Path: blob/master/logs/CIFAR10/ADAGAN(C)-train-2021_01_31_12_59_47.log
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[INFO] 2021-01-31 12:59:47 > Run name : ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 12:59:47 > {'config_path': 'src/configs/CIFAR10/ADAGAN(C).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 12:59:47 > {'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': 'ContraGAN', 'pos_collected_numerator': True, 'hypersphere_dim': 512, 'nonlinear_embed': False, 'normalize_embed': True, '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': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, '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 12:59:47 > Load train datasets...
[INFO] 2021-01-31 12:59:47 > Train dataset size : 50000
[INFO] 2021-01-31 12:59:47 > Load test datasets...
[INFO] 2021-01-31 12:59:48 > Eval dataset size : 10000
[INFO] 2021-01-31 12:59:48 > Build model...
[INFO] 2021-01-31 12:59:48 > Modules are located on models.big_resnet.
[INFO] 2021-01-31 12:59:51 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-31 12:59:52 > Number of parameters: 9416196
[INFO] 2021-01-31 12:59:52 > 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 12:59:52 > Number of parameters: 2517186
[INFO] 2021-01-31 12:59:52 > 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)
(linear2): Linear(in_features=192, out_features=512, bias=True)
(embedding): Embedding(10, 512)
)
[INFO] 2021-01-31 12:59:56 > Start training....
[INFO] 2021-01-31 13:01:20 > Step: 100 Progress: 0.0% Elapsed: 0:01:24 temperature: 1.0 ada_p: 0.000279552 Discriminator_loss: 2.5993 Generator_loss: 3.50024
[INFO] 2021-01-31 13:02:41 > Step: 200 Progress: 0.1% Elapsed: 0:02:45 temperature: 1.0 ada_p: 0.000534528 Discriminator_loss: 2.44462 Generator_loss: 2.43003
[INFO] 2021-01-31 13:04:04 > Step: 300 Progress: 0.1% Elapsed: 0:04:08 temperature: 1.0 ada_p: 0.000764928 Discriminator_loss: 2.35635 Generator_loss: 2.76971
[INFO] 2021-01-31 13:05:27 > Step: 400 Progress: 0.1% Elapsed: 0:05:31 temperature: 1.0 ada_p: 0.00103219 Discriminator_loss: 2.51278 Generator_loss: 2.62939
[INFO] 2021-01-31 13:06:49 > Step: 500 Progress: 0.2% Elapsed: 0:06:53 temperature: 1.0 ada_p: 0.00129946 Discriminator_loss: 2.42399 Generator_loss: 2.54778
[INFO] 2021-01-31 13:08:12 > Step: 600 Progress: 0.2% Elapsed: 0:08:15 temperature: 1.0 ada_p: 0.00155443 Discriminator_loss: 2.68829 Generator_loss: 2.59929
[INFO] 2021-01-31 13:09:34 > Step: 700 Progress: 0.2% Elapsed: 0:09:38 temperature: 1.0 ada_p: 0.0018217 Discriminator_loss: 2.6268 Generator_loss: 1.94938
[INFO] 2021-01-31 13:11:04 > Step: 800 Progress: 0.3% Elapsed: 0:11:08 temperature: 1.0 ada_p: 0.00211968 Discriminator_loss: 2.63614 Generator_loss: 2.12476
[INFO] 2021-01-31 13:12:26 > Step: 900 Progress: 0.3% Elapsed: 0:12:30 temperature: 1.0 ada_p: 0.00240538 Discriminator_loss: 2.3696 Generator_loss: 2.24778
[INFO] 2021-01-31 13:13:49 > Step: 1000 Progress: 0.3% Elapsed: 0:13:53 temperature: 1.0 ada_p: 0.00269722 Discriminator_loss: 2.38497 Generator_loss: 2.65899
[INFO] 2021-01-31 13:15:13 > Step: 1100 Progress: 0.4% Elapsed: 0:15:17 temperature: 1.0 ada_p: 0.0029952 Discriminator_loss: 2.32838 Generator_loss: 2.72847
[INFO] 2021-01-31 13:16:37 > Step: 1200 Progress: 0.4% Elapsed: 0:16:41 temperature: 1.0 ada_p: 0.00329318 Discriminator_loss: 2.33782 Generator_loss: 2.58499
[INFO] 2021-01-31 13:18:01 > Step: 1300 Progress: 0.4% Elapsed: 0:18:05 temperature: 1.0 ada_p: 0.00359731 Discriminator_loss: 2.25771 Generator_loss: 2.24539
[INFO] 2021-01-31 13:19:23 > Step: 1400 Progress: 0.4% Elapsed: 0:19:27 temperature: 1.0 ada_p: 0.00390144 Discriminator_loss: 2.09256 Generator_loss: 2.39941
[INFO] 2021-01-31 13:20:46 > Step: 1500 Progress: 0.5% Elapsed: 0:20:50 temperature: 1.0 ada_p: 0.00420557 Discriminator_loss: 2.18806 Generator_loss: 2.44784
[INFO] 2021-01-31 13:22:09 > Step: 1600 Progress: 0.5% Elapsed: 0:22:13 temperature: 1.0 ada_p: 0.00452198 Discriminator_loss: 2.35352 Generator_loss: 2.8431
[INFO] 2021-01-31 13:23:31 > Step: 1700 Progress: 0.5% Elapsed: 0:23:35 temperature: 1.0 ada_p: 0.0048384 Discriminator_loss: 2.1758 Generator_loss: 2.95476
[INFO] 2021-01-31 13:24:53 > Step: 1800 Progress: 0.6% Elapsed: 0:24:57 temperature: 1.0 ada_p: 0.00517325 Discriminator_loss: 2.24731 Generator_loss: 2.56905
[INFO] 2021-01-31 13:26:11 > Step: 1900 Progress: 0.6% Elapsed: 0:26:15 temperature: 1.0 ada_p: 0.00550195 Discriminator_loss: 2.41058 Generator_loss: 2.39854
[INFO] 2021-01-31 13:27:28 > Step: 2000 Progress: 0.6% Elapsed: 0:27:32 temperature: 1.0 ada_p: 0.00584294 Discriminator_loss: 2.2146 Generator_loss: 3.25435
[INFO] 2021-01-31 13:27:28 > Start Evaluation (2000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 13:27:28 > Calculating FID Score....
[INFO] 2021-01-31 13:27:56 > Calculating Inception Score....
[INFO] 2021-01-31 13:28:13 > Calculate F_beta Score....
[INFO] 2021-01-31 13:29:10 > Calculate Accuracies....
[INFO] 2021-01-31 13:29:17 > Calculate Accuracies....
[INFO] 2021-01-31 13:29:18 > F_8 score (Step: 2000, Using test images): 0.6676294435555243
[INFO] 2021-01-31 13:29:18 > F_1/8 score (Step: 2000, Using test images): 0.8355601824185114
[INFO] 2021-01-31 13:29:18 > FID score (Step: 2000, Using test moments): 52.29681581248644
[INFO] 2021-01-31 13:29:18 > Inception score (Step: 2000, 10000 generated images): 5.3633222579956055
[INFO] 2021-01-31 13:29:18 > Best FID score (Step: 2000, Using test moments): 52.29681581248644
[INFO] 2021-01-31 13:29:19 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 13:30:40 > Step: 2100 Progress: 0.7% Elapsed: 0:30:44 temperature: 1.0 ada_p: 0.00618394 Discriminator_loss: 2.11275 Generator_loss: 2.69427
[INFO] 2021-01-31 13:32:01 > Step: 2200 Progress: 0.7% Elapsed: 0:32:05 temperature: 1.0 ada_p: 0.00652493 Discriminator_loss: 2.23962 Generator_loss: 2.96285
[INFO] 2021-01-31 13:33:23 > Step: 2300 Progress: 0.7% Elapsed: 0:33:27 temperature: 1.0 ada_p: 0.00686592 Discriminator_loss: 2.36691 Generator_loss: 2.47142
[INFO] 2021-01-31 13:34:45 > Step: 2400 Progress: 0.8% Elapsed: 0:34:49 temperature: 1.0 ada_p: 0.00722534 Discriminator_loss: 2.11336 Generator_loss: 2.85863
[INFO] 2021-01-31 13:36:07 > Step: 2500 Progress: 0.8% Elapsed: 0:36:11 temperature: 1.0 ada_p: 0.00759091 Discriminator_loss: 2.15661 Generator_loss: 2.99918
[INFO] 2021-01-31 13:37:29 > Step: 2600 Progress: 0.8% Elapsed: 0:37:33 temperature: 1.0 ada_p: 0.00796262 Discriminator_loss: 2.06039 Generator_loss: 2.87437
[INFO] 2021-01-31 13:38:50 > Step: 2700 Progress: 0.9% Elapsed: 0:38:54 temperature: 1.0 ada_p: 0.00832205 Discriminator_loss: 2.06267 Generator_loss: 2.79591
[INFO] 2021-01-31 13:40:12 > Step: 2800 Progress: 0.9% Elapsed: 0:40:16 temperature: 1.0 ada_p: 0.00866304 Discriminator_loss: 2.10558 Generator_loss: 2.44136
[INFO] 2021-01-31 13:41:33 > Step: 2900 Progress: 0.9% Elapsed: 0:41:37 temperature: 1.0 ada_p: 0.00899174 Discriminator_loss: 2.2414 Generator_loss: 2.63232
[INFO] 2021-01-31 13:42:54 > Step: 3000 Progress: 1.0% Elapsed: 0:42:58 temperature: 1.0 ada_p: 0.00935117 Discriminator_loss: 1.96094 Generator_loss: 2.75973
[INFO] 2021-01-31 13:44:16 > Step: 3100 Progress: 1.0% Elapsed: 0:44:20 temperature: 1.0 ada_p: 0.00971059 Discriminator_loss: 2.20004 Generator_loss: 2.73425
[INFO] 2021-01-31 13:45:38 > Step: 3200 Progress: 1.0% Elapsed: 0:45:42 temperature: 1.0 ada_p: 0.0100823 Discriminator_loss: 2.09328 Generator_loss: 2.891
[INFO] 2021-01-31 13:46:59 > Step: 3300 Progress: 1.1% Elapsed: 0:47:03 temperature: 1.0 ada_p: 0.0104479 Discriminator_loss: 2.21268 Generator_loss: 2.56248
[INFO] 2021-01-31 13:48:23 > Step: 3400 Progress: 1.1% Elapsed: 0:48:27 temperature: 1.0 ada_p: 0.0108257 Discriminator_loss: 2.02262 Generator_loss: 2.43437
[INFO] 2021-01-31 13:49:45 > Step: 3500 Progress: 1.1% Elapsed: 0:49:49 temperature: 1.0 ada_p: 0.0111852 Discriminator_loss: 2.16036 Generator_loss: 2.7815
[INFO] 2021-01-31 13:51:07 > Step: 3600 Progress: 1.2% Elapsed: 0:51:11 temperature: 1.0 ada_p: 0.0115446 Discriminator_loss: 2.14117 Generator_loss: 3.45958
[INFO] 2021-01-31 13:52:28 > Step: 3700 Progress: 1.2% Elapsed: 0:52:32 temperature: 1.0 ada_p: 0.0119163 Discriminator_loss: 2.16667 Generator_loss: 2.938
[INFO] 2021-01-31 13:53:44 > Step: 3800 Progress: 1.2% Elapsed: 0:53:48 temperature: 1.0 ada_p: 0.012288 Discriminator_loss: 2.04444 Generator_loss: 3.25811
[INFO] 2021-01-31 13:55:08 > Step: 3900 Progress: 1.2% Elapsed: 0:55:12 temperature: 1.0 ada_p: 0.0126536 Discriminator_loss: 2.07233 Generator_loss: 2.97752
[INFO] 2021-01-31 13:56:30 > Step: 4000 Progress: 1.3% Elapsed: 0:56:34 temperature: 1.0 ada_p: 0.0130191 Discriminator_loss: 2.01926 Generator_loss: 2.40877
[INFO] 2021-01-31 13:56:30 > Start Evaluation (4000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 13:56:30 > Calculating FID Score....
[INFO] 2021-01-31 13:56:59 > Calculating Inception Score....
[INFO] 2021-01-31 13:57:16 > Calculate F_beta Score....
[INFO] 2021-01-31 13:58:12 > Calculate Accuracies....
[INFO] 2021-01-31 13:58:19 > Calculate Accuracies....
[INFO] 2021-01-31 13:58:20 > F_8 score (Step: 4000, Using test images): 0.7407374553353354
[INFO] 2021-01-31 13:58:20 > F_1/8 score (Step: 4000, Using test images): 0.8100721829753421
[INFO] 2021-01-31 13:58:20 > FID score (Step: 4000, Using test moments): 49.1552516866297
[INFO] 2021-01-31 13:58:21 > Inception score (Step: 4000, 10000 generated images): 6.109753131866455
[INFO] 2021-01-31 13:58:21 > Best FID score (Step: 4000, Using test moments): 49.1552516866297
[INFO] 2021-01-31 13:58:21 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 13:59:50 > Step: 4100 Progress: 1.3% Elapsed: 0:59:54 temperature: 1.0 ada_p: 0.0133908 Discriminator_loss: 2.16532 Generator_loss: 3.37375
[INFO] 2021-01-31 14:01:13 > Step: 4200 Progress: 1.3% Elapsed: 1:01:17 temperature: 1.0 ada_p: 0.013738 Discriminator_loss: 2.03938 Generator_loss: 2.90956
[INFO] 2021-01-31 14:02:36 > Step: 4300 Progress: 1.4% Elapsed: 1:02:40 temperature: 1.0 ada_p: 0.0141097 Discriminator_loss: 2.22159 Generator_loss: 3.19584
[INFO] 2021-01-31 14:03:57 > Step: 4400 Progress: 1.4% Elapsed: 1:04:01 temperature: 1.0 ada_p: 0.0144876 Discriminator_loss: 2.09349 Generator_loss: 2.73357
[INFO] 2021-01-31 14:05:22 > Step: 4500 Progress: 1.4% Elapsed: 1:05:26 temperature: 1.0 ada_p: 0.0148593 Discriminator_loss: 1.92818 Generator_loss: 3.00749
[INFO] 2021-01-31 14:06:44 > Step: 4600 Progress: 1.5% Elapsed: 1:06:48 temperature: 1.0 ada_p: 0.0152433 Discriminator_loss: 2.20721 Generator_loss: 2.64902
[INFO] 2021-01-31 14:08:06 > Step: 4700 Progress: 1.5% Elapsed: 1:08:10 temperature: 1.0 ada_p: 0.0155965 Discriminator_loss: 1.89845 Generator_loss: 2.7957
[INFO] 2021-01-31 14:09:28 > Step: 4800 Progress: 1.5% Elapsed: 1:09:32 temperature: 1.0 ada_p: 0.0159683 Discriminator_loss: 1.95366 Generator_loss: 3.10756
[INFO] 2021-01-31 14:10:50 > Step: 4900 Progress: 1.6% Elapsed: 1:10:54 temperature: 1.0 ada_p: 0.0163461 Discriminator_loss: 1.96187 Generator_loss: 2.87127
[INFO] 2021-01-31 14:12:15 > Step: 5000 Progress: 1.6% Elapsed: 1:12:19 temperature: 1.0 ada_p: 0.0167055 Discriminator_loss: 2.00824 Generator_loss: 3.14035
[INFO] 2021-01-31 14:13:44 > Step: 5100 Progress: 1.6% Elapsed: 1:13:48 temperature: 1.0 ada_p: 0.0170711 Discriminator_loss: 1.87183 Generator_loss: 2.65061
[INFO] 2021-01-31 14:15:13 > Step: 5200 Progress: 1.7% Elapsed: 1:15:17 temperature: 1.0 ada_p: 0.0174428 Discriminator_loss: 2.04827 Generator_loss: 3.69045
[INFO] 2021-01-31 14:16:40 > Step: 5300 Progress: 1.7% Elapsed: 1:16:44 temperature: 1.0 ada_p: 0.0178145 Discriminator_loss: 2.0355 Generator_loss: 2.66191
[INFO] 2021-01-31 14:18:02 > Step: 5400 Progress: 1.7% Elapsed: 1:18:06 temperature: 1.0 ada_p: 0.0181985 Discriminator_loss: 2.05616 Generator_loss: 3.15542
[INFO] 2021-01-31 14:19:27 > Step: 5500 Progress: 1.8% Elapsed: 1:19:31 temperature: 1.0 ada_p: 0.0185702 Discriminator_loss: 2.10936 Generator_loss: 2.35444
[INFO] 2021-01-31 14:20:42 > Step: 5600 Progress: 1.8% Elapsed: 1:20:46 temperature: 1.0 ada_p: 0.018942 Discriminator_loss: 1.91476 Generator_loss: 2.67413
[INFO] 2021-01-31 14:22:05 > Step: 5700 Progress: 1.8% Elapsed: 1:22:09 temperature: 1.0 ada_p: 0.0193137 Discriminator_loss: 1.91735 Generator_loss: 2.60116
[INFO] 2021-01-31 14:23:27 > Step: 5800 Progress: 1.9% Elapsed: 1:23:31 temperature: 1.0 ada_p: 0.0196854 Discriminator_loss: 1.9835 Generator_loss: 2.92529
[INFO] 2021-01-31 14:24:48 > Step: 5900 Progress: 1.9% Elapsed: 1:24:52 temperature: 1.0 ada_p: 0.0200632 Discriminator_loss: 2.03382 Generator_loss: 3.03337
[INFO] 2021-01-31 14:26:11 > Step: 6000 Progress: 1.9% Elapsed: 1:26:15 temperature: 1.0 ada_p: 0.0204411 Discriminator_loss: 1.93189 Generator_loss: 3.40127
[INFO] 2021-01-31 14:26:11 > Start Evaluation (6000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 14:26:11 > Calculating FID Score....
[INFO] 2021-01-31 14:26:39 > Calculating Inception Score....
[INFO] 2021-01-31 14:26:56 > Calculate F_beta Score....
[INFO] 2021-01-31 14:27:53 > Calculate Accuracies....
[INFO] 2021-01-31 14:28:00 > Calculate Accuracies....
[INFO] 2021-01-31 14:28:01 > F_8 score (Step: 6000, Using test images): 0.775794567669521
[INFO] 2021-01-31 14:28:01 > F_1/8 score (Step: 6000, Using test images): 0.8289792127622093
[INFO] 2021-01-31 14:28:01 > FID score (Step: 6000, Using test moments): 44.653473775024906
[INFO] 2021-01-31 14:28:01 > Inception score (Step: 6000, 10000 generated images): 6.747116565704346
[INFO] 2021-01-31 14:28:01 > Best FID score (Step: 6000, Using test moments): 44.653473775024906
[INFO] 2021-01-31 14:28:02 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 14:29:24 > Step: 6100 Progress: 2.0% Elapsed: 1:29:28 temperature: 1.0 ada_p: 0.0208067 Discriminator_loss: 1.88592 Generator_loss: 3.35458
[INFO] 2021-01-31 14:30:47 > Step: 6200 Progress: 2.0% Elapsed: 1:30:51 temperature: 1.0 ada_p: 0.0211722 Discriminator_loss: 1.99749 Generator_loss: 2.82285
[INFO] 2021-01-31 14:32:09 > Step: 6300 Progress: 2.0% Elapsed: 1:32:13 temperature: 1.0 ada_p: 0.0215439 Discriminator_loss: 2.07418 Generator_loss: 2.78559
[INFO] 2021-01-31 14:33:31 > Step: 6400 Progress: 2.0% Elapsed: 1:33:35 temperature: 1.0 ada_p: 0.0219218 Discriminator_loss: 1.84434 Generator_loss: 2.4295
[INFO] 2021-01-31 14:34:59 > Step: 6500 Progress: 2.1% Elapsed: 1:35:03 temperature: 1.0 ada_p: 0.0222996 Discriminator_loss: 2.00536 Generator_loss: 2.69583
[INFO] 2021-01-31 14:36:26 > Step: 6600 Progress: 2.1% Elapsed: 1:36:30 temperature: 1.0 ada_p: 0.0226714 Discriminator_loss: 1.99902 Generator_loss: 2.89164
[INFO] 2021-01-31 14:37:52 > Step: 6700 Progress: 2.1% Elapsed: 1:37:56 temperature: 1.0 ada_p: 0.0230369 Discriminator_loss: 1.98573 Generator_loss: 3.08374
[INFO] 2021-01-31 14:39:21 > Step: 6800 Progress: 2.2% Elapsed: 1:39:25 temperature: 1.0 ada_p: 0.0234148 Discriminator_loss: 2.02024 Generator_loss: 2.88282
[INFO] 2021-01-31 14:40:44 > Step: 6900 Progress: 2.2% Elapsed: 1:40:48 temperature: 1.0 ada_p: 0.0237742 Discriminator_loss: 1.91479 Generator_loss: 2.68851
[INFO] 2021-01-31 14:42:08 > Step: 7000 Progress: 2.2% Elapsed: 1:42:12 temperature: 1.0 ada_p: 0.0241459 Discriminator_loss: 2.04542 Generator_loss: 2.5693
[INFO] 2021-01-31 14:43:38 > Step: 7100 Progress: 2.3% Elapsed: 1:43:42 temperature: 1.0 ada_p: 0.0245176 Discriminator_loss: 1.89061 Generator_loss: 2.98114
[INFO] 2021-01-31 14:45:07 > Step: 7200 Progress: 2.3% Elapsed: 1:45:11 temperature: 1.0 ada_p: 0.0249016 Discriminator_loss: 2.02548 Generator_loss: 2.86223
[INFO] 2021-01-31 14:46:29 > Step: 7300 Progress: 2.3% Elapsed: 1:46:33 temperature: 1.0 ada_p: 0.0252672 Discriminator_loss: 2.05658 Generator_loss: 2.91642
[INFO] 2021-01-31 14:47:46 > Step: 7400 Progress: 2.4% Elapsed: 1:47:50 temperature: 1.0 ada_p: 0.0256389 Discriminator_loss: 1.82729 Generator_loss: 2.98141
[INFO] 2021-01-31 14:49:05 > Step: 7500 Progress: 2.4% Elapsed: 1:49:09 temperature: 1.0 ada_p: 0.0260229 Discriminator_loss: 2.00564 Generator_loss: 2.7835
[INFO] 2021-01-31 14:50:35 > Step: 7600 Progress: 2.4% Elapsed: 1:50:39 temperature: 1.0 ada_p: 0.0264069 Discriminator_loss: 1.9756 Generator_loss: 3.58754
[INFO] 2021-01-31 14:52:01 > Step: 7700 Progress: 2.5% Elapsed: 1:52:05 temperature: 1.0 ada_p: 0.0267786 Discriminator_loss: 1.99408 Generator_loss: 3.21235
[INFO] 2021-01-31 14:53:23 > Step: 7800 Progress: 2.5% Elapsed: 1:53:27 temperature: 1.0 ada_p: 0.0271565 Discriminator_loss: 1.93457 Generator_loss: 3.30182
[INFO] 2021-01-31 14:54:51 > Step: 7900 Progress: 2.5% Elapsed: 1:54:55 temperature: 1.0 ada_p: 0.0275405 Discriminator_loss: 2.07055 Generator_loss: 3.58726
[INFO] 2021-01-31 14:56:19 > Step: 8000 Progress: 2.6% Elapsed: 1:56:23 temperature: 1.0 ada_p: 0.0279183 Discriminator_loss: 1.93025 Generator_loss: 2.45599
[INFO] 2021-01-31 14:56:19 > Start Evaluation (8000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 14:56:19 > Calculating FID Score....
[INFO] 2021-01-31 14:56:47 > Calculating Inception Score....
[INFO] 2021-01-31 14:57:04 > Calculate F_beta Score....
[INFO] 2021-01-31 14:58:02 > Calculate Accuracies....
[INFO] 2021-01-31 14:58:09 > Calculate Accuracies....
[INFO] 2021-01-31 14:58:11 > F_8 score (Step: 8000, Using test images): 0.8660205053642158
[INFO] 2021-01-31 14:58:11 > F_1/8 score (Step: 8000, Using test images): 0.8899381259049902
[INFO] 2021-01-31 14:58:11 > FID score (Step: 8000, Using test moments): 37.51137943341098
[INFO] 2021-01-31 14:58:11 > Inception score (Step: 8000, 10000 generated images): 7.420351982116699
[INFO] 2021-01-31 14:58:11 > Best FID score (Step: 8000, Using test moments): 37.51137943341098
[INFO] 2021-01-31 14:58:11 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 14:59:35 > Step: 8100 Progress: 2.6% Elapsed: 1:59:39 temperature: 1.0 ada_p: 0.0282962 Discriminator_loss: 1.88613 Generator_loss: 2.86788
[INFO] 2021-01-31 15:00:58 > Step: 8200 Progress: 2.6% Elapsed: 2:01:02 temperature: 1.0 ada_p: 0.0286802 Discriminator_loss: 1.91187 Generator_loss: 2.5468
[INFO] 2021-01-31 15:02:20 > Step: 8300 Progress: 2.7% Elapsed: 2:02:24 temperature: 1.0 ada_p: 0.029058 Discriminator_loss: 1.95439 Generator_loss: 2.89856
[INFO] 2021-01-31 15:03:41 > Step: 8400 Progress: 2.7% Elapsed: 2:03:45 temperature: 1.0 ada_p: 0.0294359 Discriminator_loss: 2.03412 Generator_loss: 2.86866
[INFO] 2021-01-31 15:05:14 > Step: 8500 Progress: 2.7% Elapsed: 2:05:18 temperature: 1.0 ada_p: 0.0298138 Discriminator_loss: 2.01647 Generator_loss: 2.79932
[INFO] 2021-01-31 15:06:47 > Step: 8600 Progress: 2.8% Elapsed: 2:06:51 temperature: 1.0 ada_p: 0.0301855 Discriminator_loss: 2.06608 Generator_loss: 3.73155
[INFO] 2021-01-31 15:08:08 > Step: 8700 Progress: 2.8% Elapsed: 2:08:12 temperature: 1.0 ada_p: 0.0305695 Discriminator_loss: 2.04784 Generator_loss: 2.89288
[INFO] 2021-01-31 15:09:39 > Step: 8800 Progress: 2.8% Elapsed: 2:09:43 temperature: 1.0 ada_p: 0.0309412 Discriminator_loss: 2.04844 Generator_loss: 3.11931
[INFO] 2021-01-31 15:11:01 > Step: 8900 Progress: 2.8% Elapsed: 2:11:05 temperature: 1.0 ada_p: 0.031319 Discriminator_loss: 2.0285 Generator_loss: 2.84832
[INFO] 2021-01-31 15:12:22 > Step: 9000 Progress: 2.9% Elapsed: 2:12:26 temperature: 1.0 ada_p: 0.0316969 Discriminator_loss: 1.89027 Generator_loss: 2.63201
[INFO] 2021-01-31 15:13:45 > Step: 9100 Progress: 2.9% Elapsed: 2:13:49 temperature: 1.0 ada_p: 0.0320748 Discriminator_loss: 2.13067 Generator_loss: 3.21179
[INFO] 2021-01-31 15:14:56 > Step: 9200 Progress: 2.9% Elapsed: 2:15:00 temperature: 1.0 ada_p: 0.0324526 Discriminator_loss: 2.01755 Generator_loss: 2.62964
[INFO] 2021-01-31 15:16:17 > Step: 9300 Progress: 3.0% Elapsed: 2:16:21 temperature: 1.0 ada_p: 0.0328243 Discriminator_loss: 1.9329 Generator_loss: 3.17385
[INFO] 2021-01-31 15:17:47 > Step: 9400 Progress: 3.0% Elapsed: 2:17:51 temperature: 1.0 ada_p: 0.0332022 Discriminator_loss: 1.99082 Generator_loss: 2.72492
[INFO] 2021-01-31 15:19:09 > Step: 9500 Progress: 3.0% Elapsed: 2:19:13 temperature: 1.0 ada_p: 0.0335739 Discriminator_loss: 2.00237 Generator_loss: 2.5104
[INFO] 2021-01-31 15:20:31 > Step: 9600 Progress: 3.1% Elapsed: 2:20:35 temperature: 1.0 ada_p: 0.0339579 Discriminator_loss: 1.9181 Generator_loss: 2.86442
[INFO] 2021-01-31 15:21:56 > Step: 9700 Progress: 3.1% Elapsed: 2:22:00 temperature: 1.0 ada_p: 0.0343357 Discriminator_loss: 1.99241 Generator_loss: 2.43368
[INFO] 2021-01-31 15:23:22 > Step: 9800 Progress: 3.1% Elapsed: 2:23:26 temperature: 1.0 ada_p: 0.0347197 Discriminator_loss: 1.88704 Generator_loss: 3.00612
[INFO] 2021-01-31 15:24:44 > Step: 9900 Progress: 3.2% Elapsed: 2:24:48 temperature: 1.0 ada_p: 0.0351037 Discriminator_loss: 2.04778 Generator_loss: 2.71725
[INFO] 2021-01-31 15:26:08 > Step: 10000 Progress: 3.2% Elapsed: 2:26:12 temperature: 1.0 ada_p: 0.0354816 Discriminator_loss: 1.98298 Generator_loss: 2.8687
[INFO] 2021-01-31 15:26:08 > Start Evaluation (10000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 15:26:08 > Calculating FID Score....
[INFO] 2021-01-31 15:26:36 > Calculating Inception Score....
[INFO] 2021-01-31 15:26:53 > Calculate F_beta Score....
[INFO] 2021-01-31 15:27:50 > Calculate Accuracies....
[INFO] 2021-01-31 15:27:57 > Calculate Accuracies....
[INFO] 2021-01-31 15:27:59 > F_8 score (Step: 10000, Using test images): 0.9091665419812817
[INFO] 2021-01-31 15:27:59 > F_1/8 score (Step: 10000, Using test images): 0.9469733887280436
[INFO] 2021-01-31 15:27:59 > FID score (Step: 10000, Using test moments): 31.53847156143115
[INFO] 2021-01-31 15:27:59 > Inception score (Step: 10000, 10000 generated images): 7.878918170928955
[INFO] 2021-01-31 15:27:59 > Best FID score (Step: 10000, Using test moments): 31.53847156143115
[INFO] 2021-01-31 15:28:00 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 15:29:21 > Step: 10100 Progress: 3.2% Elapsed: 2:29:25 temperature: 1.0 ada_p: 0.0358595 Discriminator_loss: 2.28405 Generator_loss: 3.7347
[INFO] 2021-01-31 15:30:43 > Step: 10200 Progress: 3.3% Elapsed: 2:30:47 temperature: 1.0 ada_p: 0.0362373 Discriminator_loss: 2.21321 Generator_loss: 2.55546
[INFO] 2021-01-31 15:32:04 > Step: 10300 Progress: 3.3% Elapsed: 2:32:08 temperature: 1.0 ada_p: 0.036609 Discriminator_loss: 1.8573 Generator_loss: 3.05354
[INFO] 2021-01-31 15:33:35 > Step: 10400 Progress: 3.3% Elapsed: 2:33:39 temperature: 1.0 ada_p: 0.0369869 Discriminator_loss: 1.90036 Generator_loss: 2.68477
[INFO] 2021-01-31 15:35:04 > Step: 10500 Progress: 3.4% Elapsed: 2:35:08 temperature: 1.0 ada_p: 0.0373709 Discriminator_loss: 2.11509 Generator_loss: 3.08365
[INFO] 2021-01-31 15:36:37 > Step: 10600 Progress: 3.4% Elapsed: 2:36:41 temperature: 1.0 ada_p: 0.0377426 Discriminator_loss: 2.1463 Generator_loss: 2.90098
[INFO] 2021-01-31 15:38:03 > Step: 10700 Progress: 3.4% Elapsed: 2:38:07 temperature: 1.0 ada_p: 0.0381266 Discriminator_loss: 1.98808 Generator_loss: 3.19063
[INFO] 2021-01-31 15:39:25 > Step: 10800 Progress: 3.5% Elapsed: 2:39:29 temperature: 1.0 ada_p: 0.0385044 Discriminator_loss: 2.01937 Generator_loss: 3.11438
[INFO] 2021-01-31 15:40:48 > Step: 10900 Progress: 3.5% Elapsed: 2:40:52 temperature: 1.0 ada_p: 0.0388884 Discriminator_loss: 1.97285 Generator_loss: 2.82659
[INFO] 2021-01-31 15:42:04 > Step: 11000 Progress: 3.5% Elapsed: 2:42:08 temperature: 1.0 ada_p: 0.0392724 Discriminator_loss: 2.15651 Generator_loss: 2.52645
[INFO] 2021-01-31 15:43:23 > Step: 11100 Progress: 3.6% Elapsed: 2:43:27 temperature: 1.0 ada_p: 0.0396503 Discriminator_loss: 1.87077 Generator_loss: 3.03318
[INFO] 2021-01-31 15:44:51 > Step: 11200 Progress: 3.6% Elapsed: 2:44:55 temperature: 1.0 ada_p: 0.0400343 Discriminator_loss: 2.09916 Generator_loss: 2.61809
[INFO] 2021-01-31 15:46:13 > Step: 11300 Progress: 3.6% Elapsed: 2:46:17 temperature: 1.0 ada_p: 0.0404122 Discriminator_loss: 1.98625 Generator_loss: 3.13734
[INFO] 2021-01-31 15:47:34 > Step: 11400 Progress: 3.6% Elapsed: 2:47:38 temperature: 1.0 ada_p: 0.04079 Discriminator_loss: 1.94463 Generator_loss: 3.10363
[INFO] 2021-01-31 15:48:57 > Step: 11500 Progress: 3.7% Elapsed: 2:49:01 temperature: 1.0 ada_p: 0.0411679 Discriminator_loss: 1.9986 Generator_loss: 3.17635
[INFO] 2021-01-31 15:50:20 > Step: 11600 Progress: 3.7% Elapsed: 2:50:24 temperature: 1.0 ada_p: 0.0415519 Discriminator_loss: 1.88714 Generator_loss: 3.0432
[INFO] 2021-01-31 15:51:43 > Step: 11700 Progress: 3.7% Elapsed: 2:51:47 temperature: 1.0 ada_p: 0.0419297 Discriminator_loss: 1.9062 Generator_loss: 3.10876
[INFO] 2021-01-31 15:53:06 > Step: 11800 Progress: 3.8% Elapsed: 2:53:10 temperature: 1.0 ada_p: 0.0423137 Discriminator_loss: 1.90024 Generator_loss: 3.18714
[INFO] 2021-01-31 15:54:32 > Step: 11900 Progress: 3.8% Elapsed: 2:54:36 temperature: 1.0 ada_p: 0.0426916 Discriminator_loss: 1.9291 Generator_loss: 2.89736
[INFO] 2021-01-31 15:56:01 > Step: 12000 Progress: 3.8% Elapsed: 2:56:05 temperature: 1.0 ada_p: 0.0430756 Discriminator_loss: 1.85256 Generator_loss: 3.12743
[INFO] 2021-01-31 15:56:01 > Start Evaluation (12000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 15:56:01 > Calculating FID Score....
[INFO] 2021-01-31 15:56:29 > Calculating Inception Score....
[INFO] 2021-01-31 15:56:46 > Calculate F_beta Score....
[INFO] 2021-01-31 15:57:42 > Calculate Accuracies....
[INFO] 2021-01-31 15:57:49 > Calculate Accuracies....
[INFO] 2021-01-31 15:57:51 > F_8 score (Step: 12000, Using test images): 0.9128996434259327
[INFO] 2021-01-31 15:57:51 > F_1/8 score (Step: 12000, Using test images): 0.9592353368276165
[INFO] 2021-01-31 15:57:51 > FID score (Step: 12000, Using test moments): 26.750351296735175
[INFO] 2021-01-31 15:57:51 > Inception score (Step: 12000, 10000 generated images): 8.293816566467285
[INFO] 2021-01-31 15:57:51 > Best FID score (Step: 12000, Using test moments): 26.750351296735175
[INFO] 2021-01-31 15:57:52 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 15:59:17 > Step: 12100 Progress: 3.9% Elapsed: 2:59:21 temperature: 1.0 ada_p: 0.0434596 Discriminator_loss: 1.89052 Generator_loss: 2.78536
[INFO] 2021-01-31 16:00:47 > Step: 12200 Progress: 3.9% Elapsed: 3:00:51 temperature: 1.0 ada_p: 0.0438436 Discriminator_loss: 1.98416 Generator_loss: 2.39208
[INFO] 2021-01-31 16:02:09 > Step: 12300 Progress: 3.9% Elapsed: 3:02:13 temperature: 1.0 ada_p: 0.0442214 Discriminator_loss: 1.88504 Generator_loss: 2.95701
[INFO] 2021-01-31 16:03:32 > Step: 12400 Progress: 4.0% Elapsed: 3:03:36 temperature: 1.0 ada_p: 0.0445993 Discriminator_loss: 1.87096 Generator_loss: 2.98463
[INFO] 2021-01-31 16:05:00 > Step: 12500 Progress: 4.0% Elapsed: 3:05:04 temperature: 1.0 ada_p: 0.0449833 Discriminator_loss: 2.08208 Generator_loss: 2.9694
[INFO] 2021-01-31 16:06:23 > Step: 12600 Progress: 4.0% Elapsed: 3:06:27 temperature: 1.0 ada_p: 0.0453612 Discriminator_loss: 1.94438 Generator_loss: 2.83815
[INFO] 2021-01-31 16:07:45 > Step: 12700 Progress: 4.1% Elapsed: 3:07:49 temperature: 1.0 ada_p: 0.0457452 Discriminator_loss: 1.89138 Generator_loss: 2.39373
[INFO] 2021-01-31 16:09:02 > Step: 12800 Progress: 4.1% Elapsed: 3:09:06 temperature: 1.0 ada_p: 0.046123 Discriminator_loss: 2.02986 Generator_loss: 3.02866
[INFO] 2021-01-31 16:10:24 > Step: 12900 Progress: 4.1% Elapsed: 3:10:28 temperature: 1.0 ada_p: 0.0465009 Discriminator_loss: 2.05808 Generator_loss: 2.70266
[INFO] 2021-01-31 16:11:51 > Step: 13000 Progress: 4.2% Elapsed: 3:11:54 temperature: 1.0 ada_p: 0.0468849 Discriminator_loss: 2.01731 Generator_loss: 3.70791
[INFO] 2021-01-31 16:13:18 > Step: 13100 Progress: 4.2% Elapsed: 3:13:22 temperature: 1.0 ada_p: 0.0472689 Discriminator_loss: 2.02406 Generator_loss: 3.13567
[INFO] 2021-01-31 16:14:41 > Step: 13200 Progress: 4.2% Elapsed: 3:14:45 temperature: 1.0 ada_p: 0.0476529 Discriminator_loss: 2.10249 Generator_loss: 3.09451
[INFO] 2021-01-31 16:16:03 > Step: 13300 Progress: 4.3% Elapsed: 3:16:07 temperature: 1.0 ada_p: 0.0480307 Discriminator_loss: 2.04149 Generator_loss: 2.95228
[INFO] 2021-01-31 16:17:27 > Step: 13400 Progress: 4.3% Elapsed: 3:17:31 temperature: 1.0 ada_p: 0.0484147 Discriminator_loss: 1.92914 Generator_loss: 3.18349
[INFO] 2021-01-31 16:18:51 > Step: 13500 Progress: 4.3% Elapsed: 3:18:55 temperature: 1.0 ada_p: 0.0487926 Discriminator_loss: 2.08082 Generator_loss: 2.15918
[INFO] 2021-01-31 16:20:14 > Step: 13600 Progress: 4.4% Elapsed: 3:20:18 temperature: 1.0 ada_p: 0.0491766 Discriminator_loss: 2.04068 Generator_loss: 2.98164
[INFO] 2021-01-31 16:21:36 > Step: 13700 Progress: 4.4% Elapsed: 3:21:40 temperature: 1.0 ada_p: 0.0495483 Discriminator_loss: 1.90131 Generator_loss: 3.18587
[INFO] 2021-01-31 16:22:59 > Step: 13800 Progress: 4.4% Elapsed: 3:23:03 temperature: 1.0 ada_p: 0.0499261 Discriminator_loss: 1.89426 Generator_loss: 3.12581
[INFO] 2021-01-31 16:24:21 > Step: 13900 Progress: 4.4% Elapsed: 3:24:25 temperature: 1.0 ada_p: 0.0503101 Discriminator_loss: 1.90446 Generator_loss: 3.13249
[INFO] 2021-01-31 16:25:46 > Step: 14000 Progress: 4.5% Elapsed: 3:25:50 temperature: 1.0 ada_p: 0.0506941 Discriminator_loss: 2.08996 Generator_loss: 3.45955
[INFO] 2021-01-31 16:25:46 > Start Evaluation (14000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 16:25:46 > Calculating FID Score....
[INFO] 2021-01-31 16:26:14 > Calculating Inception Score....
[INFO] 2021-01-31 16:26:31 > Calculate F_beta Score....
[INFO] 2021-01-31 16:27:27 > Calculate Accuracies....
[INFO] 2021-01-31 16:27:34 > Calculate Accuracies....
[INFO] 2021-01-31 16:27:35 > F_8 score (Step: 14000, Using test images): 0.9324435699662997
[INFO] 2021-01-31 16:27:35 > F_1/8 score (Step: 14000, Using test images): 0.9680168620684942
[INFO] 2021-01-31 16:27:35 > FID score (Step: 14000, Using test moments): 23.030711122207435
[INFO] 2021-01-31 16:27:35 > Inception score (Step: 14000, 10000 generated images): 8.446372985839844
[INFO] 2021-01-31 16:27:35 > Best FID score (Step: 14000, Using test moments): 23.030711122207435
[INFO] 2021-01-31 16:27:36 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 16:29:02 > Step: 14100 Progress: 4.5% Elapsed: 3:29:06 temperature: 1.0 ada_p: 0.051072 Discriminator_loss: 2.05573 Generator_loss: 2.99146
[INFO] 2021-01-31 16:30:31 > Step: 14200 Progress: 4.5% Elapsed: 3:30:35 temperature: 1.0 ada_p: 0.051456 Discriminator_loss: 2.00037 Generator_loss: 3.12681
[INFO] 2021-01-31 16:31:55 > Step: 14300 Progress: 4.6% Elapsed: 3:31:59 temperature: 1.0 ada_p: 0.05184 Discriminator_loss: 1.8474 Generator_loss: 3.5344
[INFO] 2021-01-31 16:33:18 > Step: 14400 Progress: 4.6% Elapsed: 3:33:22 temperature: 1.0 ada_p: 0.0522179 Discriminator_loss: 1.95551 Generator_loss: 2.64234
[INFO] 2021-01-31 16:34:40 > Step: 14500 Progress: 4.6% Elapsed: 3:34:44 temperature: 1.0 ada_p: 0.0526019 Discriminator_loss: 1.90464 Generator_loss: 3.07508
[INFO] 2021-01-31 16:35:58 > Step: 14600 Progress: 4.7% Elapsed: 3:36:02 temperature: 1.0 ada_p: 0.0529859 Discriminator_loss: 2.03268 Generator_loss: 2.67387
[INFO] 2021-01-31 16:37:18 > Step: 14700 Progress: 4.7% Elapsed: 3:37:22 temperature: 1.0 ada_p: 0.0533637 Discriminator_loss: 1.97118 Generator_loss: 2.84412
[INFO] 2021-01-31 16:38:41 > Step: 14800 Progress: 4.7% Elapsed: 3:38:45 temperature: 1.0 ada_p: 0.0537477 Discriminator_loss: 1.89056 Generator_loss: 3.53725
[INFO] 2021-01-31 16:40:02 > Step: 14900 Progress: 4.8% Elapsed: 3:40:06 temperature: 1.0 ada_p: 0.0541256 Discriminator_loss: 2.06717 Generator_loss: 3.01391
[INFO] 2021-01-31 16:41:24 > Step: 15000 Progress: 4.8% Elapsed: 3:41:28 temperature: 1.0 ada_p: 0.0545034 Discriminator_loss: 1.92928 Generator_loss: 2.35437
[INFO] 2021-01-31 16:42:49 > Step: 15100 Progress: 4.8% Elapsed: 3:42:53 temperature: 1.0 ada_p: 0.0548874 Discriminator_loss: 2.13854 Generator_loss: 2.54395
[INFO] 2021-01-31 16:44:17 > Step: 15200 Progress: 4.9% Elapsed: 3:44:21 temperature: 1.0 ada_p: 0.0552714 Discriminator_loss: 1.97147 Generator_loss: 2.21829
[INFO] 2021-01-31 16:45:39 > Step: 15300 Progress: 4.9% Elapsed: 3:45:43 temperature: 1.0 ada_p: 0.0556554 Discriminator_loss: 1.9274 Generator_loss: 2.79028
[INFO] 2021-01-31 16:47:02 > Step: 15400 Progress: 4.9% Elapsed: 3:47:06 temperature: 1.0 ada_p: 0.0560394 Discriminator_loss: 1.90688 Generator_loss: 2.70353
[INFO] 2021-01-31 16:48:28 > Step: 15500 Progress: 5.0% Elapsed: 3:48:32 temperature: 1.0 ada_p: 0.0564173 Discriminator_loss: 1.9821 Generator_loss: 3.44548
[INFO] 2021-01-31 16:49:53 > Step: 15600 Progress: 5.0% Elapsed: 3:49:57 temperature: 1.0 ada_p: 0.0567951 Discriminator_loss: 1.90115 Generator_loss: 3.13668
[INFO] 2021-01-31 16:51:16 > Step: 15700 Progress: 5.0% Elapsed: 3:51:20 temperature: 1.0 ada_p: 0.057173 Discriminator_loss: 2.06796 Generator_loss: 3.18875
[INFO] 2021-01-31 16:52:39 > Step: 15800 Progress: 5.1% Elapsed: 3:52:43 temperature: 1.0 ada_p: 0.057557 Discriminator_loss: 2.13679 Generator_loss: 3.2472
[INFO] 2021-01-31 16:54:00 > Step: 15900 Progress: 5.1% Elapsed: 3:54:04 temperature: 1.0 ada_p: 0.0579348 Discriminator_loss: 1.89469 Generator_loss: 3.11642
[INFO] 2021-01-31 16:55:23 > Step: 16000 Progress: 5.1% Elapsed: 3:55:27 temperature: 1.0 ada_p: 0.0583188 Discriminator_loss: 2.22025 Generator_loss: 2.27458
[INFO] 2021-01-31 16:55:23 > Start Evaluation (16000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 16:55:23 > Calculating FID Score....
[INFO] 2021-01-31 16:55:51 > Calculating Inception Score....
[INFO] 2021-01-31 16:56:08 > Calculate F_beta Score....
[INFO] 2021-01-31 16:57:04 > Calculate Accuracies....
[INFO] 2021-01-31 16:57:11 > Calculate Accuracies....
[INFO] 2021-01-31 16:57:12 > F_8 score (Step: 16000, Using test images): 0.9392879728117655
[INFO] 2021-01-31 16:57:12 > F_1/8 score (Step: 16000, Using test images): 0.9710067861963505
[INFO] 2021-01-31 16:57:12 > FID score (Step: 16000, Using test moments): 20.476300346077096
[INFO] 2021-01-31 16:57:12 > Inception score (Step: 16000, 10000 generated images): 8.839048385620117
[INFO] 2021-01-31 16:57:12 > Best FID score (Step: 16000, Using test moments): 20.476300346077096
[INFO] 2021-01-31 16:57:13 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 16:58:37 > Step: 16100 Progress: 5.2% Elapsed: 3:58:41 temperature: 1.0 ada_p: 0.0587028 Discriminator_loss: 2.06565 Generator_loss: 2.82241
[INFO] 2021-01-31 17:00:00 > Step: 16200 Progress: 5.2% Elapsed: 4:00:03 temperature: 1.0 ada_p: 0.0590868 Discriminator_loss: 1.82267 Generator_loss: 2.8863
[INFO] 2021-01-31 17:01:25 > Step: 16300 Progress: 5.2% Elapsed: 4:01:29 temperature: 1.0 ada_p: 0.0594708 Discriminator_loss: 2.13609 Generator_loss: 2.57176
[INFO] 2021-01-31 17:02:44 > Step: 16400 Progress: 5.2% Elapsed: 4:02:48 temperature: 1.0 ada_p: 0.0598548 Discriminator_loss: 1.90187 Generator_loss: 3.04706
[INFO] 2021-01-31 17:04:01 > Step: 16500 Progress: 5.3% Elapsed: 4:04:05 temperature: 1.0 ada_p: 0.0602388 Discriminator_loss: 1.97013 Generator_loss: 3.08599
[INFO] 2021-01-31 17:05:24 > Step: 16600 Progress: 5.3% Elapsed: 4:05:28 temperature: 1.0 ada_p: 0.0606228 Discriminator_loss: 2.02173 Generator_loss: 2.8548
[INFO] 2021-01-31 17:06:45 > Step: 16700 Progress: 5.3% Elapsed: 4:06:49 temperature: 1.0 ada_p: 0.0610068 Discriminator_loss: 2.02811 Generator_loss: 3.08344
[INFO] 2021-01-31 17:08:08 > Step: 16800 Progress: 5.4% Elapsed: 4:08:12 temperature: 1.0 ada_p: 0.0613908 Discriminator_loss: 2.19315 Generator_loss: 3.06432
[INFO] 2021-01-31 17:09:29 > Step: 16900 Progress: 5.4% Elapsed: 4:09:33 temperature: 1.0 ada_p: 0.0617687 Discriminator_loss: 2.02151 Generator_loss: 2.76263
[INFO] 2021-01-31 17:10:51 > Step: 17000 Progress: 5.4% Elapsed: 4:10:55 temperature: 1.0 ada_p: 0.0621466 Discriminator_loss: 2.05357 Generator_loss: 2.91316
[INFO] 2021-01-31 17:12:14 > Step: 17100 Progress: 5.5% Elapsed: 4:12:18 temperature: 1.0 ada_p: 0.0625244 Discriminator_loss: 1.98066 Generator_loss: 3.21667
[INFO] 2021-01-31 17:13:37 > Step: 17200 Progress: 5.5% Elapsed: 4:13:41 temperature: 1.0 ada_p: 0.0629084 Discriminator_loss: 1.94165 Generator_loss: 3.0736
[INFO] 2021-01-31 17:15:01 > Step: 17300 Progress: 5.5% Elapsed: 4:15:05 temperature: 1.0 ada_p: 0.0632924 Discriminator_loss: 1.9138 Generator_loss: 3.005
[INFO] 2021-01-31 17:16:24 > Step: 17400 Progress: 5.6% Elapsed: 4:16:28 temperature: 1.0 ada_p: 0.0636764 Discriminator_loss: 2.03813 Generator_loss: 3.63223
[INFO] 2021-01-31 17:17:46 > Step: 17500 Progress: 5.6% Elapsed: 4:17:50 temperature: 1.0 ada_p: 0.0640543 Discriminator_loss: 1.93102 Generator_loss: 2.707
[INFO] 2021-01-31 17:19:09 > Step: 17600 Progress: 5.6% Elapsed: 4:19:13 temperature: 1.0 ada_p: 0.0644383 Discriminator_loss: 2.15498 Generator_loss: 2.59019
[INFO] 2021-01-31 17:20:31 > Step: 17700 Progress: 5.7% Elapsed: 4:20:35 temperature: 1.0 ada_p: 0.0648161 Discriminator_loss: 1.96742 Generator_loss: 2.87723
[INFO] 2021-01-31 17:21:53 > Step: 17800 Progress: 5.7% Elapsed: 4:21:57 temperature: 1.0 ada_p: 0.0652001 Discriminator_loss: 2.01178 Generator_loss: 2.96931
[INFO] 2021-01-31 17:23:15 > Step: 17900 Progress: 5.7% Elapsed: 4:23:19 temperature: 1.0 ada_p: 0.065578 Discriminator_loss: 1.9931 Generator_loss: 2.87198
[INFO] 2021-01-31 17:24:39 > Step: 18000 Progress: 5.8% Elapsed: 4:24:43 temperature: 1.0 ada_p: 0.0659558 Discriminator_loss: 1.98953 Generator_loss: 2.92636
[INFO] 2021-01-31 17:24:39 > Start Evaluation (18000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 17:24:39 > Calculating FID Score....
[INFO] 2021-01-31 17:25:07 > Calculating Inception Score....
[INFO] 2021-01-31 17:25:24 > Calculate F_beta Score....
[INFO] 2021-01-31 17:26:21 > Calculate Accuracies....
[INFO] 2021-01-31 17:26:27 > Calculate Accuracies....
[INFO] 2021-01-31 17:26:29 > F_8 score (Step: 18000, Using test images): 0.9325397484785022
[INFO] 2021-01-31 17:26:29 > F_1/8 score (Step: 18000, Using test images): 0.9754536559619766
[INFO] 2021-01-31 17:26:29 > FID score (Step: 18000, Using test moments): 18.596623568359234
[INFO] 2021-01-31 17:26:29 > Inception score (Step: 18000, 10000 generated images): 8.964777946472168
[INFO] 2021-01-31 17:26:29 > Best FID score (Step: 18000, Using test moments): 18.596623568359234
[INFO] 2021-01-31 17:26:30 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 17:27:53 > Step: 18100 Progress: 5.8% Elapsed: 4:27:57 temperature: 1.0 ada_p: 0.0663337 Discriminator_loss: 2.00299 Generator_loss: 2.97477
[INFO] 2021-01-31 17:29:18 > Step: 18200 Progress: 5.8% Elapsed: 4:29:22 temperature: 1.0 ada_p: 0.0667177 Discriminator_loss: 1.99102 Generator_loss: 2.88726
[INFO] 2021-01-31 17:30:35 > Step: 18300 Progress: 5.9% Elapsed: 4:30:39 temperature: 1.0 ada_p: 0.0670956 Discriminator_loss: 1.96936 Generator_loss: 3.29628
[INFO] 2021-01-31 17:31:54 > Step: 18400 Progress: 5.9% Elapsed: 4:31:58 temperature: 1.0 ada_p: 0.0674796 Discriminator_loss: 1.86194 Generator_loss: 2.84373
[INFO] 2021-01-31 17:33:17 > Step: 18500 Progress: 5.9% Elapsed: 4:33:21 temperature: 1.0 ada_p: 0.0678636 Discriminator_loss: 1.96824 Generator_loss: 2.87197
[INFO] 2021-01-31 17:34:41 > Step: 18600 Progress: 6.0% Elapsed: 4:34:45 temperature: 1.0 ada_p: 0.0682476 Discriminator_loss: 1.97947 Generator_loss: 2.62351
[INFO] 2021-01-31 17:36:06 > Step: 18700 Progress: 6.0% Elapsed: 4:36:10 temperature: 1.0 ada_p: 0.0686316 Discriminator_loss: 1.88928 Generator_loss: 2.71924
[INFO] 2021-01-31 17:37:29 > Step: 18800 Progress: 6.0% Elapsed: 4:37:33 temperature: 1.0 ada_p: 0.0690156 Discriminator_loss: 1.99965 Generator_loss: 2.90788
[INFO] 2021-01-31 17:38:54 > Step: 18900 Progress: 6.0% Elapsed: 4:38:58 temperature: 1.0 ada_p: 0.0693996 Discriminator_loss: 1.97357 Generator_loss: 3.26622
[INFO] 2021-01-31 17:40:17 > Step: 19000 Progress: 6.1% Elapsed: 4:40:21 temperature: 1.0 ada_p: 0.0697836 Discriminator_loss: 1.91142 Generator_loss: 2.91074
[INFO] 2021-01-31 17:41:41 > Step: 19100 Progress: 6.1% Elapsed: 4:41:45 temperature: 1.0 ada_p: 0.0701676 Discriminator_loss: 1.99289 Generator_loss: 3.35305
[INFO] 2021-01-31 17:43:03 > Step: 19200 Progress: 6.1% Elapsed: 4:43:07 temperature: 1.0 ada_p: 0.0705454 Discriminator_loss: 1.99364 Generator_loss: 3.47111
[INFO] 2021-01-31 17:44:28 > Step: 19300 Progress: 6.2% Elapsed: 4:44:32 temperature: 1.0 ada_p: 0.0709233 Discriminator_loss: 2.10127 Generator_loss: 2.56219
[INFO] 2021-01-31 17:45:51 > Step: 19400 Progress: 6.2% Elapsed: 4:45:55 temperature: 1.0 ada_p: 0.0713011 Discriminator_loss: 2.12571 Generator_loss: 3.13877
[INFO] 2021-01-31 17:47:12 > Step: 19500 Progress: 6.2% Elapsed: 4:47:16 temperature: 1.0 ada_p: 0.071679 Discriminator_loss: 2.12441 Generator_loss: 3.37017
[INFO] 2021-01-31 17:48:35 > Step: 19600 Progress: 6.3% Elapsed: 4:48:39 temperature: 1.0 ada_p: 0.072063 Discriminator_loss: 1.8783 Generator_loss: 2.55597
[INFO] 2021-01-31 17:50:01 > Step: 19700 Progress: 6.3% Elapsed: 4:50:05 temperature: 1.0 ada_p: 0.072447 Discriminator_loss: 1.94597 Generator_loss: 2.70314
[INFO] 2021-01-31 17:51:23 > Step: 19800 Progress: 6.3% Elapsed: 4:51:27 temperature: 1.0 ada_p: 0.072831 Discriminator_loss: 2.05225 Generator_loss: 2.64908
[INFO] 2021-01-31 17:52:46 > Step: 19900 Progress: 6.4% Elapsed: 4:52:50 temperature: 1.0 ada_p: 0.073215 Discriminator_loss: 2.11273 Generator_loss: 2.58799
[INFO] 2021-01-31 17:54:09 > Step: 20000 Progress: 6.4% Elapsed: 4:54:13 temperature: 1.0 ada_p: 0.073599 Discriminator_loss: 1.97344 Generator_loss: 3.3299
[INFO] 2021-01-31 17:54:09 > Start Evaluation (20000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 17:54:09 > Calculating FID Score....
[INFO] 2021-01-31 17:54:37 > Calculating Inception Score....
[INFO] 2021-01-31 17:54:54 > Calculate F_beta Score....
[INFO] 2021-01-31 17:55:50 > Calculate Accuracies....
[INFO] 2021-01-31 17:55:56 > Calculate Accuracies....
[INFO] 2021-01-31 17:55:58 > F_8 score (Step: 20000, Using test images): 0.9478198351027246
[INFO] 2021-01-31 17:55:58 > F_1/8 score (Step: 20000, Using test images): 0.984134307211704
[INFO] 2021-01-31 17:55:58 > FID score (Step: 20000, Using test moments): 17.32194572852353
[INFO] 2021-01-31 17:55:58 > Inception score (Step: 20000, 10000 generated images): 8.850072860717773
[INFO] 2021-01-31 17:55:58 > Best FID score (Step: 20000, Using test moments): 17.32194572852353
[INFO] 2021-01-31 17:55:59 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 17:57:17 > Step: 20100 Progress: 6.4% Elapsed: 4:57:21 temperature: 1.0 ada_p: 0.0739768 Discriminator_loss: 2.02629 Generator_loss: 2.92582
[INFO] 2021-01-31 17:58:36 > Step: 20200 Progress: 6.5% Elapsed: 4:58:40 temperature: 1.0 ada_p: 0.0743608 Discriminator_loss: 1.97666 Generator_loss: 2.97004
[INFO] 2021-01-31 17:59:58 > Step: 20300 Progress: 6.5% Elapsed: 5:00:02 temperature: 1.0 ada_p: 0.0747448 Discriminator_loss: 1.96686 Generator_loss: 2.46553
[INFO] 2021-01-31 18:01:22 > Step: 20400 Progress: 6.5% Elapsed: 5:01:26 temperature: 1.0 ada_p: 0.0751288 Discriminator_loss: 2.03487 Generator_loss: 2.99812
[INFO] 2021-01-31 18:02:44 > Step: 20500 Progress: 6.6% Elapsed: 5:02:48 temperature: 1.0 ada_p: 0.0755067 Discriminator_loss: 1.9303 Generator_loss: 3.00309
[INFO] 2021-01-31 18:04:06 > Step: 20600 Progress: 6.6% Elapsed: 5:04:10 temperature: 1.0 ada_p: 0.0758907 Discriminator_loss: 2.1626 Generator_loss: 2.87965
[INFO] 2021-01-31 18:05:29 > Step: 20700 Progress: 6.6% Elapsed: 5:05:33 temperature: 1.0 ada_p: 0.0762747 Discriminator_loss: 1.91758 Generator_loss: 2.90821
[INFO] 2021-01-31 18:06:51 > Step: 20800 Progress: 6.7% Elapsed: 5:06:55 temperature: 1.0 ada_p: 0.0766525 Discriminator_loss: 2.01852 Generator_loss: 2.95452
[INFO] 2021-01-31 18:08:12 > Step: 20900 Progress: 6.7% Elapsed: 5:08:16 temperature: 1.0 ada_p: 0.0770365 Discriminator_loss: 1.99101 Generator_loss: 2.75903
[INFO] 2021-01-31 18:09:37 > Step: 21000 Progress: 6.7% Elapsed: 5:09:41 temperature: 1.0 ada_p: 0.0774144 Discriminator_loss: 1.9923 Generator_loss: 2.84357
[INFO] 2021-01-31 18:11:01 > Step: 21100 Progress: 6.8% Elapsed: 5:11:05 temperature: 1.0 ada_p: 0.0777923 Discriminator_loss: 1.95257 Generator_loss: 2.61079
[INFO] 2021-01-31 18:12:29 > Step: 21200 Progress: 6.8% Elapsed: 5:12:33 temperature: 1.0 ada_p: 0.0781763 Discriminator_loss: 2.0475 Generator_loss: 3.14438
[INFO] 2021-01-31 18:13:51 > Step: 21300 Progress: 6.8% Elapsed: 5:13:55 temperature: 1.0 ada_p: 0.0785541 Discriminator_loss: 1.98849 Generator_loss: 3.0257
[INFO] 2021-01-31 18:15:13 > Step: 21400 Progress: 6.8% Elapsed: 5:15:17 temperature: 1.0 ada_p: 0.0789381 Discriminator_loss: 1.99462 Generator_loss: 2.91354
[INFO] 2021-01-31 18:16:36 > Step: 21500 Progress: 6.9% Elapsed: 5:16:40 temperature: 1.0 ada_p: 0.079316 Discriminator_loss: 2.07993 Generator_loss: 2.50671
[INFO] 2021-01-31 18:18:00 > Step: 21600 Progress: 6.9% Elapsed: 5:18:04 temperature: 1.0 ada_p: 0.0797 Discriminator_loss: 2.05332 Generator_loss: 2.71488
[INFO] 2021-01-31 18:19:26 > Step: 21700 Progress: 6.9% Elapsed: 5:19:30 temperature: 1.0 ada_p: 0.080084 Discriminator_loss: 2.07007 Generator_loss: 3.01254
[INFO] 2021-01-31 18:20:57 > Step: 21800 Progress: 7.0% Elapsed: 5:21:01 temperature: 1.0 ada_p: 0.080468 Discriminator_loss: 1.91704 Generator_loss: 2.7637
[INFO] 2021-01-31 18:22:24 > Step: 21900 Progress: 7.0% Elapsed: 5:22:28 temperature: 1.0 ada_p: 0.080852 Discriminator_loss: 2.11493 Generator_loss: 2.84446
[INFO] 2021-01-31 18:23:46 > Step: 22000 Progress: 7.0% Elapsed: 5:23:50 temperature: 1.0 ada_p: 0.081236 Discriminator_loss: 1.98242 Generator_loss: 3.00766
[INFO] 2021-01-31 18:23:46 > Start Evaluation (22000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 18:23:46 > Calculating FID Score....
[INFO] 2021-01-31 18:24:14 > Calculating Inception Score....
[INFO] 2021-01-31 18:24:31 > Calculate F_beta Score....
[INFO] 2021-01-31 18:25:26 > Calculate Accuracies....
[INFO] 2021-01-31 18:25:33 > Calculate Accuracies....
[INFO] 2021-01-31 18:25:35 > F_8 score (Step: 22000, Using test images): 0.9408441627136485
[INFO] 2021-01-31 18:25:35 > F_1/8 score (Step: 22000, Using test images): 0.9826286114437288
[INFO] 2021-01-31 18:25:35 > FID score (Step: 22000, Using test moments): 15.956509699925277
[INFO] 2021-01-31 18:25:35 > Inception score (Step: 22000, 10000 generated images): 9.12163257598877
[INFO] 2021-01-31 18:25:35 > Best FID score (Step: 22000, Using test moments): 15.956509699925277
[INFO] 2021-01-31 18:25:35 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 18:27:01 > Step: 22100 Progress: 7.1% Elapsed: 5:27:05 temperature: 1.0 ada_p: 0.0816138 Discriminator_loss: 2.12375 Generator_loss: 2.96262
[INFO] 2021-01-31 18:28:26 > Step: 22200 Progress: 7.1% Elapsed: 5:28:30 temperature: 1.0 ada_p: 0.0819917 Discriminator_loss: 1.87852 Generator_loss: 3.00281
[INFO] 2021-01-31 18:29:48 > Step: 22300 Progress: 7.1% Elapsed: 5:29:52 temperature: 1.0 ada_p: 0.0823757 Discriminator_loss: 1.89066 Generator_loss: 2.95795
[INFO] 2021-01-31 18:31:11 > Step: 22400 Progress: 7.2% Elapsed: 5:31:15 temperature: 1.0 ada_p: 0.0827474 Discriminator_loss: 2.09814 Generator_loss: 3.39513
[INFO] 2021-01-31 18:32:34 > Step: 22500 Progress: 7.2% Elapsed: 5:32:38 temperature: 1.0 ada_p: 0.0831314 Discriminator_loss: 1.97159 Generator_loss: 2.75677
[INFO] 2021-01-31 18:33:58 > Step: 22600 Progress: 7.2% Elapsed: 5:34:02 temperature: 1.0 ada_p: 0.0835154 Discriminator_loss: 2.00108 Generator_loss: 2.49992
[INFO] 2021-01-31 18:35:22 > Step: 22700 Progress: 7.3% Elapsed: 5:35:26 temperature: 1.0 ada_p: 0.0838994 Discriminator_loss: 2.07682 Generator_loss: 2.51922
[INFO] 2021-01-31 18:36:46 > Step: 22800 Progress: 7.3% Elapsed: 5:36:50 temperature: 1.0 ada_p: 0.0842834 Discriminator_loss: 2.10961 Generator_loss: 3.13497
[INFO] 2021-01-31 18:38:08 > Step: 22900 Progress: 7.3% Elapsed: 5:38:12 temperature: 1.0 ada_p: 0.0846674 Discriminator_loss: 2.13471 Generator_loss: 3.73902
[INFO] 2021-01-31 18:39:31 > Step: 23000 Progress: 7.4% Elapsed: 5:39:35 temperature: 1.0 ada_p: 0.0850452 Discriminator_loss: 1.95475 Generator_loss: 2.84735
[INFO] 2021-01-31 18:40:53 > Step: 23100 Progress: 7.4% Elapsed: 5:40:57 temperature: 1.0 ada_p: 0.0854292 Discriminator_loss: 2.08709 Generator_loss: 3.01813
[INFO] 2021-01-31 18:42:18 > Step: 23200 Progress: 7.4% Elapsed: 5:42:22 temperature: 1.0 ada_p: 0.0858132 Discriminator_loss: 2.02305 Generator_loss: 3.10943
[INFO] 2021-01-31 18:43:41 > Step: 23300 Progress: 7.5% Elapsed: 5:43:45 temperature: 1.0 ada_p: 0.0861911 Discriminator_loss: 2.14653 Generator_loss: 2.74277
[INFO] 2021-01-31 18:45:02 > Step: 23400 Progress: 7.5% Elapsed: 5:45:06 temperature: 1.0 ada_p: 0.0865751 Discriminator_loss: 1.94291 Generator_loss: 2.71192
[INFO] 2021-01-31 18:46:29 > Step: 23500 Progress: 7.5% Elapsed: 5:46:33 temperature: 1.0 ada_p: 0.0869591 Discriminator_loss: 1.99984 Generator_loss: 2.86655
[INFO] 2021-01-31 18:47:55 > Step: 23600 Progress: 7.6% Elapsed: 5:47:59 temperature: 1.0 ada_p: 0.087337 Discriminator_loss: 1.90038 Generator_loss: 3.24014
[INFO] 2021-01-31 18:49:17 > Step: 23700 Progress: 7.6% Elapsed: 5:49:21 temperature: 1.0 ada_p: 0.087721 Discriminator_loss: 2.08782 Generator_loss: 2.91188
[INFO] 2021-01-31 18:50:39 > Step: 23800 Progress: 7.6% Elapsed: 5:50:43 temperature: 1.0 ada_p: 0.0880988 Discriminator_loss: 2.02816 Generator_loss: 3.11271
[INFO] 2021-01-31 18:51:58 > Step: 23900 Progress: 7.6% Elapsed: 5:52:02 temperature: 1.0 ada_p: 0.0884767 Discriminator_loss: 2.08248 Generator_loss: 3.07454
[INFO] 2021-01-31 18:53:16 > Step: 24000 Progress: 7.7% Elapsed: 5:53:20 temperature: 1.0 ada_p: 0.0888607 Discriminator_loss: 2.01676 Generator_loss: 2.87107
[INFO] 2021-01-31 18:53:16 > Start Evaluation (24000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 18:53:16 > Calculating FID Score....
[INFO] 2021-01-31 18:53:44 > Calculating Inception Score....
[INFO] 2021-01-31 18:54:01 > Calculate F_beta Score....
[INFO] 2021-01-31 18:54:58 > Calculate Accuracies....
[INFO] 2021-01-31 18:55:04 > Calculate Accuracies....
[INFO] 2021-01-31 18:55:06 > F_8 score (Step: 24000, Using test images): 0.9434953561748942
[INFO] 2021-01-31 18:55:06 > F_1/8 score (Step: 24000, Using test images): 0.9841432288694373
[INFO] 2021-01-31 18:55:06 > FID score (Step: 24000, Using test moments): 15.071949628710058
[INFO] 2021-01-31 18:55:06 > Inception score (Step: 24000, 10000 generated images): 9.145939826965332
[INFO] 2021-01-31 18:55:06 > Best FID score (Step: 24000, Using test moments): 15.071949628710058
[INFO] 2021-01-31 18:55:07 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 18:56:32 > Step: 24100 Progress: 7.7% Elapsed: 5:56:36 temperature: 1.0 ada_p: 0.0892447 Discriminator_loss: 2.15408 Generator_loss: 3.40045
[INFO] 2021-01-31 18:57:55 > Step: 24200 Progress: 7.7% Elapsed: 5:57:59 temperature: 1.0 ada_p: 0.0896287 Discriminator_loss: 2.07289 Generator_loss: 2.24633
[INFO] 2021-01-31 18:59:18 > Step: 24300 Progress: 7.8% Elapsed: 5:59:22 temperature: 1.0 ada_p: 0.0900127 Discriminator_loss: 2.11893 Generator_loss: 2.6945
[INFO] 2021-01-31 19:00:43 > Step: 24400 Progress: 7.8% Elapsed: 6:00:47 temperature: 1.0 ada_p: 0.0903967 Discriminator_loss: 1.88181 Generator_loss: 2.80366
[INFO] 2021-01-31 19:02:07 > Step: 24500 Progress: 7.8% Elapsed: 6:02:11 temperature: 1.0 ada_p: 0.0907807 Discriminator_loss: 1.96081 Generator_loss: 2.24054
[INFO] 2021-01-31 19:03:29 > Step: 24600 Progress: 7.9% Elapsed: 6:03:33 temperature: 1.0 ada_p: 0.0911647 Discriminator_loss: 2.02631 Generator_loss: 2.96399
[INFO] 2021-01-31 19:04:53 > Step: 24700 Progress: 7.9% Elapsed: 6:04:57 temperature: 1.0 ada_p: 0.0915487 Discriminator_loss: 1.98436 Generator_loss: 2.70697
[INFO] 2021-01-31 19:06:15 > Step: 24800 Progress: 7.9% Elapsed: 6:06:19 temperature: 1.0 ada_p: 0.0919327 Discriminator_loss: 1.88572 Generator_loss: 3.07332
[INFO] 2021-01-31 19:07:38 > Step: 24900 Progress: 8.0% Elapsed: 6:07:42 temperature: 1.0 ada_p: 0.0923167 Discriminator_loss: 1.96694 Generator_loss: 2.83484
[INFO] 2021-01-31 19:09:00 > Step: 25000 Progress: 8.0% Elapsed: 6:09:04 temperature: 1.0 ada_p: 0.0927007 Discriminator_loss: 2.14132 Generator_loss: 2.79993
[INFO] 2021-01-31 19:10:22 > Step: 25100 Progress: 8.0% Elapsed: 6:10:26 temperature: 1.0 ada_p: 0.0930847 Discriminator_loss: 1.93427 Generator_loss: 2.93555
[INFO] 2021-01-31 19:11:45 > Step: 25200 Progress: 8.1% Elapsed: 6:11:49 temperature: 1.0 ada_p: 0.0934687 Discriminator_loss: 2.07854 Generator_loss: 2.49387
[INFO] 2021-01-31 19:13:07 > Step: 25300 Progress: 8.1% Elapsed: 6:13:11 temperature: 1.0 ada_p: 0.0938527 Discriminator_loss: 2.19953 Generator_loss: 2.8295
[INFO] 2021-01-31 19:14:37 > Step: 25400 Progress: 8.1% Elapsed: 6:14:41 temperature: 1.0 ada_p: 0.0942305 Discriminator_loss: 2.12134 Generator_loss: 2.92601
[INFO] 2021-01-31 19:16:02 > Step: 25500 Progress: 8.2% Elapsed: 6:16:06 temperature: 1.0 ada_p: 0.0946084 Discriminator_loss: 1.98879 Generator_loss: 2.77256
[INFO] 2021-01-31 19:17:24 > Step: 25600 Progress: 8.2% Elapsed: 6:17:28 temperature: 1.0 ada_p: 0.0949924 Discriminator_loss: 2.01537 Generator_loss: 2.88182
[INFO] 2021-01-31 19:18:45 > Step: 25700 Progress: 8.2% Elapsed: 6:18:49 temperature: 1.0 ada_p: 0.0953764 Discriminator_loss: 2.00122 Generator_loss: 3.03074
[INFO] 2021-01-31 19:20:02 > Step: 25800 Progress: 8.3% Elapsed: 6:20:06 temperature: 1.0 ada_p: 0.0957604 Discriminator_loss: 1.98649 Generator_loss: 3.06902
[INFO] 2021-01-31 19:21:29 > Step: 25900 Progress: 8.3% Elapsed: 6:21:33 temperature: 1.0 ada_p: 0.0961382 Discriminator_loss: 2.05472 Generator_loss: 2.89035
[INFO] 2021-01-31 19:22:54 > Step: 26000 Progress: 8.3% Elapsed: 6:22:57 temperature: 1.0 ada_p: 0.0965222 Discriminator_loss: 1.98081 Generator_loss: 3.02563
[INFO] 2021-01-31 19:22:54 > Start Evaluation (26000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 19:22:54 > Calculating FID Score....
[INFO] 2021-01-31 19:23:21 > Calculating Inception Score....
[INFO] 2021-01-31 19:23:38 > Calculate F_beta Score....
[INFO] 2021-01-31 19:24:34 > Calculate Accuracies....
[INFO] 2021-01-31 19:24:41 > Calculate Accuracies....
[INFO] 2021-01-31 19:24:42 > F_8 score (Step: 26000, Using test images): 0.9472637794687727
[INFO] 2021-01-31 19:24:42 > F_1/8 score (Step: 26000, Using test images): 0.9866584801934952
[INFO] 2021-01-31 19:24:42 > FID score (Step: 26000, Using test moments): 14.641373627972825
[INFO] 2021-01-31 19:24:42 > Inception score (Step: 26000, 10000 generated images): 9.251620292663574
[INFO] 2021-01-31 19:24:42 > Best FID score (Step: 26000, Using test moments): 14.641373627972825
[INFO] 2021-01-31 19:24:43 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 19:26:06 > Step: 26100 Progress: 8.4% Elapsed: 6:26:10 temperature: 1.0 ada_p: 0.0969062 Discriminator_loss: 2.05579 Generator_loss: 2.9157
[INFO] 2021-01-31 19:27:28 > Step: 26200 Progress: 8.4% Elapsed: 6:27:32 temperature: 1.0 ada_p: 0.0972902 Discriminator_loss: 2.19136 Generator_loss: 3.30354
[INFO] 2021-01-31 19:28:51 > Step: 26300 Progress: 8.4% Elapsed: 6:28:55 temperature: 1.0 ada_p: 0.097662 Discriminator_loss: 1.9771 Generator_loss: 2.68565
[INFO] 2021-01-31 19:30:14 > Step: 26400 Progress: 8.4% Elapsed: 6:30:18 temperature: 1.0 ada_p: 0.098046 Discriminator_loss: 2.04602 Generator_loss: 2.42638
[INFO] 2021-01-31 19:31:36 > Step: 26500 Progress: 8.5% Elapsed: 6:31:40 temperature: 1.0 ada_p: 0.0984238 Discriminator_loss: 2.08512 Generator_loss: 2.62861
[INFO] 2021-01-31 19:32:59 > Step: 26600 Progress: 8.5% Elapsed: 6:33:03 temperature: 1.0 ada_p: 0.0987955 Discriminator_loss: 2.09503 Generator_loss: 3.02285
[INFO] 2021-01-31 19:34:21 > Step: 26700 Progress: 8.5% Elapsed: 6:34:25 temperature: 1.0 ada_p: 0.0991734 Discriminator_loss: 2.05951 Generator_loss: 2.90341
[INFO] 2021-01-31 19:35:43 > Step: 26800 Progress: 8.6% Elapsed: 6:35:47 temperature: 1.0 ada_p: 0.0995574 Discriminator_loss: 1.98041 Generator_loss: 2.66508
[INFO] 2021-01-31 19:37:06 > Step: 26900 Progress: 8.6% Elapsed: 6:37:10 temperature: 1.0 ada_p: 0.0999414 Discriminator_loss: 2.00671 Generator_loss: 2.58537
[INFO] 2021-01-31 19:38:28 > Step: 27000 Progress: 8.6% Elapsed: 6:38:32 temperature: 1.0 ada_p: 0.100325 Discriminator_loss: 2.05373 Generator_loss: 2.86492
[INFO] 2021-01-31 19:39:50 > Step: 27100 Progress: 8.7% Elapsed: 6:39:54 temperature: 1.0 ada_p: 0.100709 Discriminator_loss: 1.86053 Generator_loss: 3.15907
[INFO] 2021-01-31 19:41:16 > Step: 27200 Progress: 8.7% Elapsed: 6:41:20 temperature: 1.0 ada_p: 0.101093 Discriminator_loss: 2.00602 Generator_loss: 2.8743
[INFO] 2021-01-31 19:42:40 > Step: 27300 Progress: 8.7% Elapsed: 6:42:44 temperature: 1.0 ada_p: 0.101477 Discriminator_loss: 2.16611 Generator_loss: 3.0781
[INFO] 2021-01-31 19:44:02 > Step: 27400 Progress: 8.8% Elapsed: 6:44:06 temperature: 1.0 ada_p: 0.101861 Discriminator_loss: 2.28893 Generator_loss: 2.75668
[INFO] 2021-01-31 19:45:26 > Step: 27500 Progress: 8.8% Elapsed: 6:45:30 temperature: 1.0 ada_p: 0.102245 Discriminator_loss: 2.0131 Generator_loss: 2.37931
[INFO] 2021-01-31 19:46:38 > Step: 27600 Progress: 8.8% Elapsed: 6:46:41 temperature: 1.0 ada_p: 0.102629 Discriminator_loss: 2.07798 Generator_loss: 2.46756
[INFO] 2021-01-31 19:47:56 > Step: 27700 Progress: 8.9% Elapsed: 6:48:00 temperature: 1.0 ada_p: 0.103001 Discriminator_loss: 2.08349 Generator_loss: 2.49359
[INFO] 2021-01-31 19:49:19 > Step: 27800 Progress: 8.9% Elapsed: 6:49:23 temperature: 1.0 ada_p: 0.103385 Discriminator_loss: 2.09949 Generator_loss: 2.65319
[INFO] 2021-01-31 19:50:44 > Step: 27900 Progress: 8.9% Elapsed: 6:50:48 temperature: 1.0 ada_p: 0.103769 Discriminator_loss: 1.98032 Generator_loss: 2.56381
[INFO] 2021-01-31 19:52:06 > Step: 28000 Progress: 9.0% Elapsed: 6:52:10 temperature: 1.0 ada_p: 0.104153 Discriminator_loss: 2.00104 Generator_loss: 2.95407
[INFO] 2021-01-31 19:52:06 > Start Evaluation (28000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 19:52:06 > Calculating FID Score....
[INFO] 2021-01-31 19:52:33 > Calculating Inception Score....
[INFO] 2021-01-31 19:52:50 > Calculate F_beta Score....
[INFO] 2021-01-31 19:53:46 > Calculate Accuracies....
[INFO] 2021-01-31 19:53:52 > Calculate Accuracies....
[INFO] 2021-01-31 19:53:54 > F_8 score (Step: 28000, Using test images): 0.9430677933385089
[INFO] 2021-01-31 19:53:54 > F_1/8 score (Step: 28000, Using test images): 0.9837738098469506
[INFO] 2021-01-31 19:53:54 > FID score (Step: 28000, Using test moments): 14.304420409898
[INFO] 2021-01-31 19:53:54 > Inception score (Step: 28000, 10000 generated images): 9.109395980834961
[INFO] 2021-01-31 19:53:54 > Best FID score (Step: 28000, Using test moments): 14.304420409898
[INFO] 2021-01-31 19:53:55 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 19:55:25 > Step: 28100 Progress: 9.0% Elapsed: 6:55:29 temperature: 1.0 ada_p: 0.104537 Discriminator_loss: 2.0339 Generator_loss: 2.39755
[INFO] 2021-01-31 19:56:58 > Step: 28200 Progress: 9.0% Elapsed: 6:57:02 temperature: 1.0 ada_p: 0.104921 Discriminator_loss: 2.03603 Generator_loss: 2.49814
[INFO] 2021-01-31 19:58:21 > Step: 28300 Progress: 9.1% Elapsed: 6:58:25 temperature: 1.0 ada_p: 0.105305 Discriminator_loss: 2.18266 Generator_loss: 2.69081
[INFO] 2021-01-31 19:59:42 > Step: 28400 Progress: 9.1% Elapsed: 6:59:46 temperature: 1.0 ada_p: 0.105683 Discriminator_loss: 2.14812 Generator_loss: 2.79014
[INFO] 2021-01-31 20:01:05 > Step: 28500 Progress: 9.1% Elapsed: 7:01:09 temperature: 1.0 ada_p: 0.106067 Discriminator_loss: 2.09584 Generator_loss: 2.74971
[INFO] 2021-01-31 20:02:28 > Step: 28600 Progress: 9.2% Elapsed: 7:02:32 temperature: 1.0 ada_p: 0.106451 Discriminator_loss: 2.04468 Generator_loss: 2.79327
[INFO] 2021-01-31 20:03:50 > Step: 28700 Progress: 9.2% Elapsed: 7:03:54 temperature: 1.0 ada_p: 0.106829 Discriminator_loss: 2.1568 Generator_loss: 2.19972
[INFO] 2021-01-31 20:05:14 > Step: 28800 Progress: 9.2% Elapsed: 7:05:18 temperature: 1.0 ada_p: 0.107213 Discriminator_loss: 2.20291 Generator_loss: 2.40579
[INFO] 2021-01-31 20:06:36 > Step: 28900 Progress: 9.2% Elapsed: 7:06:40 temperature: 1.0 ada_p: 0.107597 Discriminator_loss: 1.90173 Generator_loss: 2.6604
[INFO] 2021-01-31 20:07:59 > Step: 29000 Progress: 9.3% Elapsed: 7:08:03 temperature: 1.0 ada_p: 0.107981 Discriminator_loss: 1.89247 Generator_loss: 3.08522
[INFO] 2021-01-31 20:09:24 > Step: 29100 Progress: 9.3% Elapsed: 7:09:28 temperature: 1.0 ada_p: 0.108365 Discriminator_loss: 2.12565 Generator_loss: 2.82588
[INFO] 2021-01-31 20:10:56 > Step: 29200 Progress: 9.3% Elapsed: 7:11:00 temperature: 1.0 ada_p: 0.108749 Discriminator_loss: 1.97451 Generator_loss: 2.6743
[INFO] 2021-01-31 20:12:23 > Step: 29300 Progress: 9.4% Elapsed: 7:12:27 temperature: 1.0 ada_p: 0.109133 Discriminator_loss: 2.07156 Generator_loss: 2.93017
[INFO] 2021-01-31 20:13:41 > Step: 29400 Progress: 9.4% Elapsed: 7:13:45 temperature: 1.0 ada_p: 0.109517 Discriminator_loss: 2.01772 Generator_loss: 3.07683
[INFO] 2021-01-31 20:15:00 > Step: 29500 Progress: 9.4% Elapsed: 7:15:04 temperature: 1.0 ada_p: 0.109895 Discriminator_loss: 2.07579 Generator_loss: 2.57366
[INFO] 2021-01-31 20:16:29 > Step: 29600 Progress: 9.5% Elapsed: 7:16:33 temperature: 1.0 ada_p: 0.110273 Discriminator_loss: 2.1168 Generator_loss: 2.79574
[INFO] 2021-01-31 20:17:54 > Step: 29700 Progress: 9.5% Elapsed: 7:17:58 temperature: 1.0 ada_p: 0.110657 Discriminator_loss: 2.11898 Generator_loss: 2.37314
[INFO] 2021-01-31 20:19:17 > Step: 29800 Progress: 9.5% Elapsed: 7:19:21 temperature: 1.0 ada_p: 0.111041 Discriminator_loss: 2.11346 Generator_loss: 2.97638
[INFO] 2021-01-31 20:20:40 > Step: 29900 Progress: 9.6% Elapsed: 7:20:44 temperature: 1.0 ada_p: 0.111418 Discriminator_loss: 2.03606 Generator_loss: 2.58245
[INFO] 2021-01-31 20:22:03 > Step: 30000 Progress: 9.6% Elapsed: 7:22:07 temperature: 1.0 ada_p: 0.111802 Discriminator_loss: 2.04978 Generator_loss: 3.05973
[INFO] 2021-01-31 20:22:03 > Start Evaluation (30000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 20:22:03 > Calculating FID Score....
[INFO] 2021-01-31 20:22:31 > Calculating Inception Score....
[INFO] 2021-01-31 20:22:48 > Calculate F_beta Score....
[INFO] 2021-01-31 20:23:43 > Calculate Accuracies....
[INFO] 2021-01-31 20:23:50 > Calculate Accuracies....
[INFO] 2021-01-31 20:23:52 > F_8 score (Step: 30000, Using test images): 0.9426733332810281
[INFO] 2021-01-31 20:23:52 > F_1/8 score (Step: 30000, Using test images): 0.9869798166991544
[INFO] 2021-01-31 20:23:52 > FID score (Step: 30000, Using test moments): 14.044650603401806
[INFO] 2021-01-31 20:23:52 > Inception score (Step: 30000, 10000 generated images): 9.14950942993164
[INFO] 2021-01-31 20:23:52 > Best FID score (Step: 30000, Using test moments): 14.044650603401806
[INFO] 2021-01-31 20:23:52 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 20:25:16 > Step: 30100 Progress: 9.6% Elapsed: 7:25:20 temperature: 1.0 ada_p: 0.112186 Discriminator_loss: 2.00524 Generator_loss: 2.61889
[INFO] 2021-01-31 20:26:41 > Step: 30200 Progress: 9.7% Elapsed: 7:26:45 temperature: 1.0 ada_p: 0.11257 Discriminator_loss: 1.98343 Generator_loss: 3.06649
[INFO] 2021-01-31 20:28:04 > Step: 30300 Progress: 9.7% Elapsed: 7:28:08 temperature: 1.0 ada_p: 0.112954 Discriminator_loss: 2.09396 Generator_loss: 2.6893
[INFO] 2021-01-31 20:29:35 > Step: 30400 Progress: 9.7% Elapsed: 7:29:39 temperature: 1.0 ada_p: 0.113338 Discriminator_loss: 1.97511 Generator_loss: 2.73113
[INFO] 2021-01-31 20:30:59 > Step: 30500 Progress: 9.8% Elapsed: 7:31:03 temperature: 1.0 ada_p: 0.113722 Discriminator_loss: 2.11848 Generator_loss: 2.48456
[INFO] 2021-01-31 20:32:22 > Step: 30600 Progress: 9.8% Elapsed: 7:32:26 temperature: 1.0 ada_p: 0.114106 Discriminator_loss: 2.03259 Generator_loss: 2.88341
[INFO] 2021-01-31 20:33:45 > Step: 30700 Progress: 9.8% Elapsed: 7:33:49 temperature: 1.0 ada_p: 0.114484 Discriminator_loss: 1.95032 Generator_loss: 2.54171
[INFO] 2021-01-31 20:35:08 > Step: 30800 Progress: 9.9% Elapsed: 7:35:12 temperature: 1.0 ada_p: 0.114868 Discriminator_loss: 1.96364 Generator_loss: 2.79335
[INFO] 2021-01-31 20:36:30 > Step: 30900 Progress: 9.9% Elapsed: 7:36:34 temperature: 1.0 ada_p: 0.115252 Discriminator_loss: 2.06842 Generator_loss: 2.69311
[INFO] 2021-01-31 20:37:54 > Step: 31000 Progress: 9.9% Elapsed: 7:37:58 temperature: 1.0 ada_p: 0.115636 Discriminator_loss: 2.0165 Generator_loss: 2.53949
[INFO] 2021-01-31 20:39:17 > Step: 31100 Progress: 10.0% Elapsed: 7:39:21 temperature: 1.0 ada_p: 0.11602 Discriminator_loss: 2.35928 Generator_loss: 2.87053
[INFO] 2021-01-31 20:40:32 > Step: 31200 Progress: 10.0% Elapsed: 7:40:36 temperature: 1.0 ada_p: 0.116404 Discriminator_loss: 2.04902 Generator_loss: 2.66377
[INFO] 2021-01-31 20:41:50 > Step: 31300 Progress: 10.0% Elapsed: 7:41:54 temperature: 1.0 ada_p: 0.116788 Discriminator_loss: 2.05182 Generator_loss: 2.61977
[INFO] 2021-01-31 20:43:12 > Step: 31400 Progress: 10.0% Elapsed: 7:43:16 temperature: 1.0 ada_p: 0.117166 Discriminator_loss: 2.06381 Generator_loss: 2.59907
[INFO] 2021-01-31 20:44:35 > Step: 31500 Progress: 10.1% Elapsed: 7:44:39 temperature: 1.0 ada_p: 0.117544 Discriminator_loss: 2.0542 Generator_loss: 2.85192
[INFO] 2021-01-31 20:45:57 > Step: 31600 Progress: 10.1% Elapsed: 7:46:01 temperature: 1.0 ada_p: 0.117928 Discriminator_loss: 2.04755 Generator_loss: 2.66277
[INFO] 2021-01-31 20:47:22 > Step: 31700 Progress: 10.1% Elapsed: 7:47:26 temperature: 1.0 ada_p: 0.118306 Discriminator_loss: 2.12331 Generator_loss: 2.51525
[INFO] 2021-01-31 20:48:48 > Step: 31800 Progress: 10.2% Elapsed: 7:48:52 temperature: 1.0 ada_p: 0.11869 Discriminator_loss: 2.20467 Generator_loss: 2.79528
[INFO] 2021-01-31 20:50:13 > Step: 31900 Progress: 10.2% Elapsed: 7:50:17 temperature: 1.0 ada_p: 0.119074 Discriminator_loss: 2.10197 Generator_loss: 2.74046
[INFO] 2021-01-31 20:51:34 > Step: 32000 Progress: 10.2% Elapsed: 7:51:38 temperature: 1.0 ada_p: 0.119452 Discriminator_loss: 2.07138 Generator_loss: 2.64425
[INFO] 2021-01-31 20:51:34 > Start Evaluation (32000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 20:51:34 > Calculating FID Score....
[INFO] 2021-01-31 20:52:01 > Calculating Inception Score....
[INFO] 2021-01-31 20:52:18 > Calculate F_beta Score....
[INFO] 2021-01-31 20:53:16 > Calculate Accuracies....
[INFO] 2021-01-31 20:53:23 > Calculate Accuracies....
[INFO] 2021-01-31 20:53:24 > F_8 score (Step: 32000, Using test images): 0.9512728291041157
[INFO] 2021-01-31 20:53:24 > F_1/8 score (Step: 32000, Using test images): 0.9872220586281838
[INFO] 2021-01-31 20:53:24 > FID score (Step: 32000, Using test moments): 13.758443653062614
[INFO] 2021-01-31 20:53:24 > Inception score (Step: 32000, 10000 generated images): 9.237236976623535
[INFO] 2021-01-31 20:53:24 > Best FID score (Step: 32000, Using test moments): 13.758443653062614
[INFO] 2021-01-31 20:53:25 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 20:54:48 > Step: 32100 Progress: 10.3% Elapsed: 7:54:52 temperature: 1.0 ada_p: 0.119836 Discriminator_loss: 2.03898 Generator_loss: 2.79278
[INFO] 2021-01-31 20:56:11 > Step: 32200 Progress: 10.3% Elapsed: 7:56:15 temperature: 1.0 ada_p: 0.120214 Discriminator_loss: 2.06317 Generator_loss: 2.68669
[INFO] 2021-01-31 20:57:33 > Step: 32300 Progress: 10.3% Elapsed: 7:57:37 temperature: 1.0 ada_p: 0.120598 Discriminator_loss: 2.12699 Generator_loss: 2.518
[INFO] 2021-01-31 20:58:55 > Step: 32400 Progress: 10.4% Elapsed: 7:58:59 temperature: 1.0 ada_p: 0.120982 Discriminator_loss: 1.99206 Generator_loss: 2.76873
[INFO] 2021-01-31 21:00:20 > Step: 32500 Progress: 10.4% Elapsed: 8:00:24 temperature: 1.0 ada_p: 0.121366 Discriminator_loss: 2.00897 Generator_loss: 2.67126
[INFO] 2021-01-31 21:01:42 > Step: 32600 Progress: 10.4% Elapsed: 8:01:46 temperature: 1.0 ada_p: 0.12175 Discriminator_loss: 2.17183 Generator_loss: 2.91234
[INFO] 2021-01-31 21:03:04 > Step: 32700 Progress: 10.5% Elapsed: 8:03:08 temperature: 1.0 ada_p: 0.122134 Discriminator_loss: 2.06575 Generator_loss: 2.9489
[INFO] 2021-01-31 21:04:26 > Step: 32800 Progress: 10.5% Elapsed: 8:04:30 temperature: 1.0 ada_p: 0.122518 Discriminator_loss: 2.00076 Generator_loss: 2.70231
[INFO] 2021-01-31 21:05:48 > Step: 32900 Progress: 10.5% Elapsed: 8:05:52 temperature: 1.0 ada_p: 0.122902 Discriminator_loss: 2.13662 Generator_loss: 2.8584
[INFO] 2021-01-31 21:07:10 > Step: 33000 Progress: 10.6% Elapsed: 8:07:14 temperature: 1.0 ada_p: 0.123286 Discriminator_loss: 1.94224 Generator_loss: 2.55601
[INFO] 2021-01-31 21:08:26 > Step: 33100 Progress: 10.6% Elapsed: 8:08:30 temperature: 1.0 ada_p: 0.12367 Discriminator_loss: 2.01061 Generator_loss: 2.48843
[INFO] 2021-01-31 21:09:54 > Step: 33200 Progress: 10.6% Elapsed: 8:09:58 temperature: 1.0 ada_p: 0.124047 Discriminator_loss: 2.16008 Generator_loss: 2.56231
[INFO] 2021-01-31 21:11:22 > Step: 33300 Progress: 10.7% Elapsed: 8:11:26 temperature: 1.0 ada_p: 0.124431 Discriminator_loss: 2.08052 Generator_loss: 2.4673
[INFO] 2021-01-31 21:12:43 > Step: 33400 Progress: 10.7% Elapsed: 8:12:47 temperature: 1.0 ada_p: 0.124809 Discriminator_loss: 1.9323 Generator_loss: 2.48836
[INFO] 2021-01-31 21:14:07 > Step: 33500 Progress: 10.7% Elapsed: 8:14:11 temperature: 1.0 ada_p: 0.125187 Discriminator_loss: 2.14193 Generator_loss: 2.42604
[INFO] 2021-01-31 21:15:31 > Step: 33600 Progress: 10.8% Elapsed: 8:15:35 temperature: 1.0 ada_p: 0.125571 Discriminator_loss: 1.99615 Generator_loss: 2.62053
[INFO] 2021-01-31 21:17:00 > Step: 33700 Progress: 10.8% Elapsed: 8:17:04 temperature: 1.0 ada_p: 0.125955 Discriminator_loss: 2.0714 Generator_loss: 2.88525
[INFO] 2021-01-31 21:18:23 > Step: 33800 Progress: 10.8% Elapsed: 8:18:27 temperature: 1.0 ada_p: 0.126339 Discriminator_loss: 2.03009 Generator_loss: 2.40251
[INFO] 2021-01-31 21:19:45 > Step: 33900 Progress: 10.8% Elapsed: 8:19:49 temperature: 1.0 ada_p: 0.126723 Discriminator_loss: 2.14229 Generator_loss: 3.06748
[INFO] 2021-01-31 21:21:08 > Step: 34000 Progress: 10.9% Elapsed: 8:21:12 temperature: 1.0 ada_p: 0.127107 Discriminator_loss: 2.0918 Generator_loss: 2.79297
[INFO] 2021-01-31 21:21:08 > Start Evaluation (34000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 21:21:08 > Calculating FID Score....
[INFO] 2021-01-31 21:21:36 > Calculating Inception Score....
[INFO] 2021-01-31 21:21:53 > Calculate F_beta Score....
[INFO] 2021-01-31 21:22:48 > Calculate Accuracies....
[INFO] 2021-01-31 21:22:55 > Calculate Accuracies....
[INFO] 2021-01-31 21:22:57 > F_8 score (Step: 34000, Using test images): 0.9448868245647792
[INFO] 2021-01-31 21:22:57 > F_1/8 score (Step: 34000, Using test images): 0.9865957416721963
[INFO] 2021-01-31 21:22:57 > FID score (Step: 34000, Using test moments): 13.55211900905465
[INFO] 2021-01-31 21:22:57 > Inception score (Step: 34000, 10000 generated images): 9.22188663482666
[INFO] 2021-01-31 21:22:57 > Best FID score (Step: 34000, Using test moments): 13.55211900905465
[INFO] 2021-01-31 21:22:58 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 21:24:21 > Step: 34100 Progress: 10.9% Elapsed: 8:24:25 temperature: 1.0 ada_p: 0.127485 Discriminator_loss: 2.28034 Generator_loss: 2.50284
[INFO] 2021-01-31 21:25:43 > Step: 34200 Progress: 10.9% Elapsed: 8:25:47 temperature: 1.0 ada_p: 0.127869 Discriminator_loss: 2.06543 Generator_loss: 2.82893
[INFO] 2021-01-31 21:27:12 > Step: 34300 Progress: 11.0% Elapsed: 8:27:15 temperature: 1.0 ada_p: 0.128253 Discriminator_loss: 2.1675 Generator_loss: 2.68459
[INFO] 2021-01-31 21:28:34 > Step: 34400 Progress: 11.0% Elapsed: 8:28:38 temperature: 1.0 ada_p: 0.128637 Discriminator_loss: 2.05803 Generator_loss: 2.74691
[INFO] 2021-01-31 21:29:56 > Step: 34500 Progress: 11.0% Elapsed: 8:30:00 temperature: 1.0 ada_p: 0.129021 Discriminator_loss: 1.95333 Generator_loss: 2.71924
[INFO] 2021-01-31 21:31:19 > Step: 34600 Progress: 11.1% Elapsed: 8:31:23 temperature: 1.0 ada_p: 0.129405 Discriminator_loss: 2.04342 Generator_loss: 2.69832
[INFO] 2021-01-31 21:32:42 > Step: 34700 Progress: 11.1% Elapsed: 8:32:46 temperature: 1.0 ada_p: 0.129789 Discriminator_loss: 2.16886 Generator_loss: 2.81293
[INFO] 2021-01-31 21:34:04 > Step: 34800 Progress: 11.1% Elapsed: 8:34:08 temperature: 1.0 ada_p: 0.130173 Discriminator_loss: 2.21304 Generator_loss: 3.02805
[INFO] 2021-01-31 21:35:20 > Step: 34900 Progress: 11.2% Elapsed: 8:35:24 temperature: 1.0 ada_p: 0.130557 Discriminator_loss: 1.8969 Generator_loss: 2.83766
[INFO] 2021-01-31 21:36:40 > Step: 35000 Progress: 11.2% Elapsed: 8:36:44 temperature: 1.0 ada_p: 0.130941 Discriminator_loss: 2.20114 Generator_loss: 3.29217
[INFO] 2021-01-31 21:38:05 > Step: 35100 Progress: 11.2% Elapsed: 8:38:09 temperature: 1.0 ada_p: 0.131325 Discriminator_loss: 2.11658 Generator_loss: 2.6529
[INFO] 2021-01-31 21:39:27 > Step: 35200 Progress: 11.3% Elapsed: 8:39:31 temperature: 1.0 ada_p: 0.131709 Discriminator_loss: 1.98064 Generator_loss: 2.62184
[INFO] 2021-01-31 21:40:50 > Step: 35300 Progress: 11.3% Elapsed: 8:40:54 temperature: 1.0 ada_p: 0.132087 Discriminator_loss: 2.02951 Generator_loss: 2.85053
[INFO] 2021-01-31 21:42:14 > Step: 35400 Progress: 11.3% Elapsed: 8:42:18 temperature: 1.0 ada_p: 0.132465 Discriminator_loss: 2.1288 Generator_loss: 2.57377
[INFO] 2021-01-31 21:43:37 > Step: 35500 Progress: 11.4% Elapsed: 8:43:41 temperature: 1.0 ada_p: 0.132842 Discriminator_loss: 2.02938 Generator_loss: 2.65628
[INFO] 2021-01-31 21:45:10 > Step: 35600 Progress: 11.4% Elapsed: 8:45:14 temperature: 1.0 ada_p: 0.133226 Discriminator_loss: 2.15022 Generator_loss: 2.77874
[INFO] 2021-01-31 21:46:32 > Step: 35700 Progress: 11.4% Elapsed: 8:46:36 temperature: 1.0 ada_p: 0.13361 Discriminator_loss: 2.03071 Generator_loss: 2.69987
[INFO] 2021-01-31 21:47:55 > Step: 35800 Progress: 11.5% Elapsed: 8:47:59 temperature: 1.0 ada_p: 0.133994 Discriminator_loss: 2.04573 Generator_loss: 2.62691
[INFO] 2021-01-31 21:49:17 > Step: 35900 Progress: 11.5% Elapsed: 8:49:21 temperature: 1.0 ada_p: 0.134378 Discriminator_loss: 2.08213 Generator_loss: 2.58766
[INFO] 2021-01-31 21:50:40 > Step: 36000 Progress: 11.5% Elapsed: 8:50:44 temperature: 1.0 ada_p: 0.134762 Discriminator_loss: 1.92866 Generator_loss: 3.0893
[INFO] 2021-01-31 21:50:40 > Start Evaluation (36000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 21:50:40 > Calculating FID Score....
[INFO] 2021-01-31 21:51:07 > Calculating Inception Score....
[INFO] 2021-01-31 21:51:24 > Calculate F_beta Score....
[INFO] 2021-01-31 21:52:20 > Calculate Accuracies....
[INFO] 2021-01-31 21:52:27 > Calculate Accuracies....
[INFO] 2021-01-31 21:52:29 > F_8 score (Step: 36000, Using test images): 0.9408941219964939
[INFO] 2021-01-31 21:52:29 > F_1/8 score (Step: 36000, Using test images): 0.9865020845346847
[INFO] 2021-01-31 21:52:29 > FID score (Step: 36000, Using test moments): 13.02912764064888
[INFO] 2021-01-31 21:52:29 > Inception score (Step: 36000, 10000 generated images): 9.311596870422363
[INFO] 2021-01-31 21:52:29 > Best FID score (Step: 36000, Using test moments): 13.02912764064888
[INFO] 2021-01-31 21:52:30 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 21:53:52 > Step: 36100 Progress: 11.6% Elapsed: 8:53:56 temperature: 1.0 ada_p: 0.13514 Discriminator_loss: 2.22978 Generator_loss: 2.94105
[INFO] 2021-01-31 21:55:22 > Step: 36200 Progress: 11.6% Elapsed: 8:55:26 temperature: 1.0 ada_p: 0.135524 Discriminator_loss: 2.15546 Generator_loss: 2.76907
[INFO] 2021-01-31 21:56:48 > Step: 36300 Progress: 11.6% Elapsed: 8:56:52 temperature: 1.0 ada_p: 0.135908 Discriminator_loss: 2.08291 Generator_loss: 2.08654
[INFO] 2021-01-31 21:58:12 > Step: 36400 Progress: 11.6% Elapsed: 8:58:16 temperature: 1.0 ada_p: 0.136292 Discriminator_loss: 2.02005 Generator_loss: 2.71576
[INFO] 2021-01-31 21:59:34 > Step: 36500 Progress: 11.7% Elapsed: 8:59:38 temperature: 1.0 ada_p: 0.13667 Discriminator_loss: 2.08334 Generator_loss: 2.60643
[INFO] 2021-01-31 22:00:56 > Step: 36600 Progress: 11.7% Elapsed: 9:01:00 temperature: 1.0 ada_p: 0.137054 Discriminator_loss: 2.0817 Generator_loss: 2.53117
[INFO] 2021-01-31 22:02:14 > Step: 36700 Progress: 11.7% Elapsed: 9:02:18 temperature: 1.0 ada_p: 0.137438 Discriminator_loss: 2.09663 Generator_loss: 2.72098
[INFO] 2021-01-31 22:03:33 > Step: 36800 Progress: 11.8% Elapsed: 9:03:37 temperature: 1.0 ada_p: 0.137816 Discriminator_loss: 1.99179 Generator_loss: 2.53594
[INFO] 2021-01-31 22:04:56 > Step: 36900 Progress: 11.8% Elapsed: 9:05:00 temperature: 1.0 ada_p: 0.1382 Discriminator_loss: 2.11377 Generator_loss: 2.90147
[INFO] 2021-01-31 22:06:19 > Step: 37000 Progress: 11.8% Elapsed: 9:06:23 temperature: 1.0 ada_p: 0.138584 Discriminator_loss: 2.04964 Generator_loss: 2.74435
[INFO] 2021-01-31 22:07:45 > Step: 37100 Progress: 11.9% Elapsed: 9:07:49 temperature: 1.0 ada_p: 0.138968 Discriminator_loss: 2.14331 Generator_loss: 3.1631
[INFO] 2021-01-31 22:09:10 > Step: 37200 Progress: 11.9% Elapsed: 9:09:14 temperature: 1.0 ada_p: 0.139352 Discriminator_loss: 2.07124 Generator_loss: 2.99733
[INFO] 2021-01-31 22:10:34 > Step: 37300 Progress: 11.9% Elapsed: 9:10:38 temperature: 1.0 ada_p: 0.139736 Discriminator_loss: 2.19736 Generator_loss: 2.67066
[INFO] 2021-01-31 22:11:57 > Step: 37400 Progress: 12.0% Elapsed: 9:12:01 temperature: 1.0 ada_p: 0.14012 Discriminator_loss: 2.01756 Generator_loss: 2.51583
[INFO] 2021-01-31 22:13:20 > Step: 37500 Progress: 12.0% Elapsed: 9:13:24 temperature: 1.0 ada_p: 0.140504 Discriminator_loss: 2.05196 Generator_loss: 2.70712
[INFO] 2021-01-31 22:14:43 > Step: 37600 Progress: 12.0% Elapsed: 9:14:47 temperature: 1.0 ada_p: 0.140882 Discriminator_loss: 2.05066 Generator_loss: 3.00308
[INFO] 2021-01-31 22:16:09 > Step: 37700 Progress: 12.1% Elapsed: 9:16:13 temperature: 1.0 ada_p: 0.14126 Discriminator_loss: 1.85708 Generator_loss: 2.6762
[INFO] 2021-01-31 22:17:39 > Step: 37800 Progress: 12.1% Elapsed: 9:17:43 temperature: 1.0 ada_p: 0.141644 Discriminator_loss: 2.1346 Generator_loss: 2.69123
[INFO] 2021-01-31 22:19:02 > Step: 37900 Progress: 12.1% Elapsed: 9:19:06 temperature: 1.0 ada_p: 0.142028 Discriminator_loss: 2.00434 Generator_loss: 2.65351
[INFO] 2021-01-31 22:20:25 > Step: 38000 Progress: 12.2% Elapsed: 9:20:29 temperature: 1.0 ada_p: 0.142412 Discriminator_loss: 2.06595 Generator_loss: 2.78853
[INFO] 2021-01-31 22:20:25 > Start Evaluation (38000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 22:20:25 > Calculating FID Score....
