 > Calculating Inception Score....
[INFO] 2021-02-02 17:28:15 > Calculate F_beta Score....
[INFO] 2021-02-02 17:29:11 > Calculate Accuracies....
[INFO] 2021-02-02 17:29:18 > Calculate Accuracies....
[INFO] 2021-02-02 17:29:19 > F_8 score (Step: 230000, Using test images): 0.9938391312653599
[INFO] 2021-02-02 17:29:19 > F_1/8 score (Step: 230000, Using test images): 0.9929195880505449
[INFO] 2021-02-02 17:29:19 > FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 17:29:19 > Inception score (Step: 230000, 10000 generated images): 10.13579273223877
[INFO] 2021-02-02 17:29:19 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 17:29:20 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 17:30:38 > Step: 230100 Progress: 73.6% Elapsed: 2 days, 4:30:37 temperature: no ada_p: 0.877474 Discriminator_loss: 0.888751 Generator_loss: 0.527657
[INFO] 2021-02-02 17:31:47 > Step: 230200 Progress: 73.7% Elapsed: 2 days, 4:31:47 temperature: no ada_p: 0.877858 Discriminator_loss: 0.889367 Generator_loss: 0.591228
[INFO] 2021-02-02 17:32:58 > Step: 230300 Progress: 73.7% Elapsed: 2 days, 4:32:57 temperature: no ada_p: 0.878242 Discriminator_loss: 0.91294 Generator_loss: 0.553513
[INFO] 2021-02-02 17:34:15 > Step: 230400 Progress: 73.7% Elapsed: 2 days, 4:34:15 temperature: no ada_p: 0.878626 Discriminator_loss: 0.93802 Generator_loss: 0.533509
[INFO] 2021-02-02 17:35:32 > Step: 230500 Progress: 73.8% Elapsed: 2 days, 4:35:32 temperature: no ada_p: 0.87901 Discriminator_loss: 0.910167 Generator_loss: 0.480222
[INFO] 2021-02-02 17:36:50 > Step: 230600 Progress: 73.8% Elapsed: 2 days, 4:36:49 temperature: no ada_p: 0.879394 Discriminator_loss: 0.91963 Generator_loss: 0.494481
[INFO] 2021-02-02 17:38:06 > Step: 230700 Progress: 73.8% Elapsed: 2 days, 4:38:06 temperature: no ada_p: 0.879778 Discriminator_loss: 0.934084 Generator_loss: 0.481389
[INFO] 2021-02-02 17:39:23 > Step: 230800 Progress: 73.9% Elapsed: 2 days, 4:39:23 temperature: no ada_p: 0.880162 Discriminator_loss: 0.914511 Generator_loss: 0.469566
[INFO] 2021-02-02 17:40:41 > Step: 230900 Progress: 73.9% Elapsed: 2 days, 4:40:41 temperature: no ada_p: 0.880546 Discriminator_loss: 0.885739 Generator_loss: 0.474322
[INFO] 2021-02-02 17:41:58 > Step: 231000 Progress: 73.9% Elapsed: 2 days, 4:41:58 temperature: no ada_p: 0.88093 Discriminator_loss: 0.893029 Generator_loss: 0.521624
[INFO] 2021-02-02 17:43:16 > Step: 231100 Progress: 74.0% Elapsed: 2 days, 4:43:16 temperature: no ada_p: 0.881314 Discriminator_loss: 0.934406 Generator_loss: 0.505109
[INFO] 2021-02-02 17:44:34 > Step: 231200 Progress: 74.0% Elapsed: 2 days, 4:44:33 temperature: no ada_p: 0.881698 Discriminator_loss: 0.935497 Generator_loss: 0.459274
[INFO] 2021-02-02 17:45:51 > Step: 231300 Progress: 74.0% Elapsed: 2 days, 4:45:51 temperature: no ada_p: 0.882082 Discriminator_loss: 0.92756 Generator_loss: 0.50072
[INFO] 2021-02-02 17:47:09 > Step: 231400 Progress: 74.0% Elapsed: 2 days, 4:47:08 temperature: no ada_p: 0.882466 Discriminator_loss: 0.917943 Generator_loss: 0.54875
[INFO] 2021-02-02 17:48:26 > Step: 231500 Progress: 74.1% Elapsed: 2 days, 4:48:26 temperature: no ada_p: 0.88285 Discriminator_loss: 0.884604 Generator_loss: 0.47782
[INFO] 2021-02-02 17:49:43 > Step: 231600 Progress: 74.1% Elapsed: 2 days, 4:49:43 temperature: no ada_p: 0.883234 Discriminator_loss: 0.920856 Generator_loss: 0.518249
[INFO] 2021-02-02 17:51:00 > Step: 231700 Progress: 74.1% Elapsed: 2 days, 4:51:00 temperature: no ada_p: 0.883618 Discriminator_loss: 0.948504 Generator_loss: 0.46953
[INFO] 2021-02-02 17:52:17 > Step: 231800 Progress: 74.2% Elapsed: 2 days, 4:52:17 temperature: no ada_p: 0.884002 Discriminator_loss: 0.91839 Generator_loss: 0.532014
[INFO] 2021-02-02 17:53:35 > Step: 231900 Progress: 74.2% Elapsed: 2 days, 4:53:35 temperature: no ada_p: 0.884386 Discriminator_loss: 0.918937 Generator_loss: 0.505693
[INFO] 2021-02-02 17:54:53 > Step: 232000 Progress: 74.2% Elapsed: 2 days, 4:54:52 temperature: no ada_p: 0.88477 Discriminator_loss: 0.902528 Generator_loss: 0.53178
[INFO] 2021-02-02 17:54:53 > Start Evaluation (232000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 17:54:53 > Calculating FID Score....
[INFO] 2021-02-02 17:55:20 > Calculating Inception Score....
[INFO] 2021-02-02 17:55:37 > Calculate F_beta Score....
[INFO] 2021-02-02 17:56:32 > Calculate Accuracies....
[INFO] 2021-02-02 17:56:39 > Calculate Accuracies....
[INFO] 2021-02-02 17:56:40 > F_8 score (Step: 232000, Using test images): 0.9929273928511851
[INFO] 2021-02-02 17:56:40 > F_1/8 score (Step: 232000, Using test images): 0.9938502975287584
[INFO] 2021-02-02 17:56:40 > FID score (Step: 232000, Using test moments): 7.89806686208442
[INFO] 2021-02-02 17:56:40 > Inception score (Step: 232000, 10000 generated images): 9.891851425170898
[INFO] 2021-02-02 17:56:40 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 17:56:41 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 17:57:58 > Step: 232100 Progress: 74.3% Elapsed: 2 days, 4:57:58 temperature: no ada_p: 0.885154 Discriminator_loss: 0.904928 Generator_loss: 0.498548
[INFO] 2021-02-02 17:59:16 > Step: 232200 Progress: 74.3% Elapsed: 2 days, 4:59:16 temperature: no ada_p: 0.885538 Discriminator_loss: 0.90258 Generator_loss: 0.494898
[INFO] 2021-02-02 18:00:34 > Step: 232300 Progress: 74.3% Elapsed: 2 days, 5:00:34 temperature: no ada_p: 0.885922 Discriminator_loss: 0.934381 Generator_loss: 0.515563
[INFO] 2021-02-02 18:01:47 > Step: 232400 Progress: 74.4% Elapsed: 2 days, 5:01:46 temperature: no ada_p: 0.886306 Discriminator_loss: 0.896963 Generator_loss: 0.508017
[INFO] 2021-02-02 18:03:00 > Step: 232500 Progress: 74.4% Elapsed: 2 days, 5:03:00 temperature: no ada_p: 0.88669 Discriminator_loss: 0.90189 Generator_loss: 0.512701
[INFO] 2021-02-02 18:04:18 > Step: 232600 Progress: 74.4% Elapsed: 2 days, 5:04:18 temperature: no ada_p: 0.887074 Discriminator_loss: 0.916073 Generator_loss: 0.53994
[INFO] 2021-02-02 18:05:35 > Step: 232700 Progress: 74.5% Elapsed: 2 days, 5:05:35 temperature: no ada_p: 0.887458 Discriminator_loss: 0.936093 Generator_loss: 0.48729
[INFO] 2021-02-02 18:06:53 > Step: 232800 Progress: 74.5% Elapsed: 2 days, 5:06:53 temperature: no ada_p: 0.887842 Discriminator_loss: 0.952186 Generator_loss: 0.544131
[INFO] 2021-02-02 18:08:11 > Step: 232900 Progress: 74.5% Elapsed: 2 days, 5:08:11 temperature: no ada_p: 0.888226 Discriminator_loss: 0.931156 Generator_loss: 0.56362
[INFO] 2021-02-02 18:09:28 > Step: 233000 Progress: 74.6% Elapsed: 2 days, 5:09:28 temperature: no ada_p: 0.88861 Discriminator_loss: 0.906955 Generator_loss: 0.542434
[INFO] 2021-02-02 18:10:46 > Step: 233100 Progress: 74.6% Elapsed: 2 days, 5:10:45 temperature: no ada_p: 0.888994 Discriminator_loss: 0.933803 Generator_loss: 0.573184
[INFO] 2021-02-02 18:12:03 > Step: 233200 Progress: 74.6% Elapsed: 2 days, 5:12:02 temperature: no ada_p: 0.889378 Discriminator_loss: 0.88512 Generator_loss: 0.446856
[INFO] 2021-02-02 18:13:21 > Step: 233300 Progress: 74.7% Elapsed: 2 days, 5:13:21 temperature: no ada_p: 0.889762 Discriminator_loss: 0.925001 Generator_loss: 0.543483
[INFO] 2021-02-02 18:14:39 > Step: 233400 Progress: 74.7% Elapsed: 2 days, 5:14:38 temperature: no ada_p: 0.890146 Discriminator_loss: 0.892079 Generator_loss: 0.521799
[INFO] 2021-02-02 18:15:56 > Step: 233500 Progress: 74.7% Elapsed: 2 days, 5:15:55 temperature: no ada_p: 0.89053 Discriminator_loss: 0.892503 Generator_loss: 0.4901
[INFO] 2021-02-02 18:17:13 > Step: 233600 Progress: 74.8% Elapsed: 2 days, 5:17:12 temperature: no ada_p: 0.890914 Discriminator_loss: 0.928028 Generator_loss: 0.546478
[INFO] 2021-02-02 18:18:30 > Step: 233700 Progress: 74.8% Elapsed: 2 days, 5:18:30 temperature: no ada_p: 0.891298 Discriminator_loss: 0.896954 Generator_loss: 0.499054
[INFO] 2021-02-02 18:19:47 > Step: 233800 Progress: 74.8% Elapsed: 2 days, 5:19:47 temperature: no ada_p: 0.891682 Discriminator_loss: 0.931258 Generator_loss: 0.540839
[INFO] 2021-02-02 18:21:05 > Step: 233900 Progress: 74.8% Elapsed: 2 days, 5:21:05 temperature: no ada_p: 0.892066 Discriminator_loss: 0.918477 Generator_loss: 0.547067
[INFO] 2021-02-02 18:22:23 > Step: 234000 Progress: 74.9% Elapsed: 2 days, 5:22:22 temperature: no ada_p: 0.89245 Discriminator_loss: 0.901798 Generator_loss: 0.481931
[INFO] 2021-02-02 18:22:23 > Start Evaluation (234000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 18:22:23 > Calculating FID Score....
[INFO] 2021-02-02 18:22:50 > Calculating Inception Score....
[INFO] 2021-02-02 18:23:07 > Calculate F_beta Score....
[INFO] 2021-02-02 18:24:03 > Calculate Accuracies....
[INFO] 2021-02-02 18:24:10 > Calculate Accuracies....
[INFO] 2021-02-02 18:24:11 > F_8 score (Step: 234000, Using test images): 0.9930296178711893
[INFO] 2021-02-02 18:24:11 > F_1/8 score (Step: 234000, Using test images): 0.9935865462900773
[INFO] 2021-02-02 18:24:11 > FID score (Step: 234000, Using test moments): 7.914415827473533
[INFO] 2021-02-02 18:24:11 > Inception score (Step: 234000, 10000 generated images): 10.090043067932129
[INFO] 2021-02-02 18:24:11 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 18:24:12 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 18:25:29 > Step: 234100 Progress: 74.9% Elapsed: 2 days, 5:25:28 temperature: no ada_p: 0.892834 Discriminator_loss: 0.882042 Generator_loss: 0.530806
[INFO] 2021-02-02 18:26:48 > Step: 234200 Progress: 74.9% Elapsed: 2 days, 5:26:47 temperature: no ada_p: 0.893218 Discriminator_loss: 0.915574 Generator_loss: 0.496766
[INFO] 2021-02-02 18:28:05 > Step: 234300 Progress: 75.0% Elapsed: 2 days, 5:28:05 temperature: no ada_p: 0.893602 Discriminator_loss: 0.894353 Generator_loss: 0.519511
[INFO] 2021-02-02 18:29:23 > Step: 234400 Progress: 75.0% Elapsed: 2 days, 5:29:22 temperature: no ada_p: 0.893986 Discriminator_loss: 0.93051 Generator_loss: 0.530502
[INFO] 2021-02-02 18:30:40 > Step: 234500 Progress: 75.0% Elapsed: 2 days, 5:30:40 temperature: no ada_p: 0.89437 Discriminator_loss: 0.910167 Generator_loss: 0.474945
[INFO] 2021-02-02 18:31:52 > Step: 234600 Progress: 75.1% Elapsed: 2 days, 5:31:51 temperature: no ada_p: 0.894754 Discriminator_loss: 0.906699 Generator_loss: 0.536108
[INFO] 2021-02-02 18:33:06 > Step: 234700 Progress: 75.1% Elapsed: 2 days, 5:33:06 temperature: no ada_p: 0.895138 Discriminator_loss: 0.917393 Generator_loss: 0.502559
[INFO] 2021-02-02 18:34:23 > Step: 234800 Progress: 75.1% Elapsed: 2 days, 5:34:23 temperature: no ada_p: 0.895522 Discriminator_loss: 0.945336 Generator_loss: 0.452397
[INFO] 2021-02-02 18:35:41 > Step: 234900 Progress: 75.2% Elapsed: 2 days, 5:35:40 temperature: no ada_p: 0.895906 Discriminator_loss: 0.876179 Generator_loss: 0.528808
[INFO] 2021-02-02 18:36:58 > Step: 235000 Progress: 75.2% Elapsed: 2 days, 5:36:58 temperature: no ada_p: 0.89629 Discriminator_loss: 0.901446 Generator_loss: 0.528568
[INFO] 2021-02-02 18:38:14 > Step: 235100 Progress: 75.2% Elapsed: 2 days, 5:38:14 temperature: no ada_p: 0.896674 Discriminator_loss: 0.920741 Generator_loss: 0.492904
[INFO] 2021-02-02 18:39:31 > Step: 235200 Progress: 75.3% Elapsed: 2 days, 5:39:31 temperature: no ada_p: 0.897058 Discriminator_loss: 0.920536 Generator_loss: 0.507351
[INFO] 2021-02-02 18:40:49 > Step: 235300 Progress: 75.3% Elapsed: 2 days, 5:40:49 temperature: no ada_p: 0.897442 Discriminator_loss: 0.904067 Generator_loss: 0.573376
[INFO] 2021-02-02 18:42:07 > Step: 235400 Progress: 75.3% Elapsed: 2 days, 5:42:07 temperature: no ada_p: 0.897826 Discriminator_loss: 0.957618 Generator_loss: 0.556943
[INFO] 2021-02-02 18:43:24 > Step: 235500 Progress: 75.4% Elapsed: 2 days, 5:43:24 temperature: no ada_p: 0.89821 Discriminator_loss: 0.94456 Generator_loss: 0.562472
[INFO] 2021-02-02 18:44:42 > Step: 235600 Progress: 75.4% Elapsed: 2 days, 5:44:42 temperature: no ada_p: 0.898594 Discriminator_loss: 0.921032 Generator_loss: 0.51498
[INFO] 2021-02-02 18:45:59 > Step: 235700 Progress: 75.4% Elapsed: 2 days, 5:45:58 temperature: no ada_p: 0.898978 Discriminator_loss: 0.920051 Generator_loss: 0.490434
[INFO] 2021-02-02 18:47:17 > Step: 235800 Progress: 75.5% Elapsed: 2 days, 5:47:17 temperature: no ada_p: 0.899362 Discriminator_loss: 0.941896 Generator_loss: 0.518909
[INFO] 2021-02-02 18:48:35 > Step: 235900 Progress: 75.5% Elapsed: 2 days, 5:48:34 temperature: no ada_p: 0.899746 Discriminator_loss: 0.900019 Generator_loss: 0.526423
[INFO] 2021-02-02 18:49:52 > Step: 236000 Progress: 75.5% Elapsed: 2 days, 5:49:51 temperature: no ada_p: 0.90013 Discriminator_loss: 0.965339 Generator_loss: 0.549751
[INFO] 2021-02-02 18:49:52 > Start Evaluation (236000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 18:49:52 > Calculating FID Score....
[INFO] 2021-02-02 18:50:19 > Calculating Inception Score....
[INFO] 2021-02-02 18:50:36 > Calculate F_beta Score....
[INFO] 2021-02-02 18:51:31 > Calculate Accuracies....
[INFO] 2021-02-02 18:51:38 > Calculate Accuracies....
[INFO] 2021-02-02 18:51:39 > F_8 score (Step: 236000, Using test images): 0.9945793157568324
[INFO] 2021-02-02 18:51:39 > F_1/8 score (Step: 236000, Using test images): 0.9938823011123306
[INFO] 2021-02-02 18:51:39 > FID score (Step: 236000, Using test moments): 8.076654168278196
[INFO] 2021-02-02 18:51:39 > Inception score (Step: 236000, 10000 generated images): 9.953829765319824
[INFO] 2021-02-02 18:51:39 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 18:51:40 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 18:52:57 > Step: 236100 Progress: 75.6% Elapsed: 2 days, 5:52:57 temperature: no ada_p: 0.900514 Discriminator_loss: 0.908341 Generator_loss: 0.497897
[INFO] 2021-02-02 18:54:14 > Step: 236200 Progress: 75.6% Elapsed: 2 days, 5:54:14 temperature: no ada_p: 0.900898 Discriminator_loss: 0.915243 Generator_loss: 0.525194
[INFO] 2021-02-02 18:55:32 > Step: 236300 Progress: 75.6% Elapsed: 2 days, 5:55:32 temperature: no ada_p: 0.901282 Discriminator_loss: 0.909375 Generator_loss: 0.521969
[INFO] 2021-02-02 18:56:50 > Step: 236400 Progress: 75.6% Elapsed: 2 days, 5:56:50 temperature: no ada_p: 0.901666 Discriminator_loss: 0.95071 Generator_loss: 0.483456
[INFO] 2021-02-02 18:58:08 > Step: 236500 Progress: 75.7% Elapsed: 2 days, 5:58:07 temperature: no ada_p: 0.90205 Discriminator_loss: 0.866041 Generator_loss: 0.475709
[INFO] 2021-02-02 18:59:24 > Step: 236600 Progress: 75.7% Elapsed: 2 days, 5:59:24 temperature: no ada_p: 0.902434 Discriminator_loss: 0.898956 Generator_loss: 0.515244
[INFO] 2021-02-02 19:00:41 > Step: 236700 Progress: 75.7% Elapsed: 2 days, 6:00:41 temperature: no ada_p: 0.902818 Discriminator_loss: 0.931378 Generator_loss: 0.479973
[INFO] 2021-02-02 19:01:53 > Step: 236800 Progress: 75.8% Elapsed: 2 days, 6:01:53 temperature: no ada_p: 0.903202 Discriminator_loss: 0.897515 Generator_loss: 0.544151
[INFO] 2021-02-02 19:03:08 > Step: 236900 Progress: 75.8% Elapsed: 2 days, 6:03:08 temperature: no ada_p: 0.903586 Discriminator_loss: 0.927573 Generator_loss: 0.539382
[INFO] 2021-02-02 19:04:23 > Step: 237000 Progress: 75.8% Elapsed: 2 days, 6:04:23 temperature: no ada_p: 0.90397 Discriminator_loss: 0.925926 Generator_loss: 0.542002
[INFO] 2021-02-02 19:05:40 > Step: 237100 Progress: 75.9% Elapsed: 2 days, 6:05:40 temperature: no ada_p: 0.904354 Discriminator_loss: 0.927145 Generator_loss: 0.549318
[INFO] 2021-02-02 19:06:58 > Step: 237200 Progress: 75.9% Elapsed: 2 days, 6:06:58 temperature: no ada_p: 0.904738 Discriminator_loss: 0.932988 Generator_loss: 0.535148
[INFO] 2021-02-02 19:08:16 > Step: 237300 Progress: 75.9% Elapsed: 2 days, 6:08:16 temperature: no ada_p: 0.905122 Discriminator_loss: 0.920854 Generator_loss: 0.507342
[INFO] 2021-02-02 19:09:33 > Step: 237400 Progress: 76.0% Elapsed: 2 days, 6:09:33 temperature: no ada_p: 0.905506 Discriminator_loss: 0.895238 Generator_loss: 0.485471
[INFO] 2021-02-02 19:10:51 > Step: 237500 Progress: 76.0% Elapsed: 2 days, 6:10:51 temperature: no ada_p: 0.90589 Discriminator_loss: 0.907616 Generator_loss: 0.453755
[INFO] 2021-02-02 19:12:10 > Step: 237600 Progress: 76.0% Elapsed: 2 days, 6:12:09 temperature: no ada_p: 0.906274 Discriminator_loss: 0.970324 Generator_loss: 0.533572
[INFO] 2021-02-02 19:13:26 > Step: 237700 Progress: 76.1% Elapsed: 2 days, 6:13:26 temperature: no ada_p: 0.906658 Discriminator_loss: 0.907835 Generator_loss: 0.504982
[INFO] 2021-02-02 19:14:44 > Step: 237800 Progress: 76.1% Elapsed: 2 days, 6:14:43 temperature: no ada_p: 0.907042 Discriminator_loss: 0.920581 Generator_loss: 0.545422
[INFO] 2021-02-02 19:16:02 > Step: 237900 Progress: 76.1% Elapsed: 2 days, 6:16:02 temperature: no ada_p: 0.907426 Discriminator_loss: 0.922113 Generator_loss: 0.549464
[INFO] 2021-02-02 19:17:19 > Step: 238000 Progress: 76.2% Elapsed: 2 days, 6:17:19 temperature: no ada_p: 0.90781 Discriminator_loss: 0.918431 Generator_loss: 0.616036
[INFO] 2021-02-02 19:17:19 > Start Evaluation (238000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 19:17:19 > Calculating FID Score....
[INFO] 2021-02-02 19:17:46 > Calculating Inception Score....
[INFO] 2021-02-02 19:18:03 > Calculate F_beta Score....
[INFO] 2021-02-02 19:18:59 > Calculate Accuracies....
[INFO] 2021-02-02 19:19:06 > Calculate Accuracies....
[INFO] 2021-02-02 19:19:08 > F_8 score (Step: 238000, Using test images): 0.9934671912128311
[INFO] 2021-02-02 19:19:08 > F_1/8 score (Step: 238000, Using test images): 0.9929491564048641
[INFO] 2021-02-02 19:19:08 > FID score (Step: 238000, Using test moments): 7.918116183931545
[INFO] 2021-02-02 19:19:08 > Inception score (Step: 238000, 10000 generated images): 10.049973487854004
[INFO] 2021-02-02 19:19:08 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 19:19:08 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 19:20:26 > Step: 238100 Progress: 76.2% Elapsed: 2 days, 6:20:26 temperature: no ada_p: 0.908194 Discriminator_loss: 0.935614 Generator_loss: 0.480924
[INFO] 2021-02-02 19:21:43 > Step: 238200 Progress: 76.2% Elapsed: 2 days, 6:21:43 temperature: no ada_p: 0.908578 Discriminator_loss: 0.913858 Generator_loss: 0.541056
[INFO] 2021-02-02 19:23:00 > Step: 238300 Progress: 76.3% Elapsed: 2 days, 6:23:00 temperature: no ada_p: 0.908962 Discriminator_loss: 0.950947 Generator_loss: 0.590263
[INFO] 2021-02-02 19:24:19 > Step: 238400 Progress: 76.3% Elapsed: 2 days, 6:24:18 temperature: no ada_p: 0.909346 Discriminator_loss: 0.952983 Generator_loss: 0.534279
[INFO] 2021-02-02 19:25:35 > Step: 238500 Progress: 76.3% Elapsed: 2 days, 6:25:35 temperature: no ada_p: 0.90973 Discriminator_loss: 0.94532 Generator_loss: 0.510993
[INFO] 2021-02-02 19:26:55 > Step: 238600 Progress: 76.4% Elapsed: 2 days, 6:26:55 temperature: no ada_p: 0.910114 Discriminator_loss: 0.938289 Generator_loss: 0.520312
[INFO] 2021-02-02 19:28:13 > Step: 238700 Progress: 76.4% Elapsed: 2 days, 6:28:12 temperature: no ada_p: 0.910498 Discriminator_loss: 0.927779 Generator_loss: 0.554354
[INFO] 2021-02-02 19:29:30 > Step: 238800 Progress: 76.4% Elapsed: 2 days, 6:29:30 temperature: no ada_p: 0.910882 Discriminator_loss: 0.940173 Generator_loss: 0.493126
[INFO] 2021-02-02 19:30:47 > Step: 238900 Progress: 76.4% Elapsed: 2 days, 6:30:47 temperature: no ada_p: 0.911266 Discriminator_loss: 0.887592 Generator_loss: 0.530917
[INFO] 2021-02-02 19:32:00 > Step: 239000 Progress: 76.5% Elapsed: 2 days, 6:32:00 temperature: no ada_p: 0.91165 Discriminator_loss: 0.912715 Generator_loss: 0.467649
[INFO] 2021-02-02 19:33:13 > Step: 239100 Progress: 76.5% Elapsed: 2 days, 6:33:13 temperature: no ada_p: 0.912034 Discriminator_loss: 0.926505 Generator_loss: 0.493519
[INFO] 2021-02-02 19:34:31 > Step: 239200 Progress: 76.5% Elapsed: 2 days, 6:34:30 temperature: no ada_p: 0.912418 Discriminator_loss: 0.921648 Generator_loss: 0.49055
[INFO] 2021-02-02 19:35:47 > Step: 239300 Progress: 76.6% Elapsed: 2 days, 6:35:47 temperature: no ada_p: 0.912802 Discriminator_loss: 0.923483 Generator_loss: 0.510905
[INFO] 2021-02-02 19:37:05 > Step: 239400 Progress: 76.6% Elapsed: 2 days, 6:37:05 temperature: no ada_p: 0.913186 Discriminator_loss: 0.955532 Generator_loss: 0.518624
[INFO] 2021-02-02 19:38:22 > Step: 239500 Progress: 76.6% Elapsed: 2 days, 6:38:22 temperature: no ada_p: 0.91357 Discriminator_loss: 0.938931 Generator_loss: 0.515906
[INFO] 2021-02-02 19:39:40 > Step: 239600 Progress: 76.7% Elapsed: 2 days, 6:39:39 temperature: no ada_p: 0.913954 Discriminator_loss: 0.943049 Generator_loss: 0.554435
[INFO] 2021-02-02 19:40:57 > Step: 239700 Progress: 76.7% Elapsed: 2 days, 6:40:57 temperature: no ada_p: 0.914338 Discriminator_loss: 0.95336 Generator_loss: 0.551885
[INFO] 2021-02-02 19:42:14 > Step: 239800 Progress: 76.7% Elapsed: 2 days, 6:42:14 temperature: no ada_p: 0.914722 Discriminator_loss: 0.902519 Generator_loss: 0.519292
[INFO] 2021-02-02 19:43:30 > Step: 239900 Progress: 76.8% Elapsed: 2 days, 6:43:30 temperature: no ada_p: 0.915106 Discriminator_loss: 0.968205 Generator_loss: 0.534116
[INFO] 2021-02-02 19:44:48 > Step: 240000 Progress: 76.8% Elapsed: 2 days, 6:44:48 temperature: no ada_p: 0.91549 Discriminator_loss: 0.89739 Generator_loss: 0.496984
[INFO] 2021-02-02 19:44:48 > Start Evaluation (240000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 19:44:48 > Calculating FID Score....
