Path: blob/master/logs/CIFAR10/DiffAugGAN(P)-train-2020_09_18_14_33_57.log
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[INFO] 2020-09-18 14:33:57 > Run name : DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 14:33:57 > {'config_path': './configs/CIFAR10/DiffAugGAN(P).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': 82624, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-09-18 14:33:57 > {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'projGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 2, 'attention_after_nth_dis_block': 1, 'z_dim': 80, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 5, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': True, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 1000}}
[INFO] 2020-09-18 14:33:57 > Loading train datasets...
[INFO] 2020-09-18 14:33:57 > Train dataset size : 50000
[INFO] 2020-09-18 14:33:57 > Loading test datasets...
[INFO] 2020-09-18 14:33:58 > Eval dataset size : 10000
[INFO] 2020-09-18 14:33:58 > Building model...
[INFO] 2020-09-18 14:33:58 > Modules are located on models.big_resnet
[INFO] 2020-09-18 14:34:01 > Number of parameters: 9416196
[INFO] 2020-09-18 14:34:01 > 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] 2020-09-18 14:34:01 > Number of parameters: 2415170
[INFO] 2020-09-18 14:34:01 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=192, out_features=1, bias=True)
(embedding): Embedding(10, 192)
)
[INFO] 2020-09-18 14:34:05 > Start training....
[INFO] 2020-09-18 14:34:52 > Step: 100 Progress: 0.1% Elapsed: 0:00:46 temperature: no ada_p: No Discriminator_loss: 0.925416 Generator_loss: 1.02511
[INFO] 2020-09-18 14:35:38 > Step: 200 Progress: 0.1% Elapsed: 0:01:32 temperature: no ada_p: No Discriminator_loss: 1.40607 Generator_loss: 0.812064
[INFO] 2020-09-18 14:36:24 > Step: 300 Progress: 0.1% Elapsed: 0:02:18 temperature: no ada_p: No Discriminator_loss: 1.37487 Generator_loss: 0.932308
[INFO] 2020-09-18 14:37:10 > Step: 400 Progress: 0.2% Elapsed: 0:03:04 temperature: no ada_p: No Discriminator_loss: 1.58999 Generator_loss: -0.358188
[INFO] 2020-09-18 14:37:57 > Step: 500 Progress: 0.2% Elapsed: 0:03:51 temperature: no ada_p: No Discriminator_loss: 1.23727 Generator_loss: 0.655266
[INFO] 2020-09-18 14:38:43 > Step: 600 Progress: 0.3% Elapsed: 0:04:37 temperature: no ada_p: No Discriminator_loss: 1.1531 Generator_loss: 0.0718991
[INFO] 2020-09-18 14:39:31 > Step: 700 Progress: 0.4% Elapsed: 0:05:25 temperature: no ada_p: No Discriminator_loss: 1.33297 Generator_loss: 0.393768
[INFO] 2020-09-18 14:40:19 > Step: 800 Progress: 0.4% Elapsed: 0:06:13 temperature: no ada_p: No Discriminator_loss: 1.17164 Generator_loss: 0.468021
[INFO] 2020-09-18 14:41:07 > Step: 900 Progress: 0.4% Elapsed: 0:07:02 temperature: no ada_p: No Discriminator_loss: 1.55751 Generator_loss: -0.518032
[INFO] 2020-09-18 14:41:56 > Step: 1000 Progress: 0.5% Elapsed: 0:07:50 temperature: no ada_p: No Discriminator_loss: 1.91586 Generator_loss: -0.21944
[INFO] 2020-09-18 14:42:44 > Step: 1100 Progress: 0.5% Elapsed: 0:08:38 temperature: no ada_p: No Discriminator_loss: 1.15778 Generator_loss: 0.0100985
[INFO] 2020-09-18 14:43:33 > Step: 1200 Progress: 0.6% Elapsed: 0:09:27 temperature: no ada_p: No Discriminator_loss: 1.41442 Generator_loss: 1.42297
[INFO] 2020-09-18 14:44:21 > Step: 1300 Progress: 0.7% Elapsed: 0:10:16 temperature: no ada_p: No Discriminator_loss: 1.17891 Generator_loss: 1.1762
[INFO] 2020-09-18 14:45:10 > Step: 1400 Progress: 0.7% Elapsed: 0:11:04 temperature: no ada_p: No Discriminator_loss: 1.21063 Generator_loss: 0.522687
[INFO] 2020-09-18 14:45:58 > Step: 1500 Progress: 0.8% Elapsed: 0:11:52 temperature: no ada_p: No Discriminator_loss: 1.36218 Generator_loss: 0.518777
[INFO] 2020-09-18 14:46:45 > Step: 1600 Progress: 0.8% Elapsed: 0:12:40 temperature: no ada_p: No Discriminator_loss: 1.31278 Generator_loss: 0.525437
[INFO] 2020-09-18 14:47:33 > Step: 1700 Progress: 0.9% Elapsed: 0:13:27 temperature: no ada_p: No Discriminator_loss: 1.37581 Generator_loss: 0.777518
[INFO] 2020-09-18 14:48:21 > Step: 1800 Progress: 0.9% Elapsed: 0:14:15 temperature: no ada_p: No Discriminator_loss: 1.46052 Generator_loss: 0.67034
[INFO] 2020-09-18 14:49:09 > Step: 1900 Progress: 0.9% Elapsed: 0:15:03 temperature: no ada_p: No Discriminator_loss: 1.17591 Generator_loss: -0.0906795
[INFO] 2020-09-18 14:49:56 > Step: 2000 Progress: 1.0% Elapsed: 0:15:50 temperature: no ada_p: No Discriminator_loss: 1.14243 Generator_loss: 0.689559
[INFO] 2020-09-18 14:49:56 > Start Evaluation (2000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 14:51:50 > F_8 score (Step: 2000, Using test images): 0.7673620488290138
[INFO] 2020-09-18 14:51:50 > F_1/8 score (Step: 2000, Using test images): 0.8516142303208889
[INFO] 2020-09-18 14:51:50 > FID score (Step: 2000, Using test moments): 51.577752250856804
[INFO] 2020-09-18 14:51:50 > Inception score (Step: 2000, 10000 generated images): 5.638471603393555
[INFO] 2020-09-18 14:51:50 > Best FID score (Step: 2000, Using test moments): 51.577752250856804
[INFO] 2020-09-18 14:51:51 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 14:52:39 > Step: 2100 Progress: 1.1% Elapsed: 0:18:33 temperature: no ada_p: No Discriminator_loss: 1.32895 Generator_loss: 1.51518
[INFO] 2020-09-18 14:53:28 > Step: 2200 Progress: 1.1% Elapsed: 0:19:22 temperature: no ada_p: No Discriminator_loss: 1.58124 Generator_loss: 1.15407
[INFO] 2020-09-18 14:54:15 > Step: 2300 Progress: 1.1% Elapsed: 0:20:09 temperature: no ada_p: No Discriminator_loss: 1.10633 Generator_loss: -0.308841
[INFO] 2020-09-18 14:55:03 > Step: 2400 Progress: 1.2% Elapsed: 0:20:57 temperature: no ada_p: No Discriminator_loss: 1.53114 Generator_loss: 0.986823
[INFO] 2020-09-18 14:55:51 > Step: 2500 Progress: 1.2% Elapsed: 0:21:46 temperature: no ada_p: No Discriminator_loss: 1.04022 Generator_loss: 0.227905
[INFO] 2020-09-18 14:56:39 > Step: 2600 Progress: 1.3% Elapsed: 0:22:33 temperature: no ada_p: No Discriminator_loss: 1.19909 Generator_loss: 0.686036
[INFO] 2020-09-18 14:57:27 > Step: 2700 Progress: 1.4% Elapsed: 0:23:21 temperature: no ada_p: No Discriminator_loss: 1.3527 Generator_loss: 0.622225
[INFO] 2020-09-18 14:58:14 > Step: 2800 Progress: 1.4% Elapsed: 0:24:08 temperature: no ada_p: No Discriminator_loss: 1.0315 Generator_loss: 0.484683
[INFO] 2020-09-18 14:59:02 > Step: 2900 Progress: 1.5% Elapsed: 0:24:56 temperature: no ada_p: No Discriminator_loss: 1.42324 Generator_loss: 0.727735
[INFO] 2020-09-18 14:59:50 > Step: 3000 Progress: 1.5% Elapsed: 0:25:44 temperature: no ada_p: No Discriminator_loss: 1.10212 Generator_loss: 0.905962
[INFO] 2020-09-18 15:00:37 > Step: 3100 Progress: 1.6% Elapsed: 0:26:31 temperature: no ada_p: No Discriminator_loss: 1.24542 Generator_loss: 0.673553
[INFO] 2020-09-18 15:01:25 > Step: 3200 Progress: 1.6% Elapsed: 0:27:19 temperature: no ada_p: No Discriminator_loss: 1.20028 Generator_loss: 1.36228
[INFO] 2020-09-18 15:02:14 > Step: 3300 Progress: 1.7% Elapsed: 0:28:08 temperature: no ada_p: No Discriminator_loss: 1.25146 Generator_loss: 0.388619
[INFO] 2020-09-18 15:03:01 > Step: 3400 Progress: 1.7% Elapsed: 0:28:56 temperature: no ada_p: No Discriminator_loss: 1.13552 Generator_loss: 0.479435
[INFO] 2020-09-18 15:03:50 > Step: 3500 Progress: 1.8% Elapsed: 0:29:44 temperature: no ada_p: No Discriminator_loss: 1.24194 Generator_loss: 0.769554
[INFO] 2020-09-18 15:04:39 > Step: 3600 Progress: 1.8% Elapsed: 0:30:33 temperature: no ada_p: No Discriminator_loss: 1.10905 Generator_loss: -0.166158
[INFO] 2020-09-18 15:05:27 > Step: 3700 Progress: 1.8% Elapsed: 0:31:21 temperature: no ada_p: No Discriminator_loss: 1.15225 Generator_loss: 0.556198
[INFO] 2020-09-18 15:06:15 > Step: 3800 Progress: 1.9% Elapsed: 0:32:09 temperature: no ada_p: No Discriminator_loss: 1.26815 Generator_loss: 0.423037
[INFO] 2020-09-18 15:07:02 > Step: 3900 Progress: 1.9% Elapsed: 0:32:56 temperature: no ada_p: No Discriminator_loss: 1.15013 Generator_loss: 0.542201
[INFO] 2020-09-18 15:07:51 > Step: 4000 Progress: 2.0% Elapsed: 0:33:45 temperature: no ada_p: No Discriminator_loss: 1.09492 Generator_loss: 0.251687
[INFO] 2020-09-18 15:07:51 > Start Evaluation (4000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:09:43 > F_8 score (Step: 4000, Using test images): 0.8375275348555343
[INFO] 2020-09-18 15:09:43 > F_1/8 score (Step: 4000, Using test images): 0.8694238288067588
[INFO] 2020-09-18 15:09:43 > FID score (Step: 4000, Using test moments): 44.92731135879433
[INFO] 2020-09-18 15:09:43 > Inception score (Step: 4000, 10000 generated images): 6.652228832244873
[INFO] 2020-09-18 15:09:43 > Best FID score (Step: 4000, Using test moments): 44.92731135879433
[INFO] 2020-09-18 15:09:43 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:10:31 > Step: 4100 Progress: 2.1% Elapsed: 0:36:25 temperature: no ada_p: No Discriminator_loss: 1.32957 Generator_loss: 1.29
[INFO] 2020-09-18 15:11:18 > Step: 4200 Progress: 2.1% Elapsed: 0:37:13 temperature: no ada_p: No Discriminator_loss: 1.10059 Generator_loss: 0.277309
[INFO] 2020-09-18 15:12:07 > Step: 4300 Progress: 2.1% Elapsed: 0:38:01 temperature: no ada_p: No Discriminator_loss: 0.96175 Generator_loss: 1.12201
[INFO] 2020-09-18 15:12:56 > Step: 4400 Progress: 2.2% Elapsed: 0:38:50 temperature: no ada_p: No Discriminator_loss: 1.25921 Generator_loss: 0.125517
[INFO] 2020-09-18 15:13:44 > Step: 4500 Progress: 2.2% Elapsed: 0:39:38 temperature: no ada_p: No Discriminator_loss: 1.31797 Generator_loss: 1.34947
[INFO] 2020-09-18 15:14:32 > Step: 4600 Progress: 2.3% Elapsed: 0:40:26 temperature: no ada_p: No Discriminator_loss: 1.18415 Generator_loss: 0.426202
[INFO] 2020-09-18 15:15:20 > Step: 4700 Progress: 2.4% Elapsed: 0:41:15 temperature: no ada_p: No Discriminator_loss: 1.13878 Generator_loss: 0.984468
[INFO] 2020-09-18 15:16:09 > Step: 4800 Progress: 2.4% Elapsed: 0:42:03 temperature: no ada_p: No Discriminator_loss: 1.1949 Generator_loss: 0.913912
[INFO] 2020-09-18 15:16:58 > Step: 4900 Progress: 2.5% Elapsed: 0:42:53 temperature: no ada_p: No Discriminator_loss: 1.2071 Generator_loss: 0.925876
[INFO] 2020-09-18 15:17:46 > Step: 5000 Progress: 2.5% Elapsed: 0:43:41 temperature: no ada_p: No Discriminator_loss: 0.853576 Generator_loss: 0.360007
[INFO] 2020-09-18 15:18:34 > Step: 5100 Progress: 2.5% Elapsed: 0:44:28 temperature: no ada_p: No Discriminator_loss: 1.16719 Generator_loss: 1.26863
[INFO] 2020-09-18 15:19:22 > Step: 5200 Progress: 2.6% Elapsed: 0:45:16 temperature: no ada_p: No Discriminator_loss: 1.0376 Generator_loss: 1.14572
[INFO] 2020-09-18 15:20:09 > Step: 5300 Progress: 2.6% Elapsed: 0:46:03 temperature: no ada_p: No Discriminator_loss: 1.0589 Generator_loss: 0.137021
[INFO] 2020-09-18 15:20:58 > Step: 5400 Progress: 2.7% Elapsed: 0:46:52 temperature: no ada_p: No Discriminator_loss: 1.29171 Generator_loss: 0.977421
[INFO] 2020-09-18 15:21:46 > Step: 5500 Progress: 2.8% Elapsed: 0:47:40 temperature: no ada_p: No Discriminator_loss: 1.07242 Generator_loss: 0.772783
[INFO] 2020-09-18 15:22:33 > Step: 5600 Progress: 2.8% Elapsed: 0:48:27 temperature: no ada_p: No Discriminator_loss: 1.17902 Generator_loss: 0.350077
[INFO] 2020-09-18 15:23:21 > Step: 5700 Progress: 2.9% Elapsed: 0:49:16 temperature: no ada_p: No Discriminator_loss: 1.08463 Generator_loss: 0.419371
[INFO] 2020-09-18 15:24:09 > Step: 5800 Progress: 2.9% Elapsed: 0:50:04 temperature: no ada_p: No Discriminator_loss: 1.42177 Generator_loss: 0.606321
[INFO] 2020-09-18 15:24:57 > Step: 5900 Progress: 2.9% Elapsed: 0:50:51 temperature: no ada_p: No Discriminator_loss: 1.10652 Generator_loss: 0.396135
[INFO] 2020-09-18 15:25:45 > Step: 6000 Progress: 3.0% Elapsed: 0:51:39 temperature: no ada_p: No Discriminator_loss: 1.30333 Generator_loss: 0.815507
[INFO] 2020-09-18 15:25:45 > Start Evaluation (6000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:27:36 > F_8 score (Step: 6000, Using test images): 0.8744622225227564
[INFO] 2020-09-18 15:27:36 > F_1/8 score (Step: 6000, Using test images): 0.9043646561385595
[INFO] 2020-09-18 15:27:36 > FID score (Step: 6000, Using test moments): 38.63025541686903
[INFO] 2020-09-18 15:27:36 > Inception score (Step: 6000, 10000 generated images): 7.234260082244873
[INFO] 2020-09-18 15:27:36 > Best FID score (Step: 6000, Using test moments): 38.63025541686903
[INFO] 2020-09-18 15:27:37 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:28:24 > Step: 6100 Progress: 3.0% Elapsed: 0:54:18 temperature: no ada_p: No Discriminator_loss: 1.33362 Generator_loss: 1.01423
[INFO] 2020-09-18 15:29:12 > Step: 6200 Progress: 3.1% Elapsed: 0:55:06 temperature: no ada_p: No Discriminator_loss: 1.15408 Generator_loss: 0.754459
[INFO] 2020-09-18 15:30:01 > Step: 6300 Progress: 3.1% Elapsed: 0:55:55 temperature: no ada_p: No Discriminator_loss: 1.5372 Generator_loss: 0.727733
[INFO] 2020-09-18 15:30:50 > Step: 6400 Progress: 3.2% Elapsed: 0:56:44 temperature: no ada_p: No Discriminator_loss: 1.18916 Generator_loss: 0.718667
[INFO] 2020-09-18 15:31:38 > Step: 6500 Progress: 3.2% Elapsed: 0:57:32 temperature: no ada_p: No Discriminator_loss: 1.07413 Generator_loss: 0.267281
[INFO] 2020-09-18 15:32:27 > Step: 6600 Progress: 3.3% Elapsed: 0:58:21 temperature: no ada_p: No Discriminator_loss: 1.10684 Generator_loss: 1.16284
[INFO] 2020-09-18 15:33:14 > Step: 6700 Progress: 3.4% Elapsed: 0:59:09 temperature: no ada_p: No Discriminator_loss: 1.11919 Generator_loss: 1.30598
[INFO] 2020-09-18 15:34:04 > Step: 6800 Progress: 3.4% Elapsed: 0:59:58 temperature: no ada_p: No Discriminator_loss: 1.31213 Generator_loss: 0.164047
[INFO] 2020-09-18 15:34:52 > Step: 6900 Progress: 3.5% Elapsed: 1:00:46 temperature: no ada_p: No Discriminator_loss: 1.55866 Generator_loss: -0.198413
[INFO] 2020-09-18 15:35:40 > Step: 7000 Progress: 3.5% Elapsed: 1:01:34 temperature: no ada_p: No Discriminator_loss: 1.18039 Generator_loss: 0.937518
[INFO] 2020-09-18 15:36:29 > Step: 7100 Progress: 3.5% Elapsed: 1:02:23 temperature: no ada_p: No Discriminator_loss: 1.30669 Generator_loss: 0.661903
[INFO] 2020-09-18 15:37:17 > Step: 7200 Progress: 3.6% Elapsed: 1:03:12 temperature: no ada_p: No Discriminator_loss: 1.08696 Generator_loss: 0.09919
[INFO] 2020-09-18 15:38:05 > Step: 7300 Progress: 3.6% Elapsed: 1:04:00 temperature: no ada_p: No Discriminator_loss: 1.30796 Generator_loss: 0.356577
[INFO] 2020-09-18 15:38:53 > Step: 7400 Progress: 3.7% Elapsed: 1:04:47 temperature: no ada_p: No Discriminator_loss: 1.28417 Generator_loss: 0.661078
[INFO] 2020-09-18 15:39:41 > Step: 7500 Progress: 3.8% Elapsed: 1:05:35 temperature: no ada_p: No Discriminator_loss: 1.27488 Generator_loss: 0.037087
[INFO] 2020-09-18 15:40:28 > Step: 7600 Progress: 3.8% Elapsed: 1:06:22 temperature: no ada_p: No Discriminator_loss: 1.31222 Generator_loss: 0.925394
[INFO] 2020-09-18 15:41:17 > Step: 7700 Progress: 3.9% Elapsed: 1:07:11 temperature: no ada_p: No Discriminator_loss: 1.12335 Generator_loss: 1.03061
[INFO] 2020-09-18 15:42:05 > Step: 7800 Progress: 3.9% Elapsed: 1:07:59 temperature: no ada_p: No Discriminator_loss: 1.36296 Generator_loss: 0.913349
[INFO] 2020-09-18 15:42:53 > Step: 7900 Progress: 4.0% Elapsed: 1:08:47 temperature: no ada_p: No Discriminator_loss: 1.20824 Generator_loss: 0.37001
[INFO] 2020-09-18 15:43:41 > Step: 8000 Progress: 4.0% Elapsed: 1:09:35 temperature: no ada_p: No Discriminator_loss: 0.971763 Generator_loss: 0.546414
[INFO] 2020-09-18 15:43:41 > Start Evaluation (8000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:45:31 > F_8 score (Step: 8000, Using test images): 0.9318154397989009
[INFO] 2020-09-18 15:45:32 > F_1/8 score (Step: 8000, Using test images): 0.9351910010116853
[INFO] 2020-09-18 15:45:32 > FID score (Step: 8000, Using test moments): 32.51017994008657
[INFO] 2020-09-18 15:45:32 > Inception score (Step: 8000, 10000 generated images): 8.036153793334961
[INFO] 2020-09-18 15:45:32 > Best FID score (Step: 8000, Using test moments): 32.51017994008657
[INFO] 2020-09-18 15:45:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:46:20 > Step: 8100 Progress: 4.0% Elapsed: 1:12:14 temperature: no ada_p: No Discriminator_loss: 1.12326 Generator_loss: 0.806236
[INFO] 2020-09-18 15:47:09 > Step: 8200 Progress: 4.1% Elapsed: 1:13:03 temperature: no ada_p: No Discriminator_loss: 1.15466 Generator_loss: 0.519435
[INFO] 2020-09-18 15:47:57 > Step: 8300 Progress: 4.2% Elapsed: 1:13:51 temperature: no ada_p: No Discriminator_loss: 1.14604 Generator_loss: 0.433648
[INFO] 2020-09-18 15:48:45 > Step: 8400 Progress: 4.2% Elapsed: 1:14:39 temperature: no ada_p: No Discriminator_loss: 1.04681 Generator_loss: 0.375467
[INFO] 2020-09-18 15:49:33 > Step: 8500 Progress: 4.2% Elapsed: 1:15:27 temperature: no ada_p: No Discriminator_loss: 1.12619 Generator_loss: -0.00122603
[INFO] 2020-09-18 15:50:22 > Step: 8600 Progress: 4.3% Elapsed: 1:16:16 temperature: no ada_p: No Discriminator_loss: 1.044 Generator_loss: 0.727293
[INFO] 2020-09-18 15:51:09 > Step: 8700 Progress: 4.3% Elapsed: 1:17:03 temperature: no ada_p: No Discriminator_loss: 1.51672 Generator_loss: 0.30612
[INFO] 2020-09-18 15:51:57 > Step: 8800 Progress: 4.4% Elapsed: 1:17:51 temperature: no ada_p: No Discriminator_loss: 1.48151 Generator_loss: 0.537742
[INFO] 2020-09-18 15:52:45 > Step: 8900 Progress: 4.5% Elapsed: 1:18:39 temperature: no ada_p: No Discriminator_loss: 1.20844 Generator_loss: 0.557743
[INFO] 2020-09-18 15:53:34 > Step: 9000 Progress: 4.5% Elapsed: 1:19:28 temperature: no ada_p: No Discriminator_loss: 1.6011 Generator_loss: 1.50107
[INFO] 2020-09-18 15:54:22 > Step: 9100 Progress: 4.5% Elapsed: 1:20:16 temperature: no ada_p: No Discriminator_loss: 1.15214 Generator_loss: 0.447229