[INFO] 2021-01-31 22:20:53 > Calculating Inception Score....
[INFO] 2021-01-31 22:21:10 > Calculate F_beta Score....
[INFO] 2021-01-31 22:22:07 > Calculate Accuracies....
[INFO] 2021-01-31 22:22:13 > Calculate Accuracies....
[INFO] 2021-01-31 22:22:15 > F_8 score (Step: 38000, Using test images): 0.949793262812214
[INFO] 2021-01-31 22:22:15 > F_1/8 score (Step: 38000, Using test images): 0.9886032314763866
[INFO] 2021-01-31 22:22:15 > FID score (Step: 38000, Using test moments): 12.92394708308018
[INFO] 2021-01-31 22:22:15 > Inception score (Step: 38000, 10000 generated images): 9.262408256530762
[INFO] 2021-01-31 22:22:15 > Best FID score (Step: 38000, Using test moments): 12.92394708308018
[INFO] 2021-01-31 22:22:16 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 22:23:37 > Step: 38100 Progress: 12.2% Elapsed: 9:23:41 temperature: 1.0 ada_p: 0.142796 Discriminator_loss: 2.06634 Generator_loss: 2.61315
[INFO] 2021-01-31 22:25:01 > Step: 38200 Progress: 12.2% Elapsed: 9:25:05 temperature: 1.0 ada_p: 0.14318 Discriminator_loss: 2.09231 Generator_loss: 2.90267
[INFO] 2021-01-31 22:26:25 > Step: 38300 Progress: 12.3% Elapsed: 9:26:29 temperature: 1.0 ada_p: 0.143558 Discriminator_loss: 2.11544 Generator_loss: 2.77693
[INFO] 2021-01-31 22:27:53 > Step: 38400 Progress: 12.3% Elapsed: 9:27:57 temperature: 1.0 ada_p: 0.143942 Discriminator_loss: 2.14111 Generator_loss: 2.78684
[INFO] 2021-01-31 22:29:18 > Step: 38500 Progress: 12.3% Elapsed: 9:29:22 temperature: 1.0 ada_p: 0.144326 Discriminator_loss: 2.00634 Generator_loss: 2.46413
[INFO] 2021-01-31 22:30:35 > Step: 38600 Progress: 12.4% Elapsed: 9:30:39 temperature: 1.0 ada_p: 0.14471 Discriminator_loss: 2.1392 Generator_loss: 2.60125
[INFO] 2021-01-31 22:31:56 > Step: 38700 Progress: 12.4% Elapsed: 9:32:00 temperature: 1.0 ada_p: 0.145094 Discriminator_loss: 2.10287 Generator_loss: 2.42896
[INFO] 2021-01-31 22:33:19 > Step: 38800 Progress: 12.4% Elapsed: 9:33:23 temperature: 1.0 ada_p: 0.145478 Discriminator_loss: 2.09342 Generator_loss: 2.74036
[INFO] 2021-01-31 22:34:41 > Step: 38900 Progress: 12.4% Elapsed: 9:34:45 temperature: 1.0 ada_p: 0.145862 Discriminator_loss: 2.22767 Generator_loss: 2.90761
[INFO] 2021-01-31 22:36:04 > Step: 39000 Progress: 12.5% Elapsed: 9:36:08 temperature: 1.0 ada_p: 0.146239 Discriminator_loss: 2.27552 Generator_loss: 3.03098
[INFO] 2021-01-31 22:37:26 > Step: 39100 Progress: 12.5% Elapsed: 9:37:30 temperature: 1.0 ada_p: 0.146623 Discriminator_loss: 2.17527 Generator_loss: 2.83088
[INFO] 2021-01-31 22:38:47 > Step: 39200 Progress: 12.5% Elapsed: 9:38:51 temperature: 1.0 ada_p: 0.147007 Discriminator_loss: 2.10696 Generator_loss: 2.74474
[INFO] 2021-01-31 22:40:10 > Step: 39300 Progress: 12.6% Elapsed: 9:40:14 temperature: 1.0 ada_p: 0.147391 Discriminator_loss: 2.15874 Generator_loss: 2.87291
[INFO] 2021-01-31 22:41:34 > Step: 39400 Progress: 12.6% Elapsed: 9:41:38 temperature: 1.0 ada_p: 0.147775 Discriminator_loss: 2.03417 Generator_loss: 2.65436
[INFO] 2021-01-31 22:42:56 > Step: 39500 Progress: 12.6% Elapsed: 9:43:00 temperature: 1.0 ada_p: 0.148153 Discriminator_loss: 2.07203 Generator_loss: 2.52943
[INFO] 2021-01-31 22:44:18 > Step: 39600 Progress: 12.7% Elapsed: 9:44:22 temperature: 1.0 ada_p: 0.148525 Discriminator_loss: 2.11727 Generator_loss: 3.05643
[INFO] 2021-01-31 22:45:40 > Step: 39700 Progress: 12.7% Elapsed: 9:45:44 temperature: 1.0 ada_p: 0.148909 Discriminator_loss: 2.04514 Generator_loss: 2.50711
[INFO] 2021-01-31 22:47:05 > Step: 39800 Progress: 12.7% Elapsed: 9:47:09 temperature: 1.0 ada_p: 0.149293 Discriminator_loss: 2.13575 Generator_loss: 2.71348
[INFO] 2021-01-31 22:48:28 > Step: 39900 Progress: 12.8% Elapsed: 9:48:32 temperature: 1.0 ada_p: 0.149677 Discriminator_loss: 2.17756 Generator_loss: 2.78679
[INFO] 2021-01-31 22:49:49 > Step: 40000 Progress: 12.8% Elapsed: 9:49:53 temperature: 1.0 ada_p: 0.150061 Discriminator_loss: 1.90611 Generator_loss: 3.08101
[INFO] 2021-01-31 22:49:49 > Start Evaluation (40000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 22:49:49 > Calculating FID Score....
[INFO] 2021-01-31 22:50:17 > Calculating Inception Score....
[INFO] 2021-01-31 22:50:34 > Calculate F_beta Score....
[INFO] 2021-01-31 22:51:31 > Calculate Accuracies....
[INFO] 2021-01-31 22:51:38 > Calculate Accuracies....
[INFO] 2021-01-31 22:51:40 > F_8 score (Step: 40000, Using test images): 0.9462762867588911
[INFO] 2021-01-31 22:51:40 > F_1/8 score (Step: 40000, Using test images): 0.9873702988344875
[INFO] 2021-01-31 22:51:40 > FID score (Step: 40000, Using test moments): 12.897162870972409
[INFO] 2021-01-31 22:51:40 > Inception score (Step: 40000, 10000 generated images): 9.220463752746582
[INFO] 2021-01-31 22:51:40 > Best FID score (Step: 40000, Using test moments): 12.897162870972409
[INFO] 2021-01-31 22:51:40 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 22:53:07 > Step: 40100 Progress: 12.8% Elapsed: 9:53:11 temperature: 1.0 ada_p: 0.150439 Discriminator_loss: 2.17621 Generator_loss: 2.24676
[INFO] 2021-01-31 22:54:29 > Step: 40200 Progress: 12.9% Elapsed: 9:54:33 temperature: 1.0 ada_p: 0.150823 Discriminator_loss: 2.24219 Generator_loss: 2.92865
[INFO] 2021-01-31 22:55:51 > Step: 40300 Progress: 12.9% Elapsed: 9:55:55 temperature: 1.0 ada_p: 0.151207 Discriminator_loss: 2.09534 Generator_loss: 2.5672
[INFO] 2021-01-31 22:57:10 > Step: 40400 Progress: 12.9% Elapsed: 9:57:14 temperature: 1.0 ada_p: 0.151591 Discriminator_loss: 2.14994 Generator_loss: 2.66937
[INFO] 2021-01-31 22:58:29 > Step: 40500 Progress: 13.0% Elapsed: 9:58:33 temperature: 1.0 ada_p: 0.151969 Discriminator_loss: 2.01126 Generator_loss: 2.73476
[INFO] 2021-01-31 22:59:53 > Step: 40600 Progress: 13.0% Elapsed: 9:59:57 temperature: 1.0 ada_p: 0.152353 Discriminator_loss: 2.11802 Generator_loss: 2.38111
[INFO] 2021-01-31 23:01:16 > Step: 40700 Progress: 13.0% Elapsed: 10:01:20 temperature: 1.0 ada_p: 0.152737 Discriminator_loss: 2.08738 Generator_loss: 2.56639
[INFO] 2021-01-31 23:02:40 > Step: 40800 Progress: 13.1% Elapsed: 10:02:44 temperature: 1.0 ada_p: 0.153121 Discriminator_loss: 2.10316 Generator_loss: 2.92678
[INFO] 2021-01-31 23:04:02 > Step: 40900 Progress: 13.1% Elapsed: 10:04:06 temperature: 1.0 ada_p: 0.153505 Discriminator_loss: 2.01954 Generator_loss: 2.84349
[INFO] 2021-01-31 23:05:24 > Step: 41000 Progress: 13.1% Elapsed: 10:05:28 temperature: 1.0 ada_p: 0.153876 Discriminator_loss: 2.09412 Generator_loss: 2.83524
[INFO] 2021-01-31 23:06:48 > Step: 41100 Progress: 13.2% Elapsed: 10:06:52 temperature: 1.0 ada_p: 0.154254 Discriminator_loss: 2.07826 Generator_loss: 2.75963
[INFO] 2021-01-31 23:08:12 > Step: 41200 Progress: 13.2% Elapsed: 10:08:16 temperature: 1.0 ada_p: 0.154632 Discriminator_loss: 2.11096 Generator_loss: 2.70405
[INFO] 2021-01-31 23:09:36 > Step: 41300 Progress: 13.2% Elapsed: 10:09:40 temperature: 1.0 ada_p: 0.155016 Discriminator_loss: 1.9922 Generator_loss: 2.28388
[INFO] 2021-01-31 23:10:59 > Step: 41400 Progress: 13.2% Elapsed: 10:11:03 temperature: 1.0 ada_p: 0.1554 Discriminator_loss: 2.2572 Generator_loss: 3.00455
[INFO] 2021-01-31 23:12:21 > Step: 41500 Progress: 13.3% Elapsed: 10:12:25 temperature: 1.0 ada_p: 0.155778 Discriminator_loss: 2.16434 Generator_loss: 2.92381
[INFO] 2021-01-31 23:13:45 > Step: 41600 Progress: 13.3% Elapsed: 10:13:49 temperature: 1.0 ada_p: 0.156156 Discriminator_loss: 2.18929 Generator_loss: 2.85381
[INFO] 2021-01-31 23:15:08 > Step: 41700 Progress: 13.3% Elapsed: 10:15:12 temperature: 1.0 ada_p: 0.15654 Discriminator_loss: 2.11453 Generator_loss: 3.13637
[INFO] 2021-01-31 23:16:30 > Step: 41800 Progress: 13.4% Elapsed: 10:16:34 temperature: 1.0 ada_p: 0.156924 Discriminator_loss: 2.04832 Generator_loss: 2.51534
[INFO] 2021-01-31 23:17:54 > Step: 41900 Progress: 13.4% Elapsed: 10:17:58 temperature: 1.0 ada_p: 0.157308 Discriminator_loss: 2.1701 Generator_loss: 2.67881
[INFO] 2021-01-31 23:19:17 > Step: 42000 Progress: 13.4% Elapsed: 10:19:21 temperature: 1.0 ada_p: 0.157686 Discriminator_loss: 2.10861 Generator_loss: 2.54913
[INFO] 2021-01-31 23:19:17 > Start Evaluation (42000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 23:19:17 > Calculating FID Score....
[INFO] 2021-01-31 23:19:44 > Calculating Inception Score....
[INFO] 2021-01-31 23:20:01 > Calculate F_beta Score....
[INFO] 2021-01-31 23:20:58 > Calculate Accuracies....
[INFO] 2021-01-31 23:21:05 > Calculate Accuracies....
[INFO] 2021-01-31 23:21:06 > F_8 score (Step: 42000, Using test images): 0.9387830061620073
[INFO] 2021-01-31 23:21:06 > F_1/8 score (Step: 42000, Using test images): 0.9874445657334465
[INFO] 2021-01-31 23:21:06 > FID score (Step: 42000, Using test moments): 12.94848914855612
[INFO] 2021-01-31 23:21:06 > Inception score (Step: 42000, 10000 generated images): 9.255414962768555
[INFO] 2021-01-31 23:21:06 > Best FID score (Step: 40000, Using test moments): 12.897162870972409
[INFO] 2021-01-31 23:21:07 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 23:22:29 > Step: 42100 Progress: 13.5% Elapsed: 10:22:33 temperature: 1.0 ada_p: 0.158064 Discriminator_loss: 2.15052 Generator_loss: 2.70526
[INFO] 2021-01-31 23:23:46 > Step: 42200 Progress: 13.5% Elapsed: 10:23:50 temperature: 1.0 ada_p: 0.158448 Discriminator_loss: 2.30775 Generator_loss: 2.3665
[INFO] 2021-01-31 23:24:58 > Step: 42300 Progress: 13.5% Elapsed: 10:25:02 temperature: 1.0 ada_p: 0.158832 Discriminator_loss: 2.11081 Generator_loss: 3.0302
[INFO] 2021-01-31 23:26:20 > Step: 42400 Progress: 13.6% Elapsed: 10:26:24 temperature: 1.0 ada_p: 0.159216 Discriminator_loss: 2.0329 Generator_loss: 3.09679
[INFO] 2021-01-31 23:27:43 > Step: 42500 Progress: 13.6% Elapsed: 10:27:47 temperature: 1.0 ada_p: 0.1596 Discriminator_loss: 2.07839 Generator_loss: 2.92301
[INFO] 2021-01-31 23:29:05 > Step: 42600 Progress: 13.6% Elapsed: 10:29:09 temperature: 1.0 ada_p: 0.159984 Discriminator_loss: 1.99452 Generator_loss: 2.76181
[INFO] 2021-01-31 23:30:28 > Step: 42700 Progress: 13.7% Elapsed: 10:30:32 temperature: 1.0 ada_p: 0.160368 Discriminator_loss: 2.13231 Generator_loss: 2.57819
[INFO] 2021-01-31 23:31:51 > Step: 42800 Progress: 13.7% Elapsed: 10:31:55 temperature: 1.0 ada_p: 0.160752 Discriminator_loss: 2.11101 Generator_loss: 2.86022
[INFO] 2021-01-31 23:33:13 > Step: 42900 Progress: 13.7% Elapsed: 10:33:17 temperature: 1.0 ada_p: 0.161136 Discriminator_loss: 1.93856 Generator_loss: 2.78633
[INFO] 2021-01-31 23:34:39 > Step: 43000 Progress: 13.8% Elapsed: 10:34:43 temperature: 1.0 ada_p: 0.16152 Discriminator_loss: 2.09629 Generator_loss: 2.7926
[INFO] 2021-01-31 23:36:01 > Step: 43100 Progress: 13.8% Elapsed: 10:36:05 temperature: 1.0 ada_p: 0.161904 Discriminator_loss: 2.23818 Generator_loss: 2.37207
[INFO] 2021-01-31 23:37:26 > Step: 43200 Progress: 13.8% Elapsed: 10:37:30 temperature: 1.0 ada_p: 0.162288 Discriminator_loss: 2.21964 Generator_loss: 2.52152
[INFO] 2021-01-31 23:38:48 > Step: 43300 Progress: 13.9% Elapsed: 10:38:52 temperature: 1.0 ada_p: 0.162672 Discriminator_loss: 2.09851 Generator_loss: 2.70777
[INFO] 2021-01-31 23:40:09 > Step: 43400 Progress: 13.9% Elapsed: 10:40:13 temperature: 1.0 ada_p: 0.163056 Discriminator_loss: 2.18649 Generator_loss: 2.65681
[INFO] 2021-01-31 23:41:31 > Step: 43500 Progress: 13.9% Elapsed: 10:41:35 temperature: 1.0 ada_p: 0.16344 Discriminator_loss: 2.15566 Generator_loss: 2.59314
[INFO] 2021-01-31 23:42:55 > Step: 43600 Progress: 14.0% Elapsed: 10:42:59 temperature: 1.0 ada_p: 0.163817 Discriminator_loss: 2.10529 Generator_loss: 2.85708
[INFO] 2021-01-31 23:44:17 > Step: 43700 Progress: 14.0% Elapsed: 10:44:21 temperature: 1.0 ada_p: 0.164189 Discriminator_loss: 2.05089 Generator_loss: 2.48188
[INFO] 2021-01-31 23:45:40 > Step: 43800 Progress: 14.0% Elapsed: 10:45:44 temperature: 1.0 ada_p: 0.164573 Discriminator_loss: 2.04364 Generator_loss: 3.00017
[INFO] 2021-01-31 23:47:02 > Step: 43900 Progress: 14.0% Elapsed: 10:47:06 temperature: 1.0 ada_p: 0.164957 Discriminator_loss: 2.06132 Generator_loss: 2.75772
[INFO] 2021-01-31 23:48:24 > Step: 44000 Progress: 14.1% Elapsed: 10:48:28 temperature: 1.0 ada_p: 0.165341 Discriminator_loss: 2.00387 Generator_loss: 2.45497
[INFO] 2021-01-31 23:48:24 > Start Evaluation (44000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 23:48:24 > Calculating FID Score....
[INFO] 2021-01-31 23:48:52 > Calculating Inception Score....
[INFO] 2021-01-31 23:49:09 > Calculate F_beta Score....
[INFO] 2021-01-31 23:50:06 > Calculate Accuracies....
[INFO] 2021-01-31 23:50:13 > Calculate Accuracies....
[INFO] 2021-01-31 23:50:15 > F_8 score (Step: 44000, Using test images): 0.9352399330045017
[INFO] 2021-01-31 23:50:15 > F_1/8 score (Step: 44000, Using test images): 0.9874843088011904
[INFO] 2021-01-31 23:50:15 > FID score (Step: 44000, Using test moments): 12.958817642574616
[INFO] 2021-01-31 23:50:15 > Inception score (Step: 44000, 10000 generated images): 9.350095748901367
[INFO] 2021-01-31 23:50:15 > Best FID score (Step: 40000, Using test moments): 12.897162870972409
[INFO] 2021-01-31 23:50:15 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-01-31 23:51:33 > Step: 44100 Progress: 14.1% Elapsed: 10:51:37 temperature: 1.0 ada_p: 0.165725 Discriminator_loss: 2.13335 Generator_loss: 2.60637
[INFO] 2021-01-31 23:52:51 > Step: 44200 Progress: 14.1% Elapsed: 10:52:55 temperature: 1.0 ada_p: 0.166109 Discriminator_loss: 1.90911 Generator_loss: 2.85935
[INFO] 2021-01-31 23:54:14 > Step: 44300 Progress: 14.2% Elapsed: 10:54:18 temperature: 1.0 ada_p: 0.166493 Discriminator_loss: 2.24053 Generator_loss: 2.71697
[INFO] 2021-01-31 23:55:38 > Step: 44400 Progress: 14.2% Elapsed: 10:55:42 temperature: 1.0 ada_p: 0.166877 Discriminator_loss: 1.99531 Generator_loss: 2.50592
[INFO] 2021-01-31 23:56:59 > Step: 44500 Progress: 14.2% Elapsed: 10:57:03 temperature: 1.0 ada_p: 0.167255 Discriminator_loss: 2.0189 Generator_loss: 2.34418
[INFO] 2021-01-31 23:58:28 > Step: 44600 Progress: 14.3% Elapsed: 10:58:32 temperature: 1.0 ada_p: 0.167639 Discriminator_loss: 1.95737 Generator_loss: 2.43065
[INFO] 2021-01-31 23:59:54 > Step: 44700 Progress: 14.3% Elapsed: 10:59:58 temperature: 1.0 ada_p: 0.168023 Discriminator_loss: 2.10025 Generator_loss: 2.254
[INFO] 2021-02-01 00:01:17 > Step: 44800 Progress: 14.3% Elapsed: 11:01:21 temperature: 1.0 ada_p: 0.168407 Discriminator_loss: 2.31637 Generator_loss: 2.91944
[INFO] 2021-02-01 00:02:40 > Step: 44900 Progress: 14.4% Elapsed: 11:02:44 temperature: 1.0 ada_p: 0.168791 Discriminator_loss: 2.08382 Generator_loss: 2.66506
[INFO] 2021-02-01 00:04:05 > Step: 45000 Progress: 14.4% Elapsed: 11:04:09 temperature: 1.0 ada_p: 0.169175 Discriminator_loss: 2.12637 Generator_loss: 2.38582
[INFO] 2021-02-01 00:05:27 > Step: 45100 Progress: 14.4% Elapsed: 11:05:31 temperature: 1.0 ada_p: 0.169559 Discriminator_loss: 1.98559 Generator_loss: 2.44746
[INFO] 2021-02-01 00:06:50 > Step: 45200 Progress: 14.5% Elapsed: 11:06:54 temperature: 1.0 ada_p: 0.169943 Discriminator_loss: 2.28854 Generator_loss: 2.46144
[INFO] 2021-02-01 00:08:13 > Step: 45300 Progress: 14.5% Elapsed: 11:08:17 temperature: 1.0 ada_p: 0.170327 Discriminator_loss: 1.9187 Generator_loss: 2.55374
[INFO] 2021-02-01 00:09:36 > Step: 45400 Progress: 14.5% Elapsed: 11:09:40 temperature: 1.0 ada_p: 0.170705 Discriminator_loss: 2.09915 Generator_loss: 2.61127
[INFO] 2021-02-01 00:11:01 > Step: 45500 Progress: 14.6% Elapsed: 11:11:05 temperature: 1.0 ada_p: 0.171089 Discriminator_loss: 2.12126 Generator_loss: 2.75805
[INFO] 2021-02-01 00:12:23 > Step: 45600 Progress: 14.6% Elapsed: 11:12:27 temperature: 1.0 ada_p: 0.171473 Discriminator_loss: 2.09201 Generator_loss: 3.23315
[INFO] 2021-02-01 00:13:46 > Step: 45700 Progress: 14.6% Elapsed: 11:13:50 temperature: 1.0 ada_p: 0.171857 Discriminator_loss: 2.07203 Generator_loss: 2.42522
[INFO] 2021-02-01 00:15:10 > Step: 45800 Progress: 14.7% Elapsed: 11:15:14 temperature: 1.0 ada_p: 0.172241 Discriminator_loss: 2.16734 Generator_loss: 2.66368
[INFO] 2021-02-01 00:16:38 > Step: 45900 Progress: 14.7% Elapsed: 11:16:42 temperature: 1.0 ada_p: 0.172625 Discriminator_loss: 2.16162 Generator_loss: 2.67878
[INFO] 2021-02-01 00:17:58 > Step: 46000 Progress: 14.7% Elapsed: 11:18:02 temperature: 1.0 ada_p: 0.173009 Discriminator_loss: 2.17881 Generator_loss: 2.72196
[INFO] 2021-02-01 00:17:58 > Start Evaluation (46000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 00:17:58 > Calculating FID Score....
[INFO] 2021-02-01 00:18:26 > Calculating Inception Score....
[INFO] 2021-02-01 00:18:43 > Calculate F_beta Score....
[INFO] 2021-02-01 00:19:39 > Calculate Accuracies....
[INFO] 2021-02-01 00:19:46 > Calculate Accuracies....
[INFO] 2021-02-01 00:19:47 > F_8 score (Step: 46000, Using test images): 0.9472035989280783
[INFO] 2021-02-01 00:19:47 > F_1/8 score (Step: 46000, Using test images): 0.985618593601692
[INFO] 2021-02-01 00:19:47 > FID score (Step: 46000, Using test moments): 12.530944805242939
[INFO] 2021-02-01 00:19:47 > Inception score (Step: 46000, 10000 generated images): 9.357080459594727
[INFO] 2021-02-01 00:19:47 > Best FID score (Step: 46000, Using test moments): 12.530944805242939
[INFO] 2021-02-01 00:19:48 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 00:21:13 > Step: 46100 Progress: 14.8% Elapsed: 11:21:17 temperature: 1.0 ada_p: 0.173393 Discriminator_loss: 2.10015 Generator_loss: 2.33621
[INFO] 2021-02-01 00:22:43 > Step: 46200 Progress: 14.8% Elapsed: 11:22:47 temperature: 1.0 ada_p: 0.173777 Discriminator_loss: 2.09126 Generator_loss: 2.56909
[INFO] 2021-02-01 00:24:05 > Step: 46300 Progress: 14.8% Elapsed: 11:24:09 temperature: 1.0 ada_p: 0.174161 Discriminator_loss: 2.0552 Generator_loss: 2.58795
[INFO] 2021-02-01 00:25:33 > Step: 46400 Progress: 14.8% Elapsed: 11:25:37 temperature: 1.0 ada_p: 0.174545 Discriminator_loss: 2.09187 Generator_loss: 2.79441
[INFO] 2021-02-01 00:26:58 > Step: 46500 Progress: 14.9% Elapsed: 11:27:02 temperature: 1.0 ada_p: 0.174929 Discriminator_loss: 2.16674 Generator_loss: 2.6412
[INFO] 2021-02-01 00:28:20 > Step: 46600 Progress: 14.9% Elapsed: 11:28:24 temperature: 1.0 ada_p: 0.175307 Discriminator_loss: 2.04227 Generator_loss: 2.80021
[INFO] 2021-02-01 00:29:42 > Step: 46700 Progress: 14.9% Elapsed: 11:29:46 temperature: 1.0 ada_p: 0.175691 Discriminator_loss: 2.0851 Generator_loss: 2.57263
[INFO] 2021-02-01 00:31:05 > Step: 46800 Progress: 15.0% Elapsed: 11:31:09 temperature: 1.0 ada_p: 0.176075 Discriminator_loss: 2.19629 Generator_loss: 2.8337
[INFO] 2021-02-01 00:32:31 > Step: 46900 Progress: 15.0% Elapsed: 11:32:35 temperature: 1.0 ada_p: 0.176459 Discriminator_loss: 2.16112 Generator_loss: 2.45595
[INFO] 2021-02-01 00:33:53 > Step: 47000 Progress: 15.0% Elapsed: 11:33:57 temperature: 1.0 ada_p: 0.176843 Discriminator_loss: 2.13561 Generator_loss: 2.483
[INFO] 2021-02-01 00:35:17 > Step: 47100 Progress: 15.1% Elapsed: 11:35:21 temperature: 1.0 ada_p: 0.177221 Discriminator_loss: 2.16151 Generator_loss: 3.09223
[INFO] 2021-02-01 00:36:40 > Step: 47200 Progress: 15.1% Elapsed: 11:36:44 temperature: 1.0 ada_p: 0.177605 Discriminator_loss: 2.13609 Generator_loss: 2.65612
[INFO] 2021-02-01 00:38:02 > Step: 47300 Progress: 15.1% Elapsed: 11:38:06 temperature: 1.0 ada_p: 0.177982 Discriminator_loss: 2.15318 Generator_loss: 2.60786
[INFO] 2021-02-01 00:39:26 > Step: 47400 Progress: 15.2% Elapsed: 11:39:30 temperature: 1.0 ada_p: 0.17836 Discriminator_loss: 2.10044 Generator_loss: 2.44973
[INFO] 2021-02-01 00:40:53 > Step: 47500 Progress: 15.2% Elapsed: 11:40:57 temperature: 1.0 ada_p: 0.178744 Discriminator_loss: 2.06255 Generator_loss: 2.35402
[INFO] 2021-02-01 00:42:15 > Step: 47600 Progress: 15.2% Elapsed: 11:42:19 temperature: 1.0 ada_p: 0.179122 Discriminator_loss: 2.26083 Generator_loss: 2.28361
[INFO] 2021-02-01 00:43:38 > Step: 47700 Progress: 15.3% Elapsed: 11:43:42 temperature: 1.0 ada_p: 0.1795 Discriminator_loss: 2.15917 Generator_loss: 2.49585
[INFO] 2021-02-01 00:45:01 > Step: 47800 Progress: 15.3% Elapsed: 11:45:05 temperature: 1.0 ada_p: 0.179884 Discriminator_loss: 2.10219 Generator_loss: 2.74953
[INFO] 2021-02-01 00:46:18 > Step: 47900 Progress: 15.3% Elapsed: 11:46:22 temperature: 1.0 ada_p: 0.180268 Discriminator_loss: 2.16137 Generator_loss: 2.88809
[INFO] 2021-02-01 00:47:38 > Step: 48000 Progress: 15.4% Elapsed: 11:47:42 temperature: 1.0 ada_p: 0.180652 Discriminator_loss: 2.12694 Generator_loss: 2.75434
[INFO] 2021-02-01 00:47:38 > Start Evaluation (48000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 00:47:38 > Calculating FID Score....
[INFO] 2021-02-01 00:48:06 > Calculating Inception Score....
[INFO] 2021-02-01 00:48:23 > Calculate F_beta Score....
[INFO] 2021-02-01 00:49:19 > Calculate Accuracies....
[INFO] 2021-02-01 00:49:26 > Calculate Accuracies....
[INFO] 2021-02-01 00:49:27 > F_8 score (Step: 48000, Using test images): 0.948211639323507
[INFO] 2021-02-01 00:49:27 > F_1/8 score (Step: 48000, Using test images): 0.9890187340182872
[INFO] 2021-02-01 00:49:27 > FID score (Step: 48000, Using test moments): 12.543112428174936
[INFO] 2021-02-01 00:49:27 > Inception score (Step: 48000, 10000 generated images): 9.357651710510254
[INFO] 2021-02-01 00:49:27 > Best FID score (Step: 46000, Using test moments): 12.530944805242939
[INFO] 2021-02-01 00:49:28 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 00:50:59 > Step: 48100 Progress: 15.4% Elapsed: 11:51:03 temperature: 1.0 ada_p: 0.181036 Discriminator_loss: 2.0278 Generator_loss: 2.63605
[INFO] 2021-02-01 00:52:22 > Step: 48200 Progress: 15.4% Elapsed: 11:52:26 temperature: 1.0 ada_p: 0.18142 Discriminator_loss: 2.21814 Generator_loss: 2.83334
[INFO] 2021-02-01 00:53:46 > Step: 48300 Progress: 15.5% Elapsed: 11:53:49 temperature: 1.0 ada_p: 0.181804 Discriminator_loss: 2.14269 Generator_loss: 2.84847
[INFO] 2021-02-01 00:55:10 > Step: 48400 Progress: 15.5% Elapsed: 11:55:14 temperature: 1.0 ada_p: 0.182188 Discriminator_loss: 2.05883 Generator_loss: 2.70281
[INFO] 2021-02-01 00:56:34 > Step: 48500 Progress: 15.5% Elapsed: 11:56:38 temperature: 1.0 ada_p: 0.182566 Discriminator_loss: 2.10838 Generator_loss: 2.4121
[INFO] 2021-02-01 00:57:56 > Step: 48600 Progress: 15.6% Elapsed: 11:58:00 temperature: 1.0 ada_p: 0.18295 Discriminator_loss: 2.13567 Generator_loss: 2.44956
[INFO] 2021-02-01 00:59:18 > Step: 48700 Progress: 15.6% Elapsed: 11:59:22 temperature: 1.0 ada_p: 0.183334 Discriminator_loss: 2.18063 Generator_loss: 2.74644
[INFO] 2021-02-01 01:00:41 > Step: 48800 Progress: 15.6% Elapsed: 12:00:45 temperature: 1.0 ada_p: 0.183718 Discriminator_loss: 2.12098 Generator_loss: 2.51848
[INFO] 2021-02-01 01:02:05 > Step: 48900 Progress: 15.6% Elapsed: 12:02:09 temperature: 1.0 ada_p: 0.184102 Discriminator_loss: 2.23308 Generator_loss: 2.40525
[INFO] 2021-02-01 01:03:29 > Step: 49000 Progress: 15.7% Elapsed: 12:03:33 temperature: 1.0 ada_p: 0.184486 Discriminator_loss: 2.02412 Generator_loss: 2.74954
[INFO] 2021-02-01 01:04:51 > Step: 49100 Progress: 15.7% Elapsed: 12:04:55 temperature: 1.0 ada_p: 0.18487 Discriminator_loss: 2.29122 Generator_loss: 2.77146
[INFO] 2021-02-01 01:06:14 > Step: 49200 Progress: 15.7% Elapsed: 12:06:18 temperature: 1.0 ada_p: 0.185254 Discriminator_loss: 2.24843 Generator_loss: 2.34357
[INFO] 2021-02-01 01:07:38 > Step: 49300 Progress: 15.8% Elapsed: 12:07:42 temperature: 1.0 ada_p: 0.185638 Discriminator_loss: 2.13495 Generator_loss: 2.51051
[INFO] 2021-02-01 01:09:01 > Step: 49400 Progress: 15.8% Elapsed: 12:09:05 temperature: 1.0 ada_p: 0.186022 Discriminator_loss: 2.11504 Generator_loss: 2.81942
[INFO] 2021-02-01 01:10:23 > Step: 49500 Progress: 15.8% Elapsed: 12:10:27 temperature: 1.0 ada_p: 0.186406 Discriminator_loss: 2.03842 Generator_loss: 2.71542
[INFO] 2021-02-01 01:11:55 > Step: 49600 Progress: 15.9% Elapsed: 12:11:59 temperature: 1.0 ada_p: 0.18679 Discriminator_loss: 2.04128 Generator_loss: 2.6301
[INFO] 2021-02-01 01:13:14 > Step: 49700 Progress: 15.9% Elapsed: 12:13:18 temperature: 1.0 ada_p: 0.187174 Discriminator_loss: 2.06994 Generator_loss: 2.55517
[INFO] 2021-02-01 01:14:32 > Step: 49800 Progress: 15.9% Elapsed: 12:14:36 temperature: 1.0 ada_p: 0.187558 Discriminator_loss: 2.17947 Generator_loss: 2.90888
[INFO] 2021-02-01 01:15:55 > Step: 49900 Progress: 16.0% Elapsed: 12:15:59 temperature: 1.0 ada_p: 0.187942 Discriminator_loss: 2.13625 Generator_loss: 2.62148
[INFO] 2021-02-01 01:17:18 > Step: 50000 Progress: 16.0% Elapsed: 12:17:22 temperature: 1.0 ada_p: 0.18832 Discriminator_loss: 2.07158 Generator_loss: 2.45038
[INFO] 2021-02-01 01:17:18 > Start Evaluation (50000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 01:17:18 > Calculating FID Score....
[INFO] 2021-02-01 01:17:46 > Calculating Inception Score....
[INFO] 2021-02-01 01:18:03 > Calculate F_beta Score....
[INFO] 2021-02-01 01:18:59 > Calculate Accuracies....
[INFO] 2021-02-01 01:19:06 > Calculate Accuracies....
[INFO] 2021-02-01 01:19:07 > F_8 score (Step: 50000, Using test images): 0.9616637346803156
[INFO] 2021-02-01 01:19:07 > F_1/8 score (Step: 50000, Using test images): 0.9889764192186089
[INFO] 2021-02-01 01:19:07 > FID score (Step: 50000, Using test moments): 12.56932439125319
[INFO] 2021-02-01 01:19:07 > Inception score (Step: 50000, 10000 generated images): 9.379199028015137
[INFO] 2021-02-01 01:19:07 > Best FID score (Step: 46000, Using test moments): 12.530944805242939
[INFO] 2021-02-01 01:19:08 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 01:20:29 > Step: 50100 Progress: 16.0% Elapsed: 12:20:33 temperature: 1.0 ada_p: 0.188704 Discriminator_loss: 2.19851 Generator_loss: 2.7857
[INFO] 2021-02-01 01:21:51 > Step: 50200 Progress: 16.1% Elapsed: 12:21:55 temperature: 1.0 ada_p: 0.189082 Discriminator_loss: 2.24082 Generator_loss: 2.70112
[INFO] 2021-02-01 01:23:13 > Step: 50300 Progress: 16.1% Elapsed: 12:23:17 temperature: 1.0 ada_p: 0.189466 Discriminator_loss: 2.07561 Generator_loss: 2.55271
[INFO] 2021-02-01 01:24:36 > Step: 50400 Progress: 16.1% Elapsed: 12:24:40 temperature: 1.0 ada_p: 0.18985 Discriminator_loss: 2.02124 Generator_loss: 2.91223
[INFO] 2021-02-01 01:25:59 > Step: 50500 Progress: 16.2% Elapsed: 12:26:03 temperature: 1.0 ada_p: 0.190234 Discriminator_loss: 2.29481 Generator_loss: 2.87894
[INFO] 2021-02-01 01:27:22 > Step: 50600 Progress: 16.2% Elapsed: 12:27:26 temperature: 1.0 ada_p: 0.190618 Discriminator_loss: 2.1111 Generator_loss: 2.72909
[INFO] 2021-02-01 01:28:45 > Step: 50700 Progress: 16.2% Elapsed: 12:28:49 temperature: 1.0 ada_p: 0.191002 Discriminator_loss: 2.29739 Generator_loss: 2.65953
[INFO] 2021-02-01 01:30:07 > Step: 50800 Progress: 16.3% Elapsed: 12:30:11 temperature: 1.0 ada_p: 0.191386 Discriminator_loss: 2.14035 Generator_loss: 2.49168
[INFO] 2021-02-01 01:31:30 > Step: 50900 Progress: 16.3% Elapsed: 12:31:34 temperature: 1.0 ada_p: 0.19177 Discriminator_loss: 2.13838 Generator_loss: 2.80461
[INFO] 2021-02-01 01:32:54 > Step: 51000 Progress: 16.3% Elapsed: 12:32:58 temperature: 1.0 ada_p: 0.192154 Discriminator_loss: 2.05157 Generator_loss: 2.56017
[INFO] 2021-02-01 01:34:18 > Step: 51100 Progress: 16.4% Elapsed: 12:34:22 temperature: 1.0 ada_p: 0.192531 Discriminator_loss: 2.2022 Generator_loss: 2.87802
[INFO] 2021-02-01 01:35:40 > Step: 51200 Progress: 16.4% Elapsed: 12:35:44 temperature: 1.0 ada_p: 0.192915 Discriminator_loss: 2.00475 Generator_loss: 2.27237
[INFO] 2021-02-01 01:37:03 > Step: 51300 Progress: 16.4% Elapsed: 12:37:07 temperature: 1.0 ada_p: 0.193299 Discriminator_loss: 2.15779 Generator_loss: 2.71634
[INFO] 2021-02-01 01:38:27 > Step: 51400 Progress: 16.4% Elapsed: 12:38:31 temperature: 1.0 ada_p: 0.193683 Discriminator_loss: 2.03698 Generator_loss: 2.73906
[INFO] 2021-02-01 01:39:48 > Step: 51500 Progress: 16.5% Elapsed: 12:39:52 temperature: 1.0 ada_p: 0.194067 Discriminator_loss: 2.17913 Generator_loss: 2.57367
[INFO] 2021-02-01 01:41:06 > Step: 51600 Progress: 16.5% Elapsed: 12:41:10 temperature: 1.0 ada_p: 0.194451 Discriminator_loss: 2.11672 Generator_loss: 2.67104
[INFO] 2021-02-01 01:42:26 > Step: 51700 Progress: 16.5% Elapsed: 12:42:30 temperature: 1.0 ada_p: 0.194835 Discriminator_loss: 2.01086 Generator_loss: 2.53087
[INFO] 2021-02-01 01:43:49 > Step: 51800 Progress: 16.6% Elapsed: 12:43:53 temperature: 1.0 ada_p: 0.195213 Discriminator_loss: 2.05301 Generator_loss: 2.76501
[INFO] 2021-02-01 01:45:17 > Step: 51900 Progress: 16.6% Elapsed: 12:45:21 temperature: 1.0 ada_p: 0.195597 Discriminator_loss: 2.14016 Generator_loss: 2.93007
[INFO] 2021-02-01 01:46:44 > Step: 52000 Progress: 16.6% Elapsed: 12:46:48 temperature: 1.0 ada_p: 0.195969 Discriminator_loss: 2.06736 Generator_loss: 2.40227
[INFO] 2021-02-01 01:46:44 > Start Evaluation (52000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 01:46:44 > Calculating FID Score....
[INFO] 2021-02-01 01:47:12 > Calculating Inception Score....
[INFO] 2021-02-01 01:47:29 > Calculate F_beta Score....
[INFO] 2021-02-01 01:48:26 > Calculate Accuracies....
[INFO] 2021-02-01 01:48:33 > Calculate Accuracies....
[INFO] 2021-02-01 01:48:35 > F_8 score (Step: 52000, Using test images): 0.9455316034044957
[INFO] 2021-02-01 01:48:35 > F_1/8 score (Step: 52000, Using test images): 0.9880662444637328
[INFO] 2021-02-01 01:48:35 > FID score (Step: 52000, Using test moments): 12.152746619131108
[INFO] 2021-02-01 01:48:35 > Inception score (Step: 52000, 10000 generated images): 9.357776641845703
[INFO] 2021-02-01 01:48:35 > Best FID score (Step: 52000, Using test moments): 12.152746619131108
[INFO] 2021-02-01 01:48:35 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 01:49:58 > Step: 52100 Progress: 16.7% Elapsed: 12:50:02 temperature: 1.0 ada_p: 0.196353 Discriminator_loss: 2.21943 Generator_loss: 2.71522
[INFO] 2021-02-01 01:51:21 > Step: 52200 Progress: 16.7% Elapsed: 12:51:25 temperature: 1.0 ada_p: 0.196737 Discriminator_loss: 2.28974 Generator_loss: 2.40412
[INFO] 2021-02-01 01:52:44 > Step: 52300 Progress: 16.7% Elapsed: 12:52:48 temperature: 1.0 ada_p: 0.197121 Discriminator_loss: 2.17908 Generator_loss: 2.52161
[INFO] 2021-02-01 01:54:07 > Step: 52400 Progress: 16.8% Elapsed: 12:54:10 temperature: 1.0 ada_p: 0.197505 Discriminator_loss: 2.10555 Generator_loss: 2.87756
[INFO] 2021-02-01 01:55:29 > Step: 52500 Progress: 16.8% Elapsed: 12:55:33 temperature: 1.0 ada_p: 0.197889 Discriminator_loss: 2.17633 Generator_loss: 2.33142
[INFO] 2021-02-01 01:56:53 > Step: 52600 Progress: 16.8% Elapsed: 12:56:57 temperature: 1.0 ada_p: 0.198273 Discriminator_loss: 2.32675 Generator_loss: 3.21943
[INFO] 2021-02-01 01:58:16 > Step: 52700 Progress: 16.9% Elapsed: 12:58:20 temperature: 1.0 ada_p: 0.198657 Discriminator_loss: 2.20217 Generator_loss: 2.45204
[INFO] 2021-02-01 01:59:39 > Step: 52800 Progress: 16.9% Elapsed: 12:59:43 temperature: 1.0 ada_p: 0.199035 Discriminator_loss: 2.06763 Generator_loss: 2.31993
[INFO] 2021-02-01 02:01:02 > Step: 52900 Progress: 16.9% Elapsed: 13:01:06 temperature: 1.0 ada_p: 0.199419 Discriminator_loss: 2.17178 Generator_loss: 2.35372
[INFO] 2021-02-01 02:02:26 > Step: 53000 Progress: 17.0% Elapsed: 13:02:30 temperature: 1.0 ada_p: 0.199803 Discriminator_loss: 2.32337 Generator_loss: 2.54259
[INFO] 2021-02-01 02:03:49 > Step: 53100 Progress: 17.0% Elapsed: 13:03:53 temperature: 1.0 ada_p: 0.200187 Discriminator_loss: 2.08672 Generator_loss: 2.62505
[INFO] 2021-02-01 02:05:11 > Step: 53200 Progress: 17.0% Elapsed: 13:05:15 temperature: 1.0 ada_p: 0.200571 Discriminator_loss: 2.13017 Generator_loss: 2.33903
[INFO] 2021-02-01 02:06:34 > Step: 53300 Progress: 17.1% Elapsed: 13:06:38 temperature: 1.0 ada_p: 0.200955 Discriminator_loss: 2.26865 Generator_loss: 2.39673
[INFO] 2021-02-01 02:07:54 > Step: 53400 Progress: 17.1% Elapsed: 13:07:58 temperature: 1.0 ada_p: 0.201339 Discriminator_loss: 2.12731 Generator_loss: 2.38117
[INFO] 2021-02-01 02:09:14 > Step: 53500 Progress: 17.1% Elapsed: 13:09:18 temperature: 1.0 ada_p: 0.201723 Discriminator_loss: 2.12761 Generator_loss: 2.60778
[INFO] 2021-02-01 02:10:37 > Step: 53600 Progress: 17.2% Elapsed: 13:10:41 temperature: 1.0 ada_p: 0.202107 Discriminator_loss: 2.10382 Generator_loss: 2.61077
[INFO] 2021-02-01 02:11:59 > Step: 53700 Progress: 17.2% Elapsed: 13:12:03 temperature: 1.0 ada_p: 0.202491 Discriminator_loss: 2.02201 Generator_loss: 2.52818
[INFO] 2021-02-01 02:13:21 > Step: 53800 Progress: 17.2% Elapsed: 13:13:25 temperature: 1.0 ada_p: 0.202869 Discriminator_loss: 2.19995 Generator_loss: 2.81306
[INFO] 2021-02-01 02:14:45 > Step: 53900 Progress: 17.2% Elapsed: 13:14:49 temperature: 1.0 ada_p: 0.203247 Discriminator_loss: 2.24218 Generator_loss: 2.39947
[INFO] 2021-02-01 02:16:08 > Step: 54000 Progress: 17.3% Elapsed: 13:16:12 temperature: 1.0 ada_p: 0.203624 Discriminator_loss: 2.19272 Generator_loss: 2.67441
[INFO] 2021-02-01 02:16:08 > Start Evaluation (54000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 02:16:08 > Calculating FID Score....
[INFO] 2021-02-01 02:16:35 > Calculating Inception Score....
[INFO] 2021-02-01 02:16:52 > Calculate F_beta Score....
[INFO] 2021-02-01 02:17:49 > Calculate Accuracies....
[INFO] 2021-02-01 02:17:56 > Calculate Accuracies....
[INFO] 2021-02-01 02:17:58 > F_8 score (Step: 54000, Using test images): 0.946326205197225
[INFO] 2021-02-01 02:17:58 > F_1/8 score (Step: 54000, Using test images): 0.9886274141509711
[INFO] 2021-02-01 02:17:58 > FID score (Step: 54000, Using test moments): 12.13579663404903
[INFO] 2021-02-01 02:17:58 > Inception score (Step: 54000, 10000 generated images): 9.34855842590332
[INFO] 2021-02-01 02:17:58 > Best FID score (Step: 54000, Using test moments): 12.13579663404903
[INFO] 2021-02-01 02:17:59 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 02:19:21 > Step: 54100 Progress: 17.3% Elapsed: 13:19:25 temperature: 1.0 ada_p: 0.204008 Discriminator_loss: 2.04718 Generator_loss: 2.34157
[INFO] 2021-02-01 02:20:44 > Step: 54200 Progress: 17.3% Elapsed: 13:20:48 temperature: 1.0 ada_p: 0.204392 Discriminator_loss: 2.1498 Generator_loss: 2.31491
[INFO] 2021-02-01 02:22:07 > Step: 54300 Progress: 17.4% Elapsed: 13:22:11 temperature: 1.0 ada_p: 0.20477 Discriminator_loss: 2.21149 Generator_loss: 2.57716
[INFO] 2021-02-01 02:23:30 > Step: 54400 Progress: 17.4% Elapsed: 13:23:34 temperature: 1.0 ada_p: 0.205154 Discriminator_loss: 2.11094 Generator_loss: 2.77904
[INFO] 2021-02-01 02:25:00 > Step: 54500 Progress: 17.4% Elapsed: 13:25:04 temperature: 1.0 ada_p: 0.205532 Discriminator_loss: 2.29841 Generator_loss: 2.52641
[INFO] 2021-02-01 02:26:24 > Step: 54600 Progress: 17.5% Elapsed: 13:26:28 temperature: 1.0 ada_p: 0.20591 Discriminator_loss: 2.11664 Generator_loss: 2.23684
[INFO] 2021-02-01 02:27:46 > Step: 54700 Progress: 17.5% Elapsed: 13:27:50 temperature: 1.0 ada_p: 0.206294 Discriminator_loss: 2.1788 Generator_loss: 2.68774
[INFO] 2021-02-01 02:29:09 > Step: 54800 Progress: 17.5% Elapsed: 13:29:13 temperature: 1.0 ada_p: 0.206678 Discriminator_loss: 2.18805 Generator_loss: 2.32531
[INFO] 2021-02-01 02:30:38 > Step: 54900 Progress: 17.6% Elapsed: 13:30:42 temperature: 1.0 ada_p: 0.207056 Discriminator_loss: 2.09242 Generator_loss: 2.65933
[INFO] 2021-02-01 02:32:03 > Step: 55000 Progress: 17.6% Elapsed: 13:32:07 temperature: 1.0 ada_p: 0.207434 Discriminator_loss: 2.30506 Generator_loss: 2.42466
[INFO] 2021-02-01 02:33:35 > Step: 55100 Progress: 17.6% Elapsed: 13:33:39 temperature: 1.0 ada_p: 0.207818 Discriminator_loss: 2.14725 Generator_loss: 2.61057
[INFO] 2021-02-01 02:34:56 > Step: 55200 Progress: 17.7% Elapsed: 13:35:00 temperature: 1.0 ada_p: 0.208196 Discriminator_loss: 2.22543 Generator_loss: 2.8677
[INFO] 2021-02-01 02:36:14 > Step: 55300 Progress: 17.7% Elapsed: 13:36:18 temperature: 1.0 ada_p: 0.20858 Discriminator_loss: 2.11809 Generator_loss: 2.72562
[INFO] 2021-02-01 02:37:36 > Step: 55400 Progress: 17.7% Elapsed: 13:37:40 temperature: 1.0 ada_p: 0.208964 Discriminator_loss: 2.16026 Generator_loss: 2.4931
[INFO] 2021-02-01 02:39:06 > Step: 55500 Progress: 17.8% Elapsed: 13:39:10 temperature: 1.0 ada_p: 0.209341 Discriminator_loss: 2.14342 Generator_loss: 2.54453
[INFO] 2021-02-01 02:40:36 > Step: 55600 Progress: 17.8% Elapsed: 13:40:40 temperature: 1.0 ada_p: 0.209725 Discriminator_loss: 2.20992 Generator_loss: 2.35148
[INFO] 2021-02-01 02:41:59 > Step: 55700 Progress: 17.8% Elapsed: 13:42:03 temperature: 1.0 ada_p: 0.210109 Discriminator_loss: 2.14788 Generator_loss: 2.88202
[INFO] 2021-02-01 02:43:21 > Step: 55800 Progress: 17.9% Elapsed: 13:43:25 temperature: 1.0 ada_p: 0.210487 Discriminator_loss: 2.08002 Generator_loss: 2.63179
[INFO] 2021-02-01 02:44:44 > Step: 55900 Progress: 17.9% Elapsed: 13:44:48 temperature: 1.0 ada_p: 0.210871 Discriminator_loss: 2.26567 Generator_loss: 2.41159
[INFO] 2021-02-01 02:46:07 > Step: 56000 Progress: 17.9% Elapsed: 13:46:11 temperature: 1.0 ada_p: 0.211255 Discriminator_loss: 2.12776 Generator_loss: 2.23342
[INFO] 2021-02-01 02:46:07 > Start Evaluation (56000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 02:46:07 > Calculating FID Score....
[INFO] 2021-02-01 02:46:34 > Calculating Inception Score....
[INFO] 2021-02-01 02:46:51 > Calculate F_beta Score....
[INFO] 2021-02-01 02:47:48 > Calculate Accuracies....
[INFO] 2021-02-01 02:47:54 > Calculate Accuracies....
[INFO] 2021-02-01 02:47:56 > F_8 score (Step: 56000, Using test images): 0.9413644168233951
[INFO] 2021-02-01 02:47:56 > F_1/8 score (Step: 56000, Using test images): 0.9910604937032995
[INFO] 2021-02-01 02:47:56 > FID score (Step: 56000, Using test moments): 11.94611543931046
[INFO] 2021-02-01 02:47:56 > Inception score (Step: 56000, 10000 generated images): 9.368632316589355
[INFO] 2021-02-01 02:47:56 > Best FID score (Step: 56000, Using test moments): 11.94611543931046
[INFO] 2021-02-01 02:47:57 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 02:49:22 > Step: 56100 Progress: 18.0% Elapsed: 13:49:26 temperature: 1.0 ada_p: 0.211639 Discriminator_loss: 2.21293 Generator_loss: 2.81342
[INFO] 2021-02-01 02:50:46 > Step: 56200 Progress: 18.0% Elapsed: 13:50:50 temperature: 1.0 ada_p: 0.212023 Discriminator_loss: 2.12863 Generator_loss: 2.26004
[INFO] 2021-02-01 02:52:11 > Step: 56300 Progress: 18.0% Elapsed: 13:52:15 temperature: 1.0 ada_p: 0.212395 Discriminator_loss: 2.19805 Generator_loss: 2.50093
[INFO] 2021-02-01 02:53:34 > Step: 56400 Progress: 18.0% Elapsed: 13:53:38 temperature: 1.0 ada_p: 0.212779 Discriminator_loss: 2.17734 Generator_loss: 2.30896
[INFO] 2021-02-01 02:54:58 > Step: 56500 Progress: 18.1% Elapsed: 13:55:02 temperature: 1.0 ada_p: 0.213163 Discriminator_loss: 2.3025 Generator_loss: 2.78774
[INFO] 2021-02-01 02:56:21 > Step: 56600 Progress: 18.1% Elapsed: 13:56:25 temperature: 1.0 ada_p: 0.213547 Discriminator_loss: 2.12352 Generator_loss: 2.20951
[INFO] 2021-02-01 02:57:43 > Step: 56700 Progress: 18.1% Elapsed: 13:57:47 temperature: 1.0 ada_p: 0.213931 Discriminator_loss: 2.17855 Generator_loss: 2.66177
[INFO] 2021-02-01 02:59:09 > Step: 56800 Progress: 18.2% Elapsed: 13:59:13 temperature: 1.0 ada_p: 0.214315 Discriminator_loss: 2.12639 Generator_loss: 2.50599
[INFO] 2021-02-01 03:00:33 > Step: 56900 Progress: 18.2% Elapsed: 14:00:37 temperature: 1.0 ada_p: 0.214699 Discriminator_loss: 2.17569 Generator_loss: 2.71794
[INFO] 2021-02-01 03:01:53 > Step: 57000 Progress: 18.2% Elapsed: 14:01:57 temperature: 1.0 ada_p: 0.215083 Discriminator_loss: 2.15153 Generator_loss: 2.53894
[INFO] 2021-02-01 03:03:06 > Step: 57100 Progress: 18.3% Elapsed: 14:03:10 temperature: 1.0 ada_p: 0.215467 Discriminator_loss: 2.14682 Generator_loss: 2.43644
[INFO] 2021-02-01 03:04:33 > Step: 57200 Progress: 18.3% Elapsed: 14:04:37 temperature: 1.0 ada_p: 0.215845 Discriminator_loss: 2.07097 Generator_loss: 2.76043
[INFO] 2021-02-01 03:06:02 > Step: 57300 Progress: 18.3% Elapsed: 14:06:06 temperature: 1.0 ada_p: 0.216217 Discriminator_loss: 2.27813 Generator_loss: 2.27912
[INFO] 2021-02-01 03:07:25 > Step: 57400 Progress: 18.4% Elapsed: 14:07:29 temperature: 1.0 ada_p: 0.216601 Discriminator_loss: 2.30641 Generator_loss: 2.99822
[INFO] 2021-02-01 03:08:48 > Step: 57500 Progress: 18.4% Elapsed: 14:08:52 temperature: 1.0 ada_p: 0.216985 Discriminator_loss: 2.30726 Generator_loss: 2.37201
[INFO] 2021-02-01 03:10:10 > Step: 57600 Progress: 18.4% Elapsed: 14:10:14 temperature: 1.0 ada_p: 0.217369 Discriminator_loss: 2.22559 Generator_loss: 2.84579
[INFO] 2021-02-01 03:11:32 > Step: 57700 Progress: 18.5% Elapsed: 14:11:36 temperature: 1.0 ada_p: 0.217753 Discriminator_loss: 2.14002 Generator_loss: 2.42289
[INFO] 2021-02-01 03:12:55 > Step: 57800 Progress: 18.5% Elapsed: 14:12:59 temperature: 1.0 ada_p: 0.218137 Discriminator_loss: 2.20157 Generator_loss: 2.63675
[INFO] 2021-02-01 03:14:17 > Step: 57900 Progress: 18.5% Elapsed: 14:14:21 temperature: 1.0 ada_p: 0.218514 Discriminator_loss: 2.14462 Generator_loss: 2.81318
[INFO] 2021-02-01 03:15:40 > Step: 58000 Progress: 18.6% Elapsed: 14:15:44 temperature: 1.0 ada_p: 0.218886 Discriminator_loss: 2.29851 Generator_loss: 2.75847
[INFO] 2021-02-01 03:15:40 > Start Evaluation (58000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 03:15:40 > Calculating FID Score....
[INFO] 2021-02-01 03:16:08 > Calculating Inception Score....
[INFO] 2021-02-01 03:16:25 > Calculate F_beta Score....
[INFO] 2021-02-01 03:17:22 > Calculate Accuracies....
[INFO] 2021-02-01 03:17:29 > Calculate Accuracies....
[INFO] 2021-02-01 03:17:30 > F_8 score (Step: 58000, Using test images): 0.9444083412306028
[INFO] 2021-02-01 03:17:30 > F_1/8 score (Step: 58000, Using test images): 0.990172963314314
[INFO] 2021-02-01 03:17:30 > FID score (Step: 58000, Using test moments): 11.817064604318034
[INFO] 2021-02-01 03:17:30 > Inception score (Step: 58000, 10000 generated images): 9.418187141418457
[INFO] 2021-02-01 03:17:30 > Best FID score (Step: 58000, Using test moments): 11.817064604318034
[INFO] 2021-02-01 03:17:31 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 03:18:53 > Step: 58100 Progress: 18.6% Elapsed: 14:18:57 temperature: 1.0 ada_p: 0.21927 Discriminator_loss: 2.13439 Generator_loss: 2.38942
[INFO] 2021-02-01 03:20:16 > Step: 58200 Progress: 18.6% Elapsed: 14:20:20 temperature: 1.0 ada_p: 0.219648 Discriminator_loss: 2.20079 Generator_loss: 2.75486
[INFO] 2021-02-01 03:21:41 > Step: 58300 Progress: 18.7% Elapsed: 14:21:45 temperature: 1.0 ada_p: 0.220032 Discriminator_loss: 2.07599 Generator_loss: 2.45859
[INFO] 2021-02-01 03:23:04 > Step: 58400 Progress: 18.7% Elapsed: 14:23:08 temperature: 1.0 ada_p: 0.22041 Discriminator_loss: 2.07319 Generator_loss: 2.65848
[INFO] 2021-02-01 03:24:36 > Step: 58500 Progress: 18.7% Elapsed: 14:24:40 temperature: 1.0 ada_p: 0.220788 Discriminator_loss: 2.09022 Generator_loss: 2.36018
[INFO] 2021-02-01 03:26:00 > Step: 58600 Progress: 18.8% Elapsed: 14:26:04 temperature: 1.0 ada_p: 0.221172 Discriminator_loss: 2.1954 Generator_loss: 2.62402
[INFO] 2021-02-01 03:27:22 > Step: 58700 Progress: 18.8% Elapsed: 14:27:26 temperature: 1.0 ada_p: 0.22155 Discriminator_loss: 2.22804 Generator_loss: 2.38231
[INFO] 2021-02-01 03:28:45 > Step: 58800 Progress: 18.8% Elapsed: 14:28:49 temperature: 1.0 ada_p: 0.221927 Discriminator_loss: 2.21925 Generator_loss: 2.40801
[INFO] 2021-02-01 03:30:03 > Step: 58900 Progress: 18.8% Elapsed: 14:30:07 temperature: 1.0 ada_p: 0.222311 Discriminator_loss: 2.1876 Generator_loss: 2.3213
[INFO] 2021-02-01 03:31:23 > Step: 59000 Progress: 18.9% Elapsed: 14:31:27 temperature: 1.0 ada_p: 0.222683 Discriminator_loss: 2.19648 Generator_loss: 2.44632
[INFO] 2021-02-01 03:32:46 > Step: 59100 Progress: 18.9% Elapsed: 14:32:50 temperature: 1.0 ada_p: 0.223061 Discriminator_loss: 2.07396 Generator_loss: 2.43018
[INFO] 2021-02-01 03:34:08 > Step: 59200 Progress: 18.9% Elapsed: 14:34:12 temperature: 1.0 ada_p: 0.223439 Discriminator_loss: 2.05271 Generator_loss: 2.62568
[INFO] 2021-02-01 03:35:37 > Step: 59300 Progress: 19.0% Elapsed: 14:35:41 temperature: 1.0 ada_p: 0.223823 Discriminator_loss: 2.12897 Generator_loss: 2.59537
[INFO] 2021-02-01 03:37:10 > Step: 59400 Progress: 19.0% Elapsed: 14:37:14 temperature: 1.0 ada_p: 0.224195 Discriminator_loss: 2.01244 Generator_loss: 2.62538
[INFO] 2021-02-01 03:38:42 > Step: 59500 Progress: 19.0% Elapsed: 14:38:46 temperature: 1.0 ada_p: 0.224579 Discriminator_loss: 2.07498 Generator_loss: 2.52713
[INFO] 2021-02-01 03:40:06 > Step: 59600 Progress: 19.1% Elapsed: 14:40:10 temperature: 1.0 ada_p: 0.224963 Discriminator_loss: 2.23444 Generator_loss: 2.58314
[INFO] 2021-02-01 03:41:29 > Step: 59700 Progress: 19.1% Elapsed: 14:41:33 temperature: 1.0 ada_p: 0.225347 Discriminator_loss: 2.30997 Generator_loss: 2.59424
[INFO] 2021-02-01 03:42:51 > Step: 59800 Progress: 19.1% Elapsed: 14:42:55 temperature: 1.0 ada_p: 0.225731 Discriminator_loss: 2.1628 Generator_loss: 2.52035
[INFO] 2021-02-01 03:44:16 > Step: 59900 Progress: 19.2% Elapsed: 14:44:20 temperature: 1.0 ada_p: 0.226115 Discriminator_loss: 2.06953 Generator_loss: 2.72883
[INFO] 2021-02-01 03:45:40 > Step: 60000 Progress: 19.2% Elapsed: 14:45:44 temperature: 1.0 ada_p: 0.226499 Discriminator_loss: 2.25037 Generator_loss: 2.25846
[INFO] 2021-02-01 03:45:40 > Start Evaluation (60000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 03:45:40 > Calculating FID Score....
[INFO] 2021-02-01 03:46:08 > Calculating Inception Score....
[INFO] 2021-02-01 03:46:25 > Calculate F_beta Score....
[INFO] 2021-02-01 03:47:22 > Calculate Accuracies....
[INFO] 2021-02-01 03:47:29 > Calculate Accuracies....
[INFO] 2021-02-01 03:47:30 > F_8 score (Step: 60000, Using test images): 0.9539107962044248
[INFO] 2021-02-01 03:47:30 > F_1/8 score (Step: 60000, Using test images): 0.9893517992280136
[INFO] 2021-02-01 03:47:30 > FID score (Step: 60000, Using test moments): 11.775011827598291
[INFO] 2021-02-01 03:47:30 > Inception score (Step: 60000, 10000 generated images): 9.176470756530762
[INFO] 2021-02-01 03:47:30 > Best FID score (Step: 60000, Using test moments): 11.775011827598291
[INFO] 2021-02-01 03:47:31 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 03:48:53 > Step: 60100 Progress: 19.2% Elapsed: 14:48:57 temperature: 1.0 ada_p: 0.226876 Discriminator_loss: 2.12666 Generator_loss: 2.60917
[INFO] 2021-02-01 03:50:16 > Step: 60200 Progress: 19.3% Elapsed: 14:50:20 temperature: 1.0 ada_p: 0.22726 Discriminator_loss: 2.15281 Generator_loss: 2.58928
[INFO] 2021-02-01 03:51:41 > Step: 60300 Progress: 19.3% Elapsed: 14:51:45 temperature: 1.0 ada_p: 0.227644 Discriminator_loss: 2.16504 Generator_loss: 2.65794
[INFO] 2021-02-01 03:53:03 > Step: 60400 Progress: 19.3% Elapsed: 14:53:07 temperature: 1.0 ada_p: 0.228028 Discriminator_loss: 2.17276 Generator_loss: 2.19253
[INFO] 2021-02-01 03:54:26 > Step: 60500 Progress: 19.4% Elapsed: 14:54:30 temperature: 1.0 ada_p: 0.228406 Discriminator_loss: 2.16155 Generator_loss: 2.50786
[INFO] 2021-02-01 03:55:48 > Step: 60600 Progress: 19.4% Elapsed: 14:55:52 temperature: 1.0 ada_p: 0.22879 Discriminator_loss: 2.21073 Generator_loss: 2.46175
[INFO] 2021-02-01 03:57:06 > Step: 60700 Progress: 19.4% Elapsed: 14:57:10 temperature: 1.0 ada_p: 0.229168 Discriminator_loss: 2.17936 Generator_loss: 2.40496
[INFO] 2021-02-01 03:58:28 > Step: 60800 Progress: 19.5% Elapsed: 14:58:32 temperature: 1.0 ada_p: 0.229546 Discriminator_loss: 2.18709 Generator_loss: 2.77761
[INFO] 2021-02-01 03:59:49 > Step: 60900 Progress: 19.5% Elapsed: 14:59:53 temperature: 1.0 ada_p: 0.22993 Discriminator_loss: 2.14201 Generator_loss: 2.24133
[INFO] 2021-02-01 04:01:12 > Step: 61000 Progress: 19.5% Elapsed: 15:01:16 temperature: 1.0 ada_p: 0.230314 Discriminator_loss: 2.20344 Generator_loss: 2.73295
[INFO] 2021-02-01 04:02:35 > Step: 61100 Progress: 19.6% Elapsed: 15:02:39 temperature: 1.0 ada_p: 0.230698 Discriminator_loss: 2.15483 Generator_loss: 2.55675
[INFO] 2021-02-01 04:03:57 > Step: 61200 Progress: 19.6% Elapsed: 15:04:01 temperature: 1.0 ada_p: 0.231082 Discriminator_loss: 2.13632 Generator_loss: 2.60848
[INFO] 2021-02-01 04:05:19 > Step: 61300 Progress: 19.6% Elapsed: 15:05:23 temperature: 1.0 ada_p: 0.231466 Discriminator_loss: 2.06155 Generator_loss: 2.3023
[INFO] 2021-02-01 04:06:44 > Step: 61400 Progress: 19.6% Elapsed: 15:06:48 temperature: 1.0 ada_p: 0.23185 Discriminator_loss: 2.13804 Generator_loss: 2.56158
[INFO] 2021-02-01 04:08:07 > Step: 61500 Progress: 19.7% Elapsed: 15:08:11 temperature: 1.0 ada_p: 0.232234 Discriminator_loss: 2.22105 Generator_loss: 2.2717
[INFO] 2021-02-01 04:09:32 > Step: 61600 Progress: 19.7% Elapsed: 15:09:36 temperature: 1.0 ada_p: 0.232618 Discriminator_loss: 2.08345 Generator_loss: 2.62356
[INFO] 2021-02-01 04:11:04 > Step: 61700 Progress: 19.7% Elapsed: 15:11:08 temperature: 1.0 ada_p: 0.232996 Discriminator_loss: 2.14695 Generator_loss: 2.7844
[INFO] 2021-02-01 04:12:26 > Step: 61800 Progress: 19.8% Elapsed: 15:12:30 temperature: 1.0 ada_p: 0.23338 Discriminator_loss: 2.1711 Generator_loss: 2.51815
[INFO] 2021-02-01 04:13:49 > Step: 61900 Progress: 19.8% Elapsed: 15:13:53 temperature: 1.0 ada_p: 0.233764 Discriminator_loss: 2.21 Generator_loss: 2.4651
[INFO] 2021-02-01 04:15:12 > Step: 62000 Progress: 19.8% Elapsed: 15:15:15 temperature: 1.0 ada_p: 0.234148 Discriminator_loss: 2.1029 Generator_loss: 2.66342
[INFO] 2021-02-01 04:15:12 > Start Evaluation (62000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 04:15:12 > Calculating FID Score....
[INFO] 2021-02-01 04:15:39 > Calculating Inception Score....
[INFO] 2021-02-01 04:15:56 > Calculate F_beta Score....
[INFO] 2021-02-01 04:16:53 > Calculate Accuracies....
[INFO] 2021-02-01 04:17:00 > Calculate Accuracies....
[INFO] 2021-02-01 04:17:02 > F_8 score (Step: 62000, Using test images): 0.9440954035438482
[INFO] 2021-02-01 04:17:02 > F_1/8 score (Step: 62000, Using test images): 0.9884592115744395
[INFO] 2021-02-01 04:17:02 > FID score (Step: 62000, Using test moments): 11.640098849605863
[INFO] 2021-02-01 04:17:02 > Inception score (Step: 62000, 10000 generated images): 9.395221710205078
[INFO] 2021-02-01 04:17:02 > Best FID score (Step: 62000, Using test moments): 11.640098849605863
[INFO] 2021-02-01 04:17:02 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 04:18:25 > Step: 62100 Progress: 19.9% Elapsed: 15:18:29 temperature: 1.0 ada_p: 0.234532 Discriminator_loss: 2.23487 Generator_loss: 2.34348
[INFO] 2021-02-01 04:19:49 > Step: 62200 Progress: 19.9% Elapsed: 15:19:53 temperature: 1.0 ada_p: 0.234916 Discriminator_loss: 2.21206 Generator_loss: 2.47612
[INFO] 2021-02-01 04:21:16 > Step: 62300 Progress: 19.9% Elapsed: 15:21:20 temperature: 1.0 ada_p: 0.2353 Discriminator_loss: 2.42885 Generator_loss: 2.48402
[INFO] 2021-02-01 04:22:43 > Step: 62400 Progress: 20.0% Elapsed: 15:22:47 temperature: 1.0 ada_p: 0.235684 Discriminator_loss: 2.11179 Generator_loss: 2.40642
[INFO] 2021-02-01 04:24:06 > Step: 62500 Progress: 20.0% Elapsed: 15:24:10 temperature: 1.0 ada_p: 0.236068 Discriminator_loss: 2.17492 Generator_loss: 2.56657
[INFO] 2021-02-01 04:25:23 > Step: 62600 Progress: 20.0% Elapsed: 15:25:27 temperature: 1.0 ada_p: 0.236452 Discriminator_loss: 2.11909 Generator_loss: 2.75348
[INFO] 2021-02-01 04:26:45 > Step: 62700 Progress: 20.1% Elapsed: 15:26:49 temperature: 1.0 ada_p: 0.23683 Discriminator_loss: 2.30137 Generator_loss: 2.26679
[INFO] 2021-02-01 04:28:08 > Step: 62800 Progress: 20.1% Elapsed: 15:28:12 temperature: 1.0 ada_p: 0.237214 Discriminator_loss: 2.17849 Generator_loss: 2.62278
[INFO] 2021-02-01 04:29:31 > Step: 62900 Progress: 20.1% Elapsed: 15:29:35 temperature: 1.0 ada_p: 0.237598 Discriminator_loss: 2.21632 Generator_loss: 2.5355
[INFO] 2021-02-01 04:30:54 > Step: 63000 Progress: 20.2% Elapsed: 15:30:58 temperature: 1.0 ada_p: 0.237982 Discriminator_loss: 2.13099 Generator_loss: 2.37764
[INFO] 2021-02-01 04:32:23 > Step: 63100 Progress: 20.2% Elapsed: 15:32:27 temperature: 1.0 ada_p: 0.238366 Discriminator_loss: 2.02713 Generator_loss: 2.42873
[INFO] 2021-02-01 04:33:47 > Step: 63200 Progress: 20.2% Elapsed: 15:33:51 temperature: 1.0 ada_p: 0.23875 Discriminator_loss: 2.29431 Generator_loss: 2.53412
[INFO] 2021-02-01 04:35:10 > Step: 63300 Progress: 20.3% Elapsed: 15:35:14 temperature: 1.0 ada_p: 0.239134 Discriminator_loss: 2.3195 Generator_loss: 2.27515
[INFO] 2021-02-01 04:36:32 > Step: 63400 Progress: 20.3% Elapsed: 15:36:36 temperature: 1.0 ada_p: 0.239512 Discriminator_loss: 2.38591 Generator_loss: 2.59593
[INFO] 2021-02-01 04:37:57 > Step: 63500 Progress: 20.3% Elapsed: 15:38:01 temperature: 1.0 ada_p: 0.239896 Discriminator_loss: 2.14806 Generator_loss: 2.32904
[INFO] 2021-02-01 04:39:21 > Step: 63600 Progress: 20.4% Elapsed: 15:39:25 temperature: 1.0 ada_p: 0.240273 Discriminator_loss: 2.20636 Generator_loss: 2.1975
[INFO] 2021-02-01 04:40:43 > Step: 63700 Progress: 20.4% Elapsed: 15:40:47 temperature: 1.0 ada_p: 0.240651 Discriminator_loss: 2.30159 Generator_loss: 2.59217
[INFO] 2021-02-01 04:42:10 > Step: 63800 Progress: 20.4% Elapsed: 15:42:14 temperature: 1.0 ada_p: 0.241023 Discriminator_loss: 2.14673 Generator_loss: 2.50701
[INFO] 2021-02-01 04:43:33 > Step: 63900 Progress: 20.4% Elapsed: 15:43:37 temperature: 1.0 ada_p: 0.241395 Discriminator_loss: 2.18627 Generator_loss: 2.44734
[INFO] 2021-02-01 04:44:55 > Step: 64000 Progress: 20.5% Elapsed: 15:44:59 temperature: 1.0 ada_p: 0.241779 Discriminator_loss: 2.21115 Generator_loss: 2.23135
[INFO] 2021-02-01 04:44:55 > Start Evaluation (64000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 04:44:55 > Calculating FID Score....
[INFO] 2021-02-01 04:45:23 > Calculating Inception Score....
[INFO] 2021-02-01 04:45:40 > Calculate F_beta Score....
[INFO] 2021-02-01 04:46:38 > Calculate Accuracies....
[INFO] 2021-02-01 04:46:45 > Calculate Accuracies....
[INFO] 2021-02-01 04:46:46 > F_8 score (Step: 64000, Using test images): 0.9324641358797524
[INFO] 2021-02-01 04:46:46 > F_1/8 score (Step: 64000, Using test images): 0.9878814133804749
[INFO] 2021-02-01 04:46:46 > FID score (Step: 64000, Using test moments): 11.602423605328568
[INFO] 2021-02-01 04:46:46 > Inception score (Step: 64000, 10000 generated images): 9.39871883392334
[INFO] 2021-02-01 04:46:46 > Best FID score (Step: 64000, Using test moments): 11.602423605328568
[INFO] 2021-02-01 04:46:47 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 04:48:10 > Step: 64100 Progress: 20.5% Elapsed: 15:48:14 temperature: 1.0 ada_p: 0.242157 Discriminator_loss: 2.06115 Generator_loss: 2.34635
[INFO] 2021-02-01 04:49:33 > Step: 64200 Progress: 20.5% Elapsed: 15:49:37 temperature: 1.0 ada_p: 0.242541 Discriminator_loss: 2.20651 Generator_loss: 2.80503
[INFO] 2021-02-01 04:50:56 > Step: 64300 Progress: 20.6% Elapsed: 15:51:00 temperature: 1.0 ada_p: 0.242918 Discriminator_loss: 2.18171 Generator_loss: 2.49059
[INFO] 2021-02-01 04:52:14 > Step: 64400 Progress: 20.6% Elapsed: 15:52:18 temperature: 1.0 ada_p: 0.243296 Discriminator_loss: 2.18662 Generator_loss: 2.76179
[INFO] 2021-02-01 04:53:35 > Step: 64500 Progress: 20.6% Elapsed: 15:53:39 temperature: 1.0 ada_p: 0.243674 Discriminator_loss: 2.22058 Generator_loss: 2.32875
[INFO] 2021-02-01 04:54:58 > Step: 64600 Progress: 20.7% Elapsed: 15:55:02 temperature: 1.0 ada_p: 0.244058 Discriminator_loss: 2.16859 Generator_loss: 2.52306
[INFO] 2021-02-01 04:56:20 > Step: 64700 Progress: 20.7% Elapsed: 15:56:24 temperature: 1.0 ada_p: 0.24443 Discriminator_loss: 2.21777 Generator_loss: 2.43827
[INFO] 2021-02-01 04:57:44 > Step: 64800 Progress: 20.7% Elapsed: 15:57:48 temperature: 1.0 ada_p: 0.244814 Discriminator_loss: 2.07244 Generator_loss: 2.6306
[INFO] 2021-02-01 04:59:09 > Step: 64900 Progress: 20.8% Elapsed: 15:59:13 temperature: 1.0 ada_p: 0.245198 Discriminator_loss: 2.16001 Generator_loss: 2.27683
[INFO] 2021-02-01 05:00:35 > Step: 65000 Progress: 20.8% Elapsed: 16:00:39 temperature: 1.0 ada_p: 0.245582 Discriminator_loss: 2.15932 Generator_loss: 2.37462
[INFO] 2021-02-01 05:01:57 > Step: 65100 Progress: 20.8% Elapsed: 16:02:01 temperature: 1.0 ada_p: 0.245966 Discriminator_loss: 2.26705 Generator_loss: 2.21062
[INFO] 2021-02-01 05:03:21 > Step: 65200 Progress: 20.9% Elapsed: 16:03:25 temperature: 1.0 ada_p: 0.246344 Discriminator_loss: 2.10031 Generator_loss: 2.52014
[INFO] 2021-02-01 05:04:45 > Step: 65300 Progress: 20.9% Elapsed: 16:04:49 temperature: 1.0 ada_p: 0.246728 Discriminator_loss: 2.18113 Generator_loss: 2.74036
[INFO] 2021-02-01 05:06:08 > Step: 65400 Progress: 20.9% Elapsed: 16:06:12 temperature: 1.0 ada_p: 0.247099 Discriminator_loss: 2.21901 Generator_loss: 2.51428
[INFO] 2021-02-01 05:07:31 > Step: 65500 Progress: 21.0% Elapsed: 16:07:35 temperature: 1.0 ada_p: 0.247483 Discriminator_loss: 2.10568 Generator_loss: 2.51842
[INFO] 2021-02-01 05:08:55 > Step: 65600 Progress: 21.0% Elapsed: 16:08:59 temperature: 1.0 ada_p: 0.247855 Discriminator_loss: 2.21353 Generator_loss: 2.35401
[INFO] 2021-02-01 05:10:17 > Step: 65700 Progress: 21.0% Elapsed: 16:10:21 temperature: 1.0 ada_p: 0.248239 Discriminator_loss: 2.17777 Generator_loss: 2.50379
[INFO] 2021-02-01 05:11:42 > Step: 65800 Progress: 21.1% Elapsed: 16:11:46 temperature: 1.0 ada_p: 0.248623 Discriminator_loss: 2.24802 Generator_loss: 2.17689
[INFO] 2021-02-01 05:13:04 > Step: 65900 Progress: 21.1% Elapsed: 16:13:08 temperature: 1.0 ada_p: 0.249007 Discriminator_loss: 2.36161 Generator_loss: 2.62987
[INFO] 2021-02-01 05:14:26 > Step: 66000 Progress: 21.1% Elapsed: 16:14:30 temperature: 1.0 ada_p: 0.249391 Discriminator_loss: 2.14095 Generator_loss: 2.29508
[INFO] 2021-02-01 05:14:26 > Start Evaluation (66000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 05:14:27 > Calculating FID Score....
[INFO] 2021-02-01 05:14:54 > Calculating Inception Score....
[INFO] 2021-02-01 05:15:11 > Calculate F_beta Score....
[INFO] 2021-02-01 05:16:07 > Calculate Accuracies....
[INFO] 2021-02-01 05:16:14 > Calculate Accuracies....
[INFO] 2021-02-01 05:16:16 > F_8 score (Step: 66000, Using test images): 0.9413679903609181
[INFO] 2021-02-01 05:16:16 > F_1/8 score (Step: 66000, Using test images): 0.9893681023587882
[INFO] 2021-02-01 05:16:16 > FID score (Step: 66000, Using test moments): 11.624600707316063
[INFO] 2021-02-01 05:16:16 > Inception score (Step: 66000, 10000 generated images): 9.604698181152344
[INFO] 2021-02-01 05:16:16 > Best FID score (Step: 64000, Using test moments): 11.602423605328568
[INFO] 2021-02-01 05:16:16 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 05:17:39 > Step: 66100 Progress: 21.2% Elapsed: 16:17:43 temperature: 1.0 ada_p: 0.249769 Discriminator_loss: 2.0934 Generator_loss: 2.57059
[INFO] 2021-02-01 05:18:56 > Step: 66200 Progress: 21.2% Elapsed: 16:19:00 temperature: 1.0 ada_p: 0.250147 Discriminator_loss: 2.13731 Generator_loss: 2.30244
[INFO] 2021-02-01 05:20:15 > Step: 66300 Progress: 21.2% Elapsed: 16:20:19 temperature: 1.0 ada_p: 0.250531 Discriminator_loss: 2.19859 Generator_loss: 2.32345
[INFO] 2021-02-01 05:21:38 > Step: 66400 Progress: 21.2% Elapsed: 16:21:42 temperature: 1.0 ada_p: 0.250915 Discriminator_loss: 2.28551 Generator_loss: 2.46207
[INFO] 2021-02-01 05:23:00 > Step: 66500 Progress: 21.3% Elapsed: 16:23:04 temperature: 1.0 ada_p: 0.251293 Discriminator_loss: 2.10703 Generator_loss: 2.53181
[INFO] 2021-02-01 05:24:25 > Step: 66600 Progress: 21.3% Elapsed: 16:24:29 temperature: 1.0 ada_p: 0.251677 Discriminator_loss: 2.20312 Generator_loss: 2.3983
[INFO] 2021-02-01 05:25:51 > Step: 66700 Progress: 21.3% Elapsed: 16:25:55 temperature: 1.0 ada_p: 0.252048 Discriminator_loss: 2.25772 Generator_loss: 2.76547
[INFO] 2021-02-01 05:27:13 > Step: 66800 Progress: 21.4% Elapsed: 16:27:17 temperature: 1.0 ada_p: 0.252432 Discriminator_loss: 2.14234 Generator_loss: 2.71221
[INFO] 2021-02-01 05:28:35 > Step: 66900 Progress: 21.4% Elapsed: 16:28:39 temperature: 1.0 ada_p: 0.25281 Discriminator_loss: 2.19437 Generator_loss: 2.45096
[INFO] 2021-02-01 05:29:57 > Step: 67000 Progress: 21.4% Elapsed: 16:30:01 temperature: 1.0 ada_p: 0.253194 Discriminator_loss: 2.15421 Generator_loss: 2.53585
[INFO] 2021-02-01 05:31:19 > Step: 67100 Progress: 21.5% Elapsed: 16:31:23 temperature: 1.0 ada_p: 0.253578 Discriminator_loss: 2.2091 Generator_loss: 2.24169
[INFO] 2021-02-01 05:32:44 > Step: 67200 Progress: 21.5% Elapsed: 16:32:48 temperature: 1.0 ada_p: 0.253962 Discriminator_loss: 2.18123 Generator_loss: 2.3816
[INFO] 2021-02-01 05:34:10 > Step: 67300 Progress: 21.5% Elapsed: 16:34:14 temperature: 1.0 ada_p: 0.25434 Discriminator_loss: 2.22308 Generator_loss: 2.60145
[INFO] 2021-02-01 05:35:34 > Step: 67400 Progress: 21.6% Elapsed: 16:35:38 temperature: 1.0 ada_p: 0.254724 Discriminator_loss: 2.18468 Generator_loss: 2.31756
[INFO] 2021-02-01 05:36:56 > Step: 67500 Progress: 21.6% Elapsed: 16:37:00 temperature: 1.0 ada_p: 0.255102 Discriminator_loss: 2.06674 Generator_loss: 2.26904
[INFO] 2021-02-01 05:38:18 > Step: 67600 Progress: 21.6% Elapsed: 16:38:22 temperature: 1.0 ada_p: 0.255486 Discriminator_loss: 2.10938 Generator_loss: 2.39718
[INFO] 2021-02-01 05:39:43 > Step: 67700 Progress: 21.7% Elapsed: 16:39:47 temperature: 1.0 ada_p: 0.25587 Discriminator_loss: 2.17409 Generator_loss: 2.35494
[INFO] 2021-02-01 05:41:05 > Step: 67800 Progress: 21.7% Elapsed: 16:41:09 temperature: 1.0 ada_p: 0.256248 Discriminator_loss: 2.27408 Generator_loss: 2.67781
[INFO] 2021-02-01 05:42:27 > Step: 67900 Progress: 21.7% Elapsed: 16:42:31 temperature: 1.0 ada_p: 0.256626 Discriminator_loss: 2.16506 Generator_loss: 2.86583
[INFO] 2021-02-01 05:43:53 > Step: 68000 Progress: 21.8% Elapsed: 16:43:57 temperature: 1.0 ada_p: 0.25701 Discriminator_loss: 2.16307 Generator_loss: 2.24512
[INFO] 2021-02-01 05:43:53 > Start Evaluation (68000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 05:43:53 > Calculating FID Score....
[INFO] 2021-02-01 05:44:21 > Calculating Inception Score....
[INFO] 2021-02-01 05:44:38 > Calculate F_beta Score....
[INFO] 2021-02-01 05:45:33 > Calculate Accuracies....
[INFO] 2021-02-01 05:45:40 > Calculate Accuracies....
[INFO] 2021-02-01 05:45:41 > F_8 score (Step: 68000, Using test images): 0.9451703378477362
[INFO] 2021-02-01 05:45:41 > F_1/8 score (Step: 68000, Using test images): 0.9897819804729519
[INFO] 2021-02-01 05:45:41 > FID score (Step: 68000, Using test moments): 11.47773717752392
[INFO] 2021-02-01 05:45:41 > Inception score (Step: 68000, 10000 generated images): 9.347465515136719
[INFO] 2021-02-01 05:45:41 > Best FID score (Step: 68000, Using test moments): 11.47773717752392
[INFO] 2021-02-01 05:45:42 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 05:46:53 > Step: 68100 Progress: 21.8% Elapsed: 16:46:57 temperature: 1.0 ada_p: 0.257381 Discriminator_loss: 2.19373 Generator_loss: 2.62764
[INFO] 2021-02-01 05:48:13 > Step: 68200 Progress: 21.8% Elapsed: 16:48:17 temperature: 1.0 ada_p: 0.257765 Discriminator_loss: 2.1025 Generator_loss: 2.30661
[INFO] 2021-02-01 05:49:36 > Step: 68300 Progress: 21.9% Elapsed: 16:49:40 temperature: 1.0 ada_p: 0.258149 Discriminator_loss: 2.33383 Generator_loss: 2.94354
[INFO] 2021-02-01 05:50:59 > Step: 68400 Progress: 21.9% Elapsed: 16:51:03 temperature: 1.0 ada_p: 0.258521 Discriminator_loss: 2.17486 Generator_loss: 2.63411
[INFO] 2021-02-01 05:52:24 > Step: 68500 Progress: 21.9% Elapsed: 16:52:28 temperature: 1.0 ada_p: 0.258893 Discriminator_loss: 2.09369 Generator_loss: 2.50674
[INFO] 2021-02-01 05:53:47 > Step: 68600 Progress: 22.0% Elapsed: 16:53:51 temperature: 1.0 ada_p: 0.259277 Discriminator_loss: 2.20084 Generator_loss: 2.45941
[INFO] 2021-02-01 05:55:10 > Step: 68700 Progress: 22.0% Elapsed: 16:55:14 temperature: 1.0 ada_p: 0.259661 Discriminator_loss: 2.30169 Generator_loss: 2.40191
[INFO] 2021-02-01 05:56:34 > Step: 68800 Progress: 22.0% Elapsed: 16:56:38 temperature: 1.0 ada_p: 0.260045 Discriminator_loss: 2.14734 Generator_loss: 2.44994
[INFO] 2021-02-01 05:57:58 > Step: 68900 Progress: 22.0% Elapsed: 16:58:02 temperature: 1.0 ada_p: 0.260429 Discriminator_loss: 2.18921 Generator_loss: 2.444
[INFO] 2021-02-01 05:59:20 > Step: 69000 Progress: 22.1% Elapsed: 16:59:24 temperature: 1.0 ada_p: 0.260807 Discriminator_loss: 2.29557 Generator_loss: 2.27952
[INFO] 2021-02-01 06:00:43 > Step: 69100 Progress: 22.1% Elapsed: 17:00:47 temperature: 1.0 ada_p: 0.261185 Discriminator_loss: 2.1824 Generator_loss: 2.72017
[INFO] 2021-02-01 06:02:05 > Step: 69200 Progress: 22.1% Elapsed: 17:02:09 temperature: 1.0 ada_p: 0.261569 Discriminator_loss: 2.29611 Generator_loss: 2.24699
[INFO] 2021-02-01 06:03:27 > Step: 69300 Progress: 22.2% Elapsed: 17:03:31 temperature: 1.0 ada_p: 0.261946 Discriminator_loss: 2.15211 Generator_loss: 2.27567
[INFO] 2021-02-01 06:04:50 > Step: 69400 Progress: 22.2% Elapsed: 17:04:54 temperature: 1.0 ada_p: 0.262324 Discriminator_loss: 2.1293 Generator_loss: 2.34629
[INFO] 2021-02-01 06:06:12 > Step: 69500 Progress: 22.2% Elapsed: 17:06:16 temperature: 1.0 ada_p: 0.262702 Discriminator_loss: 2.26773 Generator_loss: 2.51165
[INFO] 2021-02-01 06:07:34 > Step: 69600 Progress: 22.3% Elapsed: 17:07:38 temperature: 1.0 ada_p: 0.263086 Discriminator_loss: 2.36642 Generator_loss: 2.06063
[INFO] 2021-02-01 06:09:04 > Step: 69700 Progress: 22.3% Elapsed: 17:09:08 temperature: 1.0 ada_p: 0.26347 Discriminator_loss: 2.15632 Generator_loss: 2.30779
[INFO] 2021-02-01 06:10:26 > Step: 69800 Progress: 22.3% Elapsed: 17:10:30 temperature: 1.0 ada_p: 0.263848 Discriminator_loss: 2.15808 Generator_loss: 2.31606
[INFO] 2021-02-01 06:11:49 > Step: 69900 Progress: 22.4% Elapsed: 17:11:53 temperature: 1.0 ada_p: 0.264232 Discriminator_loss: 2.23192 Generator_loss: 2.38789
[INFO] 2021-02-01 06:13:11 > Step: 70000 Progress: 22.4% Elapsed: 17:13:15 temperature: 1.0 ada_p: 0.264616 Discriminator_loss: 2.27681 Generator_loss: 2.28401
[INFO] 2021-02-01 06:13:11 > Start Evaluation (70000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 06:13:11 > Calculating FID Score....
[INFO] 2021-02-01 06:13:39 > Calculating Inception Score....
[INFO] 2021-02-01 06:13:55 > Calculate F_beta Score....
[INFO] 2021-02-01 06:14:52 > Calculate Accuracies....
[INFO] 2021-02-01 06:14:59 > Calculate Accuracies....
[INFO] 2021-02-01 06:15:01 > F_8 score (Step: 70000, Using test images): 0.9346059241355908
[INFO] 2021-02-01 06:15:01 > F_1/8 score (Step: 70000, Using test images): 0.9904171919044539
[INFO] 2021-02-01 06:15:01 > FID score (Step: 70000, Using test moments): 11.55629312825505
[INFO] 2021-02-01 06:15:01 > Inception score (Step: 70000, 10000 generated images): 9.383560180664062
[INFO] 2021-02-01 06:15:01 > Best FID score (Step: 68000, Using test moments): 11.47773717752392
[INFO] 2021-02-01 06:15:01 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 06:16:27 > Step: 70100 Progress: 22.4% Elapsed: 17:16:31 temperature: 1.0 ada_p: 0.265 Discriminator_loss: 2.21748 Generator_loss: 2.71208
[INFO] 2021-02-01 06:17:50 > Step: 70200 Progress: 22.5% Elapsed: 17:17:54 temperature: 1.0 ada_p: 0.265384 Discriminator_loss: 2.21042 Generator_loss: 2.48618
[INFO] 2021-02-01 06:19:14 > Step: 70300 Progress: 22.5% Elapsed: 17:19:18 temperature: 1.0 ada_p: 0.265768 Discriminator_loss: 2.2859 Generator_loss: 2.66022
[INFO] 2021-02-01 06:20:36 > Step: 70400 Progress: 22.5% Elapsed: 17:20:40 temperature: 1.0 ada_p: 0.266152 Discriminator_loss: 2.34167 Generator_loss: 2.61195
[INFO] 2021-02-01 06:21:58 > Step: 70500 Progress: 22.6% Elapsed: 17:22:02 temperature: 1.0 ada_p: 0.266536 Discriminator_loss: 2.21278 Generator_loss: 2.56286
[INFO] 2021-02-01 06:23:21 > Step: 70600 Progress: 22.6% Elapsed: 17:23:25 temperature: 1.0 ada_p: 0.26692 Discriminator_loss: 2.26276 Generator_loss: 2.60658
[INFO] 2021-02-01 06:24:46 > Step: 70700 Progress: 22.6% Elapsed: 17:24:49 temperature: 1.0 ada_p: 0.267304 Discriminator_loss: 2.26443 Generator_loss: 2.61285
[INFO] 2021-02-01 06:26:10 > Step: 70800 Progress: 22.7% Elapsed: 17:26:14 temperature: 1.0 ada_p: 0.267688 Discriminator_loss: 2.23285 Generator_loss: 2.44414
[INFO] 2021-02-01 06:27:34 > Step: 70900 Progress: 22.7% Elapsed: 17:27:38 temperature: 1.0 ada_p: 0.268072 Discriminator_loss: 2.2455 Generator_loss: 2.32684
[INFO] 2021-02-01 06:28:57 > Step: 71000 Progress: 22.7% Elapsed: 17:29:01 temperature: 1.0 ada_p: 0.26845 Discriminator_loss: 2.25656 Generator_loss: 2.50841
[INFO] 2021-02-01 06:30:20 > Step: 71100 Progress: 22.8% Elapsed: 17:30:24 temperature: 1.0 ada_p: 0.268828 Discriminator_loss: 2.17384 Generator_loss: 2.34831
[INFO] 2021-02-01 06:31:53 > Step: 71200 Progress: 22.8% Elapsed: 17:31:57 temperature: 1.0 ada_p: 0.269199 Discriminator_loss: 2.28915 Generator_loss: 2.54158
[INFO] 2021-02-01 06:33:17 > Step: 71300 Progress: 22.8% Elapsed: 17:33:21 temperature: 1.0 ada_p: 0.269583 Discriminator_loss: 2.19914 Generator_loss: 2.29322
[INFO] 2021-02-01 06:34:42 > Step: 71400 Progress: 22.8% Elapsed: 17:34:46 temperature: 1.0 ada_p: 0.269967 Discriminator_loss: 2.23276 Generator_loss: 2.38501
[INFO] 2021-02-01 06:36:05 > Step: 71500 Progress: 22.9% Elapsed: 17:36:09 temperature: 1.0 ada_p: 0.270351 Discriminator_loss: 2.21201 Generator_loss: 2.64164
[INFO] 2021-02-01 06:37:34 > Step: 71600 Progress: 22.9% Elapsed: 17:37:38 temperature: 1.0 ada_p: 0.270735 Discriminator_loss: 2.23688 Generator_loss: 2.54685
[INFO] 2021-02-01 06:39:05 > Step: 71700 Progress: 22.9% Elapsed: 17:39:09 temperature: 1.0 ada_p: 0.271119 Discriminator_loss: 2.13354 Generator_loss: 2.581
[INFO] 2021-02-01 06:40:28 > Step: 71800 Progress: 23.0% Elapsed: 17:40:32 temperature: 1.0 ada_p: 0.271497 Discriminator_loss: 2.19203 Generator_loss: 2.04262
[INFO] 2021-02-01 06:41:45 > Step: 71900 Progress: 23.0% Elapsed: 17:41:49 temperature: 1.0 ada_p: 0.271881 Discriminator_loss: 2.04866 Generator_loss: 2.37382
[INFO] 2021-02-01 06:43:05 > Step: 72000 Progress: 23.0% Elapsed: 17:43:09 temperature: 1.0 ada_p: 0.272265 Discriminator_loss: 2.23324 Generator_loss: 2.37282
[INFO] 2021-02-01 06:43:05 > Start Evaluation (72000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 06:43:05 > Calculating FID Score....
[INFO] 2021-02-01 06:43:33 > Calculating Inception Score....
[INFO] 2021-02-01 06:43:50 > Calculate F_beta Score....
[INFO] 2021-02-01 06:44:46 > Calculate Accuracies....
[INFO] 2021-02-01 06:44:52 > Calculate Accuracies....
[INFO] 2021-02-01 06:44:54 > F_8 score (Step: 72000, Using test images): 0.9549398018729979
[INFO] 2021-02-01 06:44:54 > F_1/8 score (Step: 72000, Using test images): 0.9906554610493774
[INFO] 2021-02-01 06:44:54 > FID score (Step: 72000, Using test moments): 11.46527190166546
[INFO] 2021-02-01 06:44:54 > Inception score (Step: 72000, 10000 generated images): 9.353899955749512
[INFO] 2021-02-01 06:44:54 > Best FID score (Step: 72000, Using test moments): 11.46527190166546
[INFO] 2021-02-01 06:44:55 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 06:46:18 > Step: 72100 Progress: 23.1% Elapsed: 17:46:22 temperature: 1.0 ada_p: 0.272649 Discriminator_loss: 2.13864 Generator_loss: 2.48356
[INFO] 2021-02-01 06:47:41 > Step: 72200 Progress: 23.1% Elapsed: 17:47:45 temperature: 1.0 ada_p: 0.273033 Discriminator_loss: 2.21516 Generator_loss: 2.44815
[INFO] 2021-02-01 06:49:12 > Step: 72300 Progress: 23.1% Elapsed: 17:49:16 temperature: 1.0 ada_p: 0.273417 Discriminator_loss: 2.191 Generator_loss: 2.32863
[INFO] 2021-02-01 06:50:39 > Step: 72400 Progress: 23.2% Elapsed: 17:50:43 temperature: 1.0 ada_p: 0.273801 Discriminator_loss: 2.20878 Generator_loss: 2.4375
[INFO] 2021-02-01 06:52:08 > Step: 72500 Progress: 23.2% Elapsed: 17:52:12 temperature: 1.0 ada_p: 0.274179 Discriminator_loss: 2.17714 Generator_loss: 2.71867
[INFO] 2021-02-01 06:53:32 > Step: 72600 Progress: 23.2% Elapsed: 17:53:36 temperature: 1.0 ada_p: 0.274563 Discriminator_loss: 2.20225 Generator_loss: 2.30027
[INFO] 2021-02-01 06:55:01 > Step: 72700 Progress: 23.3% Elapsed: 17:55:05 temperature: 1.0 ada_p: 0.274947 Discriminator_loss: 2.18059 Generator_loss: 2.53341
[INFO] 2021-02-01 06:56:24 > Step: 72800 Progress: 23.3% Elapsed: 17:56:28 temperature: 1.0 ada_p: 0.275331 Discriminator_loss: 2.1312 Generator_loss: 2.31855
[INFO] 2021-02-01 06:57:48 > Step: 72900 Progress: 23.3% Elapsed: 17:57:52 temperature: 1.0 ada_p: 0.275709 Discriminator_loss: 2.23655 Generator_loss: 2.42841
[INFO] 2021-02-01 06:59:12 > Step: 73000 Progress: 23.4% Elapsed: 17:59:16 temperature: 1.0 ada_p: 0.276087 Discriminator_loss: 2.30524 Generator_loss: 2.38082
[INFO] 2021-02-01 07:00:38 > Step: 73100 Progress: 23.4% Elapsed: 18:00:42 temperature: 1.0 ada_p: 0.276471 Discriminator_loss: 2.30132 Generator_loss: 2.38601
[INFO] 2021-02-01 07:02:03 > Step: 73200 Progress: 23.4% Elapsed: 18:02:07 temperature: 1.0 ada_p: 0.276849 Discriminator_loss: 2.27673 Generator_loss: 2.54758
[INFO] 2021-02-01 07:03:26 > Step: 73300 Progress: 23.5% Elapsed: 18:03:30 temperature: 1.0 ada_p: 0.277226 Discriminator_loss: 2.28567 Generator_loss: 2.56562
[INFO] 2021-02-01 07:04:51 > Step: 73400 Progress: 23.5% Elapsed: 18:04:55 temperature: 1.0 ada_p: 0.27761 Discriminator_loss: 2.18304 Generator_loss: 2.6093
[INFO] 2021-02-01 07:06:17 > Step: 73500 Progress: 23.5% Elapsed: 18:06:21 temperature: 1.0 ada_p: 0.277988 Discriminator_loss: 2.24049 Generator_loss: 2.53921
[INFO] 2021-02-01 07:07:42 > Step: 73600 Progress: 23.6% Elapsed: 18:07:46 temperature: 1.0 ada_p: 0.278372 Discriminator_loss: 2.265 Generator_loss: 2.64842
[INFO] 2021-02-01 07:08:59 > Step: 73700 Progress: 23.6% Elapsed: 18:09:03 temperature: 1.0 ada_p: 0.278756 Discriminator_loss: 2.34023 Generator_loss: 2.59468
[INFO] 2021-02-01 07:10:19 > Step: 73800 Progress: 23.6% Elapsed: 18:10:23 temperature: 1.0 ada_p: 0.27914 Discriminator_loss: 2.32045 Generator_loss: 2.29722
[INFO] 2021-02-01 07:11:42 > Step: 73900 Progress: 23.6% Elapsed: 18:11:46 temperature: 1.0 ada_p: 0.279524 Discriminator_loss: 2.20082 Generator_loss: 2.4732
[INFO] 2021-02-01 07:13:04 > Step: 74000 Progress: 23.7% Elapsed: 18:13:08 temperature: 1.0 ada_p: 0.279908 Discriminator_loss: 2.20423 Generator_loss: 2.56561
[INFO] 2021-02-01 07:13:04 > Start Evaluation (74000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 07:13:04 > Calculating FID Score....
[INFO] 2021-02-01 07:13:32 > Calculating Inception Score....
[INFO] 2021-02-01 07:13:49 > Calculate F_beta Score....
[INFO] 2021-02-01 07:14:45 > Calculate Accuracies....
[INFO] 2021-02-01 07:14:53 > Calculate Accuracies....
[INFO] 2021-02-01 07:14:54 > F_8 score (Step: 74000, Using test images): 0.9387149171770918
[INFO] 2021-02-01 07:14:54 > F_1/8 score (Step: 74000, Using test images): 0.9891091443642355
[INFO] 2021-02-01 07:14:54 > FID score (Step: 74000, Using test moments): 11.492503203300885
[INFO] 2021-02-01 07:14:54 > Inception score (Step: 74000, 10000 generated images): 9.451931953430176
[INFO] 2021-02-01 07:14:54 > Best FID score (Step: 72000, Using test moments): 11.46527190166546
[INFO] 2021-02-01 07:14:55 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 07:16:18 > Step: 74100 Progress: 23.7% Elapsed: 18:16:22 temperature: 1.0 ada_p: 0.280292 Discriminator_loss: 2.20201 Generator_loss: 2.59707
[INFO] 2021-02-01 07:17:42 > Step: 74200 Progress: 23.7% Elapsed: 18:17:46 temperature: 1.0 ada_p: 0.280676 Discriminator_loss: 2.2293 Generator_loss: 2.59893
[INFO] 2021-02-01 07:19:04 > Step: 74300 Progress: 23.8% Elapsed: 18:19:08 temperature: 1.0 ada_p: 0.28106 Discriminator_loss: 2.20953 Generator_loss: 2.43675
[INFO] 2021-02-01 07:20:27 > Step: 74400 Progress: 23.8% Elapsed: 18:20:31 temperature: 1.0 ada_p: 0.281444 Discriminator_loss: 2.26721 Generator_loss: 2.43295
[INFO] 2021-02-01 07:21:48 > Step: 74500 Progress: 23.8% Elapsed: 18:21:52 temperature: 1.0 ada_p: 0.281828 Discriminator_loss: 2.27027 Generator_loss: 2.8761
[INFO] 2021-02-01 07:23:18 > Step: 74600 Progress: 23.9% Elapsed: 18:23:22 temperature: 1.0 ada_p: 0.282212 Discriminator_loss: 2.25693 Generator_loss: 2.20716
[INFO] 2021-02-01 07:24:44 > Step: 74700 Progress: 23.9% Elapsed: 18:24:48 temperature: 1.0 ada_p: 0.28259 Discriminator_loss: 2.29973 Generator_loss: 2.08412
[INFO] 2021-02-01 07:26:07 > Step: 74800 Progress: 23.9% Elapsed: 18:26:11 temperature: 1.0 ada_p: 0.282968 Discriminator_loss: 2.3269 Generator_loss: 2.58481
[INFO] 2021-02-01 07:27:31 > Step: 74900 Progress: 24.0% Elapsed: 18:27:35 temperature: 1.0 ada_p: 0.283327 Discriminator_loss: 2.21384 Generator_loss: 2.28796
[INFO] 2021-02-01 07:28:54 > Step: 75000 Progress: 24.0% Elapsed: 18:28:58 temperature: 1.0 ada_p: 0.283711 Discriminator_loss: 2.32487 Generator_loss: 2.25737
[INFO] 2021-02-01 07:30:15 > Step: 75100 Progress: 24.0% Elapsed: 18:30:19 temperature: 1.0 ada_p: 0.284095 Discriminator_loss: 2.26857 Generator_loss: 2.66345
[INFO] 2021-02-01 07:31:39 > Step: 75200 Progress: 24.1% Elapsed: 18:31:43 temperature: 1.0 ada_p: 0.284479 Discriminator_loss: 2.13237 Generator_loss: 2.47262
[INFO] 2021-02-01 07:33:01 > Step: 75300 Progress: 24.1% Elapsed: 18:33:05 temperature: 1.0 ada_p: 0.284857 Discriminator_loss: 2.18282 Generator_loss: 2.26251
[INFO] 2021-02-01 07:34:27 > Step: 75400 Progress: 24.1% Elapsed: 18:34:31 temperature: 1.0 ada_p: 0.285241 Discriminator_loss: 2.29903 Generator_loss: 2.3969
[INFO] 2021-02-01 07:35:47 > Step: 75500 Progress: 24.2% Elapsed: 18:35:51 temperature: 1.0 ada_p: 0.285625 Discriminator_loss: 2.24852 Generator_loss: 2.43277
[INFO] 2021-02-01 07:37:01 > Step: 75600 Progress: 24.2% Elapsed: 18:37:05 temperature: 1.0 ada_p: 0.286009 Discriminator_loss: 2.40935 Generator_loss: 2.57373
[INFO] 2021-02-01 07:38:21 > Step: 75700 Progress: 24.2% Elapsed: 18:38:25 temperature: 1.0 ada_p: 0.286387 Discriminator_loss: 2.14078 Generator_loss: 2.41146
[INFO] 2021-02-01 07:39:44 > Step: 75800 Progress: 24.3% Elapsed: 18:39:48 temperature: 1.0 ada_p: 0.286759 Discriminator_loss: 2.1262 Generator_loss: 2.3627
[INFO] 2021-02-01 07:41:06 > Step: 75900 Progress: 24.3% Elapsed: 18:41:10 temperature: 1.0 ada_p: 0.287143 Discriminator_loss: 2.34339 Generator_loss: 2.56519
[INFO] 2021-02-01 07:42:38 > Step: 76000 Progress: 24.3% Elapsed: 18:42:42 temperature: 1.0 ada_p: 0.287527 Discriminator_loss: 2.24526 Generator_loss: 2.46166
[INFO] 2021-02-01 07:42:38 > Start Evaluation (76000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 07:42:38 > Calculating FID Score....