[INFO] 2021-02-02 19:45:16 > Calculating Inception Score....
[INFO] 2021-02-02 19:45:33 > Calculate F_beta Score....
[INFO] 2021-02-02 19:46:30 > Calculate Accuracies....
[INFO] 2021-02-02 19:46:36 > Calculate Accuracies....
[INFO] 2021-02-02 19:46:38 > F_8 score (Step: 240000, Using test images): 0.9940813813395598
[INFO] 2021-02-02 19:46:38 > F_1/8 score (Step: 240000, Using test images): 0.99297939710265
[INFO] 2021-02-02 19:46:38 > FID score (Step: 240000, Using test moments): 7.960539065076375
[INFO] 2021-02-02 19:46:38 > Inception score (Step: 240000, 10000 generated images): 9.843750953674316
[INFO] 2021-02-02 19:46:38 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 19:46:38 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 19:47:56 > Step: 240100 Progress: 76.8% Elapsed: 2 days, 6:47:55 temperature: no ada_p: 0.915874 Discriminator_loss: 0.912418 Generator_loss: 0.490301
[INFO] 2021-02-02 19:49:13 > Step: 240200 Progress: 76.9% Elapsed: 2 days, 6:49:12 temperature: no ada_p: 0.916258 Discriminator_loss: 0.922873 Generator_loss: 0.51141
[INFO] 2021-02-02 19:50:30 > Step: 240300 Progress: 76.9% Elapsed: 2 days, 6:50:30 temperature: no ada_p: 0.916642 Discriminator_loss: 0.954469 Generator_loss: 0.56831
[INFO] 2021-02-02 19:51:48 > Step: 240400 Progress: 76.9% Elapsed: 2 days, 6:51:47 temperature: no ada_p: 0.917026 Discriminator_loss: 0.94881 Generator_loss: 0.525969
[INFO] 2021-02-02 19:53:05 > Step: 240500 Progress: 77.0% Elapsed: 2 days, 6:53:04 temperature: no ada_p: 0.91741 Discriminator_loss: 0.89809 Generator_loss: 0.54893
[INFO] 2021-02-02 19:54:22 > Step: 240600 Progress: 77.0% Elapsed: 2 days, 6:54:22 temperature: no ada_p: 0.917794 Discriminator_loss: 0.940478 Generator_loss: 0.509999
[INFO] 2021-02-02 19:55:39 > Step: 240700 Progress: 77.0% Elapsed: 2 days, 6:55:38 temperature: no ada_p: 0.918178 Discriminator_loss: 0.953956 Generator_loss: 0.508801
[INFO] 2021-02-02 19:56:58 > Step: 240800 Progress: 77.1% Elapsed: 2 days, 6:56:58 temperature: no ada_p: 0.918562 Discriminator_loss: 0.914304 Generator_loss: 0.539418
[INFO] 2021-02-02 19:58:16 > Step: 240900 Progress: 77.1% Elapsed: 2 days, 6:58:15 temperature: no ada_p: 0.918946 Discriminator_loss: 0.919432 Generator_loss: 0.491557
[INFO] 2021-02-02 19:59:33 > Step: 241000 Progress: 77.1% Elapsed: 2 days, 6:59:33 temperature: no ada_p: 0.91933 Discriminator_loss: 0.956861 Generator_loss: 0.486193
[INFO] 2021-02-02 20:00:51 > Step: 241100 Progress: 77.2% Elapsed: 2 days, 7:00:51 temperature: no ada_p: 0.919714 Discriminator_loss: 0.924412 Generator_loss: 0.591499
[INFO] 2021-02-02 20:02:02 > Step: 241200 Progress: 77.2% Elapsed: 2 days, 7:02:02 temperature: no ada_p: 0.920098 Discriminator_loss: 0.913893 Generator_loss: 0.486755
[INFO] 2021-02-02 20:03:17 > Step: 241300 Progress: 77.2% Elapsed: 2 days, 7:03:17 temperature: no ada_p: 0.920482 Discriminator_loss: 0.885966 Generator_loss: 0.480386
[INFO] 2021-02-02 20:04:35 > Step: 241400 Progress: 77.2% Elapsed: 2 days, 7:04:34 temperature: no ada_p: 0.920866 Discriminator_loss: 0.912493 Generator_loss: 0.575937
[INFO] 2021-02-02 20:05:53 > Step: 241500 Progress: 77.3% Elapsed: 2 days, 7:05:52 temperature: no ada_p: 0.92125 Discriminator_loss: 0.930985 Generator_loss: 0.489169
[INFO] 2021-02-02 20:07:07 > Step: 241600 Progress: 77.3% Elapsed: 2 days, 7:07:07 temperature: no ada_p: 0.921634 Discriminator_loss: 0.911535 Generator_loss: 0.555865
[INFO] 2021-02-02 20:08:25 > Step: 241700 Progress: 77.3% Elapsed: 2 days, 7:08:25 temperature: no ada_p: 0.922018 Discriminator_loss: 0.913359 Generator_loss: 0.490051
[INFO] 2021-02-02 20:09:43 > Step: 241800 Progress: 77.4% Elapsed: 2 days, 7:09:42 temperature: no ada_p: 0.922402 Discriminator_loss: 0.925453 Generator_loss: 0.504274
[INFO] 2021-02-02 20:11:00 > Step: 241900 Progress: 77.4% Elapsed: 2 days, 7:11:00 temperature: no ada_p: 0.922786 Discriminator_loss: 0.915651 Generator_loss: 0.547264
[INFO] 2021-02-02 20:12:18 > Step: 242000 Progress: 77.4% Elapsed: 2 days, 7:12:18 temperature: no ada_p: 0.92317 Discriminator_loss: 0.920161 Generator_loss: 0.529792
[INFO] 2021-02-02 20:12:18 > Start Evaluation (242000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 20:12:18 > Calculating FID Score....
[INFO] 2021-02-02 20:12:45 > Calculating Inception Score....
[INFO] 2021-02-02 20:13:02 > Calculate F_beta Score....
[INFO] 2021-02-02 20:13:59 > Calculate Accuracies....
[INFO] 2021-02-02 20:14:05 > Calculate Accuracies....
[INFO] 2021-02-02 20:14:07 > F_8 score (Step: 242000, Using test images): 0.9930212561200042
[INFO] 2021-02-02 20:14:07 > F_1/8 score (Step: 242000, Using test images): 0.9916356432236452
[INFO] 2021-02-02 20:14:07 > FID score (Step: 242000, Using test moments): 8.114699061942929
[INFO] 2021-02-02 20:14:07 > Inception score (Step: 242000, 10000 generated images): 9.841948509216309
[INFO] 2021-02-02 20:14:07 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 20:14:07 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 20:15:24 > Step: 242100 Progress: 77.5% Elapsed: 2 days, 7:15:24 temperature: no ada_p: 0.923554 Discriminator_loss: 0.894228 Generator_loss: 0.482664
[INFO] 2021-02-02 20:16:42 > Step: 242200 Progress: 77.5% Elapsed: 2 days, 7:16:42 temperature: no ada_p: 0.923938 Discriminator_loss: 0.937166 Generator_loss: 0.513911
[INFO] 2021-02-02 20:17:59 > Step: 242300 Progress: 77.5% Elapsed: 2 days, 7:17:59 temperature: no ada_p: 0.924322 Discriminator_loss: 0.919332 Generator_loss: 0.508662
[INFO] 2021-02-02 20:19:16 > Step: 242400 Progress: 77.6% Elapsed: 2 days, 7:19:15 temperature: no ada_p: 0.924706 Discriminator_loss: 0.898208 Generator_loss: 0.512
[INFO] 2021-02-02 20:20:33 > Step: 242500 Progress: 77.6% Elapsed: 2 days, 7:20:33 temperature: no ada_p: 0.92509 Discriminator_loss: 0.895165 Generator_loss: 0.46266
[INFO] 2021-02-02 20:21:51 > Step: 242600 Progress: 77.6% Elapsed: 2 days, 7:21:51 temperature: no ada_p: 0.925474 Discriminator_loss: 0.92834 Generator_loss: 0.519213
[INFO] 2021-02-02 20:23:08 > Step: 242700 Progress: 77.7% Elapsed: 2 days, 7:23:08 temperature: no ada_p: 0.925858 Discriminator_loss: 0.89748 Generator_loss: 0.483741
[INFO] 2021-02-02 20:24:26 > Step: 242800 Progress: 77.7% Elapsed: 2 days, 7:24:26 temperature: no ada_p: 0.926242 Discriminator_loss: 0.938128 Generator_loss: 0.502616
[INFO] 2021-02-02 20:25:44 > Step: 242900 Progress: 77.7% Elapsed: 2 days, 7:25:44 temperature: no ada_p: 0.926626 Discriminator_loss: 0.91095 Generator_loss: 0.504048
[INFO] 2021-02-02 20:27:02 > Step: 243000 Progress: 77.8% Elapsed: 2 days, 7:27:02 temperature: no ada_p: 0.92701 Discriminator_loss: 0.937862 Generator_loss: 0.488105
[INFO] 2021-02-02 20:28:20 > Step: 243100 Progress: 77.8% Elapsed: 2 days, 7:28:19 temperature: no ada_p: 0.927394 Discriminator_loss: 0.936301 Generator_loss: 0.497971
[INFO] 2021-02-02 20:29:37 > Step: 243200 Progress: 77.8% Elapsed: 2 days, 7:29:37 temperature: no ada_p: 0.927778 Discriminator_loss: 0.923303 Generator_loss: 0.565502
[INFO] 2021-02-02 20:30:54 > Step: 243300 Progress: 77.9% Elapsed: 2 days, 7:30:53 temperature: no ada_p: 0.928162 Discriminator_loss: 0.949677 Generator_loss: 0.467539
[INFO] 2021-02-02 20:32:06 > Step: 243400 Progress: 77.9% Elapsed: 2 days, 7:32:06 temperature: no ada_p: 0.928546 Discriminator_loss: 0.916961 Generator_loss: 0.517944
[INFO] 2021-02-02 20:33:22 > Step: 243500 Progress: 77.9% Elapsed: 2 days, 7:33:21 temperature: no ada_p: 0.92893 Discriminator_loss: 0.951074 Generator_loss: 0.513642
[INFO] 2021-02-02 20:34:39 > Step: 243600 Progress: 78.0% Elapsed: 2 days, 7:34:39 temperature: no ada_p: 0.929314 Discriminator_loss: 0.906839 Generator_loss: 0.479778
[INFO] 2021-02-02 20:35:57 > Step: 243700 Progress: 78.0% Elapsed: 2 days, 7:35:57 temperature: no ada_p: 0.929698 Discriminator_loss: 0.936946 Generator_loss: 0.48959
[INFO] 2021-02-02 20:37:14 > Step: 243800 Progress: 78.0% Elapsed: 2 days, 7:37:14 temperature: no ada_p: 0.930082 Discriminator_loss: 0.904027 Generator_loss: 0.49799
[INFO] 2021-02-02 20:38:33 > Step: 243900 Progress: 78.0% Elapsed: 2 days, 7:38:33 temperature: no ada_p: 0.930466 Discriminator_loss: 0.88947 Generator_loss: 0.466263
[INFO] 2021-02-02 20:39:51 > Step: 244000 Progress: 78.1% Elapsed: 2 days, 7:39:51 temperature: no ada_p: 0.93085 Discriminator_loss: 0.909572 Generator_loss: 0.550051
[INFO] 2021-02-02 20:39:51 > Start Evaluation (244000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 20:39:51 > Calculating FID Score....
[INFO] 2021-02-02 20:40:19 > Calculating Inception Score....
[INFO] 2021-02-02 20:40:35 > Calculate F_beta Score....
[INFO] 2021-02-02 20:41:31 > Calculate Accuracies....
[INFO] 2021-02-02 20:41:38 > Calculate Accuracies....
[INFO] 2021-02-02 20:41:39 > F_8 score (Step: 244000, Using test images): 0.9912490168704221
[INFO] 2021-02-02 20:41:39 > F_1/8 score (Step: 244000, Using test images): 0.9930055982195056
[INFO] 2021-02-02 20:41:39 > FID score (Step: 244000, Using test moments): 8.116402211536354
[INFO] 2021-02-02 20:41:39 > Inception score (Step: 244000, 10000 generated images): 9.98986530303955
[INFO] 2021-02-02 20:41:39 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 20:41:40 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 20:42:57 > Step: 244100 Progress: 78.1% Elapsed: 2 days, 7:42:56 temperature: no ada_p: 0.931234 Discriminator_loss: 0.938207 Generator_loss: 0.533085
[INFO] 2021-02-02 20:44:15 > Step: 244200 Progress: 78.1% Elapsed: 2 days, 7:44:14 temperature: no ada_p: 0.931618 Discriminator_loss: 0.921093 Generator_loss: 0.515682
[INFO] 2021-02-02 20:45:33 > Step: 244300 Progress: 78.2% Elapsed: 2 days, 7:45:32 temperature: no ada_p: 0.932002 Discriminator_loss: 0.935673 Generator_loss: 0.528035
[INFO] 2021-02-02 20:46:50 > Step: 244400 Progress: 78.2% Elapsed: 2 days, 7:46:49 temperature: no ada_p: 0.932386 Discriminator_loss: 0.947595 Generator_loss: 0.544225
[INFO] 2021-02-02 20:48:07 > Step: 244500 Progress: 78.2% Elapsed: 2 days, 7:48:07 temperature: no ada_p: 0.93277 Discriminator_loss: 0.932684 Generator_loss: 0.474139
[INFO] 2021-02-02 20:49:24 > Step: 244600 Progress: 78.3% Elapsed: 2 days, 7:49:24 temperature: no ada_p: 0.933154 Discriminator_loss: 0.932141 Generator_loss: 0.49325
[INFO] 2021-02-02 20:50:42 > Step: 244700 Progress: 78.3% Elapsed: 2 days, 7:50:42 temperature: no ada_p: 0.933538 Discriminator_loss: 0.925391 Generator_loss: 0.512362
[INFO] 2021-02-02 20:52:00 > Step: 244800 Progress: 78.3% Elapsed: 2 days, 7:52:00 temperature: no ada_p: 0.933922 Discriminator_loss: 0.925569 Generator_loss: 0.534728
[INFO] 2021-02-02 20:53:17 > Step: 244900 Progress: 78.4% Elapsed: 2 days, 7:53:17 temperature: no ada_p: 0.934306 Discriminator_loss: 0.987885 Generator_loss: 0.491045
[INFO] 2021-02-02 20:54:34 > Step: 245000 Progress: 78.4% Elapsed: 2 days, 7:54:34 temperature: no ada_p: 0.93469 Discriminator_loss: 0.894747 Generator_loss: 0.476812
[INFO] 2021-02-02 20:55:52 > Step: 245100 Progress: 78.4% Elapsed: 2 days, 7:55:52 temperature: no ada_p: 0.935074 Discriminator_loss: 0.885883 Generator_loss: 0.551569
[INFO] 2021-02-02 20:57:09 > Step: 245200 Progress: 78.5% Elapsed: 2 days, 7:57:09 temperature: no ada_p: 0.935458 Discriminator_loss: 0.910591 Generator_loss: 0.515856
[INFO] 2021-02-02 20:58:27 > Step: 245300 Progress: 78.5% Elapsed: 2 days, 7:58:27 temperature: no ada_p: 0.935842 Discriminator_loss: 0.964305 Generator_loss: 0.527419
[INFO] 2021-02-02 20:59:44 > Step: 245400 Progress: 78.5% Elapsed: 2 days, 7:59:44 temperature: no ada_p: 0.936226 Discriminator_loss: 0.93404 Generator_loss: 0.489407
[INFO] 2021-02-02 21:01:00 > Step: 245500 Progress: 78.6% Elapsed: 2 days, 8:00:59 temperature: no ada_p: 0.93661 Discriminator_loss: 0.931636 Generator_loss: 0.555641
[INFO] 2021-02-02 21:02:12 > Step: 245600 Progress: 78.6% Elapsed: 2 days, 8:02:12 temperature: no ada_p: 0.936994 Discriminator_loss: 0.928644 Generator_loss: 0.471471
[INFO] 2021-02-02 21:03:27 > Step: 245700 Progress: 78.6% Elapsed: 2 days, 8:03:27 temperature: no ada_p: 0.937378 Discriminator_loss: 0.947168 Generator_loss: 0.480327
[INFO] 2021-02-02 21:04:45 > Step: 245800 Progress: 78.7% Elapsed: 2 days, 8:04:45 temperature: no ada_p: 0.937762 Discriminator_loss: 0.92637 Generator_loss: 0.587699
[INFO] 2021-02-02 21:06:03 > Step: 245900 Progress: 78.7% Elapsed: 2 days, 8:06:02 temperature: no ada_p: 0.938146 Discriminator_loss: 0.911419 Generator_loss: 0.494654
[INFO] 2021-02-02 21:07:20 > Step: 246000 Progress: 78.7% Elapsed: 2 days, 8:07:19 temperature: no ada_p: 0.93853 Discriminator_loss: 0.922156 Generator_loss: 0.53062
[INFO] 2021-02-02 21:07:20 > Start Evaluation (246000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 21:07:20 > Calculating FID Score....
[INFO] 2021-02-02 21:07:47 > Calculating Inception Score....
[INFO] 2021-02-02 21:08:04 > Calculate F_beta Score....
[INFO] 2021-02-02 21:09:01 > Calculate Accuracies....
[INFO] 2021-02-02 21:09:08 > Calculate Accuracies....
[INFO] 2021-02-02 21:09:09 > F_8 score (Step: 246000, Using test images): 0.9922943897310541
[INFO] 2021-02-02 21:09:09 > F_1/8 score (Step: 246000, Using test images): 0.9935693505058222
[INFO] 2021-02-02 21:09:09 > FID score (Step: 246000, Using test moments): 8.09877933315181
[INFO] 2021-02-02 21:09:09 > Inception score (Step: 246000, 10000 generated images): 9.718978881835938
[INFO] 2021-02-02 21:09:09 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 21:09:10 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 21:10:27 > Step: 246100 Progress: 78.8% Elapsed: 2 days, 8:10:26 temperature: no ada_p: 0.938914 Discriminator_loss: 0.932935 Generator_loss: 0.421071
[INFO] 2021-02-02 21:11:45 > Step: 246200 Progress: 78.8% Elapsed: 2 days, 8:11:44 temperature: no ada_p: 0.939298 Discriminator_loss: 0.91428 Generator_loss: 0.520294
[INFO] 2021-02-02 21:13:02 > Step: 246300 Progress: 78.8% Elapsed: 2 days, 8:13:02 temperature: no ada_p: 0.939682 Discriminator_loss: 0.947223 Generator_loss: 0.57118
[INFO] 2021-02-02 21:14:19 > Step: 246400 Progress: 78.8% Elapsed: 2 days, 8:14:19 temperature: no ada_p: 0.940066 Discriminator_loss: 0.947813 Generator_loss: 0.518122
[INFO] 2021-02-02 21:15:39 > Step: 246500 Progress: 78.9% Elapsed: 2 days, 8:15:39 temperature: no ada_p: 0.94045 Discriminator_loss: 0.936778 Generator_loss: 0.493191
[INFO] 2021-02-02 21:16:56 > Step: 246600 Progress: 78.9% Elapsed: 2 days, 8:16:56 temperature: no ada_p: 0.940834 Discriminator_loss: 0.915318 Generator_loss: 0.508281
[INFO] 2021-02-02 21:18:13 > Step: 246700 Progress: 78.9% Elapsed: 2 days, 8:18:13 temperature: no ada_p: 0.941218 Discriminator_loss: 0.911124 Generator_loss: 0.490063
[INFO] 2021-02-02 21:19:31 > Step: 246800 Progress: 79.0% Elapsed: 2 days, 8:19:31 temperature: no ada_p: 0.941602 Discriminator_loss: 0.924782 Generator_loss: 0.54481
[INFO] 2021-02-02 21:20:48 > Step: 246900 Progress: 79.0% Elapsed: 2 days, 8:20:48 temperature: no ada_p: 0.941986 Discriminator_loss: 0.913327 Generator_loss: 0.563483
[INFO] 2021-02-02 21:22:05 > Step: 247000 Progress: 79.0% Elapsed: 2 days, 8:22:05 temperature: no ada_p: 0.94237 Discriminator_loss: 0.929251 Generator_loss: 0.481315
[INFO] 2021-02-02 21:23:23 > Step: 247100 Progress: 79.1% Elapsed: 2 days, 8:23:22 temperature: no ada_p: 0.942754 Discriminator_loss: 0.893628 Generator_loss: 0.43042
[INFO] 2021-02-02 21:24:40 > Step: 247200 Progress: 79.1% Elapsed: 2 days, 8:24:40 temperature: no ada_p: 0.943138 Discriminator_loss: 0.917417 Generator_loss: 0.538102
[INFO] 2021-02-02 21:25:58 > Step: 247300 Progress: 79.1% Elapsed: 2 days, 8:25:58 temperature: no ada_p: 0.943522 Discriminator_loss: 0.946959 Generator_loss: 0.517465
[INFO] 2021-02-02 21:27:15 > Step: 247400 Progress: 79.2% Elapsed: 2 days, 8:27:14 temperature: no ada_p: 0.943906 Discriminator_loss: 0.901505 Generator_loss: 0.483082
[INFO] 2021-02-02 21:28:32 > Step: 247500 Progress: 79.2% Elapsed: 2 days, 8:28:32 temperature: no ada_p: 0.94429 Discriminator_loss: 0.898662 Generator_loss: 0.488566
[INFO] 2021-02-02 21:29:50 > Step: 247600 Progress: 79.2% Elapsed: 2 days, 8:29:50 temperature: no ada_p: 0.944674 Discriminator_loss: 0.898407 Generator_loss: 0.546574
[INFO] 2021-02-02 21:31:04 > Step: 247700 Progress: 79.3% Elapsed: 2 days, 8:31:04 temperature: no ada_p: 0.945058 Discriminator_loss: 0.910789 Generator_loss: 0.494535
[INFO] 2021-02-02 21:32:16 > Step: 247800 Progress: 79.3% Elapsed: 2 days, 8:32:16 temperature: no ada_p: 0.945442 Discriminator_loss: 0.931757 Generator_loss: 0.503984
[INFO] 2021-02-02 21:33:33 > Step: 247900 Progress: 79.3% Elapsed: 2 days, 8:33:33 temperature: no ada_p: 0.945826 Discriminator_loss: 0.939697 Generator_loss: 0.526114
[INFO] 2021-02-02 21:34:50 > Step: 248000 Progress: 79.4% Elapsed: 2 days, 8:34:50 temperature: no ada_p: 0.94621 Discriminator_loss: 0.894005 Generator_loss: 0.498772
[INFO] 2021-02-02 21:34:50 > Start Evaluation (248000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 21:34:50 > Calculating FID Score....
[INFO] 2021-02-02 21:35:17 > Calculating Inception Score....
[INFO] 2021-02-02 21:35:34 > Calculate F_beta Score....
[INFO] 2021-02-02 21:36:31 > Calculate Accuracies....
[INFO] 2021-02-02 21:36:37 > Calculate Accuracies....