[INFO] 2020-09-18 15:55:10 > Step: 9200 Progress: 4.6% Elapsed: 1:21:04 temperature: no ada_p: No Discriminator_loss: 1.30592 Generator_loss: 0.572877
[INFO] 2020-09-18 15:55:59 > Step: 9300 Progress: 4.7% Elapsed: 1:21:53 temperature: no ada_p: No Discriminator_loss: 1.20752 Generator_loss: 1.13563
[INFO] 2020-09-18 15:56:47 > Step: 9400 Progress: 4.7% Elapsed: 1:22:42 temperature: no ada_p: No Discriminator_loss: 1.17885 Generator_loss: 1.20896
[INFO] 2020-09-18 15:57:35 > Step: 9500 Progress: 4.8% Elapsed: 1:23:29 temperature: no ada_p: No Discriminator_loss: 1.28074 Generator_loss: 1.34356
[INFO] 2020-09-18 15:58:23 > Step: 9600 Progress: 4.8% Elapsed: 1:24:17 temperature: no ada_p: No Discriminator_loss: 1.58032 Generator_loss: 0.861055
[INFO] 2020-09-18 15:59:11 > Step: 9700 Progress: 4.9% Elapsed: 1:25:06 temperature: no ada_p: No Discriminator_loss: 1.20767 Generator_loss: 1.06151
[INFO] 2020-09-18 16:00:00 > Step: 9800 Progress: 4.9% Elapsed: 1:25:54 temperature: no ada_p: No Discriminator_loss: 1.33168 Generator_loss: 0.378269
[INFO] 2020-09-18 16:00:48 > Step: 9900 Progress: 5.0% Elapsed: 1:26:42 temperature: no ada_p: No Discriminator_loss: 1.2036 Generator_loss: 1.00339
[INFO] 2020-09-18 16:01:37 > Step: 10000 Progress: 5.0% Elapsed: 1:27:31 temperature: no ada_p: No Discriminator_loss: 1.35146 Generator_loss: 0.26443
[INFO] 2020-09-18 16:01:37 > Start Evaluation (10000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:03:29 > F_8 score (Step: 10000, Using test images): 0.9404481826919364
[INFO] 2020-09-18 16:03:29 > F_1/8 score (Step: 10000, Using test images): 0.9605511651975189
[INFO] 2020-09-18 16:03:29 > FID score (Step: 10000, Using test moments): 27.97691095144421
[INFO] 2020-09-18 16:03:29 > Inception score (Step: 10000, 10000 generated images): 8.427762031555176
[INFO] 2020-09-18 16:03:29 > Best FID score (Step: 10000, Using test moments): 27.97691095144421
[INFO] 2020-09-18 16:03:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:04:17 > Step: 10100 Progress: 5.1% Elapsed: 1:30:11 temperature: no ada_p: No Discriminator_loss: 1.149 Generator_loss: 0.793847
[INFO] 2020-09-18 16:05:05 > Step: 10200 Progress: 5.1% Elapsed: 1:30:59 temperature: no ada_p: No Discriminator_loss: 1.07527 Generator_loss: 0.518324
[INFO] 2020-09-18 16:05:52 > Step: 10300 Progress: 5.1% Elapsed: 1:31:46 temperature: no ada_p: No Discriminator_loss: 1.08405 Generator_loss: 1.01892
[INFO] 2020-09-18 16:06:40 > Step: 10400 Progress: 5.2% Elapsed: 1:32:35 temperature: no ada_p: No Discriminator_loss: 1.30465 Generator_loss: 0.540161
[INFO] 2020-09-18 16:07:29 > Step: 10500 Progress: 5.2% Elapsed: 1:33:23 temperature: no ada_p: No Discriminator_loss: 1.06312 Generator_loss: 0.597377
[INFO] 2020-09-18 16:08:16 > Step: 10600 Progress: 5.3% Elapsed: 1:34:10 temperature: no ada_p: No Discriminator_loss: 1.0654 Generator_loss: 0.637573
[INFO] 2020-09-18 16:09:04 > Step: 10700 Progress: 5.3% Elapsed: 1:34:58 temperature: no ada_p: No Discriminator_loss: 1.01985 Generator_loss: 1.15377
[INFO] 2020-09-18 16:09:53 > Step: 10800 Progress: 5.4% Elapsed: 1:35:47 temperature: no ada_p: No Discriminator_loss: 1.13896 Generator_loss: 0.847861
[INFO] 2020-09-18 16:10:41 > Step: 10900 Progress: 5.5% Elapsed: 1:36:35 temperature: no ada_p: No Discriminator_loss: 1.11086 Generator_loss: 1.36715
[INFO] 2020-09-18 16:11:30 > Step: 11000 Progress: 5.5% Elapsed: 1:37:24 temperature: no ada_p: No Discriminator_loss: 1.18112 Generator_loss: 1.05734
[INFO] 2020-09-18 16:12:18 > Step: 11100 Progress: 5.5% Elapsed: 1:38:12 temperature: no ada_p: No Discriminator_loss: 1.20613 Generator_loss: 1.07597
[INFO] 2020-09-18 16:13:05 > Step: 11200 Progress: 5.6% Elapsed: 1:38:59 temperature: no ada_p: No Discriminator_loss: 1.31042 Generator_loss: 0.469427
[INFO] 2020-09-18 16:13:54 > Step: 11300 Progress: 5.7% Elapsed: 1:39:48 temperature: no ada_p: No Discriminator_loss: 1.08251 Generator_loss: 0.381845
[INFO] 2020-09-18 16:14:41 > Step: 11400 Progress: 5.7% Elapsed: 1:40:36 temperature: no ada_p: No Discriminator_loss: 1.16859 Generator_loss: 0.499505
[INFO] 2020-09-18 16:15:30 > Step: 11500 Progress: 5.8% Elapsed: 1:41:24 temperature: no ada_p: No Discriminator_loss: 1.26038 Generator_loss: 0.923042
[INFO] 2020-09-18 16:16:19 > Step: 11600 Progress: 5.8% Elapsed: 1:42:13 temperature: no ada_p: No Discriminator_loss: 0.993442 Generator_loss: 0.664881
[INFO] 2020-09-18 16:17:07 > Step: 11700 Progress: 5.9% Elapsed: 1:43:01 temperature: no ada_p: No Discriminator_loss: 1.02521 Generator_loss: 0.334588
[INFO] 2020-09-18 16:17:56 > Step: 11800 Progress: 5.9% Elapsed: 1:43:50 temperature: no ada_p: No Discriminator_loss: 1.08848 Generator_loss: 1.26878
[INFO] 2020-09-18 16:18:45 > Step: 11900 Progress: 5.9% Elapsed: 1:44:39 temperature: no ada_p: No Discriminator_loss: 1.22259 Generator_loss: 0.452042
[INFO] 2020-09-18 16:19:32 > Step: 12000 Progress: 6.0% Elapsed: 1:45:26 temperature: no ada_p: No Discriminator_loss: 1.23724 Generator_loss: 1.09155
[INFO] 2020-09-18 16:19:32 > Start Evaluation (12000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:21:23 > F_8 score (Step: 12000, Using test images): 0.958093527587724
[INFO] 2020-09-18 16:21:23 > F_1/8 score (Step: 12000, Using test images): 0.9652038868577155
[INFO] 2020-09-18 16:21:23 > FID score (Step: 12000, Using test moments): 24.535585231704033
[INFO] 2020-09-18 16:21:23 > Inception score (Step: 12000, 10000 generated images): 8.65234375
[INFO] 2020-09-18 16:21:23 > Best FID score (Step: 12000, Using test moments): 24.535585231704033
[INFO] 2020-09-18 16:21:24 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:22:12 > Step: 12100 Progress: 6.0% Elapsed: 1:48:06 temperature: no ada_p: No Discriminator_loss: 1.28075 Generator_loss: 0.6756
[INFO] 2020-09-18 16:23:01 > Step: 12200 Progress: 6.1% Elapsed: 1:48:55 temperature: no ada_p: No Discriminator_loss: 1.30266 Generator_loss: 0.464469
[INFO] 2020-09-18 16:23:48 > Step: 12300 Progress: 6.2% Elapsed: 1:49:42 temperature: no ada_p: No Discriminator_loss: 1.14029 Generator_loss: 0.196033
[INFO] 2020-09-18 16:24:37 > Step: 12400 Progress: 6.2% Elapsed: 1:50:31 temperature: no ada_p: No Discriminator_loss: 1.27159 Generator_loss: 1.0051
[INFO] 2020-09-18 16:25:25 > Step: 12500 Progress: 6.2% Elapsed: 1:51:20 temperature: no ada_p: No Discriminator_loss: 1.05635 Generator_loss: 0.435376
[INFO] 2020-09-18 16:26:13 > Step: 12600 Progress: 6.3% Elapsed: 1:52:07 temperature: no ada_p: No Discriminator_loss: 1.1688 Generator_loss: 0.345223
[INFO] 2020-09-18 16:27:01 > Step: 12700 Progress: 6.3% Elapsed: 1:52:55 temperature: no ada_p: No Discriminator_loss: 1.22314 Generator_loss: 0.87264
[INFO] 2020-09-18 16:27:48 > Step: 12800 Progress: 6.4% Elapsed: 1:53:42 temperature: no ada_p: No Discriminator_loss: 1.18206 Generator_loss: 1.04751
[INFO] 2020-09-18 16:28:37 > Step: 12900 Progress: 6.5% Elapsed: 1:54:31 temperature: no ada_p: No Discriminator_loss: 1.02491 Generator_loss: 0.568386
[INFO] 2020-09-18 16:29:26 > Step: 13000 Progress: 6.5% Elapsed: 1:55:21 temperature: no ada_p: No Discriminator_loss: 1.24405 Generator_loss: 1.16547
[INFO] 2020-09-18 16:30:14 > Step: 13100 Progress: 6.6% Elapsed: 1:56:08 temperature: no ada_p: No Discriminator_loss: 1.13192 Generator_loss: 0.719065
[INFO] 2020-09-18 16:31:02 > Step: 13200 Progress: 6.6% Elapsed: 1:56:56 temperature: no ada_p: No Discriminator_loss: 1.10465 Generator_loss: 0.688351
[INFO] 2020-09-18 16:31:50 > Step: 13300 Progress: 6.7% Elapsed: 1:57:44 temperature: no ada_p: No Discriminator_loss: 1.26247 Generator_loss: 1.27731
[INFO] 2020-09-18 16:32:38 > Step: 13400 Progress: 6.7% Elapsed: 1:58:32 temperature: no ada_p: No Discriminator_loss: 1.01012 Generator_loss: 1.04806
[INFO] 2020-09-18 16:33:26 > Step: 13500 Progress: 6.8% Elapsed: 1:59:20 temperature: no ada_p: No Discriminator_loss: 1.19676 Generator_loss: 0.113174
[INFO] 2020-09-18 16:34:14 > Step: 13600 Progress: 6.8% Elapsed: 2:00:08 temperature: no ada_p: No Discriminator_loss: 0.921936 Generator_loss: 0.889591
[INFO] 2020-09-18 16:35:02 > Step: 13700 Progress: 6.9% Elapsed: 2:00:56 temperature: no ada_p: No Discriminator_loss: 1.07113 Generator_loss: 0.223496
[INFO] 2020-09-18 16:35:50 > Step: 13800 Progress: 6.9% Elapsed: 2:01:45 temperature: no ada_p: No Discriminator_loss: 1.11358 Generator_loss: 1.4055
[INFO] 2020-09-18 16:36:39 > Step: 13900 Progress: 7.0% Elapsed: 2:02:33 temperature: no ada_p: No Discriminator_loss: 1.14788 Generator_loss: 1.13557
[INFO] 2020-09-18 16:37:27 > Step: 14000 Progress: 7.0% Elapsed: 2:03:21 temperature: no ada_p: No Discriminator_loss: 1.00198 Generator_loss: 1.24778
[INFO] 2020-09-18 16:37:27 > Start Evaluation (14000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:39:19 > F_8 score (Step: 14000, Using test images): 0.9630669239253791
[INFO] 2020-09-18 16:39:19 > F_1/8 score (Step: 14000, Using test images): 0.9685984704270251
[INFO] 2020-09-18 16:39:19 > FID score (Step: 14000, Using test moments): 21.418023130384768
[INFO] 2020-09-18 16:39:19 > Inception score (Step: 14000, 10000 generated images): 8.871191024780273
[INFO] 2020-09-18 16:39:19 > Best FID score (Step: 14000, Using test moments): 21.418023130384768
[INFO] 2020-09-18 16:39:19 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:40:07 > Step: 14100 Progress: 7.0% Elapsed: 2:06:01 temperature: no ada_p: No Discriminator_loss: 1.23842 Generator_loss: 1.00671
[INFO] 2020-09-18 16:40:55 > Step: 14200 Progress: 7.1% Elapsed: 2:06:49 temperature: no ada_p: No Discriminator_loss: 1.33535 Generator_loss: 1.21465
[INFO] 2020-09-18 16:41:43 > Step: 14300 Progress: 7.1% Elapsed: 2:07:38 temperature: no ada_p: No Discriminator_loss: 1.10862 Generator_loss: 0.851259
[INFO] 2020-09-18 16:42:33 > Step: 14400 Progress: 7.2% Elapsed: 2:08:27 temperature: no ada_p: No Discriminator_loss: 1.34704 Generator_loss: 0.183035
[INFO] 2020-09-18 16:43:20 > Step: 14500 Progress: 7.2% Elapsed: 2:09:14 temperature: no ada_p: No Discriminator_loss: 1.21798 Generator_loss: 0.662432
[INFO] 2020-09-18 16:44:08 > Step: 14600 Progress: 7.3% Elapsed: 2:10:03 temperature: no ada_p: No Discriminator_loss: 1.09283 Generator_loss: 1.0435
[INFO] 2020-09-18 16:44:57 > Step: 14700 Progress: 7.3% Elapsed: 2:10:51 temperature: no ada_p: No Discriminator_loss: 1.1614 Generator_loss: 1.76968
[INFO] 2020-09-18 16:45:45 > Step: 14800 Progress: 7.4% Elapsed: 2:11:39 temperature: no ada_p: No Discriminator_loss: 1.30484 Generator_loss: 0.259624
[INFO] 2020-09-18 16:46:33 > Step: 14900 Progress: 7.4% Elapsed: 2:12:27 temperature: no ada_p: No Discriminator_loss: 1.08553 Generator_loss: 0.695393
[INFO] 2020-09-18 16:47:21 > Step: 15000 Progress: 7.5% Elapsed: 2:13:16 temperature: no ada_p: No Discriminator_loss: 0.901013 Generator_loss: 0.910965
[INFO] 2020-09-18 16:48:09 > Step: 15100 Progress: 7.5% Elapsed: 2:14:03 temperature: no ada_p: No Discriminator_loss: 0.940459 Generator_loss: 1.09435
[INFO] 2020-09-18 16:48:58 > Step: 15200 Progress: 7.6% Elapsed: 2:14:52 temperature: no ada_p: No Discriminator_loss: 0.955344 Generator_loss: 0.722646
[INFO] 2020-09-18 16:49:46 > Step: 15300 Progress: 7.6% Elapsed: 2:15:41 temperature: no ada_p: No Discriminator_loss: 1.22106 Generator_loss: 0.430725
[INFO] 2020-09-18 16:50:35 > Step: 15400 Progress: 7.7% Elapsed: 2:16:29 temperature: no ada_p: No Discriminator_loss: 1.31054 Generator_loss: 0.462669
[INFO] 2020-09-18 16:51:23 > Step: 15500 Progress: 7.8% Elapsed: 2:17:17 temperature: no ada_p: No Discriminator_loss: 1.12388 Generator_loss: 1.02738
[INFO] 2020-09-18 16:52:11 > Step: 15600 Progress: 7.8% Elapsed: 2:18:05 temperature: no ada_p: No Discriminator_loss: 1.11429 Generator_loss: 0.474676
[INFO] 2020-09-18 16:53:00 > Step: 15700 Progress: 7.8% Elapsed: 2:18:54 temperature: no ada_p: No Discriminator_loss: 1.11711 Generator_loss: 0.760906
[INFO] 2020-09-18 16:53:49 > Step: 15800 Progress: 7.9% Elapsed: 2:19:43 temperature: no ada_p: No Discriminator_loss: 1.05356 Generator_loss: 0.0215483
[INFO] 2020-09-18 16:54:37 > Step: 15900 Progress: 8.0% Elapsed: 2:20:31 temperature: no ada_p: No Discriminator_loss: 1.08966 Generator_loss: 0.23234
[INFO] 2020-09-18 16:55:25 > Step: 16000 Progress: 8.0% Elapsed: 2:21:19 temperature: no ada_p: No Discriminator_loss: 1.21166 Generator_loss: 0.935012
[INFO] 2020-09-18 16:55:25 > Start Evaluation (16000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:57:15 > F_8 score (Step: 16000, Using test images): 0.9681457440946165
[INFO] 2020-09-18 16:57:15 > F_1/8 score (Step: 16000, Using test images): 0.9740768329717738
[INFO] 2020-09-18 16:57:15 > FID score (Step: 16000, Using test moments): 19.484231475964066
[INFO] 2020-09-18 16:57:15 > Inception score (Step: 16000, 10000 generated images): 9.110804557800293
[INFO] 2020-09-18 16:57:15 > Best FID score (Step: 16000, Using test moments): 19.484231475964066
[INFO] 2020-09-18 16:57:16 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:58:04 > Step: 16100 Progress: 8.1% Elapsed: 2:23:58 temperature: no ada_p: No Discriminator_loss: 1.21557 Generator_loss: 0.561985
[INFO] 2020-09-18 16:58:52 > Step: 16200 Progress: 8.1% Elapsed: 2:24:46 temperature: no ada_p: No Discriminator_loss: 1.14336 Generator_loss: 0.904154
[INFO] 2020-09-18 16:59:40 > Step: 16300 Progress: 8.2% Elapsed: 2:25:34 temperature: no ada_p: No Discriminator_loss: 1.24046 Generator_loss: 0.8359
[INFO] 2020-09-18 17:00:28 > Step: 16400 Progress: 8.2% Elapsed: 2:26:22 temperature: no ada_p: No Discriminator_loss: 1.01317 Generator_loss: 1.04701
[INFO] 2020-09-18 17:01:18 > Step: 16500 Progress: 8.2% Elapsed: 2:27:12 temperature: no ada_p: No Discriminator_loss: 1.19068 Generator_loss: 0.854587
[INFO] 2020-09-18 17:02:06 > Step: 16600 Progress: 8.3% Elapsed: 2:28:00 temperature: no ada_p: No Discriminator_loss: 1.31629 Generator_loss: 1.22109
[INFO] 2020-09-18 17:02:54 > Step: 16700 Progress: 8.3% Elapsed: 2:28:48 temperature: no ada_p: No Discriminator_loss: 0.850559 Generator_loss: 1.41609
[INFO] 2020-09-18 17:03:42 > Step: 16800 Progress: 8.4% Elapsed: 2:29:36 temperature: no ada_p: No Discriminator_loss: 1.39478 Generator_loss: 1.0775
[INFO] 2020-09-18 17:04:31 > Step: 16900 Progress: 8.5% Elapsed: 2:30:25 temperature: no ada_p: No Discriminator_loss: 1.04087 Generator_loss: 0.646006
[INFO] 2020-09-18 17:05:18 > Step: 17000 Progress: 8.5% Elapsed: 2:31:12 temperature: no ada_p: No Discriminator_loss: 1.29727 Generator_loss: 0.479588
[INFO] 2020-09-18 17:06:06 > Step: 17100 Progress: 8.6% Elapsed: 2:32:00 temperature: no ada_p: No Discriminator_loss: 1.1424 Generator_loss: 0.71603
[INFO] 2020-09-18 17:06:54 > Step: 17200 Progress: 8.6% Elapsed: 2:32:49 temperature: no ada_p: No Discriminator_loss: 1.23748 Generator_loss: 0.866863
[INFO] 2020-09-18 17:07:42 > Step: 17300 Progress: 8.6% Elapsed: 2:33:36 temperature: no ada_p: No Discriminator_loss: 1.05787 Generator_loss: 0.515774
[INFO] 2020-09-18 17:08:31 > Step: 17400 Progress: 8.7% Elapsed: 2:34:25 temperature: no ada_p: No Discriminator_loss: 1.17642 Generator_loss: 0.324966
[INFO] 2020-09-18 17:09:19 > Step: 17500 Progress: 8.8% Elapsed: 2:35:13 temperature: no ada_p: No Discriminator_loss: 0.961675 Generator_loss: 0.629434
[INFO] 2020-09-18 17:10:06 > Step: 17600 Progress: 8.8% Elapsed: 2:36:01 temperature: no ada_p: No Discriminator_loss: 1.39263 Generator_loss: -0.357329
[INFO] 2020-09-18 17:10:54 > Step: 17700 Progress: 8.8% Elapsed: 2:36:48 temperature: no ada_p: No Discriminator_loss: 0.899741 Generator_loss: 0.249457
[INFO] 2020-09-18 17:11:42 > Step: 17800 Progress: 8.9% Elapsed: 2:37:36 temperature: no ada_p: No Discriminator_loss: 1.1683 Generator_loss: 1.18773
[INFO] 2020-09-18 17:12:30 > Step: 17900 Progress: 8.9% Elapsed: 2:38:24 temperature: no ada_p: No Discriminator_loss: 0.88698 Generator_loss: 0.633869
[INFO] 2020-09-18 17:13:18 > Step: 18000 Progress: 9.0% Elapsed: 2:39:12 temperature: no ada_p: No Discriminator_loss: 1.111 Generator_loss: 0.690637
[INFO] 2020-09-18 17:13:18 > Start Evaluation (18000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:15:10 > F_8 score (Step: 18000, Using test images): 0.9681171838228506
[INFO] 2020-09-18 17:15:10 > F_1/8 score (Step: 18000, Using test images): 0.9783519243194924
[INFO] 2020-09-18 17:15:10 > FID score (Step: 18000, Using test moments): 18.41286794401543
[INFO] 2020-09-18 17:15:10 > Inception score (Step: 18000, 10000 generated images): 9.227836608886719
[INFO] 2020-09-18 17:15:10 > Best FID score (Step: 18000, Using test moments): 18.41286794401543
[INFO] 2020-09-18 17:15:10 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:15:58 > Step: 18100 Progress: 9.0% Elapsed: 2:41:52 temperature: no ada_p: No Discriminator_loss: 1.15391 Generator_loss: 1.07641
[INFO] 2020-09-18 17:16:46 > Step: 18200 Progress: 9.1% Elapsed: 2:42:40 temperature: no ada_p: No Discriminator_loss: 1.19153 Generator_loss: 1.55515
[INFO] 2020-09-18 17:17:35 > Step: 18300 Progress: 9.2% Elapsed: 2:43:29 temperature: no ada_p: No Discriminator_loss: 1.06742 Generator_loss: 0.790544
[INFO] 2020-09-18 17:18:22 > Step: 18400 Progress: 9.2% Elapsed: 2:44:16 temperature: no ada_p: No Discriminator_loss: 1.28716 Generator_loss: 0.756068
[INFO] 2020-09-18 17:19:10 > Step: 18500 Progress: 9.2% Elapsed: 2:45:04 temperature: no ada_p: No Discriminator_loss: 1.18794 Generator_loss: 0.875279
[INFO] 2020-09-18 17:19:58 > Step: 18600 Progress: 9.3% Elapsed: 2:45:53 temperature: no ada_p: No Discriminator_loss: 1.16106 Generator_loss: 1.03535
[INFO] 2020-09-18 17:20:46 > Step: 18700 Progress: 9.3% Elapsed: 2:46:40 temperature: no ada_p: No Discriminator_loss: 1.18426 Generator_loss: 0.453782
[INFO] 2020-09-18 17:21:35 > Step: 18800 Progress: 9.4% Elapsed: 2:47:29 temperature: no ada_p: No Discriminator_loss: 1.01784 Generator_loss: 0.586046