[INFO] 2021-02-01 07:43:06 > Calculating Inception Score....
[INFO] 2021-02-01 07:43:23 > Calculate F_beta Score....
[INFO] 2021-02-01 07:44:19 > Calculate Accuracies....
[INFO] 2021-02-01 07:44:26 > Calculate Accuracies....
[INFO] 2021-02-01 07:44:28 > F_8 score (Step: 76000, Using test images): 0.9362098538538914
[INFO] 2021-02-01 07:44:28 > F_1/8 score (Step: 76000, Using test images): 0.9884427672337127
[INFO] 2021-02-01 07:44:28 > FID score (Step: 76000, Using test moments): 11.347599550368727
[INFO] 2021-02-01 07:44:28 > Inception score (Step: 76000, 10000 generated images): 9.49104118347168
[INFO] 2021-02-01 07:44:28 > Best FID score (Step: 76000, Using test moments): 11.347599550368727
[INFO] 2021-02-01 07:44:29 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 07:45:54 > Step: 76100 Progress: 24.4% Elapsed: 18:45:58 temperature: 1.0 ada_p: 0.287911 Discriminator_loss: 2.32156 Generator_loss: 2.51572
[INFO] 2021-02-01 07:47:16 > Step: 76200 Progress: 24.4% Elapsed: 18:47:20 temperature: 1.0 ada_p: 0.288295 Discriminator_loss: 2.17213 Generator_loss: 2.45653
[INFO] 2021-02-01 07:48:46 > Step: 76300 Progress: 24.4% Elapsed: 18:48:50 temperature: 1.0 ada_p: 0.288673 Discriminator_loss: 2.22039 Generator_loss: 2.27562
[INFO] 2021-02-01 07:50:10 > Step: 76400 Progress: 24.4% Elapsed: 18:50:14 temperature: 1.0 ada_p: 0.289057 Discriminator_loss: 2.29007 Generator_loss: 2.09948
[INFO] 2021-02-01 07:51:33 > Step: 76500 Progress: 24.5% Elapsed: 18:51:37 temperature: 1.0 ada_p: 0.289441 Discriminator_loss: 2.4379 Generator_loss: 2.84379
[INFO] 2021-02-01 07:52:58 > Step: 76600 Progress: 24.5% Elapsed: 18:53:02 temperature: 1.0 ada_p: 0.289825 Discriminator_loss: 2.22563 Generator_loss: 2.37813
[INFO] 2021-02-01 07:54:21 > Step: 76700 Progress: 24.5% Elapsed: 18:54:25 temperature: 1.0 ada_p: 0.290203 Discriminator_loss: 2.31761 Generator_loss: 2.65247
[INFO] 2021-02-01 07:55:43 > Step: 76800 Progress: 24.6% Elapsed: 18:55:47 temperature: 1.0 ada_p: 0.29058 Discriminator_loss: 2.28936 Generator_loss: 2.25255
[INFO] 2021-02-01 07:57:07 > Step: 76900 Progress: 24.6% Elapsed: 18:57:11 temperature: 1.0 ada_p: 0.290964 Discriminator_loss: 2.1481 Generator_loss: 2.43052
[INFO] 2021-02-01 07:58:32 > Step: 77000 Progress: 24.6% Elapsed: 18:58:36 temperature: 1.0 ada_p: 0.291348 Discriminator_loss: 2.29571 Generator_loss: 2.49694
[INFO] 2021-02-01 07:59:56 > Step: 77100 Progress: 24.7% Elapsed: 19:00:00 temperature: 1.0 ada_p: 0.291732 Discriminator_loss: 2.28002 Generator_loss: 2.44081
[INFO] 2021-02-01 08:01:20 > Step: 77200 Progress: 24.7% Elapsed: 19:01:24 temperature: 1.0 ada_p: 0.292116 Discriminator_loss: 2.19701 Generator_loss: 2.52038
[INFO] 2021-02-01 08:02:42 > Step: 77300 Progress: 24.7% Elapsed: 19:02:46 temperature: 1.0 ada_p: 0.2925 Discriminator_loss: 2.12288 Generator_loss: 2.5764
[INFO] 2021-02-01 08:03:58 > Step: 77400 Progress: 24.8% Elapsed: 19:04:02 temperature: 1.0 ada_p: 0.292884 Discriminator_loss: 2.26109 Generator_loss: 2.45021
[INFO] 2021-02-01 08:05:19 > Step: 77500 Progress: 24.8% Elapsed: 19:05:23 temperature: 1.0 ada_p: 0.293268 Discriminator_loss: 2.16015 Generator_loss: 2.53403
[INFO] 2021-02-01 08:06:42 > Step: 77600 Progress: 24.8% Elapsed: 19:06:46 temperature: 1.0 ada_p: 0.293652 Discriminator_loss: 2.13223 Generator_loss: 2.30193
[INFO] 2021-02-01 08:08:04 > Step: 77700 Progress: 24.9% Elapsed: 19:08:08 temperature: 1.0 ada_p: 0.294036 Discriminator_loss: 2.1958 Generator_loss: 2.24936
[INFO] 2021-02-01 08:09:28 > Step: 77800 Progress: 24.9% Elapsed: 19:09:32 temperature: 1.0 ada_p: 0.29442 Discriminator_loss: 2.2803 Generator_loss: 2.48785
[INFO] 2021-02-01 08:10:53 > Step: 77900 Progress: 24.9% Elapsed: 19:10:56 temperature: 1.0 ada_p: 0.294804 Discriminator_loss: 2.22877 Generator_loss: 2.11035
[INFO] 2021-02-01 08:12:19 > Step: 78000 Progress: 25.0% Elapsed: 19:12:22 temperature: 1.0 ada_p: 0.295188 Discriminator_loss: 2.23517 Generator_loss: 2.25507
[INFO] 2021-02-01 08:12:19 > Start Evaluation (78000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 08:12:19 > Calculating FID Score....
[INFO] 2021-02-01 08:12:46 > Calculating Inception Score....
[INFO] 2021-02-01 08:13:03 > Calculate F_beta Score....
[INFO] 2021-02-01 08:14:01 > Calculate Accuracies....
[INFO] 2021-02-01 08:14:07 > Calculate Accuracies....
[INFO] 2021-02-01 08:14:09 > F_8 score (Step: 78000, Using test images): 0.9430109936160745
[INFO] 2021-02-01 08:14:09 > F_1/8 score (Step: 78000, Using test images): 0.9896968834451227
[INFO] 2021-02-01 08:14:09 > FID score (Step: 78000, Using test moments): 11.411262140746999
[INFO] 2021-02-01 08:14:09 > Inception score (Step: 78000, 10000 generated images): 9.344846725463867
[INFO] 2021-02-01 08:14:09 > Best FID score (Step: 76000, Using test moments): 11.347599550368727
[INFO] 2021-02-01 08:14:09 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 08:15:31 > Step: 78100 Progress: 25.0% Elapsed: 19:15:35 temperature: 1.0 ada_p: 0.295572 Discriminator_loss: 2.34477 Generator_loss: 2.23413
[INFO] 2021-02-01 08:16:54 > Step: 78200 Progress: 25.0% Elapsed: 19:16:58 temperature: 1.0 ada_p: 0.295956 Discriminator_loss: 2.09398 Generator_loss: 2.60614
[INFO] 2021-02-01 08:18:17 > Step: 78300 Progress: 25.1% Elapsed: 19:18:21 temperature: 1.0 ada_p: 0.29634 Discriminator_loss: 2.36237 Generator_loss: 2.12327
[INFO] 2021-02-01 08:19:41 > Step: 78400 Progress: 25.1% Elapsed: 19:19:45 temperature: 1.0 ada_p: 0.296718 Discriminator_loss: 2.32636 Generator_loss: 2.46914
[INFO] 2021-02-01 08:21:08 > Step: 78500 Progress: 25.1% Elapsed: 19:21:12 temperature: 1.0 ada_p: 0.297096 Discriminator_loss: 2.26882 Generator_loss: 2.72587
[INFO] 2021-02-01 08:22:35 > Step: 78600 Progress: 25.2% Elapsed: 19:22:39 temperature: 1.0 ada_p: 0.29748 Discriminator_loss: 2.2726 Generator_loss: 2.36333
[INFO] 2021-02-01 08:23:57 > Step: 78700 Progress: 25.2% Elapsed: 19:24:01 temperature: 1.0 ada_p: 0.297864 Discriminator_loss: 2.31441 Generator_loss: 2.29195
[INFO] 2021-02-01 08:25:20 > Step: 78800 Progress: 25.2% Elapsed: 19:25:24 temperature: 1.0 ada_p: 0.298248 Discriminator_loss: 2.18936 Generator_loss: 2.37837
[INFO] 2021-02-01 08:26:43 > Step: 78900 Progress: 25.2% Elapsed: 19:26:47 temperature: 1.0 ada_p: 0.298632 Discriminator_loss: 2.10722 Generator_loss: 2.31119
[INFO] 2021-02-01 08:28:07 > Step: 79000 Progress: 25.3% Elapsed: 19:28:11 temperature: 1.0 ada_p: 0.29901 Discriminator_loss: 2.1503 Generator_loss: 2.38254
[INFO] 2021-02-01 08:29:30 > Step: 79100 Progress: 25.3% Elapsed: 19:29:34 temperature: 1.0 ada_p: 0.299394 Discriminator_loss: 2.33114 Generator_loss: 2.27655
[INFO] 2021-02-01 08:30:52 > Step: 79200 Progress: 25.3% Elapsed: 19:30:56 temperature: 1.0 ada_p: 0.299778 Discriminator_loss: 2.22961 Generator_loss: 2.44662
[INFO] 2021-02-01 08:32:13 > Step: 79300 Progress: 25.4% Elapsed: 19:32:17 temperature: 1.0 ada_p: 0.300156 Discriminator_loss: 2.34812 Generator_loss: 2.34544
[INFO] 2021-02-01 08:33:42 > Step: 79400 Progress: 25.4% Elapsed: 19:33:46 temperature: 1.0 ada_p: 0.30054 Discriminator_loss: 2.21615 Generator_loss: 2.44567
[INFO] 2021-02-01 08:35:04 > Step: 79500 Progress: 25.4% Elapsed: 19:35:08 temperature: 1.0 ada_p: 0.300918 Discriminator_loss: 2.23174 Generator_loss: 2.24777
[INFO] 2021-02-01 08:36:27 > Step: 79600 Progress: 25.5% Elapsed: 19:36:31 temperature: 1.0 ada_p: 0.301296 Discriminator_loss: 2.2673 Generator_loss: 2.54993
[INFO] 2021-02-01 08:37:50 > Step: 79700 Progress: 25.5% Elapsed: 19:37:54 temperature: 1.0 ada_p: 0.30168 Discriminator_loss: 2.2157 Generator_loss: 2.32909
[INFO] 2021-02-01 08:39:12 > Step: 79800 Progress: 25.5% Elapsed: 19:39:16 temperature: 1.0 ada_p: 0.302064 Discriminator_loss: 2.30926 Generator_loss: 2.27525
[INFO] 2021-02-01 08:40:35 > Step: 79900 Progress: 25.6% Elapsed: 19:40:39 temperature: 1.0 ada_p: 0.302448 Discriminator_loss: 2.33668 Generator_loss: 2.23123
[INFO] 2021-02-01 08:41:59 > Step: 80000 Progress: 25.6% Elapsed: 19:42:03 temperature: 1.0 ada_p: 0.302832 Discriminator_loss: 2.22335 Generator_loss: 2.38704
[INFO] 2021-02-01 08:41:59 > Start Evaluation (80000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 08:41:59 > Calculating FID Score....
[INFO] 2021-02-01 08:42:26 > Calculating Inception Score....
[INFO] 2021-02-01 08:42:43 > Calculate F_beta Score....
[INFO] 2021-02-01 08:43:40 > Calculate Accuracies....
[INFO] 2021-02-01 08:43:47 > Calculate Accuracies....
[INFO] 2021-02-01 08:43:48 > F_8 score (Step: 80000, Using test images): 0.9459497399473469
[INFO] 2021-02-01 08:43:48 > F_1/8 score (Step: 80000, Using test images): 0.9900948741619586
[INFO] 2021-02-01 08:43:48 > FID score (Step: 80000, Using test moments): 11.361247503174297
[INFO] 2021-02-01 08:43:48 > Inception score (Step: 80000, 10000 generated images): 9.438161849975586
[INFO] 2021-02-01 08:43:48 > Best FID score (Step: 76000, Using test moments): 11.347599550368727
[INFO] 2021-02-01 08:43:49 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 08:45:21 > Step: 80100 Progress: 25.6% Elapsed: 19:45:25 temperature: 1.0 ada_p: 0.303216 Discriminator_loss: 2.15779 Generator_loss: 2.39403
[INFO] 2021-02-01 08:46:52 > Step: 80200 Progress: 25.7% Elapsed: 19:46:56 temperature: 1.0 ada_p: 0.303587 Discriminator_loss: 2.18328 Generator_loss: 2.4153
[INFO] 2021-02-01 08:48:16 > Step: 80300 Progress: 25.7% Elapsed: 19:48:20 temperature: 1.0 ada_p: 0.303971 Discriminator_loss: 2.18551 Generator_loss: 2.21202
[INFO] 2021-02-01 08:49:39 > Step: 80400 Progress: 25.7% Elapsed: 19:49:43 temperature: 1.0 ada_p: 0.304355 Discriminator_loss: 2.26682 Generator_loss: 2.63956
[INFO] 2021-02-01 08:51:09 > Step: 80500 Progress: 25.8% Elapsed: 19:51:13 temperature: 1.0 ada_p: 0.304733 Discriminator_loss: 2.20141 Generator_loss: 2.76408
[INFO] 2021-02-01 08:52:35 > Step: 80600 Progress: 25.8% Elapsed: 19:52:39 temperature: 1.0 ada_p: 0.305111 Discriminator_loss: 2.30136 Generator_loss: 2.56834
[INFO] 2021-02-01 08:53:58 > Step: 80700 Progress: 25.8% Elapsed: 19:54:02 temperature: 1.0 ada_p: 0.305489 Discriminator_loss: 2.27654 Generator_loss: 2.47969
[INFO] 2021-02-01 08:55:24 > Step: 80800 Progress: 25.9% Elapsed: 19:55:28 temperature: 1.0 ada_p: 0.305873 Discriminator_loss: 2.34947 Generator_loss: 2.62099
[INFO] 2021-02-01 08:56:49 > Step: 80900 Progress: 25.9% Elapsed: 19:56:53 temperature: 1.0 ada_p: 0.306257 Discriminator_loss: 2.24137 Generator_loss: 2.3426
[INFO] 2021-02-01 08:58:07 > Step: 81000 Progress: 25.9% Elapsed: 19:58:11 temperature: 1.0 ada_p: 0.306641 Discriminator_loss: 2.28785 Generator_loss: 2.377
[INFO] 2021-02-01 08:59:24 > Step: 81100 Progress: 26.0% Elapsed: 19:59:28 temperature: 1.0 ada_p: 0.307025 Discriminator_loss: 2.24722 Generator_loss: 2.38224
[INFO] 2021-02-01 09:00:47 > Step: 81200 Progress: 26.0% Elapsed: 20:00:51 temperature: 1.0 ada_p: 0.307409 Discriminator_loss: 2.23092 Generator_loss: 2.29146
[INFO] 2021-02-01 09:02:10 > Step: 81300 Progress: 26.0% Elapsed: 20:02:14 temperature: 1.0 ada_p: 0.307787 Discriminator_loss: 2.32183 Generator_loss: 2.51317
[INFO] 2021-02-01 09:03:35 > Step: 81400 Progress: 26.0% Elapsed: 20:03:39 temperature: 1.0 ada_p: 0.308171 Discriminator_loss: 2.34949 Generator_loss: 2.17303
[INFO] 2021-02-01 09:05:01 > Step: 81500 Progress: 26.1% Elapsed: 20:05:05 temperature: 1.0 ada_p: 0.308555 Discriminator_loss: 2.21823 Generator_loss: 2.39414
[INFO] 2021-02-01 09:06:25 > Step: 81600 Progress: 26.1% Elapsed: 20:06:29 temperature: 1.0 ada_p: 0.308939 Discriminator_loss: 2.16782 Generator_loss: 2.53381
[INFO] 2021-02-01 09:07:49 > Step: 81700 Progress: 26.1% Elapsed: 20:07:53 temperature: 1.0 ada_p: 0.309323 Discriminator_loss: 2.00981 Generator_loss: 2.23931
[INFO] 2021-02-01 09:09:12 > Step: 81800 Progress: 26.2% Elapsed: 20:09:16 temperature: 1.0 ada_p: 0.309701 Discriminator_loss: 2.26483 Generator_loss: 2.17684
[INFO] 2021-02-01 09:10:35 > Step: 81900 Progress: 26.2% Elapsed: 20:10:39 temperature: 1.0 ada_p: 0.310085 Discriminator_loss: 2.35922 Generator_loss: 2.28036
[INFO] 2021-02-01 09:11:58 > Step: 82000 Progress: 26.2% Elapsed: 20:12:02 temperature: 1.0 ada_p: 0.310469 Discriminator_loss: 2.29982 Generator_loss: 2.24794
[INFO] 2021-02-01 09:11:58 > Start Evaluation (82000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 09:11:58 > Calculating FID Score....
[INFO] 2021-02-01 09:12:26 > Calculating Inception Score....
[INFO] 2021-02-01 09:12:43 > Calculate F_beta Score....
[INFO] 2021-02-01 09:13:41 > Calculate Accuracies....
[INFO] 2021-02-01 09:13:47 > Calculate Accuracies....
[INFO] 2021-02-01 09:13:49 > F_8 score (Step: 82000, Using test images): 0.950598483173202
[INFO] 2021-02-01 09:13:49 > F_1/8 score (Step: 82000, Using test images): 0.9892100058081224
[INFO] 2021-02-01 09:13:49 > FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 09:13:49 > Inception score (Step: 82000, 10000 generated images): 9.470930099487305
[INFO] 2021-02-01 09:13:49 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 09:13:50 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 09:15:14 > Step: 82100 Progress: 26.3% Elapsed: 20:15:18 temperature: 1.0 ada_p: 0.310853 Discriminator_loss: 2.26739 Generator_loss: 2.41427
[INFO] 2021-02-01 09:16:37 > Step: 82200 Progress: 26.3% Elapsed: 20:16:41 temperature: 1.0 ada_p: 0.311237 Discriminator_loss: 2.31959 Generator_loss: 2.22075
[INFO] 2021-02-01 09:18:00 > Step: 82300 Progress: 26.3% Elapsed: 20:18:04 temperature: 1.0 ada_p: 0.311621 Discriminator_loss: 2.26171 Generator_loss: 2.31025
[INFO] 2021-02-01 09:19:23 > Step: 82400 Progress: 26.4% Elapsed: 20:19:27 temperature: 1.0 ada_p: 0.312005 Discriminator_loss: 2.12 Generator_loss: 2.42144
[INFO] 2021-02-01 09:20:49 > Step: 82500 Progress: 26.4% Elapsed: 20:20:53 temperature: 1.0 ada_p: 0.312382 Discriminator_loss: 2.28758 Generator_loss: 2.55279
[INFO] 2021-02-01 09:22:11 > Step: 82600 Progress: 26.4% Elapsed: 20:22:15 temperature: 1.0 ada_p: 0.312766 Discriminator_loss: 2.29957 Generator_loss: 2.42692
[INFO] 2021-02-01 09:23:34 > Step: 82700 Progress: 26.5% Elapsed: 20:23:38 temperature: 1.0 ada_p: 0.31315 Discriminator_loss: 2.22641 Generator_loss: 2.26992
[INFO] 2021-02-01 09:25:00 > Step: 82800 Progress: 26.5% Elapsed: 20:25:04 temperature: 1.0 ada_p: 0.313534 Discriminator_loss: 2.16359 Generator_loss: 2.32051
[INFO] 2021-02-01 09:26:17 > Step: 82900 Progress: 26.5% Elapsed: 20:26:21 temperature: 1.0 ada_p: 0.313918 Discriminator_loss: 2.1804 Generator_loss: 2.49248
[INFO] 2021-02-01 09:27:39 > Step: 83000 Progress: 26.6% Elapsed: 20:27:43 temperature: 1.0 ada_p: 0.314302 Discriminator_loss: 2.31395 Generator_loss: 2.41818
[INFO] 2021-02-01 09:29:02 > Step: 83100 Progress: 26.6% Elapsed: 20:29:06 temperature: 1.0 ada_p: 0.314686 Discriminator_loss: 2.36615 Generator_loss: 2.40815
[INFO] 2021-02-01 09:30:25 > Step: 83200 Progress: 26.6% Elapsed: 20:30:29 temperature: 1.0 ada_p: 0.31507 Discriminator_loss: 2.35003 Generator_loss: 2.75892
[INFO] 2021-02-01 09:31:47 > Step: 83300 Progress: 26.7% Elapsed: 20:31:51 temperature: 1.0 ada_p: 0.315454 Discriminator_loss: 2.32518 Generator_loss: 2.2734
[INFO] 2021-02-01 09:33:11 > Step: 83400 Progress: 26.7% Elapsed: 20:33:15 temperature: 1.0 ada_p: 0.315838 Discriminator_loss: 2.18568 Generator_loss: 2.13124
[INFO] 2021-02-01 09:34:43 > Step: 83500 Progress: 26.7% Elapsed: 20:34:47 temperature: 1.0 ada_p: 0.316222 Discriminator_loss: 2.18719 Generator_loss: 2.57784
[INFO] 2021-02-01 09:36:12 > Step: 83600 Progress: 26.8% Elapsed: 20:36:16 temperature: 1.0 ada_p: 0.316606 Discriminator_loss: 2.23516 Generator_loss: 2.58583
[INFO] 2021-02-01 09:37:35 > Step: 83700 Progress: 26.8% Elapsed: 20:37:39 temperature: 1.0 ada_p: 0.31699 Discriminator_loss: 2.22709 Generator_loss: 2.55025
[INFO] 2021-02-01 09:39:00 > Step: 83800 Progress: 26.8% Elapsed: 20:39:04 temperature: 1.0 ada_p: 0.317374 Discriminator_loss: 2.27252 Generator_loss: 2.23511
[INFO] 2021-02-01 09:40:24 > Step: 83900 Progress: 26.8% Elapsed: 20:40:28 temperature: 1.0 ada_p: 0.317758 Discriminator_loss: 2.09924 Generator_loss: 2.56073
[INFO] 2021-02-01 09:41:54 > Step: 84000 Progress: 26.9% Elapsed: 20:41:58 temperature: 1.0 ada_p: 0.318142 Discriminator_loss: 2.2589 Generator_loss: 2.22749
[INFO] 2021-02-01 09:41:54 > Start Evaluation (84000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 09:41:54 > Calculating FID Score....
[INFO] 2021-02-01 09:42:22 > Calculating Inception Score....
[INFO] 2021-02-01 09:42:39 > Calculate F_beta Score....
[INFO] 2021-02-01 09:43:35 > Calculate Accuracies....
[INFO] 2021-02-01 09:43:42 > Calculate Accuracies....
[INFO] 2021-02-01 09:43:43 > F_8 score (Step: 84000, Using test images): 0.9521411662995158
[INFO] 2021-02-01 09:43:43 > F_1/8 score (Step: 84000, Using test images): 0.9883536056934629
[INFO] 2021-02-01 09:43:43 > FID score (Step: 84000, Using test moments): 11.1349291106049
[INFO] 2021-02-01 09:43:43 > Inception score (Step: 84000, 10000 generated images): 9.469566345214844
[INFO] 2021-02-01 09:43:43 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 09:43:44 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 09:45:11 > Step: 84100 Progress: 26.9% Elapsed: 20:45:15 temperature: 1.0 ada_p: 0.318526 Discriminator_loss: 2.31222 Generator_loss: 2.26589
[INFO] 2021-02-01 09:46:35 > Step: 84200 Progress: 26.9% Elapsed: 20:46:39 temperature: 1.0 ada_p: 0.31891 Discriminator_loss: 2.20902 Generator_loss: 2.40346
[INFO] 2021-02-01 09:47:58 > Step: 84300 Progress: 27.0% Elapsed: 20:48:02 temperature: 1.0 ada_p: 0.319294 Discriminator_loss: 2.197 Generator_loss: 2.64779
[INFO] 2021-02-01 09:49:21 > Step: 84400 Progress: 27.0% Elapsed: 20:49:25 temperature: 1.0 ada_p: 0.319678 Discriminator_loss: 2.30618 Generator_loss: 2.25765
[INFO] 2021-02-01 09:50:45 > Step: 84500 Progress: 27.0% Elapsed: 20:50:49 temperature: 1.0 ada_p: 0.320056 Discriminator_loss: 2.22855 Generator_loss: 2.33414
[INFO] 2021-02-01 09:52:08 > Step: 84600 Progress: 27.1% Elapsed: 20:52:12 temperature: 1.0 ada_p: 0.32044 Discriminator_loss: 2.12957 Generator_loss: 2.48133
[INFO] 2021-02-01 09:53:26 > Step: 84700 Progress: 27.1% Elapsed: 20:53:30 temperature: 1.0 ada_p: 0.320824 Discriminator_loss: 2.21938 Generator_loss: 2.29545
[INFO] 2021-02-01 09:54:46 > Step: 84800 Progress: 27.1% Elapsed: 20:54:50 temperature: 1.0 ada_p: 0.321196 Discriminator_loss: 2.27518 Generator_loss: 2.39109
[INFO] 2021-02-01 09:56:10 > Step: 84900 Progress: 27.2% Elapsed: 20:56:14 temperature: 1.0 ada_p: 0.321574 Discriminator_loss: 2.25247 Generator_loss: 2.37466
[INFO] 2021-02-01 09:57:42 > Step: 85000 Progress: 27.2% Elapsed: 20:57:46 temperature: 1.0 ada_p: 0.321958 Discriminator_loss: 2.35602 Generator_loss: 2.41152
[INFO] 2021-02-01 09:59:06 > Step: 85100 Progress: 27.2% Elapsed: 20:59:10 temperature: 1.0 ada_p: 0.322336 Discriminator_loss: 2.23767 Generator_loss: 2.3874
[INFO] 2021-02-01 10:00:29 > Step: 85200 Progress: 27.3% Elapsed: 21:00:33 temperature: 1.0 ada_p: 0.32272 Discriminator_loss: 2.25051 Generator_loss: 2.67008
[INFO] 2021-02-01 10:01:52 > Step: 85300 Progress: 27.3% Elapsed: 21:01:56 temperature: 1.0 ada_p: 0.323104 Discriminator_loss: 2.3227 Generator_loss: 2.39905
[INFO] 2021-02-01 10:03:14 > Step: 85400 Progress: 27.3% Elapsed: 21:03:18 temperature: 1.0 ada_p: 0.323482 Discriminator_loss: 2.24165 Generator_loss: 2.39382
[INFO] 2021-02-01 10:04:39 > Step: 85500 Progress: 27.4% Elapsed: 21:04:43 temperature: 1.0 ada_p: 0.323866 Discriminator_loss: 2.25827 Generator_loss: 2.40539
[INFO] 2021-02-01 10:06:03 > Step: 85600 Progress: 27.4% Elapsed: 21:06:07 temperature: 1.0 ada_p: 0.324243 Discriminator_loss: 2.24553 Generator_loss: 2.50522
[INFO] 2021-02-01 10:07:26 > Step: 85700 Progress: 27.4% Elapsed: 21:07:30 temperature: 1.0 ada_p: 0.324627 Discriminator_loss: 2.31613 Generator_loss: 2.71553
[INFO] 2021-02-01 10:08:55 > Step: 85800 Progress: 27.5% Elapsed: 21:08:59 temperature: 1.0 ada_p: 0.325011 Discriminator_loss: 2.27901 Generator_loss: 2.63076
[INFO] 2021-02-01 10:10:17 > Step: 85900 Progress: 27.5% Elapsed: 21:10:21 temperature: 1.0 ada_p: 0.325389 Discriminator_loss: 2.21647 Generator_loss: 2.26677
[INFO] 2021-02-01 10:11:40 > Step: 86000 Progress: 27.5% Elapsed: 21:11:44 temperature: 1.0 ada_p: 0.325767 Discriminator_loss: 2.40666 Generator_loss: 2.26514
[INFO] 2021-02-01 10:11:40 > Start Evaluation (86000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 10:11:40 > Calculating FID Score....
[INFO] 2021-02-01 10:12:07 > Calculating Inception Score....
[INFO] 2021-02-01 10:12:24 > Calculate F_beta Score....
[INFO] 2021-02-01 10:13:21 > Calculate Accuracies....
[INFO] 2021-02-01 10:13:28 > Calculate Accuracies....
[INFO] 2021-02-01 10:13:30 > F_8 score (Step: 86000, Using test images): 0.9525964204300084
[INFO] 2021-02-01 10:13:30 > F_1/8 score (Step: 86000, Using test images): 0.9893496357255335
[INFO] 2021-02-01 10:13:30 > FID score (Step: 86000, Using test moments): 11.178274676143872
[INFO] 2021-02-01 10:13:30 > Inception score (Step: 86000, 10000 generated images): 9.292587280273438
[INFO] 2021-02-01 10:13:30 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 10:13:30 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 10:14:55 > Step: 86100 Progress: 27.6% Elapsed: 21:14:59 temperature: 1.0 ada_p: 0.326151 Discriminator_loss: 2.32207 Generator_loss: 2.33254
[INFO] 2021-02-01 10:16:16 > Step: 86200 Progress: 27.6% Elapsed: 21:16:20 temperature: 1.0 ada_p: 0.326535 Discriminator_loss: 2.26766 Generator_loss: 2.22172
[INFO] 2021-02-01 10:17:47 > Step: 86300 Progress: 27.6% Elapsed: 21:17:51 temperature: 1.0 ada_p: 0.326919 Discriminator_loss: 2.33271 Generator_loss: 2.73202
[INFO] 2021-02-01 10:19:19 > Step: 86400 Progress: 27.6% Elapsed: 21:19:23 temperature: 1.0 ada_p: 0.327297 Discriminator_loss: 2.20732 Generator_loss: 2.31161
[INFO] 2021-02-01 10:20:33 > Step: 86500 Progress: 27.7% Elapsed: 21:20:37 temperature: 1.0 ada_p: 0.327681 Discriminator_loss: 2.43661 Generator_loss: 2.66031
[INFO] 2021-02-01 10:21:56 > Step: 86600 Progress: 27.7% Elapsed: 21:22:00 temperature: 1.0 ada_p: 0.328059 Discriminator_loss: 2.26614 Generator_loss: 2.78724
[INFO] 2021-02-01 10:23:25 > Step: 86700 Progress: 27.7% Elapsed: 21:23:29 temperature: 1.0 ada_p: 0.328443 Discriminator_loss: 2.16191 Generator_loss: 2.30574
[INFO] 2021-02-01 10:24:47 > Step: 86800 Progress: 27.8% Elapsed: 21:24:51 temperature: 1.0 ada_p: 0.328821 Discriminator_loss: 2.40803 Generator_loss: 2.70352
[INFO] 2021-02-01 10:26:11 > Step: 86900 Progress: 27.8% Elapsed: 21:26:15 temperature: 1.0 ada_p: 0.329205 Discriminator_loss: 2.27893 Generator_loss: 2.28294
[INFO] 2021-02-01 10:27:33 > Step: 87000 Progress: 27.8% Elapsed: 21:27:37 temperature: 1.0 ada_p: 0.329589 Discriminator_loss: 2.34297 Generator_loss: 2.41838
[INFO] 2021-02-01 10:28:59 > Step: 87100 Progress: 27.9% Elapsed: 21:29:03 temperature: 1.0 ada_p: 0.329973 Discriminator_loss: 2.25405 Generator_loss: 2.35755
[INFO] 2021-02-01 10:30:22 > Step: 87200 Progress: 27.9% Elapsed: 21:30:26 temperature: 1.0 ada_p: 0.330357 Discriminator_loss: 2.35212 Generator_loss: 2.51394
[INFO] 2021-02-01 10:31:45 > Step: 87300 Progress: 27.9% Elapsed: 21:31:49 temperature: 1.0 ada_p: 0.330741 Discriminator_loss: 2.12758 Generator_loss: 2.47127
[INFO] 2021-02-01 10:33:20 > Step: 87400 Progress: 28.0% Elapsed: 21:33:24 temperature: 1.0 ada_p: 0.331119 Discriminator_loss: 2.37584 Generator_loss: 2.21192
[INFO] 2021-02-01 10:34:49 > Step: 87500 Progress: 28.0% Elapsed: 21:34:53 temperature: 1.0 ada_p: 0.331503 Discriminator_loss: 2.23469 Generator_loss: 2.46997
[INFO] 2021-02-01 10:36:12 > Step: 87600 Progress: 28.0% Elapsed: 21:36:16 temperature: 1.0 ada_p: 0.331887 Discriminator_loss: 2.31061 Generator_loss: 2.4189
[INFO] 2021-02-01 10:37:41 > Step: 87700 Progress: 28.1% Elapsed: 21:37:45 temperature: 1.0 ada_p: 0.332264 Discriminator_loss: 2.2645 Generator_loss: 2.34431
[INFO] 2021-02-01 10:39:07 > Step: 87800 Progress: 28.1% Elapsed: 21:39:11 temperature: 1.0 ada_p: 0.332636 Discriminator_loss: 2.25422 Generator_loss: 2.28776
[INFO] 2021-02-01 10:40:29 > Step: 87900 Progress: 28.1% Elapsed: 21:40:33 temperature: 1.0 ada_p: 0.33302 Discriminator_loss: 2.17558 Generator_loss: 2.30122
[INFO] 2021-02-01 10:41:52 > Step: 88000 Progress: 28.2% Elapsed: 21:41:56 temperature: 1.0 ada_p: 0.333404 Discriminator_loss: 2.31167 Generator_loss: 2.47813
[INFO] 2021-02-01 10:41:52 > Start Evaluation (88000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 10:41:52 > Calculating FID Score....
[INFO] 2021-02-01 10:42:20 > Calculating Inception Score....
[INFO] 2021-02-01 10:42:37 > Calculate F_beta Score....
[INFO] 2021-02-01 10:43:34 > Calculate Accuracies....
[INFO] 2021-02-01 10:43:41 > Calculate Accuracies....
[INFO] 2021-02-01 10:43:43 > F_8 score (Step: 88000, Using test images): 0.9470616723901606
[INFO] 2021-02-01 10:43:43 > F_1/8 score (Step: 88000, Using test images): 0.9903605397048317
[INFO] 2021-02-01 10:43:43 > FID score (Step: 88000, Using test moments): 11.18331092381095
[INFO] 2021-02-01 10:43:43 > Inception score (Step: 88000, 10000 generated images): 9.356197357177734
[INFO] 2021-02-01 10:43:43 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 10:43:43 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 10:45:13 > Step: 88100 Progress: 28.2% Elapsed: 21:45:17 temperature: 1.0 ada_p: 0.333782 Discriminator_loss: 2.31088 Generator_loss: 2.50585
[INFO] 2021-02-01 10:46:43 > Step: 88200 Progress: 28.2% Elapsed: 21:46:47 temperature: 1.0 ada_p: 0.334166 Discriminator_loss: 2.18644 Generator_loss: 2.38355
[INFO] 2021-02-01 10:48:01 > Step: 88300 Progress: 28.3% Elapsed: 21:48:05 temperature: 1.0 ada_p: 0.334544 Discriminator_loss: 2.16907 Generator_loss: 2.66398
[INFO] 2021-02-01 10:49:21 > Step: 88400 Progress: 28.3% Elapsed: 21:49:25 temperature: 1.0 ada_p: 0.334922 Discriminator_loss: 2.38474 Generator_loss: 2.58893
[INFO] 2021-02-01 10:50:46 > Step: 88500 Progress: 28.3% Elapsed: 21:50:50 temperature: 1.0 ada_p: 0.335306 Discriminator_loss: 2.11202 Generator_loss: 2.37031
[INFO] 2021-02-01 10:52:09 > Step: 88600 Progress: 28.4% Elapsed: 21:52:13 temperature: 1.0 ada_p: 0.33569 Discriminator_loss: 2.32985 Generator_loss: 2.40331
[INFO] 2021-02-01 10:53:32 > Step: 88700 Progress: 28.4% Elapsed: 21:53:36 temperature: 1.0 ada_p: 0.336074 Discriminator_loss: 2.1667 Generator_loss: 2.05196
[INFO] 2021-02-01 10:54:55 > Step: 88800 Progress: 28.4% Elapsed: 21:54:59 temperature: 1.0 ada_p: 0.336458 Discriminator_loss: 2.29934 Generator_loss: 2.34774
[INFO] 2021-02-01 10:56:20 > Step: 88900 Progress: 28.4% Elapsed: 21:56:24 temperature: 1.0 ada_p: 0.336842 Discriminator_loss: 2.37406 Generator_loss: 2.45385
[INFO] 2021-02-01 10:57:50 > Step: 89000 Progress: 28.5% Elapsed: 21:57:54 temperature: 1.0 ada_p: 0.337226 Discriminator_loss: 2.32552 Generator_loss: 2.29393
[INFO] 2021-02-01 10:59:13 > Step: 89100 Progress: 28.5% Elapsed: 21:59:17 temperature: 1.0 ada_p: 0.33761 Discriminator_loss: 2.22384 Generator_loss: 2.56603
[INFO] 2021-02-01 11:00:36 > Step: 89200 Progress: 28.5% Elapsed: 22:00:40 temperature: 1.0 ada_p: 0.337994 Discriminator_loss: 2.09792 Generator_loss: 2.2672
[INFO] 2021-02-01 11:01:58 > Step: 89300 Progress: 28.6% Elapsed: 22:02:02 temperature: 1.0 ada_p: 0.338378 Discriminator_loss: 2.33 Generator_loss: 2.54481
[INFO] 2021-02-01 11:03:21 > Step: 89400 Progress: 28.6% Elapsed: 22:03:25 temperature: 1.0 ada_p: 0.338756 Discriminator_loss: 2.22571 Generator_loss: 2.58998
[INFO] 2021-02-01 11:04:45 > Step: 89500 Progress: 28.6% Elapsed: 22:04:49 temperature: 1.0 ada_p: 0.33914 Discriminator_loss: 2.17494 Generator_loss: 2.33013
[INFO] 2021-02-01 11:06:09 > Step: 89600 Progress: 28.7% Elapsed: 22:06:13 temperature: 1.0 ada_p: 0.339517 Discriminator_loss: 2.24417 Generator_loss: 2.34046
[INFO] 2021-02-01 11:07:33 > Step: 89700 Progress: 28.7% Elapsed: 22:07:37 temperature: 1.0 ada_p: 0.339901 Discriminator_loss: 2.1985 Generator_loss: 2.55093
[INFO] 2021-02-01 11:08:55 > Step: 89800 Progress: 28.7% Elapsed: 22:08:59 temperature: 1.0 ada_p: 0.340285 Discriminator_loss: 2.32376 Generator_loss: 2.353
[INFO] 2021-02-01 11:10:19 > Step: 89900 Progress: 28.8% Elapsed: 22:10:23 temperature: 1.0 ada_p: 0.340663 Discriminator_loss: 2.46341 Generator_loss: 2.20185
[INFO] 2021-02-01 11:11:45 > Step: 90000 Progress: 28.8% Elapsed: 22:11:49 temperature: 1.0 ada_p: 0.341047 Discriminator_loss: 2.22598 Generator_loss: 2.48628
[INFO] 2021-02-01 11:11:45 > Start Evaluation (90000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 11:11:45 > Calculating FID Score....
[INFO] 2021-02-01 11:12:13 > Calculating Inception Score....
[INFO] 2021-02-01 11:12:30 > Calculate F_beta Score....
[INFO] 2021-02-01 11:13:29 > Calculate Accuracies....
[INFO] 2021-02-01 11:13:36 > Calculate Accuracies....
[INFO] 2021-02-01 11:13:38 > F_8 score (Step: 90000, Using test images): 0.9439043914288636
[INFO] 2021-02-01 11:13:38 > F_1/8 score (Step: 90000, Using test images): 0.9896616429417635
[INFO] 2021-02-01 11:13:38 > FID score (Step: 90000, Using test moments): 11.111186937985849
[INFO] 2021-02-01 11:13:38 > Inception score (Step: 90000, 10000 generated images): 9.528800010681152
[INFO] 2021-02-01 11:13:38 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 11:13:38 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 11:14:53 > Step: 90100 Progress: 28.8% Elapsed: 22:14:57 temperature: 1.0 ada_p: 0.341431 Discriminator_loss: 2.27 Generator_loss: 2.26163
[INFO] 2021-02-01 11:16:12 > Step: 90200 Progress: 28.9% Elapsed: 22:16:16 temperature: 1.0 ada_p: 0.341815 Discriminator_loss: 2.24747 Generator_loss: 2.27813
[INFO] 2021-02-01 11:17:34 > Step: 90300 Progress: 28.9% Elapsed: 22:17:38 temperature: 1.0 ada_p: 0.342193 Discriminator_loss: 2.27241 Generator_loss: 2.27425
[INFO] 2021-02-01 11:18:57 > Step: 90400 Progress: 28.9% Elapsed: 22:19:01 temperature: 1.0 ada_p: 0.342565 Discriminator_loss: 2.20759 Generator_loss: 2.20438
[INFO] 2021-02-01 11:20:24 > Step: 90500 Progress: 29.0% Elapsed: 22:20:28 temperature: 1.0 ada_p: 0.342949 Discriminator_loss: 2.35136 Generator_loss: 2.32336
[INFO] 2021-02-01 11:21:51 > Step: 90600 Progress: 29.0% Elapsed: 22:21:55 temperature: 1.0 ada_p: 0.343333 Discriminator_loss: 2.36424 Generator_loss: 2.53733
[INFO] 2021-02-01 11:23:13 > Step: 90700 Progress: 29.0% Elapsed: 22:23:17 temperature: 1.0 ada_p: 0.343717 Discriminator_loss: 2.40563 Generator_loss: 2.34894
[INFO] 2021-02-01 11:24:36 > Step: 90800 Progress: 29.1% Elapsed: 22:24:40 temperature: 1.0 ada_p: 0.344101 Discriminator_loss: 2.30545 Generator_loss: 2.44603
[INFO] 2021-02-01 11:25:59 > Step: 90900 Progress: 29.1% Elapsed: 22:26:03 temperature: 1.0 ada_p: 0.344479 Discriminator_loss: 2.32187 Generator_loss: 2.38053
[INFO] 2021-02-01 11:27:22 > Step: 91000 Progress: 29.1% Elapsed: 22:27:26 temperature: 1.0 ada_p: 0.344863 Discriminator_loss: 2.29306 Generator_loss: 2.36721
[INFO] 2021-02-01 11:28:45 > Step: 91100 Progress: 29.2% Elapsed: 22:28:49 temperature: 1.0 ada_p: 0.345247 Discriminator_loss: 2.36552 Generator_loss: 2.33989
[INFO] 2021-02-01 11:30:08 > Step: 91200 Progress: 29.2% Elapsed: 22:30:12 temperature: 1.0 ada_p: 0.345631 Discriminator_loss: 2.24824 Generator_loss: 2.2936
[INFO] 2021-02-01 11:31:33 > Step: 91300 Progress: 29.2% Elapsed: 22:31:37 temperature: 1.0 ada_p: 0.346015 Discriminator_loss: 2.48863 Generator_loss: 2.74073
[INFO] 2021-02-01 11:33:07 > Step: 91400 Progress: 29.2% Elapsed: 22:33:11 temperature: 1.0 ada_p: 0.346399 Discriminator_loss: 2.30048 Generator_loss: 2.2737
[INFO] 2021-02-01 11:34:30 > Step: 91500 Progress: 29.3% Elapsed: 22:34:34 temperature: 1.0 ada_p: 0.346783 Discriminator_loss: 2.15937 Generator_loss: 2.64056
[INFO] 2021-02-01 11:35:53 > Step: 91600 Progress: 29.3% Elapsed: 22:35:57 temperature: 1.0 ada_p: 0.347167 Discriminator_loss: 2.31083 Generator_loss: 2.1697
[INFO] 2021-02-01 11:37:16 > Step: 91700 Progress: 29.3% Elapsed: 22:37:20 temperature: 1.0 ada_p: 0.347551 Discriminator_loss: 2.17913 Generator_loss: 2.24161
[INFO] 2021-02-01 11:38:39 > Step: 91800 Progress: 29.4% Elapsed: 22:38:43 temperature: 1.0 ada_p: 0.347935 Discriminator_loss: 2.25026 Generator_loss: 2.60986
[INFO] 2021-02-01 11:40:02 > Step: 91900 Progress: 29.4% Elapsed: 22:40:06 temperature: 1.0 ada_p: 0.348319 Discriminator_loss: 2.28639 Generator_loss: 2.28631
[INFO] 2021-02-01 11:41:25 > Step: 92000 Progress: 29.4% Elapsed: 22:41:29 temperature: 1.0 ada_p: 0.348703 Discriminator_loss: 2.22806 Generator_loss: 2.25286
[INFO] 2021-02-01 11:41:25 > Start Evaluation (92000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 11:41:25 > Calculating FID Score....
[INFO] 2021-02-01 11:41:53 > Calculating Inception Score....
[INFO] 2021-02-01 11:42:10 > Calculate F_beta Score....
[INFO] 2021-02-01 11:43:05 > Calculate Accuracies....
[INFO] 2021-02-01 11:43:12 > Calculate Accuracies....
[INFO] 2021-02-01 11:43:14 > F_8 score (Step: 92000, Using test images): 0.9461817386311738
[INFO] 2021-02-01 11:43:14 > F_1/8 score (Step: 92000, Using test images): 0.9898363059140342
[INFO] 2021-02-01 11:43:14 > FID score (Step: 92000, Using test moments): 11.203420675714597
[INFO] 2021-02-01 11:43:14 > Inception score (Step: 92000, 10000 generated images): 9.389235496520996
[INFO] 2021-02-01 11:43:14 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 11:43:14 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 11:44:36 > Step: 92100 Progress: 29.5% Elapsed: 22:44:40 temperature: 1.0 ada_p: 0.349087 Discriminator_loss: 2.28412 Generator_loss: 2.41875
[INFO] 2021-02-01 11:46:02 > Step: 92200 Progress: 29.5% Elapsed: 22:46:06 temperature: 1.0 ada_p: 0.349471 Discriminator_loss: 2.27348 Generator_loss: 2.27129
[INFO] 2021-02-01 11:47:31 > Step: 92300 Progress: 29.5% Elapsed: 22:47:35 temperature: 1.0 ada_p: 0.349849 Discriminator_loss: 2.22459 Generator_loss: 2.23188
[INFO] 2021-02-01 11:49:04 > Step: 92400 Progress: 29.6% Elapsed: 22:49:08 temperature: 1.0 ada_p: 0.350226 Discriminator_loss: 2.24385 Generator_loss: 2.36009
[INFO] 2021-02-01 11:50:26 > Step: 92500 Progress: 29.6% Elapsed: 22:50:30 temperature: 1.0 ada_p: 0.35061 Discriminator_loss: 2.21663 Generator_loss: 2.17736
[INFO] 2021-02-01 11:51:49 > Step: 92600 Progress: 29.6% Elapsed: 22:51:53 temperature: 1.0 ada_p: 0.350994 Discriminator_loss: 2.31713 Generator_loss: 2.54822
[INFO] 2021-02-01 11:53:20 > Step: 92700 Progress: 29.7% Elapsed: 22:53:24 temperature: 1.0 ada_p: 0.351378 Discriminator_loss: 2.31745 Generator_loss: 2.65346
[INFO] 2021-02-01 11:54:49 > Step: 92800 Progress: 29.7% Elapsed: 22:54:53 temperature: 1.0 ada_p: 0.351762 Discriminator_loss: 2.2477 Generator_loss: 2.3792
[INFO] 2021-02-01 11:56:14 > Step: 92900 Progress: 29.7% Elapsed: 22:56:18 temperature: 1.0 ada_p: 0.352146 Discriminator_loss: 2.28679 Generator_loss: 2.46034
[INFO] 2021-02-01 11:57:43 > Step: 93000 Progress: 29.8% Elapsed: 22:57:47 temperature: 1.0 ada_p: 0.35253 Discriminator_loss: 2.29652 Generator_loss: 2.2078
[INFO] 2021-02-01 11:59:05 > Step: 93100 Progress: 29.8% Elapsed: 22:59:09 temperature: 1.0 ada_p: 0.352914 Discriminator_loss: 2.42662 Generator_loss: 2.15241
[INFO] 2021-02-01 12:00:27 > Step: 93200 Progress: 29.8% Elapsed: 23:00:31 temperature: 1.0 ada_p: 0.353298 Discriminator_loss: 2.24624 Generator_loss: 2.5501
[INFO] 2021-02-01 12:01:50 > Step: 93300 Progress: 29.9% Elapsed: 23:01:54 temperature: 1.0 ada_p: 0.353676 Discriminator_loss: 2.2643 Generator_loss: 2.25598
[INFO] 2021-02-01 12:03:13 > Step: 93400 Progress: 29.9% Elapsed: 23:03:17 temperature: 1.0 ada_p: 0.35406 Discriminator_loss: 2.30255 Generator_loss: 2.25905
[INFO] 2021-02-01 12:04:40 > Step: 93500 Progress: 29.9% Elapsed: 23:04:44 temperature: 1.0 ada_p: 0.354444 Discriminator_loss: 2.32952 Generator_loss: 2.52066
[INFO] 2021-02-01 12:06:09 > Step: 93600 Progress: 30.0% Elapsed: 23:06:13 temperature: 1.0 ada_p: 0.354828 Discriminator_loss: 2.24981 Generator_loss: 2.41409
[INFO] 2021-02-01 12:07:34 > Step: 93700 Progress: 30.0% Elapsed: 23:07:38 temperature: 1.0 ada_p: 0.355212 Discriminator_loss: 2.30795 Generator_loss: 2.1643
[INFO] 2021-02-01 12:09:04 > Step: 93800 Progress: 30.0% Elapsed: 23:09:08 temperature: 1.0 ada_p: 0.355596 Discriminator_loss: 2.21386 Generator_loss: 2.17021
[INFO] 2021-02-01 12:10:23 > Step: 93900 Progress: 30.0% Elapsed: 23:10:27 temperature: 1.0 ada_p: 0.355974 Discriminator_loss: 2.29975 Generator_loss: 2.26257
[INFO] 2021-02-01 12:11:42 > Step: 94000 Progress: 30.1% Elapsed: 23:11:46 temperature: 1.0 ada_p: 0.356352 Discriminator_loss: 2.34924 Generator_loss: 2.26373
[INFO] 2021-02-01 12:11:42 > Start Evaluation (94000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 12:11:42 > Calculating FID Score....
[INFO] 2021-02-01 12:12:10 > Calculating Inception Score....
[INFO] 2021-02-01 12:12:27 > Calculate F_beta Score....
[INFO] 2021-02-01 12:13:24 > Calculate Accuracies....
[INFO] 2021-02-01 12:13:31 > Calculate Accuracies....
[INFO] 2021-02-01 12:13:33 > F_8 score (Step: 94000, Using test images): 0.9493151088201546
[INFO] 2021-02-01 12:13:33 > F_1/8 score (Step: 94000, Using test images): 0.9890705687894523
[INFO] 2021-02-01 12:13:33 > FID score (Step: 94000, Using test moments): 11.158079376514308
[INFO] 2021-02-01 12:13:33 > Inception score (Step: 94000, 10000 generated images): 9.491055488586426
[INFO] 2021-02-01 12:13:33 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 12:13:33 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 12:14:57 > Step: 94100 Progress: 30.1% Elapsed: 23:15:01 temperature: 1.0 ada_p: 0.356736 Discriminator_loss: 2.2467 Generator_loss: 2.48737
[INFO] 2021-02-01 12:16:22 > Step: 94200 Progress: 30.1% Elapsed: 23:16:26 temperature: 1.0 ada_p: 0.35712 Discriminator_loss: 2.40763 Generator_loss: 2.33172
[INFO] 2021-02-01 12:17:48 > Step: 94300 Progress: 30.2% Elapsed: 23:17:52 temperature: 1.0 ada_p: 0.357504 Discriminator_loss: 2.33589 Generator_loss: 2.32533
[INFO] 2021-02-01 12:19:10 > Step: 94400 Progress: 30.2% Elapsed: 23:19:14 temperature: 1.0 ada_p: 0.357888 Discriminator_loss: 2.12876 Generator_loss: 2.62367
[INFO] 2021-02-01 12:20:33 > Step: 94500 Progress: 30.2% Elapsed: 23:20:37 temperature: 1.0 ada_p: 0.358266 Discriminator_loss: 2.33109 Generator_loss: 2.43903
[INFO] 2021-02-01 12:21:56 > Step: 94600 Progress: 30.3% Elapsed: 23:22:00 temperature: 1.0 ada_p: 0.35865 Discriminator_loss: 2.33795 Generator_loss: 2.5946
[INFO] 2021-02-01 12:23:20 > Step: 94700 Progress: 30.3% Elapsed: 23:23:24 temperature: 1.0 ada_p: 0.359028 Discriminator_loss: 2.32303 Generator_loss: 2.25923
[INFO] 2021-02-01 12:24:42 > Step: 94800 Progress: 30.3% Elapsed: 23:24:46 temperature: 1.0 ada_p: 0.359412 Discriminator_loss: 2.278 Generator_loss: 2.5088
[INFO] 2021-02-01 12:26:12 > Step: 94900 Progress: 30.4% Elapsed: 23:26:16 temperature: 1.0 ada_p: 0.35979 Discriminator_loss: 2.25876 Generator_loss: 2.34557
[INFO] 2021-02-01 12:27:44 > Step: 95000 Progress: 30.4% Elapsed: 23:27:48 temperature: 1.0 ada_p: 0.360174 Discriminator_loss: 2.3314 Generator_loss: 2.29887
[INFO] 2021-02-01 12:29:15 > Step: 95100 Progress: 30.4% Elapsed: 23:29:19 temperature: 1.0 ada_p: 0.360558 Discriminator_loss: 2.3375 Generator_loss: 2.22327
[INFO] 2021-02-01 12:30:38 > Step: 95200 Progress: 30.5% Elapsed: 23:30:42 temperature: 1.0 ada_p: 0.360942 Discriminator_loss: 2.24143 Generator_loss: 2.37185
[INFO] 2021-02-01 12:32:07 > Step: 95300 Progress: 30.5% Elapsed: 23:32:11 temperature: 1.0 ada_p: 0.361326 Discriminator_loss: 2.29683 Generator_loss: 2.16049
[INFO] 2021-02-01 12:33:41 > Step: 95400 Progress: 30.5% Elapsed: 23:33:45 temperature: 1.0 ada_p: 0.36171 Discriminator_loss: 2.2325 Generator_loss: 2.60739
[INFO] 2021-02-01 12:35:07 > Step: 95500 Progress: 30.6% Elapsed: 23:35:11 temperature: 1.0 ada_p: 0.362094 Discriminator_loss: 2.39603 Generator_loss: 2.23024
[INFO] 2021-02-01 12:36:32 > Step: 95600 Progress: 30.6% Elapsed: 23:36:36 temperature: 1.0 ada_p: 0.362478 Discriminator_loss: 2.25878 Generator_loss: 2.44417
[INFO] 2021-02-01 12:37:50 > Step: 95700 Progress: 30.6% Elapsed: 23:37:54 temperature: 1.0 ada_p: 0.362862 Discriminator_loss: 2.39387 Generator_loss: 2.52745
[INFO] 2021-02-01 12:39:10 > Step: 95800 Progress: 30.7% Elapsed: 23:39:14 temperature: 1.0 ada_p: 0.363246 Discriminator_loss: 2.26708 Generator_loss: 2.54134
[INFO] 2021-02-01 12:40:33 > Step: 95900 Progress: 30.7% Elapsed: 23:40:37 temperature: 1.0 ada_p: 0.36363 Discriminator_loss: 2.35839 Generator_loss: 2.28355
[INFO] 2021-02-01 12:41:55 > Step: 96000 Progress: 30.7% Elapsed: 23:41:59 temperature: 1.0 ada_p: 0.364014 Discriminator_loss: 2.25693 Generator_loss: 2.31719
[INFO] 2021-02-01 12:41:55 > Start Evaluation (96000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 12:41:55 > Calculating FID Score....
[INFO] 2021-02-01 12:42:24 > Calculating Inception Score....
[INFO] 2021-02-01 12:42:41 > Calculate F_beta Score....
[INFO] 2021-02-01 12:43:35 > Calculate Accuracies....
[INFO] 2021-02-01 12:43:42 > Calculate Accuracies....
[INFO] 2021-02-01 12:43:44 > F_8 score (Step: 96000, Using test images): 0.9423826867451665
[INFO] 2021-02-01 12:43:44 > F_1/8 score (Step: 96000, Using test images): 0.9898109356927713
[INFO] 2021-02-01 12:43:44 > FID score (Step: 96000, Using test moments): 11.177771630424104
[INFO] 2021-02-01 12:43:44 > Inception score (Step: 96000, 10000 generated images): 9.572529792785645
[INFO] 2021-02-01 12:43:44 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 12:43:44 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 12:45:12 > Step: 96100 Progress: 30.8% Elapsed: 23:45:16 temperature: 1.0 ada_p: 0.364398 Discriminator_loss: 2.2633 Generator_loss: 2.39817
[INFO] 2021-02-01 12:46:39 > Step: 96200 Progress: 30.8% Elapsed: 23:46:43 temperature: 1.0 ada_p: 0.364775 Discriminator_loss: 2.41547 Generator_loss: 2.36609
[INFO] 2021-02-01 12:48:02 > Step: 96300 Progress: 30.8% Elapsed: 23:48:06 temperature: 1.0 ada_p: 0.365153 Discriminator_loss: 2.30229 Generator_loss: 2.11462
[INFO] 2021-02-01 12:49:25 > Step: 96400 Progress: 30.8% Elapsed: 23:49:29 temperature: 1.0 ada_p: 0.365531 Discriminator_loss: 2.1669 Generator_loss: 2.43761
[INFO] 2021-02-01 12:50:47 > Step: 96500 Progress: 30.9% Elapsed: 23:50:51 temperature: 1.0 ada_p: 0.365909 Discriminator_loss: 2.44568 Generator_loss: 2.40398
[INFO] 2021-02-01 12:52:16 > Step: 96600 Progress: 30.9% Elapsed: 23:52:20 temperature: 1.0 ada_p: 0.366293 Discriminator_loss: 2.32448 Generator_loss: 2.31927
[INFO] 2021-02-01 12:53:39 > Step: 96700 Progress: 30.9% Elapsed: 23:53:43 temperature: 1.0 ada_p: 0.366665 Discriminator_loss: 2.33174 Generator_loss: 2.34717
[INFO] 2021-02-01 12:55:01 > Step: 96800 Progress: 31.0% Elapsed: 23:55:05 temperature: 1.0 ada_p: 0.367043 Discriminator_loss: 2.34036 Generator_loss: 2.335
[INFO] 2021-02-01 12:56:24 > Step: 96900 Progress: 31.0% Elapsed: 23:56:28 temperature: 1.0 ada_p: 0.36742 Discriminator_loss: 2.50531 Generator_loss: 2.36632
[INFO] 2021-02-01 12:57:46 > Step: 97000 Progress: 31.0% Elapsed: 23:57:50 temperature: 1.0 ada_p: 0.367804 Discriminator_loss: 2.23863 Generator_loss: 2.15239
[INFO] 2021-02-01 12:59:10 > Step: 97100 Progress: 31.1% Elapsed: 23:59:14 temperature: 1.0 ada_p: 0.368188 Discriminator_loss: 2.31352 Generator_loss: 2.56435
[INFO] 2021-02-01 13:00:33 > Step: 97200 Progress: 31.1% Elapsed: 1 day, 0:00:37 temperature: 1.0 ada_p: 0.368572 Discriminator_loss: 2.31178 Generator_loss: 2.25353
[INFO] 2021-02-01 13:01:56 > Step: 97300 Progress: 31.1% Elapsed: 1 day, 0:02:00 temperature: 1.0 ada_p: 0.368956 Discriminator_loss: 2.49821 Generator_loss: 2.19352
[INFO] 2021-02-01 13:03:19 > Step: 97400 Progress: 31.2% Elapsed: 1 day, 0:03:23 temperature: 1.0 ada_p: 0.36934 Discriminator_loss: 2.28575 Generator_loss: 2.0682
[INFO] 2021-02-01 13:04:41 > Step: 97500 Progress: 31.2% Elapsed: 1 day, 0:04:45 temperature: 1.0 ada_p: 0.369724 Discriminator_loss: 2.39162 Generator_loss: 2.38023
[INFO] 2021-02-01 13:05:58 > Step: 97600 Progress: 31.2% Elapsed: 1 day, 0:06:02 temperature: 1.0 ada_p: 0.370108 Discriminator_loss: 2.37204 Generator_loss: 2.18812
[INFO] 2021-02-01 13:07:23 > Step: 97700 Progress: 31.3% Elapsed: 1 day, 0:07:27 temperature: 1.0 ada_p: 0.370492 Discriminator_loss: 2.08291 Generator_loss: 2.17029
[INFO] 2021-02-01 13:08:49 > Step: 97800 Progress: 31.3% Elapsed: 1 day, 0:08:53 temperature: 1.0 ada_p: 0.370876 Discriminator_loss: 2.34613 Generator_loss: 2.45131
[INFO] 2021-02-01 13:10:18 > Step: 97900 Progress: 31.3% Elapsed: 1 day, 0:10:22 temperature: 1.0 ada_p: 0.37126 Discriminator_loss: 2.36019 Generator_loss: 2.59577
[INFO] 2021-02-01 13:11:48 > Step: 98000 Progress: 31.4% Elapsed: 1 day, 0:11:52 temperature: 1.0 ada_p: 0.371644 Discriminator_loss: 2.24033 Generator_loss: 2.29972
[INFO] 2021-02-01 13:11:48 > Start Evaluation (98000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 13:11:48 > Calculating FID Score....
[INFO] 2021-02-01 13:12:16 > Calculating Inception Score....
[INFO] 2021-02-01 13:12:33 > Calculate F_beta Score....
[INFO] 2021-02-01 13:13:29 > Calculate Accuracies....
[INFO] 2021-02-01 13:13:36 > Calculate Accuracies....
[INFO] 2021-02-01 13:13:38 > F_8 score (Step: 98000, Using test images): 0.9515076350539902
[INFO] 2021-02-01 13:13:38 > F_1/8 score (Step: 98000, Using test images): 0.9890650785523464
[INFO] 2021-02-01 13:13:38 > FID score (Step: 98000, Using test moments): 11.133089577278838
[INFO] 2021-02-01 13:13:38 > Inception score (Step: 98000, 10000 generated images): 9.471948623657227
[INFO] 2021-02-01 13:13:38 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 13:13:38 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 13:15:02 > Step: 98100 Progress: 31.4% Elapsed: 1 day, 0:15:06 temperature: 1.0 ada_p: 0.372028 Discriminator_loss: 2.26977 Generator_loss: 2.26867
[INFO] 2021-02-01 13:16:24 > Step: 98200 Progress: 31.4% Elapsed: 1 day, 0:16:28 temperature: 1.0 ada_p: 0.372412 Discriminator_loss: 2.31189 Generator_loss: 2.18422
[INFO] 2021-02-01 13:17:47 > Step: 98300 Progress: 31.5% Elapsed: 1 day, 0:17:51 temperature: 1.0 ada_p: 0.37279 Discriminator_loss: 2.16643 Generator_loss: 2.28589
[INFO] 2021-02-01 13:19:09 > Step: 98400 Progress: 31.5% Elapsed: 1 day, 0:19:13 temperature: 1.0 ada_p: 0.373174 Discriminator_loss: 2.23427 Generator_loss: 2.27535
[INFO] 2021-02-01 13:20:32 > Step: 98500 Progress: 31.5% Elapsed: 1 day, 0:20:36 temperature: 1.0 ada_p: 0.373558 Discriminator_loss: 2.30757 Generator_loss: 2.09042
[INFO] 2021-02-01 13:22:06 > Step: 98600 Progress: 31.6% Elapsed: 1 day, 0:22:10 temperature: 1.0 ada_p: 0.373942 Discriminator_loss: 2.4011 Generator_loss: 2.13857
[INFO] 2021-02-01 13:23:28 > Step: 98700 Progress: 31.6% Elapsed: 1 day, 0:23:32 temperature: 1.0 ada_p: 0.374326 Discriminator_loss: 2.2638 Generator_loss: 2.10298
[INFO] 2021-02-01 13:24:53 > Step: 98800 Progress: 31.6% Elapsed: 1 day, 0:24:57 temperature: 1.0 ada_p: 0.37471 Discriminator_loss: 2.2412 Generator_loss: 2.30488
[INFO] 2021-02-01 13:26:15 > Step: 98900 Progress: 31.6% Elapsed: 1 day, 0:26:19 temperature: 1.0 ada_p: 0.375094 Discriminator_loss: 2.21359 Generator_loss: 2.46951
[INFO] 2021-02-01 13:27:39 > Step: 99000 Progress: 31.7% Elapsed: 1 day, 0:27:43 temperature: 1.0 ada_p: 0.375478 Discriminator_loss: 2.35806 Generator_loss: 2.23994
[INFO] 2021-02-01 13:29:02 > Step: 99100 Progress: 31.7% Elapsed: 1 day, 0:29:06 temperature: 1.0 ada_p: 0.375862 Discriminator_loss: 2.28197 Generator_loss: 2.36664
[INFO] 2021-02-01 13:30:24 > Step: 99200 Progress: 31.7% Elapsed: 1 day, 0:30:28 temperature: 1.0 ada_p: 0.376246 Discriminator_loss: 2.2531 Generator_loss: 2.25273
[INFO] 2021-02-01 13:31:46 > Step: 99300 Progress: 31.8% Elapsed: 1 day, 0:31:50 temperature: 1.0 ada_p: 0.376624 Discriminator_loss: 2.34781 Generator_loss: 2.25603
[INFO] 2021-02-01 13:33:04 > Step: 99400 Progress: 31.8% Elapsed: 1 day, 0:33:08 temperature: 1.0 ada_p: 0.377008 Discriminator_loss: 2.28911 Generator_loss: 2.25858
[INFO] 2021-02-01 13:34:26 > Step: 99500 Progress: 31.8% Elapsed: 1 day, 0:34:30 temperature: 1.0 ada_p: 0.377386 Discriminator_loss: 2.34622 Generator_loss: 2.17252
[INFO] 2021-02-01 13:35:48 > Step: 99600 Progress: 31.9% Elapsed: 1 day, 0:35:52 temperature: 1.0 ada_p: 0.377764 Discriminator_loss: 2.38447 Generator_loss: 2.34841
[INFO] 2021-02-01 13:37:11 > Step: 99700 Progress: 31.9% Elapsed: 1 day, 0:37:15 temperature: 1.0 ada_p: 0.378148 Discriminator_loss: 2.27745 Generator_loss: 2.35285
[INFO] 2021-02-01 13:38:34 > Step: 99800 Progress: 31.9% Elapsed: 1 day, 0:38:38 temperature: 1.0 ada_p: 0.378532 Discriminator_loss: 2.32536 Generator_loss: 2.38817
[INFO] 2021-02-01 13:39:57 > Step: 99900 Progress: 32.0% Elapsed: 1 day, 0:40:01 temperature: 1.0 ada_p: 0.378916 Discriminator_loss: 2.42669 Generator_loss: 2.27016
[INFO] 2021-02-01 13:41:20 > Step: 100000 Progress: 32.0% Elapsed: 1 day, 0:41:24 temperature: 1.0 ada_p: 0.3793 Discriminator_loss: 2.46109 Generator_loss: 2.18574
[INFO] 2021-02-01 13:41:20 > Start Evaluation (100000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 13:41:20 > Calculating FID Score....
[INFO] 2021-02-01 13:41:48 > Calculating Inception Score....
[INFO] 2021-02-01 13:42:05 > Calculate F_beta Score....
[INFO] 2021-02-01 13:43:01 > Calculate Accuracies....
[INFO] 2021-02-01 13:43:08 > Calculate Accuracies....
[INFO] 2021-02-01 13:43:09 > F_8 score (Step: 100000, Using test images): 0.9541633144024464
[INFO] 2021-02-01 13:43:09 > F_1/8 score (Step: 100000, Using test images): 0.9892309503024206
[INFO] 2021-02-01 13:43:09 > FID score (Step: 100000, Using test moments): 11.38811667027295
[INFO] 2021-02-01 13:43:09 > Inception score (Step: 100000, 10000 generated images): 9.393637657165527
[INFO] 2021-02-01 13:43:09 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 13:43:10 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 13:44:33 > Step: 100100 Progress: 32.0% Elapsed: 1 day, 0:44:37 temperature: 1.0 ada_p: 0.379684 Discriminator_loss: 2.27061 Generator_loss: 2.47393
[INFO] 2021-02-01 13:46:03 > Step: 100200 Progress: 32.1% Elapsed: 1 day, 0:46:07 temperature: 1.0 ada_p: 0.380068 Discriminator_loss: 2.28968 Generator_loss: 2.31016
[INFO] 2021-02-01 13:47:30 > Step: 100300 Progress: 32.1% Elapsed: 1 day, 0:47:34 temperature: 1.0 ada_p: 0.380452 Discriminator_loss: 2.29051 Generator_loss: 2.23808
[INFO] 2021-02-01 13:48:53 > Step: 100400 Progress: 32.1% Elapsed: 1 day, 0:48:57 temperature: 1.0 ada_p: 0.380836 Discriminator_loss: 2.25063 Generator_loss: 2.41689
[INFO] 2021-02-01 13:50:16 > Step: 100500 Progress: 32.2% Elapsed: 1 day, 0:50:20 temperature: 1.0 ada_p: 0.38122 Discriminator_loss: 2.30682 Generator_loss: 2.33589
[INFO] 2021-02-01 13:51:41 > Step: 100600 Progress: 32.2% Elapsed: 1 day, 0:51:45 temperature: 1.0 ada_p: 0.381604 Discriminator_loss: 2.28273 Generator_loss: 2.3297
[INFO] 2021-02-01 13:53:08 > Step: 100700 Progress: 32.2% Elapsed: 1 day, 0:53:12 temperature: 1.0 ada_p: 0.381982 Discriminator_loss: 2.16374 Generator_loss: 2.29317
[INFO] 2021-02-01 13:54:31 > Step: 100800 Progress: 32.3% Elapsed: 1 day, 0:54:35 temperature: 1.0 ada_p: 0.382366 Discriminator_loss: 2.11094 Generator_loss: 2.49232
[INFO] 2021-02-01 13:55:54 > Step: 100900 Progress: 32.3% Elapsed: 1 day, 0:55:58 temperature: 1.0 ada_p: 0.38275 Discriminator_loss: 2.32355 Generator_loss: 2.33058
[INFO] 2021-02-01 13:57:25 > Step: 101000 Progress: 32.3% Elapsed: 1 day, 0:57:29 temperature: 1.0 ada_p: 0.383134 Discriminator_loss: 2.24842 Generator_loss: 2.38078
[INFO] 2021-02-01 13:58:54 > Step: 101100 Progress: 32.4% Elapsed: 1 day, 0:58:58 temperature: 1.0 ada_p: 0.383512 Discriminator_loss: 2.42375 Generator_loss: 2.22947
[INFO] 2021-02-01 14:00:06 > Step: 101200 Progress: 32.4% Elapsed: 1 day, 1:00:10 temperature: 1.0 ada_p: 0.383896 Discriminator_loss: 2.47196 Generator_loss: 2.3841
[INFO] 2021-02-01 14:01:27 > Step: 101300 Progress: 32.4% Elapsed: 1 day, 1:01:31 temperature: 1.0 ada_p: 0.38428 Discriminator_loss: 2.22729 Generator_loss: 2.46005
[INFO] 2021-02-01 14:02:50 > Step: 101400 Progress: 32.4% Elapsed: 1 day, 1:02:54 temperature: 1.0 ada_p: 0.384651 Discriminator_loss: 2.27873 Generator_loss: 2.38133
[INFO] 2021-02-01 14:04:13 > Step: 101500 Progress: 32.5% Elapsed: 1 day, 1:04:17 temperature: 1.0 ada_p: 0.385035 Discriminator_loss: 2.37179 Generator_loss: 2.19415
[INFO] 2021-02-01 14:05:36 > Step: 101600 Progress: 32.5% Elapsed: 1 day, 1:05:40 temperature: 1.0 ada_p: 0.385419 Discriminator_loss: 2.42854 Generator_loss: 2.56871
[INFO] 2021-02-01 14:07:00 > Step: 101700 Progress: 32.5% Elapsed: 1 day, 1:07:04 temperature: 1.0 ada_p: 0.385803 Discriminator_loss: 2.29931 Generator_loss: 2.31448
[INFO] 2021-02-01 14:08:22 > Step: 101800 Progress: 32.6% Elapsed: 1 day, 1:08:26 temperature: 1.0 ada_p: 0.386181 Discriminator_loss: 2.39911 Generator_loss: 2.25832
[INFO] 2021-02-01 14:09:45 > Step: 101900 Progress: 32.6% Elapsed: 1 day, 1:09:49 temperature: 1.0 ada_p: 0.386559 Discriminator_loss: 2.20174 Generator_loss: 2.30644
[INFO] 2021-02-01 14:11:08 > Step: 102000 Progress: 32.6% Elapsed: 1 day, 1:11:12 temperature: 1.0 ada_p: 0.386943 Discriminator_loss: 2.26022 Generator_loss: 2.20613
[INFO] 2021-02-01 14:11:08 > Start Evaluation (102000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 14:11:08 > Calculating FID Score....
[INFO] 2021-02-01 14:11:36 > Calculating Inception Score....
[INFO] 2021-02-01 14:11:53 > Calculate F_beta Score....
[INFO] 2021-02-01 14:12:50 > Calculate Accuracies....
[INFO] 2021-02-01 14:12:56 > Calculate Accuracies....
[INFO] 2021-02-01 14:12:58 > F_8 score (Step: 102000, Using test images): 0.9432856422596652
[INFO] 2021-02-01 14:12:58 > F_1/8 score (Step: 102000, Using test images): 0.9887629953054952
[INFO] 2021-02-01 14:12:58 > FID score (Step: 102000, Using test moments): 11.05022124834261
[INFO] 2021-02-01 14:12:58 > Inception score (Step: 102000, 10000 generated images): 9.490838050842285
[INFO] 2021-02-01 14:12:58 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 14:12:59 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 14:14:21 > Step: 102100 Progress: 32.7% Elapsed: 1 day, 1:14:25 temperature: 1.0 ada_p: 0.387327 Discriminator_loss: 2.21207 Generator_loss: 2.35584
[INFO] 2021-02-01 14:15:45 > Step: 102200 Progress: 32.7% Elapsed: 1 day, 1:15:49 temperature: 1.0 ada_p: 0.387711 Discriminator_loss: 2.2734 Generator_loss: 2.41201
[INFO] 2021-02-01 14:17:08 > Step: 102300 Progress: 32.7% Elapsed: 1 day, 1:17:12 temperature: 1.0 ada_p: 0.388095 Discriminator_loss: 2.21493 Generator_loss: 2.22597
[INFO] 2021-02-01 14:18:36 > Step: 102400 Progress: 32.8% Elapsed: 1 day, 1:18:40 temperature: 1.0 ada_p: 0.388473 Discriminator_loss: 2.22303 Generator_loss: 2.49857
[INFO] 2021-02-01 14:20:00 > Step: 102500 Progress: 32.8% Elapsed: 1 day, 1:20:04 temperature: 1.0 ada_p: 0.388857 Discriminator_loss: 2.29181 Generator_loss: 2.44436
[INFO] 2021-02-01 14:21:30 > Step: 102600 Progress: 32.8% Elapsed: 1 day, 1:21:34 temperature: 1.0 ada_p: 0.389241 Discriminator_loss: 2.47539 Generator_loss: 2.2093
[INFO] 2021-02-01 14:22:53 > Step: 102700 Progress: 32.9% Elapsed: 1 day, 1:22:57 temperature: 1.0 ada_p: 0.389625 Discriminator_loss: 2.21449 Generator_loss: 2.34744
[INFO] 2021-02-01 14:24:16 > Step: 102800 Progress: 32.9% Elapsed: 1 day, 1:24:20 temperature: 1.0 ada_p: 0.390009 Discriminator_loss: 2.31348 Generator_loss: 2.20467
[INFO] 2021-02-01 14:25:39 > Step: 102900 Progress: 32.9% Elapsed: 1 day, 1:25:43 temperature: 1.0 ada_p: 0.390393 Discriminator_loss: 2.36479 Generator_loss: 2.13374
[INFO] 2021-02-01 14:26:57 > Step: 103000 Progress: 33.0% Elapsed: 1 day, 1:27:01 temperature: 1.0 ada_p: 0.390777 Discriminator_loss: 2.16962 Generator_loss: 2.14126
[INFO] 2021-02-01 14:28:13 > Step: 103100 Progress: 33.0% Elapsed: 1 day, 1:28:17 temperature: 1.0 ada_p: 0.391155 Discriminator_loss: 2.36695 Generator_loss: 2.56761
[INFO] 2021-02-01 14:29:36 > Step: 103200 Progress: 33.0% Elapsed: 1 day, 1:29:40 temperature: 1.0 ada_p: 0.391539 Discriminator_loss: 2.27818 Generator_loss: 2.40719
[INFO] 2021-02-01 14:30:59 > Step: 103300 Progress: 33.1% Elapsed: 1 day, 1:31:03 temperature: 1.0 ada_p: 0.391923 Discriminator_loss: 2.19436 Generator_loss: 2.27312
[INFO] 2021-02-01 14:32:22 > Step: 103400 Progress: 33.1% Elapsed: 1 day, 1:32:26 temperature: 1.0 ada_p: 0.392307 Discriminator_loss: 2.35044 Generator_loss: 2.28848
[INFO] 2021-02-01 14:33:44 > Step: 103500 Progress: 33.1% Elapsed: 1 day, 1:33:48 temperature: 1.0 ada_p: 0.392691 Discriminator_loss: 2.3317 Generator_loss: 2.33027
[INFO] 2021-02-01 14:35:08 > Step: 103600 Progress: 33.2% Elapsed: 1 day, 1:35:12 temperature: 1.0 ada_p: 0.393075 Discriminator_loss: 2.21708 Generator_loss: 2.49872
[INFO] 2021-02-01 14:36:31 > Step: 103700 Progress: 33.2% Elapsed: 1 day, 1:36:35 temperature: 1.0 ada_p: 0.393459 Discriminator_loss: 2.33115 Generator_loss: 2.46113
[INFO] 2021-02-01 14:37:58 > Step: 103800 Progress: 33.2% Elapsed: 1 day, 1:38:02 temperature: 1.0 ada_p: 0.393843 Discriminator_loss: 2.31862 Generator_loss: 2.36976
[INFO] 2021-02-01 14:39:21 > Step: 103900 Progress: 33.2% Elapsed: 1 day, 1:39:25 temperature: 1.0 ada_p: 0.394221 Discriminator_loss: 2.33654 Generator_loss: 2.33563
[INFO] 2021-02-01 14:40:44 > Step: 104000 Progress: 33.3% Elapsed: 1 day, 1:40:48 temperature: 1.0 ada_p: 0.394605 Discriminator_loss: 2.25663 Generator_loss: 2.23658
[INFO] 2021-02-01 14:40:44 > Start Evaluation (104000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 14:40:44 > Calculating FID Score....
[INFO] 2021-02-01 14:41:12 > Calculating Inception Score....
[INFO] 2021-02-01 14:41:29 > Calculate F_beta Score....
[INFO] 2021-02-01 14:42:26 > Calculate Accuracies....
[INFO] 2021-02-01 14:42:33 > Calculate Accuracies....
[INFO] 2021-02-01 14:42:34 > F_8 score (Step: 104000, Using test images): 0.9355439805207952
[INFO] 2021-02-01 14:42:34 > F_1/8 score (Step: 104000, Using test images): 0.9899038883720379
[INFO] 2021-02-01 14:42:34 > FID score (Step: 104000, Using test moments): 11.495398979645302
[INFO] 2021-02-01 14:42:34 > Inception score (Step: 104000, 10000 generated images): 9.391510963439941
[INFO] 2021-02-01 14:42:34 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 14:42:35 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 14:43:58 > Step: 104100 Progress: 33.3% Elapsed: 1 day, 1:44:02 temperature: 1.0 ada_p: 0.394989 Discriminator_loss: 2.22306 Generator_loss: 2.29991
[INFO] 2021-02-01 14:45:22 > Step: 104200 Progress: 33.3% Elapsed: 1 day, 1:45:26 temperature: 1.0 ada_p: 0.39536 Discriminator_loss: 2.26699 Generator_loss: 2.26666
[INFO] 2021-02-01 14:46:47 > Step: 104300 Progress: 33.4% Elapsed: 1 day, 1:46:51 temperature: 1.0 ada_p: 0.395744 Discriminator_loss: 2.29277 Generator_loss: 2.47381
[INFO] 2021-02-01 14:48:10 > Step: 104400 Progress: 33.4% Elapsed: 1 day, 1:48:14 temperature: 1.0 ada_p: 0.396128 Discriminator_loss: 2.19409 Generator_loss: 2.30412
[INFO] 2021-02-01 14:49:35 > Step: 104500 Progress: 33.4% Elapsed: 1 day, 1:49:39 temperature: 1.0 ada_p: 0.396506 Discriminator_loss: 2.34774 Generator_loss: 2.17453
[INFO] 2021-02-01 14:50:58 > Step: 104600 Progress: 33.5% Elapsed: 1 day, 1:51:02 temperature: 1.0 ada_p: 0.39689 Discriminator_loss: 2.33053 Generator_loss: 2.28215
[INFO] 2021-02-01 14:52:22 > Step: 104700 Progress: 33.5% Elapsed: 1 day, 1:52:26 temperature: 1.0 ada_p: 0.397274 Discriminator_loss: 2.27578 Generator_loss: 2.36113
[INFO] 2021-02-01 14:53:43 > Step: 104800 Progress: 33.5% Elapsed: 1 day, 1:53:47 temperature: 1.0 ada_p: 0.397658 Discriminator_loss: 2.22882 Generator_loss: 2.13391
[INFO] 2021-02-01 14:55:01 > Step: 104900 Progress: 33.6% Elapsed: 1 day, 1:55:05 temperature: 1.0 ada_p: 0.398042 Discriminator_loss: 2.32201 Generator_loss: 2.11244
[INFO] 2021-02-01 14:56:22 > Step: 105000 Progress: 33.6% Elapsed: 1 day, 1:56:26 temperature: 1.0 ada_p: 0.398426 Discriminator_loss: 2.32532 Generator_loss: 2.28619
[INFO] 2021-02-01 14:57:45 > Step: 105100 Progress: 33.6% Elapsed: 1 day, 1:57:49 temperature: 1.0 ada_p: 0.39881 Discriminator_loss: 2.17508 Generator_loss: 2.49839
[INFO] 2021-02-01 14:59:07 > Step: 105200 Progress: 33.7% Elapsed: 1 day, 1:59:11 temperature: 1.0 ada_p: 0.399194 Discriminator_loss: 2.22586 Generator_loss: 2.41526
[INFO] 2021-02-01 15:00:33 > Step: 105300 Progress: 33.7% Elapsed: 1 day, 2:00:37 temperature: 1.0 ada_p: 0.399578 Discriminator_loss: 2.21948 Generator_loss: 2.36304
[INFO] 2021-02-01 15:01:59 > Step: 105400 Progress: 33.7% Elapsed: 1 day, 2:02:03 temperature: 1.0 ada_p: 0.399962 Discriminator_loss: 2.25295 Generator_loss: 2.27735
[INFO] 2021-02-01 15:03:28 > Step: 105500 Progress: 33.8% Elapsed: 1 day, 2:03:32 temperature: 1.0 ada_p: 0.400346 Discriminator_loss: 2.29784 Generator_loss: 2.48222
[INFO] 2021-02-01 15:04:54 > Step: 105600 Progress: 33.8% Elapsed: 1 day, 2:04:58 temperature: 1.0 ada_p: 0.40073 Discriminator_loss: 2.2621 Generator_loss: 2.18426
[INFO] 2021-02-01 15:06:19 > Step: 105700 Progress: 33.8% Elapsed: 1 day, 2:06:23 temperature: 1.0 ada_p: 0.401114 Discriminator_loss: 2.21532 Generator_loss: 2.28002
[INFO] 2021-02-01 15:07:42 > Step: 105800 Progress: 33.9% Elapsed: 1 day, 2:07:46 temperature: 1.0 ada_p: 0.401498 Discriminator_loss: 2.29372 Generator_loss: 2.41833
[INFO] 2021-02-01 15:09:05 > Step: 105900 Progress: 33.9% Elapsed: 1 day, 2:09:09 temperature: 1.0 ada_p: 0.401882 Discriminator_loss: 2.2397 Generator_loss: 2.46671
[INFO] 2021-02-01 15:10:29 > Step: 106000 Progress: 33.9% Elapsed: 1 day, 2:10:33 temperature: 1.0 ada_p: 0.402266 Discriminator_loss: 2.32449 Generator_loss: 2.30987
[INFO] 2021-02-01 15:10:29 > Start Evaluation (106000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 15:10:29 > Calculating FID Score....
[INFO] 2021-02-01 15:10:56 > Calculating Inception Score....
[INFO] 2021-02-01 15:11:13 > Calculate F_beta Score....
[INFO] 2021-02-01 15:12:10 > Calculate Accuracies....
[INFO] 2021-02-01 15:12:17 > Calculate Accuracies....
[INFO] 2021-02-01 15:12:19 > F_8 score (Step: 106000, Using test images): 0.938024682805708
[INFO] 2021-02-01 15:12:19 > F_1/8 score (Step: 106000, Using test images): 0.9893084885915711
[INFO] 2021-02-01 15:12:19 > FID score (Step: 106000, Using test moments): 11.25300674467428
[INFO] 2021-02-01 15:12:19 > Inception score (Step: 106000, 10000 generated images): 9.499435424804688
[INFO] 2021-02-01 15:12:19 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 15:12:19 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 15:13:52 > Step: 106100 Progress: 34.0% Elapsed: 1 day, 2:13:56 temperature: 1.0 ada_p: 0.40265 Discriminator_loss: 2.18065 Generator_loss: 2.52505
[INFO] 2021-02-01 15:15:16 > Step: 106200 Progress: 34.0% Elapsed: 1 day, 2:15:20 temperature: 1.0 ada_p: 0.403034 Discriminator_loss: 2.34997 Generator_loss: 2.33589
[INFO] 2021-02-01 15:16:39 > Step: 106300 Progress: 34.0% Elapsed: 1 day, 2:16:43 temperature: 1.0 ada_p: 0.403418 Discriminator_loss: 2.42094 Generator_loss: 2.07842
[INFO] 2021-02-01 15:18:03 > Step: 106400 Progress: 34.0% Elapsed: 1 day, 2:18:07 temperature: 1.0 ada_p: 0.403802 Discriminator_loss: 2.17091 Generator_loss: 2.24065
[INFO] 2021-02-01 15:19:25 > Step: 106500 Progress: 34.1% Elapsed: 1 day, 2:19:29 temperature: 1.0 ada_p: 0.40418 Discriminator_loss: 2.24966 Generator_loss: 2.47524
[INFO] 2021-02-01 15:20:48 > Step: 106600 Progress: 34.1% Elapsed: 1 day, 2:20:52 temperature: 1.0 ada_p: 0.404564 Discriminator_loss: 2.23986 Generator_loss: 2.2344
[INFO] 2021-02-01 15:22:06 > Step: 106700 Progress: 34.1% Elapsed: 1 day, 2:22:10 temperature: 1.0 ada_p: 0.404948 Discriminator_loss: 2.41048 Generator_loss: 2.42655
[INFO] 2021-02-01 15:23:26 > Step: 106800 Progress: 34.2% Elapsed: 1 day, 2:23:30 temperature: 1.0 ada_p: 0.405326 Discriminator_loss: 2.40037 Generator_loss: 2.21225
[INFO] 2021-02-01 15:24:49 > Step: 106900 Progress: 34.2% Elapsed: 1 day, 2:24:53 temperature: 1.0 ada_p: 0.40571 Discriminator_loss: 2.40933 Generator_loss: 2.24709
[INFO] 2021-02-01 15:26:11 > Step: 107000 Progress: 34.2% Elapsed: 1 day, 2:26:15 temperature: 1.0 ada_p: 0.406094 Discriminator_loss: 2.32008 Generator_loss: 2.24993
[INFO] 2021-02-01 15:27:34 > Step: 107100 Progress: 34.3% Elapsed: 1 day, 2:27:38 temperature: 1.0 ada_p: 0.406478 Discriminator_loss: 2.24017 Generator_loss: 2.51505
[INFO] 2021-02-01 15:28:57 > Step: 107200 Progress: 34.3% Elapsed: 1 day, 2:29:01 temperature: 1.0 ada_p: 0.406862 Discriminator_loss: 2.29074 Generator_loss: 2.37935
[INFO] 2021-02-01 15:30:20 > Step: 107300 Progress: 34.3% Elapsed: 1 day, 2:30:24 temperature: 1.0 ada_p: 0.407246 Discriminator_loss: 2.35833 Generator_loss: 2.16438
[INFO] 2021-02-01 15:31:44 > Step: 107400 Progress: 34.4% Elapsed: 1 day, 2:31:48 temperature: 1.0 ada_p: 0.40763 Discriminator_loss: 2.31634 Generator_loss: 2.54179
[INFO] 2021-02-01 15:33:07 > Step: 107500 Progress: 34.4% Elapsed: 1 day, 2:33:11 temperature: 1.0 ada_p: 0.408014 Discriminator_loss: 2.35 Generator_loss: 2.25716
[INFO] 2021-02-01 15:34:29 > Step: 107600 Progress: 34.4% Elapsed: 1 day, 2:34:33 temperature: 1.0 ada_p: 0.408398 Discriminator_loss: 2.2839 Generator_loss: 2.40424
[INFO] 2021-02-01 15:35:52 > Step: 107700 Progress: 34.5% Elapsed: 1 day, 2:35:56 temperature: 1.0 ada_p: 0.408782 Discriminator_loss: 2.29448 Generator_loss: 2.14104
[INFO] 2021-02-01 15:37:16 > Step: 107800 Progress: 34.5% Elapsed: 1 day, 2:37:20 temperature: 1.0 ada_p: 0.409166 Discriminator_loss: 2.3667 Generator_loss: 2.34277
[INFO] 2021-02-01 15:38:38 > Step: 107900 Progress: 34.5% Elapsed: 1 day, 2:38:42 temperature: 1.0 ada_p: 0.409544 Discriminator_loss: 2.32097 Generator_loss: 2.32329
[INFO] 2021-02-01 15:40:01 > Step: 108000 Progress: 34.6% Elapsed: 1 day, 2:40:05 temperature: 1.0 ada_p: 0.409928 Discriminator_loss: 2.2611 Generator_loss: 2.70223
[INFO] 2021-02-01 15:40:01 > Start Evaluation (108000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 15:40:01 > Calculating FID Score....
[INFO] 2021-02-01 15:40:29 > Calculating Inception Score....
[INFO] 2021-02-01 15:40:46 > Calculate F_beta Score....
[INFO] 2021-02-01 15:41:42 > Calculate Accuracies....
[INFO] 2021-02-01 15:41:48 > Calculate Accuracies....
[INFO] 2021-02-01 15:41:50 > F_8 score (Step: 108000, Using test images): 0.9511856936831435
[INFO] 2021-02-01 15:41:50 > F_1/8 score (Step: 108000, Using test images): 0.9895511232219155
[INFO] 2021-02-01 15:41:50 > FID score (Step: 108000, Using test moments): 11.266549630743896
[INFO] 2021-02-01 15:41:50 > Inception score (Step: 108000, 10000 generated images): 9.471945762634277
[INFO] 2021-02-01 15:41:50 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 15:41:51 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 15:43:19 > Step: 108100 Progress: 34.6% Elapsed: 1 day, 2:43:23 temperature: 1.0 ada_p: 0.410312 Discriminator_loss: 2.25688 Generator_loss: 2.3143
[INFO] 2021-02-01 15:44:46 > Step: 108200 Progress: 34.6% Elapsed: 1 day, 2:44:50 temperature: 1.0 ada_p: 0.410696 Discriminator_loss: 2.33522 Generator_loss: 2.4445
[INFO] 2021-02-01 15:46:11 > Step: 108300 Progress: 34.7% Elapsed: 1 day, 2:46:15 temperature: 1.0 ada_p: 0.41108 Discriminator_loss: 2.18905 Generator_loss: 2.15455
[INFO] 2021-02-01 15:47:34 > Step: 108400 Progress: 34.7% Elapsed: 1 day, 2:47:38 temperature: 1.0 ada_p: 0.411464 Discriminator_loss: 2.44095 Generator_loss: 2.28563
[INFO] 2021-02-01 15:48:54 > Step: 108500 Progress: 34.7% Elapsed: 1 day, 2:48:58 temperature: 1.0 ada_p: 0.411848 Discriminator_loss: 2.2409 Generator_loss: 2.18883
[INFO] 2021-02-01 15:50:12 > Step: 108600 Progress: 34.8% Elapsed: 1 day, 2:50:16 temperature: 1.0 ada_p: 0.412232 Discriminator_loss: 2.40152 Generator_loss: 2.27856
[INFO] 2021-02-01 15:51:34 > Step: 108700 Progress: 34.8% Elapsed: 1 day, 2:51:38 temperature: 1.0 ada_p: 0.412616 Discriminator_loss: 2.43237 Generator_loss: 2.24927
[INFO] 2021-02-01 15:52:58 > Step: 108800 Progress: 34.8% Elapsed: 1 day, 2:53:02 temperature: 1.0 ada_p: 0.413 Discriminator_loss: 2.28939 Generator_loss: 2.45556
[INFO] 2021-02-01 15:54:21 > Step: 108900 Progress: 34.8% Elapsed: 1 day, 2:54:25 temperature: 1.0 ada_p: 0.413384 Discriminator_loss: 2.34236 Generator_loss: 2.47287
[INFO] 2021-02-01 15:55:44 > Step: 109000 Progress: 34.9% Elapsed: 1 day, 2:55:48 temperature: 1.0 ada_p: 0.413768 Discriminator_loss: 2.30542 Generator_loss: 2.2992
[INFO] 2021-02-01 15:57:07 > Step: 109100 Progress: 34.9% Elapsed: 1 day, 2:57:11 temperature: 1.0 ada_p: 0.414152 Discriminator_loss: 2.15152 Generator_loss: 2.34099
[INFO] 2021-02-01 15:58:31 > Step: 109200 Progress: 34.9% Elapsed: 1 day, 2:58:35 temperature: 1.0 ada_p: 0.414536 Discriminator_loss: 2.43392 Generator_loss: 2.48049
[INFO] 2021-02-01 15:59:54 > Step: 109300 Progress: 35.0% Elapsed: 1 day, 2:59:58 temperature: 1.0 ada_p: 0.41492 Discriminator_loss: 2.39086 Generator_loss: 2.22604
[INFO] 2021-02-01 16:01:20 > Step: 109400 Progress: 35.0% Elapsed: 1 day, 3:01:24 temperature: 1.0 ada_p: 0.415304 Discriminator_loss: 2.46253 Generator_loss: 2.44791
[INFO] 2021-02-01 16:02:49 > Step: 109500 Progress: 35.0% Elapsed: 1 day, 3:02:53 temperature: 1.0 ada_p: 0.415688 Discriminator_loss: 2.23321 Generator_loss: 2.38344
[INFO] 2021-02-01 16:04:14 > Step: 109600 Progress: 35.1% Elapsed: 1 day, 3:04:17 temperature: 1.0 ada_p: 0.416072 Discriminator_loss: 2.34378 Generator_loss: 2.29719
[INFO] 2021-02-01 16:05:39 > Step: 109700 Progress: 35.1% Elapsed: 1 day, 3:05:43 temperature: 1.0 ada_p: 0.416456 Discriminator_loss: 2.27315 Generator_loss: 2.23432
[INFO] 2021-02-01 16:07:02 > Step: 109800 Progress: 35.1% Elapsed: 1 day, 3:07:06 temperature: 1.0 ada_p: 0.416834 Discriminator_loss: 2.31847 Generator_loss: 2.28571
[INFO] 2021-02-01 16:08:26 > Step: 109900 Progress: 35.2% Elapsed: 1 day, 3:08:30 temperature: 1.0 ada_p: 0.417218 Discriminator_loss: 2.2528 Generator_loss: 2.11302
[INFO] 2021-02-01 16:09:53 > Step: 110000 Progress: 35.2% Elapsed: 1 day, 3:09:57 temperature: 1.0 ada_p: 0.417602 Discriminator_loss: 2.4155 Generator_loss: 2.2943
[INFO] 2021-02-01 16:09:53 > Start Evaluation (110000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 16:09:53 > Calculating FID Score....
[INFO] 2021-02-01 16:10:20 > Calculating Inception Score....
[INFO] 2021-02-01 16:10:37 > Calculate F_beta Score....
[INFO] 2021-02-01 16:11:36 > Calculate Accuracies....
[INFO] 2021-02-01 16:11:43 > Calculate Accuracies....
[INFO] 2021-02-01 16:11:44 > F_8 score (Step: 110000, Using test images): 0.9435112776169827
[INFO] 2021-02-01 16:11:44 > F_1/8 score (Step: 110000, Using test images): 0.9898830361339844
[INFO] 2021-02-01 16:11:44 > FID score (Step: 110000, Using test moments): 11.418993002708419
[INFO] 2021-02-01 16:11:44 > Inception score (Step: 110000, 10000 generated images): 9.435090065002441
[INFO] 2021-02-01 16:11:44 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 16:11:45 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 16:13:17 > Step: 110100 Progress: 35.2% Elapsed: 1 day, 3:13:21 temperature: 1.0 ada_p: 0.417986 Discriminator_loss: 2.37409 Generator_loss: 2.50796
[INFO] 2021-02-01 16:14:40 > Step: 110200 Progress: 35.3% Elapsed: 1 day, 3:14:44 temperature: 1.0 ada_p: 0.41837 Discriminator_loss: 2.36138 Generator_loss: 2.48275
[INFO] 2021-02-01 16:16:04 > Step: 110300 Progress: 35.3% Elapsed: 1 day, 3:16:08 temperature: 1.0 ada_p: 0.418754 Discriminator_loss: 2.35817 Generator_loss: 2.3405
[INFO] 2021-02-01 16:17:21 > Step: 110400 Progress: 35.3% Elapsed: 1 day, 3:17:25 temperature: 1.0 ada_p: 0.419138 Discriminator_loss: 2.36695 Generator_loss: 2.27418
[INFO] 2021-02-01 16:18:43 > Step: 110500 Progress: 35.4% Elapsed: 1 day, 3:18:47 temperature: 1.0 ada_p: 0.419522 Discriminator_loss: 2.30124 Generator_loss: 2.36401
[INFO] 2021-02-01 16:20:07 > Step: 110600 Progress: 35.4% Elapsed: 1 day, 3:20:11 temperature: 1.0 ada_p: 0.419906 Discriminator_loss: 2.3446 Generator_loss: 2.28353
[INFO] 2021-02-01 16:21:30 > Step: 110700 Progress: 35.4% Elapsed: 1 day, 3:21:34 temperature: 1.0 ada_p: 0.42029 Discriminator_loss: 2.45808 Generator_loss: 2.11563
[INFO] 2021-02-01 16:22:53 > Step: 110800 Progress: 35.5% Elapsed: 1 day, 3:22:57 temperature: 1.0 ada_p: 0.420674 Discriminator_loss: 2.24662 Generator_loss: 2.1863
[INFO] 2021-02-01 16:24:17 > Step: 110900 Progress: 35.5% Elapsed: 1 day, 3:24:21 temperature: 1.0 ada_p: 0.421058 Discriminator_loss: 2.39059 Generator_loss: 2.28605
[INFO] 2021-02-01 16:25:40 > Step: 111000 Progress: 35.5% Elapsed: 1 day, 3:25:44 temperature: 1.0 ada_p: 0.421442 Discriminator_loss: 2.28539 Generator_loss: 2.19378
[INFO] 2021-02-01 16:27:05 > Step: 111100 Progress: 35.6% Elapsed: 1 day, 3:27:09 temperature: 1.0 ada_p: 0.421826 Discriminator_loss: 2.19311 Generator_loss: 2.30833
[INFO] 2021-02-01 16:28:27 > Step: 111200 Progress: 35.6% Elapsed: 1 day, 3:28:31 temperature: 1.0 ada_p: 0.42221 Discriminator_loss: 2.43938 Generator_loss: 2.21394
[INFO] 2021-02-01 16:29:50 > Step: 111300 Progress: 35.6% Elapsed: 1 day, 3:29:54 temperature: 1.0 ada_p: 0.422594 Discriminator_loss: 2.28816 Generator_loss: 2.23847
[INFO] 2021-02-01 16:31:13 > Step: 111400 Progress: 35.6% Elapsed: 1 day, 3:31:17 temperature: 1.0 ada_p: 0.422978 Discriminator_loss: 2.24048 Generator_loss: 2.18115
[INFO] 2021-02-01 16:32:37 > Step: 111500 Progress: 35.7% Elapsed: 1 day, 3:32:41 temperature: 1.0 ada_p: 0.423362 Discriminator_loss: 2.40618 Generator_loss: 2.20884
[INFO] 2021-02-01 16:34:01 > Step: 111600 Progress: 35.7% Elapsed: 1 day, 3:34:05 temperature: 1.0 ada_p: 0.423746 Discriminator_loss: 2.36703 Generator_loss: 2.47569
[INFO] 2021-02-01 16:35:24 > Step: 111700 Progress: 35.7% Elapsed: 1 day, 3:35:28 temperature: 1.0 ada_p: 0.42413 Discriminator_loss: 2.21352 Generator_loss: 2.33236
[INFO] 2021-02-01 16:36:46 > Step: 111800 Progress: 35.8% Elapsed: 1 day, 3:36:50 temperature: 1.0 ada_p: 0.424514 Discriminator_loss: 2.37785 Generator_loss: 2.32899
[INFO] 2021-02-01 16:38:10 > Step: 111900 Progress: 35.8% Elapsed: 1 day, 3:38:14 temperature: 1.0 ada_p: 0.424898 Discriminator_loss: 2.35026 Generator_loss: 2.21453
[INFO] 2021-02-01 16:39:33 > Step: 112000 Progress: 35.8% Elapsed: 1 day, 3:39:37 temperature: 1.0 ada_p: 0.425282 Discriminator_loss: 2.33885 Generator_loss: 2.27615
[INFO] 2021-02-01 16:39:33 > Start Evaluation (112000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 16:39:33 > Calculating FID Score....
[INFO] 2021-02-01 16:40:01 > Calculating Inception Score....
[INFO] 2021-02-01 16:40:18 > Calculate F_beta Score....
[INFO] 2021-02-01 16:41:14 > Calculate Accuracies....
[INFO] 2021-02-01 16:41:21 > Calculate Accuracies....
[INFO] 2021-02-01 16:41:23 > F_8 score (Step: 112000, Using test images): 0.9485688624936878
[INFO] 2021-02-01 16:41:23 > F_1/8 score (Step: 112000, Using test images): 0.9888207317708544
[INFO] 2021-02-01 16:41:23 > FID score (Step: 112000, Using test moments): 11.105784482627996
[INFO] 2021-02-01 16:41:23 > Inception score (Step: 112000, 10000 generated images): 9.449110984802246
[INFO] 2021-02-01 16:41:23 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 16:41:23 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 16:42:46 > Step: 112100 Progress: 35.9% Elapsed: 1 day, 3:42:50 temperature: 1.0 ada_p: 0.425666 Discriminator_loss: 2.35033 Generator_loss: 2.44178
[INFO] 2021-02-01 16:44:05 > Step: 112200 Progress: 35.9% Elapsed: 1 day, 3:44:09 temperature: 1.0 ada_p: 0.42605 Discriminator_loss: 2.34604 Generator_loss: 2.46781
[INFO] 2021-02-01 16:45:23 > Step: 112300 Progress: 35.9% Elapsed: 1 day, 3:45:27 temperature: 1.0 ada_p: 0.426434 Discriminator_loss: 2.39923 Generator_loss: 2.1791
[INFO] 2021-02-01 16:46:46 > Step: 112400 Progress: 36.0% Elapsed: 1 day, 3:46:50 temperature: 1.0 ada_p: 0.426818 Discriminator_loss: 2.2191 Generator_loss: 2.19472
[INFO] 2021-02-01 16:48:09 > Step: 112500 Progress: 36.0% Elapsed: 1 day, 3:48:13 temperature: 1.0 ada_p: 0.427195 Discriminator_loss: 2.42583 Generator_loss: 2.07378
[INFO] 2021-02-01 16:49:32 > Step: 112600 Progress: 36.0% Elapsed: 1 day, 3:49:36 temperature: 1.0 ada_p: 0.427579 Discriminator_loss: 2.24858 Generator_loss: 2.36133
[INFO] 2021-02-01 16:50:55 > Step: 112700 Progress: 36.1% Elapsed: 1 day, 3:50:59 temperature: 1.0 ada_p: 0.427957 Discriminator_loss: 2.32382 Generator_loss: 2.3063
[INFO] 2021-02-01 16:52:20 > Step: 112800 Progress: 36.1% Elapsed: 1 day, 3:52:24 temperature: 1.0 ada_p: 0.428341 Discriminator_loss: 2.36713 Generator_loss: 2.34492
[INFO] 2021-02-01 16:53:43 > Step: 112900 Progress: 36.1% Elapsed: 1 day, 3:53:47 temperature: 1.0 ada_p: 0.428725 Discriminator_loss: 2.42639 Generator_loss: 2.46117
[INFO] 2021-02-01 16:55:11 > Step: 113000 Progress: 36.2% Elapsed: 1 day, 3:55:15 temperature: 1.0 ada_p: 0.429109 Discriminator_loss: 2.35035 Generator_loss: 2.51678
[INFO] 2021-02-01 16:56:44 > Step: 113100 Progress: 36.2% Elapsed: 1 day, 3:56:48 temperature: 1.0 ada_p: 0.429493 Discriminator_loss: 2.24642 Generator_loss: 2.10901
[INFO] 2021-02-01 16:58:11 > Step: 113200 Progress: 36.2% Elapsed: 1 day, 3:58:15 temperature: 1.0 ada_p: 0.429877 Discriminator_loss: 2.37417 Generator_loss: 2.23741
[INFO] 2021-02-01 16:59:34 > Step: 113300 Progress: 36.3% Elapsed: 1 day, 3:59:38 temperature: 1.0 ada_p: 0.430261 Discriminator_loss: 2.33053 Generator_loss: 2.1651
[INFO] 2021-02-01 17:00:56 > Step: 113400 Progress: 36.3% Elapsed: 1 day, 4:01:00 temperature: 1.0 ada_p: 0.430639 Discriminator_loss: 2.40749 Generator_loss: 2.20131
[INFO] 2021-02-01 17:02:20 > Step: 113500 Progress: 36.3% Elapsed: 1 day, 4:02:24 temperature: 1.0 ada_p: 0.431023 Discriminator_loss: 2.24736 Generator_loss: 2.3308
[INFO] 2021-02-01 17:03:43 > Step: 113600 Progress: 36.4% Elapsed: 1 day, 4:03:47 temperature: 1.0 ada_p: 0.431407 Discriminator_loss: 2.41277 Generator_loss: 2.33292
[INFO] 2021-02-01 17:05:06 > Step: 113700 Progress: 36.4% Elapsed: 1 day, 4:05:10 temperature: 1.0 ada_p: 0.431791 Discriminator_loss: 2.30687 Generator_loss: 2.4946
[INFO] 2021-02-01 17:06:30 > Step: 113800 Progress: 36.4% Elapsed: 1 day, 4:06:34 temperature: 1.0 ada_p: 0.432175 Discriminator_loss: 2.34746 Generator_loss: 2.33619
[INFO] 2021-02-01 17:07:56 > Step: 113900 Progress: 36.4% Elapsed: 1 day, 4:08:00 temperature: 1.0 ada_p: 0.432559 Discriminator_loss: 2.26644 Generator_loss: 2.34542
[INFO] 2021-02-01 17:09:21 > Step: 114000 Progress: 36.5% Elapsed: 1 day, 4:09:24 temperature: 1.0 ada_p: 0.432943 Discriminator_loss: 2.30544 Generator_loss: 2.28618
[INFO] 2021-02-01 17:09:21 > Start Evaluation (114000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 17:09:21 > Calculating FID Score....