[INFO] 2021-02-02 21:36:39 > F_8 score (Step: 248000, Using test images): 0.9932292099615525
[INFO] 2021-02-02 21:36:39 > F_1/8 score (Step: 248000, Using test images): 0.9940875110723274
[INFO] 2021-02-02 21:36:39 > FID score (Step: 248000, Using test moments): 8.123259671209212
[INFO] 2021-02-02 21:36:39 > Inception score (Step: 248000, 10000 generated images): 9.75631046295166
[INFO] 2021-02-02 21:36:39 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 21:36:39 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 21:37:56 > Step: 248100 Progress: 79.4% Elapsed: 2 days, 8:37:56 temperature: no ada_p: 0.946594 Discriminator_loss: 0.918771 Generator_loss: 0.517874
[INFO] 2021-02-02 21:39:13 > Step: 248200 Progress: 79.4% Elapsed: 2 days, 8:39:13 temperature: no ada_p: 0.946978 Discriminator_loss: 0.923737 Generator_loss: 0.513044
[INFO] 2021-02-02 21:40:31 > Step: 248300 Progress: 79.5% Elapsed: 2 days, 8:40:31 temperature: no ada_p: 0.947362 Discriminator_loss: 0.903803 Generator_loss: 0.53888
[INFO] 2021-02-02 21:41:49 > Step: 248400 Progress: 79.5% Elapsed: 2 days, 8:41:48 temperature: no ada_p: 0.947746 Discriminator_loss: 0.962547 Generator_loss: 0.531157
[INFO] 2021-02-02 21:43:06 > Step: 248500 Progress: 79.5% Elapsed: 2 days, 8:43:05 temperature: no ada_p: 0.94813 Discriminator_loss: 0.909436 Generator_loss: 0.497445
[INFO] 2021-02-02 21:44:23 > Step: 248600 Progress: 79.6% Elapsed: 2 days, 8:44:23 temperature: no ada_p: 0.948514 Discriminator_loss: 0.94145 Generator_loss: 0.470859
[INFO] 2021-02-02 21:45:41 > Step: 248700 Progress: 79.6% Elapsed: 2 days, 8:45:41 temperature: no ada_p: 0.948898 Discriminator_loss: 0.967013 Generator_loss: 0.49279
[INFO] 2021-02-02 21:46:58 > Step: 248800 Progress: 79.6% Elapsed: 2 days, 8:46:58 temperature: no ada_p: 0.949282 Discriminator_loss: 0.959682 Generator_loss: 0.530783
[INFO] 2021-02-02 21:48:16 > Step: 248900 Progress: 79.6% Elapsed: 2 days, 8:48:15 temperature: no ada_p: 0.949666 Discriminator_loss: 0.941384 Generator_loss: 0.461874
[INFO] 2021-02-02 21:49:33 > Step: 249000 Progress: 79.7% Elapsed: 2 days, 8:49:32 temperature: no ada_p: 0.95005 Discriminator_loss: 0.890528 Generator_loss: 0.497619
[INFO] 2021-02-02 21:50:49 > Step: 249100 Progress: 79.7% Elapsed: 2 days, 8:50:49 temperature: no ada_p: 0.950434 Discriminator_loss: 0.92126 Generator_loss: 0.519193
[INFO] 2021-02-02 21:52:07 > Step: 249200 Progress: 79.7% Elapsed: 2 days, 8:52:06 temperature: no ada_p: 0.950818 Discriminator_loss: 0.924204 Generator_loss: 0.50606
[INFO] 2021-02-02 21:53:24 > Step: 249300 Progress: 79.8% Elapsed: 2 days, 8:53:24 temperature: no ada_p: 0.951202 Discriminator_loss: 0.892596 Generator_loss: 0.454184
[INFO] 2021-02-02 21:54:41 > Step: 249400 Progress: 79.8% Elapsed: 2 days, 8:54:41 temperature: no ada_p: 0.951586 Discriminator_loss: 0.883863 Generator_loss: 0.511644
[INFO] 2021-02-02 21:55:59 > Step: 249500 Progress: 79.8% Elapsed: 2 days, 8:55:59 temperature: no ada_p: 0.95197 Discriminator_loss: 0.893543 Generator_loss: 0.548621
[INFO] 2021-02-02 21:57:16 > Step: 249600 Progress: 79.9% Elapsed: 2 days, 8:57:16 temperature: no ada_p: 0.952354 Discriminator_loss: 0.905024 Generator_loss: 0.510465
[INFO] 2021-02-02 21:58:34 > Step: 249700 Progress: 79.9% Elapsed: 2 days, 8:58:34 temperature: no ada_p: 0.952738 Discriminator_loss: 0.926261 Generator_loss: 0.526796
[INFO] 2021-02-02 21:59:52 > Step: 249800 Progress: 79.9% Elapsed: 2 days, 8:59:51 temperature: no ada_p: 0.953122 Discriminator_loss: 0.927759 Generator_loss: 0.456212
[INFO] 2021-02-02 22:01:04 > Step: 249900 Progress: 80.0% Elapsed: 2 days, 9:01:03 temperature: no ada_p: 0.953506 Discriminator_loss: 0.921099 Generator_loss: 0.527262
[INFO] 2021-02-02 22:02:16 > Step: 250000 Progress: 80.0% Elapsed: 2 days, 9:02:16 temperature: no ada_p: 0.95389 Discriminator_loss: 0.922842 Generator_loss: 0.522105
[INFO] 2021-02-02 22:02:16 > Start Evaluation (250000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 22:02:16 > Calculating FID Score....
[INFO] 2021-02-02 22:02:43 > Calculating Inception Score....
[INFO] 2021-02-02 22:03:00 > Calculate F_beta Score....
[INFO] 2021-02-02 22:03:57 > Calculate Accuracies....
[INFO] 2021-02-02 22:04:04 > Calculate Accuracies....
[INFO] 2021-02-02 22:04:05 > F_8 score (Step: 250000, Using test images): 0.9921185300580165
[INFO] 2021-02-02 22:04:05 > F_1/8 score (Step: 250000, Using test images): 0.9927288152144181
[INFO] 2021-02-02 22:04:05 > FID score (Step: 250000, Using test moments): 8.202146035787564
[INFO] 2021-02-02 22:04:05 > Inception score (Step: 250000, 10000 generated images): 9.711348533630371
[INFO] 2021-02-02 22:04:05 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 22:04:06 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 22:05:22 > Step: 250100 Progress: 80.0% Elapsed: 2 days, 9:05:22 temperature: no ada_p: 0.954274 Discriminator_loss: 0.953367 Generator_loss: 0.503676
[INFO] 2021-02-02 22:06:39 > Step: 250200 Progress: 80.1% Elapsed: 2 days, 9:06:38 temperature: no ada_p: 0.954658 Discriminator_loss: 0.911146 Generator_loss: 0.447883
[INFO] 2021-02-02 22:07:56 > Step: 250300 Progress: 80.1% Elapsed: 2 days, 9:07:56 temperature: no ada_p: 0.955042 Discriminator_loss: 0.93874 Generator_loss: 0.465013
[INFO] 2021-02-02 22:09:13 > Step: 250400 Progress: 80.1% Elapsed: 2 days, 9:09:13 temperature: no ada_p: 0.955426 Discriminator_loss: 0.943372 Generator_loss: 0.49455
[INFO] 2021-02-02 22:10:30 > Step: 250500 Progress: 80.2% Elapsed: 2 days, 9:10:30 temperature: no ada_p: 0.95581 Discriminator_loss: 0.911866 Generator_loss: 0.514748
[INFO] 2021-02-02 22:11:48 > Step: 250600 Progress: 80.2% Elapsed: 2 days, 9:11:47 temperature: no ada_p: 0.956194 Discriminator_loss: 0.934744 Generator_loss: 0.488521
[INFO] 2021-02-02 22:13:05 > Step: 250700 Progress: 80.2% Elapsed: 2 days, 9:13:05 temperature: no ada_p: 0.956578 Discriminator_loss: 0.931052 Generator_loss: 0.5326
[INFO] 2021-02-02 22:14:22 > Step: 250800 Progress: 80.3% Elapsed: 2 days, 9:14:22 temperature: no ada_p: 0.956962 Discriminator_loss: 0.914835 Generator_loss: 0.518255
[INFO] 2021-02-02 22:15:41 > Step: 250900 Progress: 80.3% Elapsed: 2 days, 9:15:40 temperature: no ada_p: 0.957346 Discriminator_loss: 0.941695 Generator_loss: 0.545049
[INFO] 2021-02-02 22:16:58 > Step: 251000 Progress: 80.3% Elapsed: 2 days, 9:16:57 temperature: no ada_p: 0.95773 Discriminator_loss: 0.901754 Generator_loss: 0.521506
[INFO] 2021-02-02 22:18:15 > Step: 251100 Progress: 80.4% Elapsed: 2 days, 9:18:15 temperature: no ada_p: 0.958114 Discriminator_loss: 0.868841 Generator_loss: 0.560429
[INFO] 2021-02-02 22:19:33 > Step: 251200 Progress: 80.4% Elapsed: 2 days, 9:19:33 temperature: no ada_p: 0.958498 Discriminator_loss: 0.906351 Generator_loss: 0.533151
[INFO] 2021-02-02 22:20:50 > Step: 251300 Progress: 80.4% Elapsed: 2 days, 9:20:49 temperature: no ada_p: 0.958882 Discriminator_loss: 0.886456 Generator_loss: 0.495314
[INFO] 2021-02-02 22:22:07 > Step: 251400 Progress: 80.4% Elapsed: 2 days, 9:22:07 temperature: no ada_p: 0.959266 Discriminator_loss: 0.933237 Generator_loss: 0.496111
[INFO] 2021-02-02 22:23:24 > Step: 251500 Progress: 80.5% Elapsed: 2 days, 9:23:24 temperature: no ada_p: 0.95965 Discriminator_loss: 0.922839 Generator_loss: 0.559692
[INFO] 2021-02-02 22:24:41 > Step: 251600 Progress: 80.5% Elapsed: 2 days, 9:24:41 temperature: no ada_p: 0.960034 Discriminator_loss: 0.920289 Generator_loss: 0.534606
[INFO] 2021-02-02 22:25:59 > Step: 251700 Progress: 80.5% Elapsed: 2 days, 9:25:59 temperature: no ada_p: 0.960418 Discriminator_loss: 0.910072 Generator_loss: 0.544823
[INFO] 2021-02-02 22:27:17 > Step: 251800 Progress: 80.6% Elapsed: 2 days, 9:27:17 temperature: no ada_p: 0.960802 Discriminator_loss: 0.914758 Generator_loss: 0.529416
[INFO] 2021-02-02 22:28:35 > Step: 251900 Progress: 80.6% Elapsed: 2 days, 9:28:34 temperature: no ada_p: 0.961186 Discriminator_loss: 0.969902 Generator_loss: 0.505483
[INFO] 2021-02-02 22:29:52 > Step: 252000 Progress: 80.6% Elapsed: 2 days, 9:29:52 temperature: no ada_p: 0.96157 Discriminator_loss: 0.912058 Generator_loss: 0.53152
[INFO] 2021-02-02 22:29:52 > Start Evaluation (252000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 22:29:52 > Calculating FID Score....
[INFO] 2021-02-02 22:30:19 > Calculating Inception Score....
[INFO] 2021-02-02 22:30:36 > Calculate F_beta Score....
[INFO] 2021-02-02 22:31:31 > Calculate Accuracies....
[INFO] 2021-02-02 22:31:38 > Calculate Accuracies....
[INFO] 2021-02-02 22:31:39 > F_8 score (Step: 252000, Using test images): 0.9938958685527746
[INFO] 2021-02-02 22:31:39 > F_1/8 score (Step: 252000, Using test images): 0.9910618070604483
[INFO] 2021-02-02 22:31:39 > FID score (Step: 252000, Using test moments): 8.25569218231118
[INFO] 2021-02-02 22:31:39 > Inception score (Step: 252000, 10000 generated images): 9.826469421386719
[INFO] 2021-02-02 22:31:39 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 22:31:40 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 22:32:56 > Step: 252100 Progress: 80.7% Elapsed: 2 days, 9:32:56 temperature: no ada_p: 0.961954 Discriminator_loss: 0.946528 Generator_loss: 0.482891
[INFO] 2021-02-02 22:34:14 > Step: 252200 Progress: 80.7% Elapsed: 2 days, 9:34:14 temperature: no ada_p: 0.962338 Discriminator_loss: 0.910739 Generator_loss: 0.518999
[INFO] 2021-02-02 22:35:32 > Step: 252300 Progress: 80.7% Elapsed: 2 days, 9:35:31 temperature: no ada_p: 0.962722 Discriminator_loss: 0.932533 Generator_loss: 0.546578
[INFO] 2021-02-02 22:36:48 > Step: 252400 Progress: 80.8% Elapsed: 2 days, 9:36:48 temperature: no ada_p: 0.963106 Discriminator_loss: 0.881194 Generator_loss: 0.511197
[INFO] 2021-02-02 22:38:06 > Step: 252500 Progress: 80.8% Elapsed: 2 days, 9:38:05 temperature: no ada_p: 0.96349 Discriminator_loss: 0.922241 Generator_loss: 0.511365
[INFO] 2021-02-02 22:39:23 > Step: 252600 Progress: 80.8% Elapsed: 2 days, 9:39:23 temperature: no ada_p: 0.963874 Discriminator_loss: 0.895046 Generator_loss: 0.522035
[INFO] 2021-02-02 22:40:40 > Step: 252700 Progress: 80.9% Elapsed: 2 days, 9:40:40 temperature: no ada_p: 0.964258 Discriminator_loss: 0.912655 Generator_loss: 0.497683
[INFO] 2021-02-02 22:41:58 > Step: 252800 Progress: 80.9% Elapsed: 2 days, 9:41:58 temperature: no ada_p: 0.964642 Discriminator_loss: 0.918294 Generator_loss: 0.51405
[INFO] 2021-02-02 22:43:16 > Step: 252900 Progress: 80.9% Elapsed: 2 days, 9:43:16 temperature: no ada_p: 0.965026 Discriminator_loss: 0.93944 Generator_loss: 0.515376
[INFO] 2021-02-02 22:44:33 > Step: 253000 Progress: 81.0% Elapsed: 2 days, 9:44:33 temperature: no ada_p: 0.96541 Discriminator_loss: 0.872446 Generator_loss: 0.51193
[INFO] 2021-02-02 22:45:51 > Step: 253100 Progress: 81.0% Elapsed: 2 days, 9:45:51 temperature: no ada_p: 0.965794 Discriminator_loss: 0.946762 Generator_loss: 0.514427
[INFO] 2021-02-02 22:47:08 > Step: 253200 Progress: 81.0% Elapsed: 2 days, 9:47:08 temperature: no ada_p: 0.966178 Discriminator_loss: 0.990996 Generator_loss: 0.508086
[INFO] 2021-02-02 22:48:26 > Step: 253300 Progress: 81.1% Elapsed: 2 days, 9:48:25 temperature: no ada_p: 0.966562 Discriminator_loss: 0.94286 Generator_loss: 0.494446
[INFO] 2021-02-02 22:49:43 > Step: 253400 Progress: 81.1% Elapsed: 2 days, 9:49:43 temperature: no ada_p: 0.966946 Discriminator_loss: 0.916556 Generator_loss: 0.534646
[INFO] 2021-02-02 22:51:01 > Step: 253500 Progress: 81.1% Elapsed: 2 days, 9:51:00 temperature: no ada_p: 0.96733 Discriminator_loss: 0.939964 Generator_loss: 0.501458
[INFO] 2021-02-02 22:52:18 > Step: 253600 Progress: 81.2% Elapsed: 2 days, 9:52:18 temperature: no ada_p: 0.967714 Discriminator_loss: 0.887829 Generator_loss: 0.542115
[INFO] 2021-02-02 22:53:35 > Step: 253700 Progress: 81.2% Elapsed: 2 days, 9:53:35 temperature: no ada_p: 0.968098 Discriminator_loss: 0.926395 Generator_loss: 0.532538
[INFO] 2021-02-02 22:54:53 > Step: 253800 Progress: 81.2% Elapsed: 2 days, 9:54:52 temperature: no ada_p: 0.968482 Discriminator_loss: 0.934944 Generator_loss: 0.496777
[INFO] 2021-02-02 22:56:10 > Step: 253900 Progress: 81.2% Elapsed: 2 days, 9:56:10 temperature: no ada_p: 0.968866 Discriminator_loss: 0.953439 Generator_loss: 0.595878
[INFO] 2021-02-02 22:57:27 > Step: 254000 Progress: 81.3% Elapsed: 2 days, 9:57:27 temperature: no ada_p: 0.96925 Discriminator_loss: 0.932528 Generator_loss: 0.484378
[INFO] 2021-02-02 22:57:27 > Start Evaluation (254000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 22:57:27 > Calculating FID Score....
[INFO] 2021-02-02 22:57:55 > Calculating Inception Score....
[INFO] 2021-02-02 22:58:11 > Calculate F_beta Score....
[INFO] 2021-02-02 22:59:06 > Calculate Accuracies....
[INFO] 2021-02-02 22:59:13 > Calculate Accuracies....
[INFO] 2021-02-02 22:59:14 > F_8 score (Step: 254000, Using test images): 0.9944239025249613
[INFO] 2021-02-02 22:59:14 > F_1/8 score (Step: 254000, Using test images): 0.9913826611464057
[INFO] 2021-02-02 22:59:14 > FID score (Step: 254000, Using test moments): 8.263999773016906
[INFO] 2021-02-02 22:59:14 > Inception score (Step: 254000, 10000 generated images): 9.843084335327148
[INFO] 2021-02-02 22:59:14 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 22:59:15 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 23:00:29 > Step: 254100 Progress: 81.3% Elapsed: 2 days, 10:00:28 temperature: no ada_p: 0.969634 Discriminator_loss: 0.908193 Generator_loss: 0.538974
[INFO] 2021-02-02 23:01:41 > Step: 254200 Progress: 81.3% Elapsed: 2 days, 10:01:41 temperature: no ada_p: 0.970018 Discriminator_loss: 0.933457 Generator_loss: 0.579309
[INFO] 2021-02-02 23:02:58 > Step: 254300 Progress: 81.4% Elapsed: 2 days, 10:02:57 temperature: no ada_p: 0.970402 Discriminator_loss: 0.912279 Generator_loss: 0.485497
[INFO] 2021-02-02 23:04:15 > Step: 254400 Progress: 81.4% Elapsed: 2 days, 10:04:14 temperature: no ada_p: 0.970786 Discriminator_loss: 0.927953 Generator_loss: 0.56332
[INFO] 2021-02-02 23:05:33 > Step: 254500 Progress: 81.4% Elapsed: 2 days, 10:05:33 temperature: no ada_p: 0.97117 Discriminator_loss: 0.920451 Generator_loss: 0.514414
[INFO] 2021-02-02 23:06:50 > Step: 254600 Progress: 81.5% Elapsed: 2 days, 10:06:50 temperature: no ada_p: 0.971554 Discriminator_loss: 0.953064 Generator_loss: 0.511725
[INFO] 2021-02-02 23:08:08 > Step: 254700 Progress: 81.5% Elapsed: 2 days, 10:08:08 temperature: no ada_p: 0.971938 Discriminator_loss: 0.92793 Generator_loss: 0.534426
[INFO] 2021-02-02 23:09:26 > Step: 254800 Progress: 81.5% Elapsed: 2 days, 10:09:25 temperature: no ada_p: 0.972322 Discriminator_loss: 0.919299 Generator_loss: 0.502342
[INFO] 2021-02-02 23:10:43 > Step: 254900 Progress: 81.6% Elapsed: 2 days, 10:10:43 temperature: no ada_p: 0.972706 Discriminator_loss: 0.967194 Generator_loss: 0.513673
[INFO] 2021-02-02 23:12:00 > Step: 255000 Progress: 81.6% Elapsed: 2 days, 10:12:00 temperature: no ada_p: 0.97309 Discriminator_loss: 0.925415 Generator_loss: 0.486153
[INFO] 2021-02-02 23:13:18 > Step: 255100 Progress: 81.6% Elapsed: 2 days, 10:13:17 temperature: no ada_p: 0.973474 Discriminator_loss: 0.925999 Generator_loss: 0.4936
[INFO] 2021-02-02 23:14:35 > Step: 255200 Progress: 81.7% Elapsed: 2 days, 10:14:35 temperature: no ada_p: 0.973858 Discriminator_loss: 0.942735 Generator_loss: 0.500984
[INFO] 2021-02-02 23:15:53 > Step: 255300 Progress: 81.7% Elapsed: 2 days, 10:15:53 temperature: no ada_p: 0.974242 Discriminator_loss: 0.900178 Generator_loss: 0.50814
[INFO] 2021-02-02 23:17:11 > Step: 255400 Progress: 81.7% Elapsed: 2 days, 10:17:11 temperature: no ada_p: 0.974626 Discriminator_loss: 0.926502 Generator_loss: 0.534026
[INFO] 2021-02-02 23:18:29 > Step: 255500 Progress: 81.8% Elapsed: 2 days, 10:18:28 temperature: no ada_p: 0.97501 Discriminator_loss: 0.96307 Generator_loss: 0.556648
[INFO] 2021-02-02 23:19:46 > Step: 255600 Progress: 81.8% Elapsed: 2 days, 10:19:46 temperature: no ada_p: 0.975394 Discriminator_loss: 0.949105 Generator_loss: 0.503673
[INFO] 2021-02-02 23:21:04 > Step: 255700 Progress: 81.8% Elapsed: 2 days, 10:21:03 temperature: no ada_p: 0.975778 Discriminator_loss: 0.941332 Generator_loss: 0.479896
[INFO] 2021-02-02 23:22:21 > Step: 255800 Progress: 81.9% Elapsed: 2 days, 10:22:20 temperature: no ada_p: 0.976162 Discriminator_loss: 0.967347 Generator_loss: 0.524472
[INFO] 2021-02-02 23:23:38 > Step: 255900 Progress: 81.9% Elapsed: 2 days, 10:23:38 temperature: no ada_p: 0.976546 Discriminator_loss: 0.890196 Generator_loss: 0.548023
[INFO] 2021-02-02 23:24:56 > Step: 256000 Progress: 81.9% Elapsed: 2 days, 10:24:55 temperature: no ada_p: 0.97693 Discriminator_loss: 0.919492 Generator_loss: 0.529176
[INFO] 2021-02-02 23:24:56 > Start Evaluation (256000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 23:24:56 > Calculating FID Score....
[INFO] 2021-02-02 23:25:23 > Calculating Inception Score....
[INFO] 2021-02-02 23:25:40 > Calculate F_beta Score....
[INFO] 2021-02-02 23:26:34 > Calculate Accuracies....
[INFO] 2021-02-02 23:26:41 > Calculate Accuracies....
[INFO] 2021-02-02 23:26:43 > F_8 score (Step: 256000, Using test images): 0.9945027701795466
[INFO] 2021-02-02 23:26:43 > F_1/8 score (Step: 256000, Using test images): 0.9929028249994518
[INFO] 2021-02-02 23:26:43 > FID score (Step: 256000, Using test moments): 8.402331274891253
[INFO] 2021-02-02 23:26:43 > Inception score (Step: 256000, 10000 generated images): 9.576054573059082
[INFO] 2021-02-02 23:26:43 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 23:26:43 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 23:28:01 > Step: 256100 Progress: 82.0% Elapsed: 2 days, 10:28:01 temperature: no ada_p: 0.977314 Discriminator_loss: 0.921227 Generator_loss: 0.574254
[INFO] 2021-02-02 23:29:19 > Step: 256200 Progress: 82.0% Elapsed: 2 days, 10:29:18 temperature: no ada_p: 0.977698 Discriminator_loss: 0.9536 Generator_loss: 0.56557
[INFO] 2021-02-02 23:30:29 > Step: 256300 Progress: 82.0% Elapsed: 2 days, 10:30:29 temperature: no ada_p: 0.978082 Discriminator_loss: 0.959563 Generator_loss: 0.532734
[INFO] 2021-02-02 23:31:42 > Step: 256400 Progress: 82.0% Elapsed: 2 days, 10:31:42 temperature: no ada_p: 0.978466 Discriminator_loss: 0.910413 Generator_loss: 0.496628
[INFO] 2021-02-02 23:32:59 > Step: 256500 Progress: 82.1% Elapsed: 2 days, 10:32:59 temperature: no ada_p: 0.97885 Discriminator_loss: 0.913698 Generator_loss: 0.424445
[INFO] 2021-02-02 23:34:17 > Step: 256600 Progress: 82.1% Elapsed: 2 days, 10:34:17 temperature: no ada_p: 0.979234 Discriminator_loss: 0.938469 Generator_loss: 0.526766
[INFO] 2021-02-02 23:35:34 > Step: 256700 Progress: 82.1% Elapsed: 2 days, 10:35:34 temperature: no ada_p: 0.979618 Discriminator_loss: 0.976353 Generator_loss: 0.526846
[INFO] 2021-02-02 23:36:52 > Step: 256800 Progress: 82.2% Elapsed: 2 days, 10:36:52 temperature: no ada_p: 0.980002 Discriminator_loss: 0.946831 Generator_loss: 0.523014
[INFO] 2021-02-02 23:38:09 > Step: 256900 Progress: 82.2% Elapsed: 2 days, 10:38:09 temperature: no ada_p: 0.980386 Discriminator_loss: 0.899899 Generator_loss: 0.488316
[INFO] 2021-02-02 23:39:27 > Step: 257000 Progress: 82.2% Elapsed: 2 days, 10:39:26 temperature: no ada_p: 0.98077 Discriminator_loss: 0.900101 Generator_loss: 0.502925
[INFO] 2021-02-02 23:40:44 > Step: 257100 Progress: 82.3% Elapsed: 2 days, 10:40:44 temperature: no ada_p: 0.981154 Discriminator_loss: 0.932665 Generator_loss: 0.51022
[INFO] 2021-02-02 23:42:02 > Step: 257200 Progress: 82.3% Elapsed: 2 days, 10:42:01 temperature: no ada_p: 0.981538 Discriminator_loss: 0.961909 Generator_loss: 0.532909
[INFO] 2021-02-02 23:43:20 > Step: 257300 Progress: 82.3% Elapsed: 2 days, 10:43:19 temperature: no ada_p: 0.981922 Discriminator_loss: 0.893954 Generator_loss: 0.523574
[INFO] 2021-02-02 23:44:38 > Step: 257400 Progress: 82.4% Elapsed: 2 days, 10:44:37 temperature: no ada_p: 0.982306 Discriminator_loss: 0.921903 Generator_loss: 0.526048
[INFO] 2021-02-02 23:45:55 > Step: 257500 Progress: 82.4% Elapsed: 2 days, 10:45:55 temperature: no ada_p: 0.98269 Discriminator_loss: 0.892923 Generator_loss: 0.505366
[INFO] 2021-02-02 23:47:13 > Step: 257600 Progress: 82.4% Elapsed: 2 days, 10:47:13 temperature: no ada_p: 0.983074 Discriminator_loss: 0.921908 Generator_loss: 0.506382
[INFO] 2021-02-02 23:48:30 > Step: 257700 Progress: 82.5% Elapsed: 2 days, 10:48:30 temperature: no ada_p: 0.983458 Discriminator_loss: 0.912138 Generator_loss: 0.530431
[INFO] 2021-02-02 23:49:48 > Step: 257800 Progress: 82.5% Elapsed: 2 days, 10:49:48 temperature: no ada_p: 0.983842 Discriminator_loss: 0.903581 Generator_loss: 0.495313
[INFO] 2021-02-02 23:51:06 > Step: 257900 Progress: 82.5% Elapsed: 2 days, 10:51:06 temperature: no ada_p: 0.984226 Discriminator_loss: 0.899236 Generator_loss: 0.487582
[INFO] 2021-02-02 23:52:22 > Step: 258000 Progress: 82.6% Elapsed: 2 days, 10:52:22 temperature: no ada_p: 0.98461 Discriminator_loss: 0.925869 Generator_loss: 0.482066
[INFO] 2021-02-02 23:52:22 > Start Evaluation (258000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 23:52:22 > Calculating FID Score....