[INFO] 2020-09-18 17:22:22 > Step: 18900 Progress: 9.4% Elapsed: 2:48:16 temperature: no ada_p: No Discriminator_loss: 1.17002 Generator_loss: 1.13285
[INFO] 2020-09-18 17:23:10 > Step: 19000 Progress: 9.5% Elapsed: 2:49:04 temperature: no ada_p: No Discriminator_loss: 1.06663 Generator_loss: 0.204058
[INFO] 2020-09-18 17:23:58 > Step: 19100 Progress: 9.6% Elapsed: 2:49:53 temperature: no ada_p: No Discriminator_loss: 1.23927 Generator_loss: 1.39261
[INFO] 2020-09-18 17:24:46 > Step: 19200 Progress: 9.6% Elapsed: 2:50:40 temperature: no ada_p: No Discriminator_loss: 1.18143 Generator_loss: 0.874441
[INFO] 2020-09-18 17:25:36 > Step: 19300 Progress: 9.7% Elapsed: 2:51:30 temperature: no ada_p: No Discriminator_loss: 1.1839 Generator_loss: 1.25862
[INFO] 2020-09-18 17:26:24 > Step: 19400 Progress: 9.7% Elapsed: 2:52:18 temperature: no ada_p: No Discriminator_loss: 1.15183 Generator_loss: 0.884271
[INFO] 2020-09-18 17:27:11 > Step: 19500 Progress: 9.8% Elapsed: 2:53:06 temperature: no ada_p: No Discriminator_loss: 1.00438 Generator_loss: 1.13817
[INFO] 2020-09-18 17:28:00 > Step: 19600 Progress: 9.8% Elapsed: 2:53:54 temperature: no ada_p: No Discriminator_loss: 0.998321 Generator_loss: 1.10351
[INFO] 2020-09-18 17:28:48 > Step: 19700 Progress: 9.8% Elapsed: 2:54:43 temperature: no ada_p: No Discriminator_loss: 0.964355 Generator_loss: 0.89988
[INFO] 2020-09-18 17:29:36 > Step: 19800 Progress: 9.9% Elapsed: 2:55:30 temperature: no ada_p: No Discriminator_loss: 1.18067 Generator_loss: 0.772339
[INFO] 2020-09-18 17:30:24 > Step: 19900 Progress: 10.0% Elapsed: 2:56:18 temperature: no ada_p: No Discriminator_loss: 1.03007 Generator_loss: 0.601259
[INFO] 2020-09-18 17:31:13 > Step: 20000 Progress: 10.0% Elapsed: 2:57:07 temperature: no ada_p: No Discriminator_loss: 1.27302 Generator_loss: 0.954441
[INFO] 2020-09-18 17:31:13 > Start Evaluation (20000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:33:04 > F_8 score (Step: 20000, Using test images): 0.967500924160581
[INFO] 2020-09-18 17:33:04 > F_1/8 score (Step: 20000, Using test images): 0.9779231358754696
[INFO] 2020-09-18 17:33:04 > FID score (Step: 20000, Using test moments): 16.310253903205137
[INFO] 2020-09-18 17:33:04 > Inception score (Step: 20000, 10000 generated images): 9.30704116821289
[INFO] 2020-09-18 17:33:04 > Best FID score (Step: 20000, Using test moments): 16.310253903205137
[INFO] 2020-09-18 17:33:05 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:33:52 > Step: 20100 Progress: 10.1% Elapsed: 2:59:46 temperature: no ada_p: No Discriminator_loss: 1.18092 Generator_loss: 0.835195
[INFO] 2020-09-18 17:34:40 > Step: 20200 Progress: 10.1% Elapsed: 3:00:34 temperature: no ada_p: No Discriminator_loss: 1.37396 Generator_loss: 1.28359
[INFO] 2020-09-18 17:35:28 > Step: 20300 Progress: 10.2% Elapsed: 3:01:22 temperature: no ada_p: No Discriminator_loss: 1.1973 Generator_loss: 0.819946
[INFO] 2020-09-18 17:36:16 > Step: 20400 Progress: 10.2% Elapsed: 3:02:10 temperature: no ada_p: No Discriminator_loss: 1.39977 Generator_loss: -0.142651
[INFO] 2020-09-18 17:37:04 > Step: 20500 Progress: 10.2% Elapsed: 3:02:58 temperature: no ada_p: No Discriminator_loss: 1.04659 Generator_loss: 1.18672
[INFO] 2020-09-18 17:37:52 > Step: 20600 Progress: 10.3% Elapsed: 3:03:46 temperature: no ada_p: No Discriminator_loss: 1.35062 Generator_loss: 1.08965
[INFO] 2020-09-18 17:38:40 > Step: 20700 Progress: 10.3% Elapsed: 3:04:34 temperature: no ada_p: No Discriminator_loss: 0.995306 Generator_loss: 0.884365
[INFO] 2020-09-18 17:39:28 > Step: 20800 Progress: 10.4% Elapsed: 3:05:23 temperature: no ada_p: No Discriminator_loss: 1.16372 Generator_loss: 0.751659
[INFO] 2020-09-18 17:40:16 > Step: 20900 Progress: 10.4% Elapsed: 3:06:11 temperature: no ada_p: No Discriminator_loss: 1.13325 Generator_loss: 0.67759
[INFO] 2020-09-18 17:41:05 > Step: 21000 Progress: 10.5% Elapsed: 3:06:59 temperature: no ada_p: No Discriminator_loss: 1.37627 Generator_loss: 0.0405672
[INFO] 2020-09-18 17:41:54 > Step: 21100 Progress: 10.5% Elapsed: 3:07:48 temperature: no ada_p: No Discriminator_loss: 0.770469 Generator_loss: 1.01815
[INFO] 2020-09-18 17:42:41 > Step: 21200 Progress: 10.6% Elapsed: 3:08:36 temperature: no ada_p: No Discriminator_loss: 1.15885 Generator_loss: 1.34744
[INFO] 2020-09-18 17:43:30 > Step: 21300 Progress: 10.7% Elapsed: 3:09:24 temperature: no ada_p: No Discriminator_loss: 1.15466 Generator_loss: 0.749249
[INFO] 2020-09-18 17:44:18 > Step: 21400 Progress: 10.7% Elapsed: 3:10:12 temperature: no ada_p: No Discriminator_loss: 1.08255 Generator_loss: 1.46407
[INFO] 2020-09-18 17:45:06 > Step: 21500 Progress: 10.8% Elapsed: 3:11:00 temperature: no ada_p: No Discriminator_loss: 1.15956 Generator_loss: 0.882716
[INFO] 2020-09-18 17:45:54 > Step: 21600 Progress: 10.8% Elapsed: 3:11:48 temperature: no ada_p: No Discriminator_loss: 1.08063 Generator_loss: 0.689068
[INFO] 2020-09-18 17:46:42 > Step: 21700 Progress: 10.8% Elapsed: 3:12:36 temperature: no ada_p: No Discriminator_loss: 1.33906 Generator_loss: 0.264217
[INFO] 2020-09-18 17:47:30 > Step: 21800 Progress: 10.9% Elapsed: 3:13:24 temperature: no ada_p: No Discriminator_loss: 1.16989 Generator_loss: 0.754449
[INFO] 2020-09-18 17:48:18 > Step: 21900 Progress: 10.9% Elapsed: 3:14:13 temperature: no ada_p: No Discriminator_loss: 1.29983 Generator_loss: 1.1642
[INFO] 2020-09-18 17:49:06 > Step: 22000 Progress: 11.0% Elapsed: 3:15:00 temperature: no ada_p: No Discriminator_loss: 1.20704 Generator_loss: 0.599724
[INFO] 2020-09-18 17:49:06 > Start Evaluation (22000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:50:58 > F_8 score (Step: 22000, Using test images): 0.9755164225843156
[INFO] 2020-09-18 17:50:58 > F_1/8 score (Step: 22000, Using test images): 0.9845348491405714
[INFO] 2020-09-18 17:50:58 > FID score (Step: 22000, Using test moments): 15.915729063314075
[INFO] 2020-09-18 17:50:58 > Inception score (Step: 22000, 10000 generated images): 9.396052360534668
[INFO] 2020-09-18 17:50:58 > Best FID score (Step: 22000, Using test moments): 15.915729063314075
[INFO] 2020-09-18 17:50:59 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:51:47 > Step: 22100 Progress: 11.1% Elapsed: 3:17:41 temperature: no ada_p: No Discriminator_loss: 1.18831 Generator_loss: 1.3533
[INFO] 2020-09-18 17:52:35 > Step: 22200 Progress: 11.1% Elapsed: 3:18:29 temperature: no ada_p: No Discriminator_loss: 1.11635 Generator_loss: 0.820769
[INFO] 2020-09-18 17:53:23 > Step: 22300 Progress: 11.2% Elapsed: 3:19:17 temperature: no ada_p: No Discriminator_loss: 1.11398 Generator_loss: 1.35746
[INFO] 2020-09-18 17:54:11 > Step: 22400 Progress: 11.2% Elapsed: 3:20:05 temperature: no ada_p: No Discriminator_loss: 1.17833 Generator_loss: 0.642792
[INFO] 2020-09-18 17:54:59 > Step: 22500 Progress: 11.2% Elapsed: 3:20:53 temperature: no ada_p: No Discriminator_loss: 1.47143 Generator_loss: 0.565204
[INFO] 2020-09-18 17:55:47 > Step: 22600 Progress: 11.3% Elapsed: 3:21:41 temperature: no ada_p: No Discriminator_loss: 1.22295 Generator_loss: 0.0866001
[INFO] 2020-09-18 17:56:35 > Step: 22700 Progress: 11.3% Elapsed: 3:22:29 temperature: no ada_p: No Discriminator_loss: 1.08416 Generator_loss: 0.789764
[INFO] 2020-09-18 17:57:23 > Step: 22800 Progress: 11.4% Elapsed: 3:23:17 temperature: no ada_p: No Discriminator_loss: 1.17026 Generator_loss: 0.748904
[INFO] 2020-09-18 17:58:11 > Step: 22900 Progress: 11.5% Elapsed: 3:24:05 temperature: no ada_p: No Discriminator_loss: 1.12771 Generator_loss: 0.710467
[INFO] 2020-09-18 17:58:59 > Step: 23000 Progress: 11.5% Elapsed: 3:24:53 temperature: no ada_p: No Discriminator_loss: 1.39282 Generator_loss: 0.855982
[INFO] 2020-09-18 17:59:47 > Step: 23100 Progress: 11.6% Elapsed: 3:25:41 temperature: no ada_p: No Discriminator_loss: 1.60067 Generator_loss: 0.228518
[INFO] 2020-09-18 18:00:36 > Step: 23200 Progress: 11.6% Elapsed: 3:26:30 temperature: no ada_p: No Discriminator_loss: 1.07182 Generator_loss: 0.423749
[INFO] 2020-09-18 18:01:24 > Step: 23300 Progress: 11.7% Elapsed: 3:27:18 temperature: no ada_p: No Discriminator_loss: 1.11696 Generator_loss: 0.637458
[INFO] 2020-09-18 18:02:11 > Step: 23400 Progress: 11.7% Elapsed: 3:28:05 temperature: no ada_p: No Discriminator_loss: 1.47734 Generator_loss: 0.771325
[INFO] 2020-09-18 18:02:59 > Step: 23500 Progress: 11.8% Elapsed: 3:28:54 temperature: no ada_p: No Discriminator_loss: 1.38254 Generator_loss: 1.00993
[INFO] 2020-09-18 18:03:48 > Step: 23600 Progress: 11.8% Elapsed: 3:29:42 temperature: no ada_p: No Discriminator_loss: 1.12212 Generator_loss: 0.737485
[INFO] 2020-09-18 18:04:35 > Step: 23700 Progress: 11.8% Elapsed: 3:30:29 temperature: no ada_p: No Discriminator_loss: 1.14371 Generator_loss: 0.283346
[INFO] 2020-09-18 18:05:23 > Step: 23800 Progress: 11.9% Elapsed: 3:31:17 temperature: no ada_p: No Discriminator_loss: 0.946853 Generator_loss: 0.937508
[INFO] 2020-09-18 18:06:12 > Step: 23900 Progress: 11.9% Elapsed: 3:32:06 temperature: no ada_p: No Discriminator_loss: 1.19191 Generator_loss: 0.448529
[INFO] 2020-09-18 18:07:00 > Step: 24000 Progress: 12.0% Elapsed: 3:32:54 temperature: no ada_p: No Discriminator_loss: 1.10722 Generator_loss: 0.42696
[INFO] 2020-09-18 18:07:00 > Start Evaluation (24000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:08:52 > F_8 score (Step: 24000, Using test images): 0.9726865870530563
[INFO] 2020-09-18 18:08:52 > F_1/8 score (Step: 24000, Using test images): 0.9851112574384963
[INFO] 2020-09-18 18:08:52 > FID score (Step: 24000, Using test moments): 15.086606864735472
[INFO] 2020-09-18 18:08:52 > Inception score (Step: 24000, 10000 generated images): 9.331709861755371
[INFO] 2020-09-18 18:08:52 > Best FID score (Step: 24000, Using test moments): 15.086606864735472
[INFO] 2020-09-18 18:08:53 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:09:40 > Step: 24100 Progress: 12.0% Elapsed: 3:35:34 temperature: no ada_p: No Discriminator_loss: 1.091 Generator_loss: 1.24255
[INFO] 2020-09-18 18:10:29 > Step: 24200 Progress: 12.1% Elapsed: 3:36:23 temperature: no ada_p: No Discriminator_loss: 1.1514 Generator_loss: 1.55521
[INFO] 2020-09-18 18:11:18 > Step: 24300 Progress: 12.2% Elapsed: 3:37:12 temperature: no ada_p: No Discriminator_loss: 1.09938 Generator_loss: 0.208176
[INFO] 2020-09-18 18:12:06 > Step: 24400 Progress: 12.2% Elapsed: 3:38:00 temperature: no ada_p: No Discriminator_loss: 1.2025 Generator_loss: 1.23006
[INFO] 2020-09-18 18:12:53 > Step: 24500 Progress: 12.2% Elapsed: 3:38:47 temperature: no ada_p: No Discriminator_loss: 1.23932 Generator_loss: 0.978859
[INFO] 2020-09-18 18:13:41 > Step: 24600 Progress: 12.3% Elapsed: 3:39:36 temperature: no ada_p: No Discriminator_loss: 1.28499 Generator_loss: 0.983378
[INFO] 2020-09-18 18:14:30 > Step: 24700 Progress: 12.3% Elapsed: 3:40:24 temperature: no ada_p: No Discriminator_loss: 1.32879 Generator_loss: 1.0136
[INFO] 2020-09-18 18:15:17 > Step: 24800 Progress: 12.4% Elapsed: 3:41:11 temperature: no ada_p: No Discriminator_loss: 1.00786 Generator_loss: 0.801411
[INFO] 2020-09-18 18:16:07 > Step: 24900 Progress: 12.4% Elapsed: 3:42:01 temperature: no ada_p: No Discriminator_loss: 0.919702 Generator_loss: 0.291339
[INFO] 2020-09-18 18:16:55 > Step: 25000 Progress: 12.5% Elapsed: 3:42:49 temperature: no ada_p: No Discriminator_loss: 0.903071 Generator_loss: 1.19784
[INFO] 2020-09-18 18:17:43 > Step: 25100 Progress: 12.6% Elapsed: 3:43:37 temperature: no ada_p: No Discriminator_loss: 1.13837 Generator_loss: 0.645326
[INFO] 2020-09-18 18:18:31 > Step: 25200 Progress: 12.6% Elapsed: 3:44:25 temperature: no ada_p: No Discriminator_loss: 1.00493 Generator_loss: 0.351312
[INFO] 2020-09-18 18:19:19 > Step: 25300 Progress: 12.7% Elapsed: 3:45:13 temperature: no ada_p: No Discriminator_loss: 0.87586 Generator_loss: 0.81953
[INFO] 2020-09-18 18:20:08 > Step: 25400 Progress: 12.7% Elapsed: 3:46:02 temperature: no ada_p: No Discriminator_loss: 1.12609 Generator_loss: 0.524803
[INFO] 2020-09-18 18:20:56 > Step: 25500 Progress: 12.8% Elapsed: 3:46:50 temperature: no ada_p: No Discriminator_loss: 1.22713 Generator_loss: 0.640764
[INFO] 2020-09-18 18:21:44 > Step: 25600 Progress: 12.8% Elapsed: 3:47:38 temperature: no ada_p: No Discriminator_loss: 1.20734 Generator_loss: 0.642296
[INFO] 2020-09-18 18:22:32 > Step: 25700 Progress: 12.8% Elapsed: 3:48:26 temperature: no ada_p: No Discriminator_loss: 0.95576 Generator_loss: 0.583028
[INFO] 2020-09-18 18:23:20 > Step: 25800 Progress: 12.9% Elapsed: 3:49:14 temperature: no ada_p: No Discriminator_loss: 1.23089 Generator_loss: 0.342084
[INFO] 2020-09-18 18:24:08 > Step: 25900 Progress: 13.0% Elapsed: 3:50:02 temperature: no ada_p: No Discriminator_loss: 0.977042 Generator_loss: 0.745752
[INFO] 2020-09-18 18:24:56 > Step: 26000 Progress: 13.0% Elapsed: 3:50:50 temperature: no ada_p: No Discriminator_loss: 1.28508 Generator_loss: 1.06234
[INFO] 2020-09-18 18:24:56 > Start Evaluation (26000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:26:46 > F_8 score (Step: 26000, Using test images): 0.9801298613941887
[INFO] 2020-09-18 18:26:46 > F_1/8 score (Step: 26000, Using test images): 0.9845912111627131
[INFO] 2020-09-18 18:26:46 > FID score (Step: 26000, Using test moments): 14.265821935682823
[INFO] 2020-09-18 18:26:46 > Inception score (Step: 26000, 10000 generated images): 9.313756942749023
[INFO] 2020-09-18 18:26:46 > Best FID score (Step: 26000, Using test moments): 14.265821935682823
[INFO] 2020-09-18 18:26:47 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:27:35 > Step: 26100 Progress: 13.1% Elapsed: 3:53:29 temperature: no ada_p: No Discriminator_loss: 1.22771 Generator_loss: 0.750169
[INFO] 2020-09-18 18:28:22 > Step: 26200 Progress: 13.1% Elapsed: 3:54:16 temperature: no ada_p: No Discriminator_loss: 0.958813 Generator_loss: 1.32325
[INFO] 2020-09-18 18:29:10 > Step: 26300 Progress: 13.2% Elapsed: 3:55:04 temperature: no ada_p: No Discriminator_loss: 1.1464 Generator_loss: 0.508604
[INFO] 2020-09-18 18:29:59 > Step: 26400 Progress: 13.2% Elapsed: 3:55:53 temperature: no ada_p: No Discriminator_loss: 0.804267 Generator_loss: 0.499211
[INFO] 2020-09-18 18:30:46 > Step: 26500 Progress: 13.2% Elapsed: 3:56:40 temperature: no ada_p: No Discriminator_loss: 1.25944 Generator_loss: 0.830167
[INFO] 2020-09-18 18:31:34 > Step: 26600 Progress: 13.3% Elapsed: 3:57:28 temperature: no ada_p: No Discriminator_loss: 1.12782 Generator_loss: 1.20693
[INFO] 2020-09-18 18:32:21 > Step: 26700 Progress: 13.4% Elapsed: 3:58:15 temperature: no ada_p: No Discriminator_loss: 0.933826 Generator_loss: -0.0668303
[INFO] 2020-09-18 18:33:09 > Step: 26800 Progress: 13.4% Elapsed: 3:59:03 temperature: no ada_p: No Discriminator_loss: 1.10207 Generator_loss: 1.10157
[INFO] 2020-09-18 18:33:57 > Step: 26900 Progress: 13.5% Elapsed: 3:59:52 temperature: no ada_p: No Discriminator_loss: 1.35976 Generator_loss: 0.346468
[INFO] 2020-09-18 18:34:46 > Step: 27000 Progress: 13.5% Elapsed: 4:00:40 temperature: no ada_p: No Discriminator_loss: 1.10994 Generator_loss: -0.111638
[INFO] 2020-09-18 18:35:33 > Step: 27100 Progress: 13.6% Elapsed: 4:01:28 temperature: no ada_p: No Discriminator_loss: 1.04707 Generator_loss: 1.13585
[INFO] 2020-09-18 18:36:22 > Step: 27200 Progress: 13.6% Elapsed: 4:02:16 temperature: no ada_p: No Discriminator_loss: 0.954462 Generator_loss: 1.07897
[INFO] 2020-09-18 18:37:10 > Step: 27300 Progress: 13.7% Elapsed: 4:03:04 temperature: no ada_p: No Discriminator_loss: 1.03429 Generator_loss: 0.202272
[INFO] 2020-09-18 18:37:58 > Step: 27400 Progress: 13.7% Elapsed: 4:03:52 temperature: no ada_p: No Discriminator_loss: 1.14778 Generator_loss: 0.32541
[INFO] 2020-09-18 18:38:46 > Step: 27500 Progress: 13.8% Elapsed: 4:04:40 temperature: no ada_p: No Discriminator_loss: 1.2069 Generator_loss: 1.12992
[INFO] 2020-09-18 18:39:33 > Step: 27600 Progress: 13.8% Elapsed: 4:05:27 temperature: no ada_p: No Discriminator_loss: 1.09343 Generator_loss: 0.640939
[INFO] 2020-09-18 18:40:22 > Step: 27700 Progress: 13.9% Elapsed: 4:06:16 temperature: no ada_p: No Discriminator_loss: 0.976215 Generator_loss: 0.739377
[INFO] 2020-09-18 18:41:09 > Step: 27800 Progress: 13.9% Elapsed: 4:07:03 temperature: no ada_p: No Discriminator_loss: 1.19254 Generator_loss: 0.873235
[INFO] 2020-09-18 18:41:57 > Step: 27900 Progress: 14.0% Elapsed: 4:07:51 temperature: no ada_p: No Discriminator_loss: 1.04644 Generator_loss: 0.813275
[INFO] 2020-09-18 18:42:46 > Step: 28000 Progress: 14.0% Elapsed: 4:08:40 temperature: no ada_p: No Discriminator_loss: 1.27008 Generator_loss: 0.644673
[INFO] 2020-09-18 18:42:46 > Start Evaluation (28000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:44:37 > F_8 score (Step: 28000, Using test images): 0.9787753360854325
[INFO] 2020-09-18 18:44:37 > F_1/8 score (Step: 28000, Using test images): 0.984515742324516
[INFO] 2020-09-18 18:44:37 > FID score (Step: 28000, Using test moments): 13.483060291612333
[INFO] 2020-09-18 18:44:37 > Inception score (Step: 28000, 10000 generated images): 9.406648635864258
[INFO] 2020-09-18 18:44:37 > Best FID score (Step: 28000, Using test moments): 13.483060291612333
[INFO] 2020-09-18 18:44:38 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:45:25 > Step: 28100 Progress: 14.1% Elapsed: 4:11:19 temperature: no ada_p: No Discriminator_loss: 1.10416 Generator_loss: 1.04395
[INFO] 2020-09-18 18:46:13 > Step: 28200 Progress: 14.1% Elapsed: 4:12:07 temperature: no ada_p: No Discriminator_loss: 0.977443 Generator_loss: 1.18598
[INFO] 2020-09-18 18:47:02 > Step: 28300 Progress: 14.1% Elapsed: 4:12:56 temperature: no ada_p: No Discriminator_loss: 0.961074 Generator_loss: 0.80902