[INFO] 2021-02-01 17:09:49 > Calculating Inception Score....
[INFO] 2021-02-01 17:10:06 > Calculate F_beta Score....
[INFO] 2021-02-01 17:11:03 > Calculate Accuracies....
[INFO] 2021-02-01 17:11:10 > Calculate Accuracies....
[INFO] 2021-02-01 17:11:11 > F_8 score (Step: 114000, Using test images): 0.9498576045252999
[INFO] 2021-02-01 17:11:11 > F_1/8 score (Step: 114000, Using test images): 0.9897768272575816
[INFO] 2021-02-01 17:11:11 > FID score (Step: 114000, Using test moments): 11.079175802164912
[INFO] 2021-02-01 17:11:11 > Inception score (Step: 114000, 10000 generated images): 9.397600173950195
[INFO] 2021-02-01 17:11:11 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 17:11:12 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 17:12:26 > Step: 114100 Progress: 36.5% Elapsed: 1 day, 4:12:30 temperature: 1.0 ada_p: 0.433327 Discriminator_loss: 2.33935 Generator_loss: 2.43138
[INFO] 2021-02-01 17:13:50 > Step: 114200 Progress: 36.5% Elapsed: 1 day, 4:13:54 temperature: 1.0 ada_p: 0.433711 Discriminator_loss: 2.2537 Generator_loss: 2.35065
[INFO] 2021-02-01 17:15:21 > Step: 114300 Progress: 36.6% Elapsed: 1 day, 4:15:25 temperature: 1.0 ada_p: 0.434095 Discriminator_loss: 2.27586 Generator_loss: 2.36876
[INFO] 2021-02-01 17:16:44 > Step: 114400 Progress: 36.6% Elapsed: 1 day, 4:16:48 temperature: 1.0 ada_p: 0.434479 Discriminator_loss: 2.31613 Generator_loss: 2.2182
[INFO] 2021-02-01 17:18:08 > Step: 114500 Progress: 36.6% Elapsed: 1 day, 4:18:12 temperature: 1.0 ada_p: 0.434863 Discriminator_loss: 2.36731 Generator_loss: 2.20798
[INFO] 2021-02-01 17:19:33 > Step: 114600 Progress: 36.7% Elapsed: 1 day, 4:19:37 temperature: 1.0 ada_p: 0.435247 Discriminator_loss: 2.42091 Generator_loss: 2.26166
[INFO] 2021-02-01 17:21:08 > Step: 114700 Progress: 36.7% Elapsed: 1 day, 4:21:12 temperature: 1.0 ada_p: 0.435631 Discriminator_loss: 2.33755 Generator_loss: 2.34659
[INFO] 2021-02-01 17:22:30 > Step: 114800 Progress: 36.7% Elapsed: 1 day, 4:22:34 temperature: 1.0 ada_p: 0.436015 Discriminator_loss: 2.39933 Generator_loss: 2.39983
[INFO] 2021-02-01 17:23:54 > Step: 114900 Progress: 36.8% Elapsed: 1 day, 4:23:58 temperature: 1.0 ada_p: 0.436399 Discriminator_loss: 2.32154 Generator_loss: 2.18537
[INFO] 2021-02-01 17:25:18 > Step: 115000 Progress: 36.8% Elapsed: 1 day, 4:25:22 temperature: 1.0 ada_p: 0.436783 Discriminator_loss: 2.44704 Generator_loss: 2.38166
[INFO] 2021-02-01 17:26:40 > Step: 115100 Progress: 36.8% Elapsed: 1 day, 4:26:44 temperature: 1.0 ada_p: 0.437167 Discriminator_loss: 2.3584 Generator_loss: 2.31387
[INFO] 2021-02-01 17:28:03 > Step: 115200 Progress: 36.9% Elapsed: 1 day, 4:28:07 temperature: 1.0 ada_p: 0.437551 Discriminator_loss: 2.26011 Generator_loss: 2.43729
[INFO] 2021-02-01 17:29:26 > Step: 115300 Progress: 36.9% Elapsed: 1 day, 4:29:30 temperature: 1.0 ada_p: 0.437935 Discriminator_loss: 2.37676 Generator_loss: 2.178
[INFO] 2021-02-01 17:30:48 > Step: 115400 Progress: 36.9% Elapsed: 1 day, 4:30:52 temperature: 1.0 ada_p: 0.438319 Discriminator_loss: 2.23274 Generator_loss: 2.20681
[INFO] 2021-02-01 17:32:11 > Step: 115500 Progress: 37.0% Elapsed: 1 day, 4:32:15 temperature: 1.0 ada_p: 0.438703 Discriminator_loss: 2.22709 Generator_loss: 2.12233
[INFO] 2021-02-01 17:33:34 > Step: 115600 Progress: 37.0% Elapsed: 1 day, 4:33:38 temperature: 1.0 ada_p: 0.439081 Discriminator_loss: 2.26792 Generator_loss: 2.24548
[INFO] 2021-02-01 17:34:57 > Step: 115700 Progress: 37.0% Elapsed: 1 day, 4:35:01 temperature: 1.0 ada_p: 0.439465 Discriminator_loss: 2.24591 Generator_loss: 2.39992
[INFO] 2021-02-01 17:36:20 > Step: 115800 Progress: 37.1% Elapsed: 1 day, 4:36:24 temperature: 1.0 ada_p: 0.439849 Discriminator_loss: 2.31636 Generator_loss: 2.3814
[INFO] 2021-02-01 17:37:44 > Step: 115900 Progress: 37.1% Elapsed: 1 day, 4:37:48 temperature: 1.0 ada_p: 0.440233 Discriminator_loss: 2.25717 Generator_loss: 2.06858
[INFO] 2021-02-01 17:39:02 > Step: 116000 Progress: 37.1% Elapsed: 1 day, 4:39:06 temperature: 1.0 ada_p: 0.440617 Discriminator_loss: 2.314 Generator_loss: 2.3383
[INFO] 2021-02-01 17:39:02 > Start Evaluation (116000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 17:39:02 > Calculating FID Score....
[INFO] 2021-02-01 17:39:30 > Calculating Inception Score....
[INFO] 2021-02-01 17:39:47 > Calculate F_beta Score....
[INFO] 2021-02-01 17:40:44 > Calculate Accuracies....
[INFO] 2021-02-01 17:40:51 > Calculate Accuracies....
[INFO] 2021-02-01 17:40:52 > F_8 score (Step: 116000, Using test images): 0.9492580801869055
[INFO] 2021-02-01 17:40:52 > F_1/8 score (Step: 116000, Using test images): 0.989731399521852
[INFO] 2021-02-01 17:40:52 > FID score (Step: 116000, Using test moments): 11.330928113862512
[INFO] 2021-02-01 17:40:52 > Inception score (Step: 116000, 10000 generated images): 9.537070274353027
[INFO] 2021-02-01 17:40:52 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 17:40:53 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 17:42:16 > Step: 116100 Progress: 37.2% Elapsed: 1 day, 4:42:20 temperature: 1.0 ada_p: 0.441001 Discriminator_loss: 2.34401 Generator_loss: 2.25133
[INFO] 2021-02-01 17:43:39 > Step: 116200 Progress: 37.2% Elapsed: 1 day, 4:43:43 temperature: 1.0 ada_p: 0.441379 Discriminator_loss: 2.2914 Generator_loss: 2.21441
[INFO] 2021-02-01 17:45:02 > Step: 116300 Progress: 37.2% Elapsed: 1 day, 4:45:06 temperature: 1.0 ada_p: 0.441763 Discriminator_loss: 2.38281 Generator_loss: 2.30553
[INFO] 2021-02-01 17:46:28 > Step: 116400 Progress: 37.2% Elapsed: 1 day, 4:46:32 temperature: 1.0 ada_p: 0.442147 Discriminator_loss: 2.2541 Generator_loss: 2.22665
[INFO] 2021-02-01 17:47:55 > Step: 116500 Progress: 37.3% Elapsed: 1 day, 4:47:59 temperature: 1.0 ada_p: 0.442531 Discriminator_loss: 2.35359 Generator_loss: 2.34361
[INFO] 2021-02-01 17:49:21 > Step: 116600 Progress: 37.3% Elapsed: 1 day, 4:49:25 temperature: 1.0 ada_p: 0.442915 Discriminator_loss: 2.20196 Generator_loss: 2.14903
[INFO] 2021-02-01 17:50:44 > Step: 116700 Progress: 37.3% Elapsed: 1 day, 4:50:48 temperature: 1.0 ada_p: 0.443299 Discriminator_loss: 2.34528 Generator_loss: 2.43898
[INFO] 2021-02-01 17:52:06 > Step: 116800 Progress: 37.4% Elapsed: 1 day, 4:52:10 temperature: 1.0 ada_p: 0.443683 Discriminator_loss: 2.4471 Generator_loss: 2.27737
[INFO] 2021-02-01 17:53:29 > Step: 116900 Progress: 37.4% Elapsed: 1 day, 4:53:33 temperature: 1.0 ada_p: 0.444067 Discriminator_loss: 2.34072 Generator_loss: 2.17251
[INFO] 2021-02-01 17:54:53 > Step: 117000 Progress: 37.4% Elapsed: 1 day, 4:54:57 temperature: 1.0 ada_p: 0.444451 Discriminator_loss: 2.34054 Generator_loss: 2.30441
[INFO] 2021-02-01 17:56:18 > Step: 117100 Progress: 37.5% Elapsed: 1 day, 4:56:22 temperature: 1.0 ada_p: 0.444835 Discriminator_loss: 2.30341 Generator_loss: 2.12062
[INFO] 2021-02-01 17:57:46 > Step: 117200 Progress: 37.5% Elapsed: 1 day, 4:57:50 temperature: 1.0 ada_p: 0.445219 Discriminator_loss: 2.35383 Generator_loss: 2.34855
[INFO] 2021-02-01 17:59:14 > Step: 117300 Progress: 37.5% Elapsed: 1 day, 4:59:18 temperature: 1.0 ada_p: 0.445603 Discriminator_loss: 2.45048 Generator_loss: 2.30176
[INFO] 2021-02-01 18:00:38 > Step: 117400 Progress: 37.6% Elapsed: 1 day, 5:00:42 temperature: 1.0 ada_p: 0.445987 Discriminator_loss: 2.3108 Generator_loss: 2.31484
[INFO] 2021-02-01 18:02:01 > Step: 117500 Progress: 37.6% Elapsed: 1 day, 5:02:05 temperature: 1.0 ada_p: 0.446371 Discriminator_loss: 2.30795 Generator_loss: 2.23837
[INFO] 2021-02-01 18:03:23 > Step: 117600 Progress: 37.6% Elapsed: 1 day, 5:03:27 temperature: 1.0 ada_p: 0.446755 Discriminator_loss: 2.35912 Generator_loss: 2.35785
[INFO] 2021-02-01 18:04:51 > Step: 117700 Progress: 37.7% Elapsed: 1 day, 5:04:55 temperature: 1.0 ada_p: 0.447139 Discriminator_loss: 2.45714 Generator_loss: 2.44198
[INFO] 2021-02-01 18:06:12 > Step: 117800 Progress: 37.7% Elapsed: 1 day, 5:06:16 temperature: 1.0 ada_p: 0.447523 Discriminator_loss: 2.25019 Generator_loss: 2.35352
[INFO] 2021-02-01 18:07:29 > Step: 117900 Progress: 37.7% Elapsed: 1 day, 5:07:33 temperature: 1.0 ada_p: 0.447907 Discriminator_loss: 2.40291 Generator_loss: 2.20528
[INFO] 2021-02-01 18:08:52 > Step: 118000 Progress: 37.8% Elapsed: 1 day, 5:08:56 temperature: 1.0 ada_p: 0.448285 Discriminator_loss: 2.43395 Generator_loss: 2.25035
[INFO] 2021-02-01 18:08:52 > Start Evaluation (118000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 18:08:52 > Calculating FID Score....
[INFO] 2021-02-01 18:09:19 > Calculating Inception Score....
[INFO] 2021-02-01 18:09:36 > Calculate F_beta Score....
[INFO] 2021-02-01 18:10:34 > Calculate Accuracies....
[INFO] 2021-02-01 18:10:41 > Calculate Accuracies....
[INFO] 2021-02-01 18:10:43 > F_8 score (Step: 118000, Using test images): 0.9462704461893148
[INFO] 2021-02-01 18:10:43 > F_1/8 score (Step: 118000, Using test images): 0.9902322907247396
[INFO] 2021-02-01 18:10:43 > FID score (Step: 118000, Using test moments): 11.16500966278619
[INFO] 2021-02-01 18:10:43 > Inception score (Step: 118000, 10000 generated images): 9.502484321594238
[INFO] 2021-02-01 18:10:43 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 18:10:43 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 18:12:08 > Step: 118100 Progress: 37.8% Elapsed: 1 day, 5:12:12 temperature: 1.0 ada_p: 0.448669 Discriminator_loss: 2.31026 Generator_loss: 1.97746
[INFO] 2021-02-01 18:13:30 > Step: 118200 Progress: 37.8% Elapsed: 1 day, 5:13:34 temperature: 1.0 ada_p: 0.449053 Discriminator_loss: 2.29549 Generator_loss: 2.07071
[INFO] 2021-02-01 18:15:00 > Step: 118300 Progress: 37.9% Elapsed: 1 day, 5:15:04 temperature: 1.0 ada_p: 0.449437 Discriminator_loss: 2.30264 Generator_loss: 2.20992
[INFO] 2021-02-01 18:16:29 > Step: 118400 Progress: 37.9% Elapsed: 1 day, 5:16:33 temperature: 1.0 ada_p: 0.449821 Discriminator_loss: 2.34114 Generator_loss: 2.37453
[INFO] 2021-02-01 18:17:55 > Step: 118500 Progress: 37.9% Elapsed: 1 day, 5:17:59 temperature: 1.0 ada_p: 0.450205 Discriminator_loss: 2.37296 Generator_loss: 2.28523
[INFO] 2021-02-01 18:19:18 > Step: 118600 Progress: 38.0% Elapsed: 1 day, 5:19:22 temperature: 1.0 ada_p: 0.450589 Discriminator_loss: 2.38284 Generator_loss: 2.45866
[INFO] 2021-02-01 18:20:40 > Step: 118700 Progress: 38.0% Elapsed: 1 day, 5:20:44 temperature: 1.0 ada_p: 0.450973 Discriminator_loss: 2.41381 Generator_loss: 2.43559
[INFO] 2021-02-01 18:22:03 > Step: 118800 Progress: 38.0% Elapsed: 1 day, 5:22:07 temperature: 1.0 ada_p: 0.451357 Discriminator_loss: 2.47451 Generator_loss: 2.18599
[INFO] 2021-02-01 18:23:27 > Step: 118900 Progress: 38.0% Elapsed: 1 day, 5:23:31 temperature: 1.0 ada_p: 0.451741 Discriminator_loss: 2.45005 Generator_loss: 2.36927
[INFO] 2021-02-01 18:24:52 > Step: 119000 Progress: 38.1% Elapsed: 1 day, 5:24:56 temperature: 1.0 ada_p: 0.452125 Discriminator_loss: 2.33246 Generator_loss: 2.36933
[INFO] 2021-02-01 18:26:23 > Step: 119100 Progress: 38.1% Elapsed: 1 day, 5:26:27 temperature: 1.0 ada_p: 0.452509 Discriminator_loss: 2.30168 Generator_loss: 2.35787
[INFO] 2021-02-01 18:27:57 > Step: 119200 Progress: 38.1% Elapsed: 1 day, 5:28:01 temperature: 1.0 ada_p: 0.452893 Discriminator_loss: 2.38166 Generator_loss: 2.27592
[INFO] 2021-02-01 18:29:21 > Step: 119300 Progress: 38.2% Elapsed: 1 day, 5:29:25 temperature: 1.0 ada_p: 0.453277 Discriminator_loss: 2.22213 Generator_loss: 2.14268
[INFO] 2021-02-01 18:30:45 > Step: 119400 Progress: 38.2% Elapsed: 1 day, 5:30:49 temperature: 1.0 ada_p: 0.453655 Discriminator_loss: 2.3248 Generator_loss: 2.1862
[INFO] 2021-02-01 18:32:16 > Step: 119500 Progress: 38.2% Elapsed: 1 day, 5:32:20 temperature: 1.0 ada_p: 0.454032 Discriminator_loss: 2.39552 Generator_loss: 2.17007
[INFO] 2021-02-01 18:33:37 > Step: 119600 Progress: 38.3% Elapsed: 1 day, 5:33:41 temperature: 1.0 ada_p: 0.454416 Discriminator_loss: 2.25624 Generator_loss: 2.13678
[INFO] 2021-02-01 18:34:55 > Step: 119700 Progress: 38.3% Elapsed: 1 day, 5:34:59 temperature: 1.0 ada_p: 0.4548 Discriminator_loss: 2.37183 Generator_loss: 2.19492
[INFO] 2021-02-01 18:36:16 > Step: 119800 Progress: 38.3% Elapsed: 1 day, 5:36:20 temperature: 1.0 ada_p: 0.455184 Discriminator_loss: 2.32126 Generator_loss: 2.49539
[INFO] 2021-02-01 18:37:39 > Step: 119900 Progress: 38.4% Elapsed: 1 day, 5:37:43 temperature: 1.0 ada_p: 0.455568 Discriminator_loss: 2.39427 Generator_loss: 2.20958
[INFO] 2021-02-01 18:39:04 > Step: 120000 Progress: 38.4% Elapsed: 1 day, 5:39:08 temperature: 1.0 ada_p: 0.455946 Discriminator_loss: 2.32209 Generator_loss: 2.30127
[INFO] 2021-02-01 18:39:04 > Start Evaluation (120000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 18:39:04 > Calculating FID Score....
[INFO] 2021-02-01 18:39:32 > Calculating Inception Score....
[INFO] 2021-02-01 18:39:49 > Calculate F_beta Score....
[INFO] 2021-02-01 18:40:45 > Calculate Accuracies....
[INFO] 2021-02-01 18:40:52 > Calculate Accuracies....
[INFO] 2021-02-01 18:40:54 > F_8 score (Step: 120000, Using test images): 0.9347926063048703
[INFO] 2021-02-01 18:40:54 > F_1/8 score (Step: 120000, Using test images): 0.9893372383748732
[INFO] 2021-02-01 18:40:54 > FID score (Step: 120000, Using test moments): 11.188615403299934
[INFO] 2021-02-01 18:40:54 > Inception score (Step: 120000, 10000 generated images): 9.446532249450684
[INFO] 2021-02-01 18:40:54 > Best FID score (Step: 82000, Using test moments): 11.021200060148601
[INFO] 2021-02-01 18:40:54 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 18:42:17 > Step: 120100 Progress: 38.4% Elapsed: 1 day, 5:42:21 temperature: 1.0 ada_p: 0.45633 Discriminator_loss: 2.46794 Generator_loss: 2.49579
[INFO] 2021-02-01 18:43:40 > Step: 120200 Progress: 38.5% Elapsed: 1 day, 5:43:44 temperature: 1.0 ada_p: 0.456714 Discriminator_loss: 2.38788 Generator_loss: 2.27637
[INFO] 2021-02-01 18:45:03 > Step: 120300 Progress: 38.5% Elapsed: 1 day, 5:45:07 temperature: 1.0 ada_p: 0.457092 Discriminator_loss: 2.24634 Generator_loss: 2.25873
[INFO] 2021-02-01 18:46:25 > Step: 120400 Progress: 38.5% Elapsed: 1 day, 5:46:29 temperature: 1.0 ada_p: 0.457476 Discriminator_loss: 2.43689 Generator_loss: 2.219
[INFO] 2021-02-01 18:47:48 > Step: 120500 Progress: 38.6% Elapsed: 1 day, 5:47:52 temperature: 1.0 ada_p: 0.45786 Discriminator_loss: 2.27732 Generator_loss: 2.43216
[INFO] 2021-02-01 18:49:12 > Step: 120600 Progress: 38.6% Elapsed: 1 day, 5:49:16 temperature: 1.0 ada_p: 0.458244 Discriminator_loss: 2.32054 Generator_loss: 2.09724
[INFO] 2021-02-01 18:50:34 > Step: 120700 Progress: 38.6% Elapsed: 1 day, 5:50:38 temperature: 1.0 ada_p: 0.458628 Discriminator_loss: 2.32544 Generator_loss: 2.15695
[INFO] 2021-02-01 18:51:57 > Step: 120800 Progress: 38.7% Elapsed: 1 day, 5:52:01 temperature: 1.0 ada_p: 0.459006 Discriminator_loss: 2.38993 Generator_loss: 2.25466
[INFO] 2021-02-01 18:53:21 > Step: 120900 Progress: 38.7% Elapsed: 1 day, 5:53:25 temperature: 1.0 ada_p: 0.45939 Discriminator_loss: 2.34905 Generator_loss: 2.17019
[INFO] 2021-02-01 18:54:50 > Step: 121000 Progress: 38.7% Elapsed: 1 day, 5:54:54 temperature: 1.0 ada_p: 0.459774 Discriminator_loss: 2.31583 Generator_loss: 2.01586
[INFO] 2021-02-01 18:56:13 > Step: 121100 Progress: 38.8% Elapsed: 1 day, 5:56:17 temperature: 1.0 ada_p: 0.460158 Discriminator_loss: 2.38441 Generator_loss: 2.32533
[INFO] 2021-02-01 18:57:36 > Step: 121200 Progress: 38.8% Elapsed: 1 day, 5:57:40 temperature: 1.0 ada_p: 0.460542 Discriminator_loss: 2.26906 Generator_loss: 2.22086
[INFO] 2021-02-01 18:59:01 > Step: 121300 Progress: 38.8% Elapsed: 1 day, 5:59:05 temperature: 1.0 ada_p: 0.460926 Discriminator_loss: 2.39473 Generator_loss: 2.27289
[INFO] 2021-02-01 19:00:25 > Step: 121400 Progress: 38.8% Elapsed: 1 day, 6:00:29 temperature: 1.0 ada_p: 0.46131 Discriminator_loss: 2.26597 Generator_loss: 2.17819
[INFO] 2021-02-01 19:01:42 > Step: 121500 Progress: 38.9% Elapsed: 1 day, 6:01:46 temperature: 1.0 ada_p: 0.461694 Discriminator_loss: 2.25968 Generator_loss: 2.12028
[INFO] 2021-02-01 19:03:01 > Step: 121600 Progress: 38.9% Elapsed: 1 day, 6:03:05 temperature: 1.0 ada_p: 0.462078 Discriminator_loss: 2.39818 Generator_loss: 2.12672
[INFO] 2021-02-01 19:04:25 > Step: 121700 Progress: 38.9% Elapsed: 1 day, 6:04:29 temperature: 1.0 ada_p: 0.462462 Discriminator_loss: 2.46284 Generator_loss: 2.23161
[INFO] 2021-02-01 19:05:47 > Step: 121800 Progress: 39.0% Elapsed: 1 day, 6:05:51 temperature: 1.0 ada_p: 0.462846 Discriminator_loss: 2.32488 Generator_loss: 2.35885
[INFO] 2021-02-01 19:07:11 > Step: 121900 Progress: 39.0% Elapsed: 1 day, 6:07:15 temperature: 1.0 ada_p: 0.46323 Discriminator_loss: 2.3724 Generator_loss: 2.2895
[INFO] 2021-02-01 19:08:34 > Step: 122000 Progress: 39.0% Elapsed: 1 day, 6:08:38 temperature: 1.0 ada_p: 0.463614 Discriminator_loss: 2.37667 Generator_loss: 2.20954
[INFO] 2021-02-01 19:08:34 > Start Evaluation (122000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 19:08:34 > Calculating FID Score....
[INFO] 2021-02-01 19:09:02 > Calculating Inception Score....
[INFO] 2021-02-01 19:09:19 > Calculate F_beta Score....
[INFO] 2021-02-01 19:10:15 > Calculate Accuracies....
[INFO] 2021-02-01 19:10:22 > Calculate Accuracies....
[INFO] 2021-02-01 19:10:24 > F_8 score (Step: 122000, Using test images): 0.9379698070841735
[INFO] 2021-02-01 19:10:24 > F_1/8 score (Step: 122000, Using test images): 0.990027909302514
[INFO] 2021-02-01 19:10:24 > FID score (Step: 122000, Using test moments): 10.989988592803854
[INFO] 2021-02-01 19:10:24 > Inception score (Step: 122000, 10000 generated images): 9.502197265625
[INFO] 2021-02-01 19:10:24 > Best FID score (Step: 122000, Using test moments): 10.989988592803854
[INFO] 2021-02-01 19:10:25 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 19:11:47 > Step: 122100 Progress: 39.1% Elapsed: 1 day, 6:11:51 temperature: 1.0 ada_p: 0.463998 Discriminator_loss: 2.26433 Generator_loss: 2.27372
[INFO] 2021-02-01 19:13:11 > Step: 122200 Progress: 39.1% Elapsed: 1 day, 6:13:15 temperature: 1.0 ada_p: 0.464382 Discriminator_loss: 2.32478 Generator_loss: 2.16864
[INFO] 2021-02-01 19:14:33 > Step: 122300 Progress: 39.1% Elapsed: 1 day, 6:14:37 temperature: 1.0 ada_p: 0.464766 Discriminator_loss: 2.40999 Generator_loss: 2.21728
[INFO] 2021-02-01 19:15:56 > Step: 122400 Progress: 39.2% Elapsed: 1 day, 6:16:00 temperature: 1.0 ada_p: 0.46515 Discriminator_loss: 2.32309 Generator_loss: 2.18951
[INFO] 2021-02-01 19:17:24 > Step: 122500 Progress: 39.2% Elapsed: 1 day, 6:17:28 temperature: 1.0 ada_p: 0.465534 Discriminator_loss: 2.37426 Generator_loss: 2.30183
[INFO] 2021-02-01 19:18:47 > Step: 122600 Progress: 39.2% Elapsed: 1 day, 6:18:51 temperature: 1.0 ada_p: 0.465918 Discriminator_loss: 2.27788 Generator_loss: 2.33416
[INFO] 2021-02-01 19:20:10 > Step: 122700 Progress: 39.3% Elapsed: 1 day, 6:20:14 temperature: 1.0 ada_p: 0.466302 Discriminator_loss: 2.28312 Generator_loss: 2.31626
[INFO] 2021-02-01 19:21:33 > Step: 122800 Progress: 39.3% Elapsed: 1 day, 6:21:37 temperature: 1.0 ada_p: 0.466686 Discriminator_loss: 2.29843 Generator_loss: 2.12079
[INFO] 2021-02-01 19:22:55 > Step: 122900 Progress: 39.3% Elapsed: 1 day, 6:22:59 temperature: 1.0 ada_p: 0.46707 Discriminator_loss: 2.42771 Generator_loss: 2.40481
[INFO] 2021-02-01 19:24:19 > Step: 123000 Progress: 39.4% Elapsed: 1 day, 6:24:23 temperature: 1.0 ada_p: 0.467454 Discriminator_loss: 2.32755 Generator_loss: 2.29426
[INFO] 2021-02-01 19:25:41 > Step: 123100 Progress: 39.4% Elapsed: 1 day, 6:25:45 temperature: 1.0 ada_p: 0.467838 Discriminator_loss: 2.20135 Generator_loss: 2.31447
[INFO] 2021-02-01 19:27:03 > Step: 123200 Progress: 39.4% Elapsed: 1 day, 6:27:07 temperature: 1.0 ada_p: 0.468222 Discriminator_loss: 2.3336 Generator_loss: 2.44378
[INFO] 2021-02-01 19:28:25 > Step: 123300 Progress: 39.5% Elapsed: 1 day, 6:28:29 temperature: 1.0 ada_p: 0.468606 Discriminator_loss: 2.46486 Generator_loss: 2.26731
[INFO] 2021-02-01 19:29:42 > Step: 123400 Progress: 39.5% Elapsed: 1 day, 6:29:46 temperature: 1.0 ada_p: 0.46899 Discriminator_loss: 2.4503 Generator_loss: 2.22233
[INFO] 2021-02-01 19:31:07 > Step: 123500 Progress: 39.5% Elapsed: 1 day, 6:31:11 temperature: 1.0 ada_p: 0.469374 Discriminator_loss: 2.34171 Generator_loss: 2.27073
[INFO] 2021-02-01 19:32:30 > Step: 123600 Progress: 39.6% Elapsed: 1 day, 6:32:34 temperature: 1.0 ada_p: 0.469758 Discriminator_loss: 2.32836 Generator_loss: 2.27523
[INFO] 2021-02-01 19:33:54 > Step: 123700 Progress: 39.6% Elapsed: 1 day, 6:33:58 temperature: 1.0 ada_p: 0.470142 Discriminator_loss: 2.28527 Generator_loss: 2.19228
[INFO] 2021-02-01 19:35:18 > Step: 123800 Progress: 39.6% Elapsed: 1 day, 6:35:22 temperature: 1.0 ada_p: 0.470526 Discriminator_loss: 2.35542 Generator_loss: 2.37916
[INFO] 2021-02-01 19:36:43 > Step: 123900 Progress: 39.6% Elapsed: 1 day, 6:36:47 temperature: 1.0 ada_p: 0.47091 Discriminator_loss: 2.40975 Generator_loss: 2.25576
[INFO] 2021-02-01 19:38:05 > Step: 124000 Progress: 39.7% Elapsed: 1 day, 6:38:09 temperature: 1.0 ada_p: 0.471294 Discriminator_loss: 2.22295 Generator_loss: 2.29099
[INFO] 2021-02-01 19:38:05 > Start Evaluation (124000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 19:38:05 > Calculating FID Score....
[INFO] 2021-02-01 19:38:33 > Calculating Inception Score....
[INFO] 2021-02-01 19:38:50 > Calculate F_beta Score....
[INFO] 2021-02-01 19:39:47 > Calculate Accuracies....
[INFO] 2021-02-01 19:39:54 > Calculate Accuracies....
[INFO] 2021-02-01 19:39:56 > F_8 score (Step: 124000, Using test images): 0.9495630418447203
[INFO] 2021-02-01 19:39:56 > F_1/8 score (Step: 124000, Using test images): 0.9903022744819796
[INFO] 2021-02-01 19:39:56 > FID score (Step: 124000, Using test moments): 11.112161225772184
[INFO] 2021-02-01 19:39:56 > Inception score (Step: 124000, 10000 generated images): 9.431037902832031
[INFO] 2021-02-01 19:39:56 > Best FID score (Step: 122000, Using test moments): 10.989988592803854
[INFO] 2021-02-01 19:39:56 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 19:41:21 > Step: 124100 Progress: 39.7% Elapsed: 1 day, 6:41:25 temperature: 1.0 ada_p: 0.471678 Discriminator_loss: 2.33978 Generator_loss: 2.19196
[INFO] 2021-02-01 19:42:44 > Step: 124200 Progress: 39.7% Elapsed: 1 day, 6:42:48 temperature: 1.0 ada_p: 0.472062 Discriminator_loss: 2.32872 Generator_loss: 2.42094
[INFO] 2021-02-01 19:44:06 > Step: 124300 Progress: 39.8% Elapsed: 1 day, 6:44:10 temperature: 1.0 ada_p: 0.472446 Discriminator_loss: 2.35693 Generator_loss: 2.42625
[INFO] 2021-02-01 19:45:28 > Step: 124400 Progress: 39.8% Elapsed: 1 day, 6:45:32 temperature: 1.0 ada_p: 0.47283 Discriminator_loss: 2.30092 Generator_loss: 2.16196
[INFO] 2021-02-01 19:46:52 > Step: 124500 Progress: 39.8% Elapsed: 1 day, 6:46:56 temperature: 1.0 ada_p: 0.473214 Discriminator_loss: 2.30154 Generator_loss: 2.33609
[INFO] 2021-02-01 19:48:13 > Step: 124600 Progress: 39.9% Elapsed: 1 day, 6:48:17 temperature: 1.0 ada_p: 0.473598 Discriminator_loss: 2.39079 Generator_loss: 2.40994
[INFO] 2021-02-01 19:49:36 > Step: 124700 Progress: 39.9% Elapsed: 1 day, 6:49:40 temperature: 1.0 ada_p: 0.473982 Discriminator_loss: 2.391 Generator_loss: 2.39649
[INFO] 2021-02-01 19:50:58 > Step: 124800 Progress: 39.9% Elapsed: 1 day, 6:51:02 temperature: 1.0 ada_p: 0.474366 Discriminator_loss: 2.36522 Generator_loss: 2.27928
[INFO] 2021-02-01 19:52:22 > Step: 124900 Progress: 40.0% Elapsed: 1 day, 6:52:26 temperature: 1.0 ada_p: 0.47475 Discriminator_loss: 2.2446 Generator_loss: 2.36115
[INFO] 2021-02-01 19:53:46 > Step: 125000 Progress: 40.0% Elapsed: 1 day, 6:53:50 temperature: 1.0 ada_p: 0.475134 Discriminator_loss: 2.35828 Generator_loss: 2.18183
[INFO] 2021-02-01 19:55:09 > Step: 125100 Progress: 40.0% Elapsed: 1 day, 6:55:13 temperature: 1.0 ada_p: 0.475518 Discriminator_loss: 2.28497 Generator_loss: 2.18109
[INFO] 2021-02-01 19:56:26 > Step: 125200 Progress: 40.1% Elapsed: 1 day, 6:56:30 temperature: 1.0 ada_p: 0.475902 Discriminator_loss: 2.27466 Generator_loss: 2.21329
[INFO] 2021-02-01 19:57:45 > Step: 125300 Progress: 40.1% Elapsed: 1 day, 6:57:49 temperature: 1.0 ada_p: 0.476286 Discriminator_loss: 2.33196 Generator_loss: 2.29423
[INFO] 2021-02-01 19:59:07 > Step: 125400 Progress: 40.1% Elapsed: 1 day, 6:59:11 temperature: 1.0 ada_p: 0.47667 Discriminator_loss: 2.24107 Generator_loss: 2.12229
[INFO] 2021-02-01 20:00:30 > Step: 125500 Progress: 40.2% Elapsed: 1 day, 7:00:34 temperature: 1.0 ada_p: 0.477054 Discriminator_loss: 2.39359 Generator_loss: 2.48172
[INFO] 2021-02-01 20:01:55 > Step: 125600 Progress: 40.2% Elapsed: 1 day, 7:01:59 temperature: 1.0 ada_p: 0.477438 Discriminator_loss: 2.38908 Generator_loss: 2.25788
[INFO] 2021-02-01 20:03:16 > Step: 125700 Progress: 40.2% Elapsed: 1 day, 7:03:20 temperature: 1.0 ada_p: 0.477822 Discriminator_loss: 2.31714 Generator_loss: 2.19156
[INFO] 2021-02-01 20:04:40 > Step: 125800 Progress: 40.3% Elapsed: 1 day, 7:04:44 temperature: 1.0 ada_p: 0.478206 Discriminator_loss: 2.31542 Generator_loss: 2.15994
[INFO] 2021-02-01 20:06:03 > Step: 125900 Progress: 40.3% Elapsed: 1 day, 7:06:07 temperature: 1.0 ada_p: 0.47859 Discriminator_loss: 2.35247 Generator_loss: 2.32997
[INFO] 2021-02-01 20:07:26 > Step: 126000 Progress: 40.3% Elapsed: 1 day, 7:07:30 temperature: 1.0 ada_p: 0.478974 Discriminator_loss: 2.27999 Generator_loss: 2.32084
[INFO] 2021-02-01 20:07:26 > Start Evaluation (126000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 20:07:26 > Calculating FID Score....
[INFO] 2021-02-01 20:07:54 > Calculating Inception Score....
[INFO] 2021-02-01 20:08:11 > Calculate F_beta Score....
[INFO] 2021-02-01 20:09:08 > Calculate Accuracies....
[INFO] 2021-02-01 20:09:16 > Calculate Accuracies....
[INFO] 2021-02-01 20:09:17 > F_8 score (Step: 126000, Using test images): 0.9433207196288343
[INFO] 2021-02-01 20:09:17 > F_1/8 score (Step: 126000, Using test images): 0.9908945420551523
[INFO] 2021-02-01 20:09:17 > FID score (Step: 126000, Using test moments): 11.310460151577729
[INFO] 2021-02-01 20:09:17 > Inception score (Step: 126000, 10000 generated images): 9.385748863220215
[INFO] 2021-02-01 20:09:17 > Best FID score (Step: 122000, Using test moments): 10.989988592803854
[INFO] 2021-02-01 20:09:18 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 20:10:49 > Step: 126100 Progress: 40.4% Elapsed: 1 day, 7:10:53 temperature: 1.0 ada_p: 0.479358 Discriminator_loss: 2.25857 Generator_loss: 2.4556
[INFO] 2021-02-01 20:12:12 > Step: 126200 Progress: 40.4% Elapsed: 1 day, 7:12:16 temperature: 1.0 ada_p: 0.479742 Discriminator_loss: 2.29577 Generator_loss: 2.11228
[INFO] 2021-02-01 20:13:37 > Step: 126300 Progress: 40.4% Elapsed: 1 day, 7:13:41 temperature: 1.0 ada_p: 0.480126 Discriminator_loss: 2.41244 Generator_loss: 2.24093
[INFO] 2021-02-01 20:15:08 > Step: 126400 Progress: 40.4% Elapsed: 1 day, 7:15:12 temperature: 1.0 ada_p: 0.48051 Discriminator_loss: 2.28143 Generator_loss: 2.2784
[INFO] 2021-02-01 20:16:31 > Step: 126500 Progress: 40.5% Elapsed: 1 day, 7:16:35 temperature: 1.0 ada_p: 0.480894 Discriminator_loss: 2.37566 Generator_loss: 2.15623
[INFO] 2021-02-01 20:17:54 > Step: 126600 Progress: 40.5% Elapsed: 1 day, 7:17:58 temperature: 1.0 ada_p: 0.481278 Discriminator_loss: 2.25881 Generator_loss: 2.1268
[INFO] 2021-02-01 20:19:18 > Step: 126700 Progress: 40.5% Elapsed: 1 day, 7:19:22 temperature: 1.0 ada_p: 0.481662 Discriminator_loss: 2.28996 Generator_loss: 2.25913
[INFO] 2021-02-01 20:20:41 > Step: 126800 Progress: 40.6% Elapsed: 1 day, 7:20:45 temperature: 1.0 ada_p: 0.482046 Discriminator_loss: 2.34541 Generator_loss: 2.47061
[INFO] 2021-02-01 20:22:04 > Step: 126900 Progress: 40.6% Elapsed: 1 day, 7:22:08 temperature: 1.0 ada_p: 0.48243 Discriminator_loss: 2.31039 Generator_loss: 2.37814
[INFO] 2021-02-01 20:23:26 > Step: 127000 Progress: 40.6% Elapsed: 1 day, 7:23:30 temperature: 1.0 ada_p: 0.482814 Discriminator_loss: 2.3202 Generator_loss: 2.41766
[INFO] 2021-02-01 20:24:43 > Step: 127100 Progress: 40.7% Elapsed: 1 day, 7:24:47 temperature: 1.0 ada_p: 0.483198 Discriminator_loss: 2.27282 Generator_loss: 2.25998
[INFO] 2021-02-01 20:26:05 > Step: 127200 Progress: 40.7% Elapsed: 1 day, 7:26:09 temperature: 1.0 ada_p: 0.483582 Discriminator_loss: 2.3871 Generator_loss: 2.15127
[INFO] 2021-02-01 20:27:28 > Step: 127300 Progress: 40.7% Elapsed: 1 day, 7:27:32 temperature: 1.0 ada_p: 0.483966 Discriminator_loss: 2.37024 Generator_loss: 2.36835
[INFO] 2021-02-01 20:28:52 > Step: 127400 Progress: 40.8% Elapsed: 1 day, 7:28:56 temperature: 1.0 ada_p: 0.48435 Discriminator_loss: 2.3204 Generator_loss: 2.25304
[INFO] 2021-02-01 20:30:15 > Step: 127500 Progress: 40.8% Elapsed: 1 day, 7:30:19 temperature: 1.0 ada_p: 0.484734 Discriminator_loss: 2.38532 Generator_loss: 2.09913
[INFO] 2021-02-01 20:31:38 > Step: 127600 Progress: 40.8% Elapsed: 1 day, 7:31:42 temperature: 1.0 ada_p: 0.485118 Discriminator_loss: 2.33083 Generator_loss: 2.28157
[INFO] 2021-02-01 20:33:00 > Step: 127700 Progress: 40.9% Elapsed: 1 day, 7:33:04 temperature: 1.0 ada_p: 0.485502 Discriminator_loss: 2.3864 Generator_loss: 2.12974
[INFO] 2021-02-01 20:34:26 > Step: 127800 Progress: 40.9% Elapsed: 1 day, 7:34:30 temperature: 1.0 ada_p: 0.485886 Discriminator_loss: 2.42324 Generator_loss: 2.16956
[INFO] 2021-02-01 20:35:49 > Step: 127900 Progress: 40.9% Elapsed: 1 day, 7:35:53 temperature: 1.0 ada_p: 0.48627 Discriminator_loss: 2.30066 Generator_loss: 2.16342
[INFO] 2021-02-01 20:37:12 > Step: 128000 Progress: 41.0% Elapsed: 1 day, 7:37:16 temperature: 1.0 ada_p: 0.486654 Discriminator_loss: 2.3389 Generator_loss: 2.29206
[INFO] 2021-02-01 20:37:12 > Start Evaluation (128000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 20:37:12 > Calculating FID Score....
[INFO] 2021-02-01 20:37:39 > Calculating Inception Score....
[INFO] 2021-02-01 20:37:56 > Calculate F_beta Score....
[INFO] 2021-02-01 20:38:54 > Calculate Accuracies....
[INFO] 2021-02-01 20:39:00 > Calculate Accuracies....
[INFO] 2021-02-01 20:39:02 > F_8 score (Step: 128000, Using test images): 0.9473536931285628
[INFO] 2021-02-01 20:39:02 > F_1/8 score (Step: 128000, Using test images): 0.9882152933787037
[INFO] 2021-02-01 20:39:02 > FID score (Step: 128000, Using test moments): 11.188904140310115
[INFO] 2021-02-01 20:39:02 > Inception score (Step: 128000, 10000 generated images): 9.328346252441406
[INFO] 2021-02-01 20:39:02 > Best FID score (Step: 122000, Using test moments): 10.989988592803854
[INFO] 2021-02-01 20:39:02 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 20:40:26 > Step: 128100 Progress: 41.0% Elapsed: 1 day, 7:40:30 temperature: 1.0 ada_p: 0.487038 Discriminator_loss: 2.33611 Generator_loss: 2.43612
[INFO] 2021-02-01 20:41:49 > Step: 128200 Progress: 41.0% Elapsed: 1 day, 7:41:53 temperature: 1.0 ada_p: 0.487422 Discriminator_loss: 2.31102 Generator_loss: 2.21984
[INFO] 2021-02-01 20:43:13 > Step: 128300 Progress: 41.1% Elapsed: 1 day, 7:43:17 temperature: 1.0 ada_p: 0.487806 Discriminator_loss: 2.35393 Generator_loss: 2.31908
[INFO] 2021-02-01 20:44:37 > Step: 128400 Progress: 41.1% Elapsed: 1 day, 7:44:41 temperature: 1.0 ada_p: 0.48819 Discriminator_loss: 2.3803 Generator_loss: 2.45485
[INFO] 2021-02-01 20:45:59 > Step: 128500 Progress: 41.1% Elapsed: 1 day, 7:46:03 temperature: 1.0 ada_p: 0.488574 Discriminator_loss: 2.44513 Generator_loss: 2.15741
[INFO] 2021-02-01 20:47:22 > Step: 128600 Progress: 41.2% Elapsed: 1 day, 7:47:26 temperature: 1.0 ada_p: 0.488958 Discriminator_loss: 2.29055 Generator_loss: 2.42122
[INFO] 2021-02-01 20:48:46 > Step: 128700 Progress: 41.2% Elapsed: 1 day, 7:48:50 temperature: 1.0 ada_p: 0.489342 Discriminator_loss: 2.49314 Generator_loss: 2.32334
[INFO] 2021-02-01 20:50:09 > Step: 128800 Progress: 41.2% Elapsed: 1 day, 7:50:13 temperature: 1.0 ada_p: 0.489726 Discriminator_loss: 2.54679 Generator_loss: 2.12656
[INFO] 2021-02-01 20:51:26 > Step: 128900 Progress: 41.2% Elapsed: 1 day, 7:51:30 temperature: 1.0 ada_p: 0.49011 Discriminator_loss: 2.36984 Generator_loss: 2.28228
[INFO] 2021-02-01 20:52:45 > Step: 129000 Progress: 41.3% Elapsed: 1 day, 7:52:49 temperature: 1.0 ada_p: 0.490494 Discriminator_loss: 2.38644 Generator_loss: 2.30377
[INFO] 2021-02-01 20:54:11 > Step: 129100 Progress: 41.3% Elapsed: 1 day, 7:54:15 temperature: 1.0 ada_p: 0.490878 Discriminator_loss: 2.31628 Generator_loss: 2.35149
[INFO] 2021-02-01 20:55:41 > Step: 129200 Progress: 41.3% Elapsed: 1 day, 7:55:45 temperature: 1.0 ada_p: 0.491262 Discriminator_loss: 2.30412 Generator_loss: 2.22002
[INFO] 2021-02-01 20:57:03 > Step: 129300 Progress: 41.4% Elapsed: 1 day, 7:57:07 temperature: 1.0 ada_p: 0.491646 Discriminator_loss: 2.31558 Generator_loss: 2.28139
[INFO] 2021-02-01 20:58:26 > Step: 129400 Progress: 41.4% Elapsed: 1 day, 7:58:30 temperature: 1.0 ada_p: 0.49203 Discriminator_loss: 2.45921 Generator_loss: 2.19307
[INFO] 2021-02-01 20:59:49 > Step: 129500 Progress: 41.4% Elapsed: 1 day, 7:59:53 temperature: 1.0 ada_p: 0.492414 Discriminator_loss: 2.43137 Generator_loss: 2.36525
[INFO] 2021-02-01 21:01:12 > Step: 129600 Progress: 41.5% Elapsed: 1 day, 8:01:16 temperature: 1.0 ada_p: 0.492798 Discriminator_loss: 2.35192 Generator_loss: 2.45992
[INFO] 2021-02-01 21:02:34 > Step: 129700 Progress: 41.5% Elapsed: 1 day, 8:02:38 temperature: 1.0 ada_p: 0.493182 Discriminator_loss: 2.39284 Generator_loss: 1.98764
[INFO] 2021-02-01 21:03:57 > Step: 129800 Progress: 41.5% Elapsed: 1 day, 8:04:01 temperature: 1.0 ada_p: 0.493566 Discriminator_loss: 2.32749 Generator_loss: 2.36949
[INFO] 2021-02-01 21:05:27 > Step: 129900 Progress: 41.6% Elapsed: 1 day, 8:05:31 temperature: 1.0 ada_p: 0.49395 Discriminator_loss: 2.29164 Generator_loss: 2.22608
[INFO] 2021-02-01 21:06:51 > Step: 130000 Progress: 41.6% Elapsed: 1 day, 8:06:55 temperature: 1.0 ada_p: 0.494334 Discriminator_loss: 2.26504 Generator_loss: 2.19549
[INFO] 2021-02-01 21:06:51 > Start Evaluation (130000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 21:06:51 > Calculating FID Score....
[INFO] 2021-02-01 21:07:19 > Calculating Inception Score....
[INFO] 2021-02-01 21:07:36 > Calculate F_beta Score....
[INFO] 2021-02-01 21:08:33 > Calculate Accuracies....
[INFO] 2021-02-01 21:08:39 > Calculate Accuracies....
[INFO] 2021-02-01 21:08:41 > F_8 score (Step: 130000, Using test images): 0.9532272666431696
[INFO] 2021-02-01 21:08:41 > F_1/8 score (Step: 130000, Using test images): 0.9893113803684964
[INFO] 2021-02-01 21:08:41 > FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 21:08:41 > Inception score (Step: 130000, 10000 generated images): 9.326264381408691
[INFO] 2021-02-01 21:08:41 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 21:08:42 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 21:10:04 > Step: 130100 Progress: 41.6% Elapsed: 1 day, 8:10:08 temperature: 1.0 ada_p: 0.494718 Discriminator_loss: 2.29069 Generator_loss: 2.26549
[INFO] 2021-02-01 21:11:26 > Step: 130200 Progress: 41.7% Elapsed: 1 day, 8:11:30 temperature: 1.0 ada_p: 0.495102 Discriminator_loss: 2.38178 Generator_loss: 2.26027
[INFO] 2021-02-01 21:12:50 > Step: 130300 Progress: 41.7% Elapsed: 1 day, 8:12:54 temperature: 1.0 ada_p: 0.495486 Discriminator_loss: 2.30969 Generator_loss: 2.27943
[INFO] 2021-02-01 21:14:13 > Step: 130400 Progress: 41.7% Elapsed: 1 day, 8:14:17 temperature: 1.0 ada_p: 0.49587 Discriminator_loss: 2.38508 Generator_loss: 2.2133
[INFO] 2021-02-01 21:15:36 > Step: 130500 Progress: 41.8% Elapsed: 1 day, 8:15:40 temperature: 1.0 ada_p: 0.496254 Discriminator_loss: 2.34146 Generator_loss: 2.17286
[INFO] 2021-02-01 21:16:59 > Step: 130600 Progress: 41.8% Elapsed: 1 day, 8:17:03 temperature: 1.0 ada_p: 0.496638 Discriminator_loss: 2.32846 Generator_loss: 2.11778
[INFO] 2021-02-01 21:18:19 > Step: 130700 Progress: 41.8% Elapsed: 1 day, 8:18:23 temperature: 1.0 ada_p: 0.497022 Discriminator_loss: 2.26229 Generator_loss: 2.35233
[INFO] 2021-02-01 21:19:37 > Step: 130800 Progress: 41.9% Elapsed: 1 day, 8:19:41 temperature: 1.0 ada_p: 0.497406 Discriminator_loss: 2.44068 Generator_loss: 2.29177
[INFO] 2021-02-01 21:21:00 > Step: 130900 Progress: 41.9% Elapsed: 1 day, 8:21:04 temperature: 1.0 ada_p: 0.49779 Discriminator_loss: 2.30181 Generator_loss: 2.2785
[INFO] 2021-02-01 21:22:23 > Step: 131000 Progress: 41.9% Elapsed: 1 day, 8:22:27 temperature: 1.0 ada_p: 0.498174 Discriminator_loss: 2.34415 Generator_loss: 2.20003
[INFO] 2021-02-01 21:23:46 > Step: 131100 Progress: 42.0% Elapsed: 1 day, 8:23:50 temperature: 1.0 ada_p: 0.498558 Discriminator_loss: 2.36851 Generator_loss: 2.31015
[INFO] 2021-02-01 21:25:09 > Step: 131200 Progress: 42.0% Elapsed: 1 day, 8:25:13 temperature: 1.0 ada_p: 0.498942 Discriminator_loss: 2.31609 Generator_loss: 2.47196
[INFO] 2021-02-01 21:26:32 > Step: 131300 Progress: 42.0% Elapsed: 1 day, 8:26:36 temperature: 1.0 ada_p: 0.499326 Discriminator_loss: 2.35331 Generator_loss: 2.33782
[INFO] 2021-02-01 21:27:56 > Step: 131400 Progress: 42.0% Elapsed: 1 day, 8:28:00 temperature: 1.0 ada_p: 0.49971 Discriminator_loss: 2.22738 Generator_loss: 2.28808
[INFO] 2021-02-01 21:29:19 > Step: 131500 Progress: 42.1% Elapsed: 1 day, 8:29:23 temperature: 1.0 ada_p: 0.500094 Discriminator_loss: 2.31849 Generator_loss: 2.39099
[INFO] 2021-02-01 21:30:48 > Step: 131600 Progress: 42.1% Elapsed: 1 day, 8:30:52 temperature: 1.0 ada_p: 0.500478 Discriminator_loss: 2.33876 Generator_loss: 2.27182
[INFO] 2021-02-01 21:32:12 > Step: 131700 Progress: 42.1% Elapsed: 1 day, 8:32:16 temperature: 1.0 ada_p: 0.500862 Discriminator_loss: 2.33506 Generator_loss: 2.17214
[INFO] 2021-02-01 21:33:34 > Step: 131800 Progress: 42.2% Elapsed: 1 day, 8:33:38 temperature: 1.0 ada_p: 0.50124 Discriminator_loss: 2.46667 Generator_loss: 2.25651
[INFO] 2021-02-01 21:34:58 > Step: 131900 Progress: 42.2% Elapsed: 1 day, 8:35:02 temperature: 1.0 ada_p: 0.501624 Discriminator_loss: 2.24436 Generator_loss: 2.30512
[INFO] 2021-02-01 21:36:25 > Step: 132000 Progress: 42.2% Elapsed: 1 day, 8:36:29 temperature: 1.0 ada_p: 0.502008 Discriminator_loss: 2.32709 Generator_loss: 2.15202
[INFO] 2021-02-01 21:36:25 > Start Evaluation (132000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 21:36:25 > Calculating FID Score....
[INFO] 2021-02-01 21:36:52 > Calculating Inception Score....
[INFO] 2021-02-01 21:37:09 > Calculate F_beta Score....
[INFO] 2021-02-01 21:38:06 > Calculate Accuracies....
[INFO] 2021-02-01 21:38:13 > Calculate Accuracies....
[INFO] 2021-02-01 21:38:14 > F_8 score (Step: 132000, Using test images): 0.9454573357327168
[INFO] 2021-02-01 21:38:14 > F_1/8 score (Step: 132000, Using test images): 0.9899676810005215
[INFO] 2021-02-01 21:38:14 > FID score (Step: 132000, Using test moments): 11.127977026561098
[INFO] 2021-02-01 21:38:15 > Inception score (Step: 132000, 10000 generated images): 9.285215377807617
[INFO] 2021-02-01 21:38:15 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 21:38:15 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 21:39:37 > Step: 132100 Progress: 42.3% Elapsed: 1 day, 8:39:41 temperature: 1.0 ada_p: 0.502392 Discriminator_loss: 2.42911 Generator_loss: 2.2962
[INFO] 2021-02-01 21:41:01 > Step: 132200 Progress: 42.3% Elapsed: 1 day, 8:41:05 temperature: 1.0 ada_p: 0.502776 Discriminator_loss: 2.33607 Generator_loss: 2.23319
[INFO] 2021-02-01 21:42:24 > Step: 132300 Progress: 42.3% Elapsed: 1 day, 8:42:28 temperature: 1.0 ada_p: 0.50316 Discriminator_loss: 2.30749 Generator_loss: 2.36638
[INFO] 2021-02-01 21:43:47 > Step: 132400 Progress: 42.4% Elapsed: 1 day, 8:43:51 temperature: 1.0 ada_p: 0.503538 Discriminator_loss: 2.29726 Generator_loss: 2.16639
[INFO] 2021-02-01 21:45:10 > Step: 132500 Progress: 42.4% Elapsed: 1 day, 8:45:14 temperature: 1.0 ada_p: 0.503916 Discriminator_loss: 2.40692 Generator_loss: 2.36534
[INFO] 2021-02-01 21:46:28 > Step: 132600 Progress: 42.4% Elapsed: 1 day, 8:46:32 temperature: 1.0 ada_p: 0.5043 Discriminator_loss: 2.27859 Generator_loss: 2.22824
[INFO] 2021-02-01 21:47:48 > Step: 132700 Progress: 42.5% Elapsed: 1 day, 8:47:52 temperature: 1.0 ada_p: 0.504684 Discriminator_loss: 2.38097 Generator_loss: 2.32453
[INFO] 2021-02-01 21:49:11 > Step: 132800 Progress: 42.5% Elapsed: 1 day, 8:49:15 temperature: 1.0 ada_p: 0.505068 Discriminator_loss: 2.4291 Generator_loss: 2.16167
[INFO] 2021-02-01 21:50:33 > Step: 132900 Progress: 42.5% Elapsed: 1 day, 8:50:37 temperature: 1.0 ada_p: 0.505452 Discriminator_loss: 2.37927 Generator_loss: 2.19298
[INFO] 2021-02-01 21:52:01 > Step: 133000 Progress: 42.6% Elapsed: 1 day, 8:52:05 temperature: 1.0 ada_p: 0.505836 Discriminator_loss: 2.54046 Generator_loss: 2.38132
[INFO] 2021-02-01 21:53:26 > Step: 133100 Progress: 42.6% Elapsed: 1 day, 8:53:30 temperature: 1.0 ada_p: 0.50622 Discriminator_loss: 2.43822 Generator_loss: 2.20593
[INFO] 2021-02-01 21:54:49 > Step: 133200 Progress: 42.6% Elapsed: 1 day, 8:54:53 temperature: 1.0 ada_p: 0.506604 Discriminator_loss: 2.48036 Generator_loss: 2.19385
[INFO] 2021-02-01 21:56:13 > Step: 133300 Progress: 42.7% Elapsed: 1 day, 8:56:17 temperature: 1.0 ada_p: 0.506988 Discriminator_loss: 2.46492 Generator_loss: 2.1981
[INFO] 2021-02-01 21:57:36 > Step: 133400 Progress: 42.7% Elapsed: 1 day, 8:57:40 temperature: 1.0 ada_p: 0.507372 Discriminator_loss: 2.42399 Generator_loss: 2.13814
[INFO] 2021-02-01 21:58:59 > Step: 133500 Progress: 42.7% Elapsed: 1 day, 8:59:03 temperature: 1.0 ada_p: 0.507756 Discriminator_loss: 2.41073 Generator_loss: 2.20681
[INFO] 2021-02-01 22:00:25 > Step: 133600 Progress: 42.8% Elapsed: 1 day, 9:00:29 temperature: 1.0 ada_p: 0.50814 Discriminator_loss: 2.36699 Generator_loss: 2.32399
[INFO] 2021-02-01 22:01:48 > Step: 133700 Progress: 42.8% Elapsed: 1 day, 9:01:51 temperature: 1.0 ada_p: 0.508524 Discriminator_loss: 2.28647 Generator_loss: 2.39496
[INFO] 2021-02-01 22:03:11 > Step: 133800 Progress: 42.8% Elapsed: 1 day, 9:03:15 temperature: 1.0 ada_p: 0.508908 Discriminator_loss: 2.36306 Generator_loss: 2.21695
[INFO] 2021-02-01 22:04:37 > Step: 133900 Progress: 42.8% Elapsed: 1 day, 9:04:41 temperature: 1.0 ada_p: 0.509292 Discriminator_loss: 2.38398 Generator_loss: 2.35912
[INFO] 2021-02-01 22:06:02 > Step: 134000 Progress: 42.9% Elapsed: 1 day, 9:06:06 temperature: 1.0 ada_p: 0.509676 Discriminator_loss: 2.33958 Generator_loss: 2.26779
[INFO] 2021-02-01 22:06:02 > Start Evaluation (134000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 22:06:02 > Calculating FID Score....
[INFO] 2021-02-01 22:06:29 > Calculating Inception Score....
[INFO] 2021-02-01 22:06:46 > Calculate F_beta Score....
[INFO] 2021-02-01 22:07:42 > Calculate Accuracies....
[INFO] 2021-02-01 22:07:49 > Calculate Accuracies....
[INFO] 2021-02-01 22:07:51 > F_8 score (Step: 134000, Using test images): 0.9575549217428926
[INFO] 2021-02-01 22:07:51 > F_1/8 score (Step: 134000, Using test images): 0.9889513040003914
[INFO] 2021-02-01 22:07:51 > FID score (Step: 134000, Using test moments): 10.98791056612663
[INFO] 2021-02-01 22:07:51 > Inception score (Step: 134000, 10000 generated images): 9.261807441711426
[INFO] 2021-02-01 22:07:51 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 22:07:52 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 22:09:15 > Step: 134100 Progress: 42.9% Elapsed: 1 day, 9:09:19 temperature: 1.0 ada_p: 0.51006 Discriminator_loss: 2.28336 Generator_loss: 2.15715
[INFO] 2021-02-01 22:10:39 > Step: 134200 Progress: 42.9% Elapsed: 1 day, 9:10:43 temperature: 1.0 ada_p: 0.510444 Discriminator_loss: 2.31576 Generator_loss: 2.17815
[INFO] 2021-02-01 22:12:02 > Step: 134300 Progress: 43.0% Elapsed: 1 day, 9:12:06 temperature: 1.0 ada_p: 0.510828 Discriminator_loss: 2.40518 Generator_loss: 2.10934
[INFO] 2021-02-01 22:13:22 > Step: 134400 Progress: 43.0% Elapsed: 1 day, 9:13:26 temperature: 1.0 ada_p: 0.511212 Discriminator_loss: 2.45468 Generator_loss: 2.13484
[INFO] 2021-02-01 22:14:40 > Step: 134500 Progress: 43.0% Elapsed: 1 day, 9:14:44 temperature: 1.0 ada_p: 0.511596 Discriminator_loss: 2.39933 Generator_loss: 2.35753
[INFO] 2021-02-01 22:16:03 > Step: 134600 Progress: 43.1% Elapsed: 1 day, 9:16:07 temperature: 1.0 ada_p: 0.51198 Discriminator_loss: 2.29868 Generator_loss: 2.36605
[INFO] 2021-02-01 22:17:26 > Step: 134700 Progress: 43.1% Elapsed: 1 day, 9:17:30 temperature: 1.0 ada_p: 0.512364 Discriminator_loss: 2.2917 Generator_loss: 2.17382
[INFO] 2021-02-01 22:18:48 > Step: 134800 Progress: 43.1% Elapsed: 1 day, 9:18:52 temperature: 1.0 ada_p: 0.512748 Discriminator_loss: 2.37225 Generator_loss: 2.16731
[INFO] 2021-02-01 22:20:13 > Step: 134900 Progress: 43.2% Elapsed: 1 day, 9:20:17 temperature: 1.0 ada_p: 0.513132 Discriminator_loss: 2.38779 Generator_loss: 2.27462
[INFO] 2021-02-01 22:21:38 > Step: 135000 Progress: 43.2% Elapsed: 1 day, 9:21:42 temperature: 1.0 ada_p: 0.513509 Discriminator_loss: 2.35467 Generator_loss: 2.23713
[INFO] 2021-02-01 22:23:05 > Step: 135100 Progress: 43.2% Elapsed: 1 day, 9:23:09 temperature: 1.0 ada_p: 0.513893 Discriminator_loss: 2.29135 Generator_loss: 2.10673
[INFO] 2021-02-01 22:24:28 > Step: 135200 Progress: 43.3% Elapsed: 1 day, 9:24:32 temperature: 1.0 ada_p: 0.514277 Discriminator_loss: 2.40221 Generator_loss: 2.20611
[INFO] 2021-02-01 22:25:53 > Step: 135300 Progress: 43.3% Elapsed: 1 day, 9:25:57 temperature: 1.0 ada_p: 0.514661 Discriminator_loss: 2.35423 Generator_loss: 2.26947
[INFO] 2021-02-01 22:27:17 > Step: 135400 Progress: 43.3% Elapsed: 1 day, 9:27:21 temperature: 1.0 ada_p: 0.515045 Discriminator_loss: 2.26499 Generator_loss: 2.32732
[INFO] 2021-02-01 22:28:41 > Step: 135500 Progress: 43.4% Elapsed: 1 day, 9:28:45 temperature: 1.0 ada_p: 0.515429 Discriminator_loss: 2.39891 Generator_loss: 2.15943
[INFO] 2021-02-01 22:30:05 > Step: 135600 Progress: 43.4% Elapsed: 1 day, 9:30:09 temperature: 1.0 ada_p: 0.515813 Discriminator_loss: 2.25976 Generator_loss: 2.37036
[INFO] 2021-02-01 22:31:27 > Step: 135700 Progress: 43.4% Elapsed: 1 day, 9:31:31 temperature: 1.0 ada_p: 0.516197 Discriminator_loss: 2.29078 Generator_loss: 2.30036
[INFO] 2021-02-01 22:32:50 > Step: 135800 Progress: 43.5% Elapsed: 1 day, 9:32:54 temperature: 1.0 ada_p: 0.516581 Discriminator_loss: 2.38744 Generator_loss: 2.29021
[INFO] 2021-02-01 22:34:13 > Step: 135900 Progress: 43.5% Elapsed: 1 day, 9:34:17 temperature: 1.0 ada_p: 0.516959 Discriminator_loss: 2.32737 Generator_loss: 2.13916
[INFO] 2021-02-01 22:35:35 > Step: 136000 Progress: 43.5% Elapsed: 1 day, 9:35:39 temperature: 1.0 ada_p: 0.517343 Discriminator_loss: 2.30389 Generator_loss: 2.2738
[INFO] 2021-02-01 22:35:35 > Start Evaluation (136000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 22:35:35 > Calculating FID Score....
[INFO] 2021-02-01 22:36:03 > Calculating Inception Score....
[INFO] 2021-02-01 22:36:20 > Calculate F_beta Score....
[INFO] 2021-02-01 22:37:16 > Calculate Accuracies....
[INFO] 2021-02-01 22:37:23 > Calculate Accuracies....
[INFO] 2021-02-01 22:37:25 > F_8 score (Step: 136000, Using test images): 0.9487788658854152
[INFO] 2021-02-01 22:37:25 > F_1/8 score (Step: 136000, Using test images): 0.9895796336698783
[INFO] 2021-02-01 22:37:25 > FID score (Step: 136000, Using test moments): 10.947413455181731
[INFO] 2021-02-01 22:37:25 > Inception score (Step: 136000, 10000 generated images): 9.449729919433594
[INFO] 2021-02-01 22:37:25 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 22:37:25 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 22:38:47 > Step: 136100 Progress: 43.6% Elapsed: 1 day, 9:38:51 temperature: 1.0 ada_p: 0.517727 Discriminator_loss: 2.30418 Generator_loss: 2.18944
[INFO] 2021-02-01 22:40:09 > Step: 136200 Progress: 43.6% Elapsed: 1 day, 9:40:13 temperature: 1.0 ada_p: 0.518111 Discriminator_loss: 2.41924 Generator_loss: 2.24762
[INFO] 2021-02-01 22:41:26 > Step: 136300 Progress: 43.6% Elapsed: 1 day, 9:41:30 temperature: 1.0 ada_p: 0.518495 Discriminator_loss: 2.33739 Generator_loss: 2.31168
[INFO] 2021-02-01 22:42:48 > Step: 136400 Progress: 43.6% Elapsed: 1 day, 9:42:52 temperature: 1.0 ada_p: 0.518879 Discriminator_loss: 2.33168 Generator_loss: 2.20724
[INFO] 2021-02-01 22:44:11 > Step: 136500 Progress: 43.7% Elapsed: 1 day, 9:44:15 temperature: 1.0 ada_p: 0.519263 Discriminator_loss: 2.36643 Generator_loss: 2.18926
[INFO] 2021-02-01 22:45:38 > Step: 136600 Progress: 43.7% Elapsed: 1 day, 9:45:42 temperature: 1.0 ada_p: 0.519647 Discriminator_loss: 2.27262 Generator_loss: 2.19868
[INFO] 2021-02-01 22:47:02 > Step: 136700 Progress: 43.7% Elapsed: 1 day, 9:47:06 temperature: 1.0 ada_p: 0.520031 Discriminator_loss: 2.3644 Generator_loss: 2.32655
[INFO] 2021-02-01 22:48:25 > Step: 136800 Progress: 43.8% Elapsed: 1 day, 9:48:29 temperature: 1.0 ada_p: 0.520415 Discriminator_loss: 2.18449 Generator_loss: 2.21093
[INFO] 2021-02-01 22:49:49 > Step: 136900 Progress: 43.8% Elapsed: 1 day, 9:49:53 temperature: 1.0 ada_p: 0.520799 Discriminator_loss: 2.36585 Generator_loss: 2.15612
[INFO] 2021-02-01 22:51:13 > Step: 137000 Progress: 43.8% Elapsed: 1 day, 9:51:17 temperature: 1.0 ada_p: 0.521183 Discriminator_loss: 2.22084 Generator_loss: 2.26048
[INFO] 2021-02-01 22:52:37 > Step: 137100 Progress: 43.9% Elapsed: 1 day, 9:52:41 temperature: 1.0 ada_p: 0.521567 Discriminator_loss: 2.25844 Generator_loss: 2.3115
[INFO] 2021-02-01 22:54:00 > Step: 137200 Progress: 43.9% Elapsed: 1 day, 9:54:04 temperature: 1.0 ada_p: 0.521951 Discriminator_loss: 2.4839 Generator_loss: 2.34123
[INFO] 2021-02-01 22:55:28 > Step: 137300 Progress: 43.9% Elapsed: 1 day, 9:55:32 temperature: 1.0 ada_p: 0.522335 Discriminator_loss: 2.31727 Generator_loss: 2.35484
[INFO] 2021-02-01 22:56:57 > Step: 137400 Progress: 44.0% Elapsed: 1 day, 9:57:01 temperature: 1.0 ada_p: 0.522719 Discriminator_loss: 2.5113 Generator_loss: 2.31507
[INFO] 2021-02-01 22:58:19 > Step: 137500 Progress: 44.0% Elapsed: 1 day, 9:58:23 temperature: 1.0 ada_p: 0.523103 Discriminator_loss: 2.39773 Generator_loss: 2.00176
[INFO] 2021-02-01 22:59:42 > Step: 137600 Progress: 44.0% Elapsed: 1 day, 9:59:46 temperature: 1.0 ada_p: 0.523487 Discriminator_loss: 2.33402 Generator_loss: 2.17363
[INFO] 2021-02-01 23:01:06 > Step: 137700 Progress: 44.1% Elapsed: 1 day, 10:01:10 temperature: 1.0 ada_p: 0.523865 Discriminator_loss: 2.36082 Generator_loss: 2.26552
[INFO] 2021-02-01 23:02:30 > Step: 137800 Progress: 44.1% Elapsed: 1 day, 10:02:34 temperature: 1.0 ada_p: 0.524249 Discriminator_loss: 2.31271 Generator_loss: 2.28297
[INFO] 2021-02-01 23:03:53 > Step: 137900 Progress: 44.1% Elapsed: 1 day, 10:03:57 temperature: 1.0 ada_p: 0.524633 Discriminator_loss: 2.3018 Generator_loss: 2.30458
[INFO] 2021-02-01 23:05:17 > Step: 138000 Progress: 44.2% Elapsed: 1 day, 10:05:21 temperature: 1.0 ada_p: 0.525017 Discriminator_loss: 2.40359 Generator_loss: 2.21983
[INFO] 2021-02-01 23:05:17 > Start Evaluation (138000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 23:05:17 > Calculating FID Score....
[INFO] 2021-02-01 23:05:45 > Calculating Inception Score....
[INFO] 2021-02-01 23:06:02 > Calculate F_beta Score....
[INFO] 2021-02-01 23:06:57 > Calculate Accuracies....
[INFO] 2021-02-01 23:07:04 > Calculate Accuracies....
[INFO] 2021-02-01 23:07:06 > F_8 score (Step: 138000, Using test images): 0.9505110127180679
[INFO] 2021-02-01 23:07:06 > F_1/8 score (Step: 138000, Using test images): 0.9900061981105124
[INFO] 2021-02-01 23:07:06 > FID score (Step: 138000, Using test moments): 10.997286202286375
[INFO] 2021-02-01 23:07:06 > Inception score (Step: 138000, 10000 generated images): 9.372685432434082
[INFO] 2021-02-01 23:07:06 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 23:07:06 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 23:08:23 > Step: 138100 Progress: 44.2% Elapsed: 1 day, 10:08:27 temperature: 1.0 ada_p: 0.525401 Discriminator_loss: 2.34619 Generator_loss: 2.12595
[INFO] 2021-02-01 23:09:40 > Step: 138200 Progress: 44.2% Elapsed: 1 day, 10:09:44 temperature: 1.0 ada_p: 0.525785 Discriminator_loss: 2.32106 Generator_loss: 2.23311
[INFO] 2021-02-01 23:11:07 > Step: 138300 Progress: 44.3% Elapsed: 1 day, 10:11:11 temperature: 1.0 ada_p: 0.526169 Discriminator_loss: 2.28954 Generator_loss: 2.2494
[INFO] 2021-02-01 23:12:30 > Step: 138400 Progress: 44.3% Elapsed: 1 day, 10:12:34 temperature: 1.0 ada_p: 0.526553 Discriminator_loss: 2.40114 Generator_loss: 2.26434
[INFO] 2021-02-01 23:13:52 > Step: 138500 Progress: 44.3% Elapsed: 1 day, 10:13:56 temperature: 1.0 ada_p: 0.526937 Discriminator_loss: 2.31119 Generator_loss: 2.34449
[INFO] 2021-02-01 23:15:15 > Step: 138600 Progress: 44.4% Elapsed: 1 day, 10:15:19 temperature: 1.0 ada_p: 0.527321 Discriminator_loss: 2.3781 Generator_loss: 2.19515
[INFO] 2021-02-01 23:16:39 > Step: 138700 Progress: 44.4% Elapsed: 1 day, 10:16:43 temperature: 1.0 ada_p: 0.527705 Discriminator_loss: 2.39631 Generator_loss: 2.19887
[INFO] 2021-02-01 23:18:02 > Step: 138800 Progress: 44.4% Elapsed: 1 day, 10:18:06 temperature: 1.0 ada_p: 0.528089 Discriminator_loss: 2.29021 Generator_loss: 2.11361
[INFO] 2021-02-01 23:19:26 > Step: 138900 Progress: 44.4% Elapsed: 1 day, 10:19:30 temperature: 1.0 ada_p: 0.528473 Discriminator_loss: 2.33999 Generator_loss: 2.07643
[INFO] 2021-02-01 23:20:49 > Step: 139000 Progress: 44.5% Elapsed: 1 day, 10:20:53 temperature: 1.0 ada_p: 0.528857 Discriminator_loss: 2.35436 Generator_loss: 2.40881
[INFO] 2021-02-01 23:22:12 > Step: 139100 Progress: 44.5% Elapsed: 1 day, 10:22:16 temperature: 1.0 ada_p: 0.529241 Discriminator_loss: 2.31571 Generator_loss: 2.13702
[INFO] 2021-02-01 23:23:35 > Step: 139200 Progress: 44.5% Elapsed: 1 day, 10:23:39 temperature: 1.0 ada_p: 0.529625 Discriminator_loss: 2.31906 Generator_loss: 2.11322
[INFO] 2021-02-01 23:24:58 > Step: 139300 Progress: 44.6% Elapsed: 1 day, 10:25:02 temperature: 1.0 ada_p: 0.530009 Discriminator_loss: 2.30477 Generator_loss: 2.13331
[INFO] 2021-02-01 23:26:21 > Step: 139400 Progress: 44.6% Elapsed: 1 day, 10:26:25 temperature: 1.0 ada_p: 0.530393 Discriminator_loss: 2.3523 Generator_loss: 2.19288
[INFO] 2021-02-01 23:27:46 > Step: 139500 Progress: 44.6% Elapsed: 1 day, 10:27:50 temperature: 1.0 ada_p: 0.530777 Discriminator_loss: 2.40886 Generator_loss: 2.3012
[INFO] 2021-02-01 23:29:09 > Step: 139600 Progress: 44.7% Elapsed: 1 day, 10:29:13 temperature: 1.0 ada_p: 0.531161 Discriminator_loss: 2.34657 Generator_loss: 2.31181
[INFO] 2021-02-01 23:30:35 > Step: 139700 Progress: 44.7% Elapsed: 1 day, 10:30:39 temperature: 1.0 ada_p: 0.531545 Discriminator_loss: 2.3754 Generator_loss: 2.18433
[INFO] 2021-02-01 23:31:59 > Step: 139800 Progress: 44.7% Elapsed: 1 day, 10:32:03 temperature: 1.0 ada_p: 0.531929 Discriminator_loss: 2.49068 Generator_loss: 2.22611
[INFO] 2021-02-01 23:33:24 > Step: 139900 Progress: 44.8% Elapsed: 1 day, 10:33:28 temperature: 1.0 ada_p: 0.532313 Discriminator_loss: 2.32419 Generator_loss: 2.21162
[INFO] 2021-02-01 23:34:47 > Step: 140000 Progress: 44.8% Elapsed: 1 day, 10:34:51 temperature: 1.0 ada_p: 0.532697 Discriminator_loss: 2.49695 Generator_loss: 2.3399
[INFO] 2021-02-01 23:34:47 > Start Evaluation (140000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 23:34:47 > Calculating FID Score....
[INFO] 2021-02-01 23:35:15 > Calculating Inception Score....
[INFO] 2021-02-01 23:35:32 > Calculate F_beta Score....
[INFO] 2021-02-01 23:36:29 > Calculate Accuracies....
[INFO] 2021-02-01 23:36:36 > Calculate Accuracies....
[INFO] 2021-02-01 23:36:38 > F_8 score (Step: 140000, Using test images): 0.9557190283408205
[INFO] 2021-02-01 23:36:38 > F_1/8 score (Step: 140000, Using test images): 0.9904887900070606
[INFO] 2021-02-01 23:36:38 > FID score (Step: 140000, Using test moments): 11.050555425824996
[INFO] 2021-02-01 23:36:38 > Inception score (Step: 140000, 10000 generated images): 9.385215759277344
[INFO] 2021-02-01 23:36:38 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-01 23:36:38 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-01 23:37:59 > Step: 140100 Progress: 44.8% Elapsed: 1 day, 10:38:03 temperature: 1.0 ada_p: 0.533081 Discriminator_loss: 2.35439 Generator_loss: 2.25316
[INFO] 2021-02-01 23:39:20 > Step: 140200 Progress: 44.9% Elapsed: 1 day, 10:39:24 temperature: 1.0 ada_p: 0.533465 Discriminator_loss: 2.4514 Generator_loss: 2.24112
[INFO] 2021-02-01 23:40:44 > Step: 140300 Progress: 44.9% Elapsed: 1 day, 10:40:48 temperature: 1.0 ada_p: 0.533849 Discriminator_loss: 2.26808 Generator_loss: 2.26355
[INFO] 2021-02-01 23:42:06 > Step: 140400 Progress: 44.9% Elapsed: 1 day, 10:42:10 temperature: 1.0 ada_p: 0.534233 Discriminator_loss: 2.39216 Generator_loss: 2.40084
[INFO] 2021-02-01 23:43:29 > Step: 140500 Progress: 45.0% Elapsed: 1 day, 10:43:33 temperature: 1.0 ada_p: 0.534617 Discriminator_loss: 2.35667 Generator_loss: 2.25006
[INFO] 2021-02-01 23:44:52 > Step: 140600 Progress: 45.0% Elapsed: 1 day, 10:44:56 temperature: 1.0 ada_p: 0.535001 Discriminator_loss: 2.28455 Generator_loss: 2.16167
[INFO] 2021-02-01 23:46:22 > Step: 140700 Progress: 45.0% Elapsed: 1 day, 10:46:26 temperature: 1.0 ada_p: 0.535385 Discriminator_loss: 2.22149 Generator_loss: 2.21522
[INFO] 2021-02-01 23:47:49 > Step: 140800 Progress: 45.1% Elapsed: 1 day, 10:47:53 temperature: 1.0 ada_p: 0.535769 Discriminator_loss: 2.2902 Generator_loss: 2.24313
[INFO] 2021-02-01 23:49:20 > Step: 140900 Progress: 45.1% Elapsed: 1 day, 10:49:24 temperature: 1.0 ada_p: 0.536153 Discriminator_loss: 2.42853 Generator_loss: 2.23097
[INFO] 2021-02-01 23:50:46 > Step: 141000 Progress: 45.1% Elapsed: 1 day, 10:50:50 temperature: 1.0 ada_p: 0.536537 Discriminator_loss: 2.50736 Generator_loss: 2.47623
[INFO] 2021-02-01 23:52:13 > Step: 141100 Progress: 45.2% Elapsed: 1 day, 10:52:17 temperature: 1.0 ada_p: 0.536921 Discriminator_loss: 2.37998 Generator_loss: 2.2504
[INFO] 2021-02-01 23:53:36 > Step: 141200 Progress: 45.2% Elapsed: 1 day, 10:53:40 temperature: 1.0 ada_p: 0.537305 Discriminator_loss: 2.37211 Generator_loss: 2.26087
[INFO] 2021-02-01 23:55:00 > Step: 141300 Progress: 45.2% Elapsed: 1 day, 10:55:04 temperature: 1.0 ada_p: 0.537689 Discriminator_loss: 2.4015 Generator_loss: 2.09774
[INFO] 2021-02-01 23:56:26 > Step: 141400 Progress: 45.2% Elapsed: 1 day, 10:56:30 temperature: 1.0 ada_p: 0.538073 Discriminator_loss: 2.34657 Generator_loss: 2.29372
[INFO] 2021-02-01 23:57:49 > Step: 141500 Progress: 45.3% Elapsed: 1 day, 10:57:52 temperature: 1.0 ada_p: 0.538457 Discriminator_loss: 2.31056 Generator_loss: 2.28354
[INFO] 2021-02-01 23:59:12 > Step: 141600 Progress: 45.3% Elapsed: 1 day, 10:59:16 temperature: 1.0 ada_p: 0.538835 Discriminator_loss: 2.10902 Generator_loss: 1.90639
[INFO] 2021-02-02 00:00:35 > Step: 141700 Progress: 45.3% Elapsed: 1 day, 11:00:39 temperature: 1.0 ada_p: 0.539219 Discriminator_loss: 2.17588 Generator_loss: 2.07956
[INFO] 2021-02-02 00:02:02 > Step: 141800 Progress: 45.4% Elapsed: 1 day, 11:02:06 temperature: 1.0 ada_p: 0.539603 Discriminator_loss: 2.38074 Generator_loss: 2.21632
[INFO] 2021-02-02 00:03:23 > Step: 141900 Progress: 45.4% Elapsed: 1 day, 11:03:27 temperature: 1.0 ada_p: 0.539987 Discriminator_loss: 2.53919 Generator_loss: 2.32469
[INFO] 2021-02-02 00:04:42 > Step: 142000 Progress: 45.4% Elapsed: 1 day, 11:04:46 temperature: 1.0 ada_p: 0.540371 Discriminator_loss: 2.40434 Generator_loss: 2.21239
[INFO] 2021-02-02 00:04:42 > Start Evaluation (142000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 00:04:42 > Calculating FID Score....
[INFO] 2021-02-02 00:05:10 > Calculating Inception Score....
[INFO] 2021-02-02 00:05:27 > Calculate F_beta Score....
[INFO] 2021-02-02 00:06:23 > Calculate Accuracies....
[INFO] 2021-02-02 00:06:29 > Calculate Accuracies....
[INFO] 2021-02-02 00:06:31 > F_8 score (Step: 142000, Using test images): 0.9518304827283613
[INFO] 2021-02-02 00:06:31 > F_1/8 score (Step: 142000, Using test images): 0.9900954793906528
[INFO] 2021-02-02 00:06:31 > FID score (Step: 142000, Using test moments): 11.130356906917996
[INFO] 2021-02-02 00:06:31 > Inception score (Step: 142000, 10000 generated images): 9.538108825683594
[INFO] 2021-02-02 00:06:31 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-02 00:06:31 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 00:07:55 > Step: 142100 Progress: 45.5% Elapsed: 1 day, 11:07:59 temperature: 1.0 ada_p: 0.540755 Discriminator_loss: 2.24992 Generator_loss: 2.27049
[INFO] 2021-02-02 00:09:18 > Step: 142200 Progress: 45.5% Elapsed: 1 day, 11:09:22 temperature: 1.0 ada_p: 0.541139 Discriminator_loss: 2.32626 Generator_loss: 2.12662
[INFO] 2021-02-02 00:10:41 > Step: 142300 Progress: 45.5% Elapsed: 1 day, 11:10:45 temperature: 1.0 ada_p: 0.541523 Discriminator_loss: 2.42465 Generator_loss: 2.22505
[INFO] 2021-02-02 00:12:03 > Step: 142400 Progress: 45.6% Elapsed: 1 day, 11:12:07 temperature: 1.0 ada_p: 0.541907 Discriminator_loss: 2.47068 Generator_loss: 2.15962
[INFO] 2021-02-02 00:13:26 > Step: 142500 Progress: 45.6% Elapsed: 1 day, 11:13:30 temperature: 1.0 ada_p: 0.542291 Discriminator_loss: 2.41203 Generator_loss: 2.15963
[INFO] 2021-02-02 00:14:50 > Step: 142600 Progress: 45.6% Elapsed: 1 day, 11:14:53 temperature: 1.0 ada_p: 0.542675 Discriminator_loss: 2.35884 Generator_loss: 2.27814
[INFO] 2021-02-02 00:16:20 > Step: 142700 Progress: 45.7% Elapsed: 1 day, 11:16:24 temperature: 1.0 ada_p: 0.543059 Discriminator_loss: 2.37377 Generator_loss: 2.31051
[INFO] 2021-02-02 00:17:43 > Step: 142800 Progress: 45.7% Elapsed: 1 day, 11:17:47 temperature: 1.0 ada_p: 0.543443 Discriminator_loss: 2.27639 Generator_loss: 2.14472
[INFO] 2021-02-02 00:19:09 > Step: 142900 Progress: 45.7% Elapsed: 1 day, 11:19:13 temperature: 1.0 ada_p: 0.543827 Discriminator_loss: 2.29893 Generator_loss: 2.30368
[INFO] 2021-02-02 00:20:38 > Step: 143000 Progress: 45.8% Elapsed: 1 day, 11:20:41 temperature: 1.0 ada_p: 0.544211 Discriminator_loss: 2.40464 Generator_loss: 2.30885
[INFO] 2021-02-02 00:22:08 > Step: 143100 Progress: 45.8% Elapsed: 1 day, 11:22:12 temperature: 1.0 ada_p: 0.544595 Discriminator_loss: 2.41548 Generator_loss: 2.16565
[INFO] 2021-02-02 00:23:31 > Step: 143200 Progress: 45.8% Elapsed: 1 day, 11:23:35 temperature: 1.0 ada_p: 0.544979 Discriminator_loss: 2.29517 Generator_loss: 2.1407
[INFO] 2021-02-02 00:24:55 > Step: 143300 Progress: 45.9% Elapsed: 1 day, 11:24:59 temperature: 1.0 ada_p: 0.545363 Discriminator_loss: 2.47222 Generator_loss: 2.31491
[INFO] 2021-02-02 00:26:20 > Step: 143400 Progress: 45.9% Elapsed: 1 day, 11:26:24 temperature: 1.0 ada_p: 0.545747 Discriminator_loss: 2.21911 Generator_loss: 2.12861
[INFO] 2021-02-02 00:27:45 > Step: 143500 Progress: 45.9% Elapsed: 1 day, 11:27:49 temperature: 1.0 ada_p: 0.546131 Discriminator_loss: 2.44682 Generator_loss: 2.24259
[INFO] 2021-02-02 00:29:10 > Step: 143600 Progress: 46.0% Elapsed: 1 day, 11:29:14 temperature: 1.0 ada_p: 0.546515 Discriminator_loss: 2.29466 Generator_loss: 2.34109
[INFO] 2021-02-02 00:30:29 > Step: 143700 Progress: 46.0% Elapsed: 1 day, 11:30:33 temperature: 1.0 ada_p: 0.546899 Discriminator_loss: 2.30119 Generator_loss: 2.58405
[INFO] 2021-02-02 00:31:45 > Step: 143800 Progress: 46.0% Elapsed: 1 day, 11:31:49 temperature: 1.0 ada_p: 0.547277 Discriminator_loss: 2.35984 Generator_loss: 2.39677
[INFO] 2021-02-02 00:33:07 > Step: 143900 Progress: 46.0% Elapsed: 1 day, 11:33:11 temperature: 1.0 ada_p: 0.547661 Discriminator_loss: 2.37314 Generator_loss: 2.19444
[INFO] 2021-02-02 00:34:30 > Step: 144000 Progress: 46.1% Elapsed: 1 day, 11:34:34 temperature: 1.0 ada_p: 0.548045 Discriminator_loss: 2.35207 Generator_loss: 2.23099
[INFO] 2021-02-02 00:34:30 > Start Evaluation (144000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 00:34:30 > Calculating FID Score....
[INFO] 2021-02-02 00:34:58 > Calculating Inception Score....
[INFO] 2021-02-02 00:35:15 > Calculate F_beta Score....
[INFO] 2021-02-02 00:36:11 > Calculate Accuracies....
[INFO] 2021-02-02 00:36:18 > Calculate Accuracies....
[INFO] 2021-02-02 00:36:20 > F_8 score (Step: 144000, Using test images): 0.9431868219893251
[INFO] 2021-02-02 00:36:20 > F_1/8 score (Step: 144000, Using test images): 0.9913899186419047
[INFO] 2021-02-02 00:36:20 > FID score (Step: 144000, Using test moments): 11.128265777549586
[INFO] 2021-02-02 00:36:20 > Inception score (Step: 144000, 10000 generated images): 9.466085433959961
[INFO] 2021-02-02 00:36:20 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-02 00:36:20 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 00:37:43 > Step: 144100 Progress: 46.1% Elapsed: 1 day, 11:37:47 temperature: 1.0 ada_p: 0.548429 Discriminator_loss: 2.33093 Generator_loss: 2.12741
[INFO] 2021-02-02 00:39:06 > Step: 144200 Progress: 46.1% Elapsed: 1 day, 11:39:10 temperature: 1.0 ada_p: 0.548813 Discriminator_loss: 2.30172 Generator_loss: 2.209
[INFO] 2021-02-02 00:40:29 > Step: 144300 Progress: 46.2% Elapsed: 1 day, 11:40:33 temperature: 1.0 ada_p: 0.549197 Discriminator_loss: 2.42251 Generator_loss: 2.30124
[INFO] 2021-02-02 00:41:58 > Step: 144400 Progress: 46.2% Elapsed: 1 day, 11:42:02 temperature: 1.0 ada_p: 0.549581 Discriminator_loss: 2.40104 Generator_loss: 2.20187
[INFO] 2021-02-02 00:43:25 > Step: 144500 Progress: 46.2% Elapsed: 1 day, 11:43:29 temperature: 1.0 ada_p: 0.549965 Discriminator_loss: 2.39637 Generator_loss: 2.14287
[INFO] 2021-02-02 00:44:49 > Step: 144600 Progress: 46.3% Elapsed: 1 day, 11:44:53 temperature: 1.0 ada_p: 0.550349 Discriminator_loss: 2.38115 Generator_loss: 2.29282
[INFO] 2021-02-02 00:46:12 > Step: 144700 Progress: 46.3% Elapsed: 1 day, 11:46:16 temperature: 1.0 ada_p: 0.550733 Discriminator_loss: 2.34201 Generator_loss: 2.24271
[INFO] 2021-02-02 00:47:36 > Step: 144800 Progress: 46.3% Elapsed: 1 day, 11:47:40 temperature: 1.0 ada_p: 0.551117 Discriminator_loss: 2.32178 Generator_loss: 2.38235
[INFO] 2021-02-02 00:48:59 > Step: 144900 Progress: 46.4% Elapsed: 1 day, 11:49:03 temperature: 1.0 ada_p: 0.551501 Discriminator_loss: 2.38456 Generator_loss: 2.17014
[INFO] 2021-02-02 00:50:23 > Step: 145000 Progress: 46.4% Elapsed: 1 day, 11:50:27 temperature: 1.0 ada_p: 0.551885 Discriminator_loss: 2.38696 Generator_loss: 2.45843
[INFO] 2021-02-02 00:51:54 > Step: 145100 Progress: 46.4% Elapsed: 1 day, 11:51:58 temperature: 1.0 ada_p: 0.552269 Discriminator_loss: 2.35335 Generator_loss: 2.08646
[INFO] 2021-02-02 00:53:24 > Step: 145200 Progress: 46.5% Elapsed: 1 day, 11:53:28 temperature: 1.0 ada_p: 0.552653 Discriminator_loss: 2.38183 Generator_loss: 2.27799
[INFO] 2021-02-02 00:54:53 > Step: 145300 Progress: 46.5% Elapsed: 1 day, 11:54:57 temperature: 1.0 ada_p: 0.553037 Discriminator_loss: 2.41123 Generator_loss: 2.20617
[INFO] 2021-02-02 00:56:16 > Step: 145400 Progress: 46.5% Elapsed: 1 day, 11:56:20 temperature: 1.0 ada_p: 0.553421 Discriminator_loss: 2.34145 Generator_loss: 2.19598
[INFO] 2021-02-02 00:57:41 > Step: 145500 Progress: 46.6% Elapsed: 1 day, 11:57:45 temperature: 1.0 ada_p: 0.553805 Discriminator_loss: 2.29973 Generator_loss: 2.13304
[INFO] 2021-02-02 00:58:59 > Step: 145600 Progress: 46.6% Elapsed: 1 day, 11:59:03 temperature: 1.0 ada_p: 0.554189 Discriminator_loss: 2.38174 Generator_loss: 2.30497
[INFO] 2021-02-02 01:00:20 > Step: 145700 Progress: 46.6% Elapsed: 1 day, 12:00:24 temperature: 1.0 ada_p: 0.554573 Discriminator_loss: 2.38484 Generator_loss: 2.17992
[INFO] 2021-02-02 01:01:43 > Step: 145800 Progress: 46.7% Elapsed: 1 day, 12:01:47 temperature: 1.0 ada_p: 0.554957 Discriminator_loss: 2.42424 Generator_loss: 2.2867
[INFO] 2021-02-02 01:03:07 > Step: 145900 Progress: 46.7% Elapsed: 1 day, 12:03:11 temperature: 1.0 ada_p: 0.555341 Discriminator_loss: 2.34723 Generator_loss: 2.18042
[INFO] 2021-02-02 01:04:29 > Step: 146000 Progress: 46.7% Elapsed: 1 day, 12:04:33 temperature: 1.0 ada_p: 0.555725 Discriminator_loss: 2.41508 Generator_loss: 2.14167
[INFO] 2021-02-02 01:04:29 > Start Evaluation (146000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 01:04:29 > Calculating FID Score....
[INFO] 2021-02-02 01:04:57 > Calculating Inception Score....
[INFO] 2021-02-02 01:05:14 > Calculate F_beta Score....
[INFO] 2021-02-02 01:06:10 > Calculate Accuracies....
[INFO] 2021-02-02 01:06:17 > Calculate Accuracies....
[INFO] 2021-02-02 01:06:19 > F_8 score (Step: 146000, Using test images): 0.9458208035644986
[INFO] 2021-02-02 01:06:19 > F_1/8 score (Step: 146000, Using test images): 0.9909132746136727
[INFO] 2021-02-02 01:06:19 > FID score (Step: 146000, Using test moments): 11.083000064684597
[INFO] 2021-02-02 01:06:19 > Inception score (Step: 146000, 10000 generated images): 9.301692962646484
[INFO] 2021-02-02 01:06:19 > Best FID score (Step: 130000, Using test moments): 10.913364161160644
[INFO] 2021-02-02 01:06:20 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 01:07:43 > Step: 146100 Progress: 46.8% Elapsed: 1 day, 12:07:47 temperature: 1.0 ada_p: 0.556109 Discriminator_loss: 2.17503 Generator_loss: 2.48644
[INFO] 2021-02-02 01:09:06 > Step: 146200 Progress: 46.8% Elapsed: 1 day, 12:09:10 temperature: 1.0 ada_p: 0.556493 Discriminator_loss: 2.3208 Generator_loss: 2.29416
[INFO] 2021-02-02 01:10:30 > Step: 146300 Progress: 46.8% Elapsed: 1 day, 12:10:34 temperature: 1.0 ada_p: 0.556877 Discriminator_loss: 2.32979 Generator_loss: 2.22661
[INFO] 2021-02-02 01:11:53 > Step: 146400 Progress: 46.8% Elapsed: 1 day, 12:11:57 temperature: 1.0 ada_p: 0.557261 Discriminator_loss: 2.36248 Generator_loss: 2.04923
[INFO] 2021-02-02 01:13:16 > Step: 146500 Progress: 46.9% Elapsed: 1 day, 12:13:20 temperature: 1.0 ada_p: 0.557645 Discriminator_loss: 2.25403 Generator_loss: 2.17294
[INFO] 2021-02-02 01:14:39 > Step: 146600 Progress: 46.9% Elapsed: 1 day, 12:14:43 temperature: 1.0 ada_p: 0.558029 Discriminator_loss: 2.52086 Generator_loss: 2.19362
[INFO] 2021-02-02 01:16:03 > Step: 146700 Progress: 46.9% Elapsed: 1 day, 12:16:07 temperature: 1.0 ada_p: 0.558413 Discriminator_loss: 2.30805 Generator_loss: 2.21649
[INFO] 2021-02-02 01:17:26 > Step: 146800 Progress: 47.0% Elapsed: 1 day, 12:17:30 temperature: 1.0 ada_p: 0.558797 Discriminator_loss: 2.43773 Generator_loss: 2.21923
[INFO] 2021-02-02 01:18:50 > Step: 146900 Progress: 47.0% Elapsed: 1 day, 12:18:54 temperature: 1.0 ada_p: 0.559181 Discriminator_loss: 2.35537 Generator_loss: 2.31349
[INFO] 2021-02-02 01:20:13 > Step: 147000 Progress: 47.0% Elapsed: 1 day, 12:20:17 temperature: 1.0 ada_p: 0.559565 Discriminator_loss: 2.38254 Generator_loss: 2.32909
[INFO] 2021-02-02 01:21:36 > Step: 147100 Progress: 47.1% Elapsed: 1 day, 12:21:40 temperature: 1.0 ada_p: 0.559949 Discriminator_loss: 2.35615 Generator_loss: 2.25497
[INFO] 2021-02-02 01:23:00 > Step: 147200 Progress: 47.1% Elapsed: 1 day, 12:23:04 temperature: 1.0 ada_p: 0.560333 Discriminator_loss: 2.34591 Generator_loss: 2.06192
[INFO] 2021-02-02 01:24:25 > Step: 147300 Progress: 47.1% Elapsed: 1 day, 12:24:29 temperature: 1.0 ada_p: 0.560717 Discriminator_loss: 2.37241 Generator_loss: 2.16408
[INFO] 2021-02-02 01:25:45 > Step: 147400 Progress: 47.2% Elapsed: 1 day, 12:25:49 temperature: 1.0 ada_p: 0.561101 Discriminator_loss: 2.39594 Generator_loss: 2.39833
[INFO] 2021-02-02 01:27:03 > Step: 147500 Progress: 47.2% Elapsed: 1 day, 12:27:07 temperature: 1.0 ada_p: 0.561485 Discriminator_loss: 2.27303 Generator_loss: 2.10179
[INFO] 2021-02-02 01:28:31 > Step: 147600 Progress: 47.2% Elapsed: 1 day, 12:28:35 temperature: 1.0 ada_p: 0.561869 Discriminator_loss: 2.28719 Generator_loss: 2.05014
[INFO] 2021-02-02 01:29:54 > Step: 147700 Progress: 47.3% Elapsed: 1 day, 12:29:58 temperature: 1.0 ada_p: 0.562253 Discriminator_loss: 2.30003 Generator_loss: 2.16184
[INFO] 2021-02-02 01:31:18 > Step: 147800 Progress: 47.3% Elapsed: 1 day, 12:31:22 temperature: 1.0 ada_p: 0.562637 Discriminator_loss: 2.32954 Generator_loss: 2.15206
[INFO] 2021-02-02 01:32:40 > Step: 147900 Progress: 47.3% Elapsed: 1 day, 12:32:44 temperature: 1.0 ada_p: 0.563021 Discriminator_loss: 2.44696 Generator_loss: 2.20642
[INFO] 2021-02-02 01:34:03 > Step: 148000 Progress: 47.4% Elapsed: 1 day, 12:34:07 temperature: 1.0 ada_p: 0.563405 Discriminator_loss: 2.37804 Generator_loss: 2.18368
[INFO] 2021-02-02 01:34:03 > Start Evaluation (148000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 01:34:03 > Calculating FID Score....
[INFO] 2021-02-02 01:34:31 > Calculating Inception Score....
[INFO] 2021-02-02 01:34:48 > Calculate F_beta Score....
[INFO] 2021-02-02 01:35:45 > Calculate Accuracies....
[INFO] 2021-02-02 01:35:52 > Calculate Accuracies....
[INFO] 2021-02-02 01:35:54 > F_8 score (Step: 148000, Using test images): 0.964215743123144
[INFO] 2021-02-02 01:35:54 > F_1/8 score (Step: 148000, Using test images): 0.9903144177389573
[INFO] 2021-02-02 01:35:54 > FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 01:35:54 > Inception score (Step: 148000, 10000 generated images): 9.41070556640625
[INFO] 2021-02-02 01:35:54 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 01:35:54 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 01:37:17 > Step: 148100 Progress: 47.4% Elapsed: 1 day, 12:37:21 temperature: 1.0 ada_p: 0.563789 Discriminator_loss: 2.34421 Generator_loss: 2.20542
[INFO] 2021-02-02 01:38:40 > Step: 148200 Progress: 47.4% Elapsed: 1 day, 12:38:44 temperature: 1.0 ada_p: 0.564173 Discriminator_loss: 2.35711 Generator_loss: 2.2247
[INFO] 2021-02-02 01:40:15 > Step: 148300 Progress: 47.5% Elapsed: 1 day, 12:40:19 temperature: 1.0 ada_p: 0.564557 Discriminator_loss: 2.49314 Generator_loss: 2.32713
[INFO] 2021-02-02 01:41:44 > Step: 148400 Progress: 47.5% Elapsed: 1 day, 12:41:48 temperature: 1.0 ada_p: 0.564941 Discriminator_loss: 2.27715 Generator_loss: 2.1168
[INFO] 2021-02-02 01:43:08 > Step: 148500 Progress: 47.5% Elapsed: 1 day, 12:43:12 temperature: 1.0 ada_p: 0.565325 Discriminator_loss: 2.34808 Generator_loss: 2.08699
[INFO] 2021-02-02 01:44:31 > Step: 148600 Progress: 47.6% Elapsed: 1 day, 12:44:35 temperature: 1.0 ada_p: 0.565709 Discriminator_loss: 2.16872 Generator_loss: 2.16092
[INFO] 2021-02-02 01:46:02 > Step: 148700 Progress: 47.6% Elapsed: 1 day, 12:46:06 temperature: 1.0 ada_p: 0.566093 Discriminator_loss: 2.29971 Generator_loss: 2.17333
[INFO] 2021-02-02 01:47:29 > Step: 148800 Progress: 47.6% Elapsed: 1 day, 12:47:33 temperature: 1.0 ada_p: 0.566477 Discriminator_loss: 2.3781 Generator_loss: 2.15263
[INFO] 2021-02-02 01:48:59 > Step: 148900 Progress: 47.6% Elapsed: 1 day, 12:49:03 temperature: 1.0 ada_p: 0.566861 Discriminator_loss: 2.40477 Generator_loss: 2.22458
[INFO] 2021-02-02 01:50:30 > Step: 149000 Progress: 47.7% Elapsed: 1 day, 12:50:34 temperature: 1.0 ada_p: 0.567245 Discriminator_loss: 2.40704 Generator_loss: 2.05347
[INFO] 2021-02-02 01:51:53 > Step: 149100 Progress: 47.7% Elapsed: 1 day, 12:51:57 temperature: 1.0 ada_p: 0.567629 Discriminator_loss: 2.2484 Generator_loss: 2.12556
[INFO] 2021-02-02 01:53:14 > Step: 149200 Progress: 47.7% Elapsed: 1 day, 12:53:17 temperature: 1.0 ada_p: 0.568013 Discriminator_loss: 2.33695 Generator_loss: 2.28129
[INFO] 2021-02-02 01:54:31 > Step: 149300 Progress: 47.8% Elapsed: 1 day, 12:54:35 temperature: 1.0 ada_p: 0.568397 Discriminator_loss: 2.43676 Generator_loss: 2.26244
[INFO] 2021-02-02 01:55:56 > Step: 149400 Progress: 47.8% Elapsed: 1 day, 12:56:00 temperature: 1.0 ada_p: 0.568781 Discriminator_loss: 2.45621 Generator_loss: 2.14439
[INFO] 2021-02-02 01:57:23 > Step: 149500 Progress: 47.8% Elapsed: 1 day, 12:57:27 temperature: 1.0 ada_p: 0.569165 Discriminator_loss: 2.31277 Generator_loss: 2.25371
[INFO] 2021-02-02 01:58:46 > Step: 149600 Progress: 47.9% Elapsed: 1 day, 12:58:50 temperature: 1.0 ada_p: 0.569549 Discriminator_loss: 2.43265 Generator_loss: 2.22943
[INFO] 2021-02-02 02:00:11 > Step: 149700 Progress: 47.9% Elapsed: 1 day, 13:00:15 temperature: 1.0 ada_p: 0.569933 Discriminator_loss: 2.36377 Generator_loss: 2.09912
[INFO] 2021-02-02 02:01:34 > Step: 149800 Progress: 47.9% Elapsed: 1 day, 13:01:38 temperature: 1.0 ada_p: 0.570317 Discriminator_loss: 2.45136 Generator_loss: 2.12873
[INFO] 2021-02-02 02:02:57 > Step: 149900 Progress: 48.0% Elapsed: 1 day, 13:03:01 temperature: 1.0 ada_p: 0.570701 Discriminator_loss: 2.43071 Generator_loss: 2.26948
[INFO] 2021-02-02 02:04:20 > Step: 150000 Progress: 48.0% Elapsed: 1 day, 13:04:24 temperature: 1.0 ada_p: 0.571085 Discriminator_loss: 2.47406 Generator_loss: 2.06923
[INFO] 2021-02-02 02:04:20 > Start Evaluation (150000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 02:04:20 > Calculating FID Score....
[INFO] 2021-02-02 02:04:48 > Calculating Inception Score....
[INFO] 2021-02-02 02:05:05 > Calculate F_beta Score....
[INFO] 2021-02-02 02:06:00 > Calculate Accuracies....
[INFO] 2021-02-02 02:06:06 > Calculate Accuracies....