[INFO] 2021-02-02 23:52:49 > Calculating Inception Score....
[INFO] 2021-02-02 23:53:06 > Calculate F_beta Score....
[INFO] 2021-02-02 23:54:03 > Calculate Accuracies....
[INFO] 2021-02-02 23:54:10 > Calculate Accuracies....
[INFO] 2021-02-02 23:54:11 > F_8 score (Step: 258000, Using test images): 0.9927793665565107
[INFO] 2021-02-02 23:54:11 > F_1/8 score (Step: 258000, Using test images): 0.9910337192231067
[INFO] 2021-02-02 23:54:11 > FID score (Step: 258000, Using test moments): 8.396854981920342
[INFO] 2021-02-02 23:54:11 > Inception score (Step: 258000, 10000 generated images): 9.785968780517578
[INFO] 2021-02-02 23:54:11 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-02 23:54:12 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-02 23:55:29 > Step: 258100 Progress: 82.6% Elapsed: 2 days, 10:55:28 temperature: no ada_p: 0.984994 Discriminator_loss: 0.911861 Generator_loss: 0.483673
[INFO] 2021-02-02 23:56:47 > Step: 258200 Progress: 82.6% Elapsed: 2 days, 10:56:46 temperature: no ada_p: 0.985378 Discriminator_loss: 0.936664 Generator_loss: 0.499093
[INFO] 2021-02-02 23:58:04 > Step: 258300 Progress: 82.7% Elapsed: 2 days, 10:58:03 temperature: no ada_p: 0.985762 Discriminator_loss: 0.933535 Generator_loss: 0.541882
[INFO] 2021-02-02 23:59:21 > Step: 258400 Progress: 82.7% Elapsed: 2 days, 10:59:21 temperature: no ada_p: 0.986146 Discriminator_loss: 0.873375 Generator_loss: 0.526253
[INFO] 2021-02-03 00:00:34 > Step: 258500 Progress: 82.7% Elapsed: 2 days, 11:00:33 temperature: no ada_p: 0.98653 Discriminator_loss: 0.950905 Generator_loss: 0.501395
[INFO] 2021-02-03 00:01:48 > Step: 258600 Progress: 82.8% Elapsed: 2 days, 11:01:47 temperature: no ada_p: 0.986914 Discriminator_loss: 0.935158 Generator_loss: 0.558614
[INFO] 2021-02-03 00:03:05 > Step: 258700 Progress: 82.8% Elapsed: 2 days, 11:03:05 temperature: no ada_p: 0.987298 Discriminator_loss: 0.926462 Generator_loss: 0.499976
[INFO] 2021-02-03 00:04:22 > Step: 258800 Progress: 82.8% Elapsed: 2 days, 11:04:22 temperature: no ada_p: 0.987682 Discriminator_loss: 0.96477 Generator_loss: 0.479973
[INFO] 2021-02-03 00:05:40 > Step: 258900 Progress: 82.8% Elapsed: 2 days, 11:05:40 temperature: no ada_p: 0.988066 Discriminator_loss: 0.94074 Generator_loss: 0.477674
[INFO] 2021-02-03 00:06:57 > Step: 259000 Progress: 82.9% Elapsed: 2 days, 11:06:57 temperature: no ada_p: 0.98845 Discriminator_loss: 0.946942 Generator_loss: 0.534697
[INFO] 2021-02-03 00:08:14 > Step: 259100 Progress: 82.9% Elapsed: 2 days, 11:08:13 temperature: no ada_p: 0.988834 Discriminator_loss: 0.97389 Generator_loss: 0.505662
[INFO] 2021-02-03 00:09:32 > Step: 259200 Progress: 82.9% Elapsed: 2 days, 11:09:31 temperature: no ada_p: 0.989218 Discriminator_loss: 0.902108 Generator_loss: 0.500403
[INFO] 2021-02-03 00:10:50 > Step: 259300 Progress: 83.0% Elapsed: 2 days, 11:10:49 temperature: no ada_p: 0.989602 Discriminator_loss: 0.933504 Generator_loss: 0.508824
[INFO] 2021-02-03 00:12:07 > Step: 259400 Progress: 83.0% Elapsed: 2 days, 11:12:06 temperature: no ada_p: 0.989986 Discriminator_loss: 0.929699 Generator_loss: 0.516768
[INFO] 2021-02-03 00:13:25 > Step: 259500 Progress: 83.0% Elapsed: 2 days, 11:13:24 temperature: no ada_p: 0.99037 Discriminator_loss: 0.981358 Generator_loss: 0.551166
[INFO] 2021-02-03 00:14:42 > Step: 259600 Progress: 83.1% Elapsed: 2 days, 11:14:42 temperature: no ada_p: 0.990754 Discriminator_loss: 0.90931 Generator_loss: 0.509168
[INFO] 2021-02-03 00:15:59 > Step: 259700 Progress: 83.1% Elapsed: 2 days, 11:15:59 temperature: no ada_p: 0.991138 Discriminator_loss: 0.896766 Generator_loss: 0.503241
[INFO] 2021-02-03 00:17:16 > Step: 259800 Progress: 83.1% Elapsed: 2 days, 11:17:16 temperature: no ada_p: 0.991522 Discriminator_loss: 0.911583 Generator_loss: 0.534748
[INFO] 2021-02-03 00:18:34 > Step: 259900 Progress: 83.2% Elapsed: 2 days, 11:18:34 temperature: no ada_p: 0.991906 Discriminator_loss: 0.939409 Generator_loss: 0.535877
[INFO] 2021-02-03 00:19:51 > Step: 260000 Progress: 83.2% Elapsed: 2 days, 11:19:51 temperature: no ada_p: 0.99229 Discriminator_loss: 0.906231 Generator_loss: 0.539508
[INFO] 2021-02-03 00:19:51 > Start Evaluation (260000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 00:19:51 > Calculating FID Score....
[INFO] 2021-02-03 00:20:19 > Calculating Inception Score....
[INFO] 2021-02-03 00:20:35 > Calculate F_beta Score....
[INFO] 2021-02-03 00:21:32 > Calculate Accuracies....
[INFO] 2021-02-03 00:21:39 > Calculate Accuracies....
[INFO] 2021-02-03 00:21:41 > F_8 score (Step: 260000, Using test images): 0.9929640085866384
[INFO] 2021-02-03 00:21:41 > F_1/8 score (Step: 260000, Using test images): 0.9927397860652714
[INFO] 2021-02-03 00:21:41 > FID score (Step: 260000, Using test moments): 8.295094194392618
[INFO] 2021-02-03 00:21:41 > Inception score (Step: 260000, 10000 generated images): 9.67496109008789
[INFO] 2021-02-03 00:21:41 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 00:21:41 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 00:22:58 > Step: 260100 Progress: 83.2% Elapsed: 2 days, 11:22:58 temperature: no ada_p: 0.992674 Discriminator_loss: 0.941676 Generator_loss: 0.546029
[INFO] 2021-02-03 00:24:15 > Step: 260200 Progress: 83.3% Elapsed: 2 days, 11:24:15 temperature: no ada_p: 0.993058 Discriminator_loss: 0.934896 Generator_loss: 0.514387
[INFO] 2021-02-03 00:25:33 > Step: 260300 Progress: 83.3% Elapsed: 2 days, 11:25:32 temperature: no ada_p: 0.993442 Discriminator_loss: 0.89778 Generator_loss: 0.522029
[INFO] 2021-02-03 00:26:50 > Step: 260400 Progress: 83.3% Elapsed: 2 days, 11:26:50 temperature: no ada_p: 0.993826 Discriminator_loss: 0.939691 Generator_loss: 0.526257
[INFO] 2021-02-03 00:28:07 > Step: 260500 Progress: 83.4% Elapsed: 2 days, 11:28:07 temperature: no ada_p: 0.99421 Discriminator_loss: 0.929684 Generator_loss: 0.501304
[INFO] 2021-02-03 00:29:26 > Step: 260600 Progress: 83.4% Elapsed: 2 days, 11:29:26 temperature: no ada_p: 0.994594 Discriminator_loss: 0.937387 Generator_loss: 0.515612
[INFO] 2021-02-03 00:30:34 > Step: 260700 Progress: 83.4% Elapsed: 2 days, 11:30:34 temperature: no ada_p: 0.994978 Discriminator_loss: 0.934803 Generator_loss: 0.477397
[INFO] 2021-02-03 00:31:48 > Step: 260800 Progress: 83.5% Elapsed: 2 days, 11:31:48 temperature: no ada_p: 0.995362 Discriminator_loss: 0.967187 Generator_loss: 0.458394
[INFO] 2021-02-03 00:33:05 > Step: 260900 Progress: 83.5% Elapsed: 2 days, 11:33:05 temperature: no ada_p: 0.995746 Discriminator_loss: 0.930691 Generator_loss: 0.506525
[INFO] 2021-02-03 00:34:22 > Step: 261000 Progress: 83.5% Elapsed: 2 days, 11:34:22 temperature: no ada_p: 0.99613 Discriminator_loss: 0.937277 Generator_loss: 0.527029
[INFO] 2021-02-03 00:35:40 > Step: 261100 Progress: 83.6% Elapsed: 2 days, 11:35:40 temperature: no ada_p: 0.996514 Discriminator_loss: 0.910425 Generator_loss: 0.529434
[INFO] 2021-02-03 00:36:58 > Step: 261200 Progress: 83.6% Elapsed: 2 days, 11:36:57 temperature: no ada_p: 0.996898 Discriminator_loss: 0.943939 Generator_loss: 0.525112
[INFO] 2021-02-03 00:38:15 > Step: 261300 Progress: 83.6% Elapsed: 2 days, 11:38:14 temperature: no ada_p: 0.997282 Discriminator_loss: 0.939346 Generator_loss: 0.515117
[INFO] 2021-02-03 00:39:32 > Step: 261400 Progress: 83.6% Elapsed: 2 days, 11:39:32 temperature: no ada_p: 0.997666 Discriminator_loss: 0.947927 Generator_loss: 0.535079
[INFO] 2021-02-03 00:40:50 > Step: 261500 Progress: 83.7% Elapsed: 2 days, 11:40:50 temperature: no ada_p: 0.99805 Discriminator_loss: 0.915656 Generator_loss: 0.539618
[INFO] 2021-02-03 00:42:07 > Step: 261600 Progress: 83.7% Elapsed: 2 days, 11:42:07 temperature: no ada_p: 0.998434 Discriminator_loss: 0.940471 Generator_loss: 0.491859
[INFO] 2021-02-03 00:43:25 > Step: 261700 Progress: 83.7% Elapsed: 2 days, 11:43:24 temperature: no ada_p: 0.998818 Discriminator_loss: 0.948115 Generator_loss: 0.520784
[INFO] 2021-02-03 00:44:42 > Step: 261800 Progress: 83.8% Elapsed: 2 days, 11:44:42 temperature: no ada_p: 0.999202 Discriminator_loss: 0.934931 Generator_loss: 0.531843
[INFO] 2021-02-03 00:45:59 > Step: 261900 Progress: 83.8% Elapsed: 2 days, 11:45:58 temperature: no ada_p: 0.999586 Discriminator_loss: 0.907703 Generator_loss: 0.504755
[INFO] 2021-02-03 00:47:16 > Step: 262000 Progress: 83.8% Elapsed: 2 days, 11:47:16 temperature: no ada_p: 0.99997 Discriminator_loss: 0.918263 Generator_loss: 0.552364
[INFO] 2021-02-03 00:47:16 > Start Evaluation (262000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 00:47:16 > Calculating FID Score....
[INFO] 2021-02-03 00:47:43 > Calculating Inception Score....
[INFO] 2021-02-03 00:48:00 > Calculate F_beta Score....
[INFO] 2021-02-03 00:48:55 > Calculate Accuracies....
[INFO] 2021-02-03 00:49:02 > Calculate Accuracies....
[INFO] 2021-02-03 00:49:03 > F_8 score (Step: 262000, Using test images): 0.9930623988657826
[INFO] 2021-02-03 00:49:03 > F_1/8 score (Step: 262000, Using test images): 0.9910801727080347
[INFO] 2021-02-03 00:49:03 > FID score (Step: 262000, Using test moments): 8.288172269124459
[INFO] 2021-02-03 00:49:03 > Inception score (Step: 262000, 10000 generated images): 9.803539276123047
[INFO] 2021-02-03 00:49:03 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 00:49:04 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 00:50:20 > Step: 262100 Progress: 83.9% Elapsed: 2 days, 11:50:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.886315 Generator_loss: 0.492291
[INFO] 2021-02-03 00:51:38 > Step: 262200 Progress: 83.9% Elapsed: 2 days, 11:51:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.909519 Generator_loss: 0.532822
[INFO] 2021-02-03 00:52:56 > Step: 262300 Progress: 83.9% Elapsed: 2 days, 11:52:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.955045 Generator_loss: 0.486086
[INFO] 2021-02-03 00:54:13 > Step: 262400 Progress: 84.0% Elapsed: 2 days, 11:54:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.927157 Generator_loss: 0.494552
[INFO] 2021-02-03 00:55:31 > Step: 262500 Progress: 84.0% Elapsed: 2 days, 11:55:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.908995 Generator_loss: 0.516846
[INFO] 2021-02-03 00:56:48 > Step: 262600 Progress: 84.0% Elapsed: 2 days, 11:56:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.91888 Generator_loss: 0.463224
[INFO] 2021-02-03 00:58:06 > Step: 262700 Progress: 84.1% Elapsed: 2 days, 11:58:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.898439 Generator_loss: 0.505879
[INFO] 2021-02-03 00:59:23 > Step: 262800 Progress: 84.1% Elapsed: 2 days, 11:59:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.931701 Generator_loss: 0.52441
[INFO] 2021-02-03 01:00:33 > Step: 262900 Progress: 84.1% Elapsed: 2 days, 12:00:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.920611 Generator_loss: 0.500563
[INFO] 2021-02-03 01:01:46 > Step: 263000 Progress: 84.2% Elapsed: 2 days, 12:01:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.889819 Generator_loss: 0.514635
[INFO] 2021-02-03 01:03:03 > Step: 263100 Progress: 84.2% Elapsed: 2 days, 12:03:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.885346 Generator_loss: 0.450234
[INFO] 2021-02-03 01:04:21 > Step: 263200 Progress: 84.2% Elapsed: 2 days, 12:04:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.913403 Generator_loss: 0.492272
[INFO] 2021-02-03 01:05:38 > Step: 263300 Progress: 84.3% Elapsed: 2 days, 12:05:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.898471 Generator_loss: 0.519195
[INFO] 2021-02-03 01:06:56 > Step: 263400 Progress: 84.3% Elapsed: 2 days, 12:06:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.955927 Generator_loss: 0.54326
[INFO] 2021-02-03 01:08:13 > Step: 263500 Progress: 84.3% Elapsed: 2 days, 12:08:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.917887 Generator_loss: 0.499261
[INFO] 2021-02-03 01:09:30 > Step: 263600 Progress: 84.4% Elapsed: 2 days, 12:09:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.924979 Generator_loss: 0.498814
[INFO] 2021-02-03 01:10:48 > Step: 263700 Progress: 84.4% Elapsed: 2 days, 12:10:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.923863 Generator_loss: 0.509672
[INFO] 2021-02-03 01:12:06 > Step: 263800 Progress: 84.4% Elapsed: 2 days, 12:12:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.87128 Generator_loss: 0.522143
[INFO] 2021-02-03 01:13:23 > Step: 263900 Progress: 84.4% Elapsed: 2 days, 12:13:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.892437 Generator_loss: 0.470446
[INFO] 2021-02-03 01:14:41 > Step: 264000 Progress: 84.5% Elapsed: 2 days, 12:14:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.931316 Generator_loss: 0.489214
[INFO] 2021-02-03 01:14:41 > Start Evaluation (264000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 01:14:41 > Calculating FID Score....
[INFO] 2021-02-03 01:15:08 > Calculating Inception Score....
[INFO] 2021-02-03 01:15:25 > Calculate F_beta Score....
[INFO] 2021-02-03 01:16:22 > Calculate Accuracies....
[INFO] 2021-02-03 01:16:28 > Calculate Accuracies....
[INFO] 2021-02-03 01:16:30 > F_8 score (Step: 264000, Using test images): 0.9929199699489181
[INFO] 2021-02-03 01:16:30 > F_1/8 score (Step: 264000, Using test images): 0.9934972102894896
[INFO] 2021-02-03 01:16:30 > FID score (Step: 264000, Using test moments): 8.423497910782032
[INFO] 2021-02-03 01:16:30 > Inception score (Step: 264000, 10000 generated images): 9.67512035369873
[INFO] 2021-02-03 01:16:30 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 01:16:30 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 01:17:51 > Step: 264100 Progress: 84.5% Elapsed: 2 days, 12:17:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.926466 Generator_loss: 0.476571
[INFO] 2021-02-03 01:19:08 > Step: 264200 Progress: 84.5% Elapsed: 2 days, 12:19:08 temperature: no ada_p: 1.0 Discriminator_loss: 0.911404 Generator_loss: 0.491041
[INFO] 2021-02-03 01:20:26 > Step: 264300 Progress: 84.6% Elapsed: 2 days, 12:20:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.916702 Generator_loss: 0.498129
[INFO] 2021-02-03 01:21:43 > Step: 264400 Progress: 84.6% Elapsed: 2 days, 12:21:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.934983 Generator_loss: 0.525712
[INFO] 2021-02-03 01:23:00 > Step: 264500 Progress: 84.6% Elapsed: 2 days, 12:23:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.931877 Generator_loss: 0.544407
[INFO] 2021-02-03 01:24:17 > Step: 264600 Progress: 84.7% Elapsed: 2 days, 12:24:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.987532 Generator_loss: 0.493122
[INFO] 2021-02-03 01:25:34 > Step: 264700 Progress: 84.7% Elapsed: 2 days, 12:25:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.909293 Generator_loss: 0.474801
[INFO] 2021-02-03 01:26:52 > Step: 264800 Progress: 84.7% Elapsed: 2 days, 12:26:52 temperature: no ada_p: 1.0 Discriminator_loss: 0.903375 Generator_loss: 0.503466
[INFO] 2021-02-03 01:28:10 > Step: 264900 Progress: 84.8% Elapsed: 2 days, 12:28:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.93296 Generator_loss: 0.541826
[INFO] 2021-02-03 01:29:28 > Step: 265000 Progress: 84.8% Elapsed: 2 days, 12:29:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.916712 Generator_loss: 0.492639
[INFO] 2021-02-03 01:30:41 > Step: 265100 Progress: 84.8% Elapsed: 2 days, 12:30:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.898548 Generator_loss: 0.517515
[INFO] 2021-02-03 01:31:54 > Step: 265200 Progress: 84.9% Elapsed: 2 days, 12:31:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.93208 Generator_loss: 0.559342
[INFO] 2021-02-03 01:33:11 > Step: 265300 Progress: 84.9% Elapsed: 2 days, 12:33:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.905754 Generator_loss: 0.488596
[INFO] 2021-02-03 01:34:29 > Step: 265400 Progress: 84.9% Elapsed: 2 days, 12:34:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.927967 Generator_loss: 0.460524
[INFO] 2021-02-03 01:35:45 > Step: 265500 Progress: 85.0% Elapsed: 2 days, 12:35:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.910584 Generator_loss: 0.48568
[INFO] 2021-02-03 01:37:03 > Step: 265600 Progress: 85.0% Elapsed: 2 days, 12:37:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.939867 Generator_loss: 0.525354
[INFO] 2021-02-03 01:38:20 > Step: 265700 Progress: 85.0% Elapsed: 2 days, 12:38:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.90929 Generator_loss: 0.471488
[INFO] 2021-02-03 01:39:37 > Step: 265800 Progress: 85.1% Elapsed: 2 days, 12:39:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.951902 Generator_loss: 0.46032
[INFO] 2021-02-03 01:40:55 > Step: 265900 Progress: 85.1% Elapsed: 2 days, 12:40:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.956129 Generator_loss: 0.536888
[INFO] 2021-02-03 01:42:12 > Step: 266000 Progress: 85.1% Elapsed: 2 days, 12:42:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.958374 Generator_loss: 0.538922
[INFO] 2021-02-03 01:42:12 > Start Evaluation (266000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 01:42:12 > Calculating FID Score....
[INFO] 2021-02-03 01:42:39 > Calculating Inception Score....
[INFO] 2021-02-03 01:42:56 > Calculate F_beta Score....
[INFO] 2021-02-03 01:43:52 > Calculate Accuracies....
[INFO] 2021-02-03 01:43:59 > Calculate Accuracies....
[INFO] 2021-02-03 01:44:01 > F_8 score (Step: 266000, Using test images): 0.9935257003698497
[INFO] 2021-02-03 01:44:01 > F_1/8 score (Step: 266000, Using test images): 0.9933716215018847
[INFO] 2021-02-03 01:44:01 > FID score (Step: 266000, Using test moments): 8.398922823238877
[INFO] 2021-02-03 01:44:01 > Inception score (Step: 266000, 10000 generated images): 9.567113876342773
[INFO] 2021-02-03 01:44:01 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 01:44:01 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 01:45:19 > Step: 266100 Progress: 85.2% Elapsed: 2 days, 12:45:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.94106 Generator_loss: 0.481139
[INFO] 2021-02-03 01:46:36 > Step: 266200 Progress: 85.2% Elapsed: 2 days, 12:46:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.91636 Generator_loss: 0.51266
[INFO] 2021-02-03 01:47:53 > Step: 266300 Progress: 85.2% Elapsed: 2 days, 12:47:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.934459 Generator_loss: 0.528628
[INFO] 2021-02-03 01:49:11 > Step: 266400 Progress: 85.2% Elapsed: 2 days, 12:49:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.924114 Generator_loss: 0.51393
[INFO] 2021-02-03 01:50:28 > Step: 266500 Progress: 85.3% Elapsed: 2 days, 12:50:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.957975 Generator_loss: 0.499885
[INFO] 2021-02-03 01:51:46 > Step: 266600 Progress: 85.3% Elapsed: 2 days, 12:51:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.916876 Generator_loss: 0.535342
[INFO] 2021-02-03 01:53:04 > Step: 266700 Progress: 85.3% Elapsed: 2 days, 12:53:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.944286 Generator_loss: 0.510601
[INFO] 2021-02-03 01:54:22 > Step: 266800 Progress: 85.4% Elapsed: 2 days, 12:54:22 temperature: no ada_p: 1.0 Discriminator_loss: 0.921613 Generator_loss: 0.466581
[INFO] 2021-02-03 01:55:38 > Step: 266900 Progress: 85.4% Elapsed: 2 days, 12:55:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.875823 Generator_loss: 0.492374
[INFO] 2021-02-03 01:56:55 > Step: 267000 Progress: 85.4% Elapsed: 2 days, 12:56:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.940959 Generator_loss: 0.518088
[INFO] 2021-02-03 01:58:13 > Step: 267100 Progress: 85.5% Elapsed: 2 days, 12:58:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.891546 Generator_loss: 0.50227
[INFO] 2021-02-03 01:59:30 > Step: 267200 Progress: 85.5% Elapsed: 2 days, 12:59:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.905994 Generator_loss: 0.499594
[INFO] 2021-02-03 02:00:41 > Step: 267300 Progress: 85.5% Elapsed: 2 days, 13:00:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.924951 Generator_loss: 0.557933
[INFO] 2021-02-03 02:01:54 > Step: 267400 Progress: 85.6% Elapsed: 2 days, 13:01:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.936045 Generator_loss: 0.535691
[INFO] 2021-02-03 02:03:12 > Step: 267500 Progress: 85.6% Elapsed: 2 days, 13:03:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.94306 Generator_loss: 0.529297
[INFO] 2021-02-03 02:04:29 > Step: 267600 Progress: 85.6% Elapsed: 2 days, 13:04:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.887857 Generator_loss: 0.476976
[INFO] 2021-02-03 02:05:46 > Step: 267700 Progress: 85.7% Elapsed: 2 days, 13:05:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.936177 Generator_loss: 0.497129
[INFO] 2021-02-03 02:07:03 > Step: 267800 Progress: 85.7% Elapsed: 2 days, 13:07:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.920315 Generator_loss: 0.486051
[INFO] 2021-02-03 02:08:20 > Step: 267900 Progress: 85.7% Elapsed: 2 days, 13:08:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.963579 Generator_loss: 0.468782
[INFO] 2021-02-03 02:09:37 > Step: 268000 Progress: 85.8% Elapsed: 2 days, 13:09:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.952432 Generator_loss: 0.476306
[INFO] 2021-02-03 02:09:37 > Start Evaluation (268000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 02:09:37 > Calculating FID Score....
[INFO] 2021-02-03 02:10:04 > Calculating Inception Score....
[INFO] 2021-02-03 02:10:21 > Calculate F_beta Score....
[INFO] 2021-02-03 02:11:17 > Calculate Accuracies....
[INFO] 2021-02-03 02:11:24 > Calculate Accuracies....