[INFO] 2020-09-18 18:47:50 > Step: 28400 Progress: 14.2% Elapsed: 4:13:44 temperature: no ada_p: No Discriminator_loss: 1.30702 Generator_loss: -0.0192904
[INFO] 2020-09-18 18:48:38 > Step: 28500 Progress: 14.2% Elapsed: 4:14:32 temperature: no ada_p: No Discriminator_loss: 1.20534 Generator_loss: 1.25365
[INFO] 2020-09-18 18:49:26 > Step: 28600 Progress: 14.3% Elapsed: 4:15:20 temperature: no ada_p: No Discriminator_loss: 1.28854 Generator_loss: 0.600881
[INFO] 2020-09-18 18:50:14 > Step: 28700 Progress: 14.3% Elapsed: 4:16:08 temperature: no ada_p: No Discriminator_loss: 1.21359 Generator_loss: 0.782061
[INFO] 2020-09-18 18:51:02 > Step: 28800 Progress: 14.4% Elapsed: 4:16:57 temperature: no ada_p: No Discriminator_loss: 1.21962 Generator_loss: 0.971747
[INFO] 2020-09-18 18:51:51 > Step: 28900 Progress: 14.4% Elapsed: 4:17:45 temperature: no ada_p: No Discriminator_loss: 0.95381 Generator_loss: 0.62643
[INFO] 2020-09-18 18:52:39 > Step: 29000 Progress: 14.5% Elapsed: 4:18:34 temperature: no ada_p: No Discriminator_loss: 0.941093 Generator_loss: 0.912493
[INFO] 2020-09-18 18:53:28 > Step: 29100 Progress: 14.5% Elapsed: 4:19:22 temperature: no ada_p: No Discriminator_loss: 1.0785 Generator_loss: 0.544747
[INFO] 2020-09-18 18:54:16 > Step: 29200 Progress: 14.6% Elapsed: 4:20:10 temperature: no ada_p: No Discriminator_loss: 1.17149 Generator_loss: 0.462141
[INFO] 2020-09-18 18:55:04 > Step: 29300 Progress: 14.6% Elapsed: 4:20:58 temperature: no ada_p: No Discriminator_loss: 1.06206 Generator_loss: 0.947245
[INFO] 2020-09-18 18:55:52 > Step: 29400 Progress: 14.7% Elapsed: 4:21:46 temperature: no ada_p: No Discriminator_loss: 0.967838 Generator_loss: 0.438437
[INFO] 2020-09-18 18:56:40 > Step: 29500 Progress: 14.8% Elapsed: 4:22:34 temperature: no ada_p: No Discriminator_loss: 1.01343 Generator_loss: -0.236092
[INFO] 2020-09-18 18:57:28 > Step: 29600 Progress: 14.8% Elapsed: 4:23:22 temperature: no ada_p: No Discriminator_loss: 1.20802 Generator_loss: 0.907541
[INFO] 2020-09-18 18:58:16 > Step: 29700 Progress: 14.8% Elapsed: 4:24:10 temperature: no ada_p: No Discriminator_loss: 1.06695 Generator_loss: 0.434295
[INFO] 2020-09-18 18:59:03 > Step: 29800 Progress: 14.9% Elapsed: 4:24:58 temperature: no ada_p: No Discriminator_loss: 0.984898 Generator_loss: 1.16752
[INFO] 2020-09-18 18:59:52 > Step: 29900 Progress: 14.9% Elapsed: 4:25:46 temperature: no ada_p: No Discriminator_loss: 0.948052 Generator_loss: 1.03126
[INFO] 2020-09-18 19:00:40 > Step: 30000 Progress: 15.0% Elapsed: 4:26:34 temperature: no ada_p: No Discriminator_loss: 1.16215 Generator_loss: 0.584727
[INFO] 2020-09-18 19:00:40 > Start Evaluation (30000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:02:32 > F_8 score (Step: 30000, Using test images): 0.9776033875990384
[INFO] 2020-09-18 19:02:32 > F_1/8 score (Step: 30000, Using test images): 0.9898754410309891
[INFO] 2020-09-18 19:02:32 > FID score (Step: 30000, Using test moments): 13.095250398327153
[INFO] 2020-09-18 19:02:32 > Inception score (Step: 30000, 10000 generated images): 9.51706314086914
[INFO] 2020-09-18 19:02:32 > Best FID score (Step: 30000, Using test moments): 13.095250398327153
[INFO] 2020-09-18 19:02:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:03:20 > Step: 30100 Progress: 15.0% Elapsed: 4:29:14 temperature: no ada_p: No Discriminator_loss: 1.2542 Generator_loss: 0.974049
[INFO] 2020-09-18 19:04:08 > Step: 30200 Progress: 15.1% Elapsed: 4:30:03 temperature: no ada_p: No Discriminator_loss: 1.16644 Generator_loss: 0.791315
[INFO] 2020-09-18 19:04:56 > Step: 30300 Progress: 15.2% Elapsed: 4:30:50 temperature: no ada_p: No Discriminator_loss: 1.04094 Generator_loss: 0.592848
[INFO] 2020-09-18 19:05:44 > Step: 30400 Progress: 15.2% Elapsed: 4:31:38 temperature: no ada_p: No Discriminator_loss: 0.963675 Generator_loss: 1.34522
[INFO] 2020-09-18 19:06:33 > Step: 30500 Progress: 15.2% Elapsed: 4:32:27 temperature: no ada_p: No Discriminator_loss: 1.09315 Generator_loss: 0.795532
[INFO] 2020-09-18 19:07:22 > Step: 30600 Progress: 15.3% Elapsed: 4:33:16 temperature: no ada_p: No Discriminator_loss: 1.17319 Generator_loss: 1.18677
[INFO] 2020-09-18 19:08:11 > Step: 30700 Progress: 15.3% Elapsed: 4:34:05 temperature: no ada_p: No Discriminator_loss: 1.11638 Generator_loss: 0.997
[INFO] 2020-09-18 19:08:59 > Step: 30800 Progress: 15.4% Elapsed: 4:34:53 temperature: no ada_p: No Discriminator_loss: 0.751232 Generator_loss: 0.909175
[INFO] 2020-09-18 19:09:47 > Step: 30900 Progress: 15.4% Elapsed: 4:35:41 temperature: no ada_p: No Discriminator_loss: 1.3232 Generator_loss: 0.784736
[INFO] 2020-09-18 19:10:35 > Step: 31000 Progress: 15.5% Elapsed: 4:36:30 temperature: no ada_p: No Discriminator_loss: 1.15217 Generator_loss: 0.478281
[INFO] 2020-09-18 19:11:24 > Step: 31100 Progress: 15.6% Elapsed: 4:37:18 temperature: no ada_p: No Discriminator_loss: 1.25613 Generator_loss: 0.29615
[INFO] 2020-09-18 19:12:12 > Step: 31200 Progress: 15.6% Elapsed: 4:38:06 temperature: no ada_p: No Discriminator_loss: 1.0132 Generator_loss: 0.324691
[INFO] 2020-09-18 19:13:01 > Step: 31300 Progress: 15.7% Elapsed: 4:38:55 temperature: no ada_p: No Discriminator_loss: 0.968827 Generator_loss: 1.02407
[INFO] 2020-09-18 19:13:49 > Step: 31400 Progress: 15.7% Elapsed: 4:39:43 temperature: no ada_p: No Discriminator_loss: 1.08575 Generator_loss: 0.321703
[INFO] 2020-09-18 19:14:37 > Step: 31500 Progress: 15.8% Elapsed: 4:40:31 temperature: no ada_p: No Discriminator_loss: 1.13223 Generator_loss: 0.841392
[INFO] 2020-09-18 19:15:25 > Step: 31600 Progress: 15.8% Elapsed: 4:41:20 temperature: no ada_p: No Discriminator_loss: 1.05814 Generator_loss: 0.981383
[INFO] 2020-09-18 19:16:14 > Step: 31700 Progress: 15.8% Elapsed: 4:42:08 temperature: no ada_p: No Discriminator_loss: 0.976311 Generator_loss: 0.817515
[INFO] 2020-09-18 19:17:02 > Step: 31800 Progress: 15.9% Elapsed: 4:42:56 temperature: no ada_p: No Discriminator_loss: 1.20422 Generator_loss: 0.556499
[INFO] 2020-09-18 19:17:50 > Step: 31900 Progress: 16.0% Elapsed: 4:43:45 temperature: no ada_p: No Discriminator_loss: 1.14092 Generator_loss: 0.677528
[INFO] 2020-09-18 19:18:38 > Step: 32000 Progress: 16.0% Elapsed: 4:44:32 temperature: no ada_p: No Discriminator_loss: 1.10855 Generator_loss: 0.74026
[INFO] 2020-09-18 19:18:38 > Start Evaluation (32000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:20:29 > F_8 score (Step: 32000, Using test images): 0.9811653486736214
[INFO] 2020-09-18 19:20:29 > F_1/8 score (Step: 32000, Using test images): 0.988195304369122
[INFO] 2020-09-18 19:20:29 > FID score (Step: 32000, Using test moments): 12.583107538394643
[INFO] 2020-09-18 19:20:29 > Inception score (Step: 32000, 10000 generated images): 9.487260818481445
[INFO] 2020-09-18 19:20:29 > Best FID score (Step: 32000, Using test moments): 12.583107538394643
[INFO] 2020-09-18 19:20:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:21:18 > Step: 32100 Progress: 16.1% Elapsed: 4:47:12 temperature: no ada_p: No Discriminator_loss: 1.09747 Generator_loss: 0.555613
[INFO] 2020-09-18 19:22:07 > Step: 32200 Progress: 16.1% Elapsed: 4:48:01 temperature: no ada_p: No Discriminator_loss: 1.11389 Generator_loss: 0.334091
[INFO] 2020-09-18 19:22:55 > Step: 32300 Progress: 16.2% Elapsed: 4:48:50 temperature: no ada_p: No Discriminator_loss: 1.26218 Generator_loss: 0.284503
[INFO] 2020-09-18 19:23:45 > Step: 32400 Progress: 16.2% Elapsed: 4:49:39 temperature: no ada_p: No Discriminator_loss: 0.866478 Generator_loss: 0.686488
[INFO] 2020-09-18 19:24:34 > Step: 32500 Progress: 16.2% Elapsed: 4:50:28 temperature: no ada_p: No Discriminator_loss: 1.18053 Generator_loss: 1.43073
[INFO] 2020-09-18 19:25:21 > Step: 32600 Progress: 16.3% Elapsed: 4:51:15 temperature: no ada_p: No Discriminator_loss: 1.15527 Generator_loss: 0.872857
[INFO] 2020-09-18 19:26:10 > Step: 32700 Progress: 16.4% Elapsed: 4:52:04 temperature: no ada_p: No Discriminator_loss: 1.18466 Generator_loss: 0.451917
[INFO] 2020-09-18 19:26:58 > Step: 32800 Progress: 16.4% Elapsed: 4:52:52 temperature: no ada_p: No Discriminator_loss: 1.11456 Generator_loss: 1.11287
[INFO] 2020-09-18 19:27:46 > Step: 32900 Progress: 16.4% Elapsed: 4:53:40 temperature: no ada_p: No Discriminator_loss: 1.21158 Generator_loss: 0.745394
[INFO] 2020-09-18 19:28:35 > Step: 33000 Progress: 16.5% Elapsed: 4:54:29 temperature: no ada_p: No Discriminator_loss: 1.15163 Generator_loss: 1.07638
[INFO] 2020-09-18 19:29:22 > Step: 33100 Progress: 16.6% Elapsed: 4:55:17 temperature: no ada_p: No Discriminator_loss: 1.05714 Generator_loss: 1.12256
[INFO] 2020-09-18 19:30:10 > Step: 33200 Progress: 16.6% Elapsed: 4:56:05 temperature: no ada_p: No Discriminator_loss: 0.987655 Generator_loss: 0.907299
[INFO] 2020-09-18 19:30:59 > Step: 33300 Progress: 16.7% Elapsed: 4:56:53 temperature: no ada_p: No Discriminator_loss: 0.944282 Generator_loss: 1.31126
[INFO] 2020-09-18 19:31:46 > Step: 33400 Progress: 16.7% Elapsed: 4:57:40 temperature: no ada_p: No Discriminator_loss: 1.35511 Generator_loss: 0.861666
[INFO] 2020-09-18 19:32:37 > Step: 33500 Progress: 16.8% Elapsed: 4:58:31 temperature: no ada_p: No Discriminator_loss: 1.10146 Generator_loss: 0.606518
[INFO] 2020-09-18 19:33:25 > Step: 33600 Progress: 16.8% Elapsed: 4:59:19 temperature: no ada_p: No Discriminator_loss: 1.07869 Generator_loss: 1.05502
[INFO] 2020-09-18 19:34:13 > Step: 33700 Progress: 16.9% Elapsed: 5:00:07 temperature: no ada_p: No Discriminator_loss: 1.17189 Generator_loss: 0.558981
[INFO] 2020-09-18 19:35:02 > Step: 33800 Progress: 16.9% Elapsed: 5:00:56 temperature: no ada_p: No Discriminator_loss: 1.26019 Generator_loss: 1.13073
[INFO] 2020-09-18 19:35:50 > Step: 33900 Progress: 17.0% Elapsed: 5:01:44 temperature: no ada_p: No Discriminator_loss: 1.27758 Generator_loss: 0.533438
[INFO] 2020-09-18 19:36:38 > Step: 34000 Progress: 17.0% Elapsed: 5:02:32 temperature: no ada_p: No Discriminator_loss: 1.14904 Generator_loss: 0.928971
[INFO] 2020-09-18 19:36:38 > Start Evaluation (34000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:38:30 > F_8 score (Step: 34000, Using test images): 0.982116149542259
[INFO] 2020-09-18 19:38:30 > F_1/8 score (Step: 34000, Using test images): 0.989829979862105
[INFO] 2020-09-18 19:38:30 > FID score (Step: 34000, Using test moments): 12.082597795589777
[INFO] 2020-09-18 19:38:30 > Inception score (Step: 34000, 10000 generated images): 9.759958267211914
[INFO] 2020-09-18 19:38:30 > Best FID score (Step: 34000, Using test moments): 12.082597795589777
[INFO] 2020-09-18 19:38:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:39:18 > Step: 34100 Progress: 17.1% Elapsed: 5:05:12 temperature: no ada_p: No Discriminator_loss: 1.23464 Generator_loss: 0.803456
[INFO] 2020-09-18 19:40:06 > Step: 34200 Progress: 17.1% Elapsed: 5:06:00 temperature: no ada_p: No Discriminator_loss: 1.21598 Generator_loss: 0.983928
[INFO] 2020-09-18 19:40:54 > Step: 34300 Progress: 17.2% Elapsed: 5:06:49 temperature: no ada_p: No Discriminator_loss: 1.1726 Generator_loss: 0.580517
[INFO] 2020-09-18 19:41:43 > Step: 34400 Progress: 17.2% Elapsed: 5:07:37 temperature: no ada_p: No Discriminator_loss: 1.32283 Generator_loss: 0.999029
[INFO] 2020-09-18 19:42:31 > Step: 34500 Progress: 17.2% Elapsed: 5:08:25 temperature: no ada_p: No Discriminator_loss: 1.28863 Generator_loss: 1.23037
[INFO] 2020-09-18 19:43:19 > Step: 34600 Progress: 17.3% Elapsed: 5:09:13 temperature: no ada_p: No Discriminator_loss: 1.04314 Generator_loss: 0.567661
[INFO] 2020-09-18 19:44:08 > Step: 34700 Progress: 17.3% Elapsed: 5:10:02 temperature: no ada_p: No Discriminator_loss: 1.19181 Generator_loss: 0.382721
[INFO] 2020-09-18 19:44:55 > Step: 34800 Progress: 17.4% Elapsed: 5:10:49 temperature: no ada_p: No Discriminator_loss: 1.03869 Generator_loss: 0.646688
[INFO] 2020-09-18 19:45:43 > Step: 34900 Progress: 17.4% Elapsed: 5:11:37 temperature: no ada_p: No Discriminator_loss: 1.12004 Generator_loss: 0.585807
[INFO] 2020-09-18 19:46:31 > Step: 35000 Progress: 17.5% Elapsed: 5:12:26 temperature: no ada_p: No Discriminator_loss: 1.11863 Generator_loss: 0.461693
[INFO] 2020-09-18 19:47:19 > Step: 35100 Progress: 17.5% Elapsed: 5:13:14 temperature: no ada_p: No Discriminator_loss: 1.0428 Generator_loss: 0.796835
[INFO] 2020-09-18 19:48:07 > Step: 35200 Progress: 17.6% Elapsed: 5:14:02 temperature: no ada_p: No Discriminator_loss: 1.19314 Generator_loss: 0.895276
[INFO] 2020-09-18 19:48:55 > Step: 35300 Progress: 17.6% Elapsed: 5:14:49 temperature: no ada_p: No Discriminator_loss: 1.14593 Generator_loss: 0.812186
[INFO] 2020-09-18 19:49:43 > Step: 35400 Progress: 17.7% Elapsed: 5:15:37 temperature: no ada_p: No Discriminator_loss: 1.05805 Generator_loss: 0.7669
[INFO] 2020-09-18 19:50:31 > Step: 35500 Progress: 17.8% Elapsed: 5:16:25 temperature: no ada_p: No Discriminator_loss: 1.07944 Generator_loss: 0.37704
[INFO] 2020-09-18 19:51:19 > Step: 35600 Progress: 17.8% Elapsed: 5:17:13 temperature: no ada_p: No Discriminator_loss: 1.05748 Generator_loss: 0.549024
[INFO] 2020-09-18 19:52:07 > Step: 35700 Progress: 17.8% Elapsed: 5:18:02 temperature: no ada_p: No Discriminator_loss: 1.10565 Generator_loss: 0.204101
[INFO] 2020-09-18 19:52:56 > Step: 35800 Progress: 17.9% Elapsed: 5:18:51 temperature: no ada_p: No Discriminator_loss: 1.20281 Generator_loss: 0.991856
[INFO] 2020-09-18 19:53:44 > Step: 35900 Progress: 17.9% Elapsed: 5:19:38 temperature: no ada_p: No Discriminator_loss: 0.971436 Generator_loss: 0.64978
[INFO] 2020-09-18 19:54:32 > Step: 36000 Progress: 18.0% Elapsed: 5:20:26 temperature: no ada_p: No Discriminator_loss: 1.14553 Generator_loss: 1.04112
[INFO] 2020-09-18 19:54:32 > Start Evaluation (36000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:56:23 > F_8 score (Step: 36000, Using test images): 0.9833714747443919
[INFO] 2020-09-18 19:56:23 > F_1/8 score (Step: 36000, Using test images): 0.9896631821302874
[INFO] 2020-09-18 19:56:23 > FID score (Step: 36000, Using test moments): 11.64751436810485
[INFO] 2020-09-18 19:56:23 > Inception score (Step: 36000, 10000 generated images): 9.683294296264648
[INFO] 2020-09-18 19:56:23 > Best FID score (Step: 36000, Using test moments): 11.64751436810485
[INFO] 2020-09-18 19:56:24 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:57:12 > Step: 36100 Progress: 18.1% Elapsed: 5:23:06 temperature: no ada_p: No Discriminator_loss: 1.23624 Generator_loss: 0.959008
[INFO] 2020-09-18 19:58:00 > Step: 36200 Progress: 18.1% Elapsed: 5:23:55 temperature: no ada_p: No Discriminator_loss: 0.898976 Generator_loss: 0.67271
[INFO] 2020-09-18 19:58:49 > Step: 36300 Progress: 18.1% Elapsed: 5:24:43 temperature: no ada_p: No Discriminator_loss: 1.10613 Generator_loss: 0.707079
[INFO] 2020-09-18 19:59:37 > Step: 36400 Progress: 18.2% Elapsed: 5:25:31 temperature: no ada_p: No Discriminator_loss: 1.26718 Generator_loss: 0.44242
[INFO] 2020-09-18 20:00:25 > Step: 36500 Progress: 18.2% Elapsed: 5:26:19 temperature: no ada_p: No Discriminator_loss: 1.22206 Generator_loss: 0.370361
[INFO] 2020-09-18 20:01:14 > Step: 36600 Progress: 18.3% Elapsed: 5:27:08 temperature: no ada_p: No Discriminator_loss: 0.950258 Generator_loss: 0.862349
[INFO] 2020-09-18 20:02:01 > Step: 36700 Progress: 18.4% Elapsed: 5:27:55 temperature: no ada_p: No Discriminator_loss: 0.920959 Generator_loss: 0.974065
[INFO] 2020-09-18 20:02:50 > Step: 36800 Progress: 18.4% Elapsed: 5:28:44 temperature: no ada_p: No Discriminator_loss: 1.0203 Generator_loss: -0.11191
[INFO] 2020-09-18 20:03:39 > Step: 36900 Progress: 18.4% Elapsed: 5:29:33 temperature: no ada_p: No Discriminator_loss: 1.23041 Generator_loss: 0.310209
[INFO] 2020-09-18 20:04:26 > Step: 37000 Progress: 18.5% Elapsed: 5:30:21 temperature: no ada_p: No Discriminator_loss: 1.10966 Generator_loss: 0.477757
[INFO] 2020-09-18 20:05:15 > Step: 37100 Progress: 18.6% Elapsed: 5:31:09 temperature: no ada_p: No Discriminator_loss: 1.29597 Generator_loss: 1.17425
[INFO] 2020-09-18 20:06:03 > Step: 37200 Progress: 18.6% Elapsed: 5:31:58 temperature: no ada_p: No Discriminator_loss: 1.05885 Generator_loss: 0.841894
[INFO] 2020-09-18 20:06:51 > Step: 37300 Progress: 18.6% Elapsed: 5:32:45 temperature: no ada_p: No Discriminator_loss: 1.28041 Generator_loss: 0.658302
[INFO] 2020-09-18 20:07:39 > Step: 37400 Progress: 18.7% Elapsed: 5:33:33 temperature: no ada_p: No Discriminator_loss: 1.19252 Generator_loss: 0.87366
[INFO] 2020-09-18 20:08:27 > Step: 37500 Progress: 18.8% Elapsed: 5:34:21 temperature: no ada_p: No Discriminator_loss: 1.08352 Generator_loss: 1.39429
[INFO] 2020-09-18 20:09:14 > Step: 37600 Progress: 18.8% Elapsed: 5:35:08 temperature: no ada_p: No Discriminator_loss: 1.02218 Generator_loss: 0.849907
[INFO] 2020-09-18 20:10:03 > Step: 37700 Progress: 18.9% Elapsed: 5:35:57 temperature: no ada_p: No Discriminator_loss: 1.21929 Generator_loss: 0.410122
[INFO] 2020-09-18 20:10:50 > Step: 37800 Progress: 18.9% Elapsed: 5:36:45 temperature: no ada_p: No Discriminator_loss: 1.36168 Generator_loss: 0.58462
[INFO] 2020-09-18 20:11:38 > Step: 37900 Progress: 18.9% Elapsed: 5:37:33 temperature: no ada_p: No Discriminator_loss: 1.15147 Generator_loss: 0.857887
[INFO] 2020-09-18 20:12:27 > Step: 38000 Progress: 19.0% Elapsed: 5:38:21 temperature: no ada_p: No Discriminator_loss: 1.12415 Generator_loss: 0.460346
[INFO] 2020-09-18 20:12:27 > Start Evaluation (38000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:14:20 > F_8 score (Step: 38000, Using test images): 0.9844991735759665
[INFO] 2020-09-18 20:14:20 > F_1/8 score (Step: 38000, Using test images): 0.9902770096079004
[INFO] 2020-09-18 20:14:20 > FID score (Step: 38000, Using test moments): 11.48418573488641
[INFO] 2020-09-18 20:14:20 > Inception score (Step: 38000, 10000 generated images): 9.641512870788574