[INFO] 2021-02-02 02:06:08 > F_8 score (Step: 150000, Using test images): 0.9440218678686872
[INFO] 2021-02-02 02:06:08 > F_1/8 score (Step: 150000, Using test images): 0.991052772303238
[INFO] 2021-02-02 02:06:08 > FID score (Step: 150000, Using test moments): 10.927482603348551
[INFO] 2021-02-02 02:06:08 > Inception score (Step: 150000, 10000 generated images): 9.540879249572754
[INFO] 2021-02-02 02:06:08 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 02:06:09 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 02:07:31 > Step: 150100 Progress: 48.0% Elapsed: 1 day, 13:07:35 temperature: 1.0 ada_p: 0.571469 Discriminator_loss: 2.3731 Generator_loss: 2.19178
[INFO] 2021-02-02 02:08:57 > Step: 150200 Progress: 48.1% Elapsed: 1 day, 13:09:01 temperature: 1.0 ada_p: 0.571853 Discriminator_loss: 2.44292 Generator_loss: 2.12228
[INFO] 2021-02-02 02:10:20 > Step: 150300 Progress: 48.1% Elapsed: 1 day, 13:10:24 temperature: 1.0 ada_p: 0.572237 Discriminator_loss: 2.39908 Generator_loss: 2.26416
[INFO] 2021-02-02 02:11:44 > Step: 150400 Progress: 48.1% Elapsed: 1 day, 13:11:48 temperature: 1.0 ada_p: 0.572621 Discriminator_loss: 2.37509 Generator_loss: 2.2652
[INFO] 2021-02-02 02:13:07 > Step: 150500 Progress: 48.2% Elapsed: 1 day, 13:13:11 temperature: 1.0 ada_p: 0.573005 Discriminator_loss: 2.39767 Generator_loss: 2.3716
[INFO] 2021-02-02 02:14:32 > Step: 150600 Progress: 48.2% Elapsed: 1 day, 13:14:36 temperature: 1.0 ada_p: 0.573389 Discriminator_loss: 2.27427 Generator_loss: 2.14955
[INFO] 2021-02-02 02:15:54 > Step: 150700 Progress: 48.2% Elapsed: 1 day, 13:15:58 temperature: 1.0 ada_p: 0.573773 Discriminator_loss: 2.42016 Generator_loss: 2.35613
[INFO] 2021-02-02 02:17:18 > Step: 150800 Progress: 48.3% Elapsed: 1 day, 13:17:22 temperature: 1.0 ada_p: 0.574157 Discriminator_loss: 2.43245 Generator_loss: 2.12001
[INFO] 2021-02-02 02:18:41 > Step: 150900 Progress: 48.3% Elapsed: 1 day, 13:18:45 temperature: 1.0 ada_p: 0.574541 Discriminator_loss: 2.37839 Generator_loss: 2.22346
[INFO] 2021-02-02 02:20:04 > Step: 151000 Progress: 48.3% Elapsed: 1 day, 13:20:08 temperature: 1.0 ada_p: 0.574925 Discriminator_loss: 2.39418 Generator_loss: 2.41445
[INFO] 2021-02-02 02:21:20 > Step: 151100 Progress: 48.4% Elapsed: 1 day, 13:21:24 temperature: 1.0 ada_p: 0.575309 Discriminator_loss: 2.40577 Generator_loss: 2.28678
[INFO] 2021-02-02 02:22:39 > Step: 151200 Progress: 48.4% Elapsed: 1 day, 13:22:43 temperature: 1.0 ada_p: 0.575693 Discriminator_loss: 2.27193 Generator_loss: 2.3027
[INFO] 2021-02-02 02:24:02 > Step: 151300 Progress: 48.4% Elapsed: 1 day, 13:24:06 temperature: 1.0 ada_p: 0.576077 Discriminator_loss: 2.45162 Generator_loss: 2.27085
[INFO] 2021-02-02 02:25:26 > Step: 151400 Progress: 48.4% Elapsed: 1 day, 13:25:30 temperature: 1.0 ada_p: 0.576461 Discriminator_loss: 2.46005 Generator_loss: 2.25846
[INFO] 2021-02-02 02:27:00 > Step: 151500 Progress: 48.5% Elapsed: 1 day, 13:27:04 temperature: 1.0 ada_p: 0.576845 Discriminator_loss: 2.33094 Generator_loss: 2.29149
[INFO] 2021-02-02 02:28:31 > Step: 151600 Progress: 48.5% Elapsed: 1 day, 13:28:35 temperature: 1.0 ada_p: 0.577229 Discriminator_loss: 2.30331 Generator_loss: 2.15608
[INFO] 2021-02-02 02:30:01 > Step: 151700 Progress: 48.5% Elapsed: 1 day, 13:30:05 temperature: 1.0 ada_p: 0.577613 Discriminator_loss: 2.49145 Generator_loss: 2.16745
[INFO] 2021-02-02 02:31:25 > Step: 151800 Progress: 48.6% Elapsed: 1 day, 13:31:29 temperature: 1.0 ada_p: 0.577997 Discriminator_loss: 2.38047 Generator_loss: 2.27258
[INFO] 2021-02-02 02:32:48 > Step: 151900 Progress: 48.6% Elapsed: 1 day, 13:32:52 temperature: 1.0 ada_p: 0.578381 Discriminator_loss: 2.39739 Generator_loss: 2.28978
[INFO] 2021-02-02 02:34:12 > Step: 152000 Progress: 48.6% Elapsed: 1 day, 13:34:16 temperature: 1.0 ada_p: 0.578765 Discriminator_loss: 2.49188 Generator_loss: 2.20907
[INFO] 2021-02-02 02:34:12 > Start Evaluation (152000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 02:34:12 > Calculating FID Score....
[INFO] 2021-02-02 02:34:40 > Calculating Inception Score....
[INFO] 2021-02-02 02:34:57 > Calculate F_beta Score....
[INFO] 2021-02-02 02:35:55 > Calculate Accuracies....
[INFO] 2021-02-02 02:36:02 > Calculate Accuracies....
[INFO] 2021-02-02 02:36:04 > F_8 score (Step: 152000, Using test images): 0.9518775722396514
[INFO] 2021-02-02 02:36:04 > F_1/8 score (Step: 152000, Using test images): 0.9902336538739566
[INFO] 2021-02-02 02:36:04 > FID score (Step: 152000, Using test moments): 11.13491229265702
[INFO] 2021-02-02 02:36:04 > Inception score (Step: 152000, 10000 generated images): 9.428169250488281
[INFO] 2021-02-02 02:36:04 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 02:36:04 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 02:37:36 > Step: 152100 Progress: 48.7% Elapsed: 1 day, 13:37:40 temperature: 1.0 ada_p: 0.579149 Discriminator_loss: 2.50827 Generator_loss: 2.18587
[INFO] 2021-02-02 02:39:09 > Step: 152200 Progress: 48.7% Elapsed: 1 day, 13:39:13 temperature: 1.0 ada_p: 0.579533 Discriminator_loss: 2.38415 Generator_loss: 2.25087
[INFO] 2021-02-02 02:40:37 > Step: 152300 Progress: 48.7% Elapsed: 1 day, 13:40:41 temperature: 1.0 ada_p: 0.579917 Discriminator_loss: 2.44584 Generator_loss: 2.25075
[INFO] 2021-02-02 02:41:59 > Step: 152400 Progress: 48.8% Elapsed: 1 day, 13:42:03 temperature: 1.0 ada_p: 0.580301 Discriminator_loss: 2.3577 Generator_loss: 2.13282
[INFO] 2021-02-02 02:43:29 > Step: 152500 Progress: 48.8% Elapsed: 1 day, 13:43:33 temperature: 1.0 ada_p: 0.580685 Discriminator_loss: 2.37459 Generator_loss: 2.19232
[INFO] 2021-02-02 02:44:55 > Step: 152600 Progress: 48.8% Elapsed: 1 day, 13:44:59 temperature: 1.0 ada_p: 0.581069 Discriminator_loss: 2.33727 Generator_loss: 2.24314
[INFO] 2021-02-02 02:46:19 > Step: 152700 Progress: 48.9% Elapsed: 1 day, 13:46:23 temperature: 1.0 ada_p: 0.581453 Discriminator_loss: 2.27848 Generator_loss: 2.17292
[INFO] 2021-02-02 02:47:42 > Step: 152800 Progress: 48.9% Elapsed: 1 day, 13:47:46 temperature: 1.0 ada_p: 0.581837 Discriminator_loss: 2.49371 Generator_loss: 2.1975
[INFO] 2021-02-02 02:48:58 > Step: 152900 Progress: 48.9% Elapsed: 1 day, 13:49:02 temperature: 1.0 ada_p: 0.582221 Discriminator_loss: 2.47354 Generator_loss: 1.96634
[INFO] 2021-02-02 02:50:19 > Step: 153000 Progress: 49.0% Elapsed: 1 day, 13:50:23 temperature: 1.0 ada_p: 0.582605 Discriminator_loss: 2.36927 Generator_loss: 2.21906
[INFO] 2021-02-02 02:51:42 > Step: 153100 Progress: 49.0% Elapsed: 1 day, 13:51:46 temperature: 1.0 ada_p: 0.582989 Discriminator_loss: 2.43431 Generator_loss: 2.25336
[INFO] 2021-02-02 02:53:05 > Step: 153200 Progress: 49.0% Elapsed: 1 day, 13:53:09 temperature: 1.0 ada_p: 0.583373 Discriminator_loss: 2.39906 Generator_loss: 2.30303
[INFO] 2021-02-02 02:54:30 > Step: 153300 Progress: 49.1% Elapsed: 1 day, 13:54:34 temperature: 1.0 ada_p: 0.583757 Discriminator_loss: 2.35747 Generator_loss: 2.14382
[INFO] 2021-02-02 02:55:53 > Step: 153400 Progress: 49.1% Elapsed: 1 day, 13:55:57 temperature: 1.0 ada_p: 0.584141 Discriminator_loss: 2.34191 Generator_loss: 2.26604
[INFO] 2021-02-02 02:57:18 > Step: 153500 Progress: 49.1% Elapsed: 1 day, 13:57:22 temperature: 1.0 ada_p: 0.584525 Discriminator_loss: 2.31821 Generator_loss: 2.10835
[INFO] 2021-02-02 02:58:41 > Step: 153600 Progress: 49.2% Elapsed: 1 day, 13:58:44 temperature: 1.0 ada_p: 0.584909 Discriminator_loss: 2.43567 Generator_loss: 2.2046
[INFO] 2021-02-02 03:00:03 > Step: 153700 Progress: 49.2% Elapsed: 1 day, 14:00:07 temperature: 1.0 ada_p: 0.585293 Discriminator_loss: 2.36249 Generator_loss: 2.2554
[INFO] 2021-02-02 03:01:27 > Step: 153800 Progress: 49.2% Elapsed: 1 day, 14:01:31 temperature: 1.0 ada_p: 0.585677 Discriminator_loss: 2.32779 Generator_loss: 2.22463
[INFO] 2021-02-02 03:02:51 > Step: 153900 Progress: 49.2% Elapsed: 1 day, 14:02:55 temperature: 1.0 ada_p: 0.586061 Discriminator_loss: 2.44034 Generator_loss: 2.13407
[INFO] 2021-02-02 03:04:14 > Step: 154000 Progress: 49.3% Elapsed: 1 day, 14:04:18 temperature: 1.0 ada_p: 0.586445 Discriminator_loss: 2.30965 Generator_loss: 2.25713
[INFO] 2021-02-02 03:04:14 > Start Evaluation (154000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 03:04:14 > Calculating FID Score....
[INFO] 2021-02-02 03:04:41 > Calculating Inception Score....
[INFO] 2021-02-02 03:04:58 > Calculate F_beta Score....
[INFO] 2021-02-02 03:05:54 > Calculate Accuracies....
[INFO] 2021-02-02 03:06:01 > Calculate Accuracies....
[INFO] 2021-02-02 03:06:03 > F_8 score (Step: 154000, Using test images): 0.9604608933901351
[INFO] 2021-02-02 03:06:03 > F_1/8 score (Step: 154000, Using test images): 0.9904588346300874
[INFO] 2021-02-02 03:06:03 > FID score (Step: 154000, Using test moments): 10.904077595335707
[INFO] 2021-02-02 03:06:03 > Inception score (Step: 154000, 10000 generated images): 9.271401405334473
[INFO] 2021-02-02 03:06:03 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 03:06:03 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 03:07:26 > Step: 154100 Progress: 49.3% Elapsed: 1 day, 14:07:30 temperature: 1.0 ada_p: 0.586829 Discriminator_loss: 2.29145 Generator_loss: 2.08035
[INFO] 2021-02-02 03:08:49 > Step: 154200 Progress: 49.3% Elapsed: 1 day, 14:08:53 temperature: 1.0 ada_p: 0.587213 Discriminator_loss: 2.36118 Generator_loss: 2.24359
[INFO] 2021-02-02 03:10:12 > Step: 154300 Progress: 49.4% Elapsed: 1 day, 14:10:16 temperature: 1.0 ada_p: 0.587597 Discriminator_loss: 2.27548 Generator_loss: 2.23887
[INFO] 2021-02-02 03:11:39 > Step: 154400 Progress: 49.4% Elapsed: 1 day, 14:11:43 temperature: 1.0 ada_p: 0.587981 Discriminator_loss: 2.42939 Generator_loss: 2.17231
[INFO] 2021-02-02 03:13:06 > Step: 154500 Progress: 49.4% Elapsed: 1 day, 14:13:10 temperature: 1.0 ada_p: 0.588365 Discriminator_loss: 2.41352 Generator_loss: 2.19626
[INFO] 2021-02-02 03:14:38 > Step: 154600 Progress: 49.5% Elapsed: 1 day, 14:14:42 temperature: 1.0 ada_p: 0.588749 Discriminator_loss: 2.40107 Generator_loss: 2.31752
[INFO] 2021-02-02 03:15:54 > Step: 154700 Progress: 49.5% Elapsed: 1 day, 14:15:58 temperature: 1.0 ada_p: 0.589127 Discriminator_loss: 2.35 Generator_loss: 2.34614
[INFO] 2021-02-02 03:17:16 > Step: 154800 Progress: 49.5% Elapsed: 1 day, 14:17:20 temperature: 1.0 ada_p: 0.589511 Discriminator_loss: 2.38724 Generator_loss: 2.26927
[INFO] 2021-02-02 03:18:39 > Step: 154900 Progress: 49.6% Elapsed: 1 day, 14:18:43 temperature: 1.0 ada_p: 0.589895 Discriminator_loss: 2.34182 Generator_loss: 2.12168
[INFO] 2021-02-02 03:20:05 > Step: 155000 Progress: 49.6% Elapsed: 1 day, 14:20:09 temperature: 1.0 ada_p: 0.590279 Discriminator_loss: 2.47287 Generator_loss: 2.21325
[INFO] 2021-02-02 03:21:29 > Step: 155100 Progress: 49.6% Elapsed: 1 day, 14:21:33 temperature: 1.0 ada_p: 0.590663 Discriminator_loss: 2.35903 Generator_loss: 2.19753
[INFO] 2021-02-02 03:22:52 > Step: 155200 Progress: 49.7% Elapsed: 1 day, 14:22:56 temperature: 1.0 ada_p: 0.591047 Discriminator_loss: 2.3656 Generator_loss: 2.28764
[INFO] 2021-02-02 03:24:16 > Step: 155300 Progress: 49.7% Elapsed: 1 day, 14:24:20 temperature: 1.0 ada_p: 0.591431 Discriminator_loss: 2.38313 Generator_loss: 2.24382
[INFO] 2021-02-02 03:25:39 > Step: 155400 Progress: 49.7% Elapsed: 1 day, 14:25:43 temperature: 1.0 ada_p: 0.591815 Discriminator_loss: 2.30951 Generator_loss: 2.16835
[INFO] 2021-02-02 03:27:03 > Step: 155500 Progress: 49.8% Elapsed: 1 day, 14:27:07 temperature: 1.0 ada_p: 0.592199 Discriminator_loss: 2.30107 Generator_loss: 2.30027
[INFO] 2021-02-02 03:28:26 > Step: 155600 Progress: 49.8% Elapsed: 1 day, 14:28:30 temperature: 1.0 ada_p: 0.592583 Discriminator_loss: 2.46036 Generator_loss: 2.09841
[INFO] 2021-02-02 03:29:50 > Step: 155700 Progress: 49.8% Elapsed: 1 day, 14:29:54 temperature: 1.0 ada_p: 0.592967 Discriminator_loss: 2.39149 Generator_loss: 2.28
[INFO] 2021-02-02 03:31:13 > Step: 155800 Progress: 49.9% Elapsed: 1 day, 14:31:17 temperature: 1.0 ada_p: 0.593351 Discriminator_loss: 2.44726 Generator_loss: 2.15556
[INFO] 2021-02-02 03:32:38 > Step: 155900 Progress: 49.9% Elapsed: 1 day, 14:32:42 temperature: 1.0 ada_p: 0.593729 Discriminator_loss: 2.37265 Generator_loss: 2.25498
[INFO] 2021-02-02 03:34:01 > Step: 156000 Progress: 49.9% Elapsed: 1 day, 14:34:05 temperature: 1.0 ada_p: 0.594113 Discriminator_loss: 2.47823 Generator_loss: 2.21121
[INFO] 2021-02-02 03:34:01 > Start Evaluation (156000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 03:34:01 > Calculating FID Score....
[INFO] 2021-02-02 03:34:29 > Calculating Inception Score....
[INFO] 2021-02-02 03:34:46 > Calculate F_beta Score....
[INFO] 2021-02-02 03:35:41 > Calculate Accuracies....
[INFO] 2021-02-02 03:35:48 > Calculate Accuracies....
[INFO] 2021-02-02 03:35:49 > F_8 score (Step: 156000, Using test images): 0.9607814900137929
[INFO] 2021-02-02 03:35:49 > F_1/8 score (Step: 156000, Using test images): 0.989808842060645
[INFO] 2021-02-02 03:35:49 > FID score (Step: 156000, Using test moments): 11.110267311943403
[INFO] 2021-02-02 03:35:49 > Inception score (Step: 156000, 10000 generated images): 9.376487731933594
[INFO] 2021-02-02 03:35:49 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 03:35:50 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 03:37:12 > Step: 156100 Progress: 50.0% Elapsed: 1 day, 14:37:16 temperature: 1.0 ada_p: 0.594497 Discriminator_loss: 2.39062 Generator_loss: 2.32845
[INFO] 2021-02-02 03:38:38 > Step: 156200 Progress: 50.0% Elapsed: 1 day, 14:38:42 temperature: 1.0 ada_p: 0.594881 Discriminator_loss: 2.50229 Generator_loss: 2.12275
[INFO] 2021-02-02 03:40:02 > Step: 156300 Progress: 50.0% Elapsed: 1 day, 14:40:06 temperature: 1.0 ada_p: 0.595265 Discriminator_loss: 2.36346 Generator_loss: 2.22447
[INFO] 2021-02-02 03:41:25 > Step: 156400 Progress: 50.0% Elapsed: 1 day, 14:41:29 temperature: 1.0 ada_p: 0.595649 Discriminator_loss: 2.36329 Generator_loss: 2.17469
[INFO] 2021-02-02 03:42:47 > Step: 156500 Progress: 50.1% Elapsed: 1 day, 14:42:51 temperature: 1.0 ada_p: 0.596033 Discriminator_loss: 2.38758 Generator_loss: 2.08447
[INFO] 2021-02-02 03:44:04 > Step: 156600 Progress: 50.1% Elapsed: 1 day, 14:44:08 temperature: 1.0 ada_p: 0.596417 Discriminator_loss: 2.24635 Generator_loss: 2.23332
[INFO] 2021-02-02 03:45:27 > Step: 156700 Progress: 50.1% Elapsed: 1 day, 14:45:31 temperature: 1.0 ada_p: 0.596801 Discriminator_loss: 2.34016 Generator_loss: 1.94692
[INFO] 2021-02-02 03:46:49 > Step: 156800 Progress: 50.2% Elapsed: 1 day, 14:46:53 temperature: 1.0 ada_p: 0.597185 Discriminator_loss: 2.33412 Generator_loss: 2.19341
[INFO] 2021-02-02 03:48:12 > Step: 156900 Progress: 50.2% Elapsed: 1 day, 14:48:16 temperature: 1.0 ada_p: 0.597569 Discriminator_loss: 2.34163 Generator_loss: 2.16134
[INFO] 2021-02-02 03:49:38 > Step: 157000 Progress: 50.2% Elapsed: 1 day, 14:49:42 temperature: 1.0 ada_p: 0.597953 Discriminator_loss: 2.47282 Generator_loss: 2.22301
[INFO] 2021-02-02 03:51:01 > Step: 157100 Progress: 50.3% Elapsed: 1 day, 14:51:05 temperature: 1.0 ada_p: 0.598337 Discriminator_loss: 2.52404 Generator_loss: 2.07986
[INFO] 2021-02-02 03:52:25 > Step: 157200 Progress: 50.3% Elapsed: 1 day, 14:52:29 temperature: 1.0 ada_p: 0.598721 Discriminator_loss: 2.44534 Generator_loss: 2.15178
[INFO] 2021-02-02 03:53:48 > Step: 157300 Progress: 50.3% Elapsed: 1 day, 14:53:52 temperature: 1.0 ada_p: 0.599105 Discriminator_loss: 2.35506 Generator_loss: 2.38777
[INFO] 2021-02-02 03:55:11 > Step: 157400 Progress: 50.4% Elapsed: 1 day, 14:55:15 temperature: 1.0 ada_p: 0.599489 Discriminator_loss: 2.4314 Generator_loss: 2.01317
[INFO] 2021-02-02 03:56:36 > Step: 157500 Progress: 50.4% Elapsed: 1 day, 14:56:40 temperature: 1.0 ada_p: 0.599873 Discriminator_loss: 2.38108 Generator_loss: 2.34509
[INFO] 2021-02-02 03:57:59 > Step: 157600 Progress: 50.4% Elapsed: 1 day, 14:58:03 temperature: 1.0 ada_p: 0.600257 Discriminator_loss: 2.31742 Generator_loss: 2.17376
[INFO] 2021-02-02 03:59:26 > Step: 157700 Progress: 50.5% Elapsed: 1 day, 14:59:30 temperature: 1.0 ada_p: 0.600641 Discriminator_loss: 2.40039 Generator_loss: 2.07279
[INFO] 2021-02-02 04:00:54 > Step: 157800 Progress: 50.5% Elapsed: 1 day, 15:00:58 temperature: 1.0 ada_p: 0.601025 Discriminator_loss: 2.34829 Generator_loss: 2.19208
[INFO] 2021-02-02 04:02:19 > Step: 157900 Progress: 50.5% Elapsed: 1 day, 15:02:23 temperature: 1.0 ada_p: 0.601409 Discriminator_loss: 2.4175 Generator_loss: 2.1796
[INFO] 2021-02-02 04:03:47 > Step: 158000 Progress: 50.6% Elapsed: 1 day, 15:03:51 temperature: 1.0 ada_p: 0.601793 Discriminator_loss: 2.20321 Generator_loss: 2.0575
[INFO] 2021-02-02 04:03:47 > Start Evaluation (158000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 04:03:47 > Calculating FID Score....
[INFO] 2021-02-02 04:04:15 > Calculating Inception Score....
[INFO] 2021-02-02 04:04:32 > Calculate F_beta Score....
[INFO] 2021-02-02 04:05:28 > Calculate Accuracies....
[INFO] 2021-02-02 04:05:35 > Calculate Accuracies....
[INFO] 2021-02-02 04:05:36 > F_8 score (Step: 158000, Using test images): 0.9456928174088002
[INFO] 2021-02-02 04:05:36 > F_1/8 score (Step: 158000, Using test images): 0.9893224212341356
[INFO] 2021-02-02 04:05:36 > FID score (Step: 158000, Using test moments): 11.175340261165275
[INFO] 2021-02-02 04:05:36 > Inception score (Step: 158000, 10000 generated images): 9.522045135498047
[INFO] 2021-02-02 04:05:36 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 04:05:37 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 04:07:01 > Step: 158100 Progress: 50.6% Elapsed: 1 day, 15:07:05 temperature: 1.0 ada_p: 0.602177 Discriminator_loss: 2.39463 Generator_loss: 2.26478
[INFO] 2021-02-02 04:08:24 > Step: 158200 Progress: 50.6% Elapsed: 1 day, 15:08:28 temperature: 1.0 ada_p: 0.602561 Discriminator_loss: 2.46802 Generator_loss: 2.32532
[INFO] 2021-02-02 04:09:48 > Step: 158300 Progress: 50.7% Elapsed: 1 day, 15:09:52 temperature: 1.0 ada_p: 0.602945 Discriminator_loss: 2.40676 Generator_loss: 1.97688
[INFO] 2021-02-02 04:11:04 > Step: 158400 Progress: 50.7% Elapsed: 1 day, 15:11:08 temperature: 1.0 ada_p: 0.603329 Discriminator_loss: 2.39086 Generator_loss: 2.12566
[INFO] 2021-02-02 04:12:21 > Step: 158500 Progress: 50.7% Elapsed: 1 day, 15:12:25 temperature: 1.0 ada_p: 0.603713 Discriminator_loss: 2.52977 Generator_loss: 2.25069
[INFO] 2021-02-02 04:13:44 > Step: 158600 Progress: 50.8% Elapsed: 1 day, 15:13:48 temperature: 1.0 ada_p: 0.604097 Discriminator_loss: 2.4106 Generator_loss: 2.20082
[INFO] 2021-02-02 04:15:13 > Step: 158700 Progress: 50.8% Elapsed: 1 day, 15:15:17 temperature: 1.0 ada_p: 0.604481 Discriminator_loss: 2.51109 Generator_loss: 2.20415
[INFO] 2021-02-02 04:16:43 > Step: 158800 Progress: 50.8% Elapsed: 1 day, 15:16:47 temperature: 1.0 ada_p: 0.604865 Discriminator_loss: 2.36245 Generator_loss: 2.22038
[INFO] 2021-02-02 04:18:15 > Step: 158900 Progress: 50.8% Elapsed: 1 day, 15:18:19 temperature: 1.0 ada_p: 0.605249 Discriminator_loss: 2.43379 Generator_loss: 2.05695
[INFO] 2021-02-02 04:19:48 > Step: 159000 Progress: 50.9% Elapsed: 1 day, 15:19:52 temperature: 1.0 ada_p: 0.605633 Discriminator_loss: 2.34759 Generator_loss: 2.26773
[INFO] 2021-02-02 04:21:27 > Step: 159100 Progress: 50.9% Elapsed: 1 day, 15:21:31 temperature: 1.0 ada_p: 0.606017 Discriminator_loss: 2.49505 Generator_loss: 2.32354
[INFO] 2021-02-02 04:23:01 > Step: 159200 Progress: 50.9% Elapsed: 1 day, 15:23:05 temperature: 1.0 ada_p: 0.606401 Discriminator_loss: 2.3575 Generator_loss: 2.21904
[INFO] 2021-02-02 04:24:33 > Step: 159300 Progress: 51.0% Elapsed: 1 day, 15:24:37 temperature: 1.0 ada_p: 0.606785 Discriminator_loss: 2.41828 Generator_loss: 2.13451
[INFO] 2021-02-02 04:26:05 > Step: 159400 Progress: 51.0% Elapsed: 1 day, 15:26:09 temperature: 1.0 ada_p: 0.607169 Discriminator_loss: 2.31787 Generator_loss: 2.25641
[INFO] 2021-02-02 04:27:38 > Step: 159500 Progress: 51.0% Elapsed: 1 day, 15:27:42 temperature: 1.0 ada_p: 0.607553 Discriminator_loss: 2.41413 Generator_loss: 2.07401
[INFO] 2021-02-02 04:29:06 > Step: 159600 Progress: 51.1% Elapsed: 1 day, 15:29:10 temperature: 1.0 ada_p: 0.607937 Discriminator_loss: 2.33436 Generator_loss: 2.06004
[INFO] 2021-02-02 04:30:30 > Step: 159700 Progress: 51.1% Elapsed: 1 day, 15:30:34 temperature: 1.0 ada_p: 0.608321 Discriminator_loss: 2.46331 Generator_loss: 2.1146
[INFO] 2021-02-02 04:31:54 > Step: 159800 Progress: 51.1% Elapsed: 1 day, 15:31:58 temperature: 1.0 ada_p: 0.608705 Discriminator_loss: 2.38771 Generator_loss: 2.19273
[INFO] 2021-02-02 04:33:17 > Step: 159900 Progress: 51.2% Elapsed: 1 day, 15:33:21 temperature: 1.0 ada_p: 0.609089 Discriminator_loss: 2.49993 Generator_loss: 2.18764
[INFO] 2021-02-02 04:34:41 > Step: 160000 Progress: 51.2% Elapsed: 1 day, 15:34:45 temperature: 1.0 ada_p: 0.609466 Discriminator_loss: 2.28932 Generator_loss: 2.27666
[INFO] 2021-02-02 04:34:41 > Start Evaluation (160000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 04:34:41 > Calculating FID Score....
[INFO] 2021-02-02 04:35:09 > Calculating Inception Score....
[INFO] 2021-02-02 04:35:26 > Calculate F_beta Score....
[INFO] 2021-02-02 04:36:22 > Calculate Accuracies....
[INFO] 2021-02-02 04:36:28 > Calculate Accuracies....
[INFO] 2021-02-02 04:36:30 > F_8 score (Step: 160000, Using test images): 0.9516426034042477
[INFO] 2021-02-02 04:36:30 > F_1/8 score (Step: 160000, Using test images): 0.9886790561217291
[INFO] 2021-02-02 04:36:30 > FID score (Step: 160000, Using test moments): 11.092927998948312
[INFO] 2021-02-02 04:36:30 > Inception score (Step: 160000, 10000 generated images): 9.311534881591797
[INFO] 2021-02-02 04:36:30 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 04:36:31 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 04:37:54 > Step: 160100 Progress: 51.2% Elapsed: 1 day, 15:37:58 temperature: 1.0 ada_p: 0.60985 Discriminator_loss: 2.45229 Generator_loss: 2.21394
[INFO] 2021-02-02 04:39:08 > Step: 160200 Progress: 51.3% Elapsed: 1 day, 15:39:12 temperature: 1.0 ada_p: 0.610234 Discriminator_loss: 2.25052 Generator_loss: 2.30637
[INFO] 2021-02-02 04:40:27 > Step: 160300 Progress: 51.3% Elapsed: 1 day, 15:40:31 temperature: 1.0 ada_p: 0.610618 Discriminator_loss: 2.38554 Generator_loss: 2.18367
[INFO] 2021-02-02 04:41:50 > Step: 160400 Progress: 51.3% Elapsed: 1 day, 15:41:54 temperature: 1.0 ada_p: 0.611002 Discriminator_loss: 2.34467 Generator_loss: 2.33505
[INFO] 2021-02-02 04:43:13 > Step: 160500 Progress: 51.4% Elapsed: 1 day, 15:43:17 temperature: 1.0 ada_p: 0.611386 Discriminator_loss: 2.25928 Generator_loss: 2.13399
[INFO] 2021-02-02 04:44:36 > Step: 160600 Progress: 51.4% Elapsed: 1 day, 15:44:40 temperature: 1.0 ada_p: 0.61177 Discriminator_loss: 2.48296 Generator_loss: 2.20863
[INFO] 2021-02-02 04:45:59 > Step: 160700 Progress: 51.4% Elapsed: 1 day, 15:46:03 temperature: 1.0 ada_p: 0.612154 Discriminator_loss: 2.35736 Generator_loss: 2.23149
[INFO] 2021-02-02 04:47:22 > Step: 160800 Progress: 51.5% Elapsed: 1 day, 15:47:26 temperature: 1.0 ada_p: 0.612538 Discriminator_loss: 2.34275 Generator_loss: 2.28147
[INFO] 2021-02-02 04:48:45 > Step: 160900 Progress: 51.5% Elapsed: 1 day, 15:48:49 temperature: 1.0 ada_p: 0.612922 Discriminator_loss: 2.45213 Generator_loss: 2.18129
[INFO] 2021-02-02 04:50:09 > Step: 161000 Progress: 51.5% Elapsed: 1 day, 15:50:13 temperature: 1.0 ada_p: 0.613306 Discriminator_loss: 2.38069 Generator_loss: 2.2704
[INFO] 2021-02-02 04:51:34 > Step: 161100 Progress: 51.6% Elapsed: 1 day, 15:51:38 temperature: 1.0 ada_p: 0.61369 Discriminator_loss: 2.42475 Generator_loss: 2.00456
[INFO] 2021-02-02 04:52:58 > Step: 161200 Progress: 51.6% Elapsed: 1 day, 15:53:02 temperature: 1.0 ada_p: 0.614074 Discriminator_loss: 2.35255 Generator_loss: 2.06094
[INFO] 2021-02-02 04:54:21 > Step: 161300 Progress: 51.6% Elapsed: 1 day, 15:54:25 temperature: 1.0 ada_p: 0.614458 Discriminator_loss: 2.38671 Generator_loss: 2.01656
[INFO] 2021-02-02 04:55:44 > Step: 161400 Progress: 51.6% Elapsed: 1 day, 15:55:48 temperature: 1.0 ada_p: 0.614842 Discriminator_loss: 2.35771 Generator_loss: 2.13025
[INFO] 2021-02-02 04:57:07 > Step: 161500 Progress: 51.7% Elapsed: 1 day, 15:57:11 temperature: 1.0 ada_p: 0.615226 Discriminator_loss: 2.40017 Generator_loss: 2.21933
[INFO] 2021-02-02 04:58:30 > Step: 161600 Progress: 51.7% Elapsed: 1 day, 15:58:34 temperature: 1.0 ada_p: 0.61561 Discriminator_loss: 2.35677 Generator_loss: 2.12725
[INFO] 2021-02-02 04:59:55 > Step: 161700 Progress: 51.7% Elapsed: 1 day, 15:59:59 temperature: 1.0 ada_p: 0.615994 Discriminator_loss: 2.31468 Generator_loss: 2.18051
[INFO] 2021-02-02 05:01:18 > Step: 161800 Progress: 51.8% Elapsed: 1 day, 16:01:22 temperature: 1.0 ada_p: 0.616378 Discriminator_loss: 2.40641 Generator_loss: 2.03369
[INFO] 2021-02-02 05:02:43 > Step: 161900 Progress: 51.8% Elapsed: 1 day, 16:02:47 temperature: 1.0 ada_p: 0.616762 Discriminator_loss: 2.38249 Generator_loss: 2.199
[INFO] 2021-02-02 05:04:09 > Step: 162000 Progress: 51.8% Elapsed: 1 day, 16:04:13 temperature: 1.0 ada_p: 0.617146 Discriminator_loss: 2.37848 Generator_loss: 2.13887
[INFO] 2021-02-02 05:04:09 > Start Evaluation (162000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 05:04:09 > Calculating FID Score....
[INFO] 2021-02-02 05:04:37 > Calculating Inception Score....
[INFO] 2021-02-02 05:04:54 > Calculate F_beta Score....
[INFO] 2021-02-02 05:05:51 > Calculate Accuracies....
[INFO] 2021-02-02 05:05:58 > Calculate Accuracies....
[INFO] 2021-02-02 05:06:00 > F_8 score (Step: 162000, Using test images): 0.947305093993816
[INFO] 2021-02-02 05:06:00 > F_1/8 score (Step: 162000, Using test images): 0.989968568701114
[INFO] 2021-02-02 05:06:00 > FID score (Step: 162000, Using test moments): 11.3222577842605
[INFO] 2021-02-02 05:06:00 > Inception score (Step: 162000, 10000 generated images): 9.31440544128418
[INFO] 2021-02-02 05:06:00 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 05:06:00 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 05:07:17 > Step: 162100 Progress: 51.9% Elapsed: 1 day, 16:07:21 temperature: 1.0 ada_p: 0.61753 Discriminator_loss: 2.24639 Generator_loss: 2.30226
[INFO] 2021-02-02 05:08:38 > Step: 162200 Progress: 51.9% Elapsed: 1 day, 16:08:42 temperature: 1.0 ada_p: 0.617914 Discriminator_loss: 2.38044 Generator_loss: 2.21203
[INFO] 2021-02-02 05:10:01 > Step: 162300 Progress: 51.9% Elapsed: 1 day, 16:10:05 temperature: 1.0 ada_p: 0.618298 Discriminator_loss: 2.44721 Generator_loss: 2.19965
[INFO] 2021-02-02 05:11:23 > Step: 162400 Progress: 52.0% Elapsed: 1 day, 16:11:27 temperature: 1.0 ada_p: 0.618682 Discriminator_loss: 2.418 Generator_loss: 2.25515
[INFO] 2021-02-02 05:12:50 > Step: 162500 Progress: 52.0% Elapsed: 1 day, 16:12:54 temperature: 1.0 ada_p: 0.619066 Discriminator_loss: 2.25235 Generator_loss: 2.1616
[INFO] 2021-02-02 05:14:13 > Step: 162600 Progress: 52.0% Elapsed: 1 day, 16:14:17 temperature: 1.0 ada_p: 0.61945 Discriminator_loss: 2.3585 Generator_loss: 2.05754
[INFO] 2021-02-02 05:15:45 > Step: 162700 Progress: 52.1% Elapsed: 1 day, 16:15:49 temperature: 1.0 ada_p: 0.619834 Discriminator_loss: 2.51118 Generator_loss: 2.29325
[INFO] 2021-02-02 05:17:21 > Step: 162800 Progress: 52.1% Elapsed: 1 day, 16:17:25 temperature: 1.0 ada_p: 0.620218 Discriminator_loss: 2.44019 Generator_loss: 2.06842
[INFO] 2021-02-02 05:18:50 > Step: 162900 Progress: 52.1% Elapsed: 1 day, 16:18:54 temperature: 1.0 ada_p: 0.620602 Discriminator_loss: 2.33926 Generator_loss: 2.20404
[INFO] 2021-02-02 05:20:16 > Step: 163000 Progress: 52.2% Elapsed: 1 day, 16:20:20 temperature: 1.0 ada_p: 0.620986 Discriminator_loss: 2.33205 Generator_loss: 2.27554
[INFO] 2021-02-02 05:21:40 > Step: 163100 Progress: 52.2% Elapsed: 1 day, 16:21:44 temperature: 1.0 ada_p: 0.62137 Discriminator_loss: 2.31128 Generator_loss: 2.13181
[INFO] 2021-02-02 05:23:03 > Step: 163200 Progress: 52.2% Elapsed: 1 day, 16:23:07 temperature: 1.0 ada_p: 0.621754 Discriminator_loss: 2.60521 Generator_loss: 2.16607
[INFO] 2021-02-02 05:24:27 > Step: 163300 Progress: 52.3% Elapsed: 1 day, 16:24:31 temperature: 1.0 ada_p: 0.622138 Discriminator_loss: 2.30378 Generator_loss: 2.17063
[INFO] 2021-02-02 05:25:50 > Step: 163400 Progress: 52.3% Elapsed: 1 day, 16:25:54 temperature: 1.0 ada_p: 0.622522 Discriminator_loss: 2.40009 Generator_loss: 2.26562
[INFO] 2021-02-02 05:27:15 > Step: 163500 Progress: 52.3% Elapsed: 1 day, 16:27:19 temperature: 1.0 ada_p: 0.622906 Discriminator_loss: 2.47106 Generator_loss: 2.27988
[INFO] 2021-02-02 05:28:43 > Step: 163600 Progress: 52.4% Elapsed: 1 day, 16:28:47 temperature: 1.0 ada_p: 0.62329 Discriminator_loss: 2.44418 Generator_loss: 2.23044
[INFO] 2021-02-02 05:30:06 > Step: 163700 Progress: 52.4% Elapsed: 1 day, 16:30:10 temperature: 1.0 ada_p: 0.623674 Discriminator_loss: 2.34517 Generator_loss: 2.07673
[INFO] 2021-02-02 05:31:34 > Step: 163800 Progress: 52.4% Elapsed: 1 day, 16:31:38 temperature: 1.0 ada_p: 0.624058 Discriminator_loss: 2.4552 Generator_loss: 2.28029
[INFO] 2021-02-02 05:33:04 > Step: 163900 Progress: 52.4% Elapsed: 1 day, 16:33:08 temperature: 1.0 ada_p: 0.624442 Discriminator_loss: 2.26922 Generator_loss: 2.16367
[INFO] 2021-02-02 05:34:19 > Step: 164000 Progress: 52.5% Elapsed: 1 day, 16:34:23 temperature: 1.0 ada_p: 0.624826 Discriminator_loss: 2.3526 Generator_loss: 2.22116
[INFO] 2021-02-02 05:34:19 > Start Evaluation (164000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 05:34:19 > Calculating FID Score....
[INFO] 2021-02-02 05:34:47 > Calculating Inception Score....
[INFO] 2021-02-02 05:35:04 > Calculate F_beta Score....
[INFO] 2021-02-02 05:35:59 > Calculate Accuracies....
[INFO] 2021-02-02 05:36:06 > Calculate Accuracies....
[INFO] 2021-02-02 05:36:08 > F_8 score (Step: 164000, Using test images): 0.9409530907497029
[INFO] 2021-02-02 05:36:08 > F_1/8 score (Step: 164000, Using test images): 0.9899578345944829
[INFO] 2021-02-02 05:36:08 > FID score (Step: 164000, Using test moments): 11.084773538211948
[INFO] 2021-02-02 05:36:08 > Inception score (Step: 164000, 10000 generated images): 9.382532119750977
[INFO] 2021-02-02 05:36:08 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 05:36:08 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 05:37:31 > Step: 164100 Progress: 52.5% Elapsed: 1 day, 16:37:35 temperature: 1.0 ada_p: 0.62521 Discriminator_loss: 2.46605 Generator_loss: 2.18067
[INFO] 2021-02-02 05:38:54 > Step: 164200 Progress: 52.5% Elapsed: 1 day, 16:38:58 temperature: 1.0 ada_p: 0.625594 Discriminator_loss: 2.5033 Generator_loss: 2.30518
[INFO] 2021-02-02 05:40:16 > Step: 164300 Progress: 52.6% Elapsed: 1 day, 16:40:20 temperature: 1.0 ada_p: 0.625978 Discriminator_loss: 2.44172 Generator_loss: 2.31693
[INFO] 2021-02-02 05:41:39 > Step: 164400 Progress: 52.6% Elapsed: 1 day, 16:41:43 temperature: 1.0 ada_p: 0.626356 Discriminator_loss: 2.40078 Generator_loss: 2.26354
[INFO] 2021-02-02 05:43:02 > Step: 164500 Progress: 52.6% Elapsed: 1 day, 16:43:06 temperature: 1.0 ada_p: 0.62674 Discriminator_loss: 2.36449 Generator_loss: 2.24094
[INFO] 2021-02-02 05:44:28 > Step: 164600 Progress: 52.7% Elapsed: 1 day, 16:44:32 temperature: 1.0 ada_p: 0.627124 Discriminator_loss: 2.33007 Generator_loss: 2.2619
[INFO] 2021-02-02 05:45:51 > Step: 164700 Progress: 52.7% Elapsed: 1 day, 16:45:55 temperature: 1.0 ada_p: 0.627508 Discriminator_loss: 2.48712 Generator_loss: 2.1508
[INFO] 2021-02-02 05:47:15 > Step: 164800 Progress: 52.7% Elapsed: 1 day, 16:47:19 temperature: 1.0 ada_p: 0.627892 Discriminator_loss: 2.4559 Generator_loss: 2.07996
[INFO] 2021-02-02 05:48:39 > Step: 164900 Progress: 52.8% Elapsed: 1 day, 16:48:43 temperature: 1.0 ada_p: 0.628276 Discriminator_loss: 2.35379 Generator_loss: 2.17499
[INFO] 2021-02-02 05:50:02 > Step: 165000 Progress: 52.8% Elapsed: 1 day, 16:50:06 temperature: 1.0 ada_p: 0.62866 Discriminator_loss: 2.30919 Generator_loss: 2.1474
[INFO] 2021-02-02 05:51:26 > Step: 165100 Progress: 52.8% Elapsed: 1 day, 16:51:30 temperature: 1.0 ada_p: 0.629044 Discriminator_loss: 2.42904 Generator_loss: 2.10547
[INFO] 2021-02-02 05:52:50 > Step: 165200 Progress: 52.9% Elapsed: 1 day, 16:52:54 temperature: 1.0 ada_p: 0.629428 Discriminator_loss: 2.39245 Generator_loss: 2.04422
[INFO] 2021-02-02 05:54:14 > Step: 165300 Progress: 52.9% Elapsed: 1 day, 16:54:18 temperature: 1.0 ada_p: 0.629812 Discriminator_loss: 2.48472 Generator_loss: 2.146
[INFO] 2021-02-02 05:55:37 > Step: 165400 Progress: 52.9% Elapsed: 1 day, 16:55:41 temperature: 1.0 ada_p: 0.630196 Discriminator_loss: 2.43656 Generator_loss: 2.18726
[INFO] 2021-02-02 05:57:01 > Step: 165500 Progress: 53.0% Elapsed: 1 day, 16:57:05 temperature: 1.0 ada_p: 0.63058 Discriminator_loss: 2.42633 Generator_loss: 2.21252
[INFO] 2021-02-02 05:58:26 > Step: 165600 Progress: 53.0% Elapsed: 1 day, 16:58:30 temperature: 1.0 ada_p: 0.630964 Discriminator_loss: 2.52531 Generator_loss: 2.14103
[INFO] 2021-02-02 05:59:50 > Step: 165700 Progress: 53.0% Elapsed: 1 day, 16:59:54 temperature: 1.0 ada_p: 0.631348 Discriminator_loss: 2.34884 Generator_loss: 2.1741
[INFO] 2021-02-02 06:01:10 > Step: 165800 Progress: 53.1% Elapsed: 1 day, 17:01:14 temperature: 1.0 ada_p: 0.631732 Discriminator_loss: 2.35738 Generator_loss: 1.94284
[INFO] 2021-02-02 06:02:28 > Step: 165900 Progress: 53.1% Elapsed: 1 day, 17:02:32 temperature: 1.0 ada_p: 0.632116 Discriminator_loss: 2.40642 Generator_loss: 2.17632
[INFO] 2021-02-02 06:03:50 > Step: 166000 Progress: 53.1% Elapsed: 1 day, 17:03:54 temperature: 1.0 ada_p: 0.6325 Discriminator_loss: 2.41945 Generator_loss: 2.19024
[INFO] 2021-02-02 06:03:50 > Start Evaluation (166000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 06:03:50 > Calculating FID Score....
[INFO] 2021-02-02 06:04:18 > Calculating Inception Score....
[INFO] 2021-02-02 06:04:35 > Calculate F_beta Score....
[INFO] 2021-02-02 06:05:30 > Calculate Accuracies....
[INFO] 2021-02-02 06:05:37 > Calculate Accuracies....
[INFO] 2021-02-02 06:05:39 > F_8 score (Step: 166000, Using test images): 0.9610276693279697
[INFO] 2021-02-02 06:05:39 > F_1/8 score (Step: 166000, Using test images): 0.9893956262679967
[INFO] 2021-02-02 06:05:39 > FID score (Step: 166000, Using test moments): 11.445391660504242
[INFO] 2021-02-02 06:05:39 > Inception score (Step: 166000, 10000 generated images): 9.284055709838867
[INFO] 2021-02-02 06:05:39 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 06:05:39 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 06:07:03 > Step: 166100 Progress: 53.2% Elapsed: 1 day, 17:07:07 temperature: 1.0 ada_p: 0.632884 Discriminator_loss: 2.40103 Generator_loss: 2.11302
[INFO] 2021-02-02 06:08:29 > Step: 166200 Progress: 53.2% Elapsed: 1 day, 17:08:33 temperature: 1.0 ada_p: 0.633268 Discriminator_loss: 2.35551 Generator_loss: 2.21006
[INFO] 2021-02-02 06:09:53 > Step: 166300 Progress: 53.2% Elapsed: 1 day, 17:09:57 temperature: 1.0 ada_p: 0.633652 Discriminator_loss: 2.46399 Generator_loss: 2.21219
[INFO] 2021-02-02 06:11:16 > Step: 166400 Progress: 53.2% Elapsed: 1 day, 17:11:20 temperature: 1.0 ada_p: 0.634036 Discriminator_loss: 2.4116 Generator_loss: 2.17861
[INFO] 2021-02-02 06:12:39 > Step: 166500 Progress: 53.3% Elapsed: 1 day, 17:12:43 temperature: 1.0 ada_p: 0.63442 Discriminator_loss: 2.51616 Generator_loss: 2.2717
[INFO] 2021-02-02 06:14:03 > Step: 166600 Progress: 53.3% Elapsed: 1 day, 17:14:07 temperature: 1.0 ada_p: 0.634804 Discriminator_loss: 2.36143 Generator_loss: 2.18352
[INFO] 2021-02-02 06:15:30 > Step: 166700 Progress: 53.3% Elapsed: 1 day, 17:15:34 temperature: 1.0 ada_p: 0.635188 Discriminator_loss: 2.52426 Generator_loss: 2.24647
[INFO] 2021-02-02 06:16:56 > Step: 166800 Progress: 53.4% Elapsed: 1 day, 17:17:00 temperature: 1.0 ada_p: 0.635572 Discriminator_loss: 2.39902 Generator_loss: 2.37586
[INFO] 2021-02-02 06:18:19 > Step: 166900 Progress: 53.4% Elapsed: 1 day, 17:18:23 temperature: 1.0 ada_p: 0.635956 Discriminator_loss: 2.40062 Generator_loss: 2.33869
[INFO] 2021-02-02 06:19:42 > Step: 167000 Progress: 53.4% Elapsed: 1 day, 17:19:46 temperature: 1.0 ada_p: 0.63634 Discriminator_loss: 2.506 Generator_loss: 2.10081
[INFO] 2021-02-02 06:21:05 > Step: 167100 Progress: 53.5% Elapsed: 1 day, 17:21:09 temperature: 1.0 ada_p: 0.636724 Discriminator_loss: 2.47192 Generator_loss: 2.20471
[INFO] 2021-02-02 06:22:30 > Step: 167200 Progress: 53.5% Elapsed: 1 day, 17:22:34 temperature: 1.0 ada_p: 0.637108 Discriminator_loss: 2.45673 Generator_loss: 2.15203
[INFO] 2021-02-02 06:23:54 > Step: 167300 Progress: 53.5% Elapsed: 1 day, 17:23:58 temperature: 1.0 ada_p: 0.637492 Discriminator_loss: 2.40114 Generator_loss: 2.09907
[INFO] 2021-02-02 06:25:18 > Step: 167400 Progress: 53.6% Elapsed: 1 day, 17:25:22 temperature: 1.0 ada_p: 0.637876 Discriminator_loss: 2.46469 Generator_loss: 2.04338
[INFO] 2021-02-02 06:26:41 > Step: 167500 Progress: 53.6% Elapsed: 1 day, 17:26:45 temperature: 1.0 ada_p: 0.63826 Discriminator_loss: 2.31178 Generator_loss: 2.1534
[INFO] 2021-02-02 06:28:05 > Step: 167600 Progress: 53.6% Elapsed: 1 day, 17:28:09 temperature: 1.0 ada_p: 0.638644 Discriminator_loss: 2.50459 Generator_loss: 2.21747
[INFO] 2021-02-02 06:29:21 > Step: 167700 Progress: 53.7% Elapsed: 1 day, 17:29:25 temperature: 1.0 ada_p: 0.639028 Discriminator_loss: 2.35528 Generator_loss: 2.12335
[INFO] 2021-02-02 06:30:43 > Step: 167800 Progress: 53.7% Elapsed: 1 day, 17:30:47 temperature: 1.0 ada_p: 0.639412 Discriminator_loss: 2.39364 Generator_loss: 2.02251
[INFO] 2021-02-02 06:32:11 > Step: 167900 Progress: 53.7% Elapsed: 1 day, 17:32:15 temperature: 1.0 ada_p: 0.639796 Discriminator_loss: 2.41747 Generator_loss: 2.11527
[INFO] 2021-02-02 06:33:34 > Step: 168000 Progress: 53.8% Elapsed: 1 day, 17:33:38 temperature: 1.0 ada_p: 0.64018 Discriminator_loss: 2.39477 Generator_loss: 2.25978
[INFO] 2021-02-02 06:33:34 > Start Evaluation (168000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 06:33:34 > Calculating FID Score....
[INFO] 2021-02-02 06:34:02 > Calculating Inception Score....
[INFO] 2021-02-02 06:34:19 > Calculate F_beta Score....
[INFO] 2021-02-02 06:35:16 > Calculate Accuracies....
[INFO] 2021-02-02 06:35:23 > Calculate Accuracies....
[INFO] 2021-02-02 06:35:25 > F_8 score (Step: 168000, Using test images): 0.9500888395345561
[INFO] 2021-02-02 06:35:25 > F_1/8 score (Step: 168000, Using test images): 0.990245432952754
[INFO] 2021-02-02 06:35:25 > FID score (Step: 168000, Using test moments): 11.36352479685894
[INFO] 2021-02-02 06:35:25 > Inception score (Step: 168000, 10000 generated images): 9.309225082397461
[INFO] 2021-02-02 06:35:25 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 06:35:25 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 06:36:49 > Step: 168100 Progress: 53.8% Elapsed: 1 day, 17:36:53 temperature: 1.0 ada_p: 0.640564 Discriminator_loss: 2.36574 Generator_loss: 2.11137
[INFO] 2021-02-02 06:38:16 > Step: 168200 Progress: 53.8% Elapsed: 1 day, 17:38:20 temperature: 1.0 ada_p: 0.640948 Discriminator_loss: 2.20134 Generator_loss: 2.10157
[INFO] 2021-02-02 06:39:46 > Step: 168300 Progress: 53.9% Elapsed: 1 day, 17:39:50 temperature: 1.0 ada_p: 0.641332 Discriminator_loss: 2.29674 Generator_loss: 2.13541
[INFO] 2021-02-02 06:41:08 > Step: 168400 Progress: 53.9% Elapsed: 1 day, 17:41:12 temperature: 1.0 ada_p: 0.641716 Discriminator_loss: 2.32235 Generator_loss: 2.09694
[INFO] 2021-02-02 06:42:31 > Step: 168500 Progress: 53.9% Elapsed: 1 day, 17:42:35 temperature: 1.0 ada_p: 0.6421 Discriminator_loss: 2.25261 Generator_loss: 2.09382
[INFO] 2021-02-02 06:43:53 > Step: 168600 Progress: 54.0% Elapsed: 1 day, 17:43:57 temperature: 1.0 ada_p: 0.642484 Discriminator_loss: 2.45957 Generator_loss: 2.15656
[INFO] 2021-02-02 06:45:17 > Step: 168700 Progress: 54.0% Elapsed: 1 day, 17:45:21 temperature: 1.0 ada_p: 0.642868 Discriminator_loss: 2.37277 Generator_loss: 2.21962
[INFO] 2021-02-02 06:46:40 > Step: 168800 Progress: 54.0% Elapsed: 1 day, 17:46:44 temperature: 1.0 ada_p: 0.643252 Discriminator_loss: 2.4368 Generator_loss: 2.09729
[INFO] 2021-02-02 06:48:05 > Step: 168900 Progress: 54.0% Elapsed: 1 day, 17:48:09 temperature: 1.0 ada_p: 0.643636 Discriminator_loss: 2.3376 Generator_loss: 2.00633
[INFO] 2021-02-02 06:49:27 > Step: 169000 Progress: 54.1% Elapsed: 1 day, 17:49:31 temperature: 1.0 ada_p: 0.64402 Discriminator_loss: 2.38459 Generator_loss: 2.26726
[INFO] 2021-02-02 06:50:50 > Step: 169100 Progress: 54.1% Elapsed: 1 day, 17:50:54 temperature: 1.0 ada_p: 0.644404 Discriminator_loss: 2.45519 Generator_loss: 2.13269
[INFO] 2021-02-02 06:52:16 > Step: 169200 Progress: 54.1% Elapsed: 1 day, 17:52:20 temperature: 1.0 ada_p: 0.644788 Discriminator_loss: 2.37313 Generator_loss: 2.18724
[INFO] 2021-02-02 06:53:39 > Step: 169300 Progress: 54.2% Elapsed: 1 day, 17:53:43 temperature: 1.0 ada_p: 0.645172 Discriminator_loss: 2.35981 Generator_loss: 2.26686
[INFO] 2021-02-02 06:55:02 > Step: 169400 Progress: 54.2% Elapsed: 1 day, 17:55:06 temperature: 1.0 ada_p: 0.64555 Discriminator_loss: 2.32183 Generator_loss: 2.09276
[INFO] 2021-02-02 06:56:20 > Step: 169500 Progress: 54.2% Elapsed: 1 day, 17:56:24 temperature: 1.0 ada_p: 0.645934 Discriminator_loss: 2.48885 Generator_loss: 2.17
[INFO] 2021-02-02 06:57:38 > Step: 169600 Progress: 54.3% Elapsed: 1 day, 17:57:42 temperature: 1.0 ada_p: 0.646318 Discriminator_loss: 2.41823 Generator_loss: 2.32754
[INFO] 2021-02-02 06:59:00 > Step: 169700 Progress: 54.3% Elapsed: 1 day, 17:59:04 temperature: 1.0 ada_p: 0.646702 Discriminator_loss: 2.38709 Generator_loss: 2.09053
[INFO] 2021-02-02 07:00:23 > Step: 169800 Progress: 54.3% Elapsed: 1 day, 18:00:27 temperature: 1.0 ada_p: 0.647086 Discriminator_loss: 2.47467 Generator_loss: 2.04995
[INFO] 2021-02-02 07:01:46 > Step: 169900 Progress: 54.4% Elapsed: 1 day, 18:01:50 temperature: 1.0 ada_p: 0.64747 Discriminator_loss: 2.37351 Generator_loss: 2.27794
[INFO] 2021-02-02 07:03:09 > Step: 170000 Progress: 54.4% Elapsed: 1 day, 18:03:13 temperature: 1.0 ada_p: 0.647854 Discriminator_loss: 2.4024 Generator_loss: 2.26102
[INFO] 2021-02-02 07:03:09 > Start Evaluation (170000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 07:03:09 > Calculating FID Score....
[INFO] 2021-02-02 07:03:37 > Calculating Inception Score....
[INFO] 2021-02-02 07:03:54 > Calculate F_beta Score....
[INFO] 2021-02-02 07:04:50 > Calculate Accuracies....
[INFO] 2021-02-02 07:04:57 > Calculate Accuracies....
[INFO] 2021-02-02 07:04:59 > F_8 score (Step: 170000, Using test images): 0.9476640867399958
[INFO] 2021-02-02 07:04:59 > F_1/8 score (Step: 170000, Using test images): 0.9916584318669548
[INFO] 2021-02-02 07:04:59 > FID score (Step: 170000, Using test moments): 11.054036662453996
[INFO] 2021-02-02 07:04:59 > Inception score (Step: 170000, 10000 generated images): 9.432412147521973
[INFO] 2021-02-02 07:04:59 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 07:04:59 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 07:06:21 > Step: 170100 Progress: 54.4% Elapsed: 1 day, 18:06:25 temperature: 1.0 ada_p: 0.648238 Discriminator_loss: 2.38869 Generator_loss: 2.15942
[INFO] 2021-02-02 07:07:46 > Step: 170200 Progress: 54.5% Elapsed: 1 day, 18:07:50 temperature: 1.0 ada_p: 0.648622 Discriminator_loss: 2.47244 Generator_loss: 2.04007
[INFO] 2021-02-02 07:09:09 > Step: 170300 Progress: 54.5% Elapsed: 1 day, 18:09:13 temperature: 1.0 ada_p: 0.649006 Discriminator_loss: 2.4118 Generator_loss: 2.07799
[INFO] 2021-02-02 07:10:32 > Step: 170400 Progress: 54.5% Elapsed: 1 day, 18:10:36 temperature: 1.0 ada_p: 0.64939 Discriminator_loss: 2.40515 Generator_loss: 2.07955
[INFO] 2021-02-02 07:11:56 > Step: 170500 Progress: 54.6% Elapsed: 1 day, 18:12:00 temperature: 1.0 ada_p: 0.649774 Discriminator_loss: 2.3656 Generator_loss: 2.16113
[INFO] 2021-02-02 07:13:19 > Step: 170600 Progress: 54.6% Elapsed: 1 day, 18:13:23 temperature: 1.0 ada_p: 0.650158 Discriminator_loss: 2.41067 Generator_loss: 2.18898
[INFO] 2021-02-02 07:14:42 > Step: 170700 Progress: 54.6% Elapsed: 1 day, 18:14:46 temperature: 1.0 ada_p: 0.650542 Discriminator_loss: 2.42444 Generator_loss: 2.08668
[INFO] 2021-02-02 07:16:11 > Step: 170800 Progress: 54.7% Elapsed: 1 day, 18:16:15 temperature: 1.0 ada_p: 0.650926 Discriminator_loss: 2.34391 Generator_loss: 2.27726
[INFO] 2021-02-02 07:17:40 > Step: 170900 Progress: 54.7% Elapsed: 1 day, 18:17:44 temperature: 1.0 ada_p: 0.65131 Discriminator_loss: 2.38238 Generator_loss: 2.26872
[INFO] 2021-02-02 07:19:04 > Step: 171000 Progress: 54.7% Elapsed: 1 day, 18:19:08 temperature: 1.0 ada_p: 0.651694 Discriminator_loss: 2.40233 Generator_loss: 2.08051
[INFO] 2021-02-02 07:20:31 > Step: 171100 Progress: 54.8% Elapsed: 1 day, 18:20:35 temperature: 1.0 ada_p: 0.652078 Discriminator_loss: 2.40385 Generator_loss: 2.1926
[INFO] 2021-02-02 07:21:54 > Step: 171200 Progress: 54.8% Elapsed: 1 day, 18:21:58 temperature: 1.0 ada_p: 0.652462 Discriminator_loss: 2.35274 Generator_loss: 2.19463
[INFO] 2021-02-02 07:23:14 > Step: 171300 Progress: 54.8% Elapsed: 1 day, 18:23:18 temperature: 1.0 ada_p: 0.652846 Discriminator_loss: 2.33629 Generator_loss: 2.04435
[INFO] 2021-02-02 07:24:32 > Step: 171400 Progress: 54.8% Elapsed: 1 day, 18:24:36 temperature: 1.0 ada_p: 0.65323 Discriminator_loss: 2.40174 Generator_loss: 2.17767
[INFO] 2021-02-02 07:26:00 > Step: 171500 Progress: 54.9% Elapsed: 1 day, 18:26:04 temperature: 1.0 ada_p: 0.653614 Discriminator_loss: 2.42137 Generator_loss: 2.04379
[INFO] 2021-02-02 07:27:28 > Step: 171600 Progress: 54.9% Elapsed: 1 day, 18:27:32 temperature: 1.0 ada_p: 0.653998 Discriminator_loss: 2.35757 Generator_loss: 2.20108
[INFO] 2021-02-02 07:28:52 > Step: 171700 Progress: 54.9% Elapsed: 1 day, 18:28:56 temperature: 1.0 ada_p: 0.654382 Discriminator_loss: 2.34892 Generator_loss: 2.19106
[INFO] 2021-02-02 07:30:15 > Step: 171800 Progress: 55.0% Elapsed: 1 day, 18:30:19 temperature: 1.0 ada_p: 0.654766 Discriminator_loss: 2.46676 Generator_loss: 2.12217
[INFO] 2021-02-02 07:31:38 > Step: 171900 Progress: 55.0% Elapsed: 1 day, 18:31:42 temperature: 1.0 ada_p: 0.65515 Discriminator_loss: 2.37746 Generator_loss: 1.9851
[INFO] 2021-02-02 07:33:02 > Step: 172000 Progress: 55.0% Elapsed: 1 day, 18:33:06 temperature: 1.0 ada_p: 0.655534 Discriminator_loss: 2.55154 Generator_loss: 2.22109
[INFO] 2021-02-02 07:33:02 > Start Evaluation (172000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 07:33:02 > Calculating FID Score....
[INFO] 2021-02-02 07:33:30 > Calculating Inception Score....
[INFO] 2021-02-02 07:33:47 > Calculate F_beta Score....
[INFO] 2021-02-02 07:34:43 > Calculate Accuracies....
[INFO] 2021-02-02 07:34:50 > Calculate Accuracies....
[INFO] 2021-02-02 07:34:52 > F_8 score (Step: 172000, Using test images): 0.9406785059782317
[INFO] 2021-02-02 07:34:52 > F_1/8 score (Step: 172000, Using test images): 0.990219107312492
[INFO] 2021-02-02 07:34:52 > FID score (Step: 172000, Using test moments): 11.360577651321478
[INFO] 2021-02-02 07:34:52 > Inception score (Step: 172000, 10000 generated images): 9.357048988342285
[INFO] 2021-02-02 07:34:52 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 07:34:52 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 07:36:16 > Step: 172100 Progress: 55.1% Elapsed: 1 day, 18:36:20 temperature: 1.0 ada_p: 0.655918 Discriminator_loss: 2.42655 Generator_loss: 1.86992
[INFO] 2021-02-02 07:37:40 > Step: 172200 Progress: 55.1% Elapsed: 1 day, 18:37:44 temperature: 1.0 ada_p: 0.656302 Discriminator_loss: 2.44196 Generator_loss: 2.13002
[INFO] 2021-02-02 07:39:03 > Step: 172300 Progress: 55.1% Elapsed: 1 day, 18:39:07 temperature: 1.0 ada_p: 0.656686 Discriminator_loss: 2.45353 Generator_loss: 2.08278
[INFO] 2021-02-02 07:40:26 > Step: 172400 Progress: 55.2% Elapsed: 1 day, 18:40:30 temperature: 1.0 ada_p: 0.65707 Discriminator_loss: 2.47341 Generator_loss: 2.19392
[INFO] 2021-02-02 07:41:50 > Step: 172500 Progress: 55.2% Elapsed: 1 day, 18:41:54 temperature: 1.0 ada_p: 0.657454 Discriminator_loss: 2.52119 Generator_loss: 2.16608
[INFO] 2021-02-02 07:43:12 > Step: 172600 Progress: 55.2% Elapsed: 1 day, 18:43:16 temperature: 1.0 ada_p: 0.657838 Discriminator_loss: 2.44301 Generator_loss: 2.09372
[INFO] 2021-02-02 07:44:37 > Step: 172700 Progress: 55.3% Elapsed: 1 day, 18:44:41 temperature: 1.0 ada_p: 0.658222 Discriminator_loss: 2.49829 Generator_loss: 2.1832
[INFO] 2021-02-02 07:46:00 > Step: 172800 Progress: 55.3% Elapsed: 1 day, 18:46:04 temperature: 1.0 ada_p: 0.658606 Discriminator_loss: 2.39696 Generator_loss: 2.21781
[INFO] 2021-02-02 07:47:23 > Step: 172900 Progress: 55.3% Elapsed: 1 day, 18:47:27 temperature: 1.0 ada_p: 0.65899 Discriminator_loss: 2.40618 Generator_loss: 2.11247
[INFO] 2021-02-02 07:48:47 > Step: 173000 Progress: 55.4% Elapsed: 1 day, 18:48:51 temperature: 1.0 ada_p: 0.659374 Discriminator_loss: 2.44616 Generator_loss: 2.04624
[INFO] 2021-02-02 07:50:10 > Step: 173100 Progress: 55.4% Elapsed: 1 day, 18:50:14 temperature: 1.0 ada_p: 0.659758 Discriminator_loss: 2.37514 Generator_loss: 2.20443
[INFO] 2021-02-02 07:51:29 > Step: 173200 Progress: 55.4% Elapsed: 1 day, 18:51:33 temperature: 1.0 ada_p: 0.660142 Discriminator_loss: 2.4476 Generator_loss: 2.28163
[INFO] 2021-02-02 07:52:49 > Step: 173300 Progress: 55.5% Elapsed: 1 day, 18:52:53 temperature: 1.0 ada_p: 0.660526 Discriminator_loss: 2.41278 Generator_loss: 2.07067
[INFO] 2021-02-02 07:54:12 > Step: 173400 Progress: 55.5% Elapsed: 1 day, 18:54:16 temperature: 1.0 ada_p: 0.66091 Discriminator_loss: 2.31035 Generator_loss: 2.05552
[INFO] 2021-02-02 07:55:34 > Step: 173500 Progress: 55.5% Elapsed: 1 day, 18:55:38 temperature: 1.0 ada_p: 0.661294 Discriminator_loss: 2.35558 Generator_loss: 2.1212
[INFO] 2021-02-02 07:56:58 > Step: 173600 Progress: 55.6% Elapsed: 1 day, 18:57:02 temperature: 1.0 ada_p: 0.661678 Discriminator_loss: 2.51536 Generator_loss: 2.27536
[INFO] 2021-02-02 07:58:21 > Step: 173700 Progress: 55.6% Elapsed: 1 day, 18:58:25 temperature: 1.0 ada_p: 0.662062 Discriminator_loss: 2.31666 Generator_loss: 2.17402
[INFO] 2021-02-02 07:59:44 > Step: 173800 Progress: 55.6% Elapsed: 1 day, 18:59:48 temperature: 1.0 ada_p: 0.662446 Discriminator_loss: 2.45876 Generator_loss: 2.19758
[INFO] 2021-02-02 08:01:10 > Step: 173900 Progress: 55.6% Elapsed: 1 day, 19:01:14 temperature: 1.0 ada_p: 0.66283 Discriminator_loss: 2.33563 Generator_loss: 2.16539
[INFO] 2021-02-02 08:02:44 > Step: 174000 Progress: 55.7% Elapsed: 1 day, 19:02:48 temperature: 1.0 ada_p: 0.663214 Discriminator_loss: 2.32586 Generator_loss: 2.29571
[INFO] 2021-02-02 08:02:44 > Start Evaluation (174000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 08:02:44 > Calculating FID Score....
[INFO] 2021-02-02 08:03:12 > Calculating Inception Score....
[INFO] 2021-02-02 08:03:29 > Calculate F_beta Score....
[INFO] 2021-02-02 08:04:25 > Calculate Accuracies....
[INFO] 2021-02-02 08:04:32 > Calculate Accuracies....
[INFO] 2021-02-02 08:04:33 > F_8 score (Step: 174000, Using test images): 0.966148296284507
[INFO] 2021-02-02 08:04:33 > F_1/8 score (Step: 174000, Using test images): 0.9884871735811689
[INFO] 2021-02-02 08:04:33 > FID score (Step: 174000, Using test moments): 11.386374883593874
[INFO] 2021-02-02 08:04:33 > Inception score (Step: 174000, 10000 generated images): 9.369499206542969
[INFO] 2021-02-02 08:04:33 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 08:04:34 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 08:05:58 > Step: 174100 Progress: 55.7% Elapsed: 1 day, 19:06:02 temperature: 1.0 ada_p: 0.663598 Discriminator_loss: 2.47932 Generator_loss: 2.25571
[INFO] 2021-02-02 08:07:21 > Step: 174200 Progress: 55.7% Elapsed: 1 day, 19:07:25 temperature: 1.0 ada_p: 0.663982 Discriminator_loss: 2.4726 Generator_loss: 2.06955
[INFO] 2021-02-02 08:08:44 > Step: 174300 Progress: 55.8% Elapsed: 1 day, 19:08:48 temperature: 1.0 ada_p: 0.664366 Discriminator_loss: 2.40325 Generator_loss: 2.0413
[INFO] 2021-02-02 08:10:07 > Step: 174400 Progress: 55.8% Elapsed: 1 day, 19:10:11 temperature: 1.0 ada_p: 0.66475 Discriminator_loss: 2.39243 Generator_loss: 2.19814
[INFO] 2021-02-02 08:11:33 > Step: 174500 Progress: 55.8% Elapsed: 1 day, 19:11:37 temperature: 1.0 ada_p: 0.665134 Discriminator_loss: 2.33084 Generator_loss: 2.22872
[INFO] 2021-02-02 08:12:56 > Step: 174600 Progress: 55.9% Elapsed: 1 day, 19:13:00 temperature: 1.0 ada_p: 0.665518 Discriminator_loss: 2.32791 Generator_loss: 2.23905
[INFO] 2021-02-02 08:14:24 > Step: 174700 Progress: 55.9% Elapsed: 1 day, 19:14:28 temperature: 1.0 ada_p: 0.665902 Discriminator_loss: 2.47244 Generator_loss: 2.2101
[INFO] 2021-02-02 08:15:52 > Step: 174800 Progress: 55.9% Elapsed: 1 day, 19:15:56 temperature: 1.0 ada_p: 0.666286 Discriminator_loss: 2.49265 Generator_loss: 2.20828
[INFO] 2021-02-02 08:17:14 > Step: 174900 Progress: 56.0% Elapsed: 1 day, 19:17:18 temperature: 1.0 ada_p: 0.66667 Discriminator_loss: 2.30331 Generator_loss: 2.23296
[INFO] 2021-02-02 08:18:34 > Step: 175000 Progress: 56.0% Elapsed: 1 day, 19:18:38 temperature: 1.0 ada_p: 0.667054 Discriminator_loss: 2.38966 Generator_loss: 2.14205
[INFO] 2021-02-02 08:19:52 > Step: 175100 Progress: 56.0% Elapsed: 1 day, 19:19:56 temperature: 1.0 ada_p: 0.667438 Discriminator_loss: 2.38856 Generator_loss: 2.22
[INFO] 2021-02-02 08:21:15 > Step: 175200 Progress: 56.1% Elapsed: 1 day, 19:21:19 temperature: 1.0 ada_p: 0.667822 Discriminator_loss: 2.52833 Generator_loss: 2.13742
[INFO] 2021-02-02 08:22:42 > Step: 175300 Progress: 56.1% Elapsed: 1 day, 19:22:46 temperature: 1.0 ada_p: 0.668206 Discriminator_loss: 2.43252 Generator_loss: 2.20821
[INFO] 2021-02-02 08:24:07 > Step: 175400 Progress: 56.1% Elapsed: 1 day, 19:24:11 temperature: 1.0 ada_p: 0.66859 Discriminator_loss: 2.37988 Generator_loss: 2.2522
[INFO] 2021-02-02 08:25:32 > Step: 175500 Progress: 56.2% Elapsed: 1 day, 19:25:36 temperature: 1.0 ada_p: 0.668974 Discriminator_loss: 2.32955 Generator_loss: 2.14124
[INFO] 2021-02-02 08:26:56 > Step: 175600 Progress: 56.2% Elapsed: 1 day, 19:27:00 temperature: 1.0 ada_p: 0.669352 Discriminator_loss: 2.29339 Generator_loss: 2.17581
[INFO] 2021-02-02 08:28:22 > Step: 175700 Progress: 56.2% Elapsed: 1 day, 19:28:26 temperature: 1.0 ada_p: 0.669736 Discriminator_loss: 2.43164 Generator_loss: 2.23327
[INFO] 2021-02-02 08:29:48 > Step: 175800 Progress: 56.3% Elapsed: 1 day, 19:29:52 temperature: 1.0 ada_p: 0.67012 Discriminator_loss: 2.44971 Generator_loss: 2.26234
[INFO] 2021-02-02 08:31:12 > Step: 175900 Progress: 56.3% Elapsed: 1 day, 19:31:16 temperature: 1.0 ada_p: 0.670504 Discriminator_loss: 2.35406 Generator_loss: 2.06931
[INFO] 2021-02-02 08:32:35 > Step: 176000 Progress: 56.3% Elapsed: 1 day, 19:32:39 temperature: 1.0 ada_p: 0.670888 Discriminator_loss: 2.29935 Generator_loss: 2.10603
[INFO] 2021-02-02 08:32:35 > Start Evaluation (176000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 08:32:35 > Calculating FID Score....
[INFO] 2021-02-02 08:33:03 > Calculating Inception Score....
[INFO] 2021-02-02 08:33:19 > Calculate F_beta Score....
[INFO] 2021-02-02 08:34:15 > Calculate Accuracies....
[INFO] 2021-02-02 08:34:22 > Calculate Accuracies....
[INFO] 2021-02-02 08:34:23 > F_8 score (Step: 176000, Using test images): 0.9441632792219596
[INFO] 2021-02-02 08:34:23 > F_1/8 score (Step: 176000, Using test images): 0.9888899713481771
[INFO] 2021-02-02 08:34:23 > FID score (Step: 176000, Using test moments): 11.275441094050166
[INFO] 2021-02-02 08:34:23 > Inception score (Step: 176000, 10000 generated images): 9.287606239318848
[INFO] 2021-02-02 08:34:24 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 08:34:24 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 08:35:47 > Step: 176100 Progress: 56.4% Elapsed: 1 day, 19:35:51 temperature: 1.0 ada_p: 0.671272 Discriminator_loss: 2.30208 Generator_loss: 2.09552
[INFO] 2021-02-02 08:37:10 > Step: 176200 Progress: 56.4% Elapsed: 1 day, 19:37:14 temperature: 1.0 ada_p: 0.671656 Discriminator_loss: 2.42143 Generator_loss: 2.10847
[INFO] 2021-02-02 08:38:36 > Step: 176300 Progress: 56.4% Elapsed: 1 day, 19:38:40 temperature: 1.0 ada_p: 0.67204 Discriminator_loss: 2.55353 Generator_loss: 2.14986
[INFO] 2021-02-02 08:40:08 > Step: 176400 Progress: 56.4% Elapsed: 1 day, 19:40:12 temperature: 1.0 ada_p: 0.672424 Discriminator_loss: 2.45914 Generator_loss: 2.01408
[INFO] 2021-02-02 08:41:31 > Step: 176500 Progress: 56.5% Elapsed: 1 day, 19:41:35 temperature: 1.0 ada_p: 0.672808 Discriminator_loss: 2.49316 Generator_loss: 2.28374
[INFO] 2021-02-02 08:42:56 > Step: 176600 Progress: 56.5% Elapsed: 1 day, 19:43:00 temperature: 1.0 ada_p: 0.673192 Discriminator_loss: 2.50897 Generator_loss: 2.09258
[INFO] 2021-02-02 08:44:25 > Step: 176700 Progress: 56.5% Elapsed: 1 day, 19:44:29 temperature: 1.0 ada_p: 0.673576 Discriminator_loss: 2.33506 Generator_loss: 2.25642
[INFO] 2021-02-02 08:45:45 > Step: 176800 Progress: 56.6% Elapsed: 1 day, 19:45:49 temperature: 1.0 ada_p: 0.67396 Discriminator_loss: 2.47263 Generator_loss: 2.23451
[INFO] 2021-02-02 08:47:03 > Step: 176900 Progress: 56.6% Elapsed: 1 day, 19:47:07 temperature: 1.0 ada_p: 0.674344 Discriminator_loss: 2.38719 Generator_loss: 2.28389
[INFO] 2021-02-02 08:48:26 > Step: 177000 Progress: 56.6% Elapsed: 1 day, 19:48:30 temperature: 1.0 ada_p: 0.674728 Discriminator_loss: 2.41389 Generator_loss: 2.12528
[INFO] 2021-02-02 08:49:48 > Step: 177100 Progress: 56.7% Elapsed: 1 day, 19:49:52 temperature: 1.0 ada_p: 0.675112 Discriminator_loss: 2.4439 Generator_loss: 2.22215
[INFO] 2021-02-02 08:51:12 > Step: 177200 Progress: 56.7% Elapsed: 1 day, 19:51:16 temperature: 1.0 ada_p: 0.675496 Discriminator_loss: 2.43992 Generator_loss: 2.1615
[INFO] 2021-02-02 08:52:35 > Step: 177300 Progress: 56.7% Elapsed: 1 day, 19:52:39 temperature: 1.0 ada_p: 0.67588 Discriminator_loss: 2.32425 Generator_loss: 2.0706
[INFO] 2021-02-02 08:53:57 > Step: 177400 Progress: 56.8% Elapsed: 1 day, 19:54:01 temperature: 1.0 ada_p: 0.676264 Discriminator_loss: 2.50683 Generator_loss: 1.98879
[INFO] 2021-02-02 08:55:25 > Step: 177500 Progress: 56.8% Elapsed: 1 day, 19:55:29 temperature: 1.0 ada_p: 0.676648 Discriminator_loss: 2.43778 Generator_loss: 2.05698
[INFO] 2021-02-02 08:56:55 > Step: 177600 Progress: 56.8% Elapsed: 1 day, 19:56:59 temperature: 1.0 ada_p: 0.677032 Discriminator_loss: 2.3987 Generator_loss: 2.12232
[INFO] 2021-02-02 08:58:17 > Step: 177700 Progress: 56.9% Elapsed: 1 day, 19:58:21 temperature: 1.0 ada_p: 0.677416 Discriminator_loss: 2.29175 Generator_loss: 2.07618
[INFO] 2021-02-02 08:59:40 > Step: 177800 Progress: 56.9% Elapsed: 1 day, 19:59:44 temperature: 1.0 ada_p: 0.6778 Discriminator_loss: 2.32514 Generator_loss: 2.30982
[INFO] 2021-02-02 09:01:03 > Step: 177900 Progress: 56.9% Elapsed: 1 day, 20:01:07 temperature: 1.0 ada_p: 0.678184 Discriminator_loss: 2.40547 Generator_loss: 2.07058
[INFO] 2021-02-02 09:02:26 > Step: 178000 Progress: 57.0% Elapsed: 1 day, 20:02:30 temperature: 1.0 ada_p: 0.678568 Discriminator_loss: 2.47501 Generator_loss: 2.16617
[INFO] 2021-02-02 09:02:26 > Start Evaluation (178000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 09:02:26 > Calculating FID Score....
[INFO] 2021-02-02 09:02:53 > Calculating Inception Score....
[INFO] 2021-02-02 09:03:10 > Calculate F_beta Score....
[INFO] 2021-02-02 09:04:07 > Calculate Accuracies....
[INFO] 2021-02-02 09:04:14 > Calculate Accuracies....
[INFO] 2021-02-02 09:04:16 > F_8 score (Step: 178000, Using test images): 0.9563166195866812
[INFO] 2021-02-02 09:04:16 > F_1/8 score (Step: 178000, Using test images): 0.9893321151821256
[INFO] 2021-02-02 09:04:16 > FID score (Step: 178000, Using test moments): 11.289583504147629
[INFO] 2021-02-02 09:04:16 > Inception score (Step: 178000, 10000 generated images): 9.229613304138184
[INFO] 2021-02-02 09:04:16 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 09:04:16 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 09:05:39 > Step: 178100 Progress: 57.0% Elapsed: 1 day, 20:05:43 temperature: 1.0 ada_p: 0.678952 Discriminator_loss: 2.38021 Generator_loss: 2.07795
[INFO] 2021-02-02 09:07:04 > Step: 178200 Progress: 57.0% Elapsed: 1 day, 20:07:08 temperature: 1.0 ada_p: 0.679336 Discriminator_loss: 2.41847 Generator_loss: 2.09055
[INFO] 2021-02-02 09:08:30 > Step: 178300 Progress: 57.1% Elapsed: 1 day, 20:08:34 temperature: 1.0 ada_p: 0.67972 Discriminator_loss: 2.28691 Generator_loss: 2.18725
[INFO] 2021-02-02 09:09:58 > Step: 178400 Progress: 57.1% Elapsed: 1 day, 20:10:02 temperature: 1.0 ada_p: 0.680104 Discriminator_loss: 2.49948 Generator_loss: 2.21635
[INFO] 2021-02-02 09:11:21 > Step: 178500 Progress: 57.1% Elapsed: 1 day, 20:11:25 temperature: 1.0 ada_p: 0.680488 Discriminator_loss: 2.43009 Generator_loss: 2.17766
[INFO] 2021-02-02 09:12:44 > Step: 178600 Progress: 57.2% Elapsed: 1 day, 20:12:48 temperature: 1.0 ada_p: 0.680872 Discriminator_loss: 2.37048 Generator_loss: 2.09824
[INFO] 2021-02-02 09:13:59 > Step: 178700 Progress: 57.2% Elapsed: 1 day, 20:14:03 temperature: 1.0 ada_p: 0.681256 Discriminator_loss: 2.41013 Generator_loss: 2.24667
[INFO] 2021-02-02 09:15:23 > Step: 178800 Progress: 57.2% Elapsed: 1 day, 20:15:27 temperature: 1.0 ada_p: 0.68164 Discriminator_loss: 2.52733 Generator_loss: 2.18358
[INFO] 2021-02-02 09:16:50 > Step: 178900 Progress: 57.2% Elapsed: 1 day, 20:16:54 temperature: 1.0 ada_p: 0.682024 Discriminator_loss: 2.30785 Generator_loss: 2.11547
[INFO] 2021-02-02 09:18:13 > Step: 179000 Progress: 57.3% Elapsed: 1 day, 20:18:17 temperature: 1.0 ada_p: 0.682408 Discriminator_loss: 2.48258 Generator_loss: 2.03508
[INFO] 2021-02-02 09:19:42 > Step: 179100 Progress: 57.3% Elapsed: 1 day, 20:19:46 temperature: 1.0 ada_p: 0.682792 Discriminator_loss: 2.45668 Generator_loss: 2.10421
[INFO] 2021-02-02 09:21:07 > Step: 179200 Progress: 57.3% Elapsed: 1 day, 20:21:11 temperature: 1.0 ada_p: 0.683176 Discriminator_loss: 2.40053 Generator_loss: 2.11677
[INFO] 2021-02-02 09:22:43 > Step: 179300 Progress: 57.4% Elapsed: 1 day, 20:22:47 temperature: 1.0 ada_p: 0.68356 Discriminator_loss: 2.32894 Generator_loss: 2.11391
[INFO] 2021-02-02 09:24:12 > Step: 179400 Progress: 57.4% Elapsed: 1 day, 20:24:16 temperature: 1.0 ada_p: 0.683944 Discriminator_loss: 2.34678 Generator_loss: 2.13257
[INFO] 2021-02-02 09:25:36 > Step: 179500 Progress: 57.4% Elapsed: 1 day, 20:25:40 temperature: 1.0 ada_p: 0.684328 Discriminator_loss: 2.4954 Generator_loss: 2.24383
[INFO] 2021-02-02 09:26:58 > Step: 179600 Progress: 57.5% Elapsed: 1 day, 20:27:02 temperature: 1.0 ada_p: 0.684712 Discriminator_loss: 2.45511 Generator_loss: 2.28556
[INFO] 2021-02-02 09:28:26 > Step: 179700 Progress: 57.5% Elapsed: 1 day, 20:28:30 temperature: 1.0 ada_p: 0.685096 Discriminator_loss: 2.42807 Generator_loss: 2.29098
[INFO] 2021-02-02 09:29:49 > Step: 179800 Progress: 57.5% Elapsed: 1 day, 20:29:53 temperature: 1.0 ada_p: 0.68548 Discriminator_loss: 2.4741 Generator_loss: 2.27673
[INFO] 2021-02-02 09:31:12 > Step: 179900 Progress: 57.6% Elapsed: 1 day, 20:31:16 temperature: 1.0 ada_p: 0.685864 Discriminator_loss: 2.45362 Generator_loss: 2.20578
[INFO] 2021-02-02 09:32:36 > Step: 180000 Progress: 57.6% Elapsed: 1 day, 20:32:40 temperature: 1.0 ada_p: 0.686248 Discriminator_loss: 2.41309 Generator_loss: 2.15724
[INFO] 2021-02-02 09:32:36 > Start Evaluation (180000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 09:32:36 > Calculating FID Score....
[INFO] 2021-02-02 09:33:03 > Calculating Inception Score....
[INFO] 2021-02-02 09:33:20 > Calculate F_beta Score....
[INFO] 2021-02-02 09:34:17 > Calculate Accuracies....
[INFO] 2021-02-02 09:34:24 > Calculate Accuracies....
[INFO] 2021-02-02 09:34:26 > F_8 score (Step: 180000, Using test images): 0.9605128002689457
[INFO] 2021-02-02 09:34:26 > F_1/8 score (Step: 180000, Using test images): 0.9898324244300557
[INFO] 2021-02-02 09:34:26 > FID score (Step: 180000, Using test moments): 11.14836668023429
[INFO] 2021-02-02 09:34:26 > Inception score (Step: 180000, 10000 generated images): 9.445257186889648
[INFO] 2021-02-02 09:34:26 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 09:34:26 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 09:35:50 > Step: 180100 Progress: 57.6% Elapsed: 1 day, 20:35:54 temperature: 1.0 ada_p: 0.686632 Discriminator_loss: 2.39423 Generator_loss: 2.14741
[INFO] 2021-02-02 09:37:17 > Step: 180200 Progress: 57.7% Elapsed: 1 day, 20:37:21 temperature: 1.0 ada_p: 0.687016 Discriminator_loss: 2.44537 Generator_loss: 2.17707
[INFO] 2021-02-02 09:38:46 > Step: 180300 Progress: 57.7% Elapsed: 1 day, 20:38:50 temperature: 1.0 ada_p: 0.6874 Discriminator_loss: 2.23669 Generator_loss: 2.19269
[INFO] 2021-02-02 09:40:11 > Step: 180400 Progress: 57.7% Elapsed: 1 day, 20:40:15 temperature: 1.0 ada_p: 0.687784 Discriminator_loss: 2.32717 Generator_loss: 2.29497
[INFO] 2021-02-02 09:41:29 > Step: 180500 Progress: 57.8% Elapsed: 1 day, 20:41:33 temperature: 1.0 ada_p: 0.688168 Discriminator_loss: 2.35055 Generator_loss: 2.14832
[INFO] 2021-02-02 09:42:49 > Step: 180600 Progress: 57.8% Elapsed: 1 day, 20:42:53 temperature: 1.0 ada_p: 0.688552 Discriminator_loss: 2.3859 Generator_loss: 2.31439
[INFO] 2021-02-02 09:44:12 > Step: 180700 Progress: 57.8% Elapsed: 1 day, 20:44:16 temperature: 1.0 ada_p: 0.688936 Discriminator_loss: 2.41913 Generator_loss: 2.1942
[INFO] 2021-02-02 09:45:36 > Step: 180800 Progress: 57.9% Elapsed: 1 day, 20:45:40 temperature: 1.0 ada_p: 0.68932 Discriminator_loss: 2.44832 Generator_loss: 2.15752
[INFO] 2021-02-02 09:46:59 > Step: 180900 Progress: 57.9% Elapsed: 1 day, 20:47:03 temperature: 1.0 ada_p: 0.689704 Discriminator_loss: 2.40253 Generator_loss: 2.22878
[INFO] 2021-02-02 09:48:22 > Step: 181000 Progress: 57.9% Elapsed: 1 day, 20:48:26 temperature: 1.0 ada_p: 0.690088 Discriminator_loss: 2.5421 Generator_loss: 2.18405
[INFO] 2021-02-02 09:49:45 > Step: 181100 Progress: 58.0% Elapsed: 1 day, 20:49:49 temperature: 1.0 ada_p: 0.690472 Discriminator_loss: 2.43214 Generator_loss: 2.20681
[INFO] 2021-02-02 09:51:08 > Step: 181200 Progress: 58.0% Elapsed: 1 day, 20:51:12 temperature: 1.0 ada_p: 0.690856 Discriminator_loss: 2.45064 Generator_loss: 2.26225
[INFO] 2021-02-02 09:52:31 > Step: 181300 Progress: 58.0% Elapsed: 1 day, 20:52:35 temperature: 1.0 ada_p: 0.69124 Discriminator_loss: 2.51116 Generator_loss: 2.1114
[INFO] 2021-02-02 09:53:55 > Step: 181400 Progress: 58.0% Elapsed: 1 day, 20:53:59 temperature: 1.0 ada_p: 0.691624 Discriminator_loss: 2.52398 Generator_loss: 2.04848
[INFO] 2021-02-02 09:55:18 > Step: 181500 Progress: 58.1% Elapsed: 1 day, 20:55:22 temperature: 1.0 ada_p: 0.692008 Discriminator_loss: 2.46787 Generator_loss: 2.11157
[INFO] 2021-02-02 09:56:43 > Step: 181600 Progress: 58.1% Elapsed: 1 day, 20:56:47 temperature: 1.0 ada_p: 0.692392 Discriminator_loss: 2.44373 Generator_loss: 2.10101
[INFO] 2021-02-02 09:58:06 > Step: 181700 Progress: 58.1% Elapsed: 1 day, 20:58:10 temperature: 1.0 ada_p: 0.692776 Discriminator_loss: 2.40142 Generator_loss: 2.04522
[INFO] 2021-02-02 09:59:28 > Step: 181800 Progress: 58.2% Elapsed: 1 day, 20:59:32 temperature: 1.0 ada_p: 0.69316 Discriminator_loss: 2.48388 Generator_loss: 2.20808
[INFO] 2021-02-02 10:00:52 > Step: 181900 Progress: 58.2% Elapsed: 1 day, 21:00:56 temperature: 1.0 ada_p: 0.693544 Discriminator_loss: 2.36867 Generator_loss: 2.19994
[INFO] 2021-02-02 10:02:15 > Step: 182000 Progress: 58.2% Elapsed: 1 day, 21:02:19 temperature: 1.0 ada_p: 0.693928 Discriminator_loss: 2.38955 Generator_loss: 2.23311
[INFO] 2021-02-02 10:02:15 > Start Evaluation (182000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 10:02:15 > Calculating FID Score....
[INFO] 2021-02-02 10:02:43 > Calculating Inception Score....
[INFO] 2021-02-02 10:03:00 > Calculate F_beta Score....
[INFO] 2021-02-02 10:03:56 > Calculate Accuracies....
[INFO] 2021-02-02 10:04:02 > Calculate Accuracies....
[INFO] 2021-02-02 10:04:04 > F_8 score (Step: 182000, Using test images): 0.9526264691615862
[INFO] 2021-02-02 10:04:04 > F_1/8 score (Step: 182000, Using test images): 0.9909184192399829
[INFO] 2021-02-02 10:04:04 > FID score (Step: 182000, Using test moments): 11.323943944646146
[INFO] 2021-02-02 10:04:04 > Inception score (Step: 182000, 10000 generated images): 9.240020751953125
[INFO] 2021-02-02 10:04:04 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 10:04:04 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 10:05:25 > Step: 182100 Progress: 58.3% Elapsed: 1 day, 21:05:29 temperature: 1.0 ada_p: 0.694312 Discriminator_loss: 2.34673 Generator_loss: 2.0779
[INFO] 2021-02-02 10:06:52 > Step: 182200 Progress: 58.3% Elapsed: 1 day, 21:06:56 temperature: 1.0 ada_p: 0.694696 Discriminator_loss: 2.41139 Generator_loss: 2.15915
[INFO] 2021-02-02 10:08:15 > Step: 182300 Progress: 58.3% Elapsed: 1 day, 21:08:19 temperature: 1.0 ada_p: 0.69508 Discriminator_loss: 2.35001 Generator_loss: 2.29151
[INFO] 2021-02-02 10:09:33 > Step: 182400 Progress: 58.4% Elapsed: 1 day, 21:09:37 temperature: 1.0 ada_p: 0.695464 Discriminator_loss: 2.4817 Generator_loss: 2.07033
[INFO] 2021-02-02 10:10:56 > Step: 182500 Progress: 58.4% Elapsed: 1 day, 21:10:59 temperature: 1.0 ada_p: 0.695848 Discriminator_loss: 2.50821 Generator_loss: 2.06656
[INFO] 2021-02-02 10:12:21 > Step: 182600 Progress: 58.4% Elapsed: 1 day, 21:12:25 temperature: 1.0 ada_p: 0.696232 Discriminator_loss: 2.3984 Generator_loss: 2.18871
[INFO] 2021-02-02 10:13:43 > Step: 182700 Progress: 58.5% Elapsed: 1 day, 21:13:47 temperature: 1.0 ada_p: 0.696616 Discriminator_loss: 2.4383 Generator_loss: 2.01958
[INFO] 2021-02-02 10:15:06 > Step: 182800 Progress: 58.5% Elapsed: 1 day, 21:15:10 temperature: 1.0 ada_p: 0.697 Discriminator_loss: 2.42461 Generator_loss: 2.21764
[INFO] 2021-02-02 10:16:29 > Step: 182900 Progress: 58.5% Elapsed: 1 day, 21:16:32 temperature: 1.0 ada_p: 0.697384 Discriminator_loss: 2.4381 Generator_loss: 2.0898
[INFO] 2021-02-02 10:17:52 > Step: 183000 Progress: 58.6% Elapsed: 1 day, 21:17:56 temperature: 1.0 ada_p: 0.697768 Discriminator_loss: 2.46482 Generator_loss: 2.19904
[INFO] 2021-02-02 10:19:16 > Step: 183100 Progress: 58.6% Elapsed: 1 day, 21:19:20 temperature: 1.0 ada_p: 0.698152 Discriminator_loss: 2.40447 Generator_loss: 2.06594
[INFO] 2021-02-02 10:20:38 > Step: 183200 Progress: 58.6% Elapsed: 1 day, 21:20:42 temperature: 1.0 ada_p: 0.698536 Discriminator_loss: 2.37098 Generator_loss: 2.15202
[INFO] 2021-02-02 10:22:06 > Step: 183300 Progress: 58.7% Elapsed: 1 day, 21:22:10 temperature: 1.0 ada_p: 0.69892 Discriminator_loss: 2.47528 Generator_loss: 2.18283
[INFO] 2021-02-02 10:23:29 > Step: 183400 Progress: 58.7% Elapsed: 1 day, 21:23:33 temperature: 1.0 ada_p: 0.699304 Discriminator_loss: 2.47435 Generator_loss: 2.07006
[INFO] 2021-02-02 10:24:56 > Step: 183500 Progress: 58.7% Elapsed: 1 day, 21:25:00 temperature: 1.0 ada_p: 0.699688 Discriminator_loss: 2.39241 Generator_loss: 2.1336
[INFO] 2021-02-02 10:26:22 > Step: 183600 Progress: 58.8% Elapsed: 1 day, 21:26:26 temperature: 1.0 ada_p: 0.700072 Discriminator_loss: 2.42929 Generator_loss: 2.13367
[INFO] 2021-02-02 10:27:46 > Step: 183700 Progress: 58.8% Elapsed: 1 day, 21:27:50 temperature: 1.0 ada_p: 0.700456 Discriminator_loss: 2.47191 Generator_loss: 2.18144
[INFO] 2021-02-02 10:29:09 > Step: 183800 Progress: 58.8% Elapsed: 1 day, 21:29:13 temperature: 1.0 ada_p: 0.70084 Discriminator_loss: 2.38484 Generator_loss: 2.24009
[INFO] 2021-02-02 10:30:33 > Step: 183900 Progress: 58.8% Elapsed: 1 day, 21:30:37 temperature: 1.0 ada_p: 0.701224 Discriminator_loss: 2.38575 Generator_loss: 2.21338
[INFO] 2021-02-02 10:32:07 > Step: 184000 Progress: 58.9% Elapsed: 1 day, 21:32:11 temperature: 1.0 ada_p: 0.701608 Discriminator_loss: 2.35557 Generator_loss: 2.0468
[INFO] 2021-02-02 10:32:07 > Start Evaluation (184000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 10:32:07 > Calculating FID Score....
[INFO] 2021-02-02 10:32:34 > Calculating Inception Score....
[INFO] 2021-02-02 10:32:51 > Calculate F_beta Score....
[INFO] 2021-02-02 10:33:47 > Calculate Accuracies....
[INFO] 2021-02-02 10:33:54 > Calculate Accuracies....
[INFO] 2021-02-02 10:33:56 > F_8 score (Step: 184000, Using test images): 0.9545468891907255
[INFO] 2021-02-02 10:33:56 > F_1/8 score (Step: 184000, Using test images): 0.9909105866081429
[INFO] 2021-02-02 10:33:56 > FID score (Step: 184000, Using test moments): 11.193218458419551
[INFO] 2021-02-02 10:33:56 > Inception score (Step: 184000, 10000 generated images): 9.3485689163208
[INFO] 2021-02-02 10:33:56 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 10:33:56 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 10:35:19 > Step: 184100 Progress: 58.9% Elapsed: 1 day, 21:35:23 temperature: 1.0 ada_p: 0.701992 Discriminator_loss: 2.32859 Generator_loss: 2.07898
[INFO] 2021-02-02 10:36:36 > Step: 184200 Progress: 58.9% Elapsed: 1 day, 21:36:40 temperature: 1.0 ada_p: 0.702376 Discriminator_loss: 2.52414 Generator_loss: 2.31681
[INFO] 2021-02-02 10:37:57 > Step: 184300 Progress: 59.0% Elapsed: 1 day, 21:38:01 temperature: 1.0 ada_p: 0.70276 Discriminator_loss: 2.34419 Generator_loss: 2.09314
[INFO] 2021-02-02 10:39:26 > Step: 184400 Progress: 59.0% Elapsed: 1 day, 21:39:30 temperature: 1.0 ada_p: 0.703144 Discriminator_loss: 2.34982 Generator_loss: 2.02503
[INFO] 2021-02-02 10:40:50 > Step: 184500 Progress: 59.0% Elapsed: 1 day, 21:40:53 temperature: 1.0 ada_p: 0.703528 Discriminator_loss: 2.43568 Generator_loss: 2.24015
[INFO] 2021-02-02 10:42:14 > Step: 184600 Progress: 59.1% Elapsed: 1 day, 21:42:18 temperature: 1.0 ada_p: 0.703912 Discriminator_loss: 2.40721 Generator_loss: 1.91695
[INFO] 2021-02-02 10:43:38 > Step: 184700 Progress: 59.1% Elapsed: 1 day, 21:43:42 temperature: 1.0 ada_p: 0.704296 Discriminator_loss: 2.43475 Generator_loss: 2.01909
[INFO] 2021-02-02 10:45:01 > Step: 184800 Progress: 59.1% Elapsed: 1 day, 21:45:04 temperature: 1.0 ada_p: 0.70468 Discriminator_loss: 2.36235 Generator_loss: 2.09427
[INFO] 2021-02-02 10:46:25 > Step: 184900 Progress: 59.2% Elapsed: 1 day, 21:46:29 temperature: 1.0 ada_p: 0.705064 Discriminator_loss: 2.38025 Generator_loss: 2.14703
[INFO] 2021-02-02 10:47:49 > Step: 185000 Progress: 59.2% Elapsed: 1 day, 21:47:53 temperature: 1.0 ada_p: 0.705448 Discriminator_loss: 2.40086 Generator_loss: 2.09987
[INFO] 2021-02-02 10:49:16 > Step: 185100 Progress: 59.2% Elapsed: 1 day, 21:49:20 temperature: 1.0 ada_p: 0.705832 Discriminator_loss: 2.47735 Generator_loss: 2.10443
[INFO] 2021-02-02 10:50:38 > Step: 185200 Progress: 59.3% Elapsed: 1 day, 21:50:42 temperature: 1.0 ada_p: 0.706216 Discriminator_loss: 2.43133 Generator_loss: 2.06603
[INFO] 2021-02-02 10:52:01 > Step: 185300 Progress: 59.3% Elapsed: 1 day, 21:52:05 temperature: 1.0 ada_p: 0.7066 Discriminator_loss: 2.46143 Generator_loss: 2.20869
[INFO] 2021-02-02 10:53:25 > Step: 185400 Progress: 59.3% Elapsed: 1 day, 21:53:29 temperature: 1.0 ada_p: 0.706984 Discriminator_loss: 2.43677 Generator_loss: 1.95392
[INFO] 2021-02-02 10:54:50 > Step: 185500 Progress: 59.4% Elapsed: 1 day, 21:54:54 temperature: 1.0 ada_p: 0.707368 Discriminator_loss: 2.39805 Generator_loss: 2.14383
[INFO] 2021-02-02 10:56:17 > Step: 185600 Progress: 59.4% Elapsed: 1 day, 21:56:21 temperature: 1.0 ada_p: 0.707752 Discriminator_loss: 2.4375 Generator_loss: 2.1563
[INFO] 2021-02-02 10:57:42 > Step: 185700 Progress: 59.4% Elapsed: 1 day, 21:57:46 temperature: 1.0 ada_p: 0.708136 Discriminator_loss: 2.38723 Generator_loss: 2.20604
[INFO] 2021-02-02 10:59:05 > Step: 185800 Progress: 59.5% Elapsed: 1 day, 21:59:09 temperature: 1.0 ada_p: 0.70852 Discriminator_loss: 2.44735 Generator_loss: 2.23362
[INFO] 2021-02-02 11:00:29 > Step: 185900 Progress: 59.5% Elapsed: 1 day, 22:00:33 temperature: 1.0 ada_p: 0.708904 Discriminator_loss: 2.35575 Generator_loss: 1.96745
[INFO] 2021-02-02 11:01:52 > Step: 186000 Progress: 59.5% Elapsed: 1 day, 22:01:56 temperature: 1.0 ada_p: 0.709288 Discriminator_loss: 2.43183 Generator_loss: 2.08939
[INFO] 2021-02-02 11:01:52 > Start Evaluation (186000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 11:01:52 > Calculating FID Score....
[INFO] 2021-02-02 11:02:19 > Calculating Inception Score....
[INFO] 2021-02-02 11:02:36 > Calculate F_beta Score....
[INFO] 2021-02-02 11:03:34 > Calculate Accuracies....
[INFO] 2021-02-02 11:03:41 > Calculate Accuracies....
[INFO] 2021-02-02 11:03:43 > F_8 score (Step: 186000, Using test images): 0.9587334460680831
[INFO] 2021-02-02 11:03:43 > F_1/8 score (Step: 186000, Using test images): 0.9901529255230236
[INFO] 2021-02-02 11:03:43 > FID score (Step: 186000, Using test moments): 11.21726791677861
[INFO] 2021-02-02 11:03:43 > Inception score (Step: 186000, 10000 generated images): 9.294206619262695
[INFO] 2021-02-02 11:03:43 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 11:03:43 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 11:05:02 > Step: 186100 Progress: 59.6% Elapsed: 1 day, 22:05:06 temperature: 1.0 ada_p: 0.709672 Discriminator_loss: 2.52137 Generator_loss: 2.25735
[INFO] 2021-02-02 11:06:25 > Step: 186200 Progress: 59.6% Elapsed: 1 day, 22:06:29 temperature: 1.0 ada_p: 0.710056 Discriminator_loss: 2.48227 Generator_loss: 2.17714
[INFO] 2021-02-02 11:07:48 > Step: 186300 Progress: 59.6% Elapsed: 1 day, 22:07:52 temperature: 1.0 ada_p: 0.71044 Discriminator_loss: 2.36505 Generator_loss: 2.17069
[INFO] 2021-02-02 11:09:14 > Step: 186400 Progress: 59.6% Elapsed: 1 day, 22:09:18 temperature: 1.0 ada_p: 0.710824 Discriminator_loss: 2.26614 Generator_loss: 2.11982
[INFO] 2021-02-02 11:10:37 > Step: 186500 Progress: 59.7% Elapsed: 1 day, 22:10:41 temperature: 1.0 ada_p: 0.711208 Discriminator_loss: 2.42075 Generator_loss: 1.98784
[INFO] 2021-02-02 11:12:05 > Step: 186600 Progress: 59.7% Elapsed: 1 day, 22:12:09 temperature: 1.0 ada_p: 0.711592 Discriminator_loss: 2.37023 Generator_loss: 2.08534
[INFO] 2021-02-02 11:13:35 > Step: 186700 Progress: 59.7% Elapsed: 1 day, 22:13:39 temperature: 1.0 ada_p: 0.711976 Discriminator_loss: 2.46866 Generator_loss: 2.11391
[INFO] 2021-02-02 11:15:00 > Step: 186800 Progress: 59.8% Elapsed: 1 day, 22:15:04 temperature: 1.0 ada_p: 0.71236 Discriminator_loss: 2.38 Generator_loss: 2.20969
[INFO] 2021-02-02 11:16:23 > Step: 186900 Progress: 59.8% Elapsed: 1 day, 22:16:27 temperature: 1.0 ada_p: 0.712744 Discriminator_loss: 2.33464 Generator_loss: 2.12168
[INFO] 2021-02-02 11:17:48 > Step: 187000 Progress: 59.8% Elapsed: 1 day, 22:17:52 temperature: 1.0 ada_p: 0.713128 Discriminator_loss: 2.42229 Generator_loss: 2.20396
[INFO] 2021-02-02 11:19:19 > Step: 187100 Progress: 59.9% Elapsed: 1 day, 22:19:23 temperature: 1.0 ada_p: 0.713512 Discriminator_loss: 2.32266 Generator_loss: 2.34026
[INFO] 2021-02-02 11:20:43 > Step: 187200 Progress: 59.9% Elapsed: 1 day, 22:20:47 temperature: 1.0 ada_p: 0.713896 Discriminator_loss: 2.33982 Generator_loss: 2.2214
[INFO] 2021-02-02 11:22:08 > Step: 187300 Progress: 59.9% Elapsed: 1 day, 22:22:12 temperature: 1.0 ada_p: 0.71428 Discriminator_loss: 2.41797 Generator_loss: 2.10158
[INFO] 2021-02-02 11:23:31 > Step: 187400 Progress: 60.0% Elapsed: 1 day, 22:23:35 temperature: 1.0 ada_p: 0.714664 Discriminator_loss: 2.40436 Generator_loss: 2.22045
[INFO] 2021-02-02 11:24:55 > Step: 187500 Progress: 60.0% Elapsed: 1 day, 22:24:59 temperature: 1.0 ada_p: 0.715048 Discriminator_loss: 2.43151 Generator_loss: 2.08709
[INFO] 2021-02-02 11:26:19 > Step: 187600 Progress: 60.0% Elapsed: 1 day, 22:26:23 temperature: 1.0 ada_p: 0.715432 Discriminator_loss: 2.40174 Generator_loss: 2.09321
[INFO] 2021-02-02 11:27:53 > Step: 187700 Progress: 60.1% Elapsed: 1 day, 22:27:57 temperature: 1.0 ada_p: 0.715816 Discriminator_loss: 2.51985 Generator_loss: 2.11463
[INFO] 2021-02-02 11:29:21 > Step: 187800 Progress: 60.1% Elapsed: 1 day, 22:29:25 temperature: 1.0 ada_p: 0.7162 Discriminator_loss: 2.22509 Generator_loss: 2.14765
[INFO] 2021-02-02 11:30:43 > Step: 187900 Progress: 60.1% Elapsed: 1 day, 22:30:47 temperature: 1.0 ada_p: 0.716584 Discriminator_loss: 2.3941 Generator_loss: 2.19452
[INFO] 2021-02-02 11:32:00 > Step: 188000 Progress: 60.2% Elapsed: 1 day, 22:32:04 temperature: 1.0 ada_p: 0.716968 Discriminator_loss: 2.40635 Generator_loss: 2.1164
[INFO] 2021-02-02 11:32:00 > Start Evaluation (188000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 11:32:00 > Calculating FID Score....
[INFO] 2021-02-02 11:32:28 > Calculating Inception Score....
[INFO] 2021-02-02 11:32:45 > Calculate F_beta Score....