[INFO] 2021-02-03 02:11:26 > F_8 score (Step: 268000, Using test images): 0.992774304248307
[INFO] 2021-02-03 02:11:26 > F_1/8 score (Step: 268000, Using test images): 0.9935367935533469
[INFO] 2021-02-03 02:11:26 > FID score (Step: 268000, Using test moments): 8.357126880895862
[INFO] 2021-02-03 02:11:26 > Inception score (Step: 268000, 10000 generated images): 9.632218360900879
[INFO] 2021-02-03 02:11:26 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 02:11:26 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 02:12:44 > Step: 268100 Progress: 85.8% Elapsed: 2 days, 13:12:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.943674 Generator_loss: 0.523513
[INFO] 2021-02-03 02:14:01 > Step: 268200 Progress: 85.8% Elapsed: 2 days, 13:14:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.923096 Generator_loss: 0.464864
[INFO] 2021-02-03 02:15:18 > Step: 268300 Progress: 85.9% Elapsed: 2 days, 13:15:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.910458 Generator_loss: 0.511392
[INFO] 2021-02-03 02:16:36 > Step: 268400 Progress: 85.9% Elapsed: 2 days, 13:16:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.905346 Generator_loss: 0.500621
[INFO] 2021-02-03 02:17:53 > Step: 268500 Progress: 85.9% Elapsed: 2 days, 13:17:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.895653 Generator_loss: 0.468389
[INFO] 2021-02-03 02:19:11 > Step: 268600 Progress: 86.0% Elapsed: 2 days, 13:19:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.957381 Generator_loss: 0.50387
[INFO] 2021-02-03 02:20:28 > Step: 268700 Progress: 86.0% Elapsed: 2 days, 13:20:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.904261 Generator_loss: 0.493798
[INFO] 2021-02-03 02:21:45 > Step: 268800 Progress: 86.0% Elapsed: 2 days, 13:21:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.913749 Generator_loss: 0.537829
[INFO] 2021-02-03 02:23:03 > Step: 268900 Progress: 86.0% Elapsed: 2 days, 13:23:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.902815 Generator_loss: 0.517974
[INFO] 2021-02-03 02:24:20 > Step: 269000 Progress: 86.1% Elapsed: 2 days, 13:24:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.949667 Generator_loss: 0.578263
[INFO] 2021-02-03 02:25:38 > Step: 269100 Progress: 86.1% Elapsed: 2 days, 13:25:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.934314 Generator_loss: 0.482451
[INFO] 2021-02-03 02:26:55 > Step: 269200 Progress: 86.1% Elapsed: 2 days, 13:26:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.940063 Generator_loss: 0.616808
[INFO] 2021-02-03 02:28:13 > Step: 269300 Progress: 86.2% Elapsed: 2 days, 13:28:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.920131 Generator_loss: 0.48531
[INFO] 2021-02-03 02:29:29 > Step: 269400 Progress: 86.2% Elapsed: 2 days, 13:29:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.94176 Generator_loss: 0.531681
[INFO] 2021-02-03 02:30:38 > Step: 269500 Progress: 86.2% Elapsed: 2 days, 13:30:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.934041 Generator_loss: 0.501159
[INFO] 2021-02-03 02:31:53 > Step: 269600 Progress: 86.3% Elapsed: 2 days, 13:31:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.913073 Generator_loss: 0.519557
[INFO] 2021-02-03 02:33:11 > Step: 269700 Progress: 86.3% Elapsed: 2 days, 13:33:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.918868 Generator_loss: 0.509353
[INFO] 2021-02-03 02:34:28 > Step: 269800 Progress: 86.3% Elapsed: 2 days, 13:34:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.940355 Generator_loss: 0.554419
[INFO] 2021-02-03 02:35:45 > Step: 269900 Progress: 86.4% Elapsed: 2 days, 13:35:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.926495 Generator_loss: 0.515861
[INFO] 2021-02-03 02:37:04 > Step: 270000 Progress: 86.4% Elapsed: 2 days, 13:37:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.93049 Generator_loss: 0.501621
[INFO] 2021-02-03 02:37:04 > Start Evaluation (270000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 02:37:04 > Calculating FID Score....
[INFO] 2021-02-03 02:37:31 > Calculating Inception Score....
[INFO] 2021-02-03 02:37:48 > Calculate F_beta Score....
[INFO] 2021-02-03 02:38:43 > Calculate Accuracies....
[INFO] 2021-02-03 02:38:50 > Calculate Accuracies....
[INFO] 2021-02-03 02:38:51 > F_8 score (Step: 270000, Using test images): 0.9907523011776944
[INFO] 2021-02-03 02:38:51 > F_1/8 score (Step: 270000, Using test images): 0.9914340739553883
[INFO] 2021-02-03 02:38:52 > FID score (Step: 270000, Using test moments): 8.376433313171674
[INFO] 2021-02-03 02:38:52 > Inception score (Step: 270000, 10000 generated images): 9.80002212524414
[INFO] 2021-02-03 02:38:52 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 02:38:52 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 02:40:10 > Step: 270100 Progress: 86.4% Elapsed: 2 days, 13:40:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.93672 Generator_loss: 0.495505
[INFO] 2021-02-03 02:41:27 > Step: 270200 Progress: 86.5% Elapsed: 2 days, 13:41:27 temperature: no ada_p: 1.0 Discriminator_loss: 0.922885 Generator_loss: 0.492375
[INFO] 2021-02-03 02:42:45 > Step: 270300 Progress: 86.5% Elapsed: 2 days, 13:42:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.937348 Generator_loss: 0.483603
[INFO] 2021-02-03 02:44:03 > Step: 270400 Progress: 86.5% Elapsed: 2 days, 13:44:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.906785 Generator_loss: 0.495116
[INFO] 2021-02-03 02:45:20 > Step: 270500 Progress: 86.6% Elapsed: 2 days, 13:45:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.916419 Generator_loss: 0.507879
[INFO] 2021-02-03 02:46:38 > Step: 270600 Progress: 86.6% Elapsed: 2 days, 13:46:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.936521 Generator_loss: 0.503232
[INFO] 2021-02-03 02:47:56 > Step: 270700 Progress: 86.6% Elapsed: 2 days, 13:47:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.919652 Generator_loss: 0.557208
[INFO] 2021-02-03 02:49:13 > Step: 270800 Progress: 86.7% Elapsed: 2 days, 13:49:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.92208 Generator_loss: 0.489071
[INFO] 2021-02-03 02:50:30 > Step: 270900 Progress: 86.7% Elapsed: 2 days, 13:50:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.934819 Generator_loss: 0.540609
[INFO] 2021-02-03 02:51:47 > Step: 271000 Progress: 86.7% Elapsed: 2 days, 13:51:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.937963 Generator_loss: 0.488427
[INFO] 2021-02-03 02:53:04 > Step: 271100 Progress: 86.8% Elapsed: 2 days, 13:53:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.913436 Generator_loss: 0.502974
[INFO] 2021-02-03 02:54:21 > Step: 271200 Progress: 86.8% Elapsed: 2 days, 13:54:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.926506 Generator_loss: 0.512868
[INFO] 2021-02-03 02:55:39 > Step: 271300 Progress: 86.8% Elapsed: 2 days, 13:55:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.922013 Generator_loss: 0.506236
[INFO] 2021-02-03 02:56:56 > Step: 271400 Progress: 86.8% Elapsed: 2 days, 13:56:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.924827 Generator_loss: 0.519429
[INFO] 2021-02-03 02:58:14 > Step: 271500 Progress: 86.9% Elapsed: 2 days, 13:58:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.890208 Generator_loss: 0.493213
[INFO] 2021-02-03 02:59:29 > Step: 271600 Progress: 86.9% Elapsed: 2 days, 13:59:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.929291 Generator_loss: 0.51084
[INFO] 2021-02-03 03:00:42 > Step: 271700 Progress: 86.9% Elapsed: 2 days, 14:00:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.916646 Generator_loss: 0.467971
[INFO] 2021-02-03 03:01:58 > Step: 271800 Progress: 87.0% Elapsed: 2 days, 14:01:57 temperature: no ada_p: 1.0 Discriminator_loss: 0.934142 Generator_loss: 0.53011
[INFO] 2021-02-03 03:03:14 > Step: 271900 Progress: 87.0% Elapsed: 2 days, 14:03:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.91053 Generator_loss: 0.450115
[INFO] 2021-02-03 03:04:32 > Step: 272000 Progress: 87.0% Elapsed: 2 days, 14:04:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.923645 Generator_loss: 0.508196
[INFO] 2021-02-03 03:04:32 > Start Evaluation (272000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 03:04:32 > Calculating FID Score....
[INFO] 2021-02-03 03:04:59 > Calculating Inception Score....
[INFO] 2021-02-03 03:05:16 > Calculate F_beta Score....
[INFO] 2021-02-03 03:06:11 > Calculate Accuracies....
[INFO] 2021-02-03 03:06:17 > Calculate Accuracies....
[INFO] 2021-02-03 03:06:19 > F_8 score (Step: 272000, Using test images): 0.991530822942455
[INFO] 2021-02-03 03:06:19 > F_1/8 score (Step: 272000, Using test images): 0.9923635858094905
[INFO] 2021-02-03 03:06:19 > FID score (Step: 272000, Using test moments): 8.58781826560562
[INFO] 2021-02-03 03:06:19 > Inception score (Step: 272000, 10000 generated images): 9.603179931640625
[INFO] 2021-02-03 03:06:19 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 03:06:19 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 03:07:36 > Step: 272100 Progress: 87.1% Elapsed: 2 days, 14:07:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.925969 Generator_loss: 0.522092
[INFO] 2021-02-03 03:08:54 > Step: 272200 Progress: 87.1% Elapsed: 2 days, 14:08:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.934406 Generator_loss: 0.475096
[INFO] 2021-02-03 03:10:12 > Step: 272300 Progress: 87.1% Elapsed: 2 days, 14:10:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.916113 Generator_loss: 0.509543
[INFO] 2021-02-03 03:11:29 > Step: 272400 Progress: 87.2% Elapsed: 2 days, 14:11:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.957904 Generator_loss: 0.474453
[INFO] 2021-02-03 03:12:46 > Step: 272500 Progress: 87.2% Elapsed: 2 days, 14:12:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.906509 Generator_loss: 0.499604
[INFO] 2021-02-03 03:14:04 > Step: 272600 Progress: 87.2% Elapsed: 2 days, 14:14:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.913903 Generator_loss: 0.513579
[INFO] 2021-02-03 03:15:21 > Step: 272700 Progress: 87.3% Elapsed: 2 days, 14:15:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.937704 Generator_loss: 0.445541
[INFO] 2021-02-03 03:16:38 > Step: 272800 Progress: 87.3% Elapsed: 2 days, 14:16:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.917845 Generator_loss: 0.478484
[INFO] 2021-02-03 03:17:56 > Step: 272900 Progress: 87.3% Elapsed: 2 days, 14:17:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.922018 Generator_loss: 0.485158
[INFO] 2021-02-03 03:19:13 > Step: 273000 Progress: 87.4% Elapsed: 2 days, 14:19:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.904877 Generator_loss: 0.532587
[INFO] 2021-02-03 03:20:30 > Step: 273100 Progress: 87.4% Elapsed: 2 days, 14:20:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.917483 Generator_loss: 0.498233
[INFO] 2021-02-03 03:21:48 > Step: 273200 Progress: 87.4% Elapsed: 2 days, 14:21:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.961183 Generator_loss: 0.495339
[INFO] 2021-02-03 03:23:05 > Step: 273300 Progress: 87.5% Elapsed: 2 days, 14:23:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.908221 Generator_loss: 0.495147
[INFO] 2021-02-03 03:24:23 > Step: 273400 Progress: 87.5% Elapsed: 2 days, 14:24:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.926914 Generator_loss: 0.471022
[INFO] 2021-02-03 03:25:40 > Step: 273500 Progress: 87.5% Elapsed: 2 days, 14:25:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.910842 Generator_loss: 0.513659
[INFO] 2021-02-03 03:26:57 > Step: 273600 Progress: 87.6% Elapsed: 2 days, 14:26:57 temperature: no ada_p: 1.0 Discriminator_loss: 0.901768 Generator_loss: 0.520355
[INFO] 2021-02-03 03:28:14 > Step: 273700 Progress: 87.6% Elapsed: 2 days, 14:28:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.9171 Generator_loss: 0.509914
[INFO] 2021-02-03 03:29:29 > Step: 273800 Progress: 87.6% Elapsed: 2 days, 14:29:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.896858 Generator_loss: 0.519173
[INFO] 2021-02-03 03:30:41 > Step: 273900 Progress: 87.6% Elapsed: 2 days, 14:30:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.9256 Generator_loss: 0.526729
[INFO] 2021-02-03 03:31:57 > Step: 274000 Progress: 87.7% Elapsed: 2 days, 14:31:57 temperature: no ada_p: 1.0 Discriminator_loss: 0.941261 Generator_loss: 0.503538
[INFO] 2021-02-03 03:31:57 > Start Evaluation (274000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 03:31:57 > Calculating FID Score....
[INFO] 2021-02-03 03:32:25 > Calculating Inception Score....
[INFO] 2021-02-03 03:32:41 > Calculate F_beta Score....
[INFO] 2021-02-03 03:33:37 > Calculate Accuracies....
[INFO] 2021-02-03 03:33:44 > Calculate Accuracies....
[INFO] 2021-02-03 03:33:45 > F_8 score (Step: 274000, Using test images): 0.9913603355444804
[INFO] 2021-02-03 03:33:45 > F_1/8 score (Step: 274000, Using test images): 0.9913720492825491
[INFO] 2021-02-03 03:33:45 > FID score (Step: 274000, Using test moments): 8.636602224146145
[INFO] 2021-02-03 03:33:45 > Inception score (Step: 274000, 10000 generated images): 9.536360740661621
[INFO] 2021-02-03 03:33:45 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 03:33:46 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 03:35:03 > Step: 274100 Progress: 87.7% Elapsed: 2 days, 14:35:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.905338 Generator_loss: 0.490128
[INFO] 2021-02-03 03:36:20 > Step: 274200 Progress: 87.7% Elapsed: 2 days, 14:36:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.888507 Generator_loss: 0.46858
[INFO] 2021-02-03 03:37:38 > Step: 274300 Progress: 87.8% Elapsed: 2 days, 14:37:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.921373 Generator_loss: 0.487134
[INFO] 2021-02-03 03:38:55 > Step: 274400 Progress: 87.8% Elapsed: 2 days, 14:38:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.897746 Generator_loss: 0.505347
[INFO] 2021-02-03 03:40:12 > Step: 274500 Progress: 87.8% Elapsed: 2 days, 14:40:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.93955 Generator_loss: 0.514559
[INFO] 2021-02-03 03:41:30 > Step: 274600 Progress: 87.9% Elapsed: 2 days, 14:41:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.872063 Generator_loss: 0.487413
[INFO] 2021-02-03 03:42:48 > Step: 274700 Progress: 87.9% Elapsed: 2 days, 14:42:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.919356 Generator_loss: 0.551278
[INFO] 2021-02-03 03:44:05 > Step: 274800 Progress: 87.9% Elapsed: 2 days, 14:44:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.933604 Generator_loss: 0.484421
[INFO] 2021-02-03 03:45:22 > Step: 274900 Progress: 88.0% Elapsed: 2 days, 14:45:22 temperature: no ada_p: 1.0 Discriminator_loss: 0.92478 Generator_loss: 0.468206
[INFO] 2021-02-03 03:46:40 > Step: 275000 Progress: 88.0% Elapsed: 2 days, 14:46:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.930615 Generator_loss: 0.469817
[INFO] 2021-02-03 03:47:57 > Step: 275100 Progress: 88.0% Elapsed: 2 days, 14:47:57 temperature: no ada_p: 1.0 Discriminator_loss: 0.934986 Generator_loss: 0.504942
[INFO] 2021-02-03 03:49:15 > Step: 275200 Progress: 88.1% Elapsed: 2 days, 14:49:15 temperature: no ada_p: 1.0 Discriminator_loss: 0.917958 Generator_loss: 0.564498
[INFO] 2021-02-03 03:50:33 > Step: 275300 Progress: 88.1% Elapsed: 2 days, 14:50:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.900901 Generator_loss: 0.508714
[INFO] 2021-02-03 03:51:50 > Step: 275400 Progress: 88.1% Elapsed: 2 days, 14:51:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.934776 Generator_loss: 0.480805
[INFO] 2021-02-03 03:53:08 > Step: 275500 Progress: 88.2% Elapsed: 2 days, 14:53:07 temperature: no ada_p: 1.0 Discriminator_loss: 0.916596 Generator_loss: 0.502953
[INFO] 2021-02-03 03:54:25 > Step: 275600 Progress: 88.2% Elapsed: 2 days, 14:54:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.923423 Generator_loss: 0.515506
[INFO] 2021-02-03 03:55:42 > Step: 275700 Progress: 88.2% Elapsed: 2 days, 14:55:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.899797 Generator_loss: 0.506908
[INFO] 2021-02-03 03:56:59 > Step: 275800 Progress: 88.3% Elapsed: 2 days, 14:56:59 temperature: no ada_p: 1.0 Discriminator_loss: 0.932761 Generator_loss: 0.537158
[INFO] 2021-02-03 03:58:17 > Step: 275900 Progress: 88.3% Elapsed: 2 days, 14:58:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.943757 Generator_loss: 0.491949
[INFO] 2021-02-03 03:59:31 > Step: 276000 Progress: 88.3% Elapsed: 2 days, 14:59:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.902388 Generator_loss: 0.475166
[INFO] 2021-02-03 03:59:31 > Start Evaluation (276000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 03:59:31 > Calculating FID Score....
[INFO] 2021-02-03 03:59:59 > Calculating Inception Score....
[INFO] 2021-02-03 04:00:16 > Calculate F_beta Score....
[INFO] 2021-02-03 04:01:12 > Calculate Accuracies....
[INFO] 2021-02-03 04:01:18 > Calculate Accuracies....
[INFO] 2021-02-03 04:01:20 > F_8 score (Step: 276000, Using test images): 0.992368342167201
[INFO] 2021-02-03 04:01:20 > F_1/8 score (Step: 276000, Using test images): 0.9927122830419616
[INFO] 2021-02-03 04:01:20 > FID score (Step: 276000, Using test moments): 8.573034197500306
[INFO] 2021-02-03 04:01:20 > Inception score (Step: 276000, 10000 generated images): 9.833568572998047
[INFO] 2021-02-03 04:01:20 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 04:01:20 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 04:02:38 > Step: 276100 Progress: 88.4% Elapsed: 2 days, 15:02:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.915861 Generator_loss: 0.488642
[INFO] 2021-02-03 04:03:56 > Step: 276200 Progress: 88.4% Elapsed: 2 days, 15:03:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.888383 Generator_loss: 0.525221
[INFO] 2021-02-03 04:05:13 > Step: 276300 Progress: 88.4% Elapsed: 2 days, 15:05:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.900218 Generator_loss: 0.49639
[INFO] 2021-02-03 04:06:31 > Step: 276400 Progress: 88.4% Elapsed: 2 days, 15:06:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.918437 Generator_loss: 0.50904
[INFO] 2021-02-03 04:07:48 > Step: 276500 Progress: 88.5% Elapsed: 2 days, 15:07:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.947839 Generator_loss: 0.509073
[INFO] 2021-02-03 04:09:06 > Step: 276600 Progress: 88.5% Elapsed: 2 days, 15:09:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.963292 Generator_loss: 0.493549
[INFO] 2021-02-03 04:10:23 > Step: 276700 Progress: 88.5% Elapsed: 2 days, 15:10:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.95334 Generator_loss: 0.517154
[INFO] 2021-02-03 04:11:41 > Step: 276800 Progress: 88.6% Elapsed: 2 days, 15:11:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.956293 Generator_loss: 0.535549
[INFO] 2021-02-03 04:12:58 > Step: 276900 Progress: 88.6% Elapsed: 2 days, 15:12:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.920905 Generator_loss: 0.477471
[INFO] 2021-02-03 04:14:16 > Step: 277000 Progress: 88.6% Elapsed: 2 days, 15:14:15 temperature: no ada_p: 1.0 Discriminator_loss: 0.940237 Generator_loss: 0.51509
[INFO] 2021-02-03 04:15:33 > Step: 277100 Progress: 88.7% Elapsed: 2 days, 15:15:33 temperature: no ada_p: 1.0 Discriminator_loss: 0.924172 Generator_loss: 0.498938
[INFO] 2021-02-03 04:16:51 > Step: 277200 Progress: 88.7% Elapsed: 2 days, 15:16:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.953877 Generator_loss: 0.539123
[INFO] 2021-02-03 04:18:08 > Step: 277300 Progress: 88.7% Elapsed: 2 days, 15:18:08 temperature: no ada_p: 1.0 Discriminator_loss: 0.951816 Generator_loss: 0.487809
[INFO] 2021-02-03 04:19:26 > Step: 277400 Progress: 88.8% Elapsed: 2 days, 15:19:26 temperature: no ada_p: 1.0 Discriminator_loss: 0.918746 Generator_loss: 0.554214
[INFO] 2021-02-03 04:20:44 > Step: 277500 Progress: 88.8% Elapsed: 2 days, 15:20:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.907794 Generator_loss: 0.470552
[INFO] 2021-02-03 04:22:02 > Step: 277600 Progress: 88.8% Elapsed: 2 days, 15:22:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.91976 Generator_loss: 0.483334
[INFO] 2021-02-03 04:23:19 > Step: 277700 Progress: 88.9% Elapsed: 2 days, 15:23:19 temperature: no ada_p: 1.0 Discriminator_loss: 0.914233 Generator_loss: 0.525305
[INFO] 2021-02-03 04:24:37 > Step: 277800 Progress: 88.9% Elapsed: 2 days, 15:24:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.909702 Generator_loss: 0.509062
[INFO] 2021-02-03 04:25:55 > Step: 277900 Progress: 88.9% Elapsed: 2 days, 15:25:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.91701 Generator_loss: 0.494395
[INFO] 2021-02-03 04:27:12 > Step: 278000 Progress: 89.0% Elapsed: 2 days, 15:27:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.940229 Generator_loss: 0.485838
[INFO] 2021-02-03 04:27:12 > Start Evaluation (278000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 04:27:12 > Calculating FID Score....
[INFO] 2021-02-03 04:27:39 > Calculating Inception Score....
[INFO] 2021-02-03 04:27:56 > Calculate F_beta Score....
[INFO] 2021-02-03 04:28:52 > Calculate Accuracies....
[INFO] 2021-02-03 04:28:58 > Calculate Accuracies....
[INFO] 2021-02-03 04:29:00 > F_8 score (Step: 278000, Using test images): 0.9934674405281131
[INFO] 2021-02-03 04:29:00 > F_1/8 score (Step: 278000, Using test images): 0.9924453925135188
[INFO] 2021-02-03 04:29:00 > FID score (Step: 278000, Using test moments): 8.640780167425987
[INFO] 2021-02-03 04:29:00 > Inception score (Step: 278000, 10000 generated images): 9.35744857788086
[INFO] 2021-02-03 04:29:00 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 04:29:00 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 04:30:11 > Step: 278100 Progress: 89.0% Elapsed: 2 days, 15:30:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.91951 Generator_loss: 0.504913
[INFO] 2021-02-03 04:31:26 > Step: 278200 Progress: 89.0% Elapsed: 2 days, 15:31:26 temperature: no ada_p: 1.0 Discriminator_loss: 0.89843 Generator_loss: 0.511581
[INFO] 2021-02-03 04:32:44 > Step: 278300 Progress: 89.1% Elapsed: 2 days, 15:32:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.899117 Generator_loss: 0.468553
[INFO] 2021-02-03 04:34:01 > Step: 278400 Progress: 89.1% Elapsed: 2 days, 15:34:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.932799 Generator_loss: 0.481216
[INFO] 2021-02-03 04:35:18 > Step: 278500 Progress: 89.1% Elapsed: 2 days, 15:35:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.951429 Generator_loss: 0.492811
[INFO] 2021-02-03 04:36:36 > Step: 278600 Progress: 89.2% Elapsed: 2 days, 15:36:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.932234 Generator_loss: 0.54164
[INFO] 2021-02-03 04:37:54 > Step: 278700 Progress: 89.2% Elapsed: 2 days, 15:37:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.916127 Generator_loss: 0.475602
[INFO] 2021-02-03 04:39:11 > Step: 278800 Progress: 89.2% Elapsed: 2 days, 15:39:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.930398 Generator_loss: 0.510927
[INFO] 2021-02-03 04:40:29 > Step: 278900 Progress: 89.2% Elapsed: 2 days, 15:40:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.957155 Generator_loss: 0.46409
[INFO] 2021-02-03 04:41:47 > Step: 279000 Progress: 89.3% Elapsed: 2 days, 15:41:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.910486 Generator_loss: 0.45143
[INFO] 2021-02-03 04:43:05 > Step: 279100 Progress: 89.3% Elapsed: 2 days, 15:43:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.905767 Generator_loss: 0.501288
[INFO] 2021-02-03 04:44:22 > Step: 279200 Progress: 89.3% Elapsed: 2 days, 15:44:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.890746 Generator_loss: 0.540998
[INFO] 2021-02-03 04:45:39 > Step: 279300 Progress: 89.4% Elapsed: 2 days, 15:45:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.97538 Generator_loss: 0.514932
[INFO] 2021-02-03 04:46:57 > Step: 279400 Progress: 89.4% Elapsed: 2 days, 15:46:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.931225 Generator_loss: 0.523794
[INFO] 2021-02-03 04:48:14 > Step: 279500 Progress: 89.4% Elapsed: 2 days, 15:48:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.943609 Generator_loss: 0.474139
[INFO] 2021-02-03 04:49:32 > Step: 279600 Progress: 89.5% Elapsed: 2 days, 15:49:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.925042 Generator_loss: 0.516001
[INFO] 2021-02-03 04:50:49 > Step: 279700 Progress: 89.5% Elapsed: 2 days, 15:50:49 temperature: no ada_p: 1.0 Discriminator_loss: 0.922099 Generator_loss: 0.461625
[INFO] 2021-02-03 04:52:07 > Step: 279800 Progress: 89.5% Elapsed: 2 days, 15:52:07 temperature: no ada_p: 1.0 Discriminator_loss: 0.925257 Generator_loss: 0.502796
[INFO] 2021-02-03 04:53:24 > Step: 279900 Progress: 89.6% Elapsed: 2 days, 15:53:24 temperature: no ada_p: 1.0 Discriminator_loss: 0.925771 Generator_loss: 0.517529
[INFO] 2021-02-03 04:54:43 > Step: 280000 Progress: 89.6% Elapsed: 2 days, 15:54:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.915459 Generator_loss: 0.531742
[INFO] 2021-02-03 04:54:43 > Start Evaluation (280000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 04:54:43 > Calculating FID Score....