[INFO] 2020-09-18 20:14:20 > Best FID score (Step: 38000, Using test moments): 11.48418573488641
[INFO] 2020-09-18 20:14:21 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:15:07 > Step: 38100 Progress: 19.1% Elapsed: 5:41:01 temperature: no ada_p: No Discriminator_loss: 0.967049 Generator_loss: 0.656977
[INFO] 2020-09-18 20:15:56 > Step: 38200 Progress: 19.1% Elapsed: 5:41:51 temperature: no ada_p: No Discriminator_loss: 1.33707 Generator_loss: 0.592739
[INFO] 2020-09-18 20:16:45 > Step: 38300 Progress: 19.1% Elapsed: 5:42:39 temperature: no ada_p: No Discriminator_loss: 1.0234 Generator_loss: 1.40508
[INFO] 2020-09-18 20:17:32 > Step: 38400 Progress: 19.2% Elapsed: 5:43:26 temperature: no ada_p: No Discriminator_loss: 1.25959 Generator_loss: 0.38085
[INFO] 2020-09-18 20:18:20 > Step: 38500 Progress: 19.2% Elapsed: 5:44:14 temperature: no ada_p: No Discriminator_loss: 1.18796 Generator_loss: 0.811251
[INFO] 2020-09-18 20:19:08 > Step: 38600 Progress: 19.3% Elapsed: 5:45:02 temperature: no ada_p: No Discriminator_loss: 1.13274 Generator_loss: 0.466175
[INFO] 2020-09-18 20:19:55 > Step: 38700 Progress: 19.4% Elapsed: 5:45:49 temperature: no ada_p: No Discriminator_loss: 1.15602 Generator_loss: 1.46051
[INFO] 2020-09-18 20:20:43 > Step: 38800 Progress: 19.4% Elapsed: 5:46:37 temperature: no ada_p: No Discriminator_loss: 1.13856 Generator_loss: 1.19967
[INFO] 2020-09-18 20:21:31 > Step: 38900 Progress: 19.4% Elapsed: 5:47:26 temperature: no ada_p: No Discriminator_loss: 1.18084 Generator_loss: 0.589279
[INFO] 2020-09-18 20:22:19 > Step: 39000 Progress: 19.5% Elapsed: 5:48:13 temperature: no ada_p: No Discriminator_loss: 1.03419 Generator_loss: 0.818441
[INFO] 2020-09-18 20:23:07 > Step: 39100 Progress: 19.6% Elapsed: 5:49:01 temperature: no ada_p: No Discriminator_loss: 1.25882 Generator_loss: 1.44712
[INFO] 2020-09-18 20:23:55 > Step: 39200 Progress: 19.6% Elapsed: 5:49:50 temperature: no ada_p: No Discriminator_loss: 1.47801 Generator_loss: 0.576749
[INFO] 2020-09-18 20:24:43 > Step: 39300 Progress: 19.7% Elapsed: 5:50:38 temperature: no ada_p: No Discriminator_loss: 1.08348 Generator_loss: 0.579931
[INFO] 2020-09-18 20:25:32 > Step: 39400 Progress: 19.7% Elapsed: 5:51:26 temperature: no ada_p: No Discriminator_loss: 1.05552 Generator_loss: 0.733402
[INFO] 2020-09-18 20:26:19 > Step: 39500 Progress: 19.8% Elapsed: 5:52:13 temperature: no ada_p: No Discriminator_loss: 1.06488 Generator_loss: 0.712309
[INFO] 2020-09-18 20:27:07 > Step: 39600 Progress: 19.8% Elapsed: 5:53:02 temperature: no ada_p: No Discriminator_loss: 1.28985 Generator_loss: 1.68375
[INFO] 2020-09-18 20:27:56 > Step: 39700 Progress: 19.9% Elapsed: 5:53:50 temperature: no ada_p: No Discriminator_loss: 1.24626 Generator_loss: 0.732194
[INFO] 2020-09-18 20:28:43 > Step: 39800 Progress: 19.9% Elapsed: 5:54:37 temperature: no ada_p: No Discriminator_loss: 1.18484 Generator_loss: 0.431193
[INFO] 2020-09-18 20:29:31 > Step: 39900 Progress: 20.0% Elapsed: 5:55:26 temperature: no ada_p: No Discriminator_loss: 0.995572 Generator_loss: 0.150165
[INFO] 2020-09-18 20:30:20 > Step: 40000 Progress: 20.0% Elapsed: 5:56:14 temperature: no ada_p: No Discriminator_loss: 1.13102 Generator_loss: 0.732373
[INFO] 2020-09-18 20:30:20 > Start Evaluation (40000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:32:11 > F_8 score (Step: 40000, Using test images): 0.9853873625982063
[INFO] 2020-09-18 20:32:11 > F_1/8 score (Step: 40000, Using test images): 0.9900802367747945
[INFO] 2020-09-18 20:32:11 > FID score (Step: 40000, Using test moments): 11.162181056708732
[INFO] 2020-09-18 20:32:11 > Inception score (Step: 40000, 10000 generated images): 9.688145637512207
[INFO] 2020-09-18 20:32:11 > Best FID score (Step: 40000, Using test moments): 11.162181056708732
[INFO] 2020-09-18 20:32:12 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:32:58 > Step: 40100 Progress: 20.1% Elapsed: 5:58:52 temperature: no ada_p: No Discriminator_loss: 1.19788 Generator_loss: 0.360029
[INFO] 2020-09-18 20:33:46 > Step: 40200 Progress: 20.1% Elapsed: 5:59:41 temperature: no ada_p: No Discriminator_loss: 1.058 Generator_loss: 0.901095
[INFO] 2020-09-18 20:34:35 > Step: 40300 Progress: 20.2% Elapsed: 6:00:29 temperature: no ada_p: No Discriminator_loss: 1.0075 Generator_loss: 1.37436
[INFO] 2020-09-18 20:35:23 > Step: 40400 Progress: 20.2% Elapsed: 6:01:17 temperature: no ada_p: No Discriminator_loss: 1.22542 Generator_loss: 0.32706
[INFO] 2020-09-18 20:36:10 > Step: 40500 Progress: 20.2% Elapsed: 6:02:05 temperature: no ada_p: No Discriminator_loss: 1.04031 Generator_loss: 0.554303
[INFO] 2020-09-18 20:36:58 > Step: 40600 Progress: 20.3% Elapsed: 6:02:52 temperature: no ada_p: No Discriminator_loss: 1.02746 Generator_loss: 0.9079
[INFO] 2020-09-18 20:37:46 > Step: 40700 Progress: 20.3% Elapsed: 6:03:40 temperature: no ada_p: No Discriminator_loss: 1.3064 Generator_loss: 0.395119
[INFO] 2020-09-18 20:38:34 > Step: 40800 Progress: 20.4% Elapsed: 6:04:28 temperature: no ada_p: No Discriminator_loss: 1.25524 Generator_loss: 0.406649
[INFO] 2020-09-18 20:39:21 > Step: 40900 Progress: 20.4% Elapsed: 6:05:15 temperature: no ada_p: No Discriminator_loss: 1.1157 Generator_loss: 0.930916
[INFO] 2020-09-18 20:40:09 > Step: 41000 Progress: 20.5% Elapsed: 6:06:03 temperature: no ada_p: No Discriminator_loss: 1.12043 Generator_loss: 1.18694
[INFO] 2020-09-18 20:40:57 > Step: 41100 Progress: 20.5% Elapsed: 6:06:51 temperature: no ada_p: No Discriminator_loss: 1.19297 Generator_loss: 1.00255
[INFO] 2020-09-18 20:41:44 > Step: 41200 Progress: 20.6% Elapsed: 6:07:38 temperature: no ada_p: No Discriminator_loss: 1.0341 Generator_loss: 0.864748
[INFO] 2020-09-18 20:42:33 > Step: 41300 Progress: 20.6% Elapsed: 6:08:27 temperature: no ada_p: No Discriminator_loss: 1.04984 Generator_loss: 0.17868
[INFO] 2020-09-18 20:43:21 > Step: 41400 Progress: 20.7% Elapsed: 6:09:15 temperature: no ada_p: No Discriminator_loss: 1.38107 Generator_loss: 0.412139
[INFO] 2020-09-18 20:44:09 > Step: 41500 Progress: 20.8% Elapsed: 6:10:03 temperature: no ada_p: No Discriminator_loss: 1.12252 Generator_loss: 0.941294
[INFO] 2020-09-18 20:44:58 > Step: 41600 Progress: 20.8% Elapsed: 6:10:52 temperature: no ada_p: No Discriminator_loss: 1.01949 Generator_loss: 0.916399
[INFO] 2020-09-18 20:45:45 > Step: 41700 Progress: 20.8% Elapsed: 6:11:39 temperature: no ada_p: No Discriminator_loss: 1.08526 Generator_loss: 1.09621
[INFO] 2020-09-18 20:46:33 > Step: 41800 Progress: 20.9% Elapsed: 6:12:28 temperature: no ada_p: No Discriminator_loss: 1.37175 Generator_loss: 0.793357
[INFO] 2020-09-18 20:47:21 > Step: 41900 Progress: 20.9% Elapsed: 6:13:15 temperature: no ada_p: No Discriminator_loss: 0.997976 Generator_loss: 0.992025
[INFO] 2020-09-18 20:48:09 > Step: 42000 Progress: 21.0% Elapsed: 6:14:03 temperature: no ada_p: No Discriminator_loss: 0.968983 Generator_loss: 0.509348
[INFO] 2020-09-18 20:48:09 > Start Evaluation (42000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:50:00 > F_8 score (Step: 42000, Using test images): 0.9863469914169749
[INFO] 2020-09-18 20:50:00 > F_1/8 score (Step: 42000, Using test images): 0.9915146683006361
[INFO] 2020-09-18 20:50:00 > FID score (Step: 42000, Using test moments): 10.906932278649208
[INFO] 2020-09-18 20:50:00 > Inception score (Step: 42000, 10000 generated images): 9.705222129821777
[INFO] 2020-09-18 20:50:00 > Best FID score (Step: 42000, Using test moments): 10.906932278649208
[INFO] 2020-09-18 20:50:00 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:50:48 > Step: 42100 Progress: 21.1% Elapsed: 6:16:42 temperature: no ada_p: No Discriminator_loss: 1.16926 Generator_loss: 1.11326
[INFO] 2020-09-18 20:51:37 > Step: 42200 Progress: 21.1% Elapsed: 6:17:31 temperature: no ada_p: No Discriminator_loss: 1.03254 Generator_loss: 0.793529
[INFO] 2020-09-18 20:52:25 > Step: 42300 Progress: 21.1% Elapsed: 6:18:19 temperature: no ada_p: No Discriminator_loss: 1.09334 Generator_loss: 1.0939
[INFO] 2020-09-18 20:53:13 > Step: 42400 Progress: 21.2% Elapsed: 6:19:07 temperature: no ada_p: No Discriminator_loss: 1.11027 Generator_loss: 0.811592
[INFO] 2020-09-18 20:54:01 > Step: 42500 Progress: 21.2% Elapsed: 6:19:55 temperature: no ada_p: No Discriminator_loss: 1.42179 Generator_loss: 1.11294
[INFO] 2020-09-18 20:54:49 > Step: 42600 Progress: 21.3% Elapsed: 6:20:43 temperature: no ada_p: No Discriminator_loss: 1.27519 Generator_loss: -0.00430342
[INFO] 2020-09-18 20:55:37 > Step: 42700 Progress: 21.3% Elapsed: 6:21:31 temperature: no ada_p: No Discriminator_loss: 1.21181 Generator_loss: 0.645518
[INFO] 2020-09-18 20:56:26 > Step: 42800 Progress: 21.4% Elapsed: 6:22:20 temperature: no ada_p: No Discriminator_loss: 1.00783 Generator_loss: 1.19981
[INFO] 2020-09-18 20:57:13 > Step: 42900 Progress: 21.4% Elapsed: 6:23:07 temperature: no ada_p: No Discriminator_loss: 1.13515 Generator_loss: 0.68943
[INFO] 2020-09-18 20:58:01 > Step: 43000 Progress: 21.5% Elapsed: 6:23:55 temperature: no ada_p: No Discriminator_loss: 1.18829 Generator_loss: 0.727113
[INFO] 2020-09-18 20:58:49 > Step: 43100 Progress: 21.6% Elapsed: 6:24:43 temperature: no ada_p: No Discriminator_loss: 0.845523 Generator_loss: 0.842933
[INFO] 2020-09-18 20:59:37 > Step: 43200 Progress: 21.6% Elapsed: 6:25:31 temperature: no ada_p: No Discriminator_loss: 1.04492 Generator_loss: 0.725725
[INFO] 2020-09-18 21:00:26 > Step: 43300 Progress: 21.6% Elapsed: 6:26:20 temperature: no ada_p: No Discriminator_loss: 1.13418 Generator_loss: 0.616091
[INFO] 2020-09-18 21:01:13 > Step: 43400 Progress: 21.7% Elapsed: 6:27:07 temperature: no ada_p: No Discriminator_loss: 1.12924 Generator_loss: 1.1387
[INFO] 2020-09-18 21:02:01 > Step: 43500 Progress: 21.8% Elapsed: 6:27:55 temperature: no ada_p: No Discriminator_loss: 1.10885 Generator_loss: 0.763915
[INFO] 2020-09-18 21:02:50 > Step: 43600 Progress: 21.8% Elapsed: 6:28:44 temperature: no ada_p: No Discriminator_loss: 1.08187 Generator_loss: 0.425846
[INFO] 2020-09-18 21:03:37 > Step: 43700 Progress: 21.9% Elapsed: 6:29:31 temperature: no ada_p: No Discriminator_loss: 1.04272 Generator_loss: 0.96819
[INFO] 2020-09-18 21:04:26 > Step: 43800 Progress: 21.9% Elapsed: 6:30:20 temperature: no ada_p: No Discriminator_loss: 1.31648 Generator_loss: 1.57369
[INFO] 2020-09-18 21:05:14 > Step: 43900 Progress: 21.9% Elapsed: 6:31:08 temperature: no ada_p: No Discriminator_loss: 0.940533 Generator_loss: 0.49862
[INFO] 2020-09-18 21:06:01 > Step: 44000 Progress: 22.0% Elapsed: 6:31:55 temperature: no ada_p: No Discriminator_loss: 1.05675 Generator_loss: 1.32127
[INFO] 2020-09-18 21:06:01 > Start Evaluation (44000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:07:54 > F_8 score (Step: 44000, Using test images): 0.9846458248789909
[INFO] 2020-09-18 21:07:54 > F_1/8 score (Step: 44000, Using test images): 0.991153891579482
[INFO] 2020-09-18 21:07:54 > FID score (Step: 44000, Using test moments): 10.567233755221196
[INFO] 2020-09-18 21:07:54 > Inception score (Step: 44000, 10000 generated images): 9.579157829284668
[INFO] 2020-09-18 21:07:54 > Best FID score (Step: 44000, Using test moments): 10.567233755221196
[INFO] 2020-09-18 21:07:55 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:08:43 > Step: 44100 Progress: 22.1% Elapsed: 6:34:37 temperature: no ada_p: No Discriminator_loss: 1.26413 Generator_loss: 1.16823
[INFO] 2020-09-18 21:09:31 > Step: 44200 Progress: 22.1% Elapsed: 6:35:25 temperature: no ada_p: No Discriminator_loss: 1.35807 Generator_loss: 1.00583
[INFO] 2020-09-18 21:10:20 > Step: 44300 Progress: 22.1% Elapsed: 6:36:14 temperature: no ada_p: No Discriminator_loss: 0.958739 Generator_loss: 0.94322
[INFO] 2020-09-18 21:11:08 > Step: 44400 Progress: 22.2% Elapsed: 6:37:02 temperature: no ada_p: No Discriminator_loss: 1.34354 Generator_loss: 0.808574
[INFO] 2020-09-18 21:11:55 > Step: 44500 Progress: 22.2% Elapsed: 6:37:49 temperature: no ada_p: No Discriminator_loss: 1.04626 Generator_loss: 0.722039
[INFO] 2020-09-18 21:12:43 > Step: 44600 Progress: 22.3% Elapsed: 6:38:37 temperature: no ada_p: No Discriminator_loss: 1.05365 Generator_loss: 0.876188
[INFO] 2020-09-18 21:13:32 > Step: 44700 Progress: 22.4% Elapsed: 6:39:27 temperature: no ada_p: No Discriminator_loss: 1.27234 Generator_loss: 1.33939
[INFO] 2020-09-18 21:14:21 > Step: 44800 Progress: 22.4% Elapsed: 6:40:15 temperature: no ada_p: No Discriminator_loss: 0.905901 Generator_loss: 0.762479
[INFO] 2020-09-18 21:15:09 > Step: 44900 Progress: 22.4% Elapsed: 6:41:03 temperature: no ada_p: No Discriminator_loss: 1.17146 Generator_loss: 0.708044
[INFO] 2020-09-18 21:15:57 > Step: 45000 Progress: 22.5% Elapsed: 6:41:51 temperature: no ada_p: No Discriminator_loss: 1.30701 Generator_loss: 0.27393
[INFO] 2020-09-18 21:16:45 > Step: 45100 Progress: 22.6% Elapsed: 6:42:39 temperature: no ada_p: No Discriminator_loss: 1.19237 Generator_loss: 0.662742
[INFO] 2020-09-18 21:17:33 > Step: 45200 Progress: 22.6% Elapsed: 6:43:27 temperature: no ada_p: No Discriminator_loss: 1.21047 Generator_loss: 1.06765
[INFO] 2020-09-18 21:18:21 > Step: 45300 Progress: 22.7% Elapsed: 6:44:15 temperature: no ada_p: No Discriminator_loss: 1.18879 Generator_loss: 0.817049
[INFO] 2020-09-18 21:19:08 > Step: 45400 Progress: 22.7% Elapsed: 6:45:02 temperature: no ada_p: No Discriminator_loss: 1.27317 Generator_loss: 0.739315
[INFO] 2020-09-18 21:19:56 > Step: 45500 Progress: 22.8% Elapsed: 6:45:50 temperature: no ada_p: No Discriminator_loss: 1.19011 Generator_loss: 0.485678
[INFO] 2020-09-18 21:20:44 > Step: 45600 Progress: 22.8% Elapsed: 6:46:38 temperature: no ada_p: No Discriminator_loss: 1.02695 Generator_loss: 0.881311
[INFO] 2020-09-18 21:21:33 > Step: 45700 Progress: 22.9% Elapsed: 6:47:27 temperature: no ada_p: No Discriminator_loss: 1.01407 Generator_loss: 1.00663
[INFO] 2020-09-18 21:22:21 > Step: 45800 Progress: 22.9% Elapsed: 6:48:15 temperature: no ada_p: No Discriminator_loss: 1.09229 Generator_loss: 0.707362
[INFO] 2020-09-18 21:23:09 > Step: 45900 Progress: 22.9% Elapsed: 6:49:03 temperature: no ada_p: No Discriminator_loss: 1.02249 Generator_loss: 0.793598
[INFO] 2020-09-18 21:23:57 > Step: 46000 Progress: 23.0% Elapsed: 6:49:51 temperature: no ada_p: No Discriminator_loss: 1.09451 Generator_loss: 0.360154
[INFO] 2020-09-18 21:23:57 > Start Evaluation (46000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:25:49 > F_8 score (Step: 46000, Using test images): 0.9853721418502492
[INFO] 2020-09-18 21:25:49 > F_1/8 score (Step: 46000, Using test images): 0.9912076765288346
[INFO] 2020-09-18 21:25:49 > FID score (Step: 46000, Using test moments): 10.373414512021043
[INFO] 2020-09-18 21:25:49 > Inception score (Step: 46000, 10000 generated images): 9.631485939025879
[INFO] 2020-09-18 21:25:49 > Best FID score (Step: 46000, Using test moments): 10.373414512021043
[INFO] 2020-09-18 21:25:49 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:26:37 > Step: 46100 Progress: 23.1% Elapsed: 6:52:31 temperature: no ada_p: No Discriminator_loss: 1.2046 Generator_loss: 0.748881
[INFO] 2020-09-18 21:27:24 > Step: 46200 Progress: 23.1% Elapsed: 6:53:19 temperature: no ada_p: No Discriminator_loss: 1.22078 Generator_loss: 1.13911
[INFO] 2020-09-18 21:28:13 > Step: 46300 Progress: 23.2% Elapsed: 6:54:07 temperature: no ada_p: No Discriminator_loss: 1.01335 Generator_loss: 0.753456
[INFO] 2020-09-18 21:29:02 > Step: 46400 Progress: 23.2% Elapsed: 6:54:56 temperature: no ada_p: No Discriminator_loss: 1.13079 Generator_loss: 0.869369
[INFO] 2020-09-18 21:29:50 > Step: 46500 Progress: 23.2% Elapsed: 6:55:44 temperature: no ada_p: No Discriminator_loss: 1.24192 Generator_loss: 1.02139
[INFO] 2020-09-18 21:30:38 > Step: 46600 Progress: 23.3% Elapsed: 6:56:32 temperature: no ada_p: No Discriminator_loss: 1.13534 Generator_loss: 1.04877
[INFO] 2020-09-18 21:31:26 > Step: 46700 Progress: 23.4% Elapsed: 6:57:21 temperature: no ada_p: No Discriminator_loss: 1.10616 Generator_loss: 0.309256
[INFO] 2020-09-18 21:32:15 > Step: 46800 Progress: 23.4% Elapsed: 6:58:09 temperature: no ada_p: No Discriminator_loss: 1.25297 Generator_loss: 0.874126
[INFO] 2020-09-18 21:33:03 > Step: 46900 Progress: 23.4% Elapsed: 6:58:57 temperature: no ada_p: No Discriminator_loss: 0.965153 Generator_loss: 0.709768
[INFO] 2020-09-18 21:33:50 > Step: 47000 Progress: 23.5% Elapsed: 6:59:44 temperature: no ada_p: No Discriminator_loss: 1.05131 Generator_loss: 0.762944
[INFO] 2020-09-18 21:34:38 > Step: 47100 Progress: 23.5% Elapsed: 7:00:33 temperature: no ada_p: No Discriminator_loss: 1.21143 Generator_loss: 0.416988
[INFO] 2020-09-18 21:35:28 > Step: 47200 Progress: 23.6% Elapsed: 7:01:22 temperature: no ada_p: No Discriminator_loss: 0.99086 Generator_loss: 0.270791
[INFO] 2020-09-18 21:36:15 > Step: 47300 Progress: 23.6% Elapsed: 7:02:09 temperature: no ada_p: No Discriminator_loss: 1.18426 Generator_loss: 0.821041
[INFO] 2020-09-18 21:37:03 > Step: 47400 Progress: 23.7% Elapsed: 7:02:57 temperature: no ada_p: No Discriminator_loss: 1.05328 Generator_loss: 0.701301
[INFO] 2020-09-18 21:37:51 > Step: 47500 Progress: 23.8% Elapsed: 7:03:45 temperature: no ada_p: No Discriminator_loss: 1.41421 Generator_loss: 0.845847
[INFO] 2020-09-18 21:38:39 > Step: 47600 Progress: 23.8% Elapsed: 7:04:33 temperature: no ada_p: No Discriminator_loss: 0.896104 Generator_loss: 0.589698
[INFO] 2020-09-18 21:39:27 > Step: 47700 Progress: 23.8% Elapsed: 7:05:22 temperature: no ada_p: No Discriminator_loss: 1.16411 Generator_loss: 1.00442
[INFO] 2020-09-18 21:40:16 > Step: 47800 Progress: 23.9% Elapsed: 7:06:10 temperature: no ada_p: No Discriminator_loss: 1.18774 Generator_loss: 0.652257