[INFO] 2021-02-02 11:33:43 > Calculate Accuracies....
[INFO] 2021-02-02 11:33:50 > Calculate Accuracies....
[INFO] 2021-02-02 11:33:51 > F_8 score (Step: 188000, Using test images): 0.9541394505582295
[INFO] 2021-02-02 11:33:51 > F_1/8 score (Step: 188000, Using test images): 0.9904272032619741
[INFO] 2021-02-02 11:33:51 > FID score (Step: 188000, Using test moments): 11.449814505974473
[INFO] 2021-02-02 11:33:51 > Inception score (Step: 188000, 10000 generated images): 9.250727653503418
[INFO] 2021-02-02 11:33:51 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 11:33:52 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 11:35:16 > Step: 188100 Progress: 60.2% Elapsed: 1 day, 22:35:20 temperature: 1.0 ada_p: 0.717352 Discriminator_loss: 2.40748 Generator_loss: 2.13577
[INFO] 2021-02-02 11:36:38 > Step: 188200 Progress: 60.2% Elapsed: 1 day, 22:36:42 temperature: 1.0 ada_p: 0.717736 Discriminator_loss: 2.44852 Generator_loss: 2.13814
[INFO] 2021-02-02 11:38:01 > Step: 188300 Progress: 60.3% Elapsed: 1 day, 22:38:05 temperature: 1.0 ada_p: 0.71812 Discriminator_loss: 2.35586 Generator_loss: 2.19902
[INFO] 2021-02-02 11:39:36 > Step: 188400 Progress: 60.3% Elapsed: 1 day, 22:39:40 temperature: 1.0 ada_p: 0.718504 Discriminator_loss: 2.37603 Generator_loss: 2.11237
[INFO] 2021-02-02 11:41:10 > Step: 188500 Progress: 60.3% Elapsed: 1 day, 22:41:14 temperature: 1.0 ada_p: 0.718888 Discriminator_loss: 2.55963 Generator_loss: 2.13829
[INFO] 2021-02-02 11:42:35 > Step: 188600 Progress: 60.4% Elapsed: 1 day, 22:42:39 temperature: 1.0 ada_p: 0.719272 Discriminator_loss: 2.46536 Generator_loss: 2.18181
[INFO] 2021-02-02 11:43:59 > Step: 188700 Progress: 60.4% Elapsed: 1 day, 22:44:03 temperature: 1.0 ada_p: 0.719656 Discriminator_loss: 2.32401 Generator_loss: 2.15403
[INFO] 2021-02-02 11:45:21 > Step: 188800 Progress: 60.4% Elapsed: 1 day, 22:45:25 temperature: 1.0 ada_p: 0.72004 Discriminator_loss: 2.3795 Generator_loss: 2.07977
[INFO] 2021-02-02 11:46:45 > Step: 188900 Progress: 60.4% Elapsed: 1 day, 22:46:49 temperature: 1.0 ada_p: 0.720424 Discriminator_loss: 2.52443 Generator_loss: 2.1695
[INFO] 2021-02-02 11:48:09 > Step: 189000 Progress: 60.5% Elapsed: 1 day, 22:48:13 temperature: 1.0 ada_p: 0.720808 Discriminator_loss: 2.36306 Generator_loss: 2.24132
[INFO] 2021-02-02 11:49:35 > Step: 189100 Progress: 60.5% Elapsed: 1 day, 22:49:39 temperature: 1.0 ada_p: 0.721192 Discriminator_loss: 2.37253 Generator_loss: 2.15836
[INFO] 2021-02-02 11:51:01 > Step: 189200 Progress: 60.5% Elapsed: 1 day, 22:51:05 temperature: 1.0 ada_p: 0.721576 Discriminator_loss: 2.41681 Generator_loss: 2.11357
[INFO] 2021-02-02 11:52:25 > Step: 189300 Progress: 60.6% Elapsed: 1 day, 22:52:29 temperature: 1.0 ada_p: 0.72196 Discriminator_loss: 2.56776 Generator_loss: 2.12008
[INFO] 2021-02-02 11:53:49 > Step: 189400 Progress: 60.6% Elapsed: 1 day, 22:53:53 temperature: 1.0 ada_p: 0.722344 Discriminator_loss: 2.34993 Generator_loss: 2.044
[INFO] 2021-02-02 11:55:12 > Step: 189500 Progress: 60.6% Elapsed: 1 day, 22:55:16 temperature: 1.0 ada_p: 0.722728 Discriminator_loss: 2.36608 Generator_loss: 2.08048
[INFO] 2021-02-02 11:56:35 > Step: 189600 Progress: 60.7% Elapsed: 1 day, 22:56:39 temperature: 1.0 ada_p: 0.723112 Discriminator_loss: 2.35923 Generator_loss: 2.25018
[INFO] 2021-02-02 11:58:04 > Step: 189700 Progress: 60.7% Elapsed: 1 day, 22:58:08 temperature: 1.0 ada_p: 0.723496 Discriminator_loss: 2.37894 Generator_loss: 2.21145
[INFO] 2021-02-02 11:59:18 > Step: 189800 Progress: 60.7% Elapsed: 1 day, 22:59:22 temperature: 1.0 ada_p: 0.72388 Discriminator_loss: 2.40316 Generator_loss: 2.10527
[INFO] 2021-02-02 12:00:40 > Step: 189900 Progress: 60.8% Elapsed: 1 day, 23:00:44 temperature: 1.0 ada_p: 0.724264 Discriminator_loss: 2.44165 Generator_loss: 2.07908
[INFO] 2021-02-02 12:02:04 > Step: 190000 Progress: 60.8% Elapsed: 1 day, 23:02:08 temperature: 1.0 ada_p: 0.724648 Discriminator_loss: 2.48116 Generator_loss: 2.09783
[INFO] 2021-02-02 12:02:04 > Start Evaluation (190000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 12:02:04 > Calculating FID Score....
[INFO] 2021-02-02 12:02:31 > Calculating Inception Score....
[INFO] 2021-02-02 12:02:48 > Calculate F_beta Score....
[INFO] 2021-02-02 12:03:45 > Calculate Accuracies....
[INFO] 2021-02-02 12:03:52 > Calculate Accuracies....
[INFO] 2021-02-02 12:03:54 > F_8 score (Step: 190000, Using test images): 0.9456883004300743
[INFO] 2021-02-02 12:03:54 > F_1/8 score (Step: 190000, Using test images): 0.9897208827581611
[INFO] 2021-02-02 12:03:54 > FID score (Step: 190000, Using test moments): 11.476383707961872
[INFO] 2021-02-02 12:03:54 > Inception score (Step: 190000, 10000 generated images): 9.108245849609375
[INFO] 2021-02-02 12:03:54 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 12:03:55 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 12:05:27 > Step: 190100 Progress: 60.8% Elapsed: 1 day, 23:05:31 temperature: 1.0 ada_p: 0.725032 Discriminator_loss: 2.34879 Generator_loss: 2.05471
[INFO] 2021-02-02 12:06:59 > Step: 190200 Progress: 60.9% Elapsed: 1 day, 23:07:03 temperature: 1.0 ada_p: 0.725416 Discriminator_loss: 2.45056 Generator_loss: 2.12904
[INFO] 2021-02-02 12:08:36 > Step: 190300 Progress: 60.9% Elapsed: 1 day, 23:08:40 temperature: 1.0 ada_p: 0.7258 Discriminator_loss: 2.52629 Generator_loss: 2.26793
[INFO] 2021-02-02 12:10:09 > Step: 190400 Progress: 60.9% Elapsed: 1 day, 23:10:13 temperature: 1.0 ada_p: 0.726184 Discriminator_loss: 2.52321 Generator_loss: 2.00697
[INFO] 2021-02-02 12:11:39 > Step: 190500 Progress: 61.0% Elapsed: 1 day, 23:11:43 temperature: 1.0 ada_p: 0.726568 Discriminator_loss: 2.36889 Generator_loss: 2.12922
[INFO] 2021-02-02 12:13:02 > Step: 190600 Progress: 61.0% Elapsed: 1 day, 23:13:06 temperature: 1.0 ada_p: 0.726952 Discriminator_loss: 2.43346 Generator_loss: 2.08351
[INFO] 2021-02-02 12:14:25 > Step: 190700 Progress: 61.0% Elapsed: 1 day, 23:14:29 temperature: 1.0 ada_p: 0.727336 Discriminator_loss: 2.53999 Generator_loss: 2.08348
[INFO] 2021-02-02 12:15:48 > Step: 190800 Progress: 61.1% Elapsed: 1 day, 23:15:52 temperature: 1.0 ada_p: 0.72772 Discriminator_loss: 2.35377 Generator_loss: 2.05098
[INFO] 2021-02-02 12:17:11 > Step: 190900 Progress: 61.1% Elapsed: 1 day, 23:17:15 temperature: 1.0 ada_p: 0.728104 Discriminator_loss: 2.25402 Generator_loss: 2.05898
[INFO] 2021-02-02 12:18:35 > Step: 191000 Progress: 61.1% Elapsed: 1 day, 23:18:39 temperature: 1.0 ada_p: 0.728488 Discriminator_loss: 2.43259 Generator_loss: 2.14269
[INFO] 2021-02-02 12:19:59 > Step: 191100 Progress: 61.2% Elapsed: 1 day, 23:20:03 temperature: 1.0 ada_p: 0.728872 Discriminator_loss: 2.45472 Generator_loss: 2.23094
[INFO] 2021-02-02 12:21:22 > Step: 191200 Progress: 61.2% Elapsed: 1 day, 23:21:26 temperature: 1.0 ada_p: 0.729256 Discriminator_loss: 2.39713 Generator_loss: 2.19231
[INFO] 2021-02-02 12:22:45 > Step: 191300 Progress: 61.2% Elapsed: 1 day, 23:22:49 temperature: 1.0 ada_p: 0.72964 Discriminator_loss: 2.52143 Generator_loss: 2.09726
[INFO] 2021-02-02 12:24:09 > Step: 191400 Progress: 61.2% Elapsed: 1 day, 23:24:13 temperature: 1.0 ada_p: 0.730024 Discriminator_loss: 2.34226 Generator_loss: 2.10391
[INFO] 2021-02-02 12:25:35 > Step: 191500 Progress: 61.3% Elapsed: 1 day, 23:25:39 temperature: 1.0 ada_p: 0.730408 Discriminator_loss: 2.40354 Generator_loss: 2.1469
[INFO] 2021-02-02 12:26:52 > Step: 191600 Progress: 61.3% Elapsed: 1 day, 23:26:56 temperature: 1.0 ada_p: 0.730792 Discriminator_loss: 2.32851 Generator_loss: 2.16643
[INFO] 2021-02-02 12:28:14 > Step: 191700 Progress: 61.3% Elapsed: 1 day, 23:28:18 temperature: 1.0 ada_p: 0.731176 Discriminator_loss: 2.44062 Generator_loss: 2.16281
[INFO] 2021-02-02 12:29:37 > Step: 191800 Progress: 61.4% Elapsed: 1 day, 23:29:41 temperature: 1.0 ada_p: 0.73156 Discriminator_loss: 2.48418 Generator_loss: 2.09879
[INFO] 2021-02-02 12:31:00 > Step: 191900 Progress: 61.4% Elapsed: 1 day, 23:31:04 temperature: 1.0 ada_p: 0.731944 Discriminator_loss: 2.40166 Generator_loss: 2.17413
[INFO] 2021-02-02 12:32:25 > Step: 192000 Progress: 61.4% Elapsed: 1 day, 23:32:29 temperature: 1.0 ada_p: 0.732328 Discriminator_loss: 2.48781 Generator_loss: 2.15325
[INFO] 2021-02-02 12:32:25 > Start Evaluation (192000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 12:32:25 > Calculating FID Score....
[INFO] 2021-02-02 12:32:53 > Calculating Inception Score....
[INFO] 2021-02-02 12:33:10 > Calculate F_beta Score....
[INFO] 2021-02-02 12:34:06 > Calculate Accuracies....
[INFO] 2021-02-02 12:34:13 > Calculate Accuracies....
[INFO] 2021-02-02 12:34:15 > F_8 score (Step: 192000, Using test images): 0.9558238589524684
[INFO] 2021-02-02 12:34:15 > F_1/8 score (Step: 192000, Using test images): 0.9895261913852131
[INFO] 2021-02-02 12:34:15 > FID score (Step: 192000, Using test moments): 11.307333905577536
[INFO] 2021-02-02 12:34:15 > Inception score (Step: 192000, 10000 generated images): 9.227876663208008
[INFO] 2021-02-02 12:34:15 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 12:34:15 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 12:35:38 > Step: 192100 Progress: 61.5% Elapsed: 1 day, 23:35:42 temperature: 1.0 ada_p: 0.732712 Discriminator_loss: 2.33316 Generator_loss: 1.97836
[INFO] 2021-02-02 12:37:05 > Step: 192200 Progress: 61.5% Elapsed: 1 day, 23:37:09 temperature: 1.0 ada_p: 0.733096 Discriminator_loss: 2.32469 Generator_loss: 2.27619
[INFO] 2021-02-02 12:38:28 > Step: 192300 Progress: 61.5% Elapsed: 1 day, 23:38:32 temperature: 1.0 ada_p: 0.73348 Discriminator_loss: 2.3824 Generator_loss: 2.03923
[INFO] 2021-02-02 12:39:51 > Step: 192400 Progress: 61.6% Elapsed: 1 day, 23:39:55 temperature: 1.0 ada_p: 0.733864 Discriminator_loss: 2.50057 Generator_loss: 2.17231
[INFO] 2021-02-02 12:41:15 > Step: 192500 Progress: 61.6% Elapsed: 1 day, 23:41:19 temperature: 1.0 ada_p: 0.734242 Discriminator_loss: 2.36638 Generator_loss: 2.21381
[INFO] 2021-02-02 12:42:51 > Step: 192600 Progress: 61.6% Elapsed: 1 day, 23:42:55 temperature: 1.0 ada_p: 0.734626 Discriminator_loss: 2.37514 Generator_loss: 2.12431
[INFO] 2021-02-02 12:44:14 > Step: 192700 Progress: 61.7% Elapsed: 1 day, 23:44:18 temperature: 1.0 ada_p: 0.73501 Discriminator_loss: 2.39197 Generator_loss: 2.26609
[INFO] 2021-02-02 12:45:37 > Step: 192800 Progress: 61.7% Elapsed: 1 day, 23:45:41 temperature: 1.0 ada_p: 0.735394 Discriminator_loss: 2.35427 Generator_loss: 2.08616
[INFO] 2021-02-02 12:47:03 > Step: 192900 Progress: 61.7% Elapsed: 1 day, 23:47:07 temperature: 1.0 ada_p: 0.735778 Discriminator_loss: 2.4099 Generator_loss: 2.07425
[INFO] 2021-02-02 12:48:38 > Step: 193000 Progress: 61.8% Elapsed: 1 day, 23:48:42 temperature: 1.0 ada_p: 0.736162 Discriminator_loss: 2.40157 Generator_loss: 2.23826
[INFO] 2021-02-02 12:50:04 > Step: 193100 Progress: 61.8% Elapsed: 1 day, 23:50:08 temperature: 1.0 ada_p: 0.736546 Discriminator_loss: 2.47588 Generator_loss: 2.22094
[INFO] 2021-02-02 12:51:26 > Step: 193200 Progress: 61.8% Elapsed: 1 day, 23:51:30 temperature: 1.0 ada_p: 0.73693 Discriminator_loss: 2.36843 Generator_loss: 2.28421
[INFO] 2021-02-02 12:52:49 > Step: 193300 Progress: 61.9% Elapsed: 1 day, 23:52:53 temperature: 1.0 ada_p: 0.737314 Discriminator_loss: 2.32595 Generator_loss: 2.04158
[INFO] 2021-02-02 12:54:03 > Step: 193400 Progress: 61.9% Elapsed: 1 day, 23:54:07 temperature: 1.0 ada_p: 0.737698 Discriminator_loss: 2.36415 Generator_loss: 2.0268
[INFO] 2021-02-02 12:55:23 > Step: 193500 Progress: 61.9% Elapsed: 1 day, 23:55:27 temperature: 1.0 ada_p: 0.738082 Discriminator_loss: 2.42873 Generator_loss: 2.17766
[INFO] 2021-02-02 12:56:47 > Step: 193600 Progress: 62.0% Elapsed: 1 day, 23:56:51 temperature: 1.0 ada_p: 0.738466 Discriminator_loss: 2.36428 Generator_loss: 2.09097
[INFO] 2021-02-02 12:58:12 > Step: 193700 Progress: 62.0% Elapsed: 1 day, 23:58:16 temperature: 1.0 ada_p: 0.73885 Discriminator_loss: 2.52341 Generator_loss: 2.10924
[INFO] 2021-02-02 12:59:35 > Step: 193800 Progress: 62.0% Elapsed: 1 day, 23:59:39 temperature: 1.0 ada_p: 0.739234 Discriminator_loss: 2.39045 Generator_loss: 2.11334
[INFO] 2021-02-02 13:01:02 > Step: 193900 Progress: 62.0% Elapsed: 2 days, 0:01:06 temperature: 1.0 ada_p: 0.739618 Discriminator_loss: 2.38012 Generator_loss: 2.06281
[INFO] 2021-02-02 13:02:25 > Step: 194000 Progress: 62.1% Elapsed: 2 days, 0:02:28 temperature: 1.0 ada_p: 0.740002 Discriminator_loss: 2.58883 Generator_loss: 2.10478
[INFO] 2021-02-02 13:02:25 > Start Evaluation (194000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 13:02:25 > Calculating FID Score....
[INFO] 2021-02-02 13:02:52 > Calculating Inception Score....
[INFO] 2021-02-02 13:03:09 > Calculate F_beta Score....
[INFO] 2021-02-02 13:04:05 > Calculate Accuracies....
[INFO] 2021-02-02 13:04:12 > Calculate Accuracies....
[INFO] 2021-02-02 13:04:14 > F_8 score (Step: 194000, Using test images): 0.964152135686428
[INFO] 2021-02-02 13:04:14 > F_1/8 score (Step: 194000, Using test images): 0.9891911460948549
[INFO] 2021-02-02 13:04:14 > FID score (Step: 194000, Using test moments): 11.624146310472838
[INFO] 2021-02-02 13:04:14 > Inception score (Step: 194000, 10000 generated images): 9.151813507080078
[INFO] 2021-02-02 13:04:14 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 13:04:14 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 13:05:38 > Step: 194100 Progress: 62.1% Elapsed: 2 days, 0:05:42 temperature: 1.0 ada_p: 0.740386 Discriminator_loss: 2.5318 Generator_loss: 2.27261
[INFO] 2021-02-02 13:07:01 > Step: 194200 Progress: 62.1% Elapsed: 2 days, 0:07:05 temperature: 1.0 ada_p: 0.74077 Discriminator_loss: 2.36283 Generator_loss: 2.12263
[INFO] 2021-02-02 13:08:24 > Step: 194300 Progress: 62.2% Elapsed: 2 days, 0:08:28 temperature: 1.0 ada_p: 0.741154 Discriminator_loss: 2.41021 Generator_loss: 2.11288
[INFO] 2021-02-02 13:09:48 > Step: 194400 Progress: 62.2% Elapsed: 2 days, 0:09:52 temperature: 1.0 ada_p: 0.741538 Discriminator_loss: 2.41366 Generator_loss: 2.1474
[INFO] 2021-02-02 13:11:11 > Step: 194500 Progress: 62.2% Elapsed: 2 days, 0:11:15 temperature: 1.0 ada_p: 0.741922 Discriminator_loss: 2.50808 Generator_loss: 2.1173
[INFO] 2021-02-02 13:12:38 > Step: 194600 Progress: 62.3% Elapsed: 2 days, 0:12:42 temperature: 1.0 ada_p: 0.742306 Discriminator_loss: 2.55156 Generator_loss: 2.18122
[INFO] 2021-02-02 13:14:10 > Step: 194700 Progress: 62.3% Elapsed: 2 days, 0:14:14 temperature: 1.0 ada_p: 0.74269 Discriminator_loss: 2.44418 Generator_loss: 2.3182
[INFO] 2021-02-02 13:15:33 > Step: 194800 Progress: 62.3% Elapsed: 2 days, 0:15:37 temperature: 1.0 ada_p: 0.743074 Discriminator_loss: 2.48519 Generator_loss: 2.11789
[INFO] 2021-02-02 13:16:56 > Step: 194900 Progress: 62.4% Elapsed: 2 days, 0:17:00 temperature: 1.0 ada_p: 0.743458 Discriminator_loss: 2.46764 Generator_loss: 2.08975
[INFO] 2021-02-02 13:18:19 > Step: 195000 Progress: 62.4% Elapsed: 2 days, 0:18:23 temperature: 1.0 ada_p: 0.743842 Discriminator_loss: 2.33342 Generator_loss: 2.16732
[INFO] 2021-02-02 13:19:43 > Step: 195100 Progress: 62.4% Elapsed: 2 days, 0:19:47 temperature: 1.0 ada_p: 0.744226 Discriminator_loss: 2.35036 Generator_loss: 2.04238
[INFO] 2021-02-02 13:21:06 > Step: 195200 Progress: 62.5% Elapsed: 2 days, 0:21:10 temperature: 1.0 ada_p: 0.74461 Discriminator_loss: 2.43068 Generator_loss: 2.06921
[INFO] 2021-02-02 13:22:24 > Step: 195300 Progress: 62.5% Elapsed: 2 days, 0:22:28 temperature: 1.0 ada_p: 0.744994 Discriminator_loss: 2.36202 Generator_loss: 2.17428
[INFO] 2021-02-02 13:23:47 > Step: 195400 Progress: 62.5% Elapsed: 2 days, 0:23:51 temperature: 1.0 ada_p: 0.745378 Discriminator_loss: 2.36871 Generator_loss: 2.04254
[INFO] 2021-02-02 13:25:16 > Step: 195500 Progress: 62.6% Elapsed: 2 days, 0:25:20 temperature: 1.0 ada_p: 0.745762 Discriminator_loss: 2.52461 Generator_loss: 2.06979
[INFO] 2021-02-02 13:26:41 > Step: 195600 Progress: 62.6% Elapsed: 2 days, 0:26:45 temperature: 1.0 ada_p: 0.746146 Discriminator_loss: 2.42772 Generator_loss: 2.17929
[INFO] 2021-02-02 13:28:04 > Step: 195700 Progress: 62.6% Elapsed: 2 days, 0:28:08 temperature: 1.0 ada_p: 0.74653 Discriminator_loss: 2.45063 Generator_loss: 2.13358
[INFO] 2021-02-02 13:29:27 > Step: 195800 Progress: 62.7% Elapsed: 2 days, 0:29:31 temperature: 1.0 ada_p: 0.746914 Discriminator_loss: 2.36403 Generator_loss: 2.1754
[INFO] 2021-02-02 13:30:51 > Step: 195900 Progress: 62.7% Elapsed: 2 days, 0:30:55 temperature: 1.0 ada_p: 0.747298 Discriminator_loss: 2.47791 Generator_loss: 2.06076
[INFO] 2021-02-02 13:32:14 > Step: 196000 Progress: 62.7% Elapsed: 2 days, 0:32:18 temperature: 1.0 ada_p: 0.747682 Discriminator_loss: 2.4315 Generator_loss: 2.01871
[INFO] 2021-02-02 13:32:14 > Start Evaluation (196000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 13:32:14 > Calculating FID Score....
[INFO] 2021-02-02 13:32:42 > Calculating Inception Score....
[INFO] 2021-02-02 13:32:59 > Calculate F_beta Score....
[INFO] 2021-02-02 13:33:56 > Calculate Accuracies....
[INFO] 2021-02-02 13:34:03 > Calculate Accuracies....
[INFO] 2021-02-02 13:34:04 > F_8 score (Step: 196000, Using test images): 0.9418562035182971
[INFO] 2021-02-02 13:34:04 > F_1/8 score (Step: 196000, Using test images): 0.9886982109824191
[INFO] 2021-02-02 13:34:04 > FID score (Step: 196000, Using test moments): 11.350373132059417
[INFO] 2021-02-02 13:34:04 > Inception score (Step: 196000, 10000 generated images): 9.216570854187012
[INFO] 2021-02-02 13:34:04 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 13:34:05 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 13:35:27 > Step: 196100 Progress: 62.8% Elapsed: 2 days, 0:35:31 temperature: 1.0 ada_p: 0.748066 Discriminator_loss: 2.46583 Generator_loss: 2.1166
[INFO] 2021-02-02 13:36:51 > Step: 196200 Progress: 62.8% Elapsed: 2 days, 0:36:55 temperature: 1.0 ada_p: 0.74845 Discriminator_loss: 2.35123 Generator_loss: 2.04652
[INFO] 2021-02-02 13:38:25 > Step: 196300 Progress: 62.8% Elapsed: 2 days, 0:38:29 temperature: 1.0 ada_p: 0.748834 Discriminator_loss: 2.52954 Generator_loss: 2.11633
[INFO] 2021-02-02 13:40:00 > Step: 196400 Progress: 62.8% Elapsed: 2 days, 0:40:04 temperature: 1.0 ada_p: 0.749218 Discriminator_loss: 2.3381 Generator_loss: 2.15602
[INFO] 2021-02-02 13:41:29 > Step: 196500 Progress: 62.9% Elapsed: 2 days, 0:41:33 temperature: 1.0 ada_p: 0.749602 Discriminator_loss: 2.42393 Generator_loss: 2.13148
[INFO] 2021-02-02 13:43:03 > Step: 196600 Progress: 62.9% Elapsed: 2 days, 0:43:07 temperature: 1.0 ada_p: 0.749986 Discriminator_loss: 2.53328 Generator_loss: 2.13397
[INFO] 2021-02-02 13:44:34 > Step: 196700 Progress: 62.9% Elapsed: 2 days, 0:44:38 temperature: 1.0 ada_p: 0.75037 Discriminator_loss: 2.51932 Generator_loss: 2.35773
[INFO] 2021-02-02 13:45:59 > Step: 196800 Progress: 63.0% Elapsed: 2 days, 0:46:03 temperature: 1.0 ada_p: 0.750754 Discriminator_loss: 2.40253 Generator_loss: 2.15262
[INFO] 2021-02-02 13:47:22 > Step: 196900 Progress: 63.0% Elapsed: 2 days, 0:47:26 temperature: 1.0 ada_p: 0.751138 Discriminator_loss: 2.48089 Generator_loss: 2.11056
[INFO] 2021-02-02 13:48:39 > Step: 197000 Progress: 63.0% Elapsed: 2 days, 0:48:43 temperature: 1.0 ada_p: 0.751522 Discriminator_loss: 2.46785 Generator_loss: 2.18601
[INFO] 2021-02-02 13:49:58 > Step: 197100 Progress: 63.1% Elapsed: 2 days, 0:50:02 temperature: 1.0 ada_p: 0.751906 Discriminator_loss: 2.45877 Generator_loss: 2.24017
[INFO] 2021-02-02 13:51:21 > Step: 197200 Progress: 63.1% Elapsed: 2 days, 0:51:25 temperature: 1.0 ada_p: 0.75229 Discriminator_loss: 2.49372 Generator_loss: 2.14731
[INFO] 2021-02-02 13:52:44 > Step: 197300 Progress: 63.1% Elapsed: 2 days, 0:52:48 temperature: 1.0 ada_p: 0.752674 Discriminator_loss: 2.41884 Generator_loss: 2.04603
[INFO] 2021-02-02 13:54:07 > Step: 197400 Progress: 63.2% Elapsed: 2 days, 0:54:11 temperature: 1.0 ada_p: 0.753058 Discriminator_loss: 2.44974 Generator_loss: 2.1473
[INFO] 2021-02-02 13:55:33 > Step: 197500 Progress: 63.2% Elapsed: 2 days, 0:55:37 temperature: 1.0 ada_p: 0.753442 Discriminator_loss: 2.43146 Generator_loss: 2.1038
[INFO] 2021-02-02 13:56:56 > Step: 197600 Progress: 63.2% Elapsed: 2 days, 0:57:00 temperature: 1.0 ada_p: 0.753826 Discriminator_loss: 2.40157 Generator_loss: 2.16337
[INFO] 2021-02-02 13:58:19 > Step: 197700 Progress: 63.3% Elapsed: 2 days, 0:58:23 temperature: 1.0 ada_p: 0.75421 Discriminator_loss: 2.48264 Generator_loss: 2.11038
[INFO] 2021-02-02 13:59:44 > Step: 197800 Progress: 63.3% Elapsed: 2 days, 0:59:48 temperature: 1.0 ada_p: 0.754594 Discriminator_loss: 2.44893 Generator_loss: 2.14046
[INFO] 2021-02-02 14:01:07 > Step: 197900 Progress: 63.3% Elapsed: 2 days, 1:01:11 temperature: 1.0 ada_p: 0.754978 Discriminator_loss: 2.63735 Generator_loss: 2.21553
[INFO] 2021-02-02 14:02:31 > Step: 198000 Progress: 63.4% Elapsed: 2 days, 1:02:35 temperature: 1.0 ada_p: 0.755362 Discriminator_loss: 2.38536 Generator_loss: 2.19013
[INFO] 2021-02-02 14:02:31 > Start Evaluation (198000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 14:02:31 > Calculating FID Score....
[INFO] 2021-02-02 14:02:59 > Calculating Inception Score....
[INFO] 2021-02-02 14:03:15 > Calculate F_beta Score....
[INFO] 2021-02-02 14:04:13 > Calculate Accuracies....
[INFO] 2021-02-02 14:04:19 > Calculate Accuracies....
[INFO] 2021-02-02 14:04:21 > F_8 score (Step: 198000, Using test images): 0.9578796639724009
[INFO] 2021-02-02 14:04:21 > F_1/8 score (Step: 198000, Using test images): 0.9891183764204878
[INFO] 2021-02-02 14:04:21 > FID score (Step: 198000, Using test moments): 11.584794649989476
[INFO] 2021-02-02 14:04:21 > Inception score (Step: 198000, 10000 generated images): 9.150225639343262
[INFO] 2021-02-02 14:04:21 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 14:04:22 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 14:05:44 > Step: 198100 Progress: 63.4% Elapsed: 2 days, 1:05:48 temperature: 1.0 ada_p: 0.755746 Discriminator_loss: 2.42545 Generator_loss: 2.07805
[INFO] 2021-02-02 14:07:07 > Step: 198200 Progress: 63.4% Elapsed: 2 days, 1:07:11 temperature: 1.0 ada_p: 0.75613 Discriminator_loss: 2.33505 Generator_loss: 2.15696
[INFO] 2021-02-02 14:08:30 > Step: 198300 Progress: 63.5% Elapsed: 2 days, 1:08:34 temperature: 1.0 ada_p: 0.756514 Discriminator_loss: 2.42279 Generator_loss: 2.16036
[INFO] 2021-02-02 14:09:54 > Step: 198400 Progress: 63.5% Elapsed: 2 days, 1:09:58 temperature: 1.0 ada_p: 0.756898 Discriminator_loss: 2.36527 Generator_loss: 2.16649
[INFO] 2021-02-02 14:11:20 > Step: 198500 Progress: 63.5% Elapsed: 2 days, 1:11:24 temperature: 1.0 ada_p: 0.757282 Discriminator_loss: 2.38728 Generator_loss: 2.09118
[INFO] 2021-02-02 14:12:45 > Step: 198600 Progress: 63.6% Elapsed: 2 days, 1:12:49 temperature: 1.0 ada_p: 0.757666 Discriminator_loss: 2.47609 Generator_loss: 2.03118
[INFO] 2021-02-02 14:14:09 > Step: 198700 Progress: 63.6% Elapsed: 2 days, 1:14:13 temperature: 1.0 ada_p: 0.75805 Discriminator_loss: 2.39276 Generator_loss: 2.06053
[INFO] 2021-02-02 14:15:30 > Step: 198800 Progress: 63.6% Elapsed: 2 days, 1:15:34 temperature: 1.0 ada_p: 0.758434 Discriminator_loss: 2.50278 Generator_loss: 2.26031
[INFO] 2021-02-02 14:16:49 > Step: 198900 Progress: 63.6% Elapsed: 2 days, 1:16:53 temperature: 1.0 ada_p: 0.758818 Discriminator_loss: 2.41045 Generator_loss: 2.05727
[INFO] 2021-02-02 14:18:15 > Step: 199000 Progress: 63.7% Elapsed: 2 days, 1:18:19 temperature: 1.0 ada_p: 0.759202 Discriminator_loss: 2.39759 Generator_loss: 2.20466
[INFO] 2021-02-02 14:19:38 > Step: 199100 Progress: 63.7% Elapsed: 2 days, 1:19:42 temperature: 1.0 ada_p: 0.759586 Discriminator_loss: 2.38727 Generator_loss: 2.07796
[INFO] 2021-02-02 14:21:04 > Step: 199200 Progress: 63.7% Elapsed: 2 days, 1:21:08 temperature: 1.0 ada_p: 0.75997 Discriminator_loss: 2.31125 Generator_loss: 2.14469
[INFO] 2021-02-02 14:22:27 > Step: 199300 Progress: 63.8% Elapsed: 2 days, 1:22:31 temperature: 1.0 ada_p: 0.760354 Discriminator_loss: 2.39322 Generator_loss: 2.11715
[INFO] 2021-02-02 14:23:50 > Step: 199400 Progress: 63.8% Elapsed: 2 days, 1:23:54 temperature: 1.0 ada_p: 0.760738 Discriminator_loss: 2.47697 Generator_loss: 2.12805
[INFO] 2021-02-02 14:25:13 > Step: 199500 Progress: 63.8% Elapsed: 2 days, 1:25:17 temperature: 1.0 ada_p: 0.761122 Discriminator_loss: 2.46468 Generator_loss: 2.00202
[INFO] 2021-02-02 14:26:36 > Step: 199600 Progress: 63.9% Elapsed: 2 days, 1:26:40 temperature: 1.0 ada_p: 0.761506 Discriminator_loss: 2.50437 Generator_loss: 2.11889
[INFO] 2021-02-02 14:28:01 > Step: 199700 Progress: 63.9% Elapsed: 2 days, 1:28:05 temperature: 1.0 ada_p: 0.76189 Discriminator_loss: 2.45763 Generator_loss: 2.09934
[INFO] 2021-02-02 14:29:24 > Step: 199800 Progress: 63.9% Elapsed: 2 days, 1:29:28 temperature: 1.0 ada_p: 0.762274 Discriminator_loss: 2.43642 Generator_loss: 2.15945
[INFO] 2021-02-02 14:30:47 > Step: 199900 Progress: 64.0% Elapsed: 2 days, 1:30:51 temperature: 1.0 ada_p: 0.762658 Discriminator_loss: 2.48851 Generator_loss: 2.123
[INFO] 2021-02-02 14:32:10 > Step: 200000 Progress: 64.0% Elapsed: 2 days, 1:32:14 temperature: 1.0 ada_p: 0.763042 Discriminator_loss: 2.39012 Generator_loss: 2.18914
[INFO] 2021-02-02 14:32:10 > Start Evaluation (200000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 14:32:10 > Calculating FID Score....
[INFO] 2021-02-02 14:32:38 > Calculating Inception Score....
[INFO] 2021-02-02 14:32:55 > Calculate F_beta Score....
[INFO] 2021-02-02 14:33:51 > Calculate Accuracies....
[INFO] 2021-02-02 14:33:58 > Calculate Accuracies....
[INFO] 2021-02-02 14:33:59 > F_8 score (Step: 200000, Using test images): 0.9551060432782333
[INFO] 2021-02-02 14:33:59 > F_1/8 score (Step: 200000, Using test images): 0.9898370781975359
[INFO] 2021-02-02 14:33:59 > FID score (Step: 200000, Using test moments): 11.586734093734037
[INFO] 2021-02-02 14:33:59 > Inception score (Step: 200000, 10000 generated images): 9.15617847442627
[INFO] 2021-02-02 14:33:59 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 14:34:00 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 14:35:23 > Step: 200100 Progress: 64.0% Elapsed: 2 days, 1:35:27 temperature: 1.0 ada_p: 0.763426 Discriminator_loss: 2.45069 Generator_loss: 2.07919
[INFO] 2021-02-02 14:36:46 > Step: 200200 Progress: 64.1% Elapsed: 2 days, 1:36:50 temperature: 1.0 ada_p: 0.76381 Discriminator_loss: 2.44628 Generator_loss: 2.09353
[INFO] 2021-02-02 14:38:09 > Step: 200300 Progress: 64.1% Elapsed: 2 days, 1:38:13 temperature: 1.0 ada_p: 0.764194 Discriminator_loss: 2.45998 Generator_loss: 2.16362
[INFO] 2021-02-02 14:39:32 > Step: 200400 Progress: 64.1% Elapsed: 2 days, 1:39:36 temperature: 1.0 ada_p: 0.764578 Discriminator_loss: 2.52892 Generator_loss: 2.22981
[INFO] 2021-02-02 14:40:56 > Step: 200500 Progress: 64.2% Elapsed: 2 days, 1:41:00 temperature: 1.0 ada_p: 0.764962 Discriminator_loss: 2.45388 Generator_loss: 2.05492
[INFO] 2021-02-02 14:42:20 > Step: 200600 Progress: 64.2% Elapsed: 2 days, 1:42:24 temperature: 1.0 ada_p: 0.765346 Discriminator_loss: 2.5164 Generator_loss: 2.15567
[INFO] 2021-02-02 14:43:34 > Step: 200700 Progress: 64.2% Elapsed: 2 days, 1:43:38 temperature: 1.0 ada_p: 0.76573 Discriminator_loss: 2.46517 Generator_loss: 2.16276
[INFO] 2021-02-02 14:44:52 > Step: 200800 Progress: 64.3% Elapsed: 2 days, 1:44:56 temperature: 1.0 ada_p: 0.766114 Discriminator_loss: 2.52594 Generator_loss: 2.09918
[INFO] 2021-02-02 14:46:15 > Step: 200900 Progress: 64.3% Elapsed: 2 days, 1:46:19 temperature: 1.0 ada_p: 0.766498 Discriminator_loss: 2.46113 Generator_loss: 2.17529
[INFO] 2021-02-02 14:47:41 > Step: 201000 Progress: 64.3% Elapsed: 2 days, 1:47:45 temperature: 1.0 ada_p: 0.766882 Discriminator_loss: 2.42942 Generator_loss: 2.17303
[INFO] 2021-02-02 14:49:09 > Step: 201100 Progress: 64.4% Elapsed: 2 days, 1:49:13 temperature: 1.0 ada_p: 0.767266 Discriminator_loss: 2.44354 Generator_loss: 2.14472
[INFO] 2021-02-02 14:50:32 > Step: 201200 Progress: 64.4% Elapsed: 2 days, 1:50:36 temperature: 1.0 ada_p: 0.76765 Discriminator_loss: 2.47214 Generator_loss: 2.22648
[INFO] 2021-02-02 14:51:55 > Step: 201300 Progress: 64.4% Elapsed: 2 days, 1:51:59 temperature: 1.0 ada_p: 0.768034 Discriminator_loss: 2.41007 Generator_loss: 2.13491
[INFO] 2021-02-02 14:53:18 > Step: 201400 Progress: 64.4% Elapsed: 2 days, 1:53:22 temperature: 1.0 ada_p: 0.768418 Discriminator_loss: 2.42709 Generator_loss: 2.19554
[INFO] 2021-02-02 14:54:46 > Step: 201500 Progress: 64.5% Elapsed: 2 days, 1:54:50 temperature: 1.0 ada_p: 0.768802 Discriminator_loss: 2.42211 Generator_loss: 2.05237
[INFO] 2021-02-02 14:56:15 > Step: 201600 Progress: 64.5% Elapsed: 2 days, 1:56:19 temperature: 1.0 ada_p: 0.769186 Discriminator_loss: 2.48151 Generator_loss: 2.12777
[INFO] 2021-02-02 14:57:39 > Step: 201700 Progress: 64.5% Elapsed: 2 days, 1:57:43 temperature: 1.0 ada_p: 0.76957 Discriminator_loss: 2.39416 Generator_loss: 2.13459
[INFO] 2021-02-02 14:59:01 > Step: 201800 Progress: 64.6% Elapsed: 2 days, 1:59:05 temperature: 1.0 ada_p: 0.769954 Discriminator_loss: 2.44033 Generator_loss: 2.08368
[INFO] 2021-02-02 15:00:26 > Step: 201900 Progress: 64.6% Elapsed: 2 days, 2:00:30 temperature: 1.0 ada_p: 0.770338 Discriminator_loss: 2.53455 Generator_loss: 2.17749
[INFO] 2021-02-02 15:01:54 > Step: 202000 Progress: 64.6% Elapsed: 2 days, 2:01:58 temperature: 1.0 ada_p: 0.770722 Discriminator_loss: 2.42715 Generator_loss: 2.11471
[INFO] 2021-02-02 15:01:54 > Start Evaluation (202000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 15:01:54 > Calculating FID Score....
[INFO] 2021-02-02 15:02:22 > Calculating Inception Score....
[INFO] 2021-02-02 15:02:39 > Calculate F_beta Score....
[INFO] 2021-02-02 15:03:36 > Calculate Accuracies....
[INFO] 2021-02-02 15:03:43 > Calculate Accuracies....
[INFO] 2021-02-02 15:03:44 > F_8 score (Step: 202000, Using test images): 0.9437601411277244
[INFO] 2021-02-02 15:03:44 > F_1/8 score (Step: 202000, Using test images): 0.989108545419376
[INFO] 2021-02-02 15:03:44 > FID score (Step: 202000, Using test moments): 11.790203338264291
[INFO] 2021-02-02 15:03:44 > Inception score (Step: 202000, 10000 generated images): 9.184406280517578
[INFO] 2021-02-02 15:03:44 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 15:03:45 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 15:05:07 > Step: 202100 Progress: 64.7% Elapsed: 2 days, 2:05:11 temperature: 1.0 ada_p: 0.771106 Discriminator_loss: 2.39903 Generator_loss: 2.08558
[INFO] 2021-02-02 15:06:33 > Step: 202200 Progress: 64.7% Elapsed: 2 days, 2:06:37 temperature: 1.0 ada_p: 0.77149 Discriminator_loss: 2.30843 Generator_loss: 2.17354
[INFO] 2021-02-02 15:07:56 > Step: 202300 Progress: 64.7% Elapsed: 2 days, 2:08:00 temperature: 1.0 ada_p: 0.771874 Discriminator_loss: 2.48243 Generator_loss: 2.29884
[INFO] 2021-02-02 15:09:20 > Step: 202400 Progress: 64.8% Elapsed: 2 days, 2:09:24 temperature: 1.0 ada_p: 0.772258 Discriminator_loss: 2.47062 Generator_loss: 2.17002
[INFO] 2021-02-02 15:10:40 > Step: 202500 Progress: 64.8% Elapsed: 2 days, 2:10:44 temperature: 1.0 ada_p: 0.772642 Discriminator_loss: 2.44211 Generator_loss: 1.98169
[INFO] 2021-02-02 15:11:59 > Step: 202600 Progress: 64.8% Elapsed: 2 days, 2:12:03 temperature: 1.0 ada_p: 0.773026 Discriminator_loss: 2.44765 Generator_loss: 2.14863
[INFO] 2021-02-02 15:13:22 > Step: 202700 Progress: 64.9% Elapsed: 2 days, 2:13:26 temperature: 1.0 ada_p: 0.77341 Discriminator_loss: 2.4129 Generator_loss: 2.18149
[INFO] 2021-02-02 15:14:45 > Step: 202800 Progress: 64.9% Elapsed: 2 days, 2:14:49 temperature: 1.0 ada_p: 0.773794 Discriminator_loss: 2.40061 Generator_loss: 2.14676
[INFO] 2021-02-02 15:16:08 > Step: 202900 Progress: 64.9% Elapsed: 2 days, 2:16:12 temperature: 1.0 ada_p: 0.774178 Discriminator_loss: 2.327 Generator_loss: 2.13549
[INFO] 2021-02-02 15:17:31 > Step: 203000 Progress: 65.0% Elapsed: 2 days, 2:17:35 temperature: 1.0 ada_p: 0.774562 Discriminator_loss: 2.44865 Generator_loss: 2.1493
[INFO] 2021-02-02 15:18:54 > Step: 203100 Progress: 65.0% Elapsed: 2 days, 2:18:58 temperature: 1.0 ada_p: 0.774946 Discriminator_loss: 2.42443 Generator_loss: 2.10889
[INFO] 2021-02-02 15:20:17 > Step: 203200 Progress: 65.0% Elapsed: 2 days, 2:20:21 temperature: 1.0 ada_p: 0.77533 Discriminator_loss: 2.47803 Generator_loss: 2.07324
[INFO] 2021-02-02 15:21:40 > Step: 203300 Progress: 65.1% Elapsed: 2 days, 2:21:44 temperature: 1.0 ada_p: 0.775714 Discriminator_loss: 2.41594 Generator_loss: 2.14013
[INFO] 2021-02-02 15:23:05 > Step: 203400 Progress: 65.1% Elapsed: 2 days, 2:23:09 temperature: 1.0 ada_p: 0.776098 Discriminator_loss: 2.54613 Generator_loss: 2.09534
[INFO] 2021-02-02 15:24:33 > Step: 203500 Progress: 65.1% Elapsed: 2 days, 2:24:37 temperature: 1.0 ada_p: 0.776482 Discriminator_loss: 2.4066 Generator_loss: 2.19265
[INFO] 2021-02-02 15:25:57 > Step: 203600 Progress: 65.2% Elapsed: 2 days, 2:26:01 temperature: 1.0 ada_p: 0.776866 Discriminator_loss: 2.48618 Generator_loss: 2.05535
[INFO] 2021-02-02 15:27:22 > Step: 203700 Progress: 65.2% Elapsed: 2 days, 2:27:26 temperature: 1.0 ada_p: 0.77725 Discriminator_loss: 2.35534 Generator_loss: 2.11377
[INFO] 2021-02-02 15:28:44 > Step: 203800 Progress: 65.2% Elapsed: 2 days, 2:28:48 temperature: 1.0 ada_p: 0.777634 Discriminator_loss: 2.4786 Generator_loss: 2.17272
[INFO] 2021-02-02 15:30:07 > Step: 203900 Progress: 65.2% Elapsed: 2 days, 2:30:11 temperature: 1.0 ada_p: 0.778018 Discriminator_loss: 2.4073 Generator_loss: 2.28365
[INFO] 2021-02-02 15:31:39 > Step: 204000 Progress: 65.3% Elapsed: 2 days, 2:31:43 temperature: 1.0 ada_p: 0.778402 Discriminator_loss: 2.44349 Generator_loss: 2.17996
[INFO] 2021-02-02 15:31:39 > Start Evaluation (204000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 15:31:39 > Calculating FID Score....
[INFO] 2021-02-02 15:32:07 > Calculating Inception Score....
[INFO] 2021-02-02 15:32:24 > Calculate F_beta Score....
[INFO] 2021-02-02 15:33:19 > Calculate Accuracies....
[INFO] 2021-02-02 15:33:26 > Calculate Accuracies....
[INFO] 2021-02-02 15:33:27 > F_8 score (Step: 204000, Using test images): 0.9600014218169244
[INFO] 2021-02-02 15:33:27 > F_1/8 score (Step: 204000, Using test images): 0.9898499424079824
[INFO] 2021-02-02 15:33:27 > FID score (Step: 204000, Using test moments): 11.926585155527334
[INFO] 2021-02-02 15:33:27 > Inception score (Step: 204000, 10000 generated images): 9.117798805236816
[INFO] 2021-02-02 15:33:27 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 15:33:28 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 15:34:50 > Step: 204100 Progress: 65.3% Elapsed: 2 days, 2:34:54 temperature: 1.0 ada_p: 0.778786 Discriminator_loss: 2.47327 Generator_loss: 2.11629
[INFO] 2021-02-02 15:36:24 > Step: 204200 Progress: 65.3% Elapsed: 2 days, 2:36:28 temperature: 1.0 ada_p: 0.77917 Discriminator_loss: 2.35998 Generator_loss: 2.16022
[INFO] 2021-02-02 15:37:52 > Step: 204300 Progress: 65.4% Elapsed: 2 days, 2:37:56 temperature: 1.0 ada_p: 0.779554 Discriminator_loss: 2.31972 Generator_loss: 2.1327
[INFO] 2021-02-02 15:39:09 > Step: 204400 Progress: 65.4% Elapsed: 2 days, 2:39:13 temperature: 1.0 ada_p: 0.779938 Discriminator_loss: 2.46243 Generator_loss: 2.18357
[INFO] 2021-02-02 15:40:32 > Step: 204500 Progress: 65.4% Elapsed: 2 days, 2:40:36 temperature: 1.0 ada_p: 0.780322 Discriminator_loss: 2.54675 Generator_loss: 1.95858
[INFO] 2021-02-02 15:42:00 > Step: 204600 Progress: 65.5% Elapsed: 2 days, 2:42:04 temperature: 1.0 ada_p: 0.780706 Discriminator_loss: 2.37444 Generator_loss: 2.21754
[INFO] 2021-02-02 15:43:23 > Step: 204700 Progress: 65.5% Elapsed: 2 days, 2:43:27 temperature: 1.0 ada_p: 0.78109 Discriminator_loss: 2.24161 Generator_loss: 2.09325
[INFO] 2021-02-02 15:44:49 > Step: 204800 Progress: 65.5% Elapsed: 2 days, 2:44:53 temperature: 1.0 ada_p: 0.781474 Discriminator_loss: 2.40294 Generator_loss: 2.09182
[INFO] 2021-02-02 15:46:19 > Step: 204900 Progress: 65.6% Elapsed: 2 days, 2:46:23 temperature: 1.0 ada_p: 0.781858 Discriminator_loss: 2.40501 Generator_loss: 2.21444
[INFO] 2021-02-02 15:47:42 > Step: 205000 Progress: 65.6% Elapsed: 2 days, 2:47:46 temperature: 1.0 ada_p: 0.782242 Discriminator_loss: 2.3842 Generator_loss: 2.09813
[INFO] 2021-02-02 15:49:05 > Step: 205100 Progress: 65.6% Elapsed: 2 days, 2:49:09 temperature: 1.0 ada_p: 0.782626 Discriminator_loss: 2.47167 Generator_loss: 2.15514
[INFO] 2021-02-02 15:50:31 > Step: 205200 Progress: 65.7% Elapsed: 2 days, 2:50:35 temperature: 1.0 ada_p: 0.78301 Discriminator_loss: 2.46562 Generator_loss: 2.35466
[INFO] 2021-02-02 15:51:54 > Step: 205300 Progress: 65.7% Elapsed: 2 days, 2:51:58 temperature: 1.0 ada_p: 0.783394 Discriminator_loss: 2.45203 Generator_loss: 2.21955
[INFO] 2021-02-02 15:53:18 > Step: 205400 Progress: 65.7% Elapsed: 2 days, 2:53:22 temperature: 1.0 ada_p: 0.783778 Discriminator_loss: 2.40033 Generator_loss: 2.11343
[INFO] 2021-02-02 15:54:42 > Step: 205500 Progress: 65.8% Elapsed: 2 days, 2:54:46 temperature: 1.0 ada_p: 0.784162 Discriminator_loss: 2.23624 Generator_loss: 2.15604
[INFO] 2021-02-02 15:56:05 > Step: 205600 Progress: 65.8% Elapsed: 2 days, 2:56:09 temperature: 1.0 ada_p: 0.784546 Discriminator_loss: 2.40007 Generator_loss: 2.17728
[INFO] 2021-02-02 15:57:29 > Step: 205700 Progress: 65.8% Elapsed: 2 days, 2:57:33 temperature: 1.0 ada_p: 0.78493 Discriminator_loss: 2.34936 Generator_loss: 2.13179
[INFO] 2021-02-02 15:59:02 > Step: 205800 Progress: 65.9% Elapsed: 2 days, 2:59:06 temperature: 1.0 ada_p: 0.785314 Discriminator_loss: 2.40257 Generator_loss: 2.18981
[INFO] 2021-02-02 16:00:26 > Step: 205900 Progress: 65.9% Elapsed: 2 days, 3:00:30 temperature: 1.0 ada_p: 0.785698 Discriminator_loss: 2.40797 Generator_loss: 2.02267
[INFO] 2021-02-02 16:01:49 > Step: 206000 Progress: 65.9% Elapsed: 2 days, 3:01:53 temperature: 1.0 ada_p: 0.786082 Discriminator_loss: 2.53399 Generator_loss: 2.09525
[INFO] 2021-02-02 16:01:49 > Start Evaluation (206000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 16:01:49 > Calculating FID Score....
[INFO] 2021-02-02 16:02:17 > Calculating Inception Score....
[INFO] 2021-02-02 16:02:34 > Calculate F_beta Score....
[INFO] 2021-02-02 16:03:30 > Calculate Accuracies....
[INFO] 2021-02-02 16:03:37 > Calculate Accuracies....
[INFO] 2021-02-02 16:03:39 > F_8 score (Step: 206000, Using test images): 0.9531780484904672
[INFO] 2021-02-02 16:03:39 > F_1/8 score (Step: 206000, Using test images): 0.9895145240811714
[INFO] 2021-02-02 16:03:39 > FID score (Step: 206000, Using test moments): 11.82582140581684
[INFO] 2021-02-02 16:03:39 > Inception score (Step: 206000, 10000 generated images): 9.270200729370117
[INFO] 2021-02-02 16:03:39 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 16:03:39 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 16:05:02 > Step: 206100 Progress: 66.0% Elapsed: 2 days, 3:05:06 temperature: 1.0 ada_p: 0.786466 Discriminator_loss: 2.34398 Generator_loss: 2.16537
[INFO] 2021-02-02 16:06:20 > Step: 206200 Progress: 66.0% Elapsed: 2 days, 3:06:24 temperature: 1.0 ada_p: 0.78685 Discriminator_loss: 2.44824 Generator_loss: 2.09318
[INFO] 2021-02-02 16:07:43 > Step: 206300 Progress: 66.0% Elapsed: 2 days, 3:07:47 temperature: 1.0 ada_p: 0.787234 Discriminator_loss: 2.47284 Generator_loss: 2.11144
[INFO] 2021-02-02 16:09:07 > Step: 206400 Progress: 66.0% Elapsed: 2 days, 3:09:11 temperature: 1.0 ada_p: 0.787618 Discriminator_loss: 2.43004 Generator_loss: 1.97714
[INFO] 2021-02-02 16:10:30 > Step: 206500 Progress: 66.1% Elapsed: 2 days, 3:10:34 temperature: 1.0 ada_p: 0.788002 Discriminator_loss: 2.429 Generator_loss: 2.0709
[INFO] 2021-02-02 16:11:52 > Step: 206600 Progress: 66.1% Elapsed: 2 days, 3:11:56 temperature: 1.0 ada_p: 0.788386 Discriminator_loss: 2.48732 Generator_loss: 2.17014
[INFO] 2021-02-02 16:13:16 > Step: 206700 Progress: 66.1% Elapsed: 2 days, 3:13:20 temperature: 1.0 ada_p: 0.78877 Discriminator_loss: 2.35068 Generator_loss: 2.08021
[INFO] 2021-02-02 16:14:38 > Step: 206800 Progress: 66.2% Elapsed: 2 days, 3:14:42 temperature: 1.0 ada_p: 0.789154 Discriminator_loss: 2.359 Generator_loss: 2.11342
[INFO] 2021-02-02 16:16:02 > Step: 206900 Progress: 66.2% Elapsed: 2 days, 3:16:06 temperature: 1.0 ada_p: 0.789538 Discriminator_loss: 2.35189 Generator_loss: 2.10726
[INFO] 2021-02-02 16:17:26 > Step: 207000 Progress: 66.2% Elapsed: 2 days, 3:17:30 temperature: 1.0 ada_p: 0.789922 Discriminator_loss: 2.36066 Generator_loss: 2.10023
[INFO] 2021-02-02 16:18:48 > Step: 207100 Progress: 66.3% Elapsed: 2 days, 3:18:52 temperature: 1.0 ada_p: 0.790306 Discriminator_loss: 2.51553 Generator_loss: 2.02027
[INFO] 2021-02-02 16:20:14 > Step: 207200 Progress: 66.3% Elapsed: 2 days, 3:20:18 temperature: 1.0 ada_p: 0.79069 Discriminator_loss: 2.35748 Generator_loss: 2.10452
[INFO] 2021-02-02 16:21:39 > Step: 207300 Progress: 66.3% Elapsed: 2 days, 3:21:43 temperature: 1.0 ada_p: 0.791074 Discriminator_loss: 2.46814 Generator_loss: 2.04342
[INFO] 2021-02-02 16:23:02 > Step: 207400 Progress: 66.4% Elapsed: 2 days, 3:23:06 temperature: 1.0 ada_p: 0.791458 Discriminator_loss: 2.50683 Generator_loss: 2.11154
[INFO] 2021-02-02 16:24:25 > Step: 207500 Progress: 66.4% Elapsed: 2 days, 3:24:29 temperature: 1.0 ada_p: 0.791842 Discriminator_loss: 2.46806 Generator_loss: 2.17698
[INFO] 2021-02-02 16:25:49 > Step: 207600 Progress: 66.4% Elapsed: 2 days, 3:25:53 temperature: 1.0 ada_p: 0.792226 Discriminator_loss: 2.34882 Generator_loss: 2.14672
[INFO] 2021-02-02 16:27:15 > Step: 207700 Progress: 66.5% Elapsed: 2 days, 3:27:19 temperature: 1.0 ada_p: 0.79261 Discriminator_loss: 2.54121 Generator_loss: 2.12219
[INFO] 2021-02-02 16:28:38 > Step: 207800 Progress: 66.5% Elapsed: 2 days, 3:28:42 temperature: 1.0 ada_p: 0.792994 Discriminator_loss: 2.51687 Generator_loss: 2.09542
[INFO] 2021-02-02 16:30:01 > Step: 207900 Progress: 66.5% Elapsed: 2 days, 3:30:05 temperature: 1.0 ada_p: 0.793378 Discriminator_loss: 2.33057 Generator_loss: 2.02912
[INFO] 2021-02-02 16:31:24 > Step: 208000 Progress: 66.6% Elapsed: 2 days, 3:31:28 temperature: 1.0 ada_p: 0.793762 Discriminator_loss: 2.40246 Generator_loss: 2.17116
[INFO] 2021-02-02 16:31:24 > Start Evaluation (208000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 16:31:24 > Calculating FID Score....
[INFO] 2021-02-02 16:31:52 > Calculating Inception Score....
[INFO] 2021-02-02 16:32:09 > Calculate F_beta Score....
[INFO] 2021-02-02 16:33:06 > Calculate Accuracies....
[INFO] 2021-02-02 16:33:12 > Calculate Accuracies....
[INFO] 2021-02-02 16:33:14 > F_8 score (Step: 208000, Using test images): 0.9619421906387806
[INFO] 2021-02-02 16:33:14 > F_1/8 score (Step: 208000, Using test images): 0.9893303487486472
[INFO] 2021-02-02 16:33:14 > FID score (Step: 208000, Using test moments): 11.81068252759269
[INFO] 2021-02-02 16:33:14 > Inception score (Step: 208000, 10000 generated images): 9.163007736206055
[INFO] 2021-02-02 16:33:14 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 16:33:14 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 16:34:32 > Step: 208100 Progress: 66.6% Elapsed: 2 days, 3:34:36 temperature: 1.0 ada_p: 0.794146 Discriminator_loss: 2.53346 Generator_loss: 2.13089
[INFO] 2021-02-02 16:35:55 > Step: 208200 Progress: 66.6% Elapsed: 2 days, 3:35:59 temperature: 1.0 ada_p: 0.79453 Discriminator_loss: 2.45543 Generator_loss: 2.10593
[INFO] 2021-02-02 16:37:19 > Step: 208300 Progress: 66.7% Elapsed: 2 days, 3:37:23 temperature: 1.0 ada_p: 0.794914 Discriminator_loss: 2.52523 Generator_loss: 1.92372
[INFO] 2021-02-02 16:38:42 > Step: 208400 Progress: 66.7% Elapsed: 2 days, 3:38:46 temperature: 1.0 ada_p: 0.795298 Discriminator_loss: 2.5483 Generator_loss: 2.10585
[INFO] 2021-02-02 16:40:06 > Step: 208500 Progress: 66.7% Elapsed: 2 days, 3:40:10 temperature: 1.0 ada_p: 0.795682 Discriminator_loss: 2.32274 Generator_loss: 2.19665
[INFO] 2021-02-02 16:41:29 > Step: 208600 Progress: 66.8% Elapsed: 2 days, 3:41:33 temperature: 1.0 ada_p: 0.796066 Discriminator_loss: 2.35704 Generator_loss: 2.12656
[INFO] 2021-02-02 16:42:52 > Step: 208700 Progress: 66.8% Elapsed: 2 days, 3:42:56 temperature: 1.0 ada_p: 0.79645 Discriminator_loss: 2.32297 Generator_loss: 2.0975
[INFO] 2021-02-02 16:44:22 > Step: 208800 Progress: 66.8% Elapsed: 2 days, 3:44:26 temperature: 1.0 ada_p: 0.796834 Discriminator_loss: 2.48902 Generator_loss: 2.18935
[INFO] 2021-02-02 16:45:50 > Step: 208900 Progress: 66.8% Elapsed: 2 days, 3:45:54 temperature: 1.0 ada_p: 0.797218 Discriminator_loss: 2.41635 Generator_loss: 2.04662
[INFO] 2021-02-02 16:47:20 > Step: 209000 Progress: 66.9% Elapsed: 2 days, 3:47:24 temperature: 1.0 ada_p: 0.797602 Discriminator_loss: 2.48643 Generator_loss: 2.15346
[INFO] 2021-02-02 16:48:43 > Step: 209100 Progress: 66.9% Elapsed: 2 days, 3:48:47 temperature: 1.0 ada_p: 0.797986 Discriminator_loss: 2.38411 Generator_loss: 2.13532
[INFO] 2021-02-02 16:50:08 > Step: 209200 Progress: 66.9% Elapsed: 2 days, 3:50:12 temperature: 1.0 ada_p: 0.79837 Discriminator_loss: 2.44863 Generator_loss: 2.18271
[INFO] 2021-02-02 16:51:31 > Step: 209300 Progress: 67.0% Elapsed: 2 days, 3:51:35 temperature: 1.0 ada_p: 0.798754 Discriminator_loss: 2.37143 Generator_loss: 2.19563
[INFO] 2021-02-02 16:52:54 > Step: 209400 Progress: 67.0% Elapsed: 2 days, 3:52:58 temperature: 1.0 ada_p: 0.799138 Discriminator_loss: 2.29974 Generator_loss: 2.09247
[INFO] 2021-02-02 16:54:17 > Step: 209500 Progress: 67.0% Elapsed: 2 days, 3:54:21 temperature: 1.0 ada_p: 0.799522 Discriminator_loss: 2.27286 Generator_loss: 2.15411
[INFO] 2021-02-02 16:55:40 > Step: 209600 Progress: 67.1% Elapsed: 2 days, 3:55:44 temperature: 1.0 ada_p: 0.799906 Discriminator_loss: 2.4259 Generator_loss: 2.12698
[INFO] 2021-02-02 16:57:04 > Step: 209700 Progress: 67.1% Elapsed: 2 days, 3:57:08 temperature: 1.0 ada_p: 0.80029 Discriminator_loss: 2.51305 Generator_loss: 2.13354
[INFO] 2021-02-02 16:58:34 > Step: 209800 Progress: 67.1% Elapsed: 2 days, 3:58:38 temperature: 1.0 ada_p: 0.800674 Discriminator_loss: 2.35176 Generator_loss: 2.11508
[INFO] 2021-02-02 16:59:57 > Step: 209900 Progress: 67.2% Elapsed: 2 days, 4:00:01 temperature: 1.0 ada_p: 0.801058 Discriminator_loss: 2.43055 Generator_loss: 2.18886
[INFO] 2021-02-02 17:01:13 > Step: 210000 Progress: 67.2% Elapsed: 2 days, 4:01:17 temperature: 1.0 ada_p: 0.801442 Discriminator_loss: 2.42606 Generator_loss: 2.10742
[INFO] 2021-02-02 17:01:13 > Start Evaluation (210000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 17:01:13 > Calculating FID Score....
[INFO] 2021-02-02 17:01:41 > Calculating Inception Score....
[INFO] 2021-02-02 17:01:58 > Calculate F_beta Score....
[INFO] 2021-02-02 17:02:54 > Calculate Accuracies....
[INFO] 2021-02-02 17:03:01 > Calculate Accuracies....
[INFO] 2021-02-02 17:03:03 > F_8 score (Step: 210000, Using test images): 0.9562620791443116
[INFO] 2021-02-02 17:03:03 > F_1/8 score (Step: 210000, Using test images): 0.9899462728385563
[INFO] 2021-02-02 17:03:03 > FID score (Step: 210000, Using test moments): 11.899802590294598
[INFO] 2021-02-02 17:03:03 > Inception score (Step: 210000, 10000 generated images): 9.100997924804688
[INFO] 2021-02-02 17:03:03 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 17:03:03 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 17:04:27 > Step: 210100 Progress: 67.2% Elapsed: 2 days, 4:04:31 temperature: 1.0 ada_p: 0.801826 Discriminator_loss: 2.48399 Generator_loss: 2.28252
[INFO] 2021-02-02 17:05:50 > Step: 210200 Progress: 67.3% Elapsed: 2 days, 4:05:54 temperature: 1.0 ada_p: 0.80221 Discriminator_loss: 2.32651 Generator_loss: 2.17814
[INFO] 2021-02-02 17:07:13 > Step: 210300 Progress: 67.3% Elapsed: 2 days, 4:07:17 temperature: 1.0 ada_p: 0.802594 Discriminator_loss: 2.3596 Generator_loss: 2.10171
[INFO] 2021-02-02 17:08:37 > Step: 210400 Progress: 67.3% Elapsed: 2 days, 4:08:41 temperature: 1.0 ada_p: 0.802978 Discriminator_loss: 2.45955 Generator_loss: 1.9289
[INFO] 2021-02-02 17:10:01 > Step: 210500 Progress: 67.4% Elapsed: 2 days, 4:10:05 temperature: 1.0 ada_p: 0.803362 Discriminator_loss: 2.43751 Generator_loss: 2.16254
[INFO] 2021-02-02 17:11:26 > Step: 210600 Progress: 67.4% Elapsed: 2 days, 4:11:30 temperature: 1.0 ada_p: 0.803746 Discriminator_loss: 2.46216 Generator_loss: 2.06812
[INFO] 2021-02-02 17:12:48 > Step: 210700 Progress: 67.4% Elapsed: 2 days, 4:12:52 temperature: 1.0 ada_p: 0.80413 Discriminator_loss: 2.33581 Generator_loss: 2.24283
[INFO] 2021-02-02 17:14:20 > Step: 210800 Progress: 67.5% Elapsed: 2 days, 4:14:24 temperature: 1.0 ada_p: 0.804514 Discriminator_loss: 2.34077 Generator_loss: 2.17561
[INFO] 2021-02-02 17:15:45 > Step: 210900 Progress: 67.5% Elapsed: 2 days, 4:15:49 temperature: 1.0 ada_p: 0.804898 Discriminator_loss: 2.57192 Generator_loss: 2.1018
[INFO] 2021-02-02 17:17:08 > Step: 211000 Progress: 67.5% Elapsed: 2 days, 4:17:12 temperature: 1.0 ada_p: 0.805282 Discriminator_loss: 2.49731 Generator_loss: 2.12575
[INFO] 2021-02-02 17:18:32 > Step: 211100 Progress: 67.6% Elapsed: 2 days, 4:18:36 temperature: 1.0 ada_p: 0.805666 Discriminator_loss: 2.49636 Generator_loss: 2.16338
[INFO] 2021-02-02 17:19:56 > Step: 211200 Progress: 67.6% Elapsed: 2 days, 4:20:00 temperature: 1.0 ada_p: 0.80605 Discriminator_loss: 2.37035 Generator_loss: 2.1419
[INFO] 2021-02-02 17:21:19 > Step: 211300 Progress: 67.6% Elapsed: 2 days, 4:21:23 temperature: 1.0 ada_p: 0.806434 Discriminator_loss: 2.40478 Generator_loss: 2.01185
[INFO] 2021-02-02 17:22:43 > Step: 211400 Progress: 67.6% Elapsed: 2 days, 4:22:47 temperature: 1.0 ada_p: 0.806818 Discriminator_loss: 2.49868 Generator_loss: 2.1637
[INFO] 2021-02-02 17:24:08 > Step: 211500 Progress: 67.7% Elapsed: 2 days, 4:24:12 temperature: 1.0 ada_p: 0.807202 Discriminator_loss: 2.44023 Generator_loss: 2.19447
[INFO] 2021-02-02 17:25:38 > Step: 211600 Progress: 67.7% Elapsed: 2 days, 4:25:42 temperature: 1.0 ada_p: 0.807586 Discriminator_loss: 2.4166 Generator_loss: 2.21974
[INFO] 2021-02-02 17:27:02 > Step: 211700 Progress: 67.7% Elapsed: 2 days, 4:27:06 temperature: 1.0 ada_p: 0.80797 Discriminator_loss: 2.39288 Generator_loss: 2.11302
[INFO] 2021-02-02 17:28:21 > Step: 211800 Progress: 67.8% Elapsed: 2 days, 4:28:25 temperature: 1.0 ada_p: 0.808354 Discriminator_loss: 2.45468 Generator_loss: 2.21679
[INFO] 2021-02-02 17:29:40 > Step: 211900 Progress: 67.8% Elapsed: 2 days, 4:29:44 temperature: 1.0 ada_p: 0.808738 Discriminator_loss: 2.49584 Generator_loss: 2.1881
[INFO] 2021-02-02 17:31:02 > Step: 212000 Progress: 67.8% Elapsed: 2 days, 4:31:06 temperature: 1.0 ada_p: 0.809122 Discriminator_loss: 2.40214 Generator_loss: 2.07977
[INFO] 2021-02-02 17:31:02 > Start Evaluation (212000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 17:31:02 > Calculating FID Score....
[INFO] 2021-02-02 17:31:30 > Calculating Inception Score....
[INFO] 2021-02-02 17:31:47 > Calculate F_beta Score....
[INFO] 2021-02-02 17:32:44 > Calculate Accuracies....
[INFO] 2021-02-02 17:32:50 > Calculate Accuracies....
[INFO] 2021-02-02 17:32:52 > F_8 score (Step: 212000, Using test images): 0.9590407323663857
[INFO] 2021-02-02 17:32:52 > F_1/8 score (Step: 212000, Using test images): 0.9884944023111029
[INFO] 2021-02-02 17:32:52 > FID score (Step: 212000, Using test moments): 12.240467133693528
[INFO] 2021-02-02 17:32:52 > Inception score (Step: 212000, 10000 generated images): 9.028302192687988
[INFO] 2021-02-02 17:32:52 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 17:32:53 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 17:34:16 > Step: 212100 Progress: 67.9% Elapsed: 2 days, 4:34:20 temperature: 1.0 ada_p: 0.809506 Discriminator_loss: 2.47738 Generator_loss: 2.21067
[INFO] 2021-02-02 17:35:47 > Step: 212200 Progress: 67.9% Elapsed: 2 days, 4:35:51 temperature: 1.0 ada_p: 0.80989 Discriminator_loss: 2.40271 Generator_loss: 2.11032
[INFO] 2021-02-02 17:37:10 > Step: 212300 Progress: 67.9% Elapsed: 2 days, 4:37:14 temperature: 1.0 ada_p: 0.810274 Discriminator_loss: 2.50332 Generator_loss: 2.08077
[INFO] 2021-02-02 17:38:33 > Step: 212400 Progress: 68.0% Elapsed: 2 days, 4:38:37 temperature: 1.0 ada_p: 0.810658 Discriminator_loss: 2.463 Generator_loss: 2.09739
[INFO] 2021-02-02 17:40:01 > Step: 212500 Progress: 68.0% Elapsed: 2 days, 4:40:05 temperature: 1.0 ada_p: 0.811042 Discriminator_loss: 2.51027 Generator_loss: 2.15184
[INFO] 2021-02-02 17:41:29 > Step: 212600 Progress: 68.0% Elapsed: 2 days, 4:41:33 temperature: 1.0 ada_p: 0.811426 Discriminator_loss: 2.42378 Generator_loss: 2.03923
[INFO] 2021-02-02 17:42:52 > Step: 212700 Progress: 68.1% Elapsed: 2 days, 4:42:56 temperature: 1.0 ada_p: 0.81181 Discriminator_loss: 2.50196 Generator_loss: 2.06788
[INFO] 2021-02-02 17:44:15 > Step: 212800 Progress: 68.1% Elapsed: 2 days, 4:44:19 temperature: 1.0 ada_p: 0.812194 Discriminator_loss: 2.27002 Generator_loss: 2.10765
[INFO] 2021-02-02 17:45:38 > Step: 212900 Progress: 68.1% Elapsed: 2 days, 4:45:42 temperature: 1.0 ada_p: 0.812578 Discriminator_loss: 2.48188 Generator_loss: 2.11015
[INFO] 2021-02-02 17:47:01 > Step: 213000 Progress: 68.2% Elapsed: 2 days, 4:47:05 temperature: 1.0 ada_p: 0.812962 Discriminator_loss: 2.38637 Generator_loss: 2.08058
[INFO] 2021-02-02 17:48:25 > Step: 213100 Progress: 68.2% Elapsed: 2 days, 4:48:29 temperature: 1.0 ada_p: 0.813346 Discriminator_loss: 2.3981 Generator_loss: 2.1165
[INFO] 2021-02-02 17:49:47 > Step: 213200 Progress: 68.2% Elapsed: 2 days, 4:49:51 temperature: 1.0 ada_p: 0.81373 Discriminator_loss: 2.54449 Generator_loss: 2.16966
[INFO] 2021-02-02 17:51:11 > Step: 213300 Progress: 68.3% Elapsed: 2 days, 4:51:15 temperature: 1.0 ada_p: 0.814114 Discriminator_loss: 2.41113 Generator_loss: 2.16716
[INFO] 2021-02-02 17:52:34 > Step: 213400 Progress: 68.3% Elapsed: 2 days, 4:52:38 temperature: 1.0 ada_p: 0.814498 Discriminator_loss: 2.45628 Generator_loss: 2.21926
[INFO] 2021-02-02 17:53:57 > Step: 213500 Progress: 68.3% Elapsed: 2 days, 4:54:01 temperature: 1.0 ada_p: 0.814882 Discriminator_loss: 2.56716 Generator_loss: 2.24399
[INFO] 2021-02-02 17:55:17 > Step: 213600 Progress: 68.4% Elapsed: 2 days, 4:55:21 temperature: 1.0 ada_p: 0.815266 Discriminator_loss: 2.50955 Generator_loss: 2.13289
[INFO] 2021-02-02 17:56:34 > Step: 213700 Progress: 68.4% Elapsed: 2 days, 4:56:38 temperature: 1.0 ada_p: 0.81565 Discriminator_loss: 2.4051 Generator_loss: 2.06905
[INFO] 2021-02-02 17:57:57 > Step: 213800 Progress: 68.4% Elapsed: 2 days, 4:58:01 temperature: 1.0 ada_p: 0.816034 Discriminator_loss: 2.45496 Generator_loss: 2.03777
[INFO] 2021-02-02 17:59:19 > Step: 213900 Progress: 68.4% Elapsed: 2 days, 4:59:23 temperature: 1.0 ada_p: 0.816418 Discriminator_loss: 2.4483 Generator_loss: 2.13649
[INFO] 2021-02-02 18:00:44 > Step: 214000 Progress: 68.5% Elapsed: 2 days, 5:00:48 temperature: 1.0 ada_p: 0.816802 Discriminator_loss: 2.59846 Generator_loss: 2.14981
[INFO] 2021-02-02 18:00:44 > Start Evaluation (214000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 18:00:44 > Calculating FID Score....
[INFO] 2021-02-02 18:01:12 > Calculating Inception Score....
[INFO] 2021-02-02 18:01:29 > Calculate F_beta Score....
[INFO] 2021-02-02 18:02:27 > Calculate Accuracies....
[INFO] 2021-02-02 18:02:34 > Calculate Accuracies....
[INFO] 2021-02-02 18:02:36 > F_8 score (Step: 214000, Using test images): 0.9522106426988655
[INFO] 2021-02-02 18:02:36 > F_1/8 score (Step: 214000, Using test images): 0.9888661484668785
[INFO] 2021-02-02 18:02:36 > FID score (Step: 214000, Using test moments): 12.326717755107438
[INFO] 2021-02-02 18:02:36 > Inception score (Step: 214000, 10000 generated images): 8.931541442871094
[INFO] 2021-02-02 18:02:36 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 18:02:36 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 18:03:59 > Step: 214100 Progress: 68.5% Elapsed: 2 days, 5:04:03 temperature: 1.0 ada_p: 0.817186 Discriminator_loss: 2.49562 Generator_loss: 2.15812
[INFO] 2021-02-02 18:05:23 > Step: 214200 Progress: 68.5% Elapsed: 2 days, 5:05:27 temperature: 1.0 ada_p: 0.81757 Discriminator_loss: 2.42659 Generator_loss: 2.05302
[INFO] 2021-02-02 18:06:46 > Step: 214300 Progress: 68.6% Elapsed: 2 days, 5:06:50 temperature: 1.0 ada_p: 0.817954 Discriminator_loss: 2.48428 Generator_loss: 2.23499
[INFO] 2021-02-02 18:08:13 > Step: 214400 Progress: 68.6% Elapsed: 2 days, 5:08:17 temperature: 1.0 ada_p: 0.818338 Discriminator_loss: 2.36964 Generator_loss: 2.05984
[INFO] 2021-02-02 18:09:36 > Step: 214500 Progress: 68.6% Elapsed: 2 days, 5:09:40 temperature: 1.0 ada_p: 0.818722 Discriminator_loss: 2.49154 Generator_loss: 2.15073
[INFO] 2021-02-02 18:10:59 > Step: 214600 Progress: 68.7% Elapsed: 2 days, 5:11:03 temperature: 1.0 ada_p: 0.819106 Discriminator_loss: 2.40124 Generator_loss: 2.10268
[INFO] 2021-02-02 18:12:29 > Step: 214700 Progress: 68.7% Elapsed: 2 days, 5:12:33 temperature: 1.0 ada_p: 0.81949 Discriminator_loss: 2.43241 Generator_loss: 2.03772
[INFO] 2021-02-02 18:14:05 > Step: 214800 Progress: 68.7% Elapsed: 2 days, 5:14:09 temperature: 1.0 ada_p: 0.819874 Discriminator_loss: 2.57978 Generator_loss: 1.9645
[INFO] 2021-02-02 18:15:28 > Step: 214900 Progress: 68.8% Elapsed: 2 days, 5:15:32 temperature: 1.0 ada_p: 0.820258 Discriminator_loss: 2.46673 Generator_loss: 2.11852
[INFO] 2021-02-02 18:16:54 > Step: 215000 Progress: 68.8% Elapsed: 2 days, 5:16:58 temperature: 1.0 ada_p: 0.820642 Discriminator_loss: 2.39572 Generator_loss: 2.20159
[INFO] 2021-02-02 18:18:17 > Step: 215100 Progress: 68.8% Elapsed: 2 days, 5:18:21 temperature: 1.0 ada_p: 0.821026 Discriminator_loss: 2.3844 Generator_loss: 2.13915
[INFO] 2021-02-02 18:19:40 > Step: 215200 Progress: 68.9% Elapsed: 2 days, 5:19:44 temperature: 1.0 ada_p: 0.82141 Discriminator_loss: 2.51649 Generator_loss: 2.06744
[INFO] 2021-02-02 18:21:03 > Step: 215300 Progress: 68.9% Elapsed: 2 days, 5:21:07 temperature: 1.0 ada_p: 0.821794 Discriminator_loss: 2.40765 Generator_loss: 2.15734
[INFO] 2021-02-02 18:22:26 > Step: 215400 Progress: 68.9% Elapsed: 2 days, 5:22:30 temperature: 1.0 ada_p: 0.822178 Discriminator_loss: 2.36811 Generator_loss: 2.21112
[INFO] 2021-02-02 18:23:44 > Step: 215500 Progress: 69.0% Elapsed: 2 days, 5:23:48 temperature: 1.0 ada_p: 0.822562 Discriminator_loss: 2.4754 Generator_loss: 2.01481
[INFO] 2021-02-02 18:25:06 > Step: 215600 Progress: 69.0% Elapsed: 2 days, 5:25:10 temperature: 1.0 ada_p: 0.822946 Discriminator_loss: 2.39066 Generator_loss: 2.08905
[INFO] 2021-02-02 18:26:30 > Step: 215700 Progress: 69.0% Elapsed: 2 days, 5:26:34 temperature: 1.0 ada_p: 0.82333 Discriminator_loss: 2.2977 Generator_loss: 2.10716
[INFO] 2021-02-02 18:27:56 > Step: 215800 Progress: 69.1% Elapsed: 2 days, 5:28:00 temperature: 1.0 ada_p: 0.823714 Discriminator_loss: 2.49195 Generator_loss: 2.03025
[INFO] 2021-02-02 18:29:19 > Step: 215900 Progress: 69.1% Elapsed: 2 days, 5:29:23 temperature: 1.0 ada_p: 0.824098 Discriminator_loss: 2.39697 Generator_loss: 2.1204
[INFO] 2021-02-02 18:30:42 > Step: 216000 Progress: 69.1% Elapsed: 2 days, 5:30:46 temperature: 1.0 ada_p: 0.824482 Discriminator_loss: 2.38617 Generator_loss: 2.05043
[INFO] 2021-02-02 18:30:42 > Start Evaluation (216000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 18:30:43 > Calculating FID Score....
[INFO] 2021-02-02 18:31:10 > Calculating Inception Score....
[INFO] 2021-02-02 18:31:27 > Calculate F_beta Score....
[INFO] 2021-02-02 18:32:23 > Calculate Accuracies....
[INFO] 2021-02-02 18:32:30 > Calculate Accuracies....
[INFO] 2021-02-02 18:32:31 > F_8 score (Step: 216000, Using test images): 0.9499118372948647
[INFO] 2021-02-02 18:32:31 > F_1/8 score (Step: 216000, Using test images): 0.9884807888541361
[INFO] 2021-02-02 18:32:32 > FID score (Step: 216000, Using test moments): 12.24726942508471
[INFO] 2021-02-02 18:32:32 > Inception score (Step: 216000, 10000 generated images): 9.06314754486084
[INFO] 2021-02-02 18:32:32 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 18:32:32 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 18:33:55 > Step: 216100 Progress: 69.2% Elapsed: 2 days, 5:33:59 temperature: 1.0 ada_p: 0.824866 Discriminator_loss: 2.45073 Generator_loss: 2.15426
[INFO] 2021-02-02 18:35:18 > Step: 216200 Progress: 69.2% Elapsed: 2 days, 5:35:22 temperature: 1.0 ada_p: 0.82525 Discriminator_loss: 2.36144 Generator_loss: 2.07289
[INFO] 2021-02-02 18:36:41 > Step: 216300 Progress: 69.2% Elapsed: 2 days, 5:36:45 temperature: 1.0 ada_p: 0.825634 Discriminator_loss: 2.41142 Generator_loss: 2.01563
[INFO] 2021-02-02 18:38:09 > Step: 216400 Progress: 69.2% Elapsed: 2 days, 5:38:13 temperature: 1.0 ada_p: 0.826018 Discriminator_loss: 2.38324 Generator_loss: 2.0701
[INFO] 2021-02-02 18:39:32 > Step: 216500 Progress: 69.3% Elapsed: 2 days, 5:39:36 temperature: 1.0 ada_p: 0.826402 Discriminator_loss: 2.44181 Generator_loss: 2.10376
[INFO] 2021-02-02 18:40:55 > Step: 216600 Progress: 69.3% Elapsed: 2 days, 5:40:59 temperature: 1.0 ada_p: 0.826786 Discriminator_loss: 2.30785 Generator_loss: 2.11096
[INFO] 2021-02-02 18:42:18 > Step: 216700 Progress: 69.3% Elapsed: 2 days, 5:42:22 temperature: 1.0 ada_p: 0.82717 Discriminator_loss: 2.41309 Generator_loss: 2.12564
[INFO] 2021-02-02 18:43:41 > Step: 216800 Progress: 69.4% Elapsed: 2 days, 5:43:45 temperature: 1.0 ada_p: 0.827554 Discriminator_loss: 2.44286 Generator_loss: 2.07311
[INFO] 2021-02-02 18:45:06 > Step: 216900 Progress: 69.4% Elapsed: 2 days, 5:45:10 temperature: 1.0 ada_p: 0.827938 Discriminator_loss: 2.46775 Generator_loss: 2.05225
[INFO] 2021-02-02 18:46:30 > Step: 217000 Progress: 69.4% Elapsed: 2 days, 5:46:34 temperature: 1.0 ada_p: 0.828322 Discriminator_loss: 2.2951 Generator_loss: 2.10812
[INFO] 2021-02-02 18:47:57 > Step: 217100 Progress: 69.5% Elapsed: 2 days, 5:48:01 temperature: 1.0 ada_p: 0.828706 Discriminator_loss: 2.46226 Generator_loss: 2.14327
[INFO] 2021-02-02 18:49:22 > Step: 217200 Progress: 69.5% Elapsed: 2 days, 5:49:26 temperature: 1.0 ada_p: 0.82909 Discriminator_loss: 2.50033 Generator_loss: 2.20201
[INFO] 2021-02-02 18:50:40 > Step: 217300 Progress: 69.5% Elapsed: 2 days, 5:50:44 temperature: 1.0 ada_p: 0.829474 Discriminator_loss: 2.57057 Generator_loss: 2.12478
[INFO] 2021-02-02 18:51:59 > Step: 217400 Progress: 69.6% Elapsed: 2 days, 5:52:03 temperature: 1.0 ada_p: 0.829858 Discriminator_loss: 2.4359 Generator_loss: 1.9945
[INFO] 2021-02-02 18:53:22 > Step: 217500 Progress: 69.6% Elapsed: 2 days, 5:53:26 temperature: 1.0 ada_p: 0.830242 Discriminator_loss: 2.44366 Generator_loss: 2.11697
[INFO] 2021-02-02 18:54:48 > Step: 217600 Progress: 69.6% Elapsed: 2 days, 5:54:52 temperature: 1.0 ada_p: 0.830626 Discriminator_loss: 2.41327 Generator_loss: 2.22949
[INFO] 2021-02-02 18:56:11 > Step: 217700 Progress: 69.7% Elapsed: 2 days, 5:56:15 temperature: 1.0 ada_p: 0.83101 Discriminator_loss: 2.44727 Generator_loss: 2.09689
[INFO] 2021-02-02 18:57:36 > Step: 217800 Progress: 69.7% Elapsed: 2 days, 5:57:40 temperature: 1.0 ada_p: 0.831394 Discriminator_loss: 2.43075 Generator_loss: 2.03403
[INFO] 2021-02-02 18:59:00 > Step: 217900 Progress: 69.7% Elapsed: 2 days, 5:59:04 temperature: 1.0 ada_p: 0.831778 Discriminator_loss: 2.40402 Generator_loss: 2.05533
[INFO] 2021-02-02 19:00:25 > Step: 218000 Progress: 69.8% Elapsed: 2 days, 6:00:29 temperature: 1.0 ada_p: 0.832162 Discriminator_loss: 2.45434 Generator_loss: 2.13307
[INFO] 2021-02-02 19:00:25 > Start Evaluation (218000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 19:00:25 > Calculating FID Score....
[INFO] 2021-02-02 19:00:53 > Calculating Inception Score....
[INFO] 2021-02-02 19:01:10 > Calculate F_beta Score....
[INFO] 2021-02-02 19:02:05 > Calculate Accuracies....
[INFO] 2021-02-02 19:02:11 > Calculate Accuracies....
[INFO] 2021-02-02 19:02:13 > F_8 score (Step: 218000, Using test images): 0.9571325140442962
[INFO] 2021-02-02 19:02:13 > F_1/8 score (Step: 218000, Using test images): 0.9885694027606966
[INFO] 2021-02-02 19:02:13 > FID score (Step: 218000, Using test moments): 12.390686467771332
[INFO] 2021-02-02 19:02:13 > Inception score (Step: 218000, 10000 generated images): 9.008500099182129
[INFO] 2021-02-02 19:02:13 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 19:02:13 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 19:03:42 > Step: 218100 Progress: 69.8% Elapsed: 2 days, 6:03:46 temperature: 1.0 ada_p: 0.832546 Discriminator_loss: 2.46583 Generator_loss: 2.04338
[INFO] 2021-02-02 19:05:07 > Step: 218200 Progress: 69.8% Elapsed: 2 days, 6:05:11 temperature: 1.0 ada_p: 0.83293 Discriminator_loss: 2.41993 Generator_loss: 2.15595
[INFO] 2021-02-02 19:06:33 > Step: 218300 Progress: 69.9% Elapsed: 2 days, 6:06:37 temperature: 1.0 ada_p: 0.833314 Discriminator_loss: 2.47898 Generator_loss: 2.11954
[INFO] 2021-02-02 19:07:57 > Step: 218400 Progress: 69.9% Elapsed: 2 days, 6:08:00 temperature: 1.0 ada_p: 0.833698 Discriminator_loss: 2.50436 Generator_loss: 2.25487
[INFO] 2021-02-02 19:09:19 > Step: 218500 Progress: 69.9% Elapsed: 2 days, 6:09:23 temperature: 1.0 ada_p: 0.834082 Discriminator_loss: 2.48245 Generator_loss: 2.08778
[INFO] 2021-02-02 19:10:52 > Step: 218600 Progress: 70.0% Elapsed: 2 days, 6:10:56 temperature: 1.0 ada_p: 0.834466 Discriminator_loss: 2.37454 Generator_loss: 2.07332
[INFO] 2021-02-02 19:12:22 > Step: 218700 Progress: 70.0% Elapsed: 2 days, 6:12:26 temperature: 1.0 ada_p: 0.83485 Discriminator_loss: 2.48212 Generator_loss: 2.19019
[INFO] 2021-02-02 19:13:44 > Step: 218800 Progress: 70.0% Elapsed: 2 days, 6:13:48 temperature: 1.0 ada_p: 0.835234 Discriminator_loss: 2.36813 Generator_loss: 2.18456
[INFO] 2021-02-02 19:15:14 > Step: 218900 Progress: 70.0% Elapsed: 2 days, 6:15:18 temperature: 1.0 ada_p: 0.835618 Discriminator_loss: 2.30809 Generator_loss: 2.00243
[INFO] 2021-02-02 19:16:39 > Step: 219000 Progress: 70.1% Elapsed: 2 days, 6:16:43 temperature: 1.0 ada_p: 0.836002 Discriminator_loss: 2.39061 Generator_loss: 2.18192
[INFO] 2021-02-02 19:18:02 > Step: 219100 Progress: 70.1% Elapsed: 2 days, 6:18:06 temperature: 1.0 ada_p: 0.836386 Discriminator_loss: 2.40984 Generator_loss: 2.20583
[INFO] 2021-02-02 19:19:21 > Step: 219200 Progress: 70.1% Elapsed: 2 days, 6:19:25 temperature: 1.0 ada_p: 0.83677 Discriminator_loss: 2.28037 Generator_loss: 2.11784
[INFO] 2021-02-02 19:20:43 > Step: 219300 Progress: 70.2% Elapsed: 2 days, 6:20:47 temperature: 1.0 ada_p: 0.837154 Discriminator_loss: 2.41422 Generator_loss: 2.20846
[INFO] 2021-02-02 19:22:07 > Step: 219400 Progress: 70.2% Elapsed: 2 days, 6:22:11 temperature: 1.0 ada_p: 0.837538 Discriminator_loss: 2.44399 Generator_loss: 2.15994
[INFO] 2021-02-02 19:23:34 > Step: 219500 Progress: 70.2% Elapsed: 2 days, 6:23:38 temperature: 1.0 ada_p: 0.837922 Discriminator_loss: 2.48333 Generator_loss: 2.10416
[INFO] 2021-02-02 19:24:58 > Step: 219600 Progress: 70.3% Elapsed: 2 days, 6:25:02 temperature: 1.0 ada_p: 0.838306 Discriminator_loss: 2.33162 Generator_loss: 2.09033
[INFO] 2021-02-02 19:26:27 > Step: 219700 Progress: 70.3% Elapsed: 2 days, 6:26:31 temperature: 1.0 ada_p: 0.83869 Discriminator_loss: 2.50149 Generator_loss: 2.1452
[INFO] 2021-02-02 19:27:53 > Step: 219800 Progress: 70.3% Elapsed: 2 days, 6:27:57 temperature: 1.0 ada_p: 0.839074 Discriminator_loss: 2.47355 Generator_loss: 2.09462
[INFO] 2021-02-02 19:29:22 > Step: 219900 Progress: 70.4% Elapsed: 2 days, 6:29:26 temperature: 1.0 ada_p: 0.839458 Discriminator_loss: 2.48464 Generator_loss: 2.07766
[INFO] 2021-02-02 19:30:51 > Step: 220000 Progress: 70.4% Elapsed: 2 days, 6:30:55 temperature: 1.0 ada_p: 0.839842 Discriminator_loss: 2.49592 Generator_loss: 2.15256
[INFO] 2021-02-02 19:30:51 > Start Evaluation (220000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 19:30:51 > Calculating FID Score....
[INFO] 2021-02-02 19:31:19 > Calculating Inception Score....
[INFO] 2021-02-02 19:31:36 > Calculate F_beta Score....
[INFO] 2021-02-02 19:32:33 > Calculate Accuracies....
[INFO] 2021-02-02 19:32:39 > Calculate Accuracies....
[INFO] 2021-02-02 19:32:41 > F_8 score (Step: 220000, Using test images): 0.9481033712804913
[INFO] 2021-02-02 19:32:41 > F_1/8 score (Step: 220000, Using test images): 0.9896413118034075
[INFO] 2021-02-02 19:32:41 > FID score (Step: 220000, Using test moments): 12.24022324543023
[INFO] 2021-02-02 19:32:41 > Inception score (Step: 220000, 10000 generated images): 9.012372970581055
[INFO] 2021-02-02 19:32:41 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 19:32:41 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 19:34:09 > Step: 220100 Progress: 70.4% Elapsed: 2 days, 6:34:13 temperature: 1.0 ada_p: 0.840226 Discriminator_loss: 2.43143 Generator_loss: 2.12786
[INFO] 2021-02-02 19:35:33 > Step: 220200 Progress: 70.5% Elapsed: 2 days, 6:35:37 temperature: 1.0 ada_p: 0.84061 Discriminator_loss: 2.39957 Generator_loss: 2.07117
[INFO] 2021-02-02 19:36:56 > Step: 220300 Progress: 70.5% Elapsed: 2 days, 6:37:00 temperature: 1.0 ada_p: 0.840994 Discriminator_loss: 2.55838 Generator_loss: 2.19546
[INFO] 2021-02-02 19:38:20 > Step: 220400 Progress: 70.5% Elapsed: 2 days, 6:38:24 temperature: 1.0 ada_p: 0.841378 Discriminator_loss: 2.5493 Generator_loss: 1.95723
[INFO] 2021-02-02 19:39:43 > Step: 220500 Progress: 70.6% Elapsed: 2 days, 6:39:47 temperature: 1.0 ada_p: 0.841762 Discriminator_loss: 2.43272 Generator_loss: 2.04894
[INFO] 2021-02-02 19:41:06 > Step: 220600 Progress: 70.6% Elapsed: 2 days, 6:41:10 temperature: 1.0 ada_p: 0.842146 Discriminator_loss: 2.40655 Generator_loss: 2.09294
[INFO] 2021-02-02 19:42:28 > Step: 220700 Progress: 70.6% Elapsed: 2 days, 6:42:32 temperature: 1.0 ada_p: 0.84253 Discriminator_loss: 2.54205 Generator_loss: 2.07338
[INFO] 2021-02-02 19:43:53 > Step: 220800 Progress: 70.7% Elapsed: 2 days, 6:43:57 temperature: 1.0 ada_p: 0.842914 Discriminator_loss: 2.5359 Generator_loss: 2.07379
[INFO] 2021-02-02 19:45:15 > Step: 220900 Progress: 70.7% Elapsed: 2 days, 6:45:19 temperature: 1.0 ada_p: 0.843298 Discriminator_loss: 2.48784 Generator_loss: 2.14968
[INFO] 2021-02-02 19:46:32 > Step: 221000 Progress: 70.7% Elapsed: 2 days, 6:46:36 temperature: 1.0 ada_p: 0.843682 Discriminator_loss: 2.40282 Generator_loss: 2.1214
[INFO] 2021-02-02 19:47:56 > Step: 221100 Progress: 70.8% Elapsed: 2 days, 6:48:00 temperature: 1.0 ada_p: 0.844066 Discriminator_loss: 2.39082 Generator_loss: 2.14032
[INFO] 2021-02-02 19:49:19 > Step: 221200 Progress: 70.8% Elapsed: 2 days, 6:49:23 temperature: 1.0 ada_p: 0.84445 Discriminator_loss: 2.47769 Generator_loss: 2.15886
[INFO] 2021-02-02 19:50:42 > Step: 221300 Progress: 70.8% Elapsed: 2 days, 6:50:46 temperature: 1.0 ada_p: 0.844834 Discriminator_loss: 2.4025 Generator_loss: 2.09707
[INFO] 2021-02-02 19:52:06 > Step: 221400 Progress: 70.8% Elapsed: 2 days, 6:52:10 temperature: 1.0 ada_p: 0.845218 Discriminator_loss: 2.51895 Generator_loss: 2.15768
[INFO] 2021-02-02 19:53:29 > Step: 221500 Progress: 70.9% Elapsed: 2 days, 6:53:33 temperature: 1.0 ada_p: 0.845602 Discriminator_loss: 2.51288 Generator_loss: 2.05234
[INFO] 2021-02-02 19:54:53 > Step: 221600 Progress: 70.9% Elapsed: 2 days, 6:54:57 temperature: 1.0 ada_p: 0.845986 Discriminator_loss: 2.37398 Generator_loss: 2.06134
[INFO] 2021-02-02 19:56:16 > Step: 221700 Progress: 70.9% Elapsed: 2 days, 6:56:20 temperature: 1.0 ada_p: 0.84637 Discriminator_loss: 2.50051 Generator_loss: 2.06231
[INFO] 2021-02-02 19:57:40 > Step: 221800 Progress: 71.0% Elapsed: 2 days, 6:57:44 temperature: 1.0 ada_p: 0.846754 Discriminator_loss: 2.39975 Generator_loss: 2.13354
[INFO] 2021-02-02 19:59:04 > Step: 221900 Progress: 71.0% Elapsed: 2 days, 6:59:08 temperature: 1.0 ada_p: 0.847138 Discriminator_loss: 2.45139 Generator_loss: 2.10716
[INFO] 2021-02-02 20:00:35 > Step: 222000 Progress: 71.0% Elapsed: 2 days, 7:00:39 temperature: 1.0 ada_p: 0.847522 Discriminator_loss: 2.35661 Generator_loss: 2.05881
[INFO] 2021-02-02 20:00:35 > Start Evaluation (222000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 20:00:35 > Calculating FID Score....
[INFO] 2021-02-02 20:01:02 > Calculating Inception Score....
[INFO] 2021-02-02 20:01:19 > Calculate F_beta Score....
[INFO] 2021-02-02 20:02:16 > Calculate Accuracies....
[INFO] 2021-02-02 20:02:23 > Calculate Accuracies....
[INFO] 2021-02-02 20:02:25 > F_8 score (Step: 222000, Using test images): 0.9438252268847198
[INFO] 2021-02-02 20:02:25 > F_1/8 score (Step: 222000, Using test images): 0.9893725528202416
[INFO] 2021-02-02 20:02:25 > FID score (Step: 222000, Using test moments): 12.381310858491133
[INFO] 2021-02-02 20:02:25 > Inception score (Step: 222000, 10000 generated images): 9.121319770812988
[INFO] 2021-02-02 20:02:25 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 20:02:25 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 20:03:48 > Step: 222100 Progress: 71.1% Elapsed: 2 days, 7:03:52 temperature: 1.0 ada_p: 0.847906 Discriminator_loss: 2.42097 Generator_loss: 2.04786
[INFO] 2021-02-02 20:05:13 > Step: 222200 Progress: 71.1% Elapsed: 2 days, 7:05:17 temperature: 1.0 ada_p: 0.84829 Discriminator_loss: 2.37309 Generator_loss: 2.19866
[INFO] 2021-02-02 20:06:46 > Step: 222300 Progress: 71.1% Elapsed: 2 days, 7:06:50 temperature: 1.0 ada_p: 0.848674 Discriminator_loss: 2.46479 Generator_loss: 2.07892
[INFO] 2021-02-02 20:08:10 > Step: 222400 Progress: 71.2% Elapsed: 2 days, 7:08:14 temperature: 1.0 ada_p: 0.849058 Discriminator_loss: 2.47138 Generator_loss: 2.24511
[INFO] 2021-02-02 20:09:33 > Step: 222500 Progress: 71.2% Elapsed: 2 days, 7:09:37 temperature: 1.0 ada_p: 0.849442 Discriminator_loss: 2.33514 Generator_loss: 2.0193
[INFO] 2021-02-02 20:10:57 > Step: 222600 Progress: 71.2% Elapsed: 2 days, 7:11:01 temperature: 1.0 ada_p: 0.849826 Discriminator_loss: 2.32387 Generator_loss: 2.17329
[INFO] 2021-02-02 20:12:20 > Step: 222700 Progress: 71.3% Elapsed: 2 days, 7:12:24 temperature: 1.0 ada_p: 0.85021 Discriminator_loss: 2.45725 Generator_loss: 2.02444
[INFO] 2021-02-02 20:13:41 > Step: 222800 Progress: 71.3% Elapsed: 2 days, 7:13:45 temperature: 1.0 ada_p: 0.850594 Discriminator_loss: 2.53349 Generator_loss: 2.02491
[INFO] 2021-02-02 20:15:03 > Step: 222900 Progress: 71.3% Elapsed: 2 days, 7:15:07 temperature: 1.0 ada_p: 0.850978 Discriminator_loss: 2.3971 Generator_loss: 2.13581
[INFO] 2021-02-02 20:16:31 > Step: 223000 Progress: 71.4% Elapsed: 2 days, 7:16:35 temperature: 1.0 ada_p: 0.851362 Discriminator_loss: 2.46101 Generator_loss: 2.09765
[INFO] 2021-02-02 20:17:55 > Step: 223100 Progress: 71.4% Elapsed: 2 days, 7:17:59 temperature: 1.0 ada_p: 0.851746 Discriminator_loss: 2.48953 Generator_loss: 2.05935
[INFO] 2021-02-02 20:19:18 > Step: 223200 Progress: 71.4% Elapsed: 2 days, 7:19:22 temperature: 1.0 ada_p: 0.85213 Discriminator_loss: 2.5313 Generator_loss: 2.17134
[INFO] 2021-02-02 20:20:41 > Step: 223300 Progress: 71.5% Elapsed: 2 days, 7:20:45 temperature: 1.0 ada_p: 0.852514 Discriminator_loss: 2.4876 Generator_loss: 2.1504
[INFO] 2021-02-02 20:22:05 > Step: 223400 Progress: 71.5% Elapsed: 2 days, 7:22:09 temperature: 1.0 ada_p: 0.852898 Discriminator_loss: 2.43839 Generator_loss: 2.05866
[INFO] 2021-02-02 20:23:28 > Step: 223500 Progress: 71.5% Elapsed: 2 days, 7:23:32 temperature: 1.0 ada_p: 0.853282 Discriminator_loss: 2.44132 Generator_loss: 2.16168
[INFO] 2021-02-02 20:24:51 > Step: 223600 Progress: 71.6% Elapsed: 2 days, 7:24:55 temperature: 1.0 ada_p: 0.853666 Discriminator_loss: 2.45237 Generator_loss: 2.03896
[INFO] 2021-02-02 20:26:18 > Step: 223700 Progress: 71.6% Elapsed: 2 days, 7:26:22 temperature: 1.0 ada_p: 0.854044 Discriminator_loss: 2.48914 Generator_loss: 2.18893
[INFO] 2021-02-02 20:27:41 > Step: 223800 Progress: 71.6% Elapsed: 2 days, 7:27:45 temperature: 1.0 ada_p: 0.854428 Discriminator_loss: 2.54947 Generator_loss: 2.13443
[INFO] 2021-02-02 20:29:06 > Step: 223900 Progress: 71.6% Elapsed: 2 days, 7:29:10 temperature: 1.0 ada_p: 0.854812 Discriminator_loss: 2.44634 Generator_loss: 2.07992
[INFO] 2021-02-02 20:30:32 > Step: 224000 Progress: 71.7% Elapsed: 2 days, 7:30:36 temperature: 1.0 ada_p: 0.855196 Discriminator_loss: 2.48408 Generator_loss: 2.1548
[INFO] 2021-02-02 20:30:32 > Start Evaluation (224000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 20:30:32 > Calculating FID Score....
[INFO] 2021-02-02 20:31:00 > Calculating Inception Score....
[INFO] 2021-02-02 20:31:17 > Calculate F_beta Score....
[INFO] 2021-02-02 20:32:13 > Calculate Accuracies....
[INFO] 2021-02-02 20:32:20 > Calculate Accuracies....
[INFO] 2021-02-02 20:32:22 > F_8 score (Step: 224000, Using test images): 0.9585931697236646
[INFO] 2021-02-02 20:32:22 > F_1/8 score (Step: 224000, Using test images): 0.9868341078546162
[INFO] 2021-02-02 20:32:22 > FID score (Step: 224000, Using test moments): 12.174176352924235
[INFO] 2021-02-02 20:32:22 > Inception score (Step: 224000, 10000 generated images): 8.969070434570312
[INFO] 2021-02-02 20:32:22 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 20:32:23 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 20:33:47 > Step: 224100 Progress: 71.7% Elapsed: 2 days, 7:33:51 temperature: 1.0 ada_p: 0.85558 Discriminator_loss: 2.37443 Generator_loss: 2.11555
[INFO] 2021-02-02 20:35:10 > Step: 224200 Progress: 71.7% Elapsed: 2 days, 7:35:14 temperature: 1.0 ada_p: 0.855964 Discriminator_loss: 2.40751 Generator_loss: 2.05635
[INFO] 2021-02-02 20:36:33 > Step: 224300 Progress: 71.8% Elapsed: 2 days, 7:36:37 temperature: 1.0 ada_p: 0.856348 Discriminator_loss: 2.34669 Generator_loss: 2.08756
[INFO] 2021-02-02 20:37:57 > Step: 224400 Progress: 71.8% Elapsed: 2 days, 7:38:01 temperature: 1.0 ada_p: 0.856732 Discriminator_loss: 2.43476 Generator_loss: 2.00605
[INFO] 2021-02-02 20:39:20 > Step: 224500 Progress: 71.8% Elapsed: 2 days, 7:39:24 temperature: 1.0 ada_p: 0.857116 Discriminator_loss: 2.43939 Generator_loss: 2.05931
[INFO] 2021-02-02 20:40:40 > Step: 224600 Progress: 71.9% Elapsed: 2 days, 7:40:44 temperature: 1.0 ada_p: 0.8575 Discriminator_loss: 2.46285 Generator_loss: 2.01321
[INFO] 2021-02-02 20:41:59 > Step: 224700 Progress: 71.9% Elapsed: 2 days, 7:42:03 temperature: 1.0 ada_p: 0.857884 Discriminator_loss: 2.42327 Generator_loss: 2.11033
[INFO] 2021-02-02 20:43:33 > Step: 224800 Progress: 71.9% Elapsed: 2 days, 7:43:37 temperature: 1.0 ada_p: 0.858268 Discriminator_loss: 2.40823 Generator_loss: 2.14236
[INFO] 2021-02-02 20:44:58 > Step: 224900 Progress: 72.0% Elapsed: 2 days, 7:45:02 temperature: 1.0 ada_p: 0.858652 Discriminator_loss: 2.48549 Generator_loss: 2.03685
[INFO] 2021-02-02 20:46:30 > Step: 225000 Progress: 72.0% Elapsed: 2 days, 7:46:34 temperature: 1.0 ada_p: 0.859036 Discriminator_loss: 2.48917 Generator_loss: 2.15502
[INFO] 2021-02-02 20:48:00 > Step: 225100 Progress: 72.0% Elapsed: 2 days, 7:48:04 temperature: 1.0 ada_p: 0.85942 Discriminator_loss: 2.34319 Generator_loss: 2.11468
[INFO] 2021-02-02 20:49:22 > Step: 225200 Progress: 72.1% Elapsed: 2 days, 7:49:26 temperature: 1.0 ada_p: 0.859804 Discriminator_loss: 2.49965 Generator_loss: 2.14468
[INFO] 2021-02-02 20:50:47 > Step: 225300 Progress: 72.1% Elapsed: 2 days, 7:50:51 temperature: 1.0 ada_p: 0.860188 Discriminator_loss: 2.54648 Generator_loss: 2.16773
[INFO] 2021-02-02 20:52:11 > Step: 225400 Progress: 72.1% Elapsed: 2 days, 7:52:15 temperature: 1.0 ada_p: 0.860572 Discriminator_loss: 2.49825 Generator_loss: 2.11589
[INFO] 2021-02-02 20:53:33 > Step: 225500 Progress: 72.2% Elapsed: 2 days, 7:53:37 temperature: 1.0 ada_p: 0.860956 Discriminator_loss: 2.41717 Generator_loss: 2.11551
[INFO] 2021-02-02 20:55:01 > Step: 225600 Progress: 72.2% Elapsed: 2 days, 7:55:05 temperature: 1.0 ada_p: 0.86134 Discriminator_loss: 2.40691 Generator_loss: 2.13683
[INFO] 2021-02-02 20:56:29 > Step: 225700 Progress: 72.2% Elapsed: 2 days, 7:56:33 temperature: 1.0 ada_p: 0.861724 Discriminator_loss: 2.5712 Generator_loss: 2.15332
[INFO] 2021-02-02 20:57:53 > Step: 225800 Progress: 72.3% Elapsed: 2 days, 7:57:57 temperature: 1.0 ada_p: 0.862108 Discriminator_loss: 2.54416 Generator_loss: 2.15711
[INFO] 2021-02-02 20:59:17 > Step: 225900 Progress: 72.3% Elapsed: 2 days, 7:59:21 temperature: 1.0 ada_p: 0.862492 Discriminator_loss: 2.46456 Generator_loss: 2.15011
[INFO] 2021-02-02 21:00:40 > Step: 226000 Progress: 72.3% Elapsed: 2 days, 8:00:44 temperature: 1.0 ada_p: 0.862876 Discriminator_loss: 2.40946 Generator_loss: 2.11555
[INFO] 2021-02-02 21:00:40 > Start Evaluation (226000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 21:00:40 > Calculating FID Score....