[INFO] 2021-02-03 04:55:10 > Calculating Inception Score....
[INFO] 2021-02-03 04:55:27 > Calculate F_beta Score....
[INFO] 2021-02-03 04:56:25 > Calculate Accuracies....
[INFO] 2021-02-03 04:56:31 > Calculate Accuracies....
[INFO] 2021-02-03 04:56:33 > F_8 score (Step: 280000, Using test images): 0.9910607291223404
[INFO] 2021-02-03 04:56:33 > F_1/8 score (Step: 280000, Using test images): 0.9919083366695538
[INFO] 2021-02-03 04:56:33 > FID score (Step: 280000, Using test moments): 8.729637897503267
[INFO] 2021-02-03 04:56:33 > Inception score (Step: 280000, 10000 generated images): 9.75312614440918
[INFO] 2021-02-03 04:56:33 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 04:56:33 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 04:57:51 > Step: 280100 Progress: 89.6% Elapsed: 2 days, 15:57:51 temperature: no ada_p: 1.0 Discriminator_loss: 0.910537 Generator_loss: 0.571357
[INFO] 2021-02-03 04:59:06 > Step: 280200 Progress: 89.7% Elapsed: 2 days, 15:59:06 temperature: no ada_p: 1.0 Discriminator_loss: 0.948831 Generator_loss: 0.49264
[INFO] 2021-02-03 05:00:18 > Step: 280300 Progress: 89.7% Elapsed: 2 days, 16:00:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.938561 Generator_loss: 0.584793
[INFO] 2021-02-03 05:01:34 > Step: 280400 Progress: 89.7% Elapsed: 2 days, 16:01:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.925146 Generator_loss: 0.489719
[INFO] 2021-02-03 05:02:51 > Step: 280500 Progress: 89.8% Elapsed: 2 days, 16:02:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.924645 Generator_loss: 0.541122
[INFO] 2021-02-03 05:04:07 > Step: 280600 Progress: 89.8% Elapsed: 2 days, 16:04:07 temperature: no ada_p: 1.0 Discriminator_loss: 0.917132 Generator_loss: 0.498151
[INFO] 2021-02-03 05:05:25 > Step: 280700 Progress: 89.8% Elapsed: 2 days, 16:05:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.934199 Generator_loss: 0.548547
[INFO] 2021-02-03 05:06:42 > Step: 280800 Progress: 89.9% Elapsed: 2 days, 16:06:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.874439 Generator_loss: 0.499407
[INFO] 2021-02-03 05:07:59 > Step: 280900 Progress: 89.9% Elapsed: 2 days, 16:07:59 temperature: no ada_p: 1.0 Discriminator_loss: 0.934473 Generator_loss: 0.499509
[INFO] 2021-02-03 05:09:17 > Step: 281000 Progress: 89.9% Elapsed: 2 days, 16:09:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.902686 Generator_loss: 0.525919
[INFO] 2021-02-03 05:10:33 > Step: 281100 Progress: 90.0% Elapsed: 2 days, 16:10:33 temperature: no ada_p: 1.0 Discriminator_loss: 0.944686 Generator_loss: 0.473675
[INFO] 2021-02-03 05:11:51 > Step: 281200 Progress: 90.0% Elapsed: 2 days, 16:11:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.960116 Generator_loss: 0.469004
[INFO] 2021-02-03 05:13:08 > Step: 281300 Progress: 90.0% Elapsed: 2 days, 16:13:07 temperature: no ada_p: 1.0 Discriminator_loss: 0.915223 Generator_loss: 0.508347
[INFO] 2021-02-03 05:14:25 > Step: 281400 Progress: 90.0% Elapsed: 2 days, 16:14:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.921335 Generator_loss: 0.488947
[INFO] 2021-02-03 05:15:43 > Step: 281500 Progress: 90.1% Elapsed: 2 days, 16:15:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.943763 Generator_loss: 0.534242
[INFO] 2021-02-03 05:17:00 > Step: 281600 Progress: 90.1% Elapsed: 2 days, 16:17:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.92667 Generator_loss: 0.497299
[INFO] 2021-02-03 05:18:18 > Step: 281700 Progress: 90.1% Elapsed: 2 days, 16:18:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.921704 Generator_loss: 0.50686
[INFO] 2021-02-03 05:19:35 > Step: 281800 Progress: 90.2% Elapsed: 2 days, 16:19:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.91807 Generator_loss: 0.499889
[INFO] 2021-02-03 05:20:53 > Step: 281900 Progress: 90.2% Elapsed: 2 days, 16:20:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.931627 Generator_loss: 0.51598
[INFO] 2021-02-03 05:22:10 > Step: 282000 Progress: 90.2% Elapsed: 2 days, 16:22:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.920262 Generator_loss: 0.507436
[INFO] 2021-02-03 05:22:10 > Start Evaluation (282000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 05:22:10 > Calculating FID Score....
[INFO] 2021-02-03 05:22:37 > Calculating Inception Score....
[INFO] 2021-02-03 05:22:54 > Calculate F_beta Score....
[INFO] 2021-02-03 05:23:50 > Calculate Accuracies....
[INFO] 2021-02-03 05:23:57 > Calculate Accuracies....
[INFO] 2021-02-03 05:23:58 > F_8 score (Step: 282000, Using test images): 0.9928424453121918
[INFO] 2021-02-03 05:23:58 > F_1/8 score (Step: 282000, Using test images): 0.9920189145707246
[INFO] 2021-02-03 05:23:58 > FID score (Step: 282000, Using test moments): 8.50773976296773
[INFO] 2021-02-03 05:23:58 > Inception score (Step: 282000, 10000 generated images): 9.481671333312988
[INFO] 2021-02-03 05:23:58 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 05:23:59 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 05:25:17 > Step: 282100 Progress: 90.3% Elapsed: 2 days, 16:25:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.943679 Generator_loss: 0.526467
[INFO] 2021-02-03 05:26:35 > Step: 282200 Progress: 90.3% Elapsed: 2 days, 16:26:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.918722 Generator_loss: 0.525971
[INFO] 2021-02-03 05:27:52 > Step: 282300 Progress: 90.3% Elapsed: 2 days, 16:27:52 temperature: no ada_p: 1.0 Discriminator_loss: 0.933155 Generator_loss: 0.520636
[INFO] 2021-02-03 05:29:04 > Step: 282400 Progress: 90.4% Elapsed: 2 days, 16:29:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.925787 Generator_loss: 0.502037
[INFO] 2021-02-03 05:30:16 > Step: 282500 Progress: 90.4% Elapsed: 2 days, 16:30:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.917609 Generator_loss: 0.454675
[INFO] 2021-02-03 05:31:33 > Step: 282600 Progress: 90.4% Elapsed: 2 days, 16:31:33 temperature: no ada_p: 1.0 Discriminator_loss: 0.912482 Generator_loss: 0.532881
[INFO] 2021-02-03 05:32:48 > Step: 282700 Progress: 90.5% Elapsed: 2 days, 16:32:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.915329 Generator_loss: 0.512845
[INFO] 2021-02-03 05:34:05 > Step: 282800 Progress: 90.5% Elapsed: 2 days, 16:34:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.942727 Generator_loss: 0.46173
[INFO] 2021-02-03 05:35:22 > Step: 282900 Progress: 90.5% Elapsed: 2 days, 16:35:22 temperature: no ada_p: 1.0 Discriminator_loss: 0.956323 Generator_loss: 0.493488
[INFO] 2021-02-03 05:36:39 > Step: 283000 Progress: 90.6% Elapsed: 2 days, 16:36:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.924471 Generator_loss: 0.530287
[INFO] 2021-02-03 05:37:57 > Step: 283100 Progress: 90.6% Elapsed: 2 days, 16:37:57 temperature: no ada_p: 1.0 Discriminator_loss: 0.932631 Generator_loss: 0.495175
[INFO] 2021-02-03 05:39:15 > Step: 283200 Progress: 90.6% Elapsed: 2 days, 16:39:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.934688 Generator_loss: 0.523449
[INFO] 2021-02-03 05:40:31 > Step: 283300 Progress: 90.7% Elapsed: 2 days, 16:40:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.908041 Generator_loss: 0.489332
[INFO] 2021-02-03 05:41:49 > Step: 283400 Progress: 90.7% Elapsed: 2 days, 16:41:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.942418 Generator_loss: 0.491845
[INFO] 2021-02-03 05:43:06 > Step: 283500 Progress: 90.7% Elapsed: 2 days, 16:43:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.932095 Generator_loss: 0.487391
[INFO] 2021-02-03 05:44:23 > Step: 283600 Progress: 90.8% Elapsed: 2 days, 16:44:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.924726 Generator_loss: 0.494594
[INFO] 2021-02-03 05:45:41 > Step: 283700 Progress: 90.8% Elapsed: 2 days, 16:45:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.956268 Generator_loss: 0.462855
[INFO] 2021-02-03 05:46:59 > Step: 283800 Progress: 90.8% Elapsed: 2 days, 16:46:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.937706 Generator_loss: 0.506926
[INFO] 2021-02-03 05:48:17 > Step: 283900 Progress: 90.8% Elapsed: 2 days, 16:48:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.920391 Generator_loss: 0.50497
[INFO] 2021-02-03 05:49:35 > Step: 284000 Progress: 90.9% Elapsed: 2 days, 16:49:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.921687 Generator_loss: 0.500003
[INFO] 2021-02-03 05:49:35 > Start Evaluation (284000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 05:49:35 > Calculating FID Score....
[INFO] 2021-02-03 05:50:02 > Calculating Inception Score....
[INFO] 2021-02-03 05:50:19 > Calculate F_beta Score....
[INFO] 2021-02-03 05:51:14 > Calculate Accuracies....
[INFO] 2021-02-03 05:51:21 > Calculate Accuracies....
[INFO] 2021-02-03 05:51:22 > F_8 score (Step: 284000, Using test images): 0.9897813172368416
[INFO] 2021-02-03 05:51:22 > F_1/8 score (Step: 284000, Using test images): 0.9920522246422085
[INFO] 2021-02-03 05:51:22 > FID score (Step: 284000, Using test moments): 8.72362901231412
[INFO] 2021-02-03 05:51:22 > Inception score (Step: 284000, 10000 generated images): 9.581418991088867
[INFO] 2021-02-03 05:51:22 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 05:51:23 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 05:52:41 > Step: 284100 Progress: 90.9% Elapsed: 2 days, 16:52:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.893626 Generator_loss: 0.516784
[INFO] 2021-02-03 05:53:59 > Step: 284200 Progress: 90.9% Elapsed: 2 days, 16:53:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.903625 Generator_loss: 0.561338
[INFO] 2021-02-03 05:55:16 > Step: 284300 Progress: 91.0% Elapsed: 2 days, 16:55:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.922047 Generator_loss: 0.499113
[INFO] 2021-02-03 05:56:32 > Step: 284400 Progress: 91.0% Elapsed: 2 days, 16:56:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.902417 Generator_loss: 0.502105
[INFO] 2021-02-03 05:57:49 > Step: 284500 Progress: 91.0% Elapsed: 2 days, 16:57:49 temperature: no ada_p: 1.0 Discriminator_loss: 0.919494 Generator_loss: 0.512836
[INFO] 2021-02-03 05:59:05 > Step: 284600 Progress: 91.1% Elapsed: 2 days, 16:59:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.938633 Generator_loss: 0.483105
[INFO] 2021-02-03 06:00:12 > Step: 284700 Progress: 91.1% Elapsed: 2 days, 17:00:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.952776 Generator_loss: 0.53982
[INFO] 2021-02-03 06:01:29 > Step: 284800 Progress: 91.1% Elapsed: 2 days, 17:01:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.935132 Generator_loss: 0.505333
[INFO] 2021-02-03 06:02:45 > Step: 284900 Progress: 91.2% Elapsed: 2 days, 17:02:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.930124 Generator_loss: 0.546059
[INFO] 2021-02-03 06:04:02 > Step: 285000 Progress: 91.2% Elapsed: 2 days, 17:04:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.934804 Generator_loss: 0.515639
[INFO] 2021-02-03 06:05:20 > Step: 285100 Progress: 91.2% Elapsed: 2 days, 17:05:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.909712 Generator_loss: 0.450877
[INFO] 2021-02-03 06:06:36 > Step: 285200 Progress: 91.3% Elapsed: 2 days, 17:06:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.905969 Generator_loss: 0.489963
[INFO] 2021-02-03 06:07:54 > Step: 285300 Progress: 91.3% Elapsed: 2 days, 17:07:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.898332 Generator_loss: 0.531742
[INFO] 2021-02-03 06:09:12 > Step: 285400 Progress: 91.3% Elapsed: 2 days, 17:09:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.896842 Generator_loss: 0.556424
[INFO] 2021-02-03 06:10:29 > Step: 285500 Progress: 91.4% Elapsed: 2 days, 17:10:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.920856 Generator_loss: 0.490438
[INFO] 2021-02-03 06:11:46 > Step: 285600 Progress: 91.4% Elapsed: 2 days, 17:11:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.977312 Generator_loss: 0.510538
[INFO] 2021-02-03 06:13:04 > Step: 285700 Progress: 91.4% Elapsed: 2 days, 17:13:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.92315 Generator_loss: 0.535506
[INFO] 2021-02-03 06:14:21 > Step: 285800 Progress: 91.5% Elapsed: 2 days, 17:14:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.912292 Generator_loss: 0.499809
[INFO] 2021-02-03 06:15:39 > Step: 285900 Progress: 91.5% Elapsed: 2 days, 17:15:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.946902 Generator_loss: 0.535799
[INFO] 2021-02-03 06:16:56 > Step: 286000 Progress: 91.5% Elapsed: 2 days, 17:16:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.935367 Generator_loss: 0.488716
[INFO] 2021-02-03 06:16:56 > Start Evaluation (286000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 06:16:56 > Calculating FID Score....
[INFO] 2021-02-03 06:17:23 > Calculating Inception Score....
[INFO] 2021-02-03 06:17:40 > Calculate F_beta Score....
[INFO] 2021-02-03 06:18:36 > Calculate Accuracies....
[INFO] 2021-02-03 06:18:43 > Calculate Accuracies....
[INFO] 2021-02-03 06:18:45 > F_8 score (Step: 286000, Using test images): 0.9907369702614938
[INFO] 2021-02-03 06:18:45 > F_1/8 score (Step: 286000, Using test images): 0.9913636017810089
[INFO] 2021-02-03 06:18:45 > FID score (Step: 286000, Using test moments): 8.713028453047173
[INFO] 2021-02-03 06:18:45 > Inception score (Step: 286000, 10000 generated images): 9.525552749633789
[INFO] 2021-02-03 06:18:45 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 06:18:45 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 06:20:03 > Step: 286100 Progress: 91.6% Elapsed: 2 days, 17:20:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.917355 Generator_loss: 0.485638
[INFO] 2021-02-03 06:21:20 > Step: 286200 Progress: 91.6% Elapsed: 2 days, 17:21:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.911171 Generator_loss: 0.515126
[INFO] 2021-02-03 06:22:37 > Step: 286300 Progress: 91.6% Elapsed: 2 days, 17:22:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.93832 Generator_loss: 0.510877
[INFO] 2021-02-03 06:23:54 > Step: 286400 Progress: 91.6% Elapsed: 2 days, 17:23:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.896583 Generator_loss: 0.542321
[INFO] 2021-02-03 06:25:12 > Step: 286500 Progress: 91.7% Elapsed: 2 days, 17:25:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.89187 Generator_loss: 0.533836
[INFO] 2021-02-03 06:26:29 > Step: 286600 Progress: 91.7% Elapsed: 2 days, 17:26:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.937885 Generator_loss: 0.47059
[INFO] 2021-02-03 06:27:47 > Step: 286700 Progress: 91.7% Elapsed: 2 days, 17:27:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.917407 Generator_loss: 0.531873
[INFO] 2021-02-03 06:29:01 > Step: 286800 Progress: 91.8% Elapsed: 2 days, 17:29:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.93441 Generator_loss: 0.524971
[INFO] 2021-02-03 06:30:13 > Step: 286900 Progress: 91.8% Elapsed: 2 days, 17:30:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.894269 Generator_loss: 0.515613
[INFO] 2021-02-03 06:31:31 > Step: 287000 Progress: 91.8% Elapsed: 2 days, 17:31:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.955332 Generator_loss: 0.514019
[INFO] 2021-02-03 06:32:48 > Step: 287100 Progress: 91.9% Elapsed: 2 days, 17:32:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.918414 Generator_loss: 0.516977
[INFO] 2021-02-03 06:34:06 > Step: 287200 Progress: 91.9% Elapsed: 2 days, 17:34:06 temperature: no ada_p: 1.0 Discriminator_loss: 0.917336 Generator_loss: 0.518481
[INFO] 2021-02-03 06:35:23 > Step: 287300 Progress: 91.9% Elapsed: 2 days, 17:35:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.907468 Generator_loss: 0.534185
[INFO] 2021-02-03 06:36:40 > Step: 287400 Progress: 92.0% Elapsed: 2 days, 17:36:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.927846 Generator_loss: 0.487147
[INFO] 2021-02-03 06:37:58 > Step: 287500 Progress: 92.0% Elapsed: 2 days, 17:37:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.921722 Generator_loss: 0.534194
[INFO] 2021-02-03 06:39:16 > Step: 287600 Progress: 92.0% Elapsed: 2 days, 17:39:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.91082 Generator_loss: 0.508221
[INFO] 2021-02-03 06:40:33 > Step: 287700 Progress: 92.1% Elapsed: 2 days, 17:40:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.900367 Generator_loss: 0.548832
[INFO] 2021-02-03 06:41:50 > Step: 287800 Progress: 92.1% Elapsed: 2 days, 17:41:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.949962 Generator_loss: 0.479037
[INFO] 2021-02-03 06:43:08 > Step: 287900 Progress: 92.1% Elapsed: 2 days, 17:43:08 temperature: no ada_p: 1.0 Discriminator_loss: 0.945792 Generator_loss: 0.527803
[INFO] 2021-02-03 06:44:25 > Step: 288000 Progress: 92.2% Elapsed: 2 days, 17:44:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.939897 Generator_loss: 0.525458
[INFO] 2021-02-03 06:44:25 > Start Evaluation (288000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 06:44:25 > Calculating FID Score....
[INFO] 2021-02-03 06:44:53 > Calculating Inception Score....
[INFO] 2021-02-03 06:45:09 > Calculate F_beta Score....
[INFO] 2021-02-03 06:46:06 > Calculate Accuracies....
[INFO] 2021-02-03 06:46:13 > Calculate Accuracies....
[INFO] 2021-02-03 06:46:14 > F_8 score (Step: 288000, Using test images): 0.9925785991789848
[INFO] 2021-02-03 06:46:14 > F_1/8 score (Step: 288000, Using test images): 0.9911423462405015
[INFO] 2021-02-03 06:46:14 > FID score (Step: 288000, Using test moments): 8.66808962987119
[INFO] 2021-02-03 06:46:14 > Inception score (Step: 288000, 10000 generated images): 9.480698585510254
[INFO] 2021-02-03 06:46:14 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 06:46:15 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 06:47:32 > Step: 288100 Progress: 92.2% Elapsed: 2 days, 17:47:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.895389 Generator_loss: 0.520187
[INFO] 2021-02-03 06:48:49 > Step: 288200 Progress: 92.2% Elapsed: 2 days, 17:48:49 temperature: no ada_p: 1.0 Discriminator_loss: 0.90512 Generator_loss: 0.532306
[INFO] 2021-02-03 06:50:07 > Step: 288300 Progress: 92.3% Elapsed: 2 days, 17:50:06 temperature: no ada_p: 1.0 Discriminator_loss: 0.909765 Generator_loss: 0.549178
[INFO] 2021-02-03 06:51:28 > Step: 288400 Progress: 92.3% Elapsed: 2 days, 17:51:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.907866 Generator_loss: 0.445153
[INFO] 2021-02-03 06:52:44 > Step: 288500 Progress: 92.3% Elapsed: 2 days, 17:52:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.925647 Generator_loss: 0.492039
[INFO] 2021-02-03 06:54:02 > Step: 288600 Progress: 92.4% Elapsed: 2 days, 17:54:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.942593 Generator_loss: 0.499475
[INFO] 2021-02-03 06:55:21 > Step: 288700 Progress: 92.4% Elapsed: 2 days, 17:55:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.908546 Generator_loss: 0.53504
[INFO] 2021-02-03 06:56:38 > Step: 288800 Progress: 92.4% Elapsed: 2 days, 17:56:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.879056 Generator_loss: 0.456617
[INFO] 2021-02-03 06:57:58 > Step: 288900 Progress: 92.4% Elapsed: 2 days, 17:57:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.894881 Generator_loss: 0.522846
[INFO] 2021-02-03 06:59:11 > Step: 289000 Progress: 92.5% Elapsed: 2 days, 17:59:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.912103 Generator_loss: 0.525132
[INFO] 2021-02-03 07:00:24 > Step: 289100 Progress: 92.5% Elapsed: 2 days, 18:00:24 temperature: no ada_p: 1.0 Discriminator_loss: 0.91163 Generator_loss: 0.469352
[INFO] 2021-02-03 07:01:42 > Step: 289200 Progress: 92.5% Elapsed: 2 days, 18:01:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.90558 Generator_loss: 0.468578
[INFO] 2021-02-03 07:03:00 > Step: 289300 Progress: 92.6% Elapsed: 2 days, 18:03:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.955222 Generator_loss: 0.548424
[INFO] 2021-02-03 07:04:18 > Step: 289400 Progress: 92.6% Elapsed: 2 days, 18:04:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.928858 Generator_loss: 0.497327
[INFO] 2021-02-03 07:05:36 > Step: 289500 Progress: 92.6% Elapsed: 2 days, 18:05:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.909277 Generator_loss: 0.472276
[INFO] 2021-02-03 07:06:53 > Step: 289600 Progress: 92.7% Elapsed: 2 days, 18:06:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.919523 Generator_loss: 0.504034
[INFO] 2021-02-03 07:08:10 > Step: 289700 Progress: 92.7% Elapsed: 2 days, 18:08:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.920413 Generator_loss: 0.510756
[INFO] 2021-02-03 07:09:28 > Step: 289800 Progress: 92.7% Elapsed: 2 days, 18:09:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.916648 Generator_loss: 0.513397
[INFO] 2021-02-03 07:10:45 > Step: 289900 Progress: 92.8% Elapsed: 2 days, 18:10:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.916667 Generator_loss: 0.495322
[INFO] 2021-02-03 07:12:02 > Step: 290000 Progress: 92.8% Elapsed: 2 days, 18:12:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.917524 Generator_loss: 0.504668
[INFO] 2021-02-03 07:12:02 > Start Evaluation (290000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 07:12:02 > Calculating FID Score....
[INFO] 2021-02-03 07:12:30 > Calculating Inception Score....
[INFO] 2021-02-03 07:12:46 > Calculate F_beta Score....
[INFO] 2021-02-03 07:13:43 > Calculate Accuracies....
[INFO] 2021-02-03 07:13:50 > Calculate Accuracies....
[INFO] 2021-02-03 07:13:51 > F_8 score (Step: 290000, Using test images): 0.992570333627156
[INFO] 2021-02-03 07:13:51 > F_1/8 score (Step: 290000, Using test images): 0.9913979270247772
[INFO] 2021-02-03 07:13:51 > FID score (Step: 290000, Using test moments): 8.660697203656014
[INFO] 2021-02-03 07:13:51 > Inception score (Step: 290000, 10000 generated images): 9.436003684997559
[INFO] 2021-02-03 07:13:51 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 07:13:52 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 07:15:10 > Step: 290100 Progress: 92.8% Elapsed: 2 days, 18:15:09 temperature: no ada_p: 1.0 Discriminator_loss: 0.953032 Generator_loss: 0.491929
[INFO] 2021-02-03 07:16:27 > Step: 290200 Progress: 92.9% Elapsed: 2 days, 18:16:26 temperature: no ada_p: 1.0 Discriminator_loss: 0.927177 Generator_loss: 0.507887
[INFO] 2021-02-03 07:17:43 > Step: 290300 Progress: 92.9% Elapsed: 2 days, 18:17:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.944886 Generator_loss: 0.483185
[INFO] 2021-02-03 07:19:00 > Step: 290400 Progress: 92.9% Elapsed: 2 days, 18:19:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.903275 Generator_loss: 0.543083
[INFO] 2021-02-03 07:20:17 > Step: 290500 Progress: 93.0% Elapsed: 2 days, 18:20:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.965988 Generator_loss: 0.508367
[INFO] 2021-02-03 07:21:34 > Step: 290600 Progress: 93.0% Elapsed: 2 days, 18:21:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.952537 Generator_loss: 0.489703
[INFO] 2021-02-03 07:22:52 > Step: 290700 Progress: 93.0% Elapsed: 2 days, 18:22:51 temperature: no ada_p: 1.0 Discriminator_loss: 0.895162 Generator_loss: 0.559683
[INFO] 2021-02-03 07:24:09 > Step: 290800 Progress: 93.1% Elapsed: 2 days, 18:24:09 temperature: no ada_p: 1.0 Discriminator_loss: 0.896635 Generator_loss: 0.483973
[INFO] 2021-02-03 07:25:26 > Step: 290900 Progress: 93.1% Elapsed: 2 days, 18:25:26 temperature: no ada_p: 1.0 Discriminator_loss: 0.951489 Generator_loss: 0.478188
[INFO] 2021-02-03 07:26:43 > Step: 291000 Progress: 93.1% Elapsed: 2 days, 18:26:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.922853 Generator_loss: 0.488143
[INFO] 2021-02-03 07:28:01 > Step: 291100 Progress: 93.2% Elapsed: 2 days, 18:28:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.948667 Generator_loss: 0.565886
[INFO] 2021-02-03 07:29:16 > Step: 291200 Progress: 93.2% Elapsed: 2 days, 18:29:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.903643 Generator_loss: 0.492402
[INFO] 2021-02-03 07:30:28 > Step: 291300 Progress: 93.2% Elapsed: 2 days, 18:30:27 temperature: no ada_p: 1.0 Discriminator_loss: 0.923876 Generator_loss: 0.516505
[INFO] 2021-02-03 07:31:44 > Step: 291400 Progress: 93.2% Elapsed: 2 days, 18:31:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.938693 Generator_loss: 0.531892
[INFO] 2021-02-03 07:33:02 > Step: 291500 Progress: 93.3% Elapsed: 2 days, 18:33:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.939573 Generator_loss: 0.470129
[INFO] 2021-02-03 07:34:19 > Step: 291600 Progress: 93.3% Elapsed: 2 days, 18:34:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.94972 Generator_loss: 0.533595
[INFO] 2021-02-03 07:35:36 > Step: 291700 Progress: 93.3% Elapsed: 2 days, 18:35:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.936597 Generator_loss: 0.495346
[INFO] 2021-02-03 07:36:54 > Step: 291800 Progress: 93.4% Elapsed: 2 days, 18:36:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.893431 Generator_loss: 0.509301
[INFO] 2021-02-03 07:38:11 > Step: 291900 Progress: 93.4% Elapsed: 2 days, 18:38:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.853472 Generator_loss: 0.508753
[INFO] 2021-02-03 07:39:29 > Step: 292000 Progress: 93.4% Elapsed: 2 days, 18:39:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.917887 Generator_loss: 0.514614
[INFO] 2021-02-03 07:39:29 > Start Evaluation (292000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 07:39:29 > Calculating FID Score....