[INFO] 2020-09-18 21:41:03 > Step: 47900 Progress: 23.9% Elapsed: 7:06:58 temperature: no ada_p: No Discriminator_loss: 1.3946 Generator_loss: 0.545019
[INFO] 2020-09-18 21:41:52 > Step: 48000 Progress: 24.0% Elapsed: 7:07:46 temperature: no ada_p: No Discriminator_loss: 1.10115 Generator_loss: 0.884398
[INFO] 2020-09-18 21:41:52 > Start Evaluation (48000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:43:43 > F_8 score (Step: 48000, Using test images): 0.9876750046226473
[INFO] 2020-09-18 21:43:43 > F_1/8 score (Step: 48000, Using test images): 0.993183159197145
[INFO] 2020-09-18 21:43:43 > FID score (Step: 48000, Using test moments): 10.071486905831875
[INFO] 2020-09-18 21:43:43 > Inception score (Step: 48000, 10000 generated images): 9.816271781921387
[INFO] 2020-09-18 21:43:43 > Best FID score (Step: 48000, Using test moments): 10.071486905831875
[INFO] 2020-09-18 21:43:44 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:44:31 > Step: 48100 Progress: 24.1% Elapsed: 7:10:25 temperature: no ada_p: No Discriminator_loss: 1.20195 Generator_loss: 0.509781
[INFO] 2020-09-18 21:45:19 > Step: 48200 Progress: 24.1% Elapsed: 7:11:13 temperature: no ada_p: No Discriminator_loss: 1.27651 Generator_loss: 0.489958
[INFO] 2020-09-18 21:46:08 > Step: 48300 Progress: 24.1% Elapsed: 7:12:02 temperature: no ada_p: No Discriminator_loss: 1.08988 Generator_loss: 0.547622
[INFO] 2020-09-18 21:46:56 > Step: 48400 Progress: 24.2% Elapsed: 7:12:50 temperature: no ada_p: No Discriminator_loss: 1.24826 Generator_loss: 0.209349
[INFO] 2020-09-18 21:47:45 > Step: 48500 Progress: 24.2% Elapsed: 7:13:39 temperature: no ada_p: No Discriminator_loss: 1.21395 Generator_loss: 0.600474
[INFO] 2020-09-18 21:48:33 > Step: 48600 Progress: 24.3% Elapsed: 7:14:27 temperature: no ada_p: No Discriminator_loss: 0.993501 Generator_loss: 0.428015
[INFO] 2020-09-18 21:49:21 > Step: 48700 Progress: 24.3% Elapsed: 7:15:15 temperature: no ada_p: No Discriminator_loss: 1.38436 Generator_loss: 0.280161
[INFO] 2020-09-18 21:50:09 > Step: 48800 Progress: 24.4% Elapsed: 7:16:04 temperature: no ada_p: No Discriminator_loss: 1.18638 Generator_loss: 1.31289
[INFO] 2020-09-18 21:50:58 > Step: 48900 Progress: 24.4% Elapsed: 7:16:52 temperature: no ada_p: No Discriminator_loss: 1.09358 Generator_loss: 0.811185
[INFO] 2020-09-18 21:51:47 > Step: 49000 Progress: 24.5% Elapsed: 7:17:41 temperature: no ada_p: No Discriminator_loss: 0.972982 Generator_loss: 0.843136
[INFO] 2020-09-18 21:52:36 > Step: 49100 Progress: 24.6% Elapsed: 7:18:30 temperature: no ada_p: No Discriminator_loss: 1.33707 Generator_loss: 1.15495
[INFO] 2020-09-18 21:53:23 > Step: 49200 Progress: 24.6% Elapsed: 7:19:18 temperature: no ada_p: No Discriminator_loss: 1.01959 Generator_loss: 0.717875
[INFO] 2020-09-18 21:54:12 > Step: 49300 Progress: 24.6% Elapsed: 7:20:07 temperature: no ada_p: No Discriminator_loss: 0.979061 Generator_loss: 0.617627
[INFO] 2020-09-18 21:55:01 > Step: 49400 Progress: 24.7% Elapsed: 7:20:55 temperature: no ada_p: No Discriminator_loss: 1.31295 Generator_loss: 1.12353
[INFO] 2020-09-18 21:55:50 > Step: 49500 Progress: 24.8% Elapsed: 7:21:44 temperature: no ada_p: No Discriminator_loss: 1.04336 Generator_loss: 0.669204
[INFO] 2020-09-18 21:56:38 > Step: 49600 Progress: 24.8% Elapsed: 7:22:32 temperature: no ada_p: No Discriminator_loss: 1.14475 Generator_loss: 0.928588
[INFO] 2020-09-18 21:57:26 > Step: 49700 Progress: 24.9% Elapsed: 7:23:20 temperature: no ada_p: No Discriminator_loss: 1.22578 Generator_loss: 0.908252
[INFO] 2020-09-18 21:58:14 > Step: 49800 Progress: 24.9% Elapsed: 7:24:08 temperature: no ada_p: No Discriminator_loss: 1.22473 Generator_loss: 0.706567
[INFO] 2020-09-18 21:59:02 > Step: 49900 Progress: 24.9% Elapsed: 7:24:57 temperature: no ada_p: No Discriminator_loss: 1.29259 Generator_loss: 0.896096
[INFO] 2020-09-18 21:59:51 > Step: 50000 Progress: 25.0% Elapsed: 7:25:45 temperature: no ada_p: No Discriminator_loss: 0.961521 Generator_loss: 1.1127
[INFO] 2020-09-18 21:59:51 > Start Evaluation (50000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:01:42 > F_8 score (Step: 50000, Using test images): 0.9893245158933083
[INFO] 2020-09-18 22:01:42 > F_1/8 score (Step: 50000, Using test images): 0.9927407781244453
[INFO] 2020-09-18 22:01:42 > FID score (Step: 50000, Using test moments): 9.779745331852553
[INFO] 2020-09-18 22:01:42 > Inception score (Step: 50000, 10000 generated images): 9.74118423461914
[INFO] 2020-09-18 22:01:42 > Best FID score (Step: 50000, Using test moments): 9.779745331852553
[INFO] 2020-09-18 22:01:43 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:02:30 > Step: 50100 Progress: 25.1% Elapsed: 7:28:24 temperature: no ada_p: No Discriminator_loss: 1.24093 Generator_loss: 0.903323
[INFO] 2020-09-18 22:03:19 > Step: 50200 Progress: 25.1% Elapsed: 7:29:13 temperature: no ada_p: No Discriminator_loss: 1.30803 Generator_loss: 0.26293
[INFO] 2020-09-18 22:04:07 > Step: 50300 Progress: 25.1% Elapsed: 7:30:01 temperature: no ada_p: No Discriminator_loss: 1.25332 Generator_loss: 0.752812
[INFO] 2020-09-18 22:04:55 > Step: 50400 Progress: 25.2% Elapsed: 7:30:49 temperature: no ada_p: No Discriminator_loss: 1.29018 Generator_loss: 0.907273
[INFO] 2020-09-18 22:05:45 > Step: 50500 Progress: 25.2% Elapsed: 7:31:39 temperature: no ada_p: No Discriminator_loss: 1.20008 Generator_loss: 0.386722
[INFO] 2020-09-18 22:06:32 > Step: 50600 Progress: 25.3% Elapsed: 7:32:26 temperature: no ada_p: No Discriminator_loss: 1.20673 Generator_loss: 0.708181
[INFO] 2020-09-18 22:07:20 > Step: 50700 Progress: 25.4% Elapsed: 7:33:14 temperature: no ada_p: No Discriminator_loss: 1.18659 Generator_loss: 1.17299
[INFO] 2020-09-18 22:08:09 > Step: 50800 Progress: 25.4% Elapsed: 7:34:03 temperature: no ada_p: No Discriminator_loss: 1.26824 Generator_loss: 0.629179
[INFO] 2020-09-18 22:08:57 > Step: 50900 Progress: 25.4% Elapsed: 7:34:51 temperature: no ada_p: No Discriminator_loss: 1.05125 Generator_loss: 0.930781
[INFO] 2020-09-18 22:09:45 > Step: 51000 Progress: 25.5% Elapsed: 7:35:39 temperature: no ada_p: No Discriminator_loss: 1.31766 Generator_loss: 0.70309
[INFO] 2020-09-18 22:10:33 > Step: 51100 Progress: 25.6% Elapsed: 7:36:28 temperature: no ada_p: No Discriminator_loss: 1.2104 Generator_loss: 0.886409
[INFO] 2020-09-18 22:11:21 > Step: 51200 Progress: 25.6% Elapsed: 7:37:15 temperature: no ada_p: No Discriminator_loss: 1.01562 Generator_loss: 1.14371
[INFO] 2020-09-18 22:12:09 > Step: 51300 Progress: 25.7% Elapsed: 7:38:03 temperature: no ada_p: No Discriminator_loss: 1.1509 Generator_loss: 0.698108
[INFO] 2020-09-18 22:12:58 > Step: 51400 Progress: 25.7% Elapsed: 7:38:52 temperature: no ada_p: No Discriminator_loss: 1.1759 Generator_loss: 0.506152
[INFO] 2020-09-18 22:13:45 > Step: 51500 Progress: 25.8% Elapsed: 7:39:39 temperature: no ada_p: No Discriminator_loss: 0.909445 Generator_loss: 0.26651
[INFO] 2020-09-18 22:14:33 > Step: 51600 Progress: 25.8% Elapsed: 7:40:27 temperature: no ada_p: No Discriminator_loss: 1.22098 Generator_loss: 1.11157
[INFO] 2020-09-18 22:15:21 > Step: 51700 Progress: 25.9% Elapsed: 7:41:15 temperature: no ada_p: No Discriminator_loss: 1.10551 Generator_loss: 1.21172
[INFO] 2020-09-18 22:16:09 > Step: 51800 Progress: 25.9% Elapsed: 7:42:04 temperature: no ada_p: No Discriminator_loss: 1.18179 Generator_loss: 0.585297
[INFO] 2020-09-18 22:16:58 > Step: 51900 Progress: 25.9% Elapsed: 7:42:52 temperature: no ada_p: No Discriminator_loss: 1.22179 Generator_loss: 0.486758
[INFO] 2020-09-18 22:17:45 > Step: 52000 Progress: 26.0% Elapsed: 7:43:39 temperature: no ada_p: No Discriminator_loss: 1.31326 Generator_loss: 0.319532
[INFO] 2020-09-18 22:17:45 > Start Evaluation (52000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:19:36 > F_8 score (Step: 52000, Using test images): 0.987915085537237
[INFO] 2020-09-18 22:19:36 > F_1/8 score (Step: 52000, Using test images): 0.9921607672826682
[INFO] 2020-09-18 22:19:36 > FID score (Step: 52000, Using test moments): 9.834914937657118
[INFO] 2020-09-18 22:19:36 > Inception score (Step: 52000, 10000 generated images): 9.724963188171387
[INFO] 2020-09-18 22:19:36 > Best FID score (Step: 50000, Using test moments): 9.779745331852553
[INFO] 2020-09-18 22:19:37 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:20:25 > Step: 52100 Progress: 26.1% Elapsed: 7:46:19 temperature: no ada_p: No Discriminator_loss: 1.28307 Generator_loss: 0.367219
[INFO] 2020-09-18 22:21:13 > Step: 52200 Progress: 26.1% Elapsed: 7:47:07 temperature: no ada_p: No Discriminator_loss: 1.27892 Generator_loss: 0.711544
[INFO] 2020-09-18 22:22:01 > Step: 52300 Progress: 26.2% Elapsed: 7:47:55 temperature: no ada_p: No Discriminator_loss: 1.14109 Generator_loss: 0.721185
[INFO] 2020-09-18 22:22:50 > Step: 52400 Progress: 26.2% Elapsed: 7:48:44 temperature: no ada_p: No Discriminator_loss: 1.14223 Generator_loss: 0.483572
[INFO] 2020-09-18 22:23:38 > Step: 52500 Progress: 26.2% Elapsed: 7:49:33 temperature: no ada_p: No Discriminator_loss: 1.10362 Generator_loss: 0.688198
[INFO] 2020-09-18 22:24:26 > Step: 52600 Progress: 26.3% Elapsed: 7:50:20 temperature: no ada_p: No Discriminator_loss: 1.06403 Generator_loss: 0.707845
[INFO] 2020-09-18 22:25:14 > Step: 52700 Progress: 26.4% Elapsed: 7:51:08 temperature: no ada_p: No Discriminator_loss: 1.07827 Generator_loss: 0.329178
[INFO] 2020-09-18 22:26:03 > Step: 52800 Progress: 26.4% Elapsed: 7:51:57 temperature: no ada_p: No Discriminator_loss: 1.10148 Generator_loss: 0.917456
[INFO] 2020-09-18 22:26:50 > Step: 52900 Progress: 26.5% Elapsed: 7:52:45 temperature: no ada_p: No Discriminator_loss: 0.950673 Generator_loss: 0.479855
[INFO] 2020-09-18 22:27:39 > Step: 53000 Progress: 26.5% Elapsed: 7:53:33 temperature: no ada_p: No Discriminator_loss: 1.0342 Generator_loss: 0.923647
[INFO] 2020-09-18 22:28:26 > Step: 53100 Progress: 26.6% Elapsed: 7:54:20 temperature: no ada_p: No Discriminator_loss: 1.10431 Generator_loss: 0.17942
[INFO] 2020-09-18 22:29:14 > Step: 53200 Progress: 26.6% Elapsed: 7:55:08 temperature: no ada_p: No Discriminator_loss: 1.23302 Generator_loss: 1.09859
[INFO] 2020-09-18 22:30:03 > Step: 53300 Progress: 26.7% Elapsed: 7:55:58 temperature: no ada_p: No Discriminator_loss: 1.17566 Generator_loss: 0.865517
[INFO] 2020-09-18 22:30:52 > Step: 53400 Progress: 26.7% Elapsed: 7:56:46 temperature: no ada_p: No Discriminator_loss: 1.32181 Generator_loss: 0.533066
[INFO] 2020-09-18 22:31:41 > Step: 53500 Progress: 26.8% Elapsed: 7:57:35 temperature: no ada_p: No Discriminator_loss: 1.17342 Generator_loss: 1.0701
[INFO] 2020-09-18 22:32:29 > Step: 53600 Progress: 26.8% Elapsed: 7:58:23 temperature: no ada_p: No Discriminator_loss: 0.950767 Generator_loss: 1.03359
[INFO] 2020-09-18 22:33:17 > Step: 53700 Progress: 26.9% Elapsed: 7:59:11 temperature: no ada_p: No Discriminator_loss: 1.25212 Generator_loss: 0.669731
[INFO] 2020-09-18 22:34:05 > Step: 53800 Progress: 26.9% Elapsed: 7:59:59 temperature: no ada_p: No Discriminator_loss: 1.09809 Generator_loss: 0.515578
[INFO] 2020-09-18 22:34:53 > Step: 53900 Progress: 27.0% Elapsed: 8:00:47 temperature: no ada_p: No Discriminator_loss: 0.989502 Generator_loss: 0.54392
[INFO] 2020-09-18 22:35:40 > Step: 54000 Progress: 27.0% Elapsed: 8:01:34 temperature: no ada_p: No Discriminator_loss: 1.07406 Generator_loss: 0.52001
[INFO] 2020-09-18 22:35:40 > Start Evaluation (54000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:37:32 > F_8 score (Step: 54000, Using test images): 0.99071253659449
[INFO] 2020-09-18 22:37:32 > F_1/8 score (Step: 54000, Using test images): 0.9922135984043368
[INFO] 2020-09-18 22:37:32 > FID score (Step: 54000, Using test moments): 9.535668391112836
[INFO] 2020-09-18 22:37:32 > Inception score (Step: 54000, 10000 generated images): 9.672094345092773
[INFO] 2020-09-18 22:37:32 > Best FID score (Step: 54000, Using test moments): 9.535668391112836
[INFO] 2020-09-18 22:37:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:38:21 > Step: 54100 Progress: 27.1% Elapsed: 8:04:15 temperature: no ada_p: No Discriminator_loss: 1.07383 Generator_loss: 0.153121
[INFO] 2020-09-18 22:39:09 > Step: 54200 Progress: 27.1% Elapsed: 8:05:03 temperature: no ada_p: No Discriminator_loss: 0.993048 Generator_loss: 0.983474
[INFO] 2020-09-18 22:39:57 > Step: 54300 Progress: 27.2% Elapsed: 8:05:51 temperature: no ada_p: No Discriminator_loss: 0.893712 Generator_loss: 1.00243
[INFO] 2020-09-18 22:40:46 > Step: 54400 Progress: 27.2% Elapsed: 8:06:40 temperature: no ada_p: No Discriminator_loss: 1.01326 Generator_loss: 0.844308
[INFO] 2020-09-18 22:41:34 > Step: 54500 Progress: 27.3% Elapsed: 8:07:28 temperature: no ada_p: No Discriminator_loss: 1.13003 Generator_loss: 0.627698
[INFO] 2020-09-18 22:42:23 > Step: 54600 Progress: 27.3% Elapsed: 8:08:17 temperature: no ada_p: No Discriminator_loss: 1.10533 Generator_loss: 0.772467
[INFO] 2020-09-18 22:43:11 > Step: 54700 Progress: 27.4% Elapsed: 8:09:05 temperature: no ada_p: No Discriminator_loss: 1.17929 Generator_loss: 0.386841
[INFO] 2020-09-18 22:43:59 > Step: 54800 Progress: 27.4% Elapsed: 8:09:53 temperature: no ada_p: No Discriminator_loss: 1.03947 Generator_loss: 1.33972
[INFO] 2020-09-18 22:44:47 > Step: 54900 Progress: 27.5% Elapsed: 8:10:41 temperature: no ada_p: No Discriminator_loss: 1.10334 Generator_loss: 0.651759
[INFO] 2020-09-18 22:45:35 > Step: 55000 Progress: 27.5% Elapsed: 8:11:29 temperature: no ada_p: No Discriminator_loss: 1.20995 Generator_loss: 0.213518
[INFO] 2020-09-18 22:46:23 > Step: 55100 Progress: 27.6% Elapsed: 8:12:17 temperature: no ada_p: No Discriminator_loss: 1.2494 Generator_loss: 0.554607
[INFO] 2020-09-18 22:47:11 > Step: 55200 Progress: 27.6% Elapsed: 8:13:05 temperature: no ada_p: No Discriminator_loss: 1.24312 Generator_loss: 0.866883
[INFO] 2020-09-18 22:47:59 > Step: 55300 Progress: 27.7% Elapsed: 8:13:53 temperature: no ada_p: No Discriminator_loss: 1.4818 Generator_loss: 1.05463
[INFO] 2020-09-18 22:48:47 > Step: 55400 Progress: 27.7% Elapsed: 8:14:41 temperature: no ada_p: No Discriminator_loss: 1.23838 Generator_loss: 0.43944
[INFO] 2020-09-18 22:49:36 > Step: 55500 Progress: 27.8% Elapsed: 8:15:30 temperature: no ada_p: No Discriminator_loss: 1.37943 Generator_loss: 0.764151
[INFO] 2020-09-18 22:50:24 > Step: 55600 Progress: 27.8% Elapsed: 8:16:18 temperature: no ada_p: No Discriminator_loss: 1.08024 Generator_loss: 0.061032
[INFO] 2020-09-18 22:51:12 > Step: 55700 Progress: 27.9% Elapsed: 8:17:06 temperature: no ada_p: No Discriminator_loss: 1.18696 Generator_loss: 0.330349
[INFO] 2020-09-18 22:52:00 > Step: 55800 Progress: 27.9% Elapsed: 8:17:55 temperature: no ada_p: No Discriminator_loss: 1.19196 Generator_loss: 0.464912
[INFO] 2020-09-18 22:52:49 > Step: 55900 Progress: 28.0% Elapsed: 8:18:43 temperature: no ada_p: No Discriminator_loss: 1.14474 Generator_loss: 0.796236
[INFO] 2020-09-18 22:53:37 > Step: 56000 Progress: 28.0% Elapsed: 8:19:31 temperature: no ada_p: No Discriminator_loss: 1.09162 Generator_loss: 1.03801
[INFO] 2020-09-18 22:53:37 > Start Evaluation (56000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:55:28 > F_8 score (Step: 56000, Using test images): 0.9892017594605836
[INFO] 2020-09-18 22:55:28 > F_1/8 score (Step: 56000, Using test images): 0.9937474236086019
[INFO] 2020-09-18 22:55:28 > FID score (Step: 56000, Using test moments): 9.331586638159308
[INFO] 2020-09-18 22:55:28 > Inception score (Step: 56000, 10000 generated images): 9.588162422180176
[INFO] 2020-09-18 22:55:28 > Best FID score (Step: 56000, Using test moments): 9.331586638159308
[INFO] 2020-09-18 22:55:29 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:56:17 > Step: 56100 Progress: 28.1% Elapsed: 8:22:11 temperature: no ada_p: No Discriminator_loss: 1.28865 Generator_loss: 0.666544
[INFO] 2020-09-18 22:57:05 > Step: 56200 Progress: 28.1% Elapsed: 8:22:59 temperature: no ada_p: No Discriminator_loss: 1.042 Generator_loss: 0.530962
[INFO] 2020-09-18 22:57:53 > Step: 56300 Progress: 28.1% Elapsed: 8:23:47 temperature: no ada_p: No Discriminator_loss: 1.11606 Generator_loss: 0.679462
[INFO] 2020-09-18 22:58:41 > Step: 56400 Progress: 28.2% Elapsed: 8:24:36 temperature: no ada_p: No Discriminator_loss: 1.07857 Generator_loss: 0.39674
[INFO] 2020-09-18 22:59:29 > Step: 56500 Progress: 28.2% Elapsed: 8:25:23 temperature: no ada_p: No Discriminator_loss: 1.24737 Generator_loss: 0.445666
[INFO] 2020-09-18 23:00:19 > Step: 56600 Progress: 28.3% Elapsed: 8:26:13 temperature: no ada_p: No Discriminator_loss: 1.12638 Generator_loss: 1.49571
[INFO] 2020-09-18 23:01:06 > Step: 56700 Progress: 28.3% Elapsed: 8:27:00 temperature: no ada_p: No Discriminator_loss: 1.2373 Generator_loss: 1.03592
[INFO] 2020-09-18 23:01:54 > Step: 56800 Progress: 28.4% Elapsed: 8:27:48 temperature: no ada_p: No Discriminator_loss: 1.07294 Generator_loss: 0.0666186
[INFO] 2020-09-18 23:02:43 > Step: 56900 Progress: 28.4% Elapsed: 8:28:37 temperature: no ada_p: No Discriminator_loss: 1.04347 Generator_loss: 1.11775
[INFO] 2020-09-18 23:03:30 > Step: 57000 Progress: 28.5% Elapsed: 8:29:24 temperature: no ada_p: No Discriminator_loss: 1.06372 Generator_loss: 0.92721
[INFO] 2020-09-18 23:04:19 > Step: 57100 Progress: 28.5% Elapsed: 8:30:13 temperature: no ada_p: No Discriminator_loss: 1.34741 Generator_loss: 1.08439
[INFO] 2020-09-18 23:05:07 > Step: 57200 Progress: 28.6% Elapsed: 8:31:01 temperature: no ada_p: No Discriminator_loss: 1.26508 Generator_loss: 0.655781
[INFO] 2020-09-18 23:05:55 > Step: 57300 Progress: 28.6% Elapsed: 8:31:49 temperature: no ada_p: No Discriminator_loss: 1.24658 Generator_loss: 1.28977
[INFO] 2020-09-18 23:06:43 > Step: 57400 Progress: 28.7% Elapsed: 8:32:37 temperature: no ada_p: No Discriminator_loss: 1.38483 Generator_loss: 0.535947