[INFO] 2021-02-02 21:01:07 > Calculating Inception Score....
[INFO] 2021-02-02 21:01:24 > Calculate F_beta Score....
[INFO] 2021-02-02 21:02:21 > Calculate Accuracies....
[INFO] 2021-02-02 21:02:28 > Calculate Accuracies....
[INFO] 2021-02-02 21:02:30 > F_8 score (Step: 226000, Using test images): 0.9511241319161323
[INFO] 2021-02-02 21:02:30 > F_1/8 score (Step: 226000, Using test images): 0.9898252083426053
[INFO] 2021-02-02 21:02:30 > FID score (Step: 226000, Using test moments): 12.463350854522332
[INFO] 2021-02-02 21:02:30 > Inception score (Step: 226000, 10000 generated images): 8.980985641479492
[INFO] 2021-02-02 21:02:30 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 21:02:30 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 21:03:53 > Step: 226100 Progress: 72.4% Elapsed: 2 days, 8:03:57 temperature: 1.0 ada_p: 0.86326 Discriminator_loss: 2.57969 Generator_loss: 2.20496
[INFO] 2021-02-02 21:05:16 > Step: 226200 Progress: 72.4% Elapsed: 2 days, 8:05:20 temperature: 1.0 ada_p: 0.863644 Discriminator_loss: 2.41449 Generator_loss: 2.07853
[INFO] 2021-02-02 21:06:44 > Step: 226300 Progress: 72.4% Elapsed: 2 days, 8:06:48 temperature: 1.0 ada_p: 0.864028 Discriminator_loss: 2.49824 Generator_loss: 2.06723
[INFO] 2021-02-02 21:08:03 > Step: 226400 Progress: 72.4% Elapsed: 2 days, 8:08:07 temperature: 1.0 ada_p: 0.864412 Discriminator_loss: 2.40795 Generator_loss: 2.13803
[INFO] 2021-02-02 21:09:22 > Step: 226500 Progress: 72.5% Elapsed: 2 days, 8:09:26 temperature: 1.0 ada_p: 0.864796 Discriminator_loss: 2.40507 Generator_loss: 2.14929
[INFO] 2021-02-02 21:10:56 > Step: 226600 Progress: 72.5% Elapsed: 2 days, 8:11:00 temperature: 1.0 ada_p: 0.86518 Discriminator_loss: 2.41142 Generator_loss: 2.15856
[INFO] 2021-02-02 21:12:24 > Step: 226700 Progress: 72.5% Elapsed: 2 days, 8:12:28 temperature: 1.0 ada_p: 0.865564 Discriminator_loss: 2.41564 Generator_loss: 2.22231
[INFO] 2021-02-02 21:13:47 > Step: 226800 Progress: 72.6% Elapsed: 2 days, 8:13:51 temperature: 1.0 ada_p: 0.865948 Discriminator_loss: 2.47506 Generator_loss: 2.14306
[INFO] 2021-02-02 21:15:11 > Step: 226900 Progress: 72.6% Elapsed: 2 days, 8:15:15 temperature: 1.0 ada_p: 0.866332 Discriminator_loss: 2.3868 Generator_loss: 2.14389
[INFO] 2021-02-02 21:16:34 > Step: 227000 Progress: 72.6% Elapsed: 2 days, 8:16:38 temperature: 1.0 ada_p: 0.866716 Discriminator_loss: 2.36361 Generator_loss: 2.09702
[INFO] 2021-02-02 21:17:57 > Step: 227100 Progress: 72.7% Elapsed: 2 days, 8:18:01 temperature: 1.0 ada_p: 0.8671 Discriminator_loss: 2.42627 Generator_loss: 2.14973
[INFO] 2021-02-02 21:19:21 > Step: 227200 Progress: 72.7% Elapsed: 2 days, 8:19:25 temperature: 1.0 ada_p: 0.867484 Discriminator_loss: 2.40679 Generator_loss: 2.15287
[INFO] 2021-02-02 21:20:44 > Step: 227300 Progress: 72.7% Elapsed: 2 days, 8:20:48 temperature: 1.0 ada_p: 0.867868 Discriminator_loss: 2.42287 Generator_loss: 2.03102
[INFO] 2021-02-02 21:22:07 > Step: 227400 Progress: 72.8% Elapsed: 2 days, 8:22:11 temperature: 1.0 ada_p: 0.868252 Discriminator_loss: 2.36266 Generator_loss: 1.98966
[INFO] 2021-02-02 21:23:31 > Step: 227500 Progress: 72.8% Elapsed: 2 days, 8:23:35 temperature: 1.0 ada_p: 0.868636 Discriminator_loss: 2.66659 Generator_loss: 2.08422
[INFO] 2021-02-02 21:24:54 > Step: 227600 Progress: 72.8% Elapsed: 2 days, 8:24:58 temperature: 1.0 ada_p: 0.86902 Discriminator_loss: 2.49813 Generator_loss: 2.04413
[INFO] 2021-02-02 21:26:18 > Step: 227700 Progress: 72.9% Elapsed: 2 days, 8:26:22 temperature: 1.0 ada_p: 0.869404 Discriminator_loss: 2.3404 Generator_loss: 2.07334
[INFO] 2021-02-02 21:27:45 > Step: 227800 Progress: 72.9% Elapsed: 2 days, 8:27:49 temperature: 1.0 ada_p: 0.869788 Discriminator_loss: 2.4864 Generator_loss: 2.10672
[INFO] 2021-02-02 21:29:11 > Step: 227900 Progress: 72.9% Elapsed: 2 days, 8:29:15 temperature: 1.0 ada_p: 0.870172 Discriminator_loss: 2.45999 Generator_loss: 2.04993
[INFO] 2021-02-02 21:30:35 > Step: 228000 Progress: 73.0% Elapsed: 2 days, 8:30:39 temperature: 1.0 ada_p: 0.870556 Discriminator_loss: 2.43141 Generator_loss: 2.08014
[INFO] 2021-02-02 21:30:35 > Start Evaluation (228000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 21:30:35 > Calculating FID Score....
[INFO] 2021-02-02 21:31:03 > Calculating Inception Score....
[INFO] 2021-02-02 21:31:20 > Calculate F_beta Score....
[INFO] 2021-02-02 21:32:17 > Calculate Accuracies....
[INFO] 2021-02-02 21:32:24 > Calculate Accuracies....
[INFO] 2021-02-02 21:32:25 > F_8 score (Step: 228000, Using test images): 0.9538629257399083
[INFO] 2021-02-02 21:32:25 > F_1/8 score (Step: 228000, Using test images): 0.9885113960523086
[INFO] 2021-02-02 21:32:25 > FID score (Step: 228000, Using test moments): 12.443527701528865
[INFO] 2021-02-02 21:32:25 > Inception score (Step: 228000, 10000 generated images): 9.23129653930664
[INFO] 2021-02-02 21:32:25 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 21:32:26 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 21:33:51 > Step: 228100 Progress: 73.0% Elapsed: 2 days, 8:33:55 temperature: 1.0 ada_p: 0.87094 Discriminator_loss: 2.42 Generator_loss: 2.13757
[INFO] 2021-02-02 21:35:20 > Step: 228200 Progress: 73.0% Elapsed: 2 days, 8:35:24 temperature: 1.0 ada_p: 0.871324 Discriminator_loss: 2.5414 Generator_loss: 2.11448
[INFO] 2021-02-02 21:36:38 > Step: 228300 Progress: 73.1% Elapsed: 2 days, 8:36:42 temperature: 1.0 ada_p: 0.871708 Discriminator_loss: 2.47389 Generator_loss: 2.04704
[INFO] 2021-02-02 21:38:02 > Step: 228400 Progress: 73.1% Elapsed: 2 days, 8:38:06 temperature: 1.0 ada_p: 0.872092 Discriminator_loss: 2.36063 Generator_loss: 2.15484
[INFO] 2021-02-02 21:39:25 > Step: 228500 Progress: 73.1% Elapsed: 2 days, 8:39:29 temperature: 1.0 ada_p: 0.872476 Discriminator_loss: 2.48181 Generator_loss: 2.0702
[INFO] 2021-02-02 21:40:48 > Step: 228600 Progress: 73.2% Elapsed: 2 days, 8:40:52 temperature: 1.0 ada_p: 0.87286 Discriminator_loss: 2.42734 Generator_loss: 2.01278
[INFO] 2021-02-02 21:42:12 > Step: 228700 Progress: 73.2% Elapsed: 2 days, 8:42:16 temperature: 1.0 ada_p: 0.873244 Discriminator_loss: 2.42652 Generator_loss: 2.20752
[INFO] 2021-02-02 21:43:35 > Step: 228800 Progress: 73.2% Elapsed: 2 days, 8:43:39 temperature: 1.0 ada_p: 0.873628 Discriminator_loss: 2.51842 Generator_loss: 2.16455
[INFO] 2021-02-02 21:44:59 > Step: 228900 Progress: 73.2% Elapsed: 2 days, 8:45:03 temperature: 1.0 ada_p: 0.874012 Discriminator_loss: 2.4264 Generator_loss: 1.97027
[INFO] 2021-02-02 21:46:23 > Step: 229000 Progress: 73.3% Elapsed: 2 days, 8:46:27 temperature: 1.0 ada_p: 0.874396 Discriminator_loss: 2.46023 Generator_loss: 2.07588
[INFO] 2021-02-02 21:47:45 > Step: 229100 Progress: 73.3% Elapsed: 2 days, 8:47:49 temperature: 1.0 ada_p: 0.87478 Discriminator_loss: 2.39999 Generator_loss: 2.18158
[INFO] 2021-02-02 21:49:12 > Step: 229200 Progress: 73.3% Elapsed: 2 days, 8:49:16 temperature: 1.0 ada_p: 0.875164 Discriminator_loss: 2.39521 Generator_loss: 2.14648
[INFO] 2021-02-02 21:50:35 > Step: 229300 Progress: 73.4% Elapsed: 2 days, 8:50:39 temperature: 1.0 ada_p: 0.875548 Discriminator_loss: 2.44165 Generator_loss: 2.13477
[INFO] 2021-02-02 21:51:59 > Step: 229400 Progress: 73.4% Elapsed: 2 days, 8:52:03 temperature: 1.0 ada_p: 0.875932 Discriminator_loss: 2.51762 Generator_loss: 2.14002
[INFO] 2021-02-02 21:53:23 > Step: 229500 Progress: 73.4% Elapsed: 2 days, 8:53:27 temperature: 1.0 ada_p: 0.876316 Discriminator_loss: 2.52194 Generator_loss: 2.10635
[INFO] 2021-02-02 21:54:45 > Step: 229600 Progress: 73.5% Elapsed: 2 days, 8:54:49 temperature: 1.0 ada_p: 0.8767 Discriminator_loss: 2.4748 Generator_loss: 1.99499
[INFO] 2021-02-02 21:56:16 > Step: 229700 Progress: 73.5% Elapsed: 2 days, 8:56:20 temperature: 1.0 ada_p: 0.877084 Discriminator_loss: 2.35806 Generator_loss: 2.04232
[INFO] 2021-02-02 21:57:41 > Step: 229800 Progress: 73.5% Elapsed: 2 days, 8:57:45 temperature: 1.0 ada_p: 0.877468 Discriminator_loss: 2.47086 Generator_loss: 2.15379
[INFO] 2021-02-02 21:59:04 > Step: 229900 Progress: 73.6% Elapsed: 2 days, 8:59:08 temperature: 1.0 ada_p: 0.877852 Discriminator_loss: 2.43957 Generator_loss: 2.22828
[INFO] 2021-02-02 22:00:27 > Step: 230000 Progress: 73.6% Elapsed: 2 days, 9:00:31 temperature: 1.0 ada_p: 0.878236 Discriminator_loss: 2.58529 Generator_loss: 2.10356
[INFO] 2021-02-02 22:00:27 > Start Evaluation (230000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 22:00:27 > Calculating FID Score....
[INFO] 2021-02-02 22:00:55 > Calculating Inception Score....
[INFO] 2021-02-02 22:01:12 > Calculate F_beta Score....
[INFO] 2021-02-02 22:02:09 > Calculate Accuracies....
[INFO] 2021-02-02 22:02:16 > Calculate Accuracies....
[INFO] 2021-02-02 22:02:18 > F_8 score (Step: 230000, Using test images): 0.9592169235424453
[INFO] 2021-02-02 22:02:18 > F_1/8 score (Step: 230000, Using test images): 0.9890725557557762
[INFO] 2021-02-02 22:02:18 > FID score (Step: 230000, Using test moments): 12.172825554611961
[INFO] 2021-02-02 22:02:18 > Inception score (Step: 230000, 10000 generated images): 9.075387954711914
[INFO] 2021-02-02 22:02:18 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 22:02:18 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 22:03:36 > Step: 230100 Progress: 73.6% Elapsed: 2 days, 9:03:40 temperature: 1.0 ada_p: 0.87862 Discriminator_loss: 2.45734 Generator_loss: 2.08952
[INFO] 2021-02-02 22:04:56 > Step: 230200 Progress: 73.7% Elapsed: 2 days, 9:05:00 temperature: 1.0 ada_p: 0.879004 Discriminator_loss: 2.5062 Generator_loss: 2.2185
[INFO] 2021-02-02 22:06:20 > Step: 230300 Progress: 73.7% Elapsed: 2 days, 9:06:24 temperature: 1.0 ada_p: 0.879388 Discriminator_loss: 2.50415 Generator_loss: 2.1102
[INFO] 2021-02-02 22:07:44 > Step: 230400 Progress: 73.7% Elapsed: 2 days, 9:07:48 temperature: 1.0 ada_p: 0.879772 Discriminator_loss: 2.45913 Generator_loss: 2.08363
[INFO] 2021-02-02 22:09:07 > Step: 230500 Progress: 73.8% Elapsed: 2 days, 9:09:11 temperature: 1.0 ada_p: 0.880156 Discriminator_loss: 2.39976 Generator_loss: 2.24579
[INFO] 2021-02-02 22:10:33 > Step: 230600 Progress: 73.8% Elapsed: 2 days, 9:10:37 temperature: 1.0 ada_p: 0.88054 Discriminator_loss: 2.4655 Generator_loss: 2.0786
[INFO] 2021-02-02 22:11:57 > Step: 230700 Progress: 73.8% Elapsed: 2 days, 9:12:01 temperature: 1.0 ada_p: 0.880924 Discriminator_loss: 2.60535 Generator_loss: 2.10405
[INFO] 2021-02-02 22:13:21 > Step: 230800 Progress: 73.9% Elapsed: 2 days, 9:13:25 temperature: 1.0 ada_p: 0.881308 Discriminator_loss: 2.41934 Generator_loss: 2.04629
[INFO] 2021-02-02 22:14:44 > Step: 230900 Progress: 73.9% Elapsed: 2 days, 9:14:48 temperature: 1.0 ada_p: 0.881692 Discriminator_loss: 2.44576 Generator_loss: 2.12728
[INFO] 2021-02-02 22:16:09 > Step: 231000 Progress: 73.9% Elapsed: 2 days, 9:16:13 temperature: 1.0 ada_p: 0.882076 Discriminator_loss: 2.46915 Generator_loss: 2.04073
[INFO] 2021-02-02 22:17:33 > Step: 231100 Progress: 74.0% Elapsed: 2 days, 9:17:37 temperature: 1.0 ada_p: 0.88246 Discriminator_loss: 2.52967 Generator_loss: 2.14587
[INFO] 2021-02-02 22:18:57 > Step: 231200 Progress: 74.0% Elapsed: 2 days, 9:19:01 temperature: 1.0 ada_p: 0.882844 Discriminator_loss: 2.55429 Generator_loss: 1.96227
[INFO] 2021-02-02 22:20:20 > Step: 231300 Progress: 74.0% Elapsed: 2 days, 9:20:24 temperature: 1.0 ada_p: 0.883228 Discriminator_loss: 2.3843 Generator_loss: 2.10468
[INFO] 2021-02-02 22:21:43 > Step: 231400 Progress: 74.0% Elapsed: 2 days, 9:21:47 temperature: 1.0 ada_p: 0.883612 Discriminator_loss: 2.41976 Generator_loss: 2.09401
[INFO] 2021-02-02 22:23:06 > Step: 231500 Progress: 74.1% Elapsed: 2 days, 9:23:10 temperature: 1.0 ada_p: 0.883996 Discriminator_loss: 2.44176 Generator_loss: 2.18636
[INFO] 2021-02-02 22:24:29 > Step: 231600 Progress: 74.1% Elapsed: 2 days, 9:24:33 temperature: 1.0 ada_p: 0.88438 Discriminator_loss: 2.38518 Generator_loss: 2.08476
[INFO] 2021-02-02 22:25:53 > Step: 231700 Progress: 74.1% Elapsed: 2 days, 9:25:57 temperature: 1.0 ada_p: 0.884764 Discriminator_loss: 2.39537 Generator_loss: 2.0634
[INFO] 2021-02-02 22:27:15 > Step: 231800 Progress: 74.2% Elapsed: 2 days, 9:27:19 temperature: 1.0 ada_p: 0.885148 Discriminator_loss: 2.39375 Generator_loss: 2.16606
[INFO] 2021-02-02 22:28:40 > Step: 231900 Progress: 74.2% Elapsed: 2 days, 9:28:44 temperature: 1.0 ada_p: 0.885532 Discriminator_loss: 2.44185 Generator_loss: 2.08703
[INFO] 2021-02-02 22:30:03 > Step: 232000 Progress: 74.2% Elapsed: 2 days, 9:30:07 temperature: 1.0 ada_p: 0.885916 Discriminator_loss: 2.43479 Generator_loss: 2.14108
[INFO] 2021-02-02 22:30:03 > Start Evaluation (232000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 22:30:03 > Calculating FID Score....
[INFO] 2021-02-02 22:30:31 > Calculating Inception Score....
[INFO] 2021-02-02 22:30:48 > Calculate F_beta Score....
[INFO] 2021-02-02 22:31:45 > Calculate Accuracies....
[INFO] 2021-02-02 22:31:51 > Calculate Accuracies....
[INFO] 2021-02-02 22:31:53 > F_8 score (Step: 232000, Using test images): 0.9562388937157873
[INFO] 2021-02-02 22:31:53 > F_1/8 score (Step: 232000, Using test images): 0.9895165819992677
[INFO] 2021-02-02 22:31:53 > FID score (Step: 232000, Using test moments): 12.074853726090396
[INFO] 2021-02-02 22:31:53 > Inception score (Step: 232000, 10000 generated images): 8.967930793762207
[INFO] 2021-02-02 22:31:53 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 22:31:54 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 22:33:17 > Step: 232100 Progress: 74.3% Elapsed: 2 days, 9:33:21 temperature: 1.0 ada_p: 0.8863 Discriminator_loss: 2.5591 Generator_loss: 2.15098
[INFO] 2021-02-02 22:34:40 > Step: 232200 Progress: 74.3% Elapsed: 2 days, 9:34:44 temperature: 1.0 ada_p: 0.886684 Discriminator_loss: 2.39935 Generator_loss: 2.24397
[INFO] 2021-02-02 22:36:03 > Step: 232300 Progress: 74.3% Elapsed: 2 days, 9:36:07 temperature: 1.0 ada_p: 0.887068 Discriminator_loss: 2.43308 Generator_loss: 2.16805
[INFO] 2021-02-02 22:37:28 > Step: 232400 Progress: 74.4% Elapsed: 2 days, 9:37:32 temperature: 1.0 ada_p: 0.887452 Discriminator_loss: 2.46425 Generator_loss: 2.16537
[INFO] 2021-02-02 22:38:53 > Step: 232500 Progress: 74.4% Elapsed: 2 days, 9:38:57 temperature: 1.0 ada_p: 0.887836 Discriminator_loss: 2.56046 Generator_loss: 2.14604
[INFO] 2021-02-02 22:40:16 > Step: 232600 Progress: 74.4% Elapsed: 2 days, 9:40:20 temperature: 1.0 ada_p: 0.88822 Discriminator_loss: 2.43532 Generator_loss: 2.24099
[INFO] 2021-02-02 22:41:39 > Step: 232700 Progress: 74.5% Elapsed: 2 days, 9:41:43 temperature: 1.0 ada_p: 0.888604 Discriminator_loss: 2.42625 Generator_loss: 2.12054
[INFO] 2021-02-02 22:43:05 > Step: 232800 Progress: 74.5% Elapsed: 2 days, 9:43:09 temperature: 1.0 ada_p: 0.888988 Discriminator_loss: 2.39928 Generator_loss: 2.13357
[INFO] 2021-02-02 22:44:31 > Step: 232900 Progress: 74.5% Elapsed: 2 days, 9:44:35 temperature: 1.0 ada_p: 0.889372 Discriminator_loss: 2.46485 Generator_loss: 1.93185
[INFO] 2021-02-02 22:45:55 > Step: 233000 Progress: 74.6% Elapsed: 2 days, 9:45:59 temperature: 1.0 ada_p: 0.889756 Discriminator_loss: 2.38032 Generator_loss: 2.08433
[INFO] 2021-02-02 22:47:18 > Step: 233100 Progress: 74.6% Elapsed: 2 days, 9:47:22 temperature: 1.0 ada_p: 0.89014 Discriminator_loss: 2.4566 Generator_loss: 2.13899
[INFO] 2021-02-02 22:48:40 > Step: 233200 Progress: 74.6% Elapsed: 2 days, 9:48:44 temperature: 1.0 ada_p: 0.890524 Discriminator_loss: 2.40227 Generator_loss: 2.13088
[INFO] 2021-02-02 22:50:04 > Step: 233300 Progress: 74.7% Elapsed: 2 days, 9:50:08 temperature: 1.0 ada_p: 0.890908 Discriminator_loss: 2.50145 Generator_loss: 2.06409
[INFO] 2021-02-02 22:51:27 > Step: 233400 Progress: 74.7% Elapsed: 2 days, 9:51:31 temperature: 1.0 ada_p: 0.891292 Discriminator_loss: 2.5024 Generator_loss: 2.11053
[INFO] 2021-02-02 22:52:51 > Step: 233500 Progress: 74.7% Elapsed: 2 days, 9:52:55 temperature: 1.0 ada_p: 0.891676 Discriminator_loss: 2.47706 Generator_loss: 2.12608
[INFO] 2021-02-02 22:54:21 > Step: 233600 Progress: 74.8% Elapsed: 2 days, 9:54:25 temperature: 1.0 ada_p: 0.89206 Discriminator_loss: 2.49947 Generator_loss: 2.0908
[INFO] 2021-02-02 22:55:47 > Step: 233700 Progress: 74.8% Elapsed: 2 days, 9:55:51 temperature: 1.0 ada_p: 0.892444 Discriminator_loss: 2.41718 Generator_loss: 1.9809
[INFO] 2021-02-02 22:57:10 > Step: 233800 Progress: 74.8% Elapsed: 2 days, 9:57:14 temperature: 1.0 ada_p: 0.892828 Discriminator_loss: 2.46972 Generator_loss: 2.05477
[INFO] 2021-02-02 22:58:29 > Step: 233900 Progress: 74.8% Elapsed: 2 days, 9:58:33 temperature: 1.0 ada_p: 0.893212 Discriminator_loss: 2.30746 Generator_loss: 2.24429
[INFO] 2021-02-02 22:59:50 > Step: 234000 Progress: 74.9% Elapsed: 2 days, 9:59:54 temperature: 1.0 ada_p: 0.893596 Discriminator_loss: 2.41244 Generator_loss: 2.05133
[INFO] 2021-02-02 22:59:50 > Start Evaluation (234000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 22:59:50 > Calculating FID Score....
[INFO] 2021-02-02 23:00:17 > Calculating Inception Score....
[INFO] 2021-02-02 23:00:34 > Calculate F_beta Score....
[INFO] 2021-02-02 23:01:30 > Calculate Accuracies....
[INFO] 2021-02-02 23:01:36 > Calculate Accuracies....
[INFO] 2021-02-02 23:01:38 > F_8 score (Step: 234000, Using test images): 0.9580716140133357
[INFO] 2021-02-02 23:01:38 > F_1/8 score (Step: 234000, Using test images): 0.988413837143335
[INFO] 2021-02-02 23:01:38 > FID score (Step: 234000, Using test moments): 12.25266309972875
[INFO] 2021-02-02 23:01:38 > Inception score (Step: 234000, 10000 generated images): 8.918076515197754
[INFO] 2021-02-02 23:01:38 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 23:01:39 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 23:03:02 > Step: 234100 Progress: 74.9% Elapsed: 2 days, 10:03:06 temperature: 1.0 ada_p: 0.89398 Discriminator_loss: 2.50626 Generator_loss: 1.99747
[INFO] 2021-02-02 23:04:33 > Step: 234200 Progress: 74.9% Elapsed: 2 days, 10:04:37 temperature: 1.0 ada_p: 0.894364 Discriminator_loss: 2.38018 Generator_loss: 2.07488
[INFO] 2021-02-02 23:05:58 > Step: 234300 Progress: 75.0% Elapsed: 2 days, 10:06:02 temperature: 1.0 ada_p: 0.894748 Discriminator_loss: 2.43131 Generator_loss: 2.18724
[INFO] 2021-02-02 23:07:23 > Step: 234400 Progress: 75.0% Elapsed: 2 days, 10:07:27 temperature: 1.0 ada_p: 0.895132 Discriminator_loss: 2.40448 Generator_loss: 2.15155
[INFO] 2021-02-02 23:08:46 > Step: 234500 Progress: 75.0% Elapsed: 2 days, 10:08:50 temperature: 1.0 ada_p: 0.895516 Discriminator_loss: 2.59734 Generator_loss: 1.9891
[INFO] 2021-02-02 23:10:09 > Step: 234600 Progress: 75.1% Elapsed: 2 days, 10:10:13 temperature: 1.0 ada_p: 0.8959 Discriminator_loss: 2.30781 Generator_loss: 2.01642
[INFO] 2021-02-02 23:11:36 > Step: 234700 Progress: 75.1% Elapsed: 2 days, 10:11:40 temperature: 1.0 ada_p: 0.896284 Discriminator_loss: 2.3565 Generator_loss: 2.07984
[INFO] 2021-02-02 23:13:05 > Step: 234800 Progress: 75.1% Elapsed: 2 days, 10:13:09 temperature: 1.0 ada_p: 0.896668 Discriminator_loss: 2.33988 Generator_loss: 2.06523
[INFO] 2021-02-02 23:14:29 > Step: 234900 Progress: 75.2% Elapsed: 2 days, 10:14:33 temperature: 1.0 ada_p: 0.897052 Discriminator_loss: 2.50547 Generator_loss: 2.08453
[INFO] 2021-02-02 23:15:52 > Step: 235000 Progress: 75.2% Elapsed: 2 days, 10:15:56 temperature: 1.0 ada_p: 0.897436 Discriminator_loss: 2.42814 Generator_loss: 2.10738
[INFO] 2021-02-02 23:17:15 > Step: 235100 Progress: 75.2% Elapsed: 2 days, 10:17:19 temperature: 1.0 ada_p: 0.89782 Discriminator_loss: 2.46453 Generator_loss: 2.03044
[INFO] 2021-02-02 23:18:38 > Step: 235200 Progress: 75.3% Elapsed: 2 days, 10:18:42 temperature: 1.0 ada_p: 0.898204 Discriminator_loss: 2.3875 Generator_loss: 2.18513
[INFO] 2021-02-02 23:20:01 > Step: 235300 Progress: 75.3% Elapsed: 2 days, 10:20:05 temperature: 1.0 ada_p: 0.898588 Discriminator_loss: 2.44119 Generator_loss: 2.09247
[INFO] 2021-02-02 23:21:25 > Step: 235400 Progress: 75.3% Elapsed: 2 days, 10:21:29 temperature: 1.0 ada_p: 0.898972 Discriminator_loss: 2.50336 Generator_loss: 2.16341
[INFO] 2021-02-02 23:22:49 > Step: 235500 Progress: 75.4% Elapsed: 2 days, 10:22:53 temperature: 1.0 ada_p: 0.899356 Discriminator_loss: 2.52584 Generator_loss: 2.08515
[INFO] 2021-02-02 23:24:14 > Step: 235600 Progress: 75.4% Elapsed: 2 days, 10:24:18 temperature: 1.0 ada_p: 0.89974 Discriminator_loss: 2.42405 Generator_loss: 2.04604
[INFO] 2021-02-02 23:25:35 > Step: 235700 Progress: 75.4% Elapsed: 2 days, 10:25:39 temperature: 1.0 ada_p: 0.900124 Discriminator_loss: 2.43781 Generator_loss: 2.04982
[INFO] 2021-02-02 23:26:54 > Step: 235800 Progress: 75.5% Elapsed: 2 days, 10:26:58 temperature: 1.0 ada_p: 0.900508 Discriminator_loss: 2.50744 Generator_loss: 2.11649
[INFO] 2021-02-02 23:28:17 > Step: 235900 Progress: 75.5% Elapsed: 2 days, 10:28:21 temperature: 1.0 ada_p: 0.900892 Discriminator_loss: 2.38014 Generator_loss: 2.0954
[INFO] 2021-02-02 23:29:41 > Step: 236000 Progress: 75.5% Elapsed: 2 days, 10:29:45 temperature: 1.0 ada_p: 0.901276 Discriminator_loss: 2.40081 Generator_loss: 2.08127
[INFO] 2021-02-02 23:29:41 > Start Evaluation (236000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 23:29:41 > Calculating FID Score....
[INFO] 2021-02-02 23:30:08 > Calculating Inception Score....
[INFO] 2021-02-02 23:30:25 > Calculate F_beta Score....
[INFO] 2021-02-02 23:31:22 > Calculate Accuracies....
[INFO] 2021-02-02 23:31:29 > Calculate Accuracies....
[INFO] 2021-02-02 23:31:30 > F_8 score (Step: 236000, Using test images): 0.9559174105182257
[INFO] 2021-02-02 23:31:30 > F_1/8 score (Step: 236000, Using test images): 0.9889513030879519
[INFO] 2021-02-02 23:31:30 > FID score (Step: 236000, Using test moments): 12.373489083320237
[INFO] 2021-02-02 23:31:30 > Inception score (Step: 236000, 10000 generated images): 9.108617782592773
[INFO] 2021-02-02 23:31:30 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-02 23:31:31 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 23:32:54 > Step: 236100 Progress: 75.6% Elapsed: 2 days, 10:32:58 temperature: 1.0 ada_p: 0.90166 Discriminator_loss: 2.46915 Generator_loss: 2.0077
[INFO] 2021-02-02 23:34:22 > Step: 236200 Progress: 75.6% Elapsed: 2 days, 10:34:26 temperature: 1.0 ada_p: 0.902044 Discriminator_loss: 2.48507 Generator_loss: 2.04499
[INFO] 2021-02-02 23:35:48 > Step: 236300 Progress: 75.6% Elapsed: 2 days, 10:35:52 temperature: 1.0 ada_p: 0.902428 Discriminator_loss: 2.40696 Generator_loss: 2.0404
[INFO] 2021-02-02 23:37:17 > Step: 236400 Progress: 75.6% Elapsed: 2 days, 10:37:21 temperature: 1.0 ada_p: 0.902812 Discriminator_loss: 2.40993 Generator_loss: 2.20185
[INFO] 2021-02-02 23:38:45 > Step: 236500 Progress: 75.7% Elapsed: 2 days, 10:38:49 temperature: 1.0 ada_p: 0.903196 Discriminator_loss: 2.36364 Generator_loss: 2.03967
[INFO] 2021-02-02 23:40:09 > Step: 236600 Progress: 75.7% Elapsed: 2 days, 10:40:13 temperature: 1.0 ada_p: 0.90358 Discriminator_loss: 2.49828 Generator_loss: 2.10352
[INFO] 2021-02-02 23:41:33 > Step: 236700 Progress: 75.7% Elapsed: 2 days, 10:41:37 temperature: 1.0 ada_p: 0.903964 Discriminator_loss: 2.42778 Generator_loss: 2.22935
[INFO] 2021-02-02 23:42:56 > Step: 236800 Progress: 75.8% Elapsed: 2 days, 10:43:00 temperature: 1.0 ada_p: 0.904348 Discriminator_loss: 2.48421 Generator_loss: 2.15786
[INFO] 2021-02-02 23:44:20 > Step: 236900 Progress: 75.8% Elapsed: 2 days, 10:44:24 temperature: 1.0 ada_p: 0.904732 Discriminator_loss: 2.43587 Generator_loss: 2.10977
[INFO] 2021-02-02 23:45:43 > Step: 237000 Progress: 75.8% Elapsed: 2 days, 10:45:47 temperature: 1.0 ada_p: 0.905116 Discriminator_loss: 2.37629 Generator_loss: 2.08832
[INFO] 2021-02-02 23:47:06 > Step: 237100 Progress: 75.9% Elapsed: 2 days, 10:47:10 temperature: 1.0 ada_p: 0.9055 Discriminator_loss: 2.54943 Generator_loss: 2.16659
[INFO] 2021-02-02 23:48:30 > Step: 237200 Progress: 75.9% Elapsed: 2 days, 10:48:34 temperature: 1.0 ada_p: 0.905884 Discriminator_loss: 2.46967 Generator_loss: 2.11471
[INFO] 2021-02-02 23:49:53 > Step: 237300 Progress: 75.9% Elapsed: 2 days, 10:49:57 temperature: 1.0 ada_p: 0.906268 Discriminator_loss: 2.48117 Generator_loss: 2.09144
[INFO] 2021-02-02 23:51:17 > Step: 237400 Progress: 76.0% Elapsed: 2 days, 10:51:21 temperature: 1.0 ada_p: 0.906652 Discriminator_loss: 2.45898 Generator_loss: 2.06755
[INFO] 2021-02-02 23:52:44 > Step: 237500 Progress: 76.0% Elapsed: 2 days, 10:52:48 temperature: 1.0 ada_p: 0.907036 Discriminator_loss: 2.36043 Generator_loss: 2.13298
[INFO] 2021-02-02 23:54:02 > Step: 237600 Progress: 76.0% Elapsed: 2 days, 10:54:06 temperature: 1.0 ada_p: 0.90742 Discriminator_loss: 2.56458 Generator_loss: 2.08504
[INFO] 2021-02-02 23:55:23 > Step: 237700 Progress: 76.1% Elapsed: 2 days, 10:55:27 temperature: 1.0 ada_p: 0.907804 Discriminator_loss: 2.46282 Generator_loss: 2.05437
[INFO] 2021-02-02 23:56:47 > Step: 237800 Progress: 76.1% Elapsed: 2 days, 10:56:51 temperature: 1.0 ada_p: 0.908188 Discriminator_loss: 2.48101 Generator_loss: 2.08895
[INFO] 2021-02-02 23:58:10 > Step: 237900 Progress: 76.1% Elapsed: 2 days, 10:58:14 temperature: 1.0 ada_p: 0.908572 Discriminator_loss: 2.53924 Generator_loss: 2.14395
[INFO] 2021-02-02 23:59:34 > Step: 238000 Progress: 76.2% Elapsed: 2 days, 10:59:38 temperature: 1.0 ada_p: 0.908956 Discriminator_loss: 2.47993 Generator_loss: 2.05659
[INFO] 2021-02-02 23:59:34 > Start Evaluation (238000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-02 23:59:34 > Calculating FID Score....
[INFO] 2021-02-03 00:00:01 > Calculating Inception Score....
[INFO] 2021-02-03 00:00:18 > Calculate F_beta Score....
[INFO] 2021-02-03 00:01:15 > Calculate Accuracies....
[INFO] 2021-02-03 00:01:22 > Calculate Accuracies....
[INFO] 2021-02-03 00:01:24 > F_8 score (Step: 238000, Using test images): 0.9634496177621521
[INFO] 2021-02-03 00:01:24 > F_1/8 score (Step: 238000, Using test images): 0.9902218068668358
[INFO] 2021-02-03 00:01:24 > FID score (Step: 238000, Using test moments): 12.296654176662003
[INFO] 2021-02-03 00:01:24 > Inception score (Step: 238000, 10000 generated images): 9.121508598327637
[INFO] 2021-02-03 00:01:24 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 00:01:24 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 00:02:47 > Step: 238100 Progress: 76.2% Elapsed: 2 days, 11:02:51 temperature: 1.0 ada_p: 0.90934 Discriminator_loss: 2.47168 Generator_loss: 2.04903
[INFO] 2021-02-03 00:04:12 > Step: 238200 Progress: 76.2% Elapsed: 2 days, 11:04:16 temperature: 1.0 ada_p: 0.909724 Discriminator_loss: 2.40474 Generator_loss: 2.06103
[INFO] 2021-02-03 00:05:44 > Step: 238300 Progress: 76.3% Elapsed: 2 days, 11:05:48 temperature: 1.0 ada_p: 0.910108 Discriminator_loss: 2.56999 Generator_loss: 2.0469
[INFO] 2021-02-03 00:07:11 > Step: 238400 Progress: 76.3% Elapsed: 2 days, 11:07:15 temperature: 1.0 ada_p: 0.910492 Discriminator_loss: 2.46592 Generator_loss: 1.92102
[INFO] 2021-02-03 00:08:34 > Step: 238500 Progress: 76.3% Elapsed: 2 days, 11:08:38 temperature: 1.0 ada_p: 0.910876 Discriminator_loss: 2.50653 Generator_loss: 2.11766
[INFO] 2021-02-03 00:09:58 > Step: 238600 Progress: 76.4% Elapsed: 2 days, 11:10:02 temperature: 1.0 ada_p: 0.91126 Discriminator_loss: 2.40628 Generator_loss: 2.08088
[INFO] 2021-02-03 00:11:21 > Step: 238700 Progress: 76.4% Elapsed: 2 days, 11:11:25 temperature: 1.0 ada_p: 0.911644 Discriminator_loss: 2.52178 Generator_loss: 2.08322
[INFO] 2021-02-03 00:12:44 > Step: 238800 Progress: 76.4% Elapsed: 2 days, 11:12:48 temperature: 1.0 ada_p: 0.912028 Discriminator_loss: 2.40472 Generator_loss: 2.19289
[INFO] 2021-02-03 00:14:07 > Step: 238900 Progress: 76.4% Elapsed: 2 days, 11:14:11 temperature: 1.0 ada_p: 0.912412 Discriminator_loss: 2.47507 Generator_loss: 2.037
[INFO] 2021-02-03 00:15:33 > Step: 239000 Progress: 76.5% Elapsed: 2 days, 11:15:37 temperature: 1.0 ada_p: 0.912796 Discriminator_loss: 2.44577 Generator_loss: 2.09246
[INFO] 2021-02-03 00:16:56 > Step: 239100 Progress: 76.5% Elapsed: 2 days, 11:17:00 temperature: 1.0 ada_p: 0.91318 Discriminator_loss: 2.36365 Generator_loss: 2.17052
[INFO] 2021-02-03 00:18:19 > Step: 239200 Progress: 76.5% Elapsed: 2 days, 11:18:23 temperature: 1.0 ada_p: 0.913564 Discriminator_loss: 2.46991 Generator_loss: 1.9892
[INFO] 2021-02-03 00:19:42 > Step: 239300 Progress: 76.6% Elapsed: 2 days, 11:19:46 temperature: 1.0 ada_p: 0.913948 Discriminator_loss: 2.41948 Generator_loss: 2.04809
[INFO] 2021-02-03 00:21:00 > Step: 239400 Progress: 76.6% Elapsed: 2 days, 11:21:04 temperature: 1.0 ada_p: 0.914332 Discriminator_loss: 2.49027 Generator_loss: 2.12593
[INFO] 2021-02-03 00:22:21 > Step: 239500 Progress: 76.6% Elapsed: 2 days, 11:22:25 temperature: 1.0 ada_p: 0.914716 Discriminator_loss: 2.45389 Generator_loss: 2.20069
[INFO] 2021-02-03 00:23:43 > Step: 239600 Progress: 76.7% Elapsed: 2 days, 11:23:47 temperature: 1.0 ada_p: 0.9151 Discriminator_loss: 2.54802 Generator_loss: 2.16757
[INFO] 2021-02-03 00:25:07 > Step: 239700 Progress: 76.7% Elapsed: 2 days, 11:25:11 temperature: 1.0 ada_p: 0.915484 Discriminator_loss: 2.55841 Generator_loss: 2.01933
[INFO] 2021-02-03 00:26:31 > Step: 239800 Progress: 76.7% Elapsed: 2 days, 11:26:35 temperature: 1.0 ada_p: 0.915868 Discriminator_loss: 2.49265 Generator_loss: 2.11947
[INFO] 2021-02-03 00:27:59 > Step: 239900 Progress: 76.8% Elapsed: 2 days, 11:28:03 temperature: 1.0 ada_p: 0.916252 Discriminator_loss: 2.4112 Generator_loss: 2.14526
[INFO] 2021-02-03 00:29:27 > Step: 240000 Progress: 76.8% Elapsed: 2 days, 11:29:31 temperature: 1.0 ada_p: 0.916636 Discriminator_loss: 2.51439 Generator_loss: 2.08554
[INFO] 2021-02-03 00:29:27 > Start Evaluation (240000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 00:29:27 > Calculating FID Score....
[INFO] 2021-02-03 00:29:55 > Calculating Inception Score....
[INFO] 2021-02-03 00:30:12 > Calculate F_beta Score....
[INFO] 2021-02-03 00:31:09 > Calculate Accuracies....
[INFO] 2021-02-03 00:31:16 > Calculate Accuracies....
[INFO] 2021-02-03 00:31:18 > F_8 score (Step: 240000, Using test images): 0.9458399161262574
[INFO] 2021-02-03 00:31:18 > F_1/8 score (Step: 240000, Using test images): 0.989413599604
[INFO] 2021-02-03 00:31:18 > FID score (Step: 240000, Using test moments): 12.11823369484705
[INFO] 2021-02-03 00:31:18 > Inception score (Step: 240000, 10000 generated images): 8.871893882751465
[INFO] 2021-02-03 00:31:18 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 00:31:18 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 00:32:43 > Step: 240100 Progress: 76.8% Elapsed: 2 days, 11:32:47 temperature: 1.0 ada_p: 0.91702 Discriminator_loss: 2.42292 Generator_loss: 2.17385
[INFO] 2021-02-03 00:34:13 > Step: 240200 Progress: 76.9% Elapsed: 2 days, 11:34:17 temperature: 1.0 ada_p: 0.917404 Discriminator_loss: 2.41203 Generator_loss: 2.09383
[INFO] 2021-02-03 00:35:37 > Step: 240300 Progress: 76.9% Elapsed: 2 days, 11:35:41 temperature: 1.0 ada_p: 0.917788 Discriminator_loss: 2.48392 Generator_loss: 2.22952
[INFO] 2021-02-03 00:37:01 > Step: 240400 Progress: 76.9% Elapsed: 2 days, 11:37:05 temperature: 1.0 ada_p: 0.918172 Discriminator_loss: 2.42319 Generator_loss: 2.12311
[INFO] 2021-02-03 00:38:24 > Step: 240500 Progress: 77.0% Elapsed: 2 days, 11:38:28 temperature: 1.0 ada_p: 0.918556 Discriminator_loss: 2.35671 Generator_loss: 2.19077
[INFO] 2021-02-03 00:39:58 > Step: 240600 Progress: 77.0% Elapsed: 2 days, 11:40:02 temperature: 1.0 ada_p: 0.91894 Discriminator_loss: 2.50414 Generator_loss: 2.11084
[INFO] 2021-02-03 00:41:22 > Step: 240700 Progress: 77.0% Elapsed: 2 days, 11:41:26 temperature: 1.0 ada_p: 0.919324 Discriminator_loss: 2.49993 Generator_loss: 2.1998
[INFO] 2021-02-03 00:42:47 > Step: 240800 Progress: 77.1% Elapsed: 2 days, 11:42:51 temperature: 1.0 ada_p: 0.919708 Discriminator_loss: 2.26057 Generator_loss: 2.19502
[INFO] 2021-02-03 00:44:11 > Step: 240900 Progress: 77.1% Elapsed: 2 days, 11:44:15 temperature: 1.0 ada_p: 0.920092 Discriminator_loss: 2.50277 Generator_loss: 2.03222
[INFO] 2021-02-03 00:45:34 > Step: 241000 Progress: 77.1% Elapsed: 2 days, 11:45:38 temperature: 1.0 ada_p: 0.920476 Discriminator_loss: 2.45083 Generator_loss: 2.14399
[INFO] 2021-02-03 00:46:57 > Step: 241100 Progress: 77.2% Elapsed: 2 days, 11:47:01 temperature: 1.0 ada_p: 0.92086 Discriminator_loss: 2.47674 Generator_loss: 2.07344
[INFO] 2021-02-03 00:48:16 > Step: 241200 Progress: 77.2% Elapsed: 2 days, 11:48:20 temperature: 1.0 ada_p: 0.921244 Discriminator_loss: 2.32836 Generator_loss: 2.05762
[INFO] 2021-02-03 00:49:35 > Step: 241300 Progress: 77.2% Elapsed: 2 days, 11:49:39 temperature: 1.0 ada_p: 0.921628 Discriminator_loss: 2.38107 Generator_loss: 2.05247
[INFO] 2021-02-03 00:51:00 > Step: 241400 Progress: 77.2% Elapsed: 2 days, 11:51:04 temperature: 1.0 ada_p: 0.922012 Discriminator_loss: 2.45759 Generator_loss: 2.06452
[INFO] 2021-02-03 00:52:23 > Step: 241500 Progress: 77.3% Elapsed: 2 days, 11:52:27 temperature: 1.0 ada_p: 0.922396 Discriminator_loss: 2.42972 Generator_loss: 2.13539
[INFO] 2021-02-03 00:53:47 > Step: 241600 Progress: 77.3% Elapsed: 2 days, 11:53:51 temperature: 1.0 ada_p: 0.92278 Discriminator_loss: 2.37965 Generator_loss: 2.14558
[INFO] 2021-02-03 00:55:10 > Step: 241700 Progress: 77.3% Elapsed: 2 days, 11:55:14 temperature: 1.0 ada_p: 0.923164 Discriminator_loss: 2.35281 Generator_loss: 2.21571
[INFO] 2021-02-03 00:56:34 > Step: 241800 Progress: 77.4% Elapsed: 2 days, 11:56:38 temperature: 1.0 ada_p: 0.923548 Discriminator_loss: 2.51795 Generator_loss: 2.24905
[INFO] 2021-02-03 00:57:58 > Step: 241900 Progress: 77.4% Elapsed: 2 days, 11:58:02 temperature: 1.0 ada_p: 0.923932 Discriminator_loss: 2.55082 Generator_loss: 2.03949
[INFO] 2021-02-03 00:59:22 > Step: 242000 Progress: 77.4% Elapsed: 2 days, 11:59:26 temperature: 1.0 ada_p: 0.924316 Discriminator_loss: 2.48915 Generator_loss: 2.17877
[INFO] 2021-02-03 00:59:22 > Start Evaluation (242000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 00:59:22 > Calculating FID Score....
[INFO] 2021-02-03 00:59:50 > Calculating Inception Score....
[INFO] 2021-02-03 01:00:07 > Calculate F_beta Score....
[INFO] 2021-02-03 01:01:04 > Calculate Accuracies....
[INFO] 2021-02-03 01:01:11 > Calculate Accuracies....
[INFO] 2021-02-03 01:01:12 > F_8 score (Step: 242000, Using test images): 0.9584235150089867
[INFO] 2021-02-03 01:01:12 > F_1/8 score (Step: 242000, Using test images): 0.988524250567642
[INFO] 2021-02-03 01:01:12 > FID score (Step: 242000, Using test moments): 12.531322495780387
[INFO] 2021-02-03 01:01:12 > Inception score (Step: 242000, 10000 generated images): 9.040903091430664
[INFO] 2021-02-03 01:01:12 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 01:01:13 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 01:02:41 > Step: 242100 Progress: 77.5% Elapsed: 2 days, 12:02:45 temperature: 1.0 ada_p: 0.9247 Discriminator_loss: 2.41749 Generator_loss: 2.15129
[INFO] 2021-02-03 01:04:06 > Step: 242200 Progress: 77.5% Elapsed: 2 days, 12:04:10 temperature: 1.0 ada_p: 0.925084 Discriminator_loss: 2.45116 Generator_loss: 2.1301
[INFO] 2021-02-03 01:05:29 > Step: 242300 Progress: 77.5% Elapsed: 2 days, 12:05:33 temperature: 1.0 ada_p: 0.925468 Discriminator_loss: 2.42016 Generator_loss: 2.08214
[INFO] 2021-02-03 01:06:51 > Step: 242400 Progress: 77.6% Elapsed: 2 days, 12:06:55 temperature: 1.0 ada_p: 0.925852 Discriminator_loss: 2.49452 Generator_loss: 2.09587
[INFO] 2021-02-03 01:08:15 > Step: 242500 Progress: 77.6% Elapsed: 2 days, 12:08:19 temperature: 1.0 ada_p: 0.926236 Discriminator_loss: 2.44337 Generator_loss: 2.12448
[INFO] 2021-02-03 01:09:39 > Step: 242600 Progress: 77.6% Elapsed: 2 days, 12:09:43 temperature: 1.0 ada_p: 0.92662 Discriminator_loss: 2.41763 Generator_loss: 2.06362
[INFO] 2021-02-03 01:11:02 > Step: 242700 Progress: 77.7% Elapsed: 2 days, 12:11:06 temperature: 1.0 ada_p: 0.927004 Discriminator_loss: 2.52833 Generator_loss: 2.02284
[INFO] 2021-02-03 01:12:25 > Step: 242800 Progress: 77.7% Elapsed: 2 days, 12:12:29 temperature: 1.0 ada_p: 0.927388 Discriminator_loss: 2.37888 Generator_loss: 2.15501
[INFO] 2021-02-03 01:14:00 > Step: 242900 Progress: 77.7% Elapsed: 2 days, 12:14:04 temperature: 1.0 ada_p: 0.927772 Discriminator_loss: 2.43564 Generator_loss: 2.17361
[INFO] 2021-02-03 01:15:19 > Step: 243000 Progress: 77.8% Elapsed: 2 days, 12:15:23 temperature: 1.0 ada_p: 0.928156 Discriminator_loss: 2.50232 Generator_loss: 2.18052
[INFO] 2021-02-03 01:16:36 > Step: 243100 Progress: 77.8% Elapsed: 2 days, 12:16:40 temperature: 1.0 ada_p: 0.92854 Discriminator_loss: 2.48251 Generator_loss: 2.14256
[INFO] 2021-02-03 01:18:01 > Step: 243200 Progress: 77.8% Elapsed: 2 days, 12:18:05 temperature: 1.0 ada_p: 0.928924 Discriminator_loss: 2.44514 Generator_loss: 2.07661
[INFO] 2021-02-03 01:19:24 > Step: 243300 Progress: 77.9% Elapsed: 2 days, 12:19:28 temperature: 1.0 ada_p: 0.929308 Discriminator_loss: 2.32852 Generator_loss: 2.13475
[INFO] 2021-02-03 01:20:48 > Step: 243400 Progress: 77.9% Elapsed: 2 days, 12:20:52 temperature: 1.0 ada_p: 0.929692 Discriminator_loss: 2.3957 Generator_loss: 2.14716
[INFO] 2021-02-03 01:22:11 > Step: 243500 Progress: 77.9% Elapsed: 2 days, 12:22:15 temperature: 1.0 ada_p: 0.930076 Discriminator_loss: 2.33829 Generator_loss: 2.10601
[INFO] 2021-02-03 01:23:41 > Step: 243600 Progress: 78.0% Elapsed: 2 days, 12:23:45 temperature: 1.0 ada_p: 0.93046 Discriminator_loss: 2.30199 Generator_loss: 2.06508
[INFO] 2021-02-03 01:25:15 > Step: 243700 Progress: 78.0% Elapsed: 2 days, 12:25:19 temperature: 1.0 ada_p: 0.930844 Discriminator_loss: 2.38005 Generator_loss: 2.1302
[INFO] 2021-02-03 01:26:37 > Step: 243800 Progress: 78.0% Elapsed: 2 days, 12:26:41 temperature: 1.0 ada_p: 0.931228 Discriminator_loss: 2.47343 Generator_loss: 2.1438
[INFO] 2021-02-03 01:28:02 > Step: 243900 Progress: 78.0% Elapsed: 2 days, 12:28:06 temperature: 1.0 ada_p: 0.931612 Discriminator_loss: 2.39843 Generator_loss: 2.13513
[INFO] 2021-02-03 01:29:37 > Step: 244000 Progress: 78.1% Elapsed: 2 days, 12:29:41 temperature: 1.0 ada_p: 0.931996 Discriminator_loss: 2.53187 Generator_loss: 2.12489
[INFO] 2021-02-03 01:29:37 > Start Evaluation (244000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 01:29:37 > Calculating FID Score....
[INFO] 2021-02-03 01:30:04 > Calculating Inception Score....
[INFO] 2021-02-03 01:30:21 > Calculate F_beta Score....
[INFO] 2021-02-03 01:31:18 > Calculate Accuracies....
[INFO] 2021-02-03 01:31:25 > Calculate Accuracies....
[INFO] 2021-02-03 01:31:26 > F_8 score (Step: 244000, Using test images): 0.9632391971296108
[INFO] 2021-02-03 01:31:26 > F_1/8 score (Step: 244000, Using test images): 0.9887470760956738
[INFO] 2021-02-03 01:31:26 > FID score (Step: 244000, Using test moments): 12.662213614142843
[INFO] 2021-02-03 01:31:26 > Inception score (Step: 244000, 10000 generated images): 8.891422271728516
[INFO] 2021-02-03 01:31:26 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 01:31:27 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 01:32:50 > Step: 244100 Progress: 78.1% Elapsed: 2 days, 12:32:54 temperature: 1.0 ada_p: 0.93238 Discriminator_loss: 2.49015 Generator_loss: 2.05978
[INFO] 2021-02-03 01:34:13 > Step: 244200 Progress: 78.1% Elapsed: 2 days, 12:34:17 temperature: 1.0 ada_p: 0.932764 Discriminator_loss: 2.57596 Generator_loss: 2.03296
[INFO] 2021-02-03 01:35:37 > Step: 244300 Progress: 78.2% Elapsed: 2 days, 12:35:41 temperature: 1.0 ada_p: 0.933148 Discriminator_loss: 2.35671 Generator_loss: 2.1349
[INFO] 2021-02-03 01:37:00 > Step: 244400 Progress: 78.2% Elapsed: 2 days, 12:37:04 temperature: 1.0 ada_p: 0.933532 Discriminator_loss: 2.52899 Generator_loss: 2.04056
[INFO] 2021-02-03 01:38:23 > Step: 244500 Progress: 78.2% Elapsed: 2 days, 12:38:27 temperature: 1.0 ada_p: 0.933916 Discriminator_loss: 2.3309 Generator_loss: 2.13073
[INFO] 2021-02-03 01:39:47 > Step: 244600 Progress: 78.3% Elapsed: 2 days, 12:39:51 temperature: 1.0 ada_p: 0.9343 Discriminator_loss: 2.47582 Generator_loss: 2.07474
[INFO] 2021-02-03 01:41:10 > Step: 244700 Progress: 78.3% Elapsed: 2 days, 12:41:14 temperature: 1.0 ada_p: 0.934684 Discriminator_loss: 2.47129 Generator_loss: 2.12053
[INFO] 2021-02-03 01:42:33 > Step: 244800 Progress: 78.3% Elapsed: 2 days, 12:42:37 temperature: 1.0 ada_p: 0.935068 Discriminator_loss: 2.48816 Generator_loss: 2.09201
[INFO] 2021-02-03 01:43:50 > Step: 244900 Progress: 78.4% Elapsed: 2 days, 12:43:54 temperature: 1.0 ada_p: 0.935452 Discriminator_loss: 2.4703 Generator_loss: 2.0522
[INFO] 2021-02-03 01:45:12 > Step: 245000 Progress: 78.4% Elapsed: 2 days, 12:45:16 temperature: 1.0 ada_p: 0.935836 Discriminator_loss: 2.52739 Generator_loss: 2.01393
[INFO] 2021-02-03 01:46:35 > Step: 245100 Progress: 78.4% Elapsed: 2 days, 12:46:39 temperature: 1.0 ada_p: 0.93622 Discriminator_loss: 2.49305 Generator_loss: 2.14221
[INFO] 2021-02-03 01:47:58 > Step: 245200 Progress: 78.5% Elapsed: 2 days, 12:48:02 temperature: 1.0 ada_p: 0.936604 Discriminator_loss: 2.56146 Generator_loss: 2.13602
[INFO] 2021-02-03 01:49:23 > Step: 245300 Progress: 78.5% Elapsed: 2 days, 12:49:27 temperature: 1.0 ada_p: 0.936988 Discriminator_loss: 2.46328 Generator_loss: 2.10537
[INFO] 2021-02-03 01:50:52 > Step: 245400 Progress: 78.5% Elapsed: 2 days, 12:50:56 temperature: 1.0 ada_p: 0.937372 Discriminator_loss: 2.438 Generator_loss: 2.10854
[INFO] 2021-02-03 01:52:14 > Step: 245500 Progress: 78.6% Elapsed: 2 days, 12:52:18 temperature: 1.0 ada_p: 0.937756 Discriminator_loss: 2.42559 Generator_loss: 2.01598
[INFO] 2021-02-03 01:53:47 > Step: 245600 Progress: 78.6% Elapsed: 2 days, 12:53:51 temperature: 1.0 ada_p: 0.93814 Discriminator_loss: 2.42062 Generator_loss: 2.00226
[INFO] 2021-02-03 01:55:20 > Step: 245700 Progress: 78.6% Elapsed: 2 days, 12:55:24 temperature: 1.0 ada_p: 0.938524 Discriminator_loss: 2.30242 Generator_loss: 2.00234
[INFO] 2021-02-03 01:56:44 > Step: 245800 Progress: 78.7% Elapsed: 2 days, 12:56:48 temperature: 1.0 ada_p: 0.938908 Discriminator_loss: 2.47184 Generator_loss: 2.16101
[INFO] 2021-02-03 01:58:13 > Step: 245900 Progress: 78.7% Elapsed: 2 days, 12:58:17 temperature: 1.0 ada_p: 0.939292 Discriminator_loss: 2.50743 Generator_loss: 1.96018
[INFO] 2021-02-03 01:59:36 > Step: 246000 Progress: 78.7% Elapsed: 2 days, 12:59:40 temperature: 1.0 ada_p: 0.939676 Discriminator_loss: 2.54693 Generator_loss: 2.14147
[INFO] 2021-02-03 01:59:36 > Start Evaluation (246000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 01:59:36 > Calculating FID Score....
[INFO] 2021-02-03 02:00:04 > Calculating Inception Score....
[INFO] 2021-02-03 02:00:21 > Calculate F_beta Score....
[INFO] 2021-02-03 02:01:16 > Calculate Accuracies....
[INFO] 2021-02-03 02:01:23 > Calculate Accuracies....
[INFO] 2021-02-03 02:01:25 > F_8 score (Step: 246000, Using test images): 0.9546428116930524
[INFO] 2021-02-03 02:01:25 > F_1/8 score (Step: 246000, Using test images): 0.988841955696124
[INFO] 2021-02-03 02:01:25 > FID score (Step: 246000, Using test moments): 12.537368711603392
[INFO] 2021-02-03 02:01:25 > Inception score (Step: 246000, 10000 generated images): 9.00445556640625
[INFO] 2021-02-03 02:01:25 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 02:01:25 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 02:02:49 > Step: 246100 Progress: 78.8% Elapsed: 2 days, 13:02:53 temperature: 1.0 ada_p: 0.94006 Discriminator_loss: 2.42175 Generator_loss: 2.1254
[INFO] 2021-02-03 02:04:12 > Step: 246200 Progress: 78.8% Elapsed: 2 days, 13:04:16 temperature: 1.0 ada_p: 0.940444 Discriminator_loss: 2.33236 Generator_loss: 2.07925
[INFO] 2021-02-03 02:05:35 > Step: 246300 Progress: 78.8% Elapsed: 2 days, 13:05:39 temperature: 1.0 ada_p: 0.940828 Discriminator_loss: 2.40827 Generator_loss: 2.04371
[INFO] 2021-02-03 02:06:58 > Step: 246400 Progress: 78.8% Elapsed: 2 days, 13:07:02 temperature: 1.0 ada_p: 0.941212 Discriminator_loss: 2.52628 Generator_loss: 2.14327
[INFO] 2021-02-03 02:08:23 > Step: 246500 Progress: 78.9% Elapsed: 2 days, 13:08:27 temperature: 1.0 ada_p: 0.941596 Discriminator_loss: 2.57147 Generator_loss: 2.08224
[INFO] 2021-02-03 02:09:49 > Step: 246600 Progress: 78.9% Elapsed: 2 days, 13:09:53 temperature: 1.0 ada_p: 0.94198 Discriminator_loss: 2.53516 Generator_loss: 2.12084
[INFO] 2021-02-03 02:11:07 > Step: 246700 Progress: 78.9% Elapsed: 2 days, 13:11:11 temperature: 1.0 ada_p: 0.942364 Discriminator_loss: 2.47994 Generator_loss: 2.07708
[INFO] 2021-02-03 02:12:29 > Step: 246800 Progress: 79.0% Elapsed: 2 days, 13:12:33 temperature: 1.0 ada_p: 0.942748 Discriminator_loss: 2.50028 Generator_loss: 1.96468
[INFO] 2021-02-03 02:13:53 > Step: 246900 Progress: 79.0% Elapsed: 2 days, 13:13:57 temperature: 1.0 ada_p: 0.943132 Discriminator_loss: 2.4416 Generator_loss: 2.12507
[INFO] 2021-02-03 02:15:19 > Step: 247000 Progress: 79.0% Elapsed: 2 days, 13:15:23 temperature: 1.0 ada_p: 0.943516 Discriminator_loss: 2.38826 Generator_loss: 2.10285
[INFO] 2021-02-03 02:16:45 > Step: 247100 Progress: 79.1% Elapsed: 2 days, 13:16:49 temperature: 1.0 ada_p: 0.9439 Discriminator_loss: 2.50792 Generator_loss: 2.08505
[INFO] 2021-02-03 02:18:08 > Step: 247200 Progress: 79.1% Elapsed: 2 days, 13:18:12 temperature: 1.0 ada_p: 0.944284 Discriminator_loss: 2.51141 Generator_loss: 2.088
[INFO] 2021-02-03 02:19:32 > Step: 247300 Progress: 79.1% Elapsed: 2 days, 13:19:36 temperature: 1.0 ada_p: 0.944668 Discriminator_loss: 2.50019 Generator_loss: 2.15537
[INFO] 2021-02-03 02:20:55 > Step: 247400 Progress: 79.2% Elapsed: 2 days, 13:20:59 temperature: 1.0 ada_p: 0.945052 Discriminator_loss: 2.45969 Generator_loss: 2.11437
[INFO] 2021-02-03 02:22:18 > Step: 247500 Progress: 79.2% Elapsed: 2 days, 13:22:22 temperature: 1.0 ada_p: 0.945436 Discriminator_loss: 2.39656 Generator_loss: 2.04885
[INFO] 2021-02-03 02:23:42 > Step: 247600 Progress: 79.2% Elapsed: 2 days, 13:23:46 temperature: 1.0 ada_p: 0.94582 Discriminator_loss: 2.56389 Generator_loss: 2.05234
[INFO] 2021-02-03 02:25:05 > Step: 247700 Progress: 79.3% Elapsed: 2 days, 13:25:09 temperature: 1.0 ada_p: 0.946204 Discriminator_loss: 2.55855 Generator_loss: 2.05498
[INFO] 2021-02-03 02:26:28 > Step: 247800 Progress: 79.3% Elapsed: 2 days, 13:26:32 temperature: 1.0 ada_p: 0.946588 Discriminator_loss: 2.47992 Generator_loss: 2.1653
[INFO] 2021-02-03 02:27:52 > Step: 247900 Progress: 79.3% Elapsed: 2 days, 13:27:56 temperature: 1.0 ada_p: 0.946972 Discriminator_loss: 2.49752 Generator_loss: 2.02837
[INFO] 2021-02-03 02:29:18 > Step: 248000 Progress: 79.4% Elapsed: 2 days, 13:29:22 temperature: 1.0 ada_p: 0.947356 Discriminator_loss: 2.41127 Generator_loss: 1.93475
[INFO] 2021-02-03 02:29:18 > Start Evaluation (248000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 02:29:18 > Calculating FID Score....
[INFO] 2021-02-03 02:29:45 > Calculating Inception Score....
[INFO] 2021-02-03 02:30:02 > Calculate F_beta Score....
[INFO] 2021-02-03 02:30:58 > Calculate Accuracies....
[INFO] 2021-02-03 02:31:05 > Calculate Accuracies....
[INFO] 2021-02-03 02:31:06 > F_8 score (Step: 248000, Using test images): 0.9581860207210059
[INFO] 2021-02-03 02:31:06 > F_1/8 score (Step: 248000, Using test images): 0.9886205900909296
[INFO] 2021-02-03 02:31:06 > FID score (Step: 248000, Using test moments): 12.718677620654432
[INFO] 2021-02-03 02:31:06 > Inception score (Step: 248000, 10000 generated images): 8.82993221282959
[INFO] 2021-02-03 02:31:06 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 02:31:07 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 02:32:30 > Step: 248100 Progress: 79.4% Elapsed: 2 days, 13:32:34 temperature: 1.0 ada_p: 0.94774 Discriminator_loss: 2.48569 Generator_loss: 2.07187
[INFO] 2021-02-03 02:33:52 > Step: 248200 Progress: 79.4% Elapsed: 2 days, 13:33:56 temperature: 1.0 ada_p: 0.948124 Discriminator_loss: 2.49847 Generator_loss: 2.08747
[INFO] 2021-02-03 02:35:19 > Step: 248300 Progress: 79.5% Elapsed: 2 days, 13:35:23 temperature: 1.0 ada_p: 0.948508 Discriminator_loss: 2.58223 Generator_loss: 2.07348
[INFO] 2021-02-03 02:36:45 > Step: 248400 Progress: 79.5% Elapsed: 2 days, 13:36:49 temperature: 1.0 ada_p: 0.948892 Discriminator_loss: 2.53415 Generator_loss: 2.06557
[INFO] 2021-02-03 02:38:03 > Step: 248500 Progress: 79.5% Elapsed: 2 days, 13:38:07 temperature: 1.0 ada_p: 0.949276 Discriminator_loss: 2.49632 Generator_loss: 1.98334
[INFO] 2021-02-03 02:39:24 > Step: 248600 Progress: 79.6% Elapsed: 2 days, 13:39:28 temperature: 1.0 ada_p: 0.94966 Discriminator_loss: 2.47559 Generator_loss: 2.11103
[INFO] 2021-02-03 02:40:47 > Step: 248700 Progress: 79.6% Elapsed: 2 days, 13:40:51 temperature: 1.0 ada_p: 0.950044 Discriminator_loss: 2.42997 Generator_loss: 2.08949
[INFO] 2021-02-03 02:42:10 > Step: 248800 Progress: 79.6% Elapsed: 2 days, 13:42:14 temperature: 1.0 ada_p: 0.950428 Discriminator_loss: 2.43266 Generator_loss: 2.1597
[INFO] 2021-02-03 02:43:38 > Step: 248900 Progress: 79.6% Elapsed: 2 days, 13:43:42 temperature: 1.0 ada_p: 0.950812 Discriminator_loss: 2.49479 Generator_loss: 2.02945
[INFO] 2021-02-03 02:45:01 > Step: 249000 Progress: 79.7% Elapsed: 2 days, 13:45:05 temperature: 1.0 ada_p: 0.951196 Discriminator_loss: 2.51158 Generator_loss: 2.09381
[INFO] 2021-02-03 02:46:23 > Step: 249100 Progress: 79.7% Elapsed: 2 days, 13:46:27 temperature: 1.0 ada_p: 0.95158 Discriminator_loss: 2.35433 Generator_loss: 2.05823
[INFO] 2021-02-03 02:47:46 > Step: 249200 Progress: 79.7% Elapsed: 2 days, 13:47:50 temperature: 1.0 ada_p: 0.951964 Discriminator_loss: 2.45058 Generator_loss: 2.128
[INFO] 2021-02-03 02:49:10 > Step: 249300 Progress: 79.8% Elapsed: 2 days, 13:49:14 temperature: 1.0 ada_p: 0.952348 Discriminator_loss: 2.55372 Generator_loss: 2.09625
[INFO] 2021-02-03 02:50:32 > Step: 249400 Progress: 79.8% Elapsed: 2 days, 13:50:36 temperature: 1.0 ada_p: 0.952732 Discriminator_loss: 2.44909 Generator_loss: 2.10411
[INFO] 2021-02-03 02:51:56 > Step: 249500 Progress: 79.8% Elapsed: 2 days, 13:52:00 temperature: 1.0 ada_p: 0.953116 Discriminator_loss: 2.52119 Generator_loss: 2.16223
[INFO] 2021-02-03 02:53:28 > Step: 249600 Progress: 79.9% Elapsed: 2 days, 13:53:32 temperature: 1.0 ada_p: 0.9535 Discriminator_loss: 2.56753 Generator_loss: 1.94655
[INFO] 2021-02-03 02:54:52 > Step: 249700 Progress: 79.9% Elapsed: 2 days, 13:54:56 temperature: 1.0 ada_p: 0.953884 Discriminator_loss: 2.46397 Generator_loss: 2.00588
[INFO] 2021-02-03 02:56:15 > Step: 249800 Progress: 79.9% Elapsed: 2 days, 13:56:19 temperature: 1.0 ada_p: 0.954268 Discriminator_loss: 2.48824 Generator_loss: 2.15225
[INFO] 2021-02-03 02:57:38 > Step: 249900 Progress: 80.0% Elapsed: 2 days, 13:57:42 temperature: 1.0 ada_p: 0.954652 Discriminator_loss: 2.39929 Generator_loss: 2.09027
[INFO] 2021-02-03 02:59:11 > Step: 250000 Progress: 80.0% Elapsed: 2 days, 13:59:15 temperature: 1.0 ada_p: 0.955036 Discriminator_loss: 2.36044 Generator_loss: 2.009
[INFO] 2021-02-03 02:59:11 > Start Evaluation (250000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 02:59:11 > Calculating FID Score....
[INFO] 2021-02-03 02:59:39 > Calculating Inception Score....
[INFO] 2021-02-03 02:59:56 > Calculate F_beta Score....
[INFO] 2021-02-03 03:00:52 > Calculate Accuracies....
[INFO] 2021-02-03 03:00:59 > Calculate Accuracies....
[INFO] 2021-02-03 03:01:01 > F_8 score (Step: 250000, Using test images): 0.95730189864874
[INFO] 2021-02-03 03:01:01 > F_1/8 score (Step: 250000, Using test images): 0.9889282353758302
[INFO] 2021-02-03 03:01:01 > FID score (Step: 250000, Using test moments): 12.740784153275513
[INFO] 2021-02-03 03:01:01 > Inception score (Step: 250000, 10000 generated images): 8.885153770446777
[INFO] 2021-02-03 03:01:01 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 03:01:01 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 03:02:24 > Step: 250100 Progress: 80.0% Elapsed: 2 days, 14:02:28 temperature: 1.0 ada_p: 0.95542 Discriminator_loss: 2.35936 Generator_loss: 2.02563
[INFO] 2021-02-03 03:03:47 > Step: 250200 Progress: 80.1% Elapsed: 2 days, 14:03:51 temperature: 1.0 ada_p: 0.955804 Discriminator_loss: 2.48929 Generator_loss: 2.08767
[INFO] 2021-02-03 03:05:09 > Step: 250300 Progress: 80.1% Elapsed: 2 days, 14:05:13 temperature: 1.0 ada_p: 0.956188 Discriminator_loss: 2.46597 Generator_loss: 2.11241
[INFO] 2021-02-03 03:06:28 > Step: 250400 Progress: 80.1% Elapsed: 2 days, 14:06:32 temperature: 1.0 ada_p: 0.956572 Discriminator_loss: 2.51125 Generator_loss: 2.12951
[INFO] 2021-02-03 03:07:51 > Step: 250500 Progress: 80.2% Elapsed: 2 days, 14:07:55 temperature: 1.0 ada_p: 0.956956 Discriminator_loss: 2.45448 Generator_loss: 1.99711
[INFO] 2021-02-03 03:09:15 > Step: 250600 Progress: 80.2% Elapsed: 2 days, 14:09:19 temperature: 1.0 ada_p: 0.95734 Discriminator_loss: 2.47346 Generator_loss: 2.03518
[INFO] 2021-02-03 03:10:38 > Step: 250700 Progress: 80.2% Elapsed: 2 days, 14:10:42 temperature: 1.0 ada_p: 0.957724 Discriminator_loss: 2.45336 Generator_loss: 2.04021
[INFO] 2021-02-03 03:12:03 > Step: 250800 Progress: 80.3% Elapsed: 2 days, 14:12:07 temperature: 1.0 ada_p: 0.958108 Discriminator_loss: 2.45435 Generator_loss: 2.04581
[INFO] 2021-02-03 03:13:27 > Step: 250900 Progress: 80.3% Elapsed: 2 days, 14:13:31 temperature: 1.0 ada_p: 0.958492 Discriminator_loss: 2.48032 Generator_loss: 2.04455
[INFO] 2021-02-03 03:14:52 > Step: 251000 Progress: 80.3% Elapsed: 2 days, 14:14:56 temperature: 1.0 ada_p: 0.958876 Discriminator_loss: 2.5353 Generator_loss: 2.06799
[INFO] 2021-02-03 03:16:17 > Step: 251100 Progress: 80.4% Elapsed: 2 days, 14:16:21 temperature: 1.0 ada_p: 0.95926 Discriminator_loss: 2.38951 Generator_loss: 2.03172
[INFO] 2021-02-03 03:17:43 > Step: 251200 Progress: 80.4% Elapsed: 2 days, 14:17:47 temperature: 1.0 ada_p: 0.959644 Discriminator_loss: 2.47779 Generator_loss: 2.14379
[INFO] 2021-02-03 03:19:08 > Step: 251300 Progress: 80.4% Elapsed: 2 days, 14:19:12 temperature: 1.0 ada_p: 0.960028 Discriminator_loss: 2.4811 Generator_loss: 2.17032
[INFO] 2021-02-03 03:20:33 > Step: 251400 Progress: 80.4% Elapsed: 2 days, 14:20:37 temperature: 1.0 ada_p: 0.960412 Discriminator_loss: 2.37806 Generator_loss: 2.06578
[INFO] 2021-02-03 03:21:57 > Step: 251500 Progress: 80.5% Elapsed: 2 days, 14:22:01 temperature: 1.0 ada_p: 0.960796 Discriminator_loss: 2.48374 Generator_loss: 2.13771
[INFO] 2021-02-03 03:23:20 > Step: 251600 Progress: 80.5% Elapsed: 2 days, 14:23:24 temperature: 1.0 ada_p: 0.96118 Discriminator_loss: 2.41655 Generator_loss: 2.09884
[INFO] 2021-02-03 03:24:44 > Step: 251700 Progress: 80.5% Elapsed: 2 days, 14:24:48 temperature: 1.0 ada_p: 0.961564 Discriminator_loss: 2.46137 Generator_loss: 2.07298
[INFO] 2021-02-03 03:26:07 > Step: 251800 Progress: 80.6% Elapsed: 2 days, 14:26:11 temperature: 1.0 ada_p: 0.961948 Discriminator_loss: 2.426 Generator_loss: 2.18199
[INFO] 2021-02-03 03:27:30 > Step: 251900 Progress: 80.6% Elapsed: 2 days, 14:27:34 temperature: 1.0 ada_p: 0.962332 Discriminator_loss: 2.50797 Generator_loss: 2.05178
[INFO] 2021-02-03 03:28:53 > Step: 252000 Progress: 80.6% Elapsed: 2 days, 14:28:57 temperature: 1.0 ada_p: 0.962716 Discriminator_loss: 2.42903 Generator_loss: 2.10378
[INFO] 2021-02-03 03:28:53 > Start Evaluation (252000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 03:28:53 > Calculating FID Score....
[INFO] 2021-02-03 03:29:20 > Calculating Inception Score....
[INFO] 2021-02-03 03:29:37 > Calculate F_beta Score....
[INFO] 2021-02-03 03:30:34 > Calculate Accuracies....
[INFO] 2021-02-03 03:30:41 > Calculate Accuracies....
[INFO] 2021-02-03 03:30:43 > F_8 score (Step: 252000, Using test images): 0.9609539696145313
[INFO] 2021-02-03 03:30:43 > F_1/8 score (Step: 252000, Using test images): 0.9873137167596975
[INFO] 2021-02-03 03:30:43 > FID score (Step: 252000, Using test moments): 12.85654665903104
[INFO] 2021-02-03 03:30:43 > Inception score (Step: 252000, 10000 generated images): 8.990159034729004
[INFO] 2021-02-03 03:30:43 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 03:30:43 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 03:32:06 > Step: 252100 Progress: 80.7% Elapsed: 2 days, 14:32:10 temperature: 1.0 ada_p: 0.9631 Discriminator_loss: 2.53778 Generator_loss: 2.00543
[INFO] 2021-02-03 03:33:23 > Step: 252200 Progress: 80.7% Elapsed: 2 days, 14:33:27 temperature: 1.0 ada_p: 0.963484 Discriminator_loss: 2.35316 Generator_loss: 2.1562
[INFO] 2021-02-03 03:34:46 > Step: 252300 Progress: 80.7% Elapsed: 2 days, 14:34:50 temperature: 1.0 ada_p: 0.963868 Discriminator_loss: 2.49236 Generator_loss: 2.10067
[INFO] 2021-02-03 03:36:18 > Step: 252400 Progress: 80.8% Elapsed: 2 days, 14:36:22 temperature: 1.0 ada_p: 0.964252 Discriminator_loss: 2.40002 Generator_loss: 2.26423
[INFO] 2021-02-03 03:37:42 > Step: 252500 Progress: 80.8% Elapsed: 2 days, 14:37:46 temperature: 1.0 ada_p: 0.964636 Discriminator_loss: 2.5754 Generator_loss: 2.08397
[INFO] 2021-02-03 03:39:06 > Step: 252600 Progress: 80.8% Elapsed: 2 days, 14:39:10 temperature: 1.0 ada_p: 0.96502 Discriminator_loss: 2.49638 Generator_loss: 2.21524
[INFO] 2021-02-03 03:40:29 > Step: 252700 Progress: 80.9% Elapsed: 2 days, 14:40:33 temperature: 1.0 ada_p: 0.965404 Discriminator_loss: 2.41756 Generator_loss: 2.14645
[INFO] 2021-02-03 03:41:57 > Step: 252800 Progress: 80.9% Elapsed: 2 days, 14:42:01 temperature: 1.0 ada_p: 0.965788 Discriminator_loss: 2.43933 Generator_loss: 2.02975
[INFO] 2021-02-03 03:43:21 > Step: 252900 Progress: 80.9% Elapsed: 2 days, 14:43:25 temperature: 1.0 ada_p: 0.966172 Discriminator_loss: 2.48066 Generator_loss: 2.14681
[INFO] 2021-02-03 03:44:49 > Step: 253000 Progress: 81.0% Elapsed: 2 days, 14:44:53 temperature: 1.0 ada_p: 0.966556 Discriminator_loss: 2.51052 Generator_loss: 2.02573
[INFO] 2021-02-03 03:46:13 > Step: 253100 Progress: 81.0% Elapsed: 2 days, 14:46:17 temperature: 1.0 ada_p: 0.96694 Discriminator_loss: 2.47566 Generator_loss: 2.04945
[INFO] 2021-02-03 03:47:35 > Step: 253200 Progress: 81.0% Elapsed: 2 days, 14:47:39 temperature: 1.0 ada_p: 0.967324 Discriminator_loss: 2.35901 Generator_loss: 1.96332
[INFO] 2021-02-03 03:49:03 > Step: 253300 Progress: 81.1% Elapsed: 2 days, 14:49:07 temperature: 1.0 ada_p: 0.967708 Discriminator_loss: 2.34806 Generator_loss: 2.09808
[INFO] 2021-02-03 03:50:26 > Step: 253400 Progress: 81.1% Elapsed: 2 days, 14:50:30 temperature: 1.0 ada_p: 0.968092 Discriminator_loss: 2.35504 Generator_loss: 2.08022
[INFO] 2021-02-03 03:51:50 > Step: 253500 Progress: 81.1% Elapsed: 2 days, 14:51:54 temperature: 1.0 ada_p: 0.968476 Discriminator_loss: 2.42851 Generator_loss: 2.10275
[INFO] 2021-02-03 03:53:15 > Step: 253600 Progress: 81.2% Elapsed: 2 days, 14:53:19 temperature: 1.0 ada_p: 0.96886 Discriminator_loss: 2.45705 Generator_loss: 2.07714
[INFO] 2021-02-03 03:54:39 > Step: 253700 Progress: 81.2% Elapsed: 2 days, 14:54:43 temperature: 1.0 ada_p: 0.969244 Discriminator_loss: 2.40638 Generator_loss: 2.06607
[INFO] 2021-02-03 03:56:05 > Step: 253800 Progress: 81.2% Elapsed: 2 days, 14:56:09 temperature: 1.0 ada_p: 0.969628 Discriminator_loss: 2.54833 Generator_loss: 2.14005
[INFO] 2021-02-03 03:57:28 > Step: 253900 Progress: 81.2% Elapsed: 2 days, 14:57:32 temperature: 1.0 ada_p: 0.970012 Discriminator_loss: 2.42109 Generator_loss: 2.12764
[INFO] 2021-02-03 03:58:53 > Step: 254000 Progress: 81.3% Elapsed: 2 days, 14:58:57 temperature: 1.0 ada_p: 0.970396 Discriminator_loss: 2.51597 Generator_loss: 2.15906
[INFO] 2021-02-03 03:58:53 > Start Evaluation (254000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 03:58:53 > Calculating FID Score....
[INFO] 2021-02-03 03:59:20 > Calculating Inception Score....
[INFO] 2021-02-03 03:59:37 > Calculate F_beta Score....
[INFO] 2021-02-03 04:00:33 > Calculate Accuracies....
[INFO] 2021-02-03 04:00:40 > Calculate Accuracies....
[INFO] 2021-02-03 04:00:41 > F_8 score (Step: 254000, Using test images): 0.9618887241231205
[INFO] 2021-02-03 04:00:41 > F_1/8 score (Step: 254000, Using test images): 0.9885500846042019
[INFO] 2021-02-03 04:00:41 > FID score (Step: 254000, Using test moments): 12.868974579827125
[INFO] 2021-02-03 04:00:41 > Inception score (Step: 254000, 10000 generated images): 9.030655860900879
[INFO] 2021-02-03 04:00:41 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 04:00:42 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 04:01:59 > Step: 254100 Progress: 81.3% Elapsed: 2 days, 15:02:03 temperature: 1.0 ada_p: 0.97078 Discriminator_loss: 2.54874 Generator_loss: 1.93963
[INFO] 2021-02-03 04:03:23 > Step: 254200 Progress: 81.3% Elapsed: 2 days, 15:03:27 temperature: 1.0 ada_p: 0.971164 Discriminator_loss: 2.48929 Generator_loss: 2.12576
[INFO] 2021-02-03 04:04:49 > Step: 254300 Progress: 81.4% Elapsed: 2 days, 15:04:53 temperature: 1.0 ada_p: 0.971548 Discriminator_loss: 2.44322 Generator_loss: 1.99861
[INFO] 2021-02-03 04:06:22 > Step: 254400 Progress: 81.4% Elapsed: 2 days, 15:06:26 temperature: 1.0 ada_p: 0.971932 Discriminator_loss: 2.3534 Generator_loss: 2.08556
[INFO] 2021-02-03 04:07:51 > Step: 254500 Progress: 81.4% Elapsed: 2 days, 15:07:55 temperature: 1.0 ada_p: 0.972316 Discriminator_loss: 2.49457 Generator_loss: 2.14635
[INFO] 2021-02-03 04:09:13 > Step: 254600 Progress: 81.5% Elapsed: 2 days, 15:09:17 temperature: 1.0 ada_p: 0.9727 Discriminator_loss: 2.45914 Generator_loss: 2.16277
[INFO] 2021-02-03 04:10:37 > Step: 254700 Progress: 81.5% Elapsed: 2 days, 15:10:41 temperature: 1.0 ada_p: 0.973084 Discriminator_loss: 2.48408 Generator_loss: 2.10892
[INFO] 2021-02-03 04:12:01 > Step: 254800 Progress: 81.5% Elapsed: 2 days, 15:12:05 temperature: 1.0 ada_p: 0.973468 Discriminator_loss: 2.53109 Generator_loss: 2.16078
[INFO] 2021-02-03 04:13:24 > Step: 254900 Progress: 81.6% Elapsed: 2 days, 15:13:28 temperature: 1.0 ada_p: 0.973852 Discriminator_loss: 2.49951 Generator_loss: 2.03756
[INFO] 2021-02-03 04:14:48 > Step: 255000 Progress: 81.6% Elapsed: 2 days, 15:14:52 temperature: 1.0 ada_p: 0.974236 Discriminator_loss: 2.3829 Generator_loss: 2.12741
[INFO] 2021-02-03 04:16:13 > Step: 255100 Progress: 81.6% Elapsed: 2 days, 15:16:17 temperature: 1.0 ada_p: 0.97462 Discriminator_loss: 2.44926 Generator_loss: 2.02747
[INFO] 2021-02-03 04:17:36 > Step: 255200 Progress: 81.7% Elapsed: 2 days, 15:17:40 temperature: 1.0 ada_p: 0.975004 Discriminator_loss: 2.3494 Generator_loss: 1.98558
[INFO] 2021-02-03 04:19:00 > Step: 255300 Progress: 81.7% Elapsed: 2 days, 15:19:04 temperature: 1.0 ada_p: 0.975388 Discriminator_loss: 2.55348 Generator_loss: 2.13435
[INFO] 2021-02-03 04:20:23 > Step: 255400 Progress: 81.7% Elapsed: 2 days, 15:20:27 temperature: 1.0 ada_p: 0.975772 Discriminator_loss: 2.36566 Generator_loss: 2.01165
[INFO] 2021-02-03 04:21:46 > Step: 255500 Progress: 81.8% Elapsed: 2 days, 15:21:50 temperature: 1.0 ada_p: 0.976156 Discriminator_loss: 2.45828 Generator_loss: 2.07841
[INFO] 2021-02-03 04:23:10 > Step: 255600 Progress: 81.8% Elapsed: 2 days, 15:23:14 temperature: 1.0 ada_p: 0.97654 Discriminator_loss: 2.33916 Generator_loss: 2.21419
[INFO] 2021-02-03 04:24:33 > Step: 255700 Progress: 81.8% Elapsed: 2 days, 15:24:37 temperature: 1.0 ada_p: 0.976924 Discriminator_loss: 2.45434 Generator_loss: 2.04661
[INFO] 2021-02-03 04:25:56 > Step: 255800 Progress: 81.9% Elapsed: 2 days, 15:26:00 temperature: 1.0 ada_p: 0.977308 Discriminator_loss: 2.4208 Generator_loss: 2.08361
[INFO] 2021-02-03 04:27:19 > Step: 255900 Progress: 81.9% Elapsed: 2 days, 15:27:23 temperature: 1.0 ada_p: 0.977692 Discriminator_loss: 2.50667 Generator_loss: 2.09469
[INFO] 2021-02-03 04:28:37 > Step: 256000 Progress: 81.9% Elapsed: 2 days, 15:28:41 temperature: 1.0 ada_p: 0.978076 Discriminator_loss: 2.46602 Generator_loss: 2.14744
[INFO] 2021-02-03 04:28:37 > Start Evaluation (256000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 04:28:37 > Calculating FID Score....
[INFO] 2021-02-03 04:29:04 > Calculating Inception Score....
[INFO] 2021-02-03 04:29:21 > Calculate F_beta Score....
[INFO] 2021-02-03 04:30:18 > Calculate Accuracies....
[INFO] 2021-02-03 04:30:26 > Calculate Accuracies....
[INFO] 2021-02-03 04:30:27 > F_8 score (Step: 256000, Using test images): 0.9554510189784526
[INFO] 2021-02-03 04:30:27 > F_1/8 score (Step: 256000, Using test images): 0.9875658396993308
[INFO] 2021-02-03 04:30:27 > FID score (Step: 256000, Using test moments): 12.731113453143735
[INFO] 2021-02-03 04:30:27 > Inception score (Step: 256000, 10000 generated images): 8.998560905456543
[INFO] 2021-02-03 04:30:27 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 04:30:28 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 04:31:51 > Step: 256100 Progress: 82.0% Elapsed: 2 days, 15:31:55 temperature: 1.0 ada_p: 0.97846 Discriminator_loss: 2.4545 Generator_loss: 2.06685
[INFO] 2021-02-03 04:33:14 > Step: 256200 Progress: 82.0% Elapsed: 2 days, 15:33:18 temperature: 1.0 ada_p: 0.978844 Discriminator_loss: 2.40102 Generator_loss: 2.18993
[INFO] 2021-02-03 04:34:38 > Step: 256300 Progress: 82.0% Elapsed: 2 days, 15:34:42 temperature: 1.0 ada_p: 0.979228 Discriminator_loss: 2.59191 Generator_loss: 2.16791
[INFO] 2021-02-03 04:36:04 > Step: 256400 Progress: 82.0% Elapsed: 2 days, 15:36:08 temperature: 1.0 ada_p: 0.979612 Discriminator_loss: 2.47149 Generator_loss: 2.19357
[INFO] 2021-02-03 04:37:26 > Step: 256500 Progress: 82.1% Elapsed: 2 days, 15:37:30 temperature: 1.0 ada_p: 0.979996 Discriminator_loss: 2.51422 Generator_loss: 2.05408
[INFO] 2021-02-03 04:38:50 > Step: 256600 Progress: 82.1% Elapsed: 2 days, 15:38:54 temperature: 1.0 ada_p: 0.98038 Discriminator_loss: 2.49085 Generator_loss: 2.05697
[INFO] 2021-02-03 04:40:17 > Step: 256700 Progress: 82.1% Elapsed: 2 days, 15:40:21 temperature: 1.0 ada_p: 0.980764 Discriminator_loss: 2.49843 Generator_loss: 2.06175
[INFO] 2021-02-03 04:41:42 > Step: 256800 Progress: 82.2% Elapsed: 2 days, 15:41:46 temperature: 1.0 ada_p: 0.981148 Discriminator_loss: 2.40677 Generator_loss: 2.11942
[INFO] 2021-02-03 04:43:05 > Step: 256900 Progress: 82.2% Elapsed: 2 days, 15:43:09 temperature: 1.0 ada_p: 0.981532 Discriminator_loss: 2.60279 Generator_loss: 2.07307
[INFO] 2021-02-03 04:44:33 > Step: 257000 Progress: 82.2% Elapsed: 2 days, 15:44:37 temperature: 1.0 ada_p: 0.981916 Discriminator_loss: 2.50355 Generator_loss: 2.08436
[INFO] 2021-02-03 04:46:07 > Step: 257100 Progress: 82.3% Elapsed: 2 days, 15:46:11 temperature: 1.0 ada_p: 0.9823 Discriminator_loss: 2.49066 Generator_loss: 2.01974
[INFO] 2021-02-03 04:47:40 > Step: 257200 Progress: 82.3% Elapsed: 2 days, 15:47:44 temperature: 1.0 ada_p: 0.982684 Discriminator_loss: 2.43619 Generator_loss: 2.07022
[INFO] 2021-02-03 04:49:10 > Step: 257300 Progress: 82.3% Elapsed: 2 days, 15:49:14 temperature: 1.0 ada_p: 0.983068 Discriminator_loss: 2.40066 Generator_loss: 2.07766
[INFO] 2021-02-03 04:50:33 > Step: 257400 Progress: 82.4% Elapsed: 2 days, 15:50:37 temperature: 1.0 ada_p: 0.983452 Discriminator_loss: 2.46118 Generator_loss: 2.08661
[INFO] 2021-02-03 04:51:57 > Step: 257500 Progress: 82.4% Elapsed: 2 days, 15:52:01 temperature: 1.0 ada_p: 0.983836 Discriminator_loss: 2.53853 Generator_loss: 2.18015
[INFO] 2021-02-03 04:53:22 > Step: 257600 Progress: 82.4% Elapsed: 2 days, 15:53:26 temperature: 1.0 ada_p: 0.98422 Discriminator_loss: 2.43434 Generator_loss: 2.07892
[INFO] 2021-02-03 04:54:44 > Step: 257700 Progress: 82.5% Elapsed: 2 days, 15:54:48 temperature: 1.0 ada_p: 0.984604 Discriminator_loss: 2.44739 Generator_loss: 2.10664
[INFO] 2021-02-03 04:56:02 > Step: 257800 Progress: 82.5% Elapsed: 2 days, 15:56:06 temperature: 1.0 ada_p: 0.984988 Discriminator_loss: 2.53791 Generator_loss: 2.15396
[INFO] 2021-02-03 04:57:23 > Step: 257900 Progress: 82.5% Elapsed: 2 days, 15:57:27 temperature: 1.0 ada_p: 0.985372 Discriminator_loss: 2.42612 Generator_loss: 2.01321
[INFO] 2021-02-03 04:58:46 > Step: 258000 Progress: 82.6% Elapsed: 2 days, 15:58:50 temperature: 1.0 ada_p: 0.985756 Discriminator_loss: 2.4958 Generator_loss: 2.02758
[INFO] 2021-02-03 04:58:46 > Start Evaluation (258000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 04:58:46 > Calculating FID Score....
[INFO] 2021-02-03 04:59:13 > Calculating Inception Score....
[INFO] 2021-02-03 04:59:30 > Calculate F_beta Score....
[INFO] 2021-02-03 05:00:27 > Calculate Accuracies....
[INFO] 2021-02-03 05:00:34 > Calculate Accuracies....
[INFO] 2021-02-03 05:00:36 > F_8 score (Step: 258000, Using test images): 0.956277370882899
[INFO] 2021-02-03 05:00:36 > F_1/8 score (Step: 258000, Using test images): 0.9879163465218028
[INFO] 2021-02-03 05:00:36 > FID score (Step: 258000, Using test moments): 12.830494951572916
[INFO] 2021-02-03 05:00:36 > Inception score (Step: 258000, 10000 generated images): 9.035529136657715
[INFO] 2021-02-03 05:00:36 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 05:00:36 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 05:02:00 > Step: 258100 Progress: 82.6% Elapsed: 2 days, 16:02:04 temperature: 1.0 ada_p: 0.98614 Discriminator_loss: 2.55569 Generator_loss: 2.11757
[INFO] 2021-02-03 05:03:25 > Step: 258200 Progress: 82.6% Elapsed: 2 days, 16:03:29 temperature: 1.0 ada_p: 0.986524 Discriminator_loss: 2.45432 Generator_loss: 2.05328
[INFO] 2021-02-03 05:04:51 > Step: 258300 Progress: 82.7% Elapsed: 2 days, 16:04:55 temperature: 1.0 ada_p: 0.986908 Discriminator_loss: 2.47482 Generator_loss: 2.01111
[INFO] 2021-02-03 05:06:15 > Step: 258400 Progress: 82.7% Elapsed: 2 days, 16:06:19 temperature: 1.0 ada_p: 0.987292 Discriminator_loss: 2.45469 Generator_loss: 2.10858
[INFO] 2021-02-03 05:07:38 > Step: 258500 Progress: 82.7% Elapsed: 2 days, 16:07:42 temperature: 1.0 ada_p: 0.987676 Discriminator_loss: 2.43762 Generator_loss: 2.14765
[INFO] 2021-02-03 05:09:02 > Step: 258600 Progress: 82.8% Elapsed: 2 days, 16:09:06 temperature: 1.0 ada_p: 0.98806 Discriminator_loss: 2.35309 Generator_loss: 2.1337
[INFO] 2021-02-03 05:10:26 > Step: 258700 Progress: 82.8% Elapsed: 2 days, 16:10:30 temperature: 1.0 ada_p: 0.988444 Discriminator_loss: 2.47233 Generator_loss: 2.11399
[INFO] 2021-02-03 05:11:49 > Step: 258800 Progress: 82.8% Elapsed: 2 days, 16:11:53 temperature: 1.0 ada_p: 0.988828 Discriminator_loss: 2.47013 Generator_loss: 2.11349
[INFO] 2021-02-03 05:13:13 > Step: 258900 Progress: 82.8% Elapsed: 2 days, 16:13:17 temperature: 1.0 ada_p: 0.989212 Discriminator_loss: 2.5254 Generator_loss: 2.16959
[INFO] 2021-02-03 05:14:42 > Step: 259000 Progress: 82.9% Elapsed: 2 days, 16:14:46 temperature: 1.0 ada_p: 0.989596 Discriminator_loss: 2.40789 Generator_loss: 2.03733
[INFO] 2021-02-03 05:16:04 > Step: 259100 Progress: 82.9% Elapsed: 2 days, 16:16:08 temperature: 1.0 ada_p: 0.98998 Discriminator_loss: 2.38122 Generator_loss: 1.99022
[INFO] 2021-02-03 05:17:28 > Step: 259200 Progress: 82.9% Elapsed: 2 days, 16:17:32 temperature: 1.0 ada_p: 0.990364 Discriminator_loss: 2.41936 Generator_loss: 1.99957
[INFO] 2021-02-03 05:18:52 > Step: 259300 Progress: 83.0% Elapsed: 2 days, 16:18:56 temperature: 1.0 ada_p: 0.990748 Discriminator_loss: 2.39558 Generator_loss: 2.12195
[INFO] 2021-02-03 05:20:15 > Step: 259400 Progress: 83.0% Elapsed: 2 days, 16:20:19 temperature: 1.0 ada_p: 0.991132 Discriminator_loss: 2.51542 Generator_loss: 2.11256
[INFO] 2021-02-03 05:21:40 > Step: 259500 Progress: 83.0% Elapsed: 2 days, 16:21:44 temperature: 1.0 ada_p: 0.991516 Discriminator_loss: 2.3859 Generator_loss: 2.09934
[INFO] 2021-02-03 05:22:57 > Step: 259600 Progress: 83.1% Elapsed: 2 days, 16:23:01 temperature: 1.0 ada_p: 0.9919 Discriminator_loss: 2.51459 Generator_loss: 2.13988
[INFO] 2021-02-03 05:24:15 > Step: 259700 Progress: 83.1% Elapsed: 2 days, 16:24:19 temperature: 1.0 ada_p: 0.992284 Discriminator_loss: 2.40426 Generator_loss: 1.92826
[INFO] 2021-02-03 05:25:41 > Step: 259800 Progress: 83.1% Elapsed: 2 days, 16:25:45 temperature: 1.0 ada_p: 0.992668 Discriminator_loss: 2.48769 Generator_loss: 2.11207
[INFO] 2021-02-03 05:27:09 > Step: 259900 Progress: 83.2% Elapsed: 2 days, 16:27:13 temperature: 1.0 ada_p: 0.993052 Discriminator_loss: 2.47918 Generator_loss: 2.06459
[INFO] 2021-02-03 05:28:32 > Step: 260000 Progress: 83.2% Elapsed: 2 days, 16:28:36 temperature: 1.0 ada_p: 0.993436 Discriminator_loss: 2.51136 Generator_loss: 2.03613
[INFO] 2021-02-03 05:28:32 > Start Evaluation (260000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 05:28:32 > Calculating FID Score....
[INFO] 2021-02-03 05:29:00 > Calculating Inception Score....
[INFO] 2021-02-03 05:29:17 > Calculate F_beta Score....
[INFO] 2021-02-03 05:30:13 > Calculate Accuracies....
[INFO] 2021-02-03 05:30:20 > Calculate Accuracies....
[INFO] 2021-02-03 05:30:22 > F_8 score (Step: 260000, Using test images): 0.9626083553902853
[INFO] 2021-02-03 05:30:22 > F_1/8 score (Step: 260000, Using test images): 0.9887315581014289
[INFO] 2021-02-03 05:30:22 > FID score (Step: 260000, Using test moments): 13.030815730848417
[INFO] 2021-02-03 05:30:22 > Inception score (Step: 260000, 10000 generated images): 9.074170112609863
[INFO] 2021-02-03 05:30:22 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 05:30:22 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 05:31:50 > Step: 260100 Progress: 83.2% Elapsed: 2 days, 16:31:54 temperature: 1.0 ada_p: 0.99382 Discriminator_loss: 2.48594 Generator_loss: 2.15949
[INFO] 2021-02-03 05:33:17 > Step: 260200 Progress: 83.3% Elapsed: 2 days, 16:33:21 temperature: 1.0 ada_p: 0.994204 Discriminator_loss: 2.38225 Generator_loss: 2.03631
[INFO] 2021-02-03 05:34:40 > Step: 260300 Progress: 83.3% Elapsed: 2 days, 16:34:44 temperature: 1.0 ada_p: 0.994588 Discriminator_loss: 2.43004 Generator_loss: 2.11497
[INFO] 2021-02-03 05:36:06 > Step: 260400 Progress: 83.3% Elapsed: 2 days, 16:36:10 temperature: 1.0 ada_p: 0.994972 Discriminator_loss: 2.52717 Generator_loss: 2.12395
[INFO] 2021-02-03 05:37:29 > Step: 260500 Progress: 83.4% Elapsed: 2 days, 16:37:33 temperature: 1.0 ada_p: 0.995356 Discriminator_loss: 2.56782 Generator_loss: 2.09791
[INFO] 2021-02-03 05:38:52 > Step: 260600 Progress: 83.4% Elapsed: 2 days, 16:38:56 temperature: 1.0 ada_p: 0.99574 Discriminator_loss: 2.43322 Generator_loss: 2.05201
[INFO] 2021-02-03 05:40:16 > Step: 260700 Progress: 83.4% Elapsed: 2 days, 16:40:20 temperature: 1.0 ada_p: 0.996124 Discriminator_loss: 2.64448 Generator_loss: 2.03788
[INFO] 2021-02-03 05:41:39 > Step: 260800 Progress: 83.5% Elapsed: 2 days, 16:41:43 temperature: 1.0 ada_p: 0.996508 Discriminator_loss: 2.45005 Generator_loss: 2.07953
[INFO] 2021-02-03 05:43:03 > Step: 260900 Progress: 83.5% Elapsed: 2 days, 16:43:07 temperature: 1.0 ada_p: 0.996892 Discriminator_loss: 2.39216 Generator_loss: 2.05328
[INFO] 2021-02-03 05:44:33 > Step: 261000 Progress: 83.5% Elapsed: 2 days, 16:44:37 temperature: 1.0 ada_p: 0.997276 Discriminator_loss: 2.44869 Generator_loss: 2.13342
[INFO] 2021-02-03 05:45:58 > Step: 261100 Progress: 83.6% Elapsed: 2 days, 16:46:02 temperature: 1.0 ada_p: 0.99766 Discriminator_loss: 2.49951 Generator_loss: 2.0715
[INFO] 2021-02-03 05:47:21 > Step: 261200 Progress: 83.6% Elapsed: 2 days, 16:47:25 temperature: 1.0 ada_p: 0.998044 Discriminator_loss: 2.39456 Generator_loss: 2.13691
[INFO] 2021-02-03 05:48:51 > Step: 261300 Progress: 83.6% Elapsed: 2 days, 16:48:55 temperature: 1.0 ada_p: 0.998428 Discriminator_loss: 2.44119 Generator_loss: 2.03687
[INFO] 2021-02-03 05:50:15 > Step: 261400 Progress: 83.6% Elapsed: 2 days, 16:50:19 temperature: 1.0 ada_p: 0.998812 Discriminator_loss: 2.4643 Generator_loss: 2.082
[INFO] 2021-02-03 05:51:34 > Step: 261500 Progress: 83.7% Elapsed: 2 days, 16:51:38 temperature: 1.0 ada_p: 0.999196 Discriminator_loss: 2.45415 Generator_loss: 2.10626
[INFO] 2021-02-03 05:52:57 > Step: 261600 Progress: 83.7% Elapsed: 2 days, 16:53:01 temperature: 1.0 ada_p: 0.99958 Discriminator_loss: 2.41537 Generator_loss: 1.95506
[INFO] 2021-02-03 05:54:20 > Step: 261700 Progress: 83.7% Elapsed: 2 days, 16:54:24 temperature: 1.0 ada_p: 0.999964 Discriminator_loss: 2.33486 Generator_loss: 2.07564
[INFO] 2021-02-03 05:55:44 > Step: 261800 Progress: 83.8% Elapsed: 2 days, 16:55:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50108 Generator_loss: 2.03412
[INFO] 2021-02-03 05:57:07 > Step: 261900 Progress: 83.8% Elapsed: 2 days, 16:57:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47861 Generator_loss: 2.06272
[INFO] 2021-02-03 05:58:30 > Step: 262000 Progress: 83.8% Elapsed: 2 days, 16:58:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45916 Generator_loss: 2.01119
[INFO] 2021-02-03 05:58:30 > Start Evaluation (262000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 05:58:30 > Calculating FID Score....
[INFO] 2021-02-03 05:58:57 > Calculating Inception Score....
[INFO] 2021-02-03 05:59:14 > Calculate F_beta Score....
[INFO] 2021-02-03 06:00:11 > Calculate Accuracies....
[INFO] 2021-02-03 06:00:17 > Calculate Accuracies....