[INFO] 2021-02-03 07:39:56 > Calculating Inception Score....
[INFO] 2021-02-03 07:40:13 > Calculate F_beta Score....
[INFO] 2021-02-03 07:41:07 > Calculate Accuracies....
[INFO] 2021-02-03 07:41:14 > Calculate Accuracies....
[INFO] 2021-02-03 07:41:15 > F_8 score (Step: 292000, Using test images): 0.9889393566224538
[INFO] 2021-02-03 07:41:15 > F_1/8 score (Step: 292000, Using test images): 0.9920586033140789
[INFO] 2021-02-03 07:41:16 > FID score (Step: 292000, Using test moments): 8.540438663821021
[INFO] 2021-02-03 07:41:16 > Inception score (Step: 292000, 10000 generated images): 9.577901840209961
[INFO] 2021-02-03 07:41:16 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 07:41:16 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 07:42:34 > Step: 292100 Progress: 93.5% Elapsed: 2 days, 18:42:33 temperature: no ada_p: 1.0 Discriminator_loss: 0.934465 Generator_loss: 0.483747
[INFO] 2021-02-03 07:43:51 > Step: 292200 Progress: 93.5% Elapsed: 2 days, 18:43:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.911695 Generator_loss: 0.518388
[INFO] 2021-02-03 07:45:08 > Step: 292300 Progress: 93.5% Elapsed: 2 days, 18:45:08 temperature: no ada_p: 1.0 Discriminator_loss: 0.959449 Generator_loss: 0.536286
[INFO] 2021-02-03 07:46:25 > Step: 292400 Progress: 93.6% Elapsed: 2 days, 18:46:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.898955 Generator_loss: 0.523003
[INFO] 2021-02-03 07:47:42 > Step: 292500 Progress: 93.6% Elapsed: 2 days, 18:47:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.92759 Generator_loss: 0.522373
[INFO] 2021-02-03 07:49:00 > Step: 292600 Progress: 93.6% Elapsed: 2 days, 18:49:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.898942 Generator_loss: 0.523259
[INFO] 2021-02-03 07:50:18 > Step: 292700 Progress: 93.7% Elapsed: 2 days, 18:50:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.91252 Generator_loss: 0.496236
[INFO] 2021-02-03 07:51:36 > Step: 292800 Progress: 93.7% Elapsed: 2 days, 18:51:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.947786 Generator_loss: 0.485926
[INFO] 2021-02-03 07:52:54 > Step: 292900 Progress: 93.7% Elapsed: 2 days, 18:52:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.93987 Generator_loss: 0.532793
[INFO] 2021-02-03 07:54:11 > Step: 293000 Progress: 93.8% Elapsed: 2 days, 18:54:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.914331 Generator_loss: 0.533342
[INFO] 2021-02-03 07:55:28 > Step: 293100 Progress: 93.8% Elapsed: 2 days, 18:55:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.925634 Generator_loss: 0.500321
[INFO] 2021-02-03 07:56:46 > Step: 293200 Progress: 93.8% Elapsed: 2 days, 18:56:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.906518 Generator_loss: 0.496424
[INFO] 2021-02-03 07:58:03 > Step: 293300 Progress: 93.9% Elapsed: 2 days, 18:58:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.945001 Generator_loss: 0.489334
[INFO] 2021-02-03 07:59:15 > Step: 293400 Progress: 93.9% Elapsed: 2 days, 18:59:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.91952 Generator_loss: 0.510252
[INFO] 2021-02-03 08:00:27 > Step: 293500 Progress: 93.9% Elapsed: 2 days, 19:00:27 temperature: no ada_p: 1.0 Discriminator_loss: 0.937674 Generator_loss: 0.552438
[INFO] 2021-02-03 08:01:44 > Step: 293600 Progress: 94.0% Elapsed: 2 days, 19:01:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.950658 Generator_loss: 0.508678
[INFO] 2021-02-03 08:03:02 > Step: 293700 Progress: 94.0% Elapsed: 2 days, 19:03:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.914058 Generator_loss: 0.504911
[INFO] 2021-02-03 08:04:19 > Step: 293800 Progress: 94.0% Elapsed: 2 days, 19:04:19 temperature: no ada_p: 1.0 Discriminator_loss: 0.912186 Generator_loss: 0.533773
[INFO] 2021-02-03 08:05:37 > Step: 293900 Progress: 94.0% Elapsed: 2 days, 19:05:36 temperature: no ada_p: 1.0 Discriminator_loss: 0.930604 Generator_loss: 0.496398
[INFO] 2021-02-03 08:06:54 > Step: 294000 Progress: 94.1% Elapsed: 2 days, 19:06:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.937404 Generator_loss: 0.540719
[INFO] 2021-02-03 08:06:54 > Start Evaluation (294000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 08:06:54 > Calculating FID Score....
[INFO] 2021-02-03 08:07:22 > Calculating Inception Score....
[INFO] 2021-02-03 08:07:38 > Calculate F_beta Score....
[INFO] 2021-02-03 08:08:35 > Calculate Accuracies....
[INFO] 2021-02-03 08:08:41 > Calculate Accuracies....
[INFO] 2021-02-03 08:08:43 > F_8 score (Step: 294000, Using test images): 0.9899539590355279
[INFO] 2021-02-03 08:08:43 > F_1/8 score (Step: 294000, Using test images): 0.9911077077920395
[INFO] 2021-02-03 08:08:43 > FID score (Step: 294000, Using test moments): 8.451618714010579
[INFO] 2021-02-03 08:08:43 > Inception score (Step: 294000, 10000 generated images): 9.471210479736328
[INFO] 2021-02-03 08:08:43 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 08:08:44 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 08:10:00 > Step: 294100 Progress: 94.1% Elapsed: 2 days, 19:10:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.939111 Generator_loss: 0.54434
[INFO] 2021-02-03 08:11:18 > Step: 294200 Progress: 94.1% Elapsed: 2 days, 19:11:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.911492 Generator_loss: 0.510628
[INFO] 2021-02-03 08:12:36 > Step: 294300 Progress: 94.2% Elapsed: 2 days, 19:12:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.932278 Generator_loss: 0.50627
[INFO] 2021-02-03 08:13:52 > Step: 294400 Progress: 94.2% Elapsed: 2 days, 19:13:52 temperature: no ada_p: 1.0 Discriminator_loss: 0.911913 Generator_loss: 0.483011
[INFO] 2021-02-03 08:15:10 > Step: 294500 Progress: 94.2% Elapsed: 2 days, 19:15:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.956742 Generator_loss: 0.505742
[INFO] 2021-02-03 08:16:28 > Step: 294600 Progress: 94.3% Elapsed: 2 days, 19:16:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.901003 Generator_loss: 0.487786
[INFO] 2021-02-03 08:17:45 > Step: 294700 Progress: 94.3% Elapsed: 2 days, 19:17:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.943716 Generator_loss: 0.501034
[INFO] 2021-02-03 08:19:02 > Step: 294800 Progress: 94.3% Elapsed: 2 days, 19:19:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.897667 Generator_loss: 0.52989
[INFO] 2021-02-03 08:20:20 > Step: 294900 Progress: 94.4% Elapsed: 2 days, 19:20:19 temperature: no ada_p: 1.0 Discriminator_loss: 0.91011 Generator_loss: 0.544009
[INFO] 2021-02-03 08:21:37 > Step: 295000 Progress: 94.4% Elapsed: 2 days, 19:21:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.967258 Generator_loss: 0.461801
[INFO] 2021-02-03 08:22:55 > Step: 295100 Progress: 94.4% Elapsed: 2 days, 19:22:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.893052 Generator_loss: 0.467111
[INFO] 2021-02-03 08:24:12 > Step: 295200 Progress: 94.5% Elapsed: 2 days, 19:24:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.912709 Generator_loss: 0.513201
[INFO] 2021-02-03 08:25:29 > Step: 295300 Progress: 94.5% Elapsed: 2 days, 19:25:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.949634 Generator_loss: 0.57043
[INFO] 2021-02-03 08:26:47 > Step: 295400 Progress: 94.5% Elapsed: 2 days, 19:26:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.915207 Generator_loss: 0.507238
[INFO] 2021-02-03 08:28:03 > Step: 295500 Progress: 94.6% Elapsed: 2 days, 19:28:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.884234 Generator_loss: 0.57929
[INFO] 2021-02-03 08:29:15 > Step: 295600 Progress: 94.6% Elapsed: 2 days, 19:29:15 temperature: no ada_p: 1.0 Discriminator_loss: 0.927824 Generator_loss: 0.510264
[INFO] 2021-02-03 08:30:29 > Step: 295700 Progress: 94.6% Elapsed: 2 days, 19:30:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.896792 Generator_loss: 0.525488
[INFO] 2021-02-03 08:31:47 > Step: 295800 Progress: 94.7% Elapsed: 2 days, 19:31:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.922325 Generator_loss: 0.549588
[INFO] 2021-02-03 08:33:04 > Step: 295900 Progress: 94.7% Elapsed: 2 days, 19:33:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.917044 Generator_loss: 0.543813
[INFO] 2021-02-03 08:34:21 > Step: 296000 Progress: 94.7% Elapsed: 2 days, 19:34:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.913058 Generator_loss: 0.495499
[INFO] 2021-02-03 08:34:21 > Start Evaluation (296000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 08:34:21 > Calculating FID Score....
[INFO] 2021-02-03 08:34:49 > Calculating Inception Score....
[INFO] 2021-02-03 08:35:06 > Calculate F_beta Score....
[INFO] 2021-02-03 08:36:02 > Calculate Accuracies....
[INFO] 2021-02-03 08:36:08 > Calculate Accuracies....
[INFO] 2021-02-03 08:36:10 > F_8 score (Step: 296000, Using test images): 0.9928746481011153
[INFO] 2021-02-03 08:36:10 > F_1/8 score (Step: 296000, Using test images): 0.9920866499939236
[INFO] 2021-02-03 08:36:10 > FID score (Step: 296000, Using test moments): 8.574074298952041
[INFO] 2021-02-03 08:36:10 > Inception score (Step: 296000, 10000 generated images): 9.486204147338867
[INFO] 2021-02-03 08:36:10 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 08:36:10 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 08:37:27 > Step: 296100 Progress: 94.8% Elapsed: 2 days, 19:37:27 temperature: no ada_p: 1.0 Discriminator_loss: 0.94511 Generator_loss: 0.532475
[INFO] 2021-02-03 08:38:44 > Step: 296200 Progress: 94.8% Elapsed: 2 days, 19:38:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.929427 Generator_loss: 0.52887
[INFO] 2021-02-03 08:40:01 > Step: 296300 Progress: 94.8% Elapsed: 2 days, 19:40:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.907756 Generator_loss: 0.537936
[INFO] 2021-02-03 08:41:19 > Step: 296400 Progress: 94.8% Elapsed: 2 days, 19:41:19 temperature: no ada_p: 1.0 Discriminator_loss: 0.953681 Generator_loss: 0.471862
[INFO] 2021-02-03 08:42:37 > Step: 296500 Progress: 94.9% Elapsed: 2 days, 19:42:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.923861 Generator_loss: 0.528777
[INFO] 2021-02-03 08:43:54 > Step: 296600 Progress: 94.9% Elapsed: 2 days, 19:43:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.94802 Generator_loss: 0.513067
[INFO] 2021-02-03 08:45:12 > Step: 296700 Progress: 94.9% Elapsed: 2 days, 19:45:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.925675 Generator_loss: 0.539973
[INFO] 2021-02-03 08:46:31 > Step: 296800 Progress: 95.0% Elapsed: 2 days, 19:46:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.976892 Generator_loss: 0.499053
[INFO] 2021-02-03 08:47:47 > Step: 296900 Progress: 95.0% Elapsed: 2 days, 19:47:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.918743 Generator_loss: 0.508056
[INFO] 2021-02-03 08:49:05 > Step: 297000 Progress: 95.0% Elapsed: 2 days, 19:49:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.899292 Generator_loss: 0.50205
[INFO] 2021-02-03 08:50:24 > Step: 297100 Progress: 95.1% Elapsed: 2 days, 19:50:24 temperature: no ada_p: 1.0 Discriminator_loss: 0.919867 Generator_loss: 0.502155
[INFO] 2021-02-03 08:51:41 > Step: 297200 Progress: 95.1% Elapsed: 2 days, 19:51:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.937263 Generator_loss: 0.481899
[INFO] 2021-02-03 08:52:58 > Step: 297300 Progress: 95.1% Elapsed: 2 days, 19:52:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.905322 Generator_loss: 0.485988
[INFO] 2021-02-03 08:54:15 > Step: 297400 Progress: 95.2% Elapsed: 2 days, 19:54:15 temperature: no ada_p: 1.0 Discriminator_loss: 0.895385 Generator_loss: 0.481224
[INFO] 2021-02-03 08:55:41 > Step: 297500 Progress: 95.2% Elapsed: 2 days, 19:55:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.941352 Generator_loss: 0.481179
[INFO] 2021-02-03 08:56:58 > Step: 297600 Progress: 95.2% Elapsed: 2 days, 19:56:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.927956 Generator_loss: 0.458759
[INFO] 2021-02-03 08:58:15 > Step: 297700 Progress: 95.3% Elapsed: 2 days, 19:58:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.885472 Generator_loss: 0.509703
[INFO] 2021-02-03 08:59:28 > Step: 297800 Progress: 95.3% Elapsed: 2 days, 19:59:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.945172 Generator_loss: 0.541503
[INFO] 2021-02-03 09:00:41 > Step: 297900 Progress: 95.3% Elapsed: 2 days, 20:00:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.953685 Generator_loss: 0.511077
[INFO] 2021-02-03 09:01:58 > Step: 298000 Progress: 95.4% Elapsed: 2 days, 20:01:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.930873 Generator_loss: 0.538056
[INFO] 2021-02-03 09:01:58 > Start Evaluation (298000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 09:01:58 > Calculating FID Score....
[INFO] 2021-02-03 09:02:25 > Calculating Inception Score....
[INFO] 2021-02-03 09:02:42 > Calculate F_beta Score....
[INFO] 2021-02-03 09:03:38 > Calculate Accuracies....
[INFO] 2021-02-03 09:03:45 > Calculate Accuracies....
[INFO] 2021-02-03 09:03:47 > F_8 score (Step: 298000, Using test images): 0.989813519238885
[INFO] 2021-02-03 09:03:47 > F_1/8 score (Step: 298000, Using test images): 0.992054111345892
[INFO] 2021-02-03 09:03:47 > FID score (Step: 298000, Using test moments): 8.734618215818273
[INFO] 2021-02-03 09:03:47 > Inception score (Step: 298000, 10000 generated images): 9.501581192016602
[INFO] 2021-02-03 09:03:47 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 09:03:47 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 09:05:05 > Step: 298100 Progress: 95.4% Elapsed: 2 days, 20:05:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.904619 Generator_loss: 0.498219
[INFO] 2021-02-03 09:06:23 > Step: 298200 Progress: 95.4% Elapsed: 2 days, 20:06:22 temperature: no ada_p: 1.0 Discriminator_loss: 0.897674 Generator_loss: 0.523216
[INFO] 2021-02-03 09:07:39 > Step: 298300 Progress: 95.5% Elapsed: 2 days, 20:07:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.95614 Generator_loss: 0.529845
[INFO] 2021-02-03 09:08:57 > Step: 298400 Progress: 95.5% Elapsed: 2 days, 20:08:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.934855 Generator_loss: 0.530317
[INFO] 2021-02-03 09:10:14 > Step: 298500 Progress: 95.5% Elapsed: 2 days, 20:10:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.889534 Generator_loss: 0.559096
[INFO] 2021-02-03 09:11:31 > Step: 298600 Progress: 95.6% Elapsed: 2 days, 20:11:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.916934 Generator_loss: 0.509498
[INFO] 2021-02-03 09:12:49 > Step: 298700 Progress: 95.6% Elapsed: 2 days, 20:12:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.91866 Generator_loss: 0.49907
[INFO] 2021-02-03 09:14:06 > Step: 298800 Progress: 95.6% Elapsed: 2 days, 20:14:06 temperature: no ada_p: 1.0 Discriminator_loss: 0.919798 Generator_loss: 0.488903
[INFO] 2021-02-03 09:15:23 > Step: 298900 Progress: 95.6% Elapsed: 2 days, 20:15:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.910437 Generator_loss: 0.48236
[INFO] 2021-02-03 09:16:41 > Step: 299000 Progress: 95.7% Elapsed: 2 days, 20:16:41 temperature: no ada_p: 1.0 Discriminator_loss: 0.89791 Generator_loss: 0.489038
[INFO] 2021-02-03 09:17:58 > Step: 299100 Progress: 95.7% Elapsed: 2 days, 20:17:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.936612 Generator_loss: 0.466222
[INFO] 2021-02-03 09:19:16 > Step: 299200 Progress: 95.7% Elapsed: 2 days, 20:19:16 temperature: no ada_p: 1.0 Discriminator_loss: 0.909841 Generator_loss: 0.466612
[INFO] 2021-02-03 09:20:33 > Step: 299300 Progress: 95.8% Elapsed: 2 days, 20:20:33 temperature: no ada_p: 1.0 Discriminator_loss: 0.918512 Generator_loss: 0.519299
[INFO] 2021-02-03 09:21:50 > Step: 299400 Progress: 95.8% Elapsed: 2 days, 20:21:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.937195 Generator_loss: 0.524207
[INFO] 2021-02-03 09:23:07 > Step: 299500 Progress: 95.8% Elapsed: 2 days, 20:23:07 temperature: no ada_p: 1.0 Discriminator_loss: 0.898797 Generator_loss: 0.497399
[INFO] 2021-02-03 09:24:26 > Step: 299600 Progress: 95.9% Elapsed: 2 days, 20:24:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.899621 Generator_loss: 0.508752
[INFO] 2021-02-03 09:25:43 > Step: 299700 Progress: 95.9% Elapsed: 2 days, 20:25:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.946547 Generator_loss: 0.555411
[INFO] 2021-02-03 09:27:01 > Step: 299800 Progress: 95.9% Elapsed: 2 days, 20:27:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.92028 Generator_loss: 0.520034
[INFO] 2021-02-03 09:28:18 > Step: 299900 Progress: 96.0% Elapsed: 2 days, 20:28:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.946814 Generator_loss: 0.532458
[INFO] 2021-02-03 09:29:25 > Step: 300000 Progress: 96.0% Elapsed: 2 days, 20:29:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.94124 Generator_loss: 0.504623
[INFO] 2021-02-03 09:29:25 > Start Evaluation (300000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 09:29:25 > Calculating FID Score....
[INFO] 2021-02-03 09:29:53 > Calculating Inception Score....
[INFO] 2021-02-03 09:30:09 > Calculate F_beta Score....
[INFO] 2021-02-03 09:31:05 > Calculate Accuracies....
[INFO] 2021-02-03 09:31:12 > Calculate Accuracies....
[INFO] 2021-02-03 09:31:14 > F_8 score (Step: 300000, Using test images): 0.9907287072177382
[INFO] 2021-02-03 09:31:14 > F_1/8 score (Step: 300000, Using test images): 0.9918008554604743
[INFO] 2021-02-03 09:31:14 > FID score (Step: 300000, Using test moments): 8.400839563638044
[INFO] 2021-02-03 09:31:14 > Inception score (Step: 300000, 10000 generated images): 9.608283996582031
[INFO] 2021-02-03 09:31:14 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 09:31:14 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 09:32:31 > Step: 300100 Progress: 96.0% Elapsed: 2 days, 20:32:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.916443 Generator_loss: 0.472149
[INFO] 2021-02-03 09:33:48 > Step: 300200 Progress: 96.1% Elapsed: 2 days, 20:33:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.931642 Generator_loss: 0.523675
[INFO] 2021-02-03 09:35:06 > Step: 300300 Progress: 96.1% Elapsed: 2 days, 20:35:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.922599 Generator_loss: 0.500979
[INFO] 2021-02-03 09:36:24 > Step: 300400 Progress: 96.1% Elapsed: 2 days, 20:36:23 temperature: no ada_p: 1.0 Discriminator_loss: 0.902492 Generator_loss: 0.530292
[INFO] 2021-02-03 09:37:41 > Step: 300500 Progress: 96.2% Elapsed: 2 days, 20:37:40 temperature: no ada_p: 1.0 Discriminator_loss: 0.918644 Generator_loss: 0.465757
[INFO] 2021-02-03 09:39:00 > Step: 300600 Progress: 96.2% Elapsed: 2 days, 20:38:59 temperature: no ada_p: 1.0 Discriminator_loss: 0.946157 Generator_loss: 0.538737
[INFO] 2021-02-03 09:40:17 > Step: 300700 Progress: 96.2% Elapsed: 2 days, 20:40:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.908849 Generator_loss: 0.512486
[INFO] 2021-02-03 09:41:34 > Step: 300800 Progress: 96.3% Elapsed: 2 days, 20:41:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.919149 Generator_loss: 0.491229
[INFO] 2021-02-03 09:42:52 > Step: 300900 Progress: 96.3% Elapsed: 2 days, 20:42:51 temperature: no ada_p: 1.0 Discriminator_loss: 0.944916 Generator_loss: 0.501146
[INFO] 2021-02-03 09:44:09 > Step: 301000 Progress: 96.3% Elapsed: 2 days, 20:44:09 temperature: no ada_p: 1.0 Discriminator_loss: 0.933966 Generator_loss: 0.486946
[INFO] 2021-02-03 09:45:26 > Step: 301100 Progress: 96.4% Elapsed: 2 days, 20:45:26 temperature: no ada_p: 1.0 Discriminator_loss: 0.914267 Generator_loss: 0.526578
[INFO] 2021-02-03 09:46:44 > Step: 301200 Progress: 96.4% Elapsed: 2 days, 20:46:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.93344 Generator_loss: 0.484613
[INFO] 2021-02-03 09:48:00 > Step: 301300 Progress: 96.4% Elapsed: 2 days, 20:48:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.926779 Generator_loss: 0.501307
[INFO] 2021-02-03 09:49:18 > Step: 301400 Progress: 96.4% Elapsed: 2 days, 20:49:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.889662 Generator_loss: 0.567726
[INFO] 2021-02-03 09:50:36 > Step: 301500 Progress: 96.5% Elapsed: 2 days, 20:50:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.940734 Generator_loss: 0.501861
[INFO] 2021-02-03 09:51:53 > Step: 301600 Progress: 96.5% Elapsed: 2 days, 20:51:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.899644 Generator_loss: 0.513149
[INFO] 2021-02-03 09:53:10 > Step: 301700 Progress: 96.5% Elapsed: 2 days, 20:53:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.941695 Generator_loss: 0.496458
[INFO] 2021-02-03 09:54:28 > Step: 301800 Progress: 96.6% Elapsed: 2 days, 20:54:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.931657 Generator_loss: 0.524534
[INFO] 2021-02-03 09:55:45 > Step: 301900 Progress: 96.6% Elapsed: 2 days, 20:55:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.931266 Generator_loss: 0.462531
[INFO] 2021-02-03 09:57:03 > Step: 302000 Progress: 96.6% Elapsed: 2 days, 20:57:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.926744 Generator_loss: 0.448685
[INFO] 2021-02-03 09:57:03 > Start Evaluation (302000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 09:57:03 > Calculating FID Score....
[INFO] 2021-02-03 09:57:30 > Calculating Inception Score....
[INFO] 2021-02-03 09:57:47 > Calculate F_beta Score....
[INFO] 2021-02-03 09:58:44 > Calculate Accuracies....
[INFO] 2021-02-03 09:58:51 > Calculate Accuracies....