[INFO] 2020-09-18 23:07:31 > Step: 57500 Progress: 28.7% Elapsed: 8:33:26 temperature: no ada_p: No Discriminator_loss: 1.36344 Generator_loss: 0.325285
[INFO] 2020-09-18 23:08:20 > Step: 57600 Progress: 28.8% Elapsed: 8:34:14 temperature: no ada_p: No Discriminator_loss: 1.39053 Generator_loss: 0.758351
[INFO] 2020-09-18 23:09:09 > Step: 57700 Progress: 28.8% Elapsed: 8:35:03 temperature: no ada_p: No Discriminator_loss: 1.06217 Generator_loss: 1.06908
[INFO] 2020-09-18 23:09:57 > Step: 57800 Progress: 28.9% Elapsed: 8:35:51 temperature: no ada_p: No Discriminator_loss: 1.29549 Generator_loss: 0.430012
[INFO] 2020-09-18 23:10:45 > Step: 57900 Progress: 28.9% Elapsed: 8:36:39 temperature: no ada_p: No Discriminator_loss: 1.17469 Generator_loss: 0.809171
[INFO] 2020-09-18 23:11:34 > Step: 58000 Progress: 29.0% Elapsed: 8:37:28 temperature: no ada_p: No Discriminator_loss: 1.13993 Generator_loss: 0.668472
[INFO] 2020-09-18 23:11:34 > Start Evaluation (58000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:13:25 > F_8 score (Step: 58000, Using test images): 0.9894088891581867
[INFO] 2020-09-18 23:13:25 > F_1/8 score (Step: 58000, Using test images): 0.9921210483921556
[INFO] 2020-09-18 23:13:25 > FID score (Step: 58000, Using test moments): 9.175918181224347
[INFO] 2020-09-18 23:13:25 > Inception score (Step: 58000, 10000 generated images): 9.669098854064941
[INFO] 2020-09-18 23:13:25 > Best FID score (Step: 58000, Using test moments): 9.175918181224347
[INFO] 2020-09-18 23:13:26 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:14:12 > Step: 58100 Progress: 29.0% Elapsed: 8:40:06 temperature: no ada_p: No Discriminator_loss: 1.1822 Generator_loss: 0.425279
[INFO] 2020-09-18 23:15:00 > Step: 58200 Progress: 29.1% Elapsed: 8:40:55 temperature: no ada_p: No Discriminator_loss: 1.10543 Generator_loss: 0.380731
[INFO] 2020-09-18 23:15:49 > Step: 58300 Progress: 29.1% Elapsed: 8:41:43 temperature: no ada_p: No Discriminator_loss: 0.947326 Generator_loss: 0.66116
[INFO] 2020-09-18 23:16:37 > Step: 58400 Progress: 29.2% Elapsed: 8:42:31 temperature: no ada_p: No Discriminator_loss: 1.13869 Generator_loss: 0.0947283
[INFO] 2020-09-18 23:17:26 > Step: 58500 Progress: 29.2% Elapsed: 8:43:20 temperature: no ada_p: No Discriminator_loss: 1.07139 Generator_loss: 0.762617
[INFO] 2020-09-18 23:18:15 > Step: 58600 Progress: 29.3% Elapsed: 8:44:09 temperature: no ada_p: No Discriminator_loss: 1.17487 Generator_loss: 1.0193
[INFO] 2020-09-18 23:19:03 > Step: 58700 Progress: 29.3% Elapsed: 8:44:57 temperature: no ada_p: No Discriminator_loss: 1.09235 Generator_loss: 0.44244
[INFO] 2020-09-18 23:19:51 > Step: 58800 Progress: 29.4% Elapsed: 8:45:45 temperature: no ada_p: No Discriminator_loss: 1.15474 Generator_loss: 1.14194
[INFO] 2020-09-18 23:20:39 > Step: 58900 Progress: 29.4% Elapsed: 8:46:34 temperature: no ada_p: No Discriminator_loss: 0.940327 Generator_loss: 0.78227
[INFO] 2020-09-18 23:21:27 > Step: 59000 Progress: 29.5% Elapsed: 8:47:21 temperature: no ada_p: No Discriminator_loss: 1.05084 Generator_loss: 0.633913
[INFO] 2020-09-18 23:22:16 > Step: 59100 Progress: 29.5% Elapsed: 8:48:10 temperature: no ada_p: No Discriminator_loss: 1.20399 Generator_loss: 0.943232
[INFO] 2020-09-18 23:23:04 > Step: 59200 Progress: 29.6% Elapsed: 8:48:58 temperature: no ada_p: No Discriminator_loss: 1.13471 Generator_loss: 1.01612
[INFO] 2020-09-18 23:23:52 > Step: 59300 Progress: 29.6% Elapsed: 8:49:46 temperature: no ada_p: No Discriminator_loss: 1.20583 Generator_loss: 0.570205
[INFO] 2020-09-18 23:24:40 > Step: 59400 Progress: 29.7% Elapsed: 8:50:35 temperature: no ada_p: No Discriminator_loss: 1.24882 Generator_loss: 0.42007
[INFO] 2020-09-18 23:25:28 > Step: 59500 Progress: 29.8% Elapsed: 8:51:22 temperature: no ada_p: No Discriminator_loss: 1.27382 Generator_loss: 1.00335
[INFO] 2020-09-18 23:26:16 > Step: 59600 Progress: 29.8% Elapsed: 8:52:10 temperature: no ada_p: No Discriminator_loss: 1.0695 Generator_loss: 1.09496
[INFO] 2020-09-18 23:27:04 > Step: 59700 Progress: 29.8% Elapsed: 8:52:58 temperature: no ada_p: No Discriminator_loss: 1.3613 Generator_loss: 0.363387
[INFO] 2020-09-18 23:27:51 > Step: 59800 Progress: 29.9% Elapsed: 8:53:45 temperature: no ada_p: No Discriminator_loss: 1.10065 Generator_loss: 0.921432
[INFO] 2020-09-18 23:28:39 > Step: 59900 Progress: 29.9% Elapsed: 8:54:33 temperature: no ada_p: No Discriminator_loss: 0.882804 Generator_loss: 0.669454
[INFO] 2020-09-18 23:29:27 > Step: 60000 Progress: 30.0% Elapsed: 8:55:21 temperature: no ada_p: No Discriminator_loss: 1.3933 Generator_loss: 0.82191
[INFO] 2020-09-18 23:29:27 > Start Evaluation (60000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:31:17 > F_8 score (Step: 60000, Using test images): 0.988746540006068
[INFO] 2020-09-18 23:31:17 > F_1/8 score (Step: 60000, Using test images): 0.9919681704051114
[INFO] 2020-09-18 23:31:17 > FID score (Step: 60000, Using test moments): 9.14688401349008
[INFO] 2020-09-18 23:31:17 > Inception score (Step: 60000, 10000 generated images): 9.608172416687012
[INFO] 2020-09-18 23:31:17 > Best FID score (Step: 60000, Using test moments): 9.14688401349008
[INFO] 2020-09-18 23:31:18 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:32:05 > Step: 60100 Progress: 30.0% Elapsed: 8:57:59 temperature: no ada_p: No Discriminator_loss: 1.16477 Generator_loss: 0.884076
[INFO] 2020-09-18 23:32:54 > Step: 60200 Progress: 30.1% Elapsed: 8:58:48 temperature: no ada_p: No Discriminator_loss: 1.13844 Generator_loss: 0.727679
[INFO] 2020-09-18 23:33:42 > Step: 60300 Progress: 30.1% Elapsed: 8:59:37 temperature: no ada_p: No Discriminator_loss: 1.21142 Generator_loss: 0.389419
[INFO] 2020-09-18 23:34:30 > Step: 60400 Progress: 30.2% Elapsed: 9:00:24 temperature: no ada_p: No Discriminator_loss: 1.19699 Generator_loss: 0.966179
[INFO] 2020-09-18 23:35:19 > Step: 60500 Progress: 30.2% Elapsed: 9:01:13 temperature: no ada_p: No Discriminator_loss: 1.30222 Generator_loss: 0.711852
[INFO] 2020-09-18 23:36:06 > Step: 60600 Progress: 30.3% Elapsed: 9:02:01 temperature: no ada_p: No Discriminator_loss: 1.26477 Generator_loss: 1.23333
[INFO] 2020-09-18 23:36:55 > Step: 60700 Progress: 30.3% Elapsed: 9:02:49 temperature: no ada_p: No Discriminator_loss: 1.13761 Generator_loss: 0.163918
[INFO] 2020-09-18 23:37:43 > Step: 60800 Progress: 30.4% Elapsed: 9:03:37 temperature: no ada_p: No Discriminator_loss: 1.13282 Generator_loss: 1.17277
[INFO] 2020-09-18 23:38:31 > Step: 60900 Progress: 30.4% Elapsed: 9:04:26 temperature: no ada_p: No Discriminator_loss: 1.37149 Generator_loss: 1.29119
[INFO] 2020-09-18 23:39:19 > Step: 61000 Progress: 30.5% Elapsed: 9:05:14 temperature: no ada_p: No Discriminator_loss: 1.09021 Generator_loss: 1.08019
[INFO] 2020-09-18 23:40:08 > Step: 61100 Progress: 30.6% Elapsed: 9:06:02 temperature: no ada_p: No Discriminator_loss: 1.12635 Generator_loss: 0.359137
[INFO] 2020-09-18 23:40:56 > Step: 61200 Progress: 30.6% Elapsed: 9:06:50 temperature: no ada_p: No Discriminator_loss: 1.17425 Generator_loss: 0.408613
[INFO] 2020-09-18 23:41:44 > Step: 61300 Progress: 30.6% Elapsed: 9:07:38 temperature: no ada_p: No Discriminator_loss: 1.04599 Generator_loss: 0.348858
[INFO] 2020-09-18 23:42:32 > Step: 61400 Progress: 30.7% Elapsed: 9:08:26 temperature: no ada_p: No Discriminator_loss: 1.37992 Generator_loss: 0.828204
[INFO] 2020-09-18 23:43:19 > Step: 61500 Progress: 30.8% Elapsed: 9:09:14 temperature: no ada_p: No Discriminator_loss: 1.23949 Generator_loss: 0.429903
[INFO] 2020-09-18 23:44:07 > Step: 61600 Progress: 30.8% Elapsed: 9:10:02 temperature: no ada_p: No Discriminator_loss: 1.11634 Generator_loss: 0.879092
[INFO] 2020-09-18 23:44:56 > Step: 61700 Progress: 30.9% Elapsed: 9:10:50 temperature: no ada_p: No Discriminator_loss: 1.46949 Generator_loss: 0.702038
[INFO] 2020-09-18 23:45:44 > Step: 61800 Progress: 30.9% Elapsed: 9:11:38 temperature: no ada_p: No Discriminator_loss: 0.958042 Generator_loss: 0.99738
[INFO] 2020-09-18 23:46:32 > Step: 61900 Progress: 30.9% Elapsed: 9:12:26 temperature: no ada_p: No Discriminator_loss: 1.13981 Generator_loss: 0.723947
[INFO] 2020-09-18 23:47:19 > Step: 62000 Progress: 31.0% Elapsed: 9:13:13 temperature: no ada_p: No Discriminator_loss: 0.906751 Generator_loss: 0.784177
[INFO] 2020-09-18 23:47:19 > Start Evaluation (62000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:49:10 > F_8 score (Step: 62000, Using test images): 0.9886548202837759
[INFO] 2020-09-18 23:49:10 > F_1/8 score (Step: 62000, Using test images): 0.993515774765496
[INFO] 2020-09-18 23:49:10 > FID score (Step: 62000, Using test moments): 9.024398985473624
[INFO] 2020-09-18 23:49:10 > Inception score (Step: 62000, 10000 generated images): 9.698829650878906
[INFO] 2020-09-18 23:49:10 > Best FID score (Step: 62000, Using test moments): 9.024398985473624
[INFO] 2020-09-18 23:49:11 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:49:59 > Step: 62100 Progress: 31.1% Elapsed: 9:15:53 temperature: no ada_p: No Discriminator_loss: 1.23353 Generator_loss: 0.458891
[INFO] 2020-09-18 23:50:47 > Step: 62200 Progress: 31.1% Elapsed: 9:16:41 temperature: no ada_p: No Discriminator_loss: 1.15084 Generator_loss: 0.93769
[INFO] 2020-09-18 23:51:36 > Step: 62300 Progress: 31.1% Elapsed: 9:17:30 temperature: no ada_p: No Discriminator_loss: 1.07213 Generator_loss: 0.917533
[INFO] 2020-09-18 23:52:24 > Step: 62400 Progress: 31.2% Elapsed: 9:18:18 temperature: no ada_p: No Discriminator_loss: 1.28788 Generator_loss: 1.24932
[INFO] 2020-09-18 23:53:13 > Step: 62500 Progress: 31.2% Elapsed: 9:19:07 temperature: no ada_p: No Discriminator_loss: 1.0389 Generator_loss: 1.26097
[INFO] 2020-09-18 23:54:01 > Step: 62600 Progress: 31.3% Elapsed: 9:19:55 temperature: no ada_p: No Discriminator_loss: 1.01182 Generator_loss: 0.861524
[INFO] 2020-09-18 23:54:49 > Step: 62700 Progress: 31.4% Elapsed: 9:20:43 temperature: no ada_p: No Discriminator_loss: 1.27262 Generator_loss: 0.749242
[INFO] 2020-09-18 23:55:38 > Step: 62800 Progress: 31.4% Elapsed: 9:21:32 temperature: no ada_p: No Discriminator_loss: 1.32441 Generator_loss: 1.17085
[INFO] 2020-09-18 23:56:25 > Step: 62900 Progress: 31.4% Elapsed: 9:22:20 temperature: no ada_p: No Discriminator_loss: 0.860593 Generator_loss: 0.311961
[INFO] 2020-09-18 23:57:13 > Step: 63000 Progress: 31.5% Elapsed: 9:23:08 temperature: no ada_p: No Discriminator_loss: 1.26213 Generator_loss: 0.647784
[INFO] 2020-09-18 23:58:01 > Step: 63100 Progress: 31.6% Elapsed: 9:23:55 temperature: no ada_p: No Discriminator_loss: 1.24272 Generator_loss: 1.14623
[INFO] 2020-09-18 23:58:51 > Step: 63200 Progress: 31.6% Elapsed: 9:24:45 temperature: no ada_p: No Discriminator_loss: 0.869993 Generator_loss: 0.521071
[INFO] 2020-09-18 23:59:40 > Step: 63300 Progress: 31.6% Elapsed: 9:25:34 temperature: no ada_p: No Discriminator_loss: 1.07603 Generator_loss: 0.592721
[INFO] 2020-09-19 00:00:29 > Step: 63400 Progress: 31.7% Elapsed: 9:26:23 temperature: no ada_p: No Discriminator_loss: 0.999268 Generator_loss: 0.863307
[INFO] 2020-09-19 00:01:17 > Step: 63500 Progress: 31.8% Elapsed: 9:27:11 temperature: no ada_p: No Discriminator_loss: 1.28366 Generator_loss: 1.3082
[INFO] 2020-09-19 00:02:05 > Step: 63600 Progress: 31.8% Elapsed: 9:27:59 temperature: no ada_p: No Discriminator_loss: 1.14371 Generator_loss: 0.572814
[INFO] 2020-09-19 00:02:53 > Step: 63700 Progress: 31.9% Elapsed: 9:28:47 temperature: no ada_p: No Discriminator_loss: 1.21577 Generator_loss: 0.426453
[INFO] 2020-09-19 00:03:41 > Step: 63800 Progress: 31.9% Elapsed: 9:29:35 temperature: no ada_p: No Discriminator_loss: 0.977158 Generator_loss: 0.983588
[INFO] 2020-09-19 00:04:29 > Step: 63900 Progress: 31.9% Elapsed: 9:30:23 temperature: no ada_p: No Discriminator_loss: 1.15831 Generator_loss: 0.460291
[INFO] 2020-09-19 00:05:16 > Step: 64000 Progress: 32.0% Elapsed: 9:31:10 temperature: no ada_p: No Discriminator_loss: 1.22573 Generator_loss: 0.19913
[INFO] 2020-09-19 00:05:16 > Start Evaluation (64000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:07:07 > F_8 score (Step: 64000, Using test images): 0.9915995652002764
[INFO] 2020-09-19 00:07:07 > F_1/8 score (Step: 64000, Using test images): 0.9933670356495031
[INFO] 2020-09-19 00:07:07 > FID score (Step: 64000, Using test moments): 9.035711362530776
[INFO] 2020-09-19 00:07:07 > Inception score (Step: 64000, 10000 generated images): 9.83456802368164
[INFO] 2020-09-19 00:07:07 > Best FID score (Step: 62000, Using test moments): 9.024398985473624
[INFO] 2020-09-19 00:07:08 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:07:56 > Step: 64100 Progress: 32.0% Elapsed: 9:33:50 temperature: no ada_p: No Discriminator_loss: 1.28197 Generator_loss: 0.885174
[INFO] 2020-09-19 00:08:44 > Step: 64200 Progress: 32.1% Elapsed: 9:34:38 temperature: no ada_p: No Discriminator_loss: 1.02525 Generator_loss: 0.292477
[INFO] 2020-09-19 00:09:32 > Step: 64300 Progress: 32.1% Elapsed: 9:35:26 temperature: no ada_p: No Discriminator_loss: 1.11872 Generator_loss: 0.819088
[INFO] 2020-09-19 00:10:20 > Step: 64400 Progress: 32.2% Elapsed: 9:36:14 temperature: no ada_p: No Discriminator_loss: 1.25017 Generator_loss: 1.07198
[INFO] 2020-09-19 00:11:07 > Step: 64500 Progress: 32.2% Elapsed: 9:37:01 temperature: no ada_p: No Discriminator_loss: 1.03295 Generator_loss: 0.729324
[INFO] 2020-09-19 00:11:55 > Step: 64600 Progress: 32.3% Elapsed: 9:37:50 temperature: no ada_p: No Discriminator_loss: 1.22608 Generator_loss: 0.63891
[INFO] 2020-09-19 00:12:44 > Step: 64700 Progress: 32.4% Elapsed: 9:38:38 temperature: no ada_p: No Discriminator_loss: 1.37216 Generator_loss: 1.02458
[INFO] 2020-09-19 00:13:32 > Step: 64800 Progress: 32.4% Elapsed: 9:39:26 temperature: no ada_p: No Discriminator_loss: 1.22398 Generator_loss: 1.02248
[INFO] 2020-09-19 00:14:20 > Step: 64900 Progress: 32.5% Elapsed: 9:40:14 temperature: no ada_p: No Discriminator_loss: 1.1318 Generator_loss: 0.639484
[INFO] 2020-09-19 00:15:09 > Step: 65000 Progress: 32.5% Elapsed: 9:41:03 temperature: no ada_p: No Discriminator_loss: 1.2052 Generator_loss: 0.809533
[INFO] 2020-09-19 00:15:56 > Step: 65100 Progress: 32.6% Elapsed: 9:41:50 temperature: no ada_p: No Discriminator_loss: 1.11382 Generator_loss: 0.570151
[INFO] 2020-09-19 00:16:44 > Step: 65200 Progress: 32.6% Elapsed: 9:42:39 temperature: no ada_p: No Discriminator_loss: 1.3477 Generator_loss: 0.861677
[INFO] 2020-09-19 00:17:33 > Step: 65300 Progress: 32.6% Elapsed: 9:43:27 temperature: no ada_p: No Discriminator_loss: 1.30832 Generator_loss: 0.845414
[INFO] 2020-09-19 00:18:20 > Step: 65400 Progress: 32.7% Elapsed: 9:44:14 temperature: no ada_p: No Discriminator_loss: 1.09145 Generator_loss: 0.802914
[INFO] 2020-09-19 00:19:08 > Step: 65500 Progress: 32.8% Elapsed: 9:45:03 temperature: no ada_p: No Discriminator_loss: 1.17149 Generator_loss: 1.21332
[INFO] 2020-09-19 00:19:56 > Step: 65600 Progress: 32.8% Elapsed: 9:45:50 temperature: no ada_p: No Discriminator_loss: 1.08608 Generator_loss: 0.765463
[INFO] 2020-09-19 00:20:45 > Step: 65700 Progress: 32.9% Elapsed: 9:46:39 temperature: no ada_p: No Discriminator_loss: 1.28263 Generator_loss: 1.00139
[INFO] 2020-09-19 00:21:33 > Step: 65800 Progress: 32.9% Elapsed: 9:47:27 temperature: no ada_p: No Discriminator_loss: 1.22205 Generator_loss: 0.463111
[INFO] 2020-09-19 00:22:21 > Step: 65900 Progress: 33.0% Elapsed: 9:48:15 temperature: no ada_p: No Discriminator_loss: 1.25987 Generator_loss: -0.0545117
[INFO] 2020-09-19 00:23:09 > Step: 66000 Progress: 33.0% Elapsed: 9:49:03 temperature: no ada_p: No Discriminator_loss: 1.09705 Generator_loss: 0.958239
[INFO] 2020-09-19 00:23:09 > Start Evaluation (66000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:25:01 > F_8 score (Step: 66000, Using test images): 0.9922361547899544
[INFO] 2020-09-19 00:25:01 > F_1/8 score (Step: 66000, Using test images): 0.9928401961628716
[INFO] 2020-09-19 00:25:01 > FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 00:25:01 > Inception score (Step: 66000, 10000 generated images): 9.682382583618164
[INFO] 2020-09-19 00:25:01 > Best FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 00:25:02 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:25:50 > Step: 66100 Progress: 33.1% Elapsed: 9:51:44 temperature: no ada_p: No Discriminator_loss: 1.07792 Generator_loss: 0.749507
[INFO] 2020-09-19 00:26:38 > Step: 66200 Progress: 33.1% Elapsed: 9:52:32 temperature: no ada_p: No Discriminator_loss: 1.07895 Generator_loss: 0.784453
[INFO] 2020-09-19 00:27:26 > Step: 66300 Progress: 33.1% Elapsed: 9:53:20 temperature: no ada_p: No Discriminator_loss: 1.05839 Generator_loss: 0.0610411
[INFO] 2020-09-19 00:28:14 > Step: 66400 Progress: 33.2% Elapsed: 9:54:08 temperature: no ada_p: No Discriminator_loss: 1.23096 Generator_loss: 0.955655
[INFO] 2020-09-19 00:29:02 > Step: 66500 Progress: 33.2% Elapsed: 9:54:56 temperature: no ada_p: No Discriminator_loss: 1.02378 Generator_loss: 0.79331
[INFO] 2020-09-19 00:29:51 > Step: 66600 Progress: 33.3% Elapsed: 9:55:45 temperature: no ada_p: No Discriminator_loss: 1.11307 Generator_loss: 0.256557
[INFO] 2020-09-19 00:30:39 > Step: 66700 Progress: 33.4% Elapsed: 9:56:34 temperature: no ada_p: No Discriminator_loss: 1.25723 Generator_loss: 0.860748
[INFO] 2020-09-19 00:31:28 > Step: 66800 Progress: 33.4% Elapsed: 9:57:22 temperature: no ada_p: No Discriminator_loss: 1.0635 Generator_loss: 0.846566
[INFO] 2020-09-19 00:32:16 > Step: 66900 Progress: 33.5% Elapsed: 9:58:10 temperature: no ada_p: No Discriminator_loss: 0.981003 Generator_loss: 0.824754
[INFO] 2020-09-19 00:33:04 > Step: 67000 Progress: 33.5% Elapsed: 9:58:59 temperature: no ada_p: No Discriminator_loss: 1.28448 Generator_loss: 1.23053