[INFO] 2021-02-03 06:00:19 > F_8 score (Step: 262000, Using test images): 0.9565679049710575
[INFO] 2021-02-03 06:00:19 > F_1/8 score (Step: 262000, Using test images): 0.9889742469993553
[INFO] 2021-02-03 06:00:19 > FID score (Step: 262000, Using test moments): 12.64176142949674
[INFO] 2021-02-03 06:00:19 > Inception score (Step: 262000, 10000 generated images): 8.899128913879395
[INFO] 2021-02-03 06:00:19 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 06:00:20 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 06:01:45 > Step: 262100 Progress: 83.9% Elapsed: 2 days, 17:01:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39944 Generator_loss: 2.11019
[INFO] 2021-02-03 06:03:08 > Step: 262200 Progress: 83.9% Elapsed: 2 days, 17:03:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44165 Generator_loss: 2.14023
[INFO] 2021-02-03 06:04:35 > Step: 262300 Progress: 83.9% Elapsed: 2 days, 17:04:39 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.33234 Generator_loss: 2.14071
[INFO] 2021-02-03 06:06:02 > Step: 262400 Progress: 84.0% Elapsed: 2 days, 17:06:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39988 Generator_loss: 2.10348
[INFO] 2021-02-03 06:07:26 > Step: 262500 Progress: 84.0% Elapsed: 2 days, 17:07:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49174 Generator_loss: 2.07629
[INFO] 2021-02-03 06:08:49 > Step: 262600 Progress: 84.0% Elapsed: 2 days, 17:08:53 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44922 Generator_loss: 2.13291
[INFO] 2021-02-03 06:10:12 > Step: 262700 Progress: 84.1% Elapsed: 2 days, 17:10:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.31466 Generator_loss: 2.16982
[INFO] 2021-02-03 06:11:39 > Step: 262800 Progress: 84.1% Elapsed: 2 days, 17:11:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36863 Generator_loss: 2.1161
[INFO] 2021-02-03 06:13:08 > Step: 262900 Progress: 84.1% Elapsed: 2 days, 17:13:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57091 Generator_loss: 2.11339
[INFO] 2021-02-03 06:14:31 > Step: 263000 Progress: 84.2% Elapsed: 2 days, 17:14:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41911 Generator_loss: 2.05348
[INFO] 2021-02-03 06:15:54 > Step: 263100 Progress: 84.2% Elapsed: 2 days, 17:15:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42739 Generator_loss: 2.11085
[INFO] 2021-02-03 06:17:16 > Step: 263200 Progress: 84.2% Elapsed: 2 days, 17:17:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46893 Generator_loss: 2.11232
[INFO] 2021-02-03 06:18:33 > Step: 263300 Progress: 84.3% Elapsed: 2 days, 17:18:37 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44566 Generator_loss: 2.10947
[INFO] 2021-02-03 06:19:55 > Step: 263400 Progress: 84.3% Elapsed: 2 days, 17:19:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47749 Generator_loss: 2.20111
[INFO] 2021-02-03 06:21:20 > Step: 263500 Progress: 84.3% Elapsed: 2 days, 17:21:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45573 Generator_loss: 2.15055
[INFO] 2021-02-03 06:22:44 > Step: 263600 Progress: 84.4% Elapsed: 2 days, 17:22:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51853 Generator_loss: 2.12717
[INFO] 2021-02-03 06:24:08 > Step: 263700 Progress: 84.4% Elapsed: 2 days, 17:24:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39921 Generator_loss: 2.14889
[INFO] 2021-02-03 06:25:31 > Step: 263800 Progress: 84.4% Elapsed: 2 days, 17:25:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49053 Generator_loss: 2.04963
[INFO] 2021-02-03 06:26:55 > Step: 263900 Progress: 84.4% Elapsed: 2 days, 17:26:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50079 Generator_loss: 2.10643
[INFO] 2021-02-03 06:28:19 > Step: 264000 Progress: 84.5% Elapsed: 2 days, 17:28:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38265 Generator_loss: 2.12394
[INFO] 2021-02-03 06:28:19 > Start Evaluation (264000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 06:28:19 > Calculating FID Score....
[INFO] 2021-02-03 06:28:46 > Calculating Inception Score....
[INFO] 2021-02-03 06:29:03 > Calculate F_beta Score....
[INFO] 2021-02-03 06:29:59 > Calculate Accuracies....
[INFO] 2021-02-03 06:30:06 > Calculate Accuracies....
[INFO] 2021-02-03 06:30:08 > F_8 score (Step: 264000, Using test images): 0.963879330670864
[INFO] 2021-02-03 06:30:08 > F_1/8 score (Step: 264000, Using test images): 0.989360881025962
[INFO] 2021-02-03 06:30:08 > FID score (Step: 264000, Using test moments): 12.743439070785996
[INFO] 2021-02-03 06:30:08 > Inception score (Step: 264000, 10000 generated images): 9.053814888000488
[INFO] 2021-02-03 06:30:08 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 06:30:08 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 06:31:32 > Step: 264100 Progress: 84.5% Elapsed: 2 days, 17:31:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39668 Generator_loss: 2.06961
[INFO] 2021-02-03 06:32:55 > Step: 264200 Progress: 84.5% Elapsed: 2 days, 17:32:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43795 Generator_loss: 2.11634
[INFO] 2021-02-03 06:34:20 > Step: 264300 Progress: 84.6% Elapsed: 2 days, 17:34:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46229 Generator_loss: 2.09765
[INFO] 2021-02-03 06:35:43 > Step: 264400 Progress: 84.6% Elapsed: 2 days, 17:35:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.55836 Generator_loss: 2.07929
[INFO] 2021-02-03 06:37:09 > Step: 264500 Progress: 84.6% Elapsed: 2 days, 17:37:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49786 Generator_loss: 2.14567
[INFO] 2021-02-03 06:38:32 > Step: 264600 Progress: 84.7% Elapsed: 2 days, 17:38:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44675 Generator_loss: 2.17935
[INFO] 2021-02-03 06:39:58 > Step: 264700 Progress: 84.7% Elapsed: 2 days, 17:40:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54471 Generator_loss: 2.15137
[INFO] 2021-02-03 06:41:21 > Step: 264800 Progress: 84.7% Elapsed: 2 days, 17:41:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47213 Generator_loss: 2.0839
[INFO] 2021-02-03 06:42:44 > Step: 264900 Progress: 84.8% Elapsed: 2 days, 17:42:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54702 Generator_loss: 2.02722
[INFO] 2021-02-03 06:44:09 > Step: 265000 Progress: 84.8% Elapsed: 2 days, 17:44:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46682 Generator_loss: 2.10946
[INFO] 2021-02-03 06:45:26 > Step: 265100 Progress: 84.8% Elapsed: 2 days, 17:45:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44018 Generator_loss: 2.1454
[INFO] 2021-02-03 06:46:45 > Step: 265200 Progress: 84.9% Elapsed: 2 days, 17:46:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4831 Generator_loss: 2.08037
[INFO] 2021-02-03 06:48:15 > Step: 265300 Progress: 84.9% Elapsed: 2 days, 17:48:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53234 Generator_loss: 2.15343
[INFO] 2021-02-03 06:49:46 > Step: 265400 Progress: 84.9% Elapsed: 2 days, 17:49:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46623 Generator_loss: 1.94524
[INFO] 2021-02-03 06:51:09 > Step: 265500 Progress: 85.0% Elapsed: 2 days, 17:51:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.3836 Generator_loss: 2.07111
[INFO] 2021-02-03 06:52:37 > Step: 265600 Progress: 85.0% Elapsed: 2 days, 17:52:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43354 Generator_loss: 2.00954
[INFO] 2021-02-03 06:54:00 > Step: 265700 Progress: 85.0% Elapsed: 2 days, 17:54:04 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49401 Generator_loss: 2.14524
[INFO] 2021-02-03 06:55:23 > Step: 265800 Progress: 85.1% Elapsed: 2 days, 17:55:27 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34798 Generator_loss: 2.05165
[INFO] 2021-02-03 06:56:47 > Step: 265900 Progress: 85.1% Elapsed: 2 days, 17:56:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43267 Generator_loss: 1.95903
[INFO] 2021-02-03 06:58:09 > Step: 266000 Progress: 85.1% Elapsed: 2 days, 17:58:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41546 Generator_loss: 2.14624
[INFO] 2021-02-03 06:58:09 > Start Evaluation (266000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 06:58:09 > Calculating FID Score....
[INFO] 2021-02-03 06:58:37 > Calculating Inception Score....
[INFO] 2021-02-03 06:58:54 > Calculate F_beta Score....
[INFO] 2021-02-03 06:59:50 > Calculate Accuracies....
[INFO] 2021-02-03 06:59:57 > Calculate Accuracies....
[INFO] 2021-02-03 06:59:59 > F_8 score (Step: 266000, Using test images): 0.9638468690376523
[INFO] 2021-02-03 06:59:59 > F_1/8 score (Step: 266000, Using test images): 0.9848039793823761
[INFO] 2021-02-03 06:59:59 > FID score (Step: 266000, Using test moments): 12.744083799927239
[INFO] 2021-02-03 06:59:59 > Inception score (Step: 266000, 10000 generated images): 8.975578308105469
[INFO] 2021-02-03 06:59:59 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 06:59:59 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 07:01:26 > Step: 266100 Progress: 85.2% Elapsed: 2 days, 18:01:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43538 Generator_loss: 2.16018
[INFO] 2021-02-03 07:02:50 > Step: 266200 Progress: 85.2% Elapsed: 2 days, 18:02:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45432 Generator_loss: 2.07238
[INFO] 2021-02-03 07:04:12 > Step: 266300 Progress: 85.2% Elapsed: 2 days, 18:04:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49473 Generator_loss: 2.11295
[INFO] 2021-02-03 07:05:36 > Step: 266400 Progress: 85.2% Elapsed: 2 days, 18:05:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44913 Generator_loss: 2.16486
[INFO] 2021-02-03 07:07:04 > Step: 266500 Progress: 85.3% Elapsed: 2 days, 18:07:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52187 Generator_loss: 2.22569
[INFO] 2021-02-03 07:08:37 > Step: 266600 Progress: 85.3% Elapsed: 2 days, 18:08:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43443 Generator_loss: 2.03774
[INFO] 2021-02-03 07:10:04 > Step: 266700 Progress: 85.3% Elapsed: 2 days, 18:10:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41748 Generator_loss: 2.09665
[INFO] 2021-02-03 07:11:28 > Step: 266800 Progress: 85.4% Elapsed: 2 days, 18:11:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51349 Generator_loss: 2.0638
[INFO] 2021-02-03 07:12:48 > Step: 266900 Progress: 85.4% Elapsed: 2 days, 18:12:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40059 Generator_loss: 2.11395
[INFO] 2021-02-03 07:14:08 > Step: 267000 Progress: 85.4% Elapsed: 2 days, 18:14:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49961 Generator_loss: 2.01408
[INFO] 2021-02-03 07:15:39 > Step: 267100 Progress: 85.5% Elapsed: 2 days, 18:15:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53071 Generator_loss: 2.07322
[INFO] 2021-02-03 07:17:05 > Step: 267200 Progress: 85.5% Elapsed: 2 days, 18:17:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4005 Generator_loss: 2.15592
[INFO] 2021-02-03 07:18:29 > Step: 267300 Progress: 85.5% Elapsed: 2 days, 18:18:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44142 Generator_loss: 2.12563
[INFO] 2021-02-03 07:19:54 > Step: 267400 Progress: 85.6% Elapsed: 2 days, 18:19:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43228 Generator_loss: 1.99763
[INFO] 2021-02-03 07:21:18 > Step: 267500 Progress: 85.6% Elapsed: 2 days, 18:21:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47922 Generator_loss: 2.13597
[INFO] 2021-02-03 07:22:41 > Step: 267600 Progress: 85.6% Elapsed: 2 days, 18:22:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45239 Generator_loss: 2.09259
[INFO] 2021-02-03 07:24:10 > Step: 267700 Progress: 85.7% Elapsed: 2 days, 18:24:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48285 Generator_loss: 2.08907
[INFO] 2021-02-03 07:25:39 > Step: 267800 Progress: 85.7% Elapsed: 2 days, 18:25:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35486 Generator_loss: 2.07836
[INFO] 2021-02-03 07:27:07 > Step: 267900 Progress: 85.7% Elapsed: 2 days, 18:27:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42885 Generator_loss: 2.13209
[INFO] 2021-02-03 07:28:34 > Step: 268000 Progress: 85.8% Elapsed: 2 days, 18:28:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52612 Generator_loss: 2.08091
[INFO] 2021-02-03 07:28:34 > Start Evaluation (268000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 07:28:34 > Calculating FID Score....
[INFO] 2021-02-03 07:29:02 > Calculating Inception Score....
[INFO] 2021-02-03 07:29:19 > Calculate F_beta Score....
[INFO] 2021-02-03 07:30:15 > Calculate Accuracies....
[INFO] 2021-02-03 07:30:22 > Calculate Accuracies....
[INFO] 2021-02-03 07:30:23 > F_8 score (Step: 268000, Using test images): 0.963947370453516
[INFO] 2021-02-03 07:30:23 > F_1/8 score (Step: 268000, Using test images): 0.9874718186180047
[INFO] 2021-02-03 07:30:23 > FID score (Step: 268000, Using test moments): 12.954800031549325
[INFO] 2021-02-03 07:30:23 > Inception score (Step: 268000, 10000 generated images): 8.89441967010498
[INFO] 2021-02-03 07:30:23 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 07:30:24 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 07:31:48 > Step: 268100 Progress: 85.8% Elapsed: 2 days, 18:31:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54185 Generator_loss: 2.09595
[INFO] 2021-02-03 07:33:12 > Step: 268200 Progress: 85.8% Elapsed: 2 days, 18:33:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40353 Generator_loss: 1.9309
[INFO] 2021-02-03 07:34:34 > Step: 268300 Progress: 85.9% Elapsed: 2 days, 18:34:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40933 Generator_loss: 1.94752
[INFO] 2021-02-03 07:36:09 > Step: 268400 Progress: 85.9% Elapsed: 2 days, 18:36:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40235 Generator_loss: 2.0727
[INFO] 2021-02-03 07:37:40 > Step: 268500 Progress: 85.9% Elapsed: 2 days, 18:37:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51634 Generator_loss: 2.09252
[INFO] 2021-02-03 07:39:04 > Step: 268600 Progress: 86.0% Elapsed: 2 days, 18:39:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.3789 Generator_loss: 2.11823
[INFO] 2021-02-03 07:40:23 > Step: 268700 Progress: 86.0% Elapsed: 2 days, 18:40:27 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44278 Generator_loss: 2.0071
[INFO] 2021-02-03 07:41:42 > Step: 268800 Progress: 86.0% Elapsed: 2 days, 18:41:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49495 Generator_loss: 2.09806
[INFO] 2021-02-03 07:43:05 > Step: 268900 Progress: 86.0% Elapsed: 2 days, 18:43:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.32257 Generator_loss: 2.15426
[INFO] 2021-02-03 07:44:29 > Step: 269000 Progress: 86.1% Elapsed: 2 days, 18:44:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41006 Generator_loss: 2.00972
[INFO] 2021-02-03 07:45:54 > Step: 269100 Progress: 86.1% Elapsed: 2 days, 18:45:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46826 Generator_loss: 2.14028
[INFO] 2021-02-03 07:47:21 > Step: 269200 Progress: 86.1% Elapsed: 2 days, 18:47:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41248 Generator_loss: 2.14001
[INFO] 2021-02-03 07:48:44 > Step: 269300 Progress: 86.2% Elapsed: 2 days, 18:48:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.56201 Generator_loss: 2.08711
[INFO] 2021-02-03 07:50:06 > Step: 269400 Progress: 86.2% Elapsed: 2 days, 18:50:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48934 Generator_loss: 2.11899
[INFO] 2021-02-03 07:51:31 > Step: 269500 Progress: 86.2% Elapsed: 2 days, 18:51:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42459 Generator_loss: 2.07929
[INFO] 2021-02-03 07:52:53 > Step: 269600 Progress: 86.3% Elapsed: 2 days, 18:52:57 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46761 Generator_loss: 2.10775
[INFO] 2021-02-03 07:54:17 > Step: 269700 Progress: 86.3% Elapsed: 2 days, 18:54:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42235 Generator_loss: 2.13485
[INFO] 2021-02-03 07:55:40 > Step: 269800 Progress: 86.3% Elapsed: 2 days, 18:55:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.56307 Generator_loss: 2.00607
[INFO] 2021-02-03 07:57:03 > Step: 269900 Progress: 86.4% Elapsed: 2 days, 18:57:07 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34544 Generator_loss: 2.05871
[INFO] 2021-02-03 07:58:32 > Step: 270000 Progress: 86.4% Elapsed: 2 days, 18:58:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45721 Generator_loss: 2.06185
[INFO] 2021-02-03 07:58:32 > Start Evaluation (270000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 07:58:32 > Calculating FID Score....
[INFO] 2021-02-03 07:58:59 > Calculating Inception Score....
[INFO] 2021-02-03 07:59:16 > Calculate F_beta Score....
[INFO] 2021-02-03 08:00:13 > Calculate Accuracies....
[INFO] 2021-02-03 08:00:20 > Calculate Accuracies....
[INFO] 2021-02-03 08:00:22 > F_8 score (Step: 270000, Using test images): 0.9596670888661532
[INFO] 2021-02-03 08:00:22 > F_1/8 score (Step: 270000, Using test images): 0.9866341801425975
[INFO] 2021-02-03 08:00:22 > FID score (Step: 270000, Using test moments): 12.859035070784955
[INFO] 2021-02-03 08:00:22 > Inception score (Step: 270000, 10000 generated images): 8.905216217041016
[INFO] 2021-02-03 08:00:22 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 08:00:22 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 08:01:45 > Step: 270100 Progress: 86.4% Elapsed: 2 days, 19:01:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4824 Generator_loss: 2.16875
[INFO] 2021-02-03 08:03:07 > Step: 270200 Progress: 86.5% Elapsed: 2 days, 19:03:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38112 Generator_loss: 2.06134
[INFO] 2021-02-03 08:04:31 > Step: 270300 Progress: 86.5% Elapsed: 2 days, 19:04:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39056 Generator_loss: 2.15707
[INFO] 2021-02-03 08:05:54 > Step: 270400 Progress: 86.5% Elapsed: 2 days, 19:05:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47521 Generator_loss: 2.05257
[INFO] 2021-02-03 08:07:15 > Step: 270500 Progress: 86.6% Elapsed: 2 days, 19:07:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4838 Generator_loss: 2.16498
[INFO] 2021-02-03 08:08:32 > Step: 270600 Progress: 86.6% Elapsed: 2 days, 19:08:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48175 Generator_loss: 2.10845
[INFO] 2021-02-03 08:09:55 > Step: 270700 Progress: 86.6% Elapsed: 2 days, 19:09:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46516 Generator_loss: 2.06843
[INFO] 2021-02-03 08:11:17 > Step: 270800 Progress: 86.7% Elapsed: 2 days, 19:11:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45623 Generator_loss: 2.00539
[INFO] 2021-02-03 08:12:42 > Step: 270900 Progress: 86.7% Elapsed: 2 days, 19:12:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49702 Generator_loss: 1.96666
[INFO] 2021-02-03 08:14:05 > Step: 271000 Progress: 86.7% Elapsed: 2 days, 19:14:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47763 Generator_loss: 2.01962
[INFO] 2021-02-03 08:15:29 > Step: 271100 Progress: 86.8% Elapsed: 2 days, 19:15:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38729 Generator_loss: 2.09487
[INFO] 2021-02-03 08:16:52 > Step: 271200 Progress: 86.8% Elapsed: 2 days, 19:16:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54382 Generator_loss: 2.16546
[INFO] 2021-02-03 08:18:15 > Step: 271300 Progress: 86.8% Elapsed: 2 days, 19:18:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46613 Generator_loss: 2.15879
[INFO] 2021-02-03 08:19:39 > Step: 271400 Progress: 86.8% Elapsed: 2 days, 19:19:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41892 Generator_loss: 2.05489
[INFO] 2021-02-03 08:21:02 > Step: 271500 Progress: 86.9% Elapsed: 2 days, 19:21:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43041 Generator_loss: 2.04107
[INFO] 2021-02-03 08:22:25 > Step: 271600 Progress: 86.9% Elapsed: 2 days, 19:22:29 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52687 Generator_loss: 2.07016
[INFO] 2021-02-03 08:23:51 > Step: 271700 Progress: 86.9% Elapsed: 2 days, 19:23:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35087 Generator_loss: 2.09951
[INFO] 2021-02-03 08:25:14 > Step: 271800 Progress: 87.0% Elapsed: 2 days, 19:25:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49465 Generator_loss: 2.0312
[INFO] 2021-02-03 08:26:37 > Step: 271900 Progress: 87.0% Elapsed: 2 days, 19:26:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57988 Generator_loss: 2.23117
[INFO] 2021-02-03 08:28:01 > Step: 272000 Progress: 87.0% Elapsed: 2 days, 19:28:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49977 Generator_loss: 2.02732
[INFO] 2021-02-03 08:28:01 > Start Evaluation (272000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 08:28:01 > Calculating FID Score....
[INFO] 2021-02-03 08:28:29 > Calculating Inception Score....
[INFO] 2021-02-03 08:28:46 > Calculate F_beta Score....
[INFO] 2021-02-03 08:29:43 > Calculate Accuracies....
[INFO] 2021-02-03 08:29:50 > Calculate Accuracies....
[INFO] 2021-02-03 08:29:51 > F_8 score (Step: 272000, Using test images): 0.9514989647418686
[INFO] 2021-02-03 08:29:51 > F_1/8 score (Step: 272000, Using test images): 0.9890653954800075
[INFO] 2021-02-03 08:29:51 > FID score (Step: 272000, Using test moments): 12.826411657173367
[INFO] 2021-02-03 08:29:51 > Inception score (Step: 272000, 10000 generated images): 8.731220245361328
[INFO] 2021-02-03 08:29:51 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 08:29:52 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 08:31:14 > Step: 272100 Progress: 87.1% Elapsed: 2 days, 19:31:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5347 Generator_loss: 1.97008
[INFO] 2021-02-03 08:32:37 > Step: 272200 Progress: 87.1% Elapsed: 2 days, 19:32:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43641 Generator_loss: 1.93764
[INFO] 2021-02-03 08:34:01 > Step: 272300 Progress: 87.1% Elapsed: 2 days, 19:34:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47043 Generator_loss: 2.03144
[INFO] 2021-02-03 08:35:20 > Step: 272400 Progress: 87.2% Elapsed: 2 days, 19:35:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39203 Generator_loss: 2.07161
[INFO] 2021-02-03 08:36:43 > Step: 272500 Progress: 87.2% Elapsed: 2 days, 19:36:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4306 Generator_loss: 2.08344
[INFO] 2021-02-03 08:38:13 > Step: 272600 Progress: 87.2% Elapsed: 2 days, 19:38:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47476 Generator_loss: 2.0839
[INFO] 2021-02-03 08:39:36 > Step: 272700 Progress: 87.3% Elapsed: 2 days, 19:39:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40424 Generator_loss: 2.13959
[INFO] 2021-02-03 08:41:00 > Step: 272800 Progress: 87.3% Elapsed: 2 days, 19:41:04 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41538 Generator_loss: 2.09895
[INFO] 2021-02-03 08:42:24 > Step: 272900 Progress: 87.3% Elapsed: 2 days, 19:42:28 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48098 Generator_loss: 2.14532
[INFO] 2021-02-03 08:43:48 > Step: 273000 Progress: 87.4% Elapsed: 2 days, 19:43:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.27681 Generator_loss: 2.0603
[INFO] 2021-02-03 08:45:18 > Step: 273100 Progress: 87.4% Elapsed: 2 days, 19:45:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47352 Generator_loss: 2.12103
[INFO] 2021-02-03 08:46:50 > Step: 273200 Progress: 87.4% Elapsed: 2 days, 19:46:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40587 Generator_loss: 2.17675
[INFO] 2021-02-03 08:48:18 > Step: 273300 Progress: 87.5% Elapsed: 2 days, 19:48:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.3441 Generator_loss: 2.1656
[INFO] 2021-02-03 08:49:41 > Step: 273400 Progress: 87.5% Elapsed: 2 days, 19:49:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52668 Generator_loss: 2.08896
[INFO] 2021-02-03 08:51:04 > Step: 273500 Progress: 87.5% Elapsed: 2 days, 19:51:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45845 Generator_loss: 2.07163
[INFO] 2021-02-03 08:52:31 > Step: 273600 Progress: 87.6% Elapsed: 2 days, 19:52:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.28346 Generator_loss: 2.01045
[INFO] 2021-02-03 08:54:07 > Step: 273700 Progress: 87.6% Elapsed: 2 days, 19:54:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49887 Generator_loss: 2.03778
[INFO] 2021-02-03 08:55:33 > Step: 273800 Progress: 87.6% Elapsed: 2 days, 19:55:37 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52239 Generator_loss: 2.01725
[INFO] 2021-02-03 08:57:02 > Step: 273900 Progress: 87.6% Elapsed: 2 days, 19:57:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57899 Generator_loss: 2.10312
[INFO] 2021-02-03 08:58:34 > Step: 274000 Progress: 87.7% Elapsed: 2 days, 19:58:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40655 Generator_loss: 2.07808
[INFO] 2021-02-03 08:58:34 > Start Evaluation (274000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 08:58:34 > Calculating FID Score....
[INFO] 2021-02-03 08:59:02 > Calculating Inception Score....
[INFO] 2021-02-03 08:59:19 > Calculate F_beta Score....
[INFO] 2021-02-03 09:00:15 > Calculate Accuracies....
[INFO] 2021-02-03 09:00:22 > Calculate Accuracies....
[INFO] 2021-02-03 09:00:24 > F_8 score (Step: 274000, Using test images): 0.9660287507247647
[INFO] 2021-02-03 09:00:24 > F_1/8 score (Step: 274000, Using test images): 0.9885753296560578
[INFO] 2021-02-03 09:00:24 > FID score (Step: 274000, Using test moments): 12.974532703666796
[INFO] 2021-02-03 09:00:24 > Inception score (Step: 274000, 10000 generated images): 8.834368705749512
[INFO] 2021-02-03 09:00:24 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 09:00:24 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 09:01:48 > Step: 274100 Progress: 87.7% Elapsed: 2 days, 20:01:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41814 Generator_loss: 2.07945
[INFO] 2021-02-03 09:03:06 > Step: 274200 Progress: 87.7% Elapsed: 2 days, 20:03:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43986 Generator_loss: 2.19977
[INFO] 2021-02-03 09:04:26 > Step: 274300 Progress: 87.8% Elapsed: 2 days, 20:04:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37507 Generator_loss: 2.07024
[INFO] 2021-02-03 09:05:48 > Step: 274400 Progress: 87.8% Elapsed: 2 days, 20:05:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53318 Generator_loss: 2.14689
[INFO] 2021-02-03 09:07:12 > Step: 274500 Progress: 87.8% Elapsed: 2 days, 20:07:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50841 Generator_loss: 2.11153
[INFO] 2021-02-03 09:08:36 > Step: 274600 Progress: 87.9% Elapsed: 2 days, 20:08:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45947 Generator_loss: 2.03444
[INFO] 2021-02-03 09:09:59 > Step: 274700 Progress: 87.9% Elapsed: 2 days, 20:10:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37822 Generator_loss: 2.17782
[INFO] 2021-02-03 09:11:23 > Step: 274800 Progress: 87.9% Elapsed: 2 days, 20:11:27 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47321 Generator_loss: 2.11487
[INFO] 2021-02-03 09:12:46 > Step: 274900 Progress: 88.0% Elapsed: 2 days, 20:12:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54768 Generator_loss: 2.1166
[INFO] 2021-02-03 09:14:10 > Step: 275000 Progress: 88.0% Elapsed: 2 days, 20:14:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49617 Generator_loss: 2.08545
[INFO] 2021-02-03 09:15:34 > Step: 275100 Progress: 88.0% Elapsed: 2 days, 20:15:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43668 Generator_loss: 2.17733
[INFO] 2021-02-03 09:16:57 > Step: 275200 Progress: 88.1% Elapsed: 2 days, 20:17:01 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4409 Generator_loss: 2.1487
[INFO] 2021-02-03 09:18:21 > Step: 275300 Progress: 88.1% Elapsed: 2 days, 20:18:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.55286 Generator_loss: 2.17565
[INFO] 2021-02-03 09:19:45 > Step: 275400 Progress: 88.1% Elapsed: 2 days, 20:19:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34175 Generator_loss: 2.12073
[INFO] 2021-02-03 09:21:07 > Step: 275500 Progress: 88.2% Elapsed: 2 days, 20:21:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47085 Generator_loss: 2.00527
[INFO] 2021-02-03 09:22:34 > Step: 275600 Progress: 88.2% Elapsed: 2 days, 20:22:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45839 Generator_loss: 2.07299
[INFO] 2021-02-03 09:23:58 > Step: 275700 Progress: 88.2% Elapsed: 2 days, 20:24:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45629 Generator_loss: 2.04154
[INFO] 2021-02-03 09:25:21 > Step: 275800 Progress: 88.3% Elapsed: 2 days, 20:25:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49296 Generator_loss: 2.05095
[INFO] 2021-02-03 09:26:48 > Step: 275900 Progress: 88.3% Elapsed: 2 days, 20:26:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.33354 Generator_loss: 2.12623
[INFO] 2021-02-03 09:28:11 > Step: 276000 Progress: 88.3% Elapsed: 2 days, 20:28:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50738 Generator_loss: 1.97308
[INFO] 2021-02-03 09:28:11 > Start Evaluation (276000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 09:28:11 > Calculating FID Score....
[INFO] 2021-02-03 09:28:38 > Calculating Inception Score....
[INFO] 2021-02-03 09:28:55 > Calculate F_beta Score....
[INFO] 2021-02-03 09:29:52 > Calculate Accuracies....
[INFO] 2021-02-03 09:29:59 > Calculate Accuracies....
[INFO] 2021-02-03 09:30:00 > F_8 score (Step: 276000, Using test images): 0.9516621154615136
[INFO] 2021-02-03 09:30:00 > F_1/8 score (Step: 276000, Using test images): 0.9879974232584967
[INFO] 2021-02-03 09:30:00 > FID score (Step: 276000, Using test moments): 13.296727957820906
[INFO] 2021-02-03 09:30:00 > Inception score (Step: 276000, 10000 generated images): 8.836873054504395
[INFO] 2021-02-03 09:30:00 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 09:30:01 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 09:31:18 > Step: 276100 Progress: 88.4% Elapsed: 2 days, 20:31:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44919 Generator_loss: 2.04914
[INFO] 2021-02-03 09:32:41 > Step: 276200 Progress: 88.4% Elapsed: 2 days, 20:32:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53648 Generator_loss: 2.07518
[INFO] 2021-02-03 09:34:04 > Step: 276300 Progress: 88.4% Elapsed: 2 days, 20:34:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57258 Generator_loss: 2.09675
[INFO] 2021-02-03 09:35:27 > Step: 276400 Progress: 88.4% Elapsed: 2 days, 20:35:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53952 Generator_loss: 2.15121
[INFO] 2021-02-03 09:36:50 > Step: 276500 Progress: 88.5% Elapsed: 2 days, 20:36:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38608 Generator_loss: 2.13613
[INFO] 2021-02-03 09:38:13 > Step: 276600 Progress: 88.5% Elapsed: 2 days, 20:38:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49548 Generator_loss: 2.10889
[INFO] 2021-02-03 09:39:48 > Step: 276700 Progress: 88.5% Elapsed: 2 days, 20:39:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51174 Generator_loss: 2.10916
[INFO] 2021-02-03 09:41:21 > Step: 276800 Progress: 88.6% Elapsed: 2 days, 20:41:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40886 Generator_loss: 2.10871
[INFO] 2021-02-03 09:42:45 > Step: 276900 Progress: 88.6% Elapsed: 2 days, 20:42:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.3927 Generator_loss: 2.10084
[INFO] 2021-02-03 09:44:08 > Step: 277000 Progress: 88.6% Elapsed: 2 days, 20:44:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41384 Generator_loss: 2.05246
[INFO] 2021-02-03 09:45:31 > Step: 277100 Progress: 88.7% Elapsed: 2 days, 20:45:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45874 Generator_loss: 2.04509
[INFO] 2021-02-03 09:46:54 > Step: 277200 Progress: 88.7% Elapsed: 2 days, 20:46:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.6303 Generator_loss: 2.10212
[INFO] 2021-02-03 09:48:19 > Step: 277300 Progress: 88.7% Elapsed: 2 days, 20:48:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4451 Generator_loss: 2.09034
[INFO] 2021-02-03 09:49:42 > Step: 277400 Progress: 88.8% Elapsed: 2 days, 20:49:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.487 Generator_loss: 2.09735
[INFO] 2021-02-03 09:51:11 > Step: 277500 Progress: 88.8% Elapsed: 2 days, 20:51:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52681 Generator_loss: 2.00825
[INFO] 2021-02-03 09:52:36 > Step: 277600 Progress: 88.8% Elapsed: 2 days, 20:52:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46383 Generator_loss: 2.0137
[INFO] 2021-02-03 09:54:00 > Step: 277700 Progress: 88.9% Elapsed: 2 days, 20:54:04 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38013 Generator_loss: 2.05347
[INFO] 2021-02-03 09:55:24 > Step: 277800 Progress: 88.9% Elapsed: 2 days, 20:55:28 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50675 Generator_loss: 1.97368
[INFO] 2021-02-03 09:56:49 > Step: 277900 Progress: 88.9% Elapsed: 2 days, 20:56:53 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38029 Generator_loss: 2.03041
[INFO] 2021-02-03 09:58:06 > Step: 278000 Progress: 89.0% Elapsed: 2 days, 20:58:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41345 Generator_loss: 2.00883
[INFO] 2021-02-03 09:58:06 > Start Evaluation (278000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 09:58:06 > Calculating FID Score....
[INFO] 2021-02-03 09:58:34 > Calculating Inception Score....
[INFO] 2021-02-03 09:58:51 > Calculate F_beta Score....
[INFO] 2021-02-03 09:59:48 > Calculate Accuracies....
[INFO] 2021-02-03 09:59:55 > Calculate Accuracies....
[INFO] 2021-02-03 09:59:56 > F_8 score (Step: 278000, Using test images): 0.9589253222861149
[INFO] 2021-02-03 09:59:56 > F_1/8 score (Step: 278000, Using test images): 0.9877846499599875
[INFO] 2021-02-03 09:59:56 > FID score (Step: 278000, Using test moments): 13.133528169006524
[INFO] 2021-02-03 09:59:56 > Inception score (Step: 278000, 10000 generated images): 8.907394409179688
[INFO] 2021-02-03 09:59:56 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 09:59:57 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 10:01:20 > Step: 278100 Progress: 89.0% Elapsed: 2 days, 21:01:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36136 Generator_loss: 2.10913
[INFO] 2021-02-03 10:02:43 > Step: 278200 Progress: 89.0% Elapsed: 2 days, 21:02:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53355 Generator_loss: 2.11624
[INFO] 2021-02-03 10:04:06 > Step: 278300 Progress: 89.1% Elapsed: 2 days, 21:04:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49732 Generator_loss: 2.09329
[INFO] 2021-02-03 10:05:29 > Step: 278400 Progress: 89.1% Elapsed: 2 days, 21:05:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36515 Generator_loss: 2.10547
[INFO] 2021-02-03 10:06:52 > Step: 278500 Progress: 89.1% Elapsed: 2 days, 21:06:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42346 Generator_loss: 1.99254
[INFO] 2021-02-03 10:08:21 > Step: 278600 Progress: 89.2% Elapsed: 2 days, 21:08:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36915 Generator_loss: 2.1451
[INFO] 2021-02-03 10:09:44 > Step: 278700 Progress: 89.2% Elapsed: 2 days, 21:09:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40228 Generator_loss: 2.03903
[INFO] 2021-02-03 10:11:08 > Step: 278800 Progress: 89.2% Elapsed: 2 days, 21:11:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57779 Generator_loss: 2.1431
[INFO] 2021-02-03 10:12:31 > Step: 278900 Progress: 89.2% Elapsed: 2 days, 21:12:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48181 Generator_loss: 2.06603
[INFO] 2021-02-03 10:13:55 > Step: 279000 Progress: 89.3% Elapsed: 2 days, 21:13:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49195 Generator_loss: 2.02965
[INFO] 2021-02-03 10:15:18 > Step: 279100 Progress: 89.3% Elapsed: 2 days, 21:15:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38949 Generator_loss: 2.04259
[INFO] 2021-02-03 10:16:41 > Step: 279200 Progress: 89.3% Elapsed: 2 days, 21:16:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54891 Generator_loss: 2.04917
[INFO] 2021-02-03 10:18:05 > Step: 279300 Progress: 89.4% Elapsed: 2 days, 21:18:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46837 Generator_loss: 2.05631
[INFO] 2021-02-03 10:19:29 > Step: 279400 Progress: 89.4% Elapsed: 2 days, 21:19:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49098 Generator_loss: 1.99604
[INFO] 2021-02-03 10:20:55 > Step: 279500 Progress: 89.4% Elapsed: 2 days, 21:20:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46498 Generator_loss: 2.11219
[INFO] 2021-02-03 10:22:22 > Step: 279600 Progress: 89.5% Elapsed: 2 days, 21:22:26 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40097 Generator_loss: 2.07818
[INFO] 2021-02-03 10:23:47 > Step: 279700 Progress: 89.5% Elapsed: 2 days, 21:23:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44552 Generator_loss: 2.15743
[INFO] 2021-02-03 10:25:12 > Step: 279800 Progress: 89.5% Elapsed: 2 days, 21:25:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44416 Generator_loss: 2.08533
[INFO] 2021-02-03 10:26:29 > Step: 279900 Progress: 89.6% Elapsed: 2 days, 21:26:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50904 Generator_loss: 2.14158
[INFO] 2021-02-03 10:27:52 > Step: 280000 Progress: 89.6% Elapsed: 2 days, 21:27:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43917 Generator_loss: 1.99546
[INFO] 2021-02-03 10:27:52 > Start Evaluation (280000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 10:27:52 > Calculating FID Score....
[INFO] 2021-02-03 10:28:20 > Calculating Inception Score....
[INFO] 2021-02-03 10:28:37 > Calculate F_beta Score....
[INFO] 2021-02-03 10:29:34 > Calculate Accuracies....
[INFO] 2021-02-03 10:29:41 > Calculate Accuracies....
[INFO] 2021-02-03 10:29:42 > F_8 score (Step: 280000, Using test images): 0.9568905310926415
[INFO] 2021-02-03 10:29:42 > F_1/8 score (Step: 280000, Using test images): 0.987015969050584
[INFO] 2021-02-03 10:29:42 > FID score (Step: 280000, Using test moments): 13.285868996280215
[INFO] 2021-02-03 10:29:42 > Inception score (Step: 280000, 10000 generated images): 8.760034561157227
[INFO] 2021-02-03 10:29:42 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 10:29:43 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 10:31:06 > Step: 280100 Progress: 89.6% Elapsed: 2 days, 21:31:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45099 Generator_loss: 2.11819
[INFO] 2021-02-03 10:32:28 > Step: 280200 Progress: 89.7% Elapsed: 2 days, 21:32:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41488 Generator_loss: 2.11946
[INFO] 2021-02-03 10:33:53 > Step: 280300 Progress: 89.7% Elapsed: 2 days, 21:33:57 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46334 Generator_loss: 2.08898
[INFO] 2021-02-03 10:35:17 > Step: 280400 Progress: 89.7% Elapsed: 2 days, 21:35:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49443 Generator_loss: 2.0668
[INFO] 2021-02-03 10:36:40 > Step: 280500 Progress: 89.8% Elapsed: 2 days, 21:36:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50186 Generator_loss: 2.17839
[INFO] 2021-02-03 10:38:03 > Step: 280600 Progress: 89.8% Elapsed: 2 days, 21:38:07 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51233 Generator_loss: 2.07179
[INFO] 2021-02-03 10:39:28 > Step: 280700 Progress: 89.8% Elapsed: 2 days, 21:39:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36376 Generator_loss: 2.13049
[INFO] 2021-02-03 10:40:58 > Step: 280800 Progress: 89.9% Elapsed: 2 days, 21:41:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34648 Generator_loss: 2.12624
[INFO] 2021-02-03 10:42:30 > Step: 280900 Progress: 89.9% Elapsed: 2 days, 21:42:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54135 Generator_loss: 2.10439
[INFO] 2021-02-03 10:43:56 > Step: 281000 Progress: 89.9% Elapsed: 2 days, 21:44:00 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37968 Generator_loss: 2.13796
[INFO] 2021-02-03 10:45:19 > Step: 281100 Progress: 90.0% Elapsed: 2 days, 21:45:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48192 Generator_loss: 2.07864
[INFO] 2021-02-03 10:46:43 > Step: 281200 Progress: 90.0% Elapsed: 2 days, 21:46:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40302 Generator_loss: 2.02281
[INFO] 2021-02-03 10:48:05 > Step: 281300 Progress: 90.0% Elapsed: 2 days, 21:48:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46706 Generator_loss: 2.0699
[INFO] 2021-02-03 10:49:28 > Step: 281400 Progress: 90.0% Elapsed: 2 days, 21:49:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50804 Generator_loss: 2.08974
[INFO] 2021-02-03 10:50:52 > Step: 281500 Progress: 90.1% Elapsed: 2 days, 21:50:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4834 Generator_loss: 2.07204
[INFO] 2021-02-03 10:52:13 > Step: 281600 Progress: 90.1% Elapsed: 2 days, 21:52:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46399 Generator_loss: 2.11035
[INFO] 2021-02-03 10:53:30 > Step: 281700 Progress: 90.1% Elapsed: 2 days, 21:53:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40966 Generator_loss: 2.02045
[INFO] 2021-02-03 10:54:51 > Step: 281800 Progress: 90.2% Elapsed: 2 days, 21:54:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38813 Generator_loss: 1.99776
[INFO] 2021-02-03 10:56:14 > Step: 281900 Progress: 90.2% Elapsed: 2 days, 21:56:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57006 Generator_loss: 2.11783
[INFO] 2021-02-03 10:57:39 > Step: 282000 Progress: 90.2% Elapsed: 2 days, 21:57:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45406 Generator_loss: 2.19527
[INFO] 2021-02-03 10:57:39 > Start Evaluation (282000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 10:57:39 > Calculating FID Score....
[INFO] 2021-02-03 10:58:06 > Calculating Inception Score....
[INFO] 2021-02-03 10:58:23 > Calculate F_beta Score....
[INFO] 2021-02-03 10:59:21 > Calculate Accuracies....
[INFO] 2021-02-03 10:59:28 > Calculate Accuracies....
[INFO] 2021-02-03 10:59:30 > F_8 score (Step: 282000, Using test images): 0.9621373699788484
[INFO] 2021-02-03 10:59:30 > F_1/8 score (Step: 282000, Using test images): 0.9863058880446354
[INFO] 2021-02-03 10:59:30 > FID score (Step: 282000, Using test moments): 13.357083582586938
[INFO] 2021-02-03 10:59:30 > Inception score (Step: 282000, 10000 generated images): 8.738144874572754
[INFO] 2021-02-03 10:59:30 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 10:59:30 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 11:00:54 > Step: 282100 Progress: 90.3% Elapsed: 2 days, 22:00:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48369 Generator_loss: 2.16674
[INFO] 2021-02-03 11:02:16 > Step: 282200 Progress: 90.3% Elapsed: 2 days, 22:02:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50437 Generator_loss: 2.13477
[INFO] 2021-02-03 11:03:40 > Step: 282300 Progress: 90.3% Elapsed: 2 days, 22:03:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49512 Generator_loss: 2.16069
[INFO] 2021-02-03 11:05:03 > Step: 282400 Progress: 90.4% Elapsed: 2 days, 22:05:07 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48414 Generator_loss: 2.17943
[INFO] 2021-02-03 11:06:27 > Step: 282500 Progress: 90.4% Elapsed: 2 days, 22:06:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44444 Generator_loss: 2.06117
[INFO] 2021-02-03 11:07:55 > Step: 282600 Progress: 90.4% Elapsed: 2 days, 22:07:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39186 Generator_loss: 2.18457
[INFO] 2021-02-03 11:09:24 > Step: 282700 Progress: 90.5% Elapsed: 2 days, 22:09:28 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4467 Generator_loss: 2.09058
[INFO] 2021-02-03 11:10:47 > Step: 282800 Progress: 90.5% Elapsed: 2 days, 22:10:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38159 Generator_loss: 2.08381
[INFO] 2021-02-03 11:12:11 > Step: 282900 Progress: 90.5% Elapsed: 2 days, 22:12:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.55645 Generator_loss: 2.01788
[INFO] 2021-02-03 11:13:34 > Step: 283000 Progress: 90.6% Elapsed: 2 days, 22:13:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42104 Generator_loss: 2.14845
[INFO] 2021-02-03 11:14:59 > Step: 283100 Progress: 90.6% Elapsed: 2 days, 22:15:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40966 Generator_loss: 2.08628
[INFO] 2021-02-03 11:16:27 > Step: 283200 Progress: 90.6% Elapsed: 2 days, 22:16:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36102 Generator_loss: 2.0804
[INFO] 2021-02-03 11:18:00 > Step: 283300 Progress: 90.7% Elapsed: 2 days, 22:18:04 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48878 Generator_loss: 2.10691
[INFO] 2021-02-03 11:19:27 > Step: 283400 Progress: 90.7% Elapsed: 2 days, 22:19:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40391 Generator_loss: 2.04581
[INFO] 2021-02-03 11:20:44 > Step: 283500 Progress: 90.7% Elapsed: 2 days, 22:20:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48437 Generator_loss: 1.98699
[INFO] 2021-02-03 11:22:05 > Step: 283600 Progress: 90.8% Elapsed: 2 days, 22:22:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44481 Generator_loss: 2.07323
[INFO] 2021-02-03 11:23:28 > Step: 283700 Progress: 90.8% Elapsed: 2 days, 22:23:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43817 Generator_loss: 2.00233
[INFO] 2021-02-03 11:24:51 > Step: 283800 Progress: 90.8% Elapsed: 2 days, 22:24:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.28584 Generator_loss: 1.95316
[INFO] 2021-02-03 11:26:19 > Step: 283900 Progress: 90.8% Elapsed: 2 days, 22:26:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.2841 Generator_loss: 2.05308
[INFO] 2021-02-03 11:27:50 > Step: 284000 Progress: 90.9% Elapsed: 2 days, 22:27:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41075 Generator_loss: 2.07747
[INFO] 2021-02-03 11:27:50 > Start Evaluation (284000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 11:27:50 > Calculating FID Score....
[INFO] 2021-02-03 11:28:17 > Calculating Inception Score....
[INFO] 2021-02-03 11:28:34 > Calculate F_beta Score....
[INFO] 2021-02-03 11:29:30 > Calculate Accuracies....
[INFO] 2021-02-03 11:29:37 > Calculate Accuracies....
[INFO] 2021-02-03 11:29:39 > F_8 score (Step: 284000, Using test images): 0.9592911858252438
[INFO] 2021-02-03 11:29:39 > F_1/8 score (Step: 284000, Using test images): 0.9874481343974209
[INFO] 2021-02-03 11:29:39 > FID score (Step: 284000, Using test moments): 13.42394199480293
[INFO] 2021-02-03 11:29:39 > Inception score (Step: 284000, 10000 generated images): 8.858598709106445
[INFO] 2021-02-03 11:29:39 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 11:29:39 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 11:31:05 > Step: 284100 Progress: 90.9% Elapsed: 2 days, 22:31:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49892 Generator_loss: 2.15713
[INFO] 2021-02-03 11:32:29 > Step: 284200 Progress: 90.9% Elapsed: 2 days, 22:32:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45096 Generator_loss: 2.03691
[INFO] 2021-02-03 11:33:53 > Step: 284300 Progress: 91.0% Elapsed: 2 days, 22:33:57 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4197 Generator_loss: 2.05621
[INFO] 2021-02-03 11:35:15 > Step: 284400 Progress: 91.0% Elapsed: 2 days, 22:35:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4346 Generator_loss: 2.04487
[INFO] 2021-02-03 11:36:38 > Step: 284500 Progress: 91.0% Elapsed: 2 days, 22:36:42 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43993 Generator_loss: 2.16053
[INFO] 2021-02-03 11:38:02 > Step: 284600 Progress: 91.1% Elapsed: 2 days, 22:38:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40331 Generator_loss: 1.97192
[INFO] 2021-02-03 11:39:30 > Step: 284700 Progress: 91.1% Elapsed: 2 days, 22:39:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41365 Generator_loss: 2.05496
[INFO] 2021-02-03 11:40:53 > Step: 284800 Progress: 91.1% Elapsed: 2 days, 22:40:57 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45312 Generator_loss: 2.07444
[INFO] 2021-02-03 11:42:16 > Step: 284900 Progress: 91.2% Elapsed: 2 days, 22:42:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47014 Generator_loss: 2.06136
[INFO] 2021-02-03 11:43:46 > Step: 285000 Progress: 91.2% Elapsed: 2 days, 22:43:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5256 Generator_loss: 2.08402
[INFO] 2021-02-03 11:45:10 > Step: 285100 Progress: 91.2% Elapsed: 2 days, 22:45:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50041 Generator_loss: 2.17599
[INFO] 2021-02-03 11:46:33 > Step: 285200 Progress: 91.3% Elapsed: 2 days, 22:46:37 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39403 Generator_loss: 2.1331
[INFO] 2021-02-03 11:47:52 > Step: 285300 Progress: 91.3% Elapsed: 2 days, 22:47:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36212 Generator_loss: 2.08465
[INFO] 2021-02-03 11:49:12 > Step: 285400 Progress: 91.3% Elapsed: 2 days, 22:49:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52988 Generator_loss: 2.09203
[INFO] 2021-02-03 11:50:34 > Step: 285500 Progress: 91.4% Elapsed: 2 days, 22:50:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36574 Generator_loss: 2.16508
[INFO] 2021-02-03 11:51:58 > Step: 285600 Progress: 91.4% Elapsed: 2 days, 22:52:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38904 Generator_loss: 2.09587
[INFO] 2021-02-03 11:53:22 > Step: 285700 Progress: 91.4% Elapsed: 2 days, 22:53:26 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4904 Generator_loss: 2.0864
[INFO] 2021-02-03 11:54:45 > Step: 285800 Progress: 91.5% Elapsed: 2 days, 22:54:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38346 Generator_loss: 2.12389
[INFO] 2021-02-03 11:56:09 > Step: 285900 Progress: 91.5% Elapsed: 2 days, 22:56:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.33237 Generator_loss: 2.05727
[INFO] 2021-02-03 11:57:30 > Step: 286000 Progress: 91.5% Elapsed: 2 days, 22:57:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54364 Generator_loss: 1.9962
[INFO] 2021-02-03 11:57:30 > Start Evaluation (286000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 11:57:30 > Calculating FID Score....
[INFO] 2021-02-03 11:57:58 > Calculating Inception Score....
[INFO] 2021-02-03 11:58:15 > Calculate F_beta Score....
[INFO] 2021-02-03 11:59:11 > Calculate Accuracies....
[INFO] 2021-02-03 11:59:18 > Calculate Accuracies....
[INFO] 2021-02-03 11:59:20 > F_8 score (Step: 286000, Using test images): 0.9661537218482572
[INFO] 2021-02-03 11:59:20 > F_1/8 score (Step: 286000, Using test images): 0.9848327572011938
[INFO] 2021-02-03 11:59:20 > FID score (Step: 286000, Using test moments): 13.267404717342856
[INFO] 2021-02-03 11:59:20 > Inception score (Step: 286000, 10000 generated images): 8.809287071228027
[INFO] 2021-02-03 11:59:20 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 11:59:20 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 12:00:53 > Step: 286100 Progress: 91.6% Elapsed: 2 days, 23:00:57 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45368 Generator_loss: 2.21896
[INFO] 2021-02-03 12:02:18 > Step: 286200 Progress: 91.6% Elapsed: 2 days, 23:02:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49264 Generator_loss: 2.10389
[INFO] 2021-02-03 12:03:41 > Step: 286300 Progress: 91.6% Elapsed: 2 days, 23:03:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5741 Generator_loss: 2.08761
[INFO] 2021-02-03 12:05:04 > Step: 286400 Progress: 91.6% Elapsed: 2 days, 23:05:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43708 Generator_loss: 2.01249
[INFO] 2021-02-03 12:06:28 > Step: 286500 Progress: 91.7% Elapsed: 2 days, 23:06:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.33465 Generator_loss: 2.04325
[INFO] 2021-02-03 12:07:55 > Step: 286600 Progress: 91.7% Elapsed: 2 days, 23:07:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5108 Generator_loss: 2.09067
[INFO] 2021-02-03 12:09:19 > Step: 286700 Progress: 91.7% Elapsed: 2 days, 23:09:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36398 Generator_loss: 2.09885
[INFO] 2021-02-03 12:10:45 > Step: 286800 Progress: 91.8% Elapsed: 2 days, 23:10:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35222 Generator_loss: 2.1176
[INFO] 2021-02-03 12:12:11 > Step: 286900 Progress: 91.8% Elapsed: 2 days, 23:12:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54843 Generator_loss: 2.00431
[INFO] 2021-02-03 12:13:34 > Step: 287000 Progress: 91.8% Elapsed: 2 days, 23:13:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42978 Generator_loss: 2.03376
[INFO] 2021-02-03 12:14:54 > Step: 287100 Progress: 91.9% Elapsed: 2 days, 23:14:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4279 Generator_loss: 2.03907
[INFO] 2021-02-03 12:16:11 > Step: 287200 Progress: 91.9% Elapsed: 2 days, 23:16:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53054 Generator_loss: 2.06789
[INFO] 2021-02-03 12:17:34 > Step: 287300 Progress: 91.9% Elapsed: 2 days, 23:17:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52629 Generator_loss: 2.01058
[INFO] 2021-02-03 12:18:57 > Step: 287400 Progress: 92.0% Elapsed: 2 days, 23:19:01 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50257 Generator_loss: 2.10482
[INFO] 2021-02-03 12:20:20 > Step: 287500 Progress: 92.0% Elapsed: 2 days, 23:20:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51038 Generator_loss: 2.08809
[INFO] 2021-02-03 12:21:43 > Step: 287600 Progress: 92.0% Elapsed: 2 days, 23:21:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46254 Generator_loss: 2.04082
[INFO] 2021-02-03 12:23:05 > Step: 287700 Progress: 92.1% Elapsed: 2 days, 23:23:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50153 Generator_loss: 2.10914
[INFO] 2021-02-03 12:24:21 > Step: 287800 Progress: 92.1% Elapsed: 2 days, 23:24:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45094 Generator_loss: 2.12016
[INFO] 2021-02-03 12:25:39 > Step: 287900 Progress: 92.1% Elapsed: 2 days, 23:25:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45541 Generator_loss: 2.07246
[INFO] 2021-02-03 12:26:55 > Step: 288000 Progress: 92.2% Elapsed: 2 days, 23:26:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48784 Generator_loss: 2.17674
[INFO] 2021-02-03 12:26:55 > Start Evaluation (288000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 12:26:55 > Calculating FID Score....
[INFO] 2021-02-03 12:27:23 > Calculating Inception Score....
[INFO] 2021-02-03 12:27:40 > Calculate F_beta Score....
[INFO] 2021-02-03 12:28:35 > Calculate Accuracies....
[INFO] 2021-02-03 12:28:42 > Calculate Accuracies....
[INFO] 2021-02-03 12:28:43 > F_8 score (Step: 288000, Using test images): 0.9625042861723753
[INFO] 2021-02-03 12:28:43 > F_1/8 score (Step: 288000, Using test images): 0.9863191253157759
[INFO] 2021-02-03 12:28:43 > FID score (Step: 288000, Using test moments): 13.119674947638316
[INFO] 2021-02-03 12:28:43 > Inception score (Step: 288000, 10000 generated images): 8.59203815460205
[INFO] 2021-02-03 12:28:43 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 12:28:44 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 12:29:58 > Step: 288100 Progress: 92.2% Elapsed: 2 days, 23:30:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44128 Generator_loss: 2.02109
[INFO] 2021-02-03 12:31:13 > Step: 288200 Progress: 92.2% Elapsed: 2 days, 23:31:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.28364 Generator_loss: 2.09793
[INFO] 2021-02-03 12:32:27 > Step: 288300 Progress: 92.3% Elapsed: 2 days, 23:32:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.55039 Generator_loss: 1.96811
[INFO] 2021-02-03 12:33:41 > Step: 288400 Progress: 92.3% Elapsed: 2 days, 23:33:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50759 Generator_loss: 2.1353
[INFO] 2021-02-03 12:34:54 > Step: 288500 Progress: 92.3% Elapsed: 2 days, 23:34:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.3464 Generator_loss: 2.1281
[INFO] 2021-02-03 12:36:07 > Step: 288600 Progress: 92.4% Elapsed: 2 days, 23:36:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43698 Generator_loss: 2.00519
[INFO] 2021-02-03 12:37:22 > Step: 288700 Progress: 92.4% Elapsed: 2 days, 23:37:26 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39352 Generator_loss: 1.99383
[INFO] 2021-02-03 12:38:37 > Step: 288800 Progress: 92.4% Elapsed: 2 days, 23:38:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49419 Generator_loss: 2.12171
[INFO] 2021-02-03 12:39:50 > Step: 288900 Progress: 92.4% Elapsed: 2 days, 23:39:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35802 Generator_loss: 2.10126
[INFO] 2021-02-03 12:41:03 > Step: 289000 Progress: 92.5% Elapsed: 2 days, 23:41:07 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48909 Generator_loss: 2.09436
[INFO] 2021-02-03 12:42:16 > Step: 289100 Progress: 92.5% Elapsed: 2 days, 23:42:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45805 Generator_loss: 2.03957
[INFO] 2021-02-03 12:43:29 > Step: 289200 Progress: 92.5% Elapsed: 2 days, 23:43:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47012 Generator_loss: 2.01865
[INFO] 2021-02-03 12:44:44 > Step: 289300 Progress: 92.6% Elapsed: 2 days, 23:44:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44375 Generator_loss: 2.08363
[INFO] 2021-02-03 12:45:59 > Step: 289400 Progress: 92.6% Elapsed: 2 days, 23:46:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43291 Generator_loss: 1.99712
[INFO] 2021-02-03 12:47:16 > Step: 289500 Progress: 92.6% Elapsed: 2 days, 23:47:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.55331 Generator_loss: 2.07452
[INFO] 2021-02-03 12:48:33 > Step: 289600 Progress: 92.7% Elapsed: 2 days, 23:48:37 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40631 Generator_loss: 2.04213
[INFO] 2021-02-03 12:49:47 > Step: 289700 Progress: 92.7% Elapsed: 2 days, 23:49:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46686 Generator_loss: 2.17228
[INFO] 2021-02-03 12:51:01 > Step: 289800 Progress: 92.7% Elapsed: 2 days, 23:51:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37 Generator_loss: 2.04212
[INFO] 2021-02-03 12:52:14 > Step: 289900 Progress: 92.8% Elapsed: 2 days, 23:52:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52239 Generator_loss: 2.10311
[INFO] 2021-02-03 12:53:27 > Step: 290000 Progress: 92.8% Elapsed: 2 days, 23:53:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38558 Generator_loss: 1.96415
[INFO] 2021-02-03 12:53:27 > Start Evaluation (290000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 12:53:27 > Calculating FID Score....
[INFO] 2021-02-03 12:53:55 > Calculating Inception Score....
[INFO] 2021-02-03 12:54:12 > Calculate F_beta Score....
[INFO] 2021-02-03 12:55:10 > Calculate Accuracies....
[INFO] 2021-02-03 12:55:17 > Calculate Accuracies....
[INFO] 2021-02-03 12:55:18 > F_8 score (Step: 290000, Using test images): 0.9625374841345619
[INFO] 2021-02-03 12:55:18 > F_1/8 score (Step: 290000, Using test images): 0.9884093786857806
[INFO] 2021-02-03 12:55:18 > FID score (Step: 290000, Using test moments): 12.99444632628314
[INFO] 2021-02-03 12:55:18 > Inception score (Step: 290000, 10000 generated images): 8.697481155395508
[INFO] 2021-02-03 12:55:18 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 12:55:19 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 12:56:34 > Step: 290100 Progress: 92.8% Elapsed: 2 days, 23:56:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41743 Generator_loss: 2.0486
[INFO] 2021-02-03 12:57:47 > Step: 290200 Progress: 92.9% Elapsed: 2 days, 23:57:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46176 Generator_loss: 2.14555
[INFO] 2021-02-03 12:59:02 > Step: 290300 Progress: 92.9% Elapsed: 2 days, 23:59:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.55532 Generator_loss: 2.08321
[INFO] 2021-02-03 13:00:15 > Step: 290400 Progress: 92.9% Elapsed: 3 days, 0:00:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51726 Generator_loss: 2.02313
[INFO] 2021-02-03 13:01:28 > Step: 290500 Progress: 93.0% Elapsed: 3 days, 0:01:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42102 Generator_loss: 2.1713
[INFO] 2021-02-03 13:02:43 > Step: 290600 Progress: 93.0% Elapsed: 3 days, 0:02:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50564 Generator_loss: 2.05622
[INFO] 2021-02-03 13:03:58 > Step: 290700 Progress: 93.0% Elapsed: 3 days, 0:04:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35373 Generator_loss: 1.99973
[INFO] 2021-02-03 13:05:16 > Step: 290800 Progress: 93.1% Elapsed: 3 days, 0:05:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38779 Generator_loss: 1.95285
[INFO] 2021-02-03 13:06:32 > Step: 290900 Progress: 93.1% Elapsed: 3 days, 0:06:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57089 Generator_loss: 2.14853
[INFO] 2021-02-03 13:07:48 > Step: 291000 Progress: 93.1% Elapsed: 3 days, 0:07:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43894 Generator_loss: 2.03916
[INFO] 2021-02-03 13:09:02 > Step: 291100 Progress: 93.2% Elapsed: 3 days, 0:09:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4935 Generator_loss: 2.07383
[INFO] 2021-02-03 13:10:15 > Step: 291200 Progress: 93.2% Elapsed: 3 days, 0:10:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.491 Generator_loss: 2.05753
[INFO] 2021-02-03 13:11:29 > Step: 291300 Progress: 93.2% Elapsed: 3 days, 0:11:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54165 Generator_loss: 2.13918
[INFO] 2021-02-03 13:12:42 > Step: 291400 Progress: 93.2% Elapsed: 3 days, 0:12:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39514 Generator_loss: 2.19486
[INFO] 2021-02-03 13:13:55 > Step: 291500 Progress: 93.3% Elapsed: 3 days, 0:13:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38943 Generator_loss: 2.06805
[INFO] 2021-02-03 13:15:07 > Step: 291600 Progress: 93.3% Elapsed: 3 days, 0:15:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52882 Generator_loss: 2.06358
[INFO] 2021-02-03 13:16:20 > Step: 291700 Progress: 93.3% Elapsed: 3 days, 0:16:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45897 Generator_loss: 2.03298
[INFO] 2021-02-03 13:17:33 > Step: 291800 Progress: 93.4% Elapsed: 3 days, 0:17:37 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.56053 Generator_loss: 2.07143
[INFO] 2021-02-03 13:18:46 > Step: 291900 Progress: 93.4% Elapsed: 3 days, 0:18:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4519 Generator_loss: 2.08313
[INFO] 2021-02-03 13:19:58 > Step: 292000 Progress: 93.4% Elapsed: 3 days, 0:20:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46044 Generator_loss: 1.9952
[INFO] 2021-02-03 13:19:58 > Start Evaluation (292000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 13:19:58 > Calculating FID Score....
[INFO] 2021-02-03 13:20:26 > Calculating Inception Score....
[INFO] 2021-02-03 13:20:43 > Calculate F_beta Score....
[INFO] 2021-02-03 13:21:39 > Calculate Accuracies....
[INFO] 2021-02-03 13:21:46 > Calculate Accuracies....
[INFO] 2021-02-03 13:21:48 > F_8 score (Step: 292000, Using test images): 0.9721199668095433
[INFO] 2021-02-03 13:21:48 > F_1/8 score (Step: 292000, Using test images): 0.9859419467042102
[INFO] 2021-02-03 13:21:48 > FID score (Step: 292000, Using test moments): 12.901315275370848
[INFO] 2021-02-03 13:21:48 > Inception score (Step: 292000, 10000 generated images): 8.707361221313477
[INFO] 2021-02-03 13:21:48 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 13:21:48 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 13:23:01 > Step: 292100 Progress: 93.5% Elapsed: 3 days, 0:23:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45127 Generator_loss: 2.05716
[INFO] 2021-02-03 13:24:13 > Step: 292200 Progress: 93.5% Elapsed: 3 days, 0:24:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37081 Generator_loss: 2.10479
[INFO] 2021-02-03 13:25:25 > Step: 292300 Progress: 93.5% Elapsed: 3 days, 0:25:29 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40156 Generator_loss: 2.03004
[INFO] 2021-02-03 13:26:38 > Step: 292400 Progress: 93.6% Elapsed: 3 days, 0:26:42 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41022 Generator_loss: 2.10618
[INFO] 2021-02-03 13:27:51 > Step: 292500 Progress: 93.6% Elapsed: 3 days, 0:27:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41705 Generator_loss: 2.1043
[INFO] 2021-02-03 13:29:05 > Step: 292600 Progress: 93.6% Elapsed: 3 days, 0:29:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45419 Generator_loss: 2.06013
[INFO] 2021-02-03 13:30:18 > Step: 292700 Progress: 93.7% Elapsed: 3 days, 0:30:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42166 Generator_loss: 2.0426
[INFO] 2021-02-03 13:31:32 > Step: 292800 Progress: 93.7% Elapsed: 3 days, 0:31:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.32656 Generator_loss: 2.05377
[INFO] 2021-02-03 13:32:45 > Step: 292900 Progress: 93.7% Elapsed: 3 days, 0:32:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41186 Generator_loss: 2.08973
[INFO] 2021-02-03 13:33:57 > Step: 293000 Progress: 93.8% Elapsed: 3 days, 0:34:01 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39901 Generator_loss: 2.12101
[INFO] 2021-02-03 13:35:10 > Step: 293100 Progress: 93.8% Elapsed: 3 days, 0:35:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.56166 Generator_loss: 2.10179
[INFO] 2021-02-03 13:36:22 > Step: 293200 Progress: 93.8% Elapsed: 3 days, 0:36:26 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44681 Generator_loss: 2.09052
[INFO] 2021-02-03 13:37:35 > Step: 293300 Progress: 93.9% Elapsed: 3 days, 0:37:39 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45781 Generator_loss: 2.13666
[INFO] 2021-02-03 13:38:48 > Step: 293400 Progress: 93.9% Elapsed: 3 days, 0:38:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34312 Generator_loss: 1.98454
[INFO] 2021-02-03 13:40:02 > Step: 293500 Progress: 93.9% Elapsed: 3 days, 0:40:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41099 Generator_loss: 2.0547
[INFO] 2021-02-03 13:41:15 > Step: 293600 Progress: 94.0% Elapsed: 3 days, 0:41:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44543 Generator_loss: 2.04422
[INFO] 2021-02-03 13:42:29 > Step: 293700 Progress: 94.0% Elapsed: 3 days, 0:42:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34247 Generator_loss: 1.99625
[INFO] 2021-02-03 13:43:42 > Step: 293800 Progress: 94.0% Elapsed: 3 days, 0:43:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.30053 Generator_loss: 2.03283
[INFO] 2021-02-03 13:44:56 > Step: 293900 Progress: 94.0% Elapsed: 3 days, 0:45:00 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40995 Generator_loss: 2.07665
[INFO] 2021-02-03 13:46:10 > Step: 294000 Progress: 94.1% Elapsed: 3 days, 0:46:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42879 Generator_loss: 2.07195
[INFO] 2021-02-03 13:46:10 > Start Evaluation (294000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 13:46:10 > Calculating FID Score....
[INFO] 2021-02-03 13:46:38 > Calculating Inception Score....
[INFO] 2021-02-03 13:46:55 > Calculate F_beta Score....
[INFO] 2021-02-03 13:47:52 > Calculate Accuracies....
[INFO] 2021-02-03 13:47:59 > Calculate Accuracies....
[INFO] 2021-02-03 13:48:00 > F_8 score (Step: 294000, Using test images): 0.9666609360265646
[INFO] 2021-02-03 13:48:00 > F_1/8 score (Step: 294000, Using test images): 0.9850691413980704
[INFO] 2021-02-03 13:48:01 > FID score (Step: 294000, Using test moments): 12.989635232966634
[INFO] 2021-02-03 13:48:01 > Inception score (Step: 294000, 10000 generated images): 8.658143997192383
[INFO] 2021-02-03 13:48:01 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 13:48:01 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 13:49:14 > Step: 294100 Progress: 94.1% Elapsed: 3 days, 0:49:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4773 Generator_loss: 1.94942
[INFO] 2021-02-03 13:50:27 > Step: 294200 Progress: 94.1% Elapsed: 3 days, 0:50:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47952 Generator_loss: 2.11844
[INFO] 2021-02-03 13:51:40 > Step: 294300 Progress: 94.2% Elapsed: 3 days, 0:51:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42524 Generator_loss: 2.09465
[INFO] 2021-02-03 13:52:52 > Step: 294400 Progress: 94.2% Elapsed: 3 days, 0:52:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39566 Generator_loss: 2.00488
[INFO] 2021-02-03 13:54:05 > Step: 294500 Progress: 94.2% Elapsed: 3 days, 0:54:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48083 Generator_loss: 2.05187
[INFO] 2021-02-03 13:55:18 > Step: 294600 Progress: 94.3% Elapsed: 3 days, 0:55:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46555 Generator_loss: 2.1024
[INFO] 2021-02-03 13:56:31 > Step: 294700 Progress: 94.3% Elapsed: 3 days, 0:56:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.58728 Generator_loss: 2.00193
[INFO] 2021-02-03 13:57:43 > Step: 294800 Progress: 94.3% Elapsed: 3 days, 0:57:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42137 Generator_loss: 2.03737
[INFO] 2021-02-03 13:58:55 > Step: 294900 Progress: 94.4% Elapsed: 3 days, 0:58:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47985 Generator_loss: 2.12337
[INFO] 2021-02-03 14:00:07 > Step: 295000 Progress: 94.4% Elapsed: 3 days, 1:00:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49375 Generator_loss: 2.1411
[INFO] 2021-02-03 14:01:19 > Step: 295100 Progress: 94.4% Elapsed: 3 days, 1:01:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35159 Generator_loss: 2.14117
[INFO] 2021-02-03 14:02:31 > Step: 295200 Progress: 94.5% Elapsed: 3 days, 1:02:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44891 Generator_loss: 2.0537
[INFO] 2021-02-03 14:03:44 > Step: 295300 Progress: 94.5% Elapsed: 3 days, 1:03:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37707 Generator_loss: 2.13067
[INFO] 2021-02-03 14:05:01 > Step: 295400 Progress: 94.5% Elapsed: 3 days, 1:05:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34321 Generator_loss: 1.99562
[INFO] 2021-02-03 14:06:18 > Step: 295500 Progress: 94.6% Elapsed: 3 days, 1:06:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38268 Generator_loss: 2.0543
[INFO] 2021-02-03 14:07:36 > Step: 295600 Progress: 94.6% Elapsed: 3 days, 1:07:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43294 Generator_loss: 2.07567
[INFO] 2021-02-03 14:08:53 > Step: 295700 Progress: 94.6% Elapsed: 3 days, 1:08:57 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40894 Generator_loss: 2.07316
[INFO] 2021-02-03 14:10:04 > Step: 295800 Progress: 94.7% Elapsed: 3 days, 1:10:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41681 Generator_loss: 2.10273
[INFO] 2021-02-03 14:11:16 > Step: 295900 Progress: 94.7% Elapsed: 3 days, 1:11:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38843 Generator_loss: 2.09512
[INFO] 2021-02-03 14:12:29 > Step: 296000 Progress: 94.7% Elapsed: 3 days, 1:12:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48432 Generator_loss: 2.11601
[INFO] 2021-02-03 14:12:29 > Start Evaluation (296000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 14:12:29 > Calculating FID Score....
[INFO] 2021-02-03 14:12:57 > Calculating Inception Score....
[INFO] 2021-02-03 14:13:14 > Calculate F_beta Score....
[INFO] 2021-02-03 14:14:11 > Calculate Accuracies....
[INFO] 2021-02-03 14:14:18 > Calculate Accuracies....
[INFO] 2021-02-03 14:14:19 > F_8 score (Step: 296000, Using test images): 0.9681549740779455
[INFO] 2021-02-03 14:14:19 > F_1/8 score (Step: 296000, Using test images): 0.9849853336257561
[INFO] 2021-02-03 14:14:19 > FID score (Step: 296000, Using test moments): 13.154907543465072
[INFO] 2021-02-03 14:14:19 > Inception score (Step: 296000, 10000 generated images): 8.861743927001953
[INFO] 2021-02-03 14:14:19 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 14:14:20 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 14:15:31 > Step: 296100 Progress: 94.8% Elapsed: 3 days, 1:15:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46903 Generator_loss: 2.20251
[INFO] 2021-02-03 14:16:44 > Step: 296200 Progress: 94.8% Elapsed: 3 days, 1:16:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38044 Generator_loss: 2.09889
[INFO] 2021-02-03 14:17:57 > Step: 296300 Progress: 94.8% Elapsed: 3 days, 1:18:01 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5776 Generator_loss: 2.11935
[INFO] 2021-02-03 14:19:10 > Step: 296400 Progress: 94.8% Elapsed: 3 days, 1:19:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49533 Generator_loss: 2.17323
[INFO] 2021-02-03 14:20:25 > Step: 296500 Progress: 94.9% Elapsed: 3 days, 1:20:29 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36063 Generator_loss: 2.12154
[INFO] 2021-02-03 14:21:42 > Step: 296600 Progress: 94.9% Elapsed: 3 days, 1:21:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42218 Generator_loss: 2.04497
[INFO] 2021-02-03 14:22:59 > Step: 296700 Progress: 94.9% Elapsed: 3 days, 1:23:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.29893 Generator_loss: 2.10885
[INFO] 2021-02-03 14:24:15 > Step: 296800 Progress: 95.0% Elapsed: 3 days, 1:24:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5019 Generator_loss: 2.02957
[INFO] 2021-02-03 14:25:32 > Step: 296900 Progress: 95.0% Elapsed: 3 days, 1:25:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39357 Generator_loss: 2.06238
[INFO] 2021-02-03 14:26:47 > Step: 297000 Progress: 95.0% Elapsed: 3 days, 1:26:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44072 Generator_loss: 2.10511
[INFO] 2021-02-03 14:28:01 > Step: 297100 Progress: 95.1% Elapsed: 3 days, 1:28:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35075 Generator_loss: 2.08251
[INFO] 2021-02-03 14:29:18 > Step: 297200 Progress: 95.1% Elapsed: 3 days, 1:29:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45249 Generator_loss: 1.97101
[INFO] 2021-02-03 14:30:36 > Step: 297300 Progress: 95.1% Elapsed: 3 days, 1:30:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46798 Generator_loss: 2.09789
[INFO] 2021-02-03 14:31:51 > Step: 297400 Progress: 95.2% Elapsed: 3 days, 1:31:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47826 Generator_loss: 2.09589
[INFO] 2021-02-03 14:33:09 > Step: 297500 Progress: 95.2% Elapsed: 3 days, 1:33:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41623 Generator_loss: 2.03135
[INFO] 2021-02-03 14:34:25 > Step: 297600 Progress: 95.2% Elapsed: 3 days, 1:34:29 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41026 Generator_loss: 2.07474
[INFO] 2021-02-03 14:35:37 > Step: 297700 Progress: 95.3% Elapsed: 3 days, 1:35:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39876 Generator_loss: 2.16606
[INFO] 2021-02-03 14:36:51 > Step: 297800 Progress: 95.3% Elapsed: 3 days, 1:36:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.23324 Generator_loss: 2.03233
[INFO] 2021-02-03 14:38:04 > Step: 297900 Progress: 95.3% Elapsed: 3 days, 1:38:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37405 Generator_loss: 2.09465
[INFO] 2021-02-03 14:39:21 > Step: 298000 Progress: 95.4% Elapsed: 3 days, 1:39:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41589 Generator_loss: 2.09351
[INFO] 2021-02-03 14:39:21 > Start Evaluation (298000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 14:39:21 > Calculating FID Score....
[INFO] 2021-02-03 14:39:49 > Calculating Inception Score....
[INFO] 2021-02-03 14:40:06 > Calculate F_beta Score....
[INFO] 2021-02-03 14:41:03 > Calculate Accuracies....
[INFO] 2021-02-03 14:41:10 > Calculate Accuracies....
[INFO] 2021-02-03 14:41:12 > F_8 score (Step: 298000, Using test images): 0.963150323873288
[INFO] 2021-02-03 14:41:12 > F_1/8 score (Step: 298000, Using test images): 0.9851301127730067
[INFO] 2021-02-03 14:41:12 > FID score (Step: 298000, Using test moments): 13.105088534869424
[INFO] 2021-02-03 14:41:12 > Inception score (Step: 298000, 10000 generated images): 8.825632095336914
[INFO] 2021-02-03 14:41:12 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 14:41:12 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 14:42:27 > Step: 298100 Progress: 95.4% Elapsed: 3 days, 1:42:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.33428 Generator_loss: 1.93194
[INFO] 2021-02-03 14:43:40 > Step: 298200 Progress: 95.4% Elapsed: 3 days, 1:43:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54169 Generator_loss: 2.12876
[INFO] 2021-02-03 14:44:52 > Step: 298300 Progress: 95.5% Elapsed: 3 days, 1:44:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50139 Generator_loss: 2.13365
[INFO] 2021-02-03 14:46:06 > Step: 298400 Progress: 95.5% Elapsed: 3 days, 1:46:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34735 Generator_loss: 2.05847
[INFO] 2021-02-03 14:47:19 > Step: 298500 Progress: 95.5% Elapsed: 3 days, 1:47:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44323 Generator_loss: 2.06562
[INFO] 2021-02-03 14:48:34 > Step: 298600 Progress: 95.6% Elapsed: 3 days, 1:48:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44967 Generator_loss: 1.96158
[INFO] 2021-02-03 14:49:50 > Step: 298700 Progress: 95.6% Elapsed: 3 days, 1:49:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43047 Generator_loss: 2.11166
[INFO] 2021-02-03 14:51:03 > Step: 298800 Progress: 95.6% Elapsed: 3 days, 1:51:07 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37891 Generator_loss: 1.99811
[INFO] 2021-02-03 14:52:20 > Step: 298900 Progress: 95.6% Elapsed: 3 days, 1:52:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45953 Generator_loss: 2.09557
[INFO] 2021-02-03 14:53:32 > Step: 299000 Progress: 95.7% Elapsed: 3 days, 1:53:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41198 Generator_loss: 1.94791
[INFO] 2021-02-03 14:54:45 > Step: 299100 Progress: 95.7% Elapsed: 3 days, 1:54:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.60908 Generator_loss: 2.09861
[INFO] 2021-02-03 14:55:59 > Step: 299200 Progress: 95.7% Elapsed: 3 days, 1:56:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42722 Generator_loss: 2.02155
[INFO] 2021-02-03 14:57:16 > Step: 299300 Progress: 95.8% Elapsed: 3 days, 1:57:20 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38088 Generator_loss: 2.05493
[INFO] 2021-02-03 14:58:27 > Step: 299400 Progress: 95.8% Elapsed: 3 days, 1:58:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4496 Generator_loss: 2.12191
[INFO] 2021-02-03 14:59:44 > Step: 299500 Progress: 95.8% Elapsed: 3 days, 1:59:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41361 Generator_loss: 2.08582
[INFO] 2021-02-03 15:01:01 > Step: 299600 Progress: 95.9% Elapsed: 3 days, 2:01:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44749 Generator_loss: 2.17828
[INFO] 2021-02-03 15:02:13 > Step: 299700 Progress: 95.9% Elapsed: 3 days, 2:02:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.58046 Generator_loss: 2.0498
[INFO] 2021-02-03 15:03:26 > Step: 299800 Progress: 95.9% Elapsed: 3 days, 2:03:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40366 Generator_loss: 2.13988
[INFO] 2021-02-03 15:04:43 > Step: 299900 Progress: 96.0% Elapsed: 3 days, 2:04:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41334 Generator_loss: 2.19594
[INFO] 2021-02-03 15:06:00 > Step: 300000 Progress: 96.0% Elapsed: 3 days, 2:06:04 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38375 Generator_loss: 2.17752
[INFO] 2021-02-03 15:06:00 > Start Evaluation (300000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 15:06:01 > Calculating FID Score....
[INFO] 2021-02-03 15:06:28 > Calculating Inception Score....
[INFO] 2021-02-03 15:06:45 > Calculate F_beta Score....
[INFO] 2021-02-03 15:07:42 > Calculate Accuracies....
[INFO] 2021-02-03 15:07:49 > Calculate Accuracies....
[INFO] 2021-02-03 15:07:51 > F_8 score (Step: 300000, Using test images): 0.9659358397599697
[INFO] 2021-02-03 15:07:51 > F_1/8 score (Step: 300000, Using test images): 0.9855643657867509
[INFO] 2021-02-03 15:07:51 > FID score (Step: 300000, Using test moments): 13.226523779243962
[INFO] 2021-02-03 15:07:51 > Inception score (Step: 300000, 10000 generated images): 8.810707092285156
[INFO] 2021-02-03 15:07:51 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 15:07:51 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 15:09:06 > Step: 300100 Progress: 96.0% Elapsed: 3 days, 2:09:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45206 Generator_loss: 2.07359
[INFO] 2021-02-03 15:10:17 > Step: 300200 Progress: 96.1% Elapsed: 3 days, 2:10:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36694 Generator_loss: 2.16818
[INFO] 2021-02-03 15:11:31 > Step: 300300 Progress: 96.1% Elapsed: 3 days, 2:11:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53889 Generator_loss: 2.14141
[INFO] 2021-02-03 15:12:45 > Step: 300400 Progress: 96.1% Elapsed: 3 days, 2:12:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42399 Generator_loss: 2.08279
[INFO] 2021-02-03 15:13:59 > Step: 300500 Progress: 96.2% Elapsed: 3 days, 2:14:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44194 Generator_loss: 2.08045
[INFO] 2021-02-03 15:15:15 > Step: 300600 Progress: 96.2% Elapsed: 3 days, 2:15:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51447 Generator_loss: 2.01618
[INFO] 2021-02-03 15:16:32 > Step: 300700 Progress: 96.2% Elapsed: 3 days, 2:16:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42695 Generator_loss: 2.09542
[INFO] 2021-02-03 15:17:45 > Step: 300800 Progress: 96.3% Elapsed: 3 days, 2:17:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5269 Generator_loss: 1.98988
[INFO] 2021-02-03 15:18:59 > Step: 300900 Progress: 96.3% Elapsed: 3 days, 2:19:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43075 Generator_loss: 2.00786
[INFO] 2021-02-03 15:20:12 > Step: 301000 Progress: 96.3% Elapsed: 3 days, 2:20:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36725 Generator_loss: 2.07216
[INFO] 2021-02-03 15:21:23 > Step: 301100 Progress: 96.4% Elapsed: 3 days, 2:21:27 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4514 Generator_loss: 2.07676
[INFO] 2021-02-03 15:22:35 > Step: 301200 Progress: 96.4% Elapsed: 3 days, 2:22:39 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42354 Generator_loss: 2.19696
[INFO] 2021-02-03 15:23:46 > Step: 301300 Progress: 96.4% Elapsed: 3 days, 2:23:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50129 Generator_loss: 2.16474
[INFO] 2021-02-03 15:24:59 > Step: 301400 Progress: 96.4% Elapsed: 3 days, 2:25:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36444 Generator_loss: 2.13411
[INFO] 2021-02-03 15:26:14 > Step: 301500 Progress: 96.5% Elapsed: 3 days, 2:26:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44704 Generator_loss: 1.99048
[INFO] 2021-02-03 15:27:26 > Step: 301600 Progress: 96.5% Elapsed: 3 days, 2:27:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43652 Generator_loss: 2.06922
[INFO] 2021-02-03 15:28:39 > Step: 301700 Progress: 96.5% Elapsed: 3 days, 2:28:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45952 Generator_loss: 1.91495
[INFO] 2021-02-03 15:29:52 > Step: 301800 Progress: 96.6% Elapsed: 3 days, 2:29:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43358 Generator_loss: 2.08028
[INFO] 2021-02-03 15:31:05 > Step: 301900 Progress: 96.6% Elapsed: 3 days, 2:31:09 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46163 Generator_loss: 2.1614
[INFO] 2021-02-03 15:32:18 > Step: 302000 Progress: 96.6% Elapsed: 3 days, 2:32:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52403 Generator_loss: 2.08737
[INFO] 2021-02-03 15:32:18 > Start Evaluation (302000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 15:32:18 > Calculating FID Score....
[INFO] 2021-02-03 15:32:46 > Calculating Inception Score....
[INFO] 2021-02-03 15:33:03 > Calculate F_beta Score....
[INFO] 2021-02-03 15:34:00 > Calculate Accuracies....
[INFO] 2021-02-03 15:34:07 > Calculate Accuracies....
[INFO] 2021-02-03 15:34:08 > F_8 score (Step: 302000, Using test images): 0.9565981804975018
[INFO] 2021-02-03 15:34:08 > F_1/8 score (Step: 302000, Using test images): 0.9813008754934035
[INFO] 2021-02-03 15:34:08 > FID score (Step: 302000, Using test moments): 13.197388307892822
[INFO] 2021-02-03 15:34:08 > Inception score (Step: 302000, 10000 generated images): 8.878663063049316
[INFO] 2021-02-03 15:34:08 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 15:34:09 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 15:35:24 > Step: 302100 Progress: 96.7% Elapsed: 3 days, 2:35:28 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47658 Generator_loss: 2.02484
[INFO] 2021-02-03 15:36:40 > Step: 302200 Progress: 96.7% Elapsed: 3 days, 2:36:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49701 Generator_loss: 2.01483
[INFO] 2021-02-03 15:37:56 > Step: 302300 Progress: 96.7% Elapsed: 3 days, 2:38:00 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53567 Generator_loss: 2.11241
[INFO] 2021-02-03 15:39:10 > Step: 302400 Progress: 96.8% Elapsed: 3 days, 2:39:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43005 Generator_loss: 2.0532
[INFO] 2021-02-03 15:40:28 > Step: 302500 Progress: 96.8% Elapsed: 3 days, 2:40:32 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43268 Generator_loss: 2.15881
[INFO] 2021-02-03 15:41:45 > Step: 302600 Progress: 96.8% Elapsed: 3 days, 2:41:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51018 Generator_loss: 2.13778
[INFO] 2021-02-03 15:43:01 > Step: 302700 Progress: 96.9% Elapsed: 3 days, 2:43:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.444 Generator_loss: 2.231
[INFO] 2021-02-03 15:44:13 > Step: 302800 Progress: 96.9% Elapsed: 3 days, 2:44:17 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41153 Generator_loss: 2.11166
[INFO] 2021-02-03 15:45:26 > Step: 302900 Progress: 96.9% Elapsed: 3 days, 2:45:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43871 Generator_loss: 2.08236
[INFO] 2021-02-03 15:46:38 > Step: 303000 Progress: 97.0% Elapsed: 3 days, 2:46:42 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39007 Generator_loss: 1.97824
[INFO] 2021-02-03 15:47:52 > Step: 303100 Progress: 97.0% Elapsed: 3 days, 2:47:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41739 Generator_loss: 2.09253
[INFO] 2021-02-03 15:49:09 > Step: 303200 Progress: 97.0% Elapsed: 3 days, 2:49:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41368 Generator_loss: 2.10168
[INFO] 2021-02-03 15:50:26 > Step: 303300 Progress: 97.1% Elapsed: 3 days, 2:50:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52368 Generator_loss: 2.05675
[INFO] 2021-02-03 15:51:41 > Step: 303400 Progress: 97.1% Elapsed: 3 days, 2:51:45 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.36546 Generator_loss: 2.13146
[INFO] 2021-02-03 15:52:55 > Step: 303500 Progress: 97.1% Elapsed: 3 days, 2:52:59 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51455 Generator_loss: 2.19058
[INFO] 2021-02-03 15:54:07 > Step: 303600 Progress: 97.2% Elapsed: 3 days, 2:54:11 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41252 Generator_loss: 2.05151
[INFO] 2021-02-03 15:55:19 > Step: 303700 Progress: 97.2% Elapsed: 3 days, 2:55:23 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46544 Generator_loss: 2.04864
[INFO] 2021-02-03 15:56:30 > Step: 303800 Progress: 97.2% Elapsed: 3 days, 2:56:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40108 Generator_loss: 2.03253
[INFO] 2021-02-03 15:57:44 > Step: 303900 Progress: 97.2% Elapsed: 3 days, 2:57:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4027 Generator_loss: 2.04397
[INFO] 2021-02-03 15:58:57 > Step: 304000 Progress: 97.3% Elapsed: 3 days, 2:59:01 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43543 Generator_loss: 2.05074
[INFO] 2021-02-03 15:58:57 > Start Evaluation (304000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 15:58:57 > Calculating FID Score....
[INFO] 2021-02-03 15:59:25 > Calculating Inception Score....
[INFO] 2021-02-03 15:59:42 > Calculate F_beta Score....
[INFO] 2021-02-03 16:00:39 > Calculate Accuracies....
[INFO] 2021-02-03 16:00:46 > Calculate Accuracies....
[INFO] 2021-02-03 16:00:47 > F_8 score (Step: 304000, Using test images): 0.9638002481783706
[INFO] 2021-02-03 16:00:47 > F_1/8 score (Step: 304000, Using test images): 0.9832803874393757
[INFO] 2021-02-03 16:00:47 > FID score (Step: 304000, Using test moments): 13.168669542590294
[INFO] 2021-02-03 16:00:47 > Inception score (Step: 304000, 10000 generated images): 8.959281921386719
[INFO] 2021-02-03 16:00:47 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 16:00:48 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 16:02:01 > Step: 304100 Progress: 97.3% Elapsed: 3 days, 3:02:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47097 Generator_loss: 2.03278
[INFO] 2021-02-03 16:03:17 > Step: 304200 Progress: 97.3% Elapsed: 3 days, 3:03:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41187 Generator_loss: 2.00057
[INFO] 2021-02-03 16:04:34 > Step: 304300 Progress: 97.4% Elapsed: 3 days, 3:04:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45755 Generator_loss: 2.05434
[INFO] 2021-02-03 16:05:47 > Step: 304400 Progress: 97.4% Elapsed: 3 days, 3:05:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40375 Generator_loss: 2.06883
[INFO] 2021-02-03 16:07:01 > Step: 304500 Progress: 97.4% Elapsed: 3 days, 3:07:05 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.49041 Generator_loss: 2.15226
[INFO] 2021-02-03 16:08:14 > Step: 304600 Progress: 97.5% Elapsed: 3 days, 3:08:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38812 Generator_loss: 2.10191
[INFO] 2021-02-03 16:09:26 > Step: 304700 Progress: 97.5% Elapsed: 3 days, 3:09:30 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50229 Generator_loss: 2.18232
[INFO] 2021-02-03 16:10:40 > Step: 304800 Progress: 97.5% Elapsed: 3 days, 3:10:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35575 Generator_loss: 2.05907
[INFO] 2021-02-03 16:11:56 > Step: 304900 Progress: 97.6% Elapsed: 3 days, 3:12:00 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46424 Generator_loss: 2.05773
[INFO] 2021-02-03 16:13:14 > Step: 305000 Progress: 97.6% Elapsed: 3 days, 3:13:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43181 Generator_loss: 2.11256
[INFO] 2021-02-03 16:14:29 > Step: 305100 Progress: 97.6% Elapsed: 3 days, 3:14:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43928 Generator_loss: 1.99223
[INFO] 2021-02-03 16:15:46 > Step: 305200 Progress: 97.7% Elapsed: 3 days, 3:15:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4951 Generator_loss: 2.11374
[INFO] 2021-02-03 16:17:00 > Step: 305300 Progress: 97.7% Elapsed: 3 days, 3:17:04 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52546 Generator_loss: 2.08664
[INFO] 2021-02-03 16:18:14 > Step: 305400 Progress: 97.7% Elapsed: 3 days, 3:18:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37874 Generator_loss: 2.04728
[INFO] 2021-02-03 16:19:27 > Step: 305500 Progress: 97.8% Elapsed: 3 days, 3:19:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51634 Generator_loss: 1.90453
[INFO] 2021-02-03 16:20:39 > Step: 305600 Progress: 97.8% Elapsed: 3 days, 3:20:43 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45501 Generator_loss: 2.03602
[INFO] 2021-02-03 16:21:52 > Step: 305700 Progress: 97.8% Elapsed: 3 days, 3:21:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46028 Generator_loss: 2.12161
[INFO] 2021-02-03 16:23:09 > Step: 305800 Progress: 97.9% Elapsed: 3 days, 3:23:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.59715 Generator_loss: 2.04497
[INFO] 2021-02-03 16:24:27 > Step: 305900 Progress: 97.9% Elapsed: 3 days, 3:24:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43112 Generator_loss: 2.04424
[INFO] 2021-02-03 16:25:45 > Step: 306000 Progress: 97.9% Elapsed: 3 days, 3:25:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37198 Generator_loss: 2.13682
[INFO] 2021-02-03 16:25:45 > Start Evaluation (306000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 16:25:45 > Calculating FID Score....
[INFO] 2021-02-03 16:26:13 > Calculating Inception Score....
[INFO] 2021-02-03 16:26:30 > Calculate F_beta Score....
[INFO] 2021-02-03 16:27:28 > Calculate Accuracies....
[INFO] 2021-02-03 16:27:35 > Calculate Accuracies....
[INFO] 2021-02-03 16:27:37 > F_8 score (Step: 306000, Using test images): 0.9615882513011352
[INFO] 2021-02-03 16:27:37 > F_1/8 score (Step: 306000, Using test images): 0.9842904514285566
[INFO] 2021-02-03 16:27:37 > FID score (Step: 306000, Using test moments): 13.093383909995282
[INFO] 2021-02-03 16:27:37 > Inception score (Step: 306000, 10000 generated images): 8.900304794311523
[INFO] 2021-02-03 16:27:37 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 16:27:37 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 16:28:49 > Step: 306100 Progress: 98.0% Elapsed: 3 days, 3:28:53 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50707 Generator_loss: 2.09663
[INFO] 2021-02-03 16:30:04 > Step: 306200 Progress: 98.0% Elapsed: 3 days, 3:30:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39876 Generator_loss: 2.06507
[INFO] 2021-02-03 16:31:17 > Step: 306300 Progress: 98.0% Elapsed: 3 days, 3:31:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46011 Generator_loss: 2.04867
[INFO] 2021-02-03 16:32:31 > Step: 306400 Progress: 98.0% Elapsed: 3 days, 3:32:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.33661 Generator_loss: 2.05868
[INFO] 2021-02-03 16:33:48 > Step: 306500 Progress: 98.1% Elapsed: 3 days, 3:33:52 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44713 Generator_loss: 2.07303
[INFO] 2021-02-03 16:35:12 > Step: 306600 Progress: 98.1% Elapsed: 3 days, 3:35:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47024 Generator_loss: 2.00321
[INFO] 2021-02-03 16:36:29 > Step: 306700 Progress: 98.1% Elapsed: 3 days, 3:36:33 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51395 Generator_loss: 2.10451
[INFO] 2021-02-03 16:37:46 > Step: 306800 Progress: 98.2% Elapsed: 3 days, 3:37:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.58294 Generator_loss: 2.07352
[INFO] 2021-02-03 16:38:57 > Step: 306900 Progress: 98.2% Elapsed: 3 days, 3:39:01 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.51343 Generator_loss: 1.98347
[INFO] 2021-02-03 16:40:10 > Step: 307000 Progress: 98.2% Elapsed: 3 days, 3:40:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.32096 Generator_loss: 2.09454
[INFO] 2021-02-03 16:41:23 > Step: 307100 Progress: 98.3% Elapsed: 3 days, 3:41:27 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45396 Generator_loss: 2.12439
[INFO] 2021-02-03 16:42:34 > Step: 307200 Progress: 98.3% Elapsed: 3 days, 3:42:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46135 Generator_loss: 2.18961
[INFO] 2021-02-03 16:43:47 > Step: 307300 Progress: 98.3% Elapsed: 3 days, 3:43:51 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46269 Generator_loss: 2.16969
[INFO] 2021-02-03 16:44:59 > Step: 307400 Progress: 98.4% Elapsed: 3 days, 3:45:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37203 Generator_loss: 2.15097
[INFO] 2021-02-03 16:46:12 > Step: 307500 Progress: 98.4% Elapsed: 3 days, 3:46:16 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.57313 Generator_loss: 1.89877
[INFO] 2021-02-03 16:47:25 > Step: 307600 Progress: 98.4% Elapsed: 3 days, 3:47:29 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45699 Generator_loss: 2.14519
[INFO] 2021-02-03 16:48:38 > Step: 307700 Progress: 98.5% Elapsed: 3 days, 3:48:42 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48943 Generator_loss: 2.05357
[INFO] 2021-02-03 16:49:50 > Step: 307800 Progress: 98.5% Elapsed: 3 days, 3:49:54 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5111 Generator_loss: 1.99839
[INFO] 2021-02-03 16:51:02 > Step: 307900 Progress: 98.5% Elapsed: 3 days, 3:51:06 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.62849 Generator_loss: 2.10636
[INFO] 2021-02-03 16:52:14 > Step: 308000 Progress: 98.6% Elapsed: 3 days, 3:52:18 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39221 Generator_loss: 2.01993
[INFO] 2021-02-03 16:52:14 > Start Evaluation (308000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 16:52:14 > Calculating FID Score....
[INFO] 2021-02-03 16:52:42 > Calculating Inception Score....
[INFO] 2021-02-03 16:52:59 > Calculate F_beta Score....
[INFO] 2021-02-03 16:53:57 > Calculate Accuracies....
[INFO] 2021-02-03 16:54:03 > Calculate Accuracies....
[INFO] 2021-02-03 16:54:05 > F_8 score (Step: 308000, Using test images): 0.9652336030037524
[INFO] 2021-02-03 16:54:05 > F_1/8 score (Step: 308000, Using test images): 0.9854555234431828
[INFO] 2021-02-03 16:54:05 > FID score (Step: 308000, Using test moments): 12.966215085573367
[INFO] 2021-02-03 16:54:05 > Inception score (Step: 308000, 10000 generated images): 8.862441062927246
[INFO] 2021-02-03 16:54:05 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 16:54:05 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 16:55:18 > Step: 308100 Progress: 98.6% Elapsed: 3 days, 3:55:22 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41391 Generator_loss: 2.09552
[INFO] 2021-02-03 16:56:31 > Step: 308200 Progress: 98.6% Elapsed: 3 days, 3:56:35 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40694 Generator_loss: 2.06744
[INFO] 2021-02-03 16:57:43 > Step: 308300 Progress: 98.7% Elapsed: 3 days, 3:57:47 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41638 Generator_loss: 2.06722
[INFO] 2021-02-03 16:58:56 > Step: 308400 Progress: 98.7% Elapsed: 3 days, 3:59:00 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40542 Generator_loss: 2.05327
[INFO] 2021-02-03 17:00:09 > Step: 308500 Progress: 98.7% Elapsed: 3 days, 4:00:13 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43286 Generator_loss: 2.10505
[INFO] 2021-02-03 17:01:21 > Step: 308600 Progress: 98.8% Elapsed: 3 days, 4:01:25 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46461 Generator_loss: 2.07369
[INFO] 2021-02-03 17:02:34 > Step: 308700 Progress: 98.8% Elapsed: 3 days, 4:02:38 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40544 Generator_loss: 2.11183
[INFO] 2021-02-03 17:03:46 > Step: 308800 Progress: 98.8% Elapsed: 3 days, 4:03:50 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41297 Generator_loss: 2.05737
[INFO] 2021-02-03 17:04:59 > Step: 308900 Progress: 98.8% Elapsed: 3 days, 4:05:03 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39927 Generator_loss: 2.14765
[INFO] 2021-02-03 17:06:11 > Step: 309000 Progress: 98.9% Elapsed: 3 days, 4:06:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41095 Generator_loss: 2.01849
[INFO] 2021-02-03 17:07:22 > Step: 309100 Progress: 98.9% Elapsed: 3 days, 4:07:26 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.44196 Generator_loss: 2.1171
[INFO] 2021-02-03 17:08:36 > Step: 309200 Progress: 98.9% Elapsed: 3 days, 4:08:40 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35703 Generator_loss: 1.92305
[INFO] 2021-02-03 17:09:49 > Step: 309300 Progress: 99.0% Elapsed: 3 days, 4:09:53 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4061 Generator_loss: 2.02654
[INFO] 2021-02-03 17:11:06 > Step: 309400 Progress: 99.0% Elapsed: 3 days, 4:11:10 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42686 Generator_loss: 2.07076
[INFO] 2021-02-03 17:12:20 > Step: 309500 Progress: 99.0% Elapsed: 3 days, 4:12:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.35885 Generator_loss: 2.10127
[INFO] 2021-02-03 17:13:32 > Step: 309600 Progress: 99.1% Elapsed: 3 days, 4:13:36 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.39529 Generator_loss: 2.14955
[INFO] 2021-02-03 17:14:44 > Step: 309700 Progress: 99.1% Elapsed: 3 days, 4:14:48 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42496 Generator_loss: 2.01953
[INFO] 2021-02-03 17:15:58 > Step: 309800 Progress: 99.1% Elapsed: 3 days, 4:16:02 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.45929 Generator_loss: 2.1424
[INFO] 2021-02-03 17:17:11 > Step: 309900 Progress: 99.2% Elapsed: 3 days, 4:17:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37829 Generator_loss: 2.08071
[INFO] 2021-02-03 17:18:24 > Step: 310000 Progress: 99.2% Elapsed: 3 days, 4:18:28 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.34329 Generator_loss: 2.07411
[INFO] 2021-02-03 17:18:24 > Start Evaluation (310000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 17:18:24 > Calculating FID Score....
[INFO] 2021-02-03 17:18:52 > Calculating Inception Score....
[INFO] 2021-02-03 17:19:09 > Calculate F_beta Score....
[INFO] 2021-02-03 17:20:05 > Calculate Accuracies....
[INFO] 2021-02-03 17:20:12 > Calculate Accuracies....
[INFO] 2021-02-03 17:20:14 > F_8 score (Step: 310000, Using test images): 0.9646272089759402
[INFO] 2021-02-03 17:20:14 > F_1/8 score (Step: 310000, Using test images): 0.9850120529160429
[INFO] 2021-02-03 17:20:14 > FID score (Step: 310000, Using test moments): 13.14447980177016
[INFO] 2021-02-03 17:20:14 > Inception score (Step: 310000, 10000 generated images): 8.893074035644531
[INFO] 2021-02-03 17:20:14 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 17:20:14 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 17:21:27 > Step: 310100 Progress: 99.2% Elapsed: 3 days, 4:21:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48145 Generator_loss: 2.10054
[INFO] 2021-02-03 17:22:40 > Step: 310200 Progress: 99.3% Elapsed: 3 days, 4:22:44 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38221 Generator_loss: 2.06282
[INFO] 2021-02-03 17:23:54 > Step: 310300 Progress: 99.3% Elapsed: 3 days, 4:23:58 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41122 Generator_loss: 2.07499
[INFO] 2021-02-03 17:25:11 > Step: 310400 Progress: 99.3% Elapsed: 3 days, 4:25:15 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.53842 Generator_loss: 2.01395
[INFO] 2021-02-03 17:26:24 > Step: 310500 Progress: 99.4% Elapsed: 3 days, 4:26:28 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.32809 Generator_loss: 2.0335
[INFO] 2021-02-03 17:27:38 > Step: 310600 Progress: 99.4% Elapsed: 3 days, 4:27:42 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.37126 Generator_loss: 2.0375
[INFO] 2021-02-03 17:28:51 > Step: 310700 Progress: 99.4% Elapsed: 3 days, 4:28:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43927 Generator_loss: 2.12349
[INFO] 2021-02-03 17:30:03 > Step: 310800 Progress: 99.5% Elapsed: 3 days, 4:30:07 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42524 Generator_loss: 2.09983
[INFO] 2021-02-03 17:31:15 > Step: 310900 Progress: 99.5% Elapsed: 3 days, 4:31:19 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.38237 Generator_loss: 2.17896
[INFO] 2021-02-03 17:32:27 > Step: 311000 Progress: 99.5% Elapsed: 3 days, 4:32:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.4437 Generator_loss: 2.21492
[INFO] 2021-02-03 17:33:38 > Step: 311100 Progress: 99.6% Elapsed: 3 days, 4:33:42 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.54135 Generator_loss: 2.10508
[INFO] 2021-02-03 17:34:51 > Step: 311200 Progress: 99.6% Elapsed: 3 days, 4:34:55 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42398 Generator_loss: 2.15984
[INFO] 2021-02-03 17:36:04 > Step: 311300 Progress: 99.6% Elapsed: 3 days, 4:36:08 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46948 Generator_loss: 1.9668
[INFO] 2021-02-03 17:37:17 > Step: 311400 Progress: 99.6% Elapsed: 3 days, 4:37:21 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.43631 Generator_loss: 2.07819
[INFO] 2021-02-03 17:38:30 > Step: 311500 Progress: 99.7% Elapsed: 3 days, 4:38:34 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.47524 Generator_loss: 2.07102
[INFO] 2021-02-03 17:39:42 > Step: 311600 Progress: 99.7% Elapsed: 3 days, 4:39:46 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.48894 Generator_loss: 2.10389
[INFO] 2021-02-03 17:40:56 > Step: 311700 Progress: 99.7% Elapsed: 3 days, 4:41:00 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.42371 Generator_loss: 2.16177
[INFO] 2021-02-03 17:42:08 > Step: 311800 Progress: 99.8% Elapsed: 3 days, 4:42:12 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.5122 Generator_loss: 2.06343
[INFO] 2021-02-03 17:43:20 > Step: 311900 Progress: 99.8% Elapsed: 3 days, 4:43:24 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.392 Generator_loss: 2.05687
[INFO] 2021-02-03 17:44:33 > Step: 312000 Progress: 99.8% Elapsed: 3 days, 4:44:37 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.46654 Generator_loss: 2.08936
[INFO] 2021-02-03 17:44:33 > Start Evaluation (312000 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 17:44:33 > Calculating FID Score....
[INFO] 2021-02-03 17:45:01 > Calculating Inception Score....
[INFO] 2021-02-03 17:45:18 > Calculate F_beta Score....
[INFO] 2021-02-03 17:46:15 > Calculate Accuracies....
[INFO] 2021-02-03 17:46:22 > Calculate Accuracies....
[INFO] 2021-02-03 17:46:23 > F_8 score (Step: 312000, Using test images): 0.9622238862577955
[INFO] 2021-02-03 17:46:23 > F_1/8 score (Step: 312000, Using test images): 0.9863226264236848
[INFO] 2021-02-03 17:46:23 > FID score (Step: 312000, Using test moments): 12.981388558844117
[INFO] 2021-02-03 17:46:23 > Inception score (Step: 312000, 10000 generated images): 8.84988021850586
[INFO] 2021-02-03 17:46:23 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 17:46:24 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 17:47:37 > Step: 312100 Progress: 99.9% Elapsed: 3 days, 4:47:41 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.52492 Generator_loss: 2.0642
[INFO] 2021-02-03 17:48:52 > Step: 312200 Progress: 99.9% Elapsed: 3 days, 4:48:56 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.50568 Generator_loss: 2.11725
[INFO] 2021-02-03 17:50:10 > Step: 312300 Progress: 99.9% Elapsed: 3 days, 4:50:14 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41955 Generator_loss: 2.06407
[INFO] 2021-02-03 17:51:27 > Step: 312400 Progress: 100.0% Elapsed: 3 days, 4:51:31 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.40726 Generator_loss: 2.12119
[INFO] 2021-02-03 17:52:45 > Step: 312500 Progress: 100.0% Elapsed: 3 days, 4:52:49 temperature: 1.0 ada_p: 1.0 Discriminator_loss: 2.41326 Generator_loss: 2.10786
[INFO] 2021-02-03 17:52:45 > Start Evaluation (312500 Step): ADAGAN(C)-train-2021_01_31_12_59_47
[INFO] 2021-02-03 17:52:45 > Calculating FID Score....
[INFO] 2021-02-03 17:53:13 > Calculating Inception Score....
[INFO] 2021-02-03 17:53:30 > Calculate F_beta Score....
[INFO] 2021-02-03 17:54:28 > Calculate Accuracies....
[INFO] 2021-02-03 17:54:35 > Calculate Accuracies....
[INFO] 2021-02-03 17:54:37 > F_8 score (Step: 312500, Using test images): 0.9640521121766464
[INFO] 2021-02-03 17:54:37 > F_1/8 score (Step: 312500, Using test images): 0.9844439748464296
[INFO] 2021-02-03 17:54:37 > FID score (Step: 312500, Using test moments): 13.171890238932804
[INFO] 2021-02-03 17:54:37 > Inception score (Step: 312500, 10000 generated images): 9.05337905883789
[INFO] 2021-02-03 17:54:37 > Best FID score (Step: 148000, Using test moments): 10.829950852925776
[INFO] 2021-02-03 17:54:37 > Save model to checkpoints/ADAGAN(C)-train-2021_01_31_12_59_47