[INFO] 2021-02-03 09:58:52 > F_8 score (Step: 302000, Using test images): 0.992929503769886
[INFO] 2021-02-03 09:58:52 > F_1/8 score (Step: 302000, Using test images): 0.9931176149422907
[INFO] 2021-02-03 09:58:52 > FID score (Step: 302000, Using test moments): 8.61298277957394
[INFO] 2021-02-03 09:58:52 > Inception score (Step: 302000, 10000 generated images): 9.4566068649292
[INFO] 2021-02-03 09:58:52 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 09:58:53 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 10:00:05 > Step: 302100 Progress: 96.7% Elapsed: 2 days, 21:00:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.917977 Generator_loss: 0.517094
[INFO] 2021-02-03 10:01:22 > Step: 302200 Progress: 96.7% Elapsed: 2 days, 21:01:22 temperature: no ada_p: 1.0 Discriminator_loss: 0.926532 Generator_loss: 0.514675
[INFO] 2021-02-03 10:02:40 > Step: 302300 Progress: 96.7% Elapsed: 2 days, 21:02:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.954628 Generator_loss: 0.525212
[INFO] 2021-02-03 10:03:57 > Step: 302400 Progress: 96.8% Elapsed: 2 days, 21:03:57 temperature: no ada_p: 1.0 Discriminator_loss: 0.950041 Generator_loss: 0.488744
[INFO] 2021-02-03 10:05:14 > Step: 302500 Progress: 96.8% Elapsed: 2 days, 21:05:14 temperature: no ada_p: 1.0 Discriminator_loss: 0.914278 Generator_loss: 0.575947
[INFO] 2021-02-03 10:06:32 > Step: 302600 Progress: 96.8% Elapsed: 2 days, 21:06:32 temperature: no ada_p: 1.0 Discriminator_loss: 0.93567 Generator_loss: 0.46206
[INFO] 2021-02-03 10:07:50 > Step: 302700 Progress: 96.9% Elapsed: 2 days, 21:07:50 temperature: no ada_p: 1.0 Discriminator_loss: 0.893729 Generator_loss: 0.513077
[INFO] 2021-02-03 10:09:08 > Step: 302800 Progress: 96.9% Elapsed: 2 days, 21:09:07 temperature: no ada_p: 1.0 Discriminator_loss: 0.97626 Generator_loss: 0.52406
[INFO] 2021-02-03 10:10:25 > Step: 302900 Progress: 96.9% Elapsed: 2 days, 21:10:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.932442 Generator_loss: 0.508451
[INFO] 2021-02-03 10:11:42 > Step: 303000 Progress: 97.0% Elapsed: 2 days, 21:11:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.929961 Generator_loss: 0.490678
[INFO] 2021-02-03 10:13:00 > Step: 303100 Progress: 97.0% Elapsed: 2 days, 21:13:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.906291 Generator_loss: 0.508907
[INFO] 2021-02-03 10:14:17 > Step: 303200 Progress: 97.0% Elapsed: 2 days, 21:14:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.890867 Generator_loss: 0.536565
[INFO] 2021-02-03 10:15:35 > Step: 303300 Progress: 97.1% Elapsed: 2 days, 21:15:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.914182 Generator_loss: 0.49556
[INFO] 2021-02-03 10:16:53 > Step: 303400 Progress: 97.1% Elapsed: 2 days, 21:16:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.934043 Generator_loss: 0.485963
[INFO] 2021-02-03 10:18:11 > Step: 303500 Progress: 97.1% Elapsed: 2 days, 21:18:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.924457 Generator_loss: 0.544411
[INFO] 2021-02-03 10:19:28 > Step: 303600 Progress: 97.2% Elapsed: 2 days, 21:19:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.917523 Generator_loss: 0.565167
[INFO] 2021-02-03 10:20:45 > Step: 303700 Progress: 97.2% Elapsed: 2 days, 21:20:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.922792 Generator_loss: 0.502316
[INFO] 2021-02-03 10:22:02 > Step: 303800 Progress: 97.2% Elapsed: 2 days, 21:22:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.931619 Generator_loss: 0.523356
[INFO] 2021-02-03 10:23:20 > Step: 303900 Progress: 97.2% Elapsed: 2 days, 21:23:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.904464 Generator_loss: 0.468322
[INFO] 2021-02-03 10:24:38 > Step: 304000 Progress: 97.3% Elapsed: 2 days, 21:24:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.917511 Generator_loss: 0.506093
[INFO] 2021-02-03 10:24:38 > Start Evaluation (304000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 10:24:38 > Calculating FID Score....
[INFO] 2021-02-03 10:25:05 > Calculating Inception Score....
[INFO] 2021-02-03 10:25:22 > Calculate F_beta Score....
[INFO] 2021-02-03 10:26:18 > Calculate Accuracies....
[INFO] 2021-02-03 10:26:24 > Calculate Accuracies....
[INFO] 2021-02-03 10:26:26 > F_8 score (Step: 304000, Using test images): 0.9901605430949938
[INFO] 2021-02-03 10:26:26 > F_1/8 score (Step: 304000, Using test images): 0.9915481027588026
[INFO] 2021-02-03 10:26:26 > FID score (Step: 304000, Using test moments): 8.697094274998562
[INFO] 2021-02-03 10:26:26 > Inception score (Step: 304000, 10000 generated images): 9.534292221069336
[INFO] 2021-02-03 10:26:26 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 10:26:26 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 10:27:43 > Step: 304100 Progress: 97.3% Elapsed: 2 days, 21:27:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.918881 Generator_loss: 0.536114
[INFO] 2021-02-03 10:28:56 > Step: 304200 Progress: 97.3% Elapsed: 2 days, 21:28:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.924968 Generator_loss: 0.481056
[INFO] 2021-02-03 10:30:10 > Step: 304300 Progress: 97.4% Elapsed: 2 days, 21:30:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.927795 Generator_loss: 0.539279
[INFO] 2021-02-03 10:31:26 > Step: 304400 Progress: 97.4% Elapsed: 2 days, 21:31:26 temperature: no ada_p: 1.0 Discriminator_loss: 0.893817 Generator_loss: 0.459145
[INFO] 2021-02-03 10:32:43 > Step: 304500 Progress: 97.4% Elapsed: 2 days, 21:32:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.922568 Generator_loss: 0.468646
[INFO] 2021-02-03 10:34:01 > Step: 304600 Progress: 97.5% Elapsed: 2 days, 21:34:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.904709 Generator_loss: 0.508685
[INFO] 2021-02-03 10:35:17 > Step: 304700 Progress: 97.5% Elapsed: 2 days, 21:35:17 temperature: no ada_p: 1.0 Discriminator_loss: 0.876749 Generator_loss: 0.505036
[INFO] 2021-02-03 10:36:34 > Step: 304800 Progress: 97.5% Elapsed: 2 days, 21:36:34 temperature: no ada_p: 1.0 Discriminator_loss: 0.916002 Generator_loss: 0.522798
[INFO] 2021-02-03 10:37:52 > Step: 304900 Progress: 97.6% Elapsed: 2 days, 21:37:52 temperature: no ada_p: 1.0 Discriminator_loss: 0.888269 Generator_loss: 0.539707
[INFO] 2021-02-03 10:39:10 > Step: 305000 Progress: 97.6% Elapsed: 2 days, 21:39:09 temperature: no ada_p: 1.0 Discriminator_loss: 0.924814 Generator_loss: 0.499123
[INFO] 2021-02-03 10:40:28 > Step: 305100 Progress: 97.6% Elapsed: 2 days, 21:40:27 temperature: no ada_p: 1.0 Discriminator_loss: 0.915651 Generator_loss: 0.519718
[INFO] 2021-02-03 10:41:45 > Step: 305200 Progress: 97.7% Elapsed: 2 days, 21:41:45 temperature: no ada_p: 1.0 Discriminator_loss: 0.897458 Generator_loss: 0.529813
[INFO] 2021-02-03 10:43:02 > Step: 305300 Progress: 97.7% Elapsed: 2 days, 21:43:02 temperature: no ada_p: 1.0 Discriminator_loss: 0.941062 Generator_loss: 0.5337
[INFO] 2021-02-03 10:44:20 > Step: 305400 Progress: 97.7% Elapsed: 2 days, 21:44:20 temperature: no ada_p: 1.0 Discriminator_loss: 0.930706 Generator_loss: 0.528784
[INFO] 2021-02-03 10:45:37 > Step: 305500 Progress: 97.8% Elapsed: 2 days, 21:45:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.905113 Generator_loss: 0.495674
[INFO] 2021-02-03 10:46:55 > Step: 305600 Progress: 97.8% Elapsed: 2 days, 21:46:55 temperature: no ada_p: 1.0 Discriminator_loss: 0.940268 Generator_loss: 0.480035
[INFO] 2021-02-03 10:48:13 > Step: 305700 Progress: 97.8% Elapsed: 2 days, 21:48:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.910944 Generator_loss: 0.524922
[INFO] 2021-02-03 10:49:30 > Step: 305800 Progress: 97.9% Elapsed: 2 days, 21:49:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.937281 Generator_loss: 0.538571
[INFO] 2021-02-03 10:50:47 > Step: 305900 Progress: 97.9% Elapsed: 2 days, 21:50:47 temperature: no ada_p: 1.0 Discriminator_loss: 0.917486 Generator_loss: 0.523074
[INFO] 2021-02-03 10:52:05 > Step: 306000 Progress: 97.9% Elapsed: 2 days, 21:52:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.911257 Generator_loss: 0.54023
[INFO] 2021-02-03 10:52:05 > Start Evaluation (306000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 10:52:05 > Calculating FID Score....
[INFO] 2021-02-03 10:52:33 > Calculating Inception Score....
[INFO] 2021-02-03 10:52:49 > Calculate F_beta Score....
[INFO] 2021-02-03 10:53:46 > Calculate Accuracies....
[INFO] 2021-02-03 10:53:53 > Calculate Accuracies....
[INFO] 2021-02-03 10:53:54 > F_8 score (Step: 306000, Using test images): 0.994760222333534
[INFO] 2021-02-03 10:53:54 > F_1/8 score (Step: 306000, Using test images): 0.9925211646434953
[INFO] 2021-02-03 10:53:54 > FID score (Step: 306000, Using test moments): 8.557179769901552
[INFO] 2021-02-03 10:53:54 > Inception score (Step: 306000, 10000 generated images): 9.51579761505127
[INFO] 2021-02-03 10:53:54 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 10:53:55 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 10:55:12 > Step: 306100 Progress: 98.0% Elapsed: 2 days, 21:55:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.912998 Generator_loss: 0.469895
[INFO] 2021-02-03 10:56:29 > Step: 306200 Progress: 98.0% Elapsed: 2 days, 21:56:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.893388 Generator_loss: 0.520446
[INFO] 2021-02-03 10:57:45 > Step: 306300 Progress: 98.0% Elapsed: 2 days, 21:57:44 temperature: no ada_p: 1.0 Discriminator_loss: 0.917722 Generator_loss: 0.509022
[INFO] 2021-02-03 10:58:52 > Step: 306400 Progress: 98.0% Elapsed: 2 days, 21:58:52 temperature: no ada_p: 1.0 Discriminator_loss: 0.917725 Generator_loss: 0.529366
[INFO] 2021-02-03 11:00:04 > Step: 306500 Progress: 98.1% Elapsed: 2 days, 22:00:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.906499 Generator_loss: 0.489805
[INFO] 2021-02-03 11:01:22 > Step: 306600 Progress: 98.1% Elapsed: 2 days, 22:01:22 temperature: no ada_p: 1.0 Discriminator_loss: 0.875338 Generator_loss: 0.478906
[INFO] 2021-02-03 11:02:39 > Step: 306700 Progress: 98.1% Elapsed: 2 days, 22:02:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.927453 Generator_loss: 0.543951
[INFO] 2021-02-03 11:03:56 > Step: 306800 Progress: 98.2% Elapsed: 2 days, 22:03:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.92909 Generator_loss: 0.456186
[INFO] 2021-02-03 11:05:13 > Step: 306900 Progress: 98.2% Elapsed: 2 days, 22:05:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.961255 Generator_loss: 0.533663
[INFO] 2021-02-03 11:06:31 > Step: 307000 Progress: 98.2% Elapsed: 2 days, 22:06:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.920313 Generator_loss: 0.510915
[INFO] 2021-02-03 11:07:48 > Step: 307100 Progress: 98.3% Elapsed: 2 days, 22:07:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.917227 Generator_loss: 0.495076
[INFO] 2021-02-03 11:09:07 > Step: 307200 Progress: 98.3% Elapsed: 2 days, 22:09:06 temperature: no ada_p: 1.0 Discriminator_loss: 0.907729 Generator_loss: 0.499447
[INFO] 2021-02-03 11:10:25 > Step: 307300 Progress: 98.3% Elapsed: 2 days, 22:10:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.90939 Generator_loss: 0.54222
[INFO] 2021-02-03 11:11:42 > Step: 307400 Progress: 98.4% Elapsed: 2 days, 22:11:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.914676 Generator_loss: 0.540418
[INFO] 2021-02-03 11:13:00 > Step: 307500 Progress: 98.4% Elapsed: 2 days, 22:13:00 temperature: no ada_p: 1.0 Discriminator_loss: 0.924567 Generator_loss: 0.525413
[INFO] 2021-02-03 11:14:18 > Step: 307600 Progress: 98.4% Elapsed: 2 days, 22:14:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.890855 Generator_loss: 0.485239
[INFO] 2021-02-03 11:15:35 > Step: 307700 Progress: 98.5% Elapsed: 2 days, 22:15:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.957126 Generator_loss: 0.535894
[INFO] 2021-02-03 11:16:53 > Step: 307800 Progress: 98.5% Elapsed: 2 days, 22:16:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.941439 Generator_loss: 0.521065
[INFO] 2021-02-03 11:18:11 > Step: 307900 Progress: 98.5% Elapsed: 2 days, 22:18:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.9715 Generator_loss: 0.557802
[INFO] 2021-02-03 11:19:28 > Step: 308000 Progress: 98.6% Elapsed: 2 days, 22:19:27 temperature: no ada_p: 1.0 Discriminator_loss: 0.92243 Generator_loss: 0.527523
[INFO] 2021-02-03 11:19:28 > Start Evaluation (308000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 11:19:28 > Calculating FID Score....
[INFO] 2021-02-03 11:19:55 > Calculating Inception Score....
[INFO] 2021-02-03 11:20:12 > Calculate F_beta Score....
[INFO] 2021-02-03 11:21:09 > Calculate Accuracies....
[INFO] 2021-02-03 11:21:16 > Calculate Accuracies....
[INFO] 2021-02-03 11:21:17 > F_8 score (Step: 308000, Using test images): 0.9923015621250686
[INFO] 2021-02-03 11:21:17 > F_1/8 score (Step: 308000, Using test images): 0.9928619921395657
[INFO] 2021-02-03 11:21:17 > FID score (Step: 308000, Using test moments): 8.687220764471874
[INFO] 2021-02-03 11:21:17 > Inception score (Step: 308000, 10000 generated images): 9.553407669067383
[INFO] 2021-02-03 11:21:17 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 11:21:18 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 11:22:35 > Step: 308100 Progress: 98.6% Elapsed: 2 days, 22:22:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.906765 Generator_loss: 0.496668
[INFO] 2021-02-03 11:23:53 > Step: 308200 Progress: 98.6% Elapsed: 2 days, 22:23:53 temperature: no ada_p: 1.0 Discriminator_loss: 0.898704 Generator_loss: 0.499314
[INFO] 2021-02-03 11:25:10 > Step: 308300 Progress: 98.7% Elapsed: 2 days, 22:25:10 temperature: no ada_p: 1.0 Discriminator_loss: 0.92417 Generator_loss: 0.504414
[INFO] 2021-02-03 11:26:28 > Step: 308400 Progress: 98.7% Elapsed: 2 days, 22:26:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.891862 Generator_loss: 0.511706
[INFO] 2021-02-03 11:27:46 > Step: 308500 Progress: 98.7% Elapsed: 2 days, 22:27:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.909553 Generator_loss: 0.476219
[INFO] 2021-02-03 11:28:58 > Step: 308600 Progress: 98.8% Elapsed: 2 days, 22:28:58 temperature: no ada_p: 1.0 Discriminator_loss: 0.914382 Generator_loss: 0.52769
[INFO] 2021-02-03 11:30:12 > Step: 308700 Progress: 98.8% Elapsed: 2 days, 22:30:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.929555 Generator_loss: 0.528724
[INFO] 2021-02-03 11:31:29 > Step: 308800 Progress: 98.8% Elapsed: 2 days, 22:31:29 temperature: no ada_p: 1.0 Discriminator_loss: 0.899842 Generator_loss: 0.523405
[INFO] 2021-02-03 11:32:46 > Step: 308900 Progress: 98.8% Elapsed: 2 days, 22:32:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.925854 Generator_loss: 0.529132
[INFO] 2021-02-03 11:34:04 > Step: 309000 Progress: 98.9% Elapsed: 2 days, 22:34:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.921438 Generator_loss: 0.479009
[INFO] 2021-02-03 11:35:21 > Step: 309100 Progress: 98.9% Elapsed: 2 days, 22:35:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.922184 Generator_loss: 0.495829
[INFO] 2021-02-03 11:36:39 > Step: 309200 Progress: 98.9% Elapsed: 2 days, 22:36:39 temperature: no ada_p: 1.0 Discriminator_loss: 0.921828 Generator_loss: 0.47192
[INFO] 2021-02-03 11:37:56 > Step: 309300 Progress: 99.0% Elapsed: 2 days, 22:37:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.921214 Generator_loss: 0.522519
[INFO] 2021-02-03 11:39:14 > Step: 309400 Progress: 99.0% Elapsed: 2 days, 22:39:13 temperature: no ada_p: 1.0 Discriminator_loss: 0.925442 Generator_loss: 0.520647
[INFO] 2021-02-03 11:40:31 > Step: 309500 Progress: 99.0% Elapsed: 2 days, 22:40:31 temperature: no ada_p: 1.0 Discriminator_loss: 0.922939 Generator_loss: 0.521313
[INFO] 2021-02-03 11:41:48 > Step: 309600 Progress: 99.1% Elapsed: 2 days, 22:41:48 temperature: no ada_p: 1.0 Discriminator_loss: 0.936091 Generator_loss: 0.519864
[INFO] 2021-02-03 11:43:05 > Step: 309700 Progress: 99.1% Elapsed: 2 days, 22:43:05 temperature: no ada_p: 1.0 Discriminator_loss: 0.905584 Generator_loss: 0.480948
[INFO] 2021-02-03 11:44:24 > Step: 309800 Progress: 99.1% Elapsed: 2 days, 22:44:24 temperature: no ada_p: 1.0 Discriminator_loss: 0.949479 Generator_loss: 0.511204
[INFO] 2021-02-03 11:45:42 > Step: 309900 Progress: 99.2% Elapsed: 2 days, 22:45:42 temperature: no ada_p: 1.0 Discriminator_loss: 0.939036 Generator_loss: 0.513902
[INFO] 2021-02-03 11:47:00 > Step: 310000 Progress: 99.2% Elapsed: 2 days, 22:46:59 temperature: no ada_p: 1.0 Discriminator_loss: 0.919724 Generator_loss: 0.511484
[INFO] 2021-02-03 11:47:00 > Start Evaluation (310000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 11:47:00 > Calculating FID Score....
[INFO] 2021-02-03 11:47:27 > Calculating Inception Score....
[INFO] 2021-02-03 11:47:44 > Calculate F_beta Score....
[INFO] 2021-02-03 11:48:41 > Calculate Accuracies....
[INFO] 2021-02-03 11:48:47 > Calculate Accuracies....
[INFO] 2021-02-03 11:48:49 > F_8 score (Step: 310000, Using test images): 0.9909308236727413
[INFO] 2021-02-03 11:48:49 > F_1/8 score (Step: 310000, Using test images): 0.9906493616583193
[INFO] 2021-02-03 11:48:49 > FID score (Step: 310000, Using test moments): 8.795348009377733
[INFO] 2021-02-03 11:48:49 > Inception score (Step: 310000, 10000 generated images): 9.576294898986816
[INFO] 2021-02-03 11:48:49 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 11:48:50 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 11:50:08 > Step: 310100 Progress: 99.2% Elapsed: 2 days, 22:50:08 temperature: no ada_p: 1.0 Discriminator_loss: 0.923733 Generator_loss: 0.445007
[INFO] 2021-02-03 11:51:26 > Step: 310200 Progress: 99.3% Elapsed: 2 days, 22:51:25 temperature: no ada_p: 1.0 Discriminator_loss: 0.886425 Generator_loss: 0.521794
[INFO] 2021-02-03 11:52:43 > Step: 310300 Progress: 99.3% Elapsed: 2 days, 22:52:43 temperature: no ada_p: 1.0 Discriminator_loss: 0.927141 Generator_loss: 0.506531
[INFO] 2021-02-03 11:54:01 > Step: 310400 Progress: 99.3% Elapsed: 2 days, 22:54:01 temperature: no ada_p: 1.0 Discriminator_loss: 0.939432 Generator_loss: 0.505201
[INFO] 2021-02-03 11:55:18 > Step: 310500 Progress: 99.4% Elapsed: 2 days, 22:55:18 temperature: no ada_p: 1.0 Discriminator_loss: 0.934516 Generator_loss: 0.562367
[INFO] 2021-02-03 11:56:35 > Step: 310600 Progress: 99.4% Elapsed: 2 days, 22:56:35 temperature: no ada_p: 1.0 Discriminator_loss: 0.916771 Generator_loss: 0.538123
[INFO] 2021-02-03 11:57:52 > Step: 310700 Progress: 99.4% Elapsed: 2 days, 22:57:51 temperature: no ada_p: 1.0 Discriminator_loss: 0.919387 Generator_loss: 0.561584
[INFO] 2021-02-03 11:59:03 > Step: 310800 Progress: 99.5% Elapsed: 2 days, 22:59:03 temperature: no ada_p: 1.0 Discriminator_loss: 0.905047 Generator_loss: 0.506103
[INFO] 2021-02-03 12:00:19 > Step: 310900 Progress: 99.5% Elapsed: 2 days, 23:00:19 temperature: no ada_p: 1.0 Discriminator_loss: 0.916699 Generator_loss: 0.520916
[INFO] 2021-02-03 12:01:37 > Step: 311000 Progress: 99.5% Elapsed: 2 days, 23:01:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.935176 Generator_loss: 0.490131
[INFO] 2021-02-03 12:02:54 > Step: 311100 Progress: 99.6% Elapsed: 2 days, 23:02:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.906477 Generator_loss: 0.490386
[INFO] 2021-02-03 12:04:11 > Step: 311200 Progress: 99.6% Elapsed: 2 days, 23:04:11 temperature: no ada_p: 1.0 Discriminator_loss: 0.933366 Generator_loss: 0.44915
[INFO] 2021-02-03 12:05:28 > Step: 311300 Progress: 99.6% Elapsed: 2 days, 23:05:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.913217 Generator_loss: 0.534214
[INFO] 2021-02-03 12:06:46 > Step: 311400 Progress: 99.6% Elapsed: 2 days, 23:06:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.953352 Generator_loss: 0.481647
[INFO] 2021-02-03 12:08:04 > Step: 311500 Progress: 99.7% Elapsed: 2 days, 23:08:04 temperature: no ada_p: 1.0 Discriminator_loss: 0.915118 Generator_loss: 0.528485
[INFO] 2021-02-03 12:09:21 > Step: 311600 Progress: 99.7% Elapsed: 2 days, 23:09:21 temperature: no ada_p: 1.0 Discriminator_loss: 0.925536 Generator_loss: 0.536496
[INFO] 2021-02-03 12:10:38 > Step: 311700 Progress: 99.7% Elapsed: 2 days, 23:10:38 temperature: no ada_p: 1.0 Discriminator_loss: 0.947867 Generator_loss: 0.526756
[INFO] 2021-02-03 12:11:56 > Step: 311800 Progress: 99.8% Elapsed: 2 days, 23:11:56 temperature: no ada_p: 1.0 Discriminator_loss: 0.944596 Generator_loss: 0.539817
[INFO] 2021-02-03 12:13:13 > Step: 311900 Progress: 99.8% Elapsed: 2 days, 23:13:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.889284 Generator_loss: 0.547571
[INFO] 2021-02-03 12:14:30 > Step: 312000 Progress: 99.8% Elapsed: 2 days, 23:14:30 temperature: no ada_p: 1.0 Discriminator_loss: 0.914485 Generator_loss: 0.530759
[INFO] 2021-02-03 12:14:30 > Start Evaluation (312000 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 12:14:30 > Calculating FID Score....
[INFO] 2021-02-03 12:14:57 > Calculating Inception Score....
[INFO] 2021-02-03 12:15:14 > Calculate F_beta Score....
[INFO] 2021-02-03 12:16:11 > Calculate Accuracies....
[INFO] 2021-02-03 12:16:17 > Calculate Accuracies....
[INFO] 2021-02-03 12:16:19 > F_8 score (Step: 312000, Using test images): 0.9925640542784883
[INFO] 2021-02-03 12:16:19 > F_1/8 score (Step: 312000, Using test images): 0.9911683299384932
[INFO] 2021-02-03 12:16:19 > FID score (Step: 312000, Using test moments): 8.8012615563689
[INFO] 2021-02-03 12:16:19 > Inception score (Step: 312000, 10000 generated images): 9.456072807312012
[INFO] 2021-02-03 12:16:19 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 12:16:19 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 12:17:37 > Step: 312100 Progress: 99.9% Elapsed: 2 days, 23:17:37 temperature: no ada_p: 1.0 Discriminator_loss: 0.950033 Generator_loss: 0.497884
[INFO] 2021-02-03 12:18:54 > Step: 312200 Progress: 99.9% Elapsed: 2 days, 23:18:54 temperature: no ada_p: 1.0 Discriminator_loss: 0.882423 Generator_loss: 0.482817
[INFO] 2021-02-03 12:20:12 > Step: 312300 Progress: 99.9% Elapsed: 2 days, 23:20:12 temperature: no ada_p: 1.0 Discriminator_loss: 0.896692 Generator_loss: 0.511484
[INFO] 2021-02-03 12:21:29 > Step: 312400 Progress: 100.0% Elapsed: 2 days, 23:21:28 temperature: no ada_p: 1.0 Discriminator_loss: 0.883112 Generator_loss: 0.48634
[INFO] 2021-02-03 12:22:46 > Step: 312500 Progress: 100.0% Elapsed: 2 days, 23:22:46 temperature: no ada_p: 1.0 Discriminator_loss: 0.937722 Generator_loss: 0.494195
[INFO] 2021-02-03 12:22:46 > Start Evaluation (312500 Step): ADAGAN(P)-train-2021_01_31_12_59_51
[INFO] 2021-02-03 12:22:46 > Calculating FID Score....
[INFO] 2021-02-03 12:23:14 > Calculating Inception Score....
[INFO] 2021-02-03 12:23:30 > Calculate F_beta Score....
[INFO] 2021-02-03 12:24:27 > Calculate Accuracies....
[INFO] 2021-02-03 12:24:33 > Calculate Accuracies....
[INFO] 2021-02-03 12:24:35 > F_8 score (Step: 312500, Using test images): 0.9900363566776271
[INFO] 2021-02-03 12:24:35 > F_1/8 score (Step: 312500, Using test images): 0.992010523259279
[INFO] 2021-02-03 12:24:35 > FID score (Step: 312500, Using test moments): 8.618071388104397
[INFO] 2021-02-03 12:24:35 > Inception score (Step: 312500, 10000 generated images): 9.567320823669434
[INFO] 2021-02-03 12:24:35 > Best FID score (Step: 230000, Using test moments): 7.8811044307728935
[INFO] 2021-02-03 12:24:36 > Save model to checkpoints/ADAGAN(P)-train-2021_01_31_12_59_51