[INFO] 2020-09-19 00:33:53 > Step: 67100 Progress: 33.6% Elapsed: 9:59:47 temperature: no ada_p: No Discriminator_loss: 1.0242 Generator_loss: 0.782518
[INFO] 2020-09-19 00:34:41 > Step: 67200 Progress: 33.6% Elapsed: 10:00:35 temperature: no ada_p: No Discriminator_loss: 1.03177 Generator_loss: 1.11677
[INFO] 2020-09-19 00:35:29 > Step: 67300 Progress: 33.7% Elapsed: 10:01:23 temperature: no ada_p: No Discriminator_loss: 1.05338 Generator_loss: 0.521505
[INFO] 2020-09-19 00:36:18 > Step: 67400 Progress: 33.7% Elapsed: 10:02:12 temperature: no ada_p: No Discriminator_loss: 1.02983 Generator_loss: 1.18062
[INFO] 2020-09-19 00:37:06 > Step: 67500 Progress: 33.8% Elapsed: 10:03:01 temperature: no ada_p: No Discriminator_loss: 1.19143 Generator_loss: 0.43686
[INFO] 2020-09-19 00:37:54 > Step: 67600 Progress: 33.8% Elapsed: 10:03:48 temperature: no ada_p: No Discriminator_loss: 1.37518 Generator_loss: 0.622954
[INFO] 2020-09-19 00:38:42 > Step: 67700 Progress: 33.9% Elapsed: 10:04:36 temperature: no ada_p: No Discriminator_loss: 1.35025 Generator_loss: 0.727457
[INFO] 2020-09-19 00:39:30 > Step: 67800 Progress: 33.9% Elapsed: 10:05:24 temperature: no ada_p: No Discriminator_loss: 1.03558 Generator_loss: 0.545534
[INFO] 2020-09-19 00:40:17 > Step: 67900 Progress: 34.0% Elapsed: 10:06:12 temperature: no ada_p: No Discriminator_loss: 1.09332 Generator_loss: 0.456195
[INFO] 2020-09-19 00:41:06 > Step: 68000 Progress: 34.0% Elapsed: 10:07:00 temperature: no ada_p: No Discriminator_loss: 1.42326 Generator_loss: 0.430346
[INFO] 2020-09-19 00:41:06 > Start Evaluation (68000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:42:56 > F_8 score (Step: 68000, Using test images): 0.9891707329583217
[INFO] 2020-09-19 00:42:56 > F_1/8 score (Step: 68000, Using test images): 0.9920942400496567
[INFO] 2020-09-19 00:42:56 > FID score (Step: 68000, Using test moments): 8.975731345950237
[INFO] 2020-09-19 00:42:56 > Inception score (Step: 68000, 10000 generated images): 9.789711952209473
[INFO] 2020-09-19 00:42:56 > Best FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 00:42:57 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:43:44 > Step: 68100 Progress: 34.1% Elapsed: 10:09:38 temperature: no ada_p: No Discriminator_loss: 0.911294 Generator_loss: 0.933953
[INFO] 2020-09-19 00:44:33 > Step: 68200 Progress: 34.1% Elapsed: 10:10:27 temperature: no ada_p: No Discriminator_loss: 1.05722 Generator_loss: 0.734581
[INFO] 2020-09-19 00:45:21 > Step: 68300 Progress: 34.2% Elapsed: 10:11:15 temperature: no ada_p: No Discriminator_loss: 1.2213 Generator_loss: 0.632646
[INFO] 2020-09-19 00:46:09 > Step: 68400 Progress: 34.2% Elapsed: 10:12:03 temperature: no ada_p: No Discriminator_loss: 1.35856 Generator_loss: 0.827404
[INFO] 2020-09-19 00:46:57 > Step: 68500 Progress: 34.2% Elapsed: 10:12:51 temperature: no ada_p: No Discriminator_loss: 1.04953 Generator_loss: 0.876515
[INFO] 2020-09-19 00:47:45 > Step: 68600 Progress: 34.3% Elapsed: 10:13:39 temperature: no ada_p: No Discriminator_loss: 1.01327 Generator_loss: 0.485095
[INFO] 2020-09-19 00:48:33 > Step: 68700 Progress: 34.4% Elapsed: 10:14:27 temperature: no ada_p: No Discriminator_loss: 1.05398 Generator_loss: 1.10505
[INFO] 2020-09-19 00:49:22 > Step: 68800 Progress: 34.4% Elapsed: 10:15:16 temperature: no ada_p: No Discriminator_loss: 1.1689 Generator_loss: 0.00276702
[INFO] 2020-09-19 00:50:10 > Step: 68900 Progress: 34.4% Elapsed: 10:16:04 temperature: no ada_p: No Discriminator_loss: 1.28553 Generator_loss: 0.43109
[INFO] 2020-09-19 00:50:57 > Step: 69000 Progress: 34.5% Elapsed: 10:16:51 temperature: no ada_p: No Discriminator_loss: 1.11773 Generator_loss: 0.761233
[INFO] 2020-09-19 00:51:46 > Step: 69100 Progress: 34.5% Elapsed: 10:17:40 temperature: no ada_p: No Discriminator_loss: 1.24779 Generator_loss: 0.283218
[INFO] 2020-09-19 00:52:34 > Step: 69200 Progress: 34.6% Elapsed: 10:18:28 temperature: no ada_p: No Discriminator_loss: 1.05018 Generator_loss: 0.427737
[INFO] 2020-09-19 00:53:21 > Step: 69300 Progress: 34.6% Elapsed: 10:19:15 temperature: no ada_p: No Discriminator_loss: 1.06992 Generator_loss: 0.823474
[INFO] 2020-09-19 00:54:10 > Step: 69400 Progress: 34.7% Elapsed: 10:20:04 temperature: no ada_p: No Discriminator_loss: 1.06016 Generator_loss: 0.986332
[INFO] 2020-09-19 00:54:57 > Step: 69500 Progress: 34.8% Elapsed: 10:20:51 temperature: no ada_p: No Discriminator_loss: 1.47741 Generator_loss: 0.364701
[INFO] 2020-09-19 00:55:45 > Step: 69600 Progress: 34.8% Elapsed: 10:21:40 temperature: no ada_p: No Discriminator_loss: 1.01645 Generator_loss: 0.830315
[INFO] 2020-09-19 00:56:33 > Step: 69700 Progress: 34.8% Elapsed: 10:22:28 temperature: no ada_p: No Discriminator_loss: 1.19609 Generator_loss: 0.488756
[INFO] 2020-09-19 00:57:21 > Step: 69800 Progress: 34.9% Elapsed: 10:23:15 temperature: no ada_p: No Discriminator_loss: 1.34179 Generator_loss: 0.722717
[INFO] 2020-09-19 00:58:09 > Step: 69900 Progress: 34.9% Elapsed: 10:24:04 temperature: no ada_p: No Discriminator_loss: 1.19309 Generator_loss: 0.852815
[INFO] 2020-09-19 00:58:58 > Step: 70000 Progress: 35.0% Elapsed: 10:24:52 temperature: no ada_p: No Discriminator_loss: 1.19712 Generator_loss: 1.03306
[INFO] 2020-09-19 00:58:58 > Start Evaluation (70000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:00:49 > F_8 score (Step: 70000, Using test images): 0.991254132238412
[INFO] 2020-09-19 01:00:49 > F_1/8 score (Step: 70000, Using test images): 0.9935002632733128
[INFO] 2020-09-19 01:00:49 > FID score (Step: 70000, Using test moments): 8.961906046126217
[INFO] 2020-09-19 01:00:49 > Inception score (Step: 70000, 10000 generated images): 9.675588607788086
[INFO] 2020-09-19 01:00:49 > Best FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 01:00:50 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:01:37 > Step: 70100 Progress: 35.0% Elapsed: 10:27:31 temperature: no ada_p: No Discriminator_loss: 1.40846 Generator_loss: 1.10965
[INFO] 2020-09-19 01:02:26 > Step: 70200 Progress: 35.1% Elapsed: 10:28:20 temperature: no ada_p: No Discriminator_loss: 1.15186 Generator_loss: 0.85264
[INFO] 2020-09-19 01:03:14 > Step: 70300 Progress: 35.1% Elapsed: 10:29:09 temperature: no ada_p: No Discriminator_loss: 1.13943 Generator_loss: 0.666835
[INFO] 2020-09-19 01:04:02 > Step: 70400 Progress: 35.2% Elapsed: 10:29:56 temperature: no ada_p: No Discriminator_loss: 1.11858 Generator_loss: 0.885466
[INFO] 2020-09-19 01:04:52 > Step: 70500 Progress: 35.2% Elapsed: 10:30:46 temperature: no ada_p: No Discriminator_loss: 1.07836 Generator_loss: 0.234122
[INFO] 2020-09-19 01:05:40 > Step: 70600 Progress: 35.3% Elapsed: 10:31:34 temperature: no ada_p: No Discriminator_loss: 1.17734 Generator_loss: 0.567476
[INFO] 2020-09-19 01:06:29 > Step: 70700 Progress: 35.4% Elapsed: 10:32:23 temperature: no ada_p: No Discriminator_loss: 1.19766 Generator_loss: 0.472074
[INFO] 2020-09-19 01:07:17 > Step: 70800 Progress: 35.4% Elapsed: 10:33:11 temperature: no ada_p: No Discriminator_loss: 1.05595 Generator_loss: 0.78723
[INFO] 2020-09-19 01:08:04 > Step: 70900 Progress: 35.4% Elapsed: 10:33:59 temperature: no ada_p: No Discriminator_loss: 1.17834 Generator_loss: 0.313847
[INFO] 2020-09-19 01:08:53 > Step: 71000 Progress: 35.5% Elapsed: 10:34:47 temperature: no ada_p: No Discriminator_loss: 1.19778 Generator_loss: 0.778125
[INFO] 2020-09-19 01:09:42 > Step: 71100 Progress: 35.5% Elapsed: 10:35:36 temperature: no ada_p: No Discriminator_loss: 0.974184 Generator_loss: 0.493625
[INFO] 2020-09-19 01:10:30 > Step: 71200 Progress: 35.6% Elapsed: 10:36:24 temperature: no ada_p: No Discriminator_loss: 1.17907 Generator_loss: 0.265335
[INFO] 2020-09-19 01:11:19 > Step: 71300 Progress: 35.6% Elapsed: 10:37:13 temperature: no ada_p: No Discriminator_loss: 1.27331 Generator_loss: 0.855832
[INFO] 2020-09-19 01:12:07 > Step: 71400 Progress: 35.7% Elapsed: 10:38:01 temperature: no ada_p: No Discriminator_loss: 1.08866 Generator_loss: 0.787104
[INFO] 2020-09-19 01:12:54 > Step: 71500 Progress: 35.8% Elapsed: 10:38:48 temperature: no ada_p: No Discriminator_loss: 1.15047 Generator_loss: 0.906452
[INFO] 2020-09-19 01:13:43 > Step: 71600 Progress: 35.8% Elapsed: 10:39:37 temperature: no ada_p: No Discriminator_loss: 1.01572 Generator_loss: 0.816876
[INFO] 2020-09-19 01:14:31 > Step: 71700 Progress: 35.9% Elapsed: 10:40:25 temperature: no ada_p: No Discriminator_loss: 0.925853 Generator_loss: 0.285155
[INFO] 2020-09-19 01:15:18 > Step: 71800 Progress: 35.9% Elapsed: 10:41:12 temperature: no ada_p: No Discriminator_loss: 1.24022 Generator_loss: 0.848319
[INFO] 2020-09-19 01:16:07 > Step: 71900 Progress: 35.9% Elapsed: 10:42:01 temperature: no ada_p: No Discriminator_loss: 1.3307 Generator_loss: 0.616352
[INFO] 2020-09-19 01:16:55 > Step: 72000 Progress: 36.0% Elapsed: 10:42:49 temperature: no ada_p: No Discriminator_loss: 1.2979 Generator_loss: 0.513408
[INFO] 2020-09-19 01:16:55 > Start Evaluation (72000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:18:47 > F_8 score (Step: 72000, Using test images): 0.9926308156973913
[INFO] 2020-09-19 01:18:47 > F_1/8 score (Step: 72000, Using test images): 0.9941727644449221
[INFO] 2020-09-19 01:18:47 > FID score (Step: 72000, Using test moments): 8.646736749494607
[INFO] 2020-09-19 01:18:47 > Inception score (Step: 72000, 10000 generated images): 9.744598388671875
[INFO] 2020-09-19 01:18:47 > Best FID score (Step: 72000, Using test moments): 8.646736749494607
[INFO] 2020-09-19 01:18:48 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:19:36 > Step: 72100 Progress: 36.0% Elapsed: 10:45:30 temperature: no ada_p: No Discriminator_loss: 0.964067 Generator_loss: 0.483519
[INFO] 2020-09-19 01:20:24 > Step: 72200 Progress: 36.1% Elapsed: 10:46:18 temperature: no ada_p: No Discriminator_loss: 1.34581 Generator_loss: 0.980302
[INFO] 2020-09-19 01:21:12 > Step: 72300 Progress: 36.1% Elapsed: 10:47:06 temperature: no ada_p: No Discriminator_loss: 1.10198 Generator_loss: 0.628149
[INFO] 2020-09-19 01:22:00 > Step: 72400 Progress: 36.2% Elapsed: 10:47:55 temperature: no ada_p: No Discriminator_loss: 1.22021 Generator_loss: -0.231288
[INFO] 2020-09-19 01:22:50 > Step: 72500 Progress: 36.2% Elapsed: 10:48:44 temperature: no ada_p: No Discriminator_loss: 0.955683 Generator_loss: 1.0633
[INFO] 2020-09-19 01:23:38 > Step: 72600 Progress: 36.3% Elapsed: 10:49:32 temperature: no ada_p: No Discriminator_loss: 1.24778 Generator_loss: 1.15775
[INFO] 2020-09-19 01:24:27 > Step: 72700 Progress: 36.4% Elapsed: 10:50:21 temperature: no ada_p: No Discriminator_loss: 1.20925 Generator_loss: 0.714062
[INFO] 2020-09-19 01:25:15 > Step: 72800 Progress: 36.4% Elapsed: 10:51:09 temperature: no ada_p: No Discriminator_loss: 1.26724 Generator_loss: 0.323812
[INFO] 2020-09-19 01:26:02 > Step: 72900 Progress: 36.4% Elapsed: 10:51:56 temperature: no ada_p: No Discriminator_loss: 1.31548 Generator_loss: 0.775619
[INFO] 2020-09-19 01:26:51 > Step: 73000 Progress: 36.5% Elapsed: 10:52:45 temperature: no ada_p: No Discriminator_loss: 1.0546 Generator_loss: 0.439937
[INFO] 2020-09-19 01:27:38 > Step: 73100 Progress: 36.5% Elapsed: 10:53:32 temperature: no ada_p: No Discriminator_loss: 0.992355 Generator_loss: 0.825634
[INFO] 2020-09-19 01:28:26 > Step: 73200 Progress: 36.6% Elapsed: 10:54:20 temperature: no ada_p: No Discriminator_loss: 1.18884 Generator_loss: 0.923951
[INFO] 2020-09-19 01:29:15 > Step: 73300 Progress: 36.6% Elapsed: 10:55:09 temperature: no ada_p: No Discriminator_loss: 1.21214 Generator_loss: 0.825566
[INFO] 2020-09-19 01:30:03 > Step: 73400 Progress: 36.7% Elapsed: 10:55:57 temperature: no ada_p: No Discriminator_loss: 1.05564 Generator_loss: 0.729159
[INFO] 2020-09-19 01:30:53 > Step: 73500 Progress: 36.8% Elapsed: 10:56:47 temperature: no ada_p: No Discriminator_loss: 1.28227 Generator_loss: 0.569113
[INFO] 2020-09-19 01:31:41 > Step: 73600 Progress: 36.8% Elapsed: 10:57:36 temperature: no ada_p: No Discriminator_loss: 1.1044 Generator_loss: 0.835052
[INFO] 2020-09-19 01:32:29 > Step: 73700 Progress: 36.9% Elapsed: 10:58:24 temperature: no ada_p: No Discriminator_loss: 0.99152 Generator_loss: 0.45171
[INFO] 2020-09-19 01:33:18 > Step: 73800 Progress: 36.9% Elapsed: 10:59:12 temperature: no ada_p: No Discriminator_loss: 1.06158 Generator_loss: 0.637669
[INFO] 2020-09-19 01:34:06 > Step: 73900 Progress: 37.0% Elapsed: 11:00:00 temperature: no ada_p: No Discriminator_loss: 1.16941 Generator_loss: 0.90457
[INFO] 2020-09-19 01:34:54 > Step: 74000 Progress: 37.0% Elapsed: 11:00:48 temperature: no ada_p: No Discriminator_loss: 1.16798 Generator_loss: 0.916404
[INFO] 2020-09-19 01:34:54 > Start Evaluation (74000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:36:46 > F_8 score (Step: 74000, Using test images): 0.9931595518953856
[INFO] 2020-09-19 01:36:46 > F_1/8 score (Step: 74000, Using test images): 0.9955267077896919
[INFO] 2020-09-19 01:36:46 > FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 01:36:46 > Inception score (Step: 74000, 10000 generated images): 9.735834121704102
[INFO] 2020-09-19 01:36:46 > Best FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 01:36:47 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:37:36 > Step: 74100 Progress: 37.0% Elapsed: 11:03:30 temperature: no ada_p: No Discriminator_loss: 1.16448 Generator_loss: 0.791261
[INFO] 2020-09-19 01:38:24 > Step: 74200 Progress: 37.1% Elapsed: 11:04:18 temperature: no ada_p: No Discriminator_loss: 1.08837 Generator_loss: 1.29879
[INFO] 2020-09-19 01:39:12 > Step: 74300 Progress: 37.1% Elapsed: 11:05:06 temperature: no ada_p: No Discriminator_loss: 0.888703 Generator_loss: 1.10009
[INFO] 2020-09-19 01:40:01 > Step: 74400 Progress: 37.2% Elapsed: 11:05:55 temperature: no ada_p: No Discriminator_loss: 1.18937 Generator_loss: 0.728174
[INFO] 2020-09-19 01:40:49 > Step: 74500 Progress: 37.2% Elapsed: 11:06:43 temperature: no ada_p: No Discriminator_loss: 1.18484 Generator_loss: 0.820898
[INFO] 2020-09-19 01:41:37 > Step: 74600 Progress: 37.3% Elapsed: 11:07:31 temperature: no ada_p: No Discriminator_loss: 1.20428 Generator_loss: 0.298676
[INFO] 2020-09-19 01:42:25 > Step: 74700 Progress: 37.4% Elapsed: 11:08:19 temperature: no ada_p: No Discriminator_loss: 1.18361 Generator_loss: 0.529899
[INFO] 2020-09-19 01:43:12 > Step: 74800 Progress: 37.4% Elapsed: 11:09:07 temperature: no ada_p: No Discriminator_loss: 1.26015 Generator_loss: 0.999379
[INFO] 2020-09-19 01:44:01 > Step: 74900 Progress: 37.5% Elapsed: 11:09:55 temperature: no ada_p: No Discriminator_loss: 1.14584 Generator_loss: 0.570911
[INFO] 2020-09-19 01:44:49 > Step: 75000 Progress: 37.5% Elapsed: 11:10:43 temperature: no ada_p: No Discriminator_loss: 1.04694 Generator_loss: 1.17625
[INFO] 2020-09-19 01:45:37 > Step: 75100 Progress: 37.5% Elapsed: 11:11:31 temperature: no ada_p: No Discriminator_loss: 1.35895 Generator_loss: 0.833765
[INFO] 2020-09-19 01:46:25 > Step: 75200 Progress: 37.6% Elapsed: 11:12:19 temperature: no ada_p: No Discriminator_loss: 1.04249 Generator_loss: 1.60814
[INFO] 2020-09-19 01:47:13 > Step: 75300 Progress: 37.6% Elapsed: 11:13:08 temperature: no ada_p: No Discriminator_loss: 1.32753 Generator_loss: 0.756108
[INFO] 2020-09-19 01:48:02 > Step: 75400 Progress: 37.7% Elapsed: 11:13:56 temperature: no ada_p: No Discriminator_loss: 1.0451 Generator_loss: 1.29713
[INFO] 2020-09-19 01:48:50 > Step: 75500 Progress: 37.8% Elapsed: 11:14:44 temperature: no ada_p: No Discriminator_loss: 1.1811 Generator_loss: 0.690354
[INFO] 2020-09-19 01:49:38 > Step: 75600 Progress: 37.8% Elapsed: 11:15:32 temperature: no ada_p: No Discriminator_loss: 1.21593 Generator_loss: 0.651521
[INFO] 2020-09-19 01:50:26 > Step: 75700 Progress: 37.9% Elapsed: 11:16:20 temperature: no ada_p: No Discriminator_loss: 1.26583 Generator_loss: 0.532418
[INFO] 2020-09-19 01:51:14 > Step: 75800 Progress: 37.9% Elapsed: 11:17:08 temperature: no ada_p: No Discriminator_loss: 1.04081 Generator_loss: 0.41279
[INFO] 2020-09-19 01:52:02 > Step: 75900 Progress: 38.0% Elapsed: 11:17:56 temperature: no ada_p: No Discriminator_loss: 1.27333 Generator_loss: 0.837245
[INFO] 2020-09-19 01:52:50 > Step: 76000 Progress: 38.0% Elapsed: 11:18:44 temperature: no ada_p: No Discriminator_loss: 1.17367 Generator_loss: 0.406236
[INFO] 2020-09-19 01:52:50 > Start Evaluation (76000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:54:41 > F_8 score (Step: 76000, Using test images): 0.98966364227317
[INFO] 2020-09-19 01:54:41 > F_1/8 score (Step: 76000, Using test images): 0.9944161196490531
[INFO] 2020-09-19 01:54:41 > FID score (Step: 76000, Using test moments): 8.610349972634765
[INFO] 2020-09-19 01:54:41 > Inception score (Step: 76000, 10000 generated images): 9.895896911621094
[INFO] 2020-09-19 01:54:41 > Best FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 01:54:41 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:55:29 > Step: 76100 Progress: 38.0% Elapsed: 11:21:23 temperature: no ada_p: No Discriminator_loss: 1.21868 Generator_loss: 1.3769
[INFO] 2020-09-19 01:56:17 > Step: 76200 Progress: 38.1% Elapsed: 11:22:11 temperature: no ada_p: No Discriminator_loss: 1.21421 Generator_loss: 0.510249
[INFO] 2020-09-19 01:57:06 > Step: 76300 Progress: 38.1% Elapsed: 11:23:00 temperature: no ada_p: No Discriminator_loss: 1.13093 Generator_loss: 0.560911
[INFO] 2020-09-19 01:57:55 > Step: 76400 Progress: 38.2% Elapsed: 11:23:49 temperature: no ada_p: No Discriminator_loss: 1.20818 Generator_loss: 0.649557
[INFO] 2020-09-19 01:58:43 > Step: 76500 Progress: 38.2% Elapsed: 11:24:37 temperature: no ada_p: No Discriminator_loss: 1.22159 Generator_loss: -0.0585164
[INFO] 2020-09-19 01:59:31 > Step: 76600 Progress: 38.3% Elapsed: 11:25:26 temperature: no ada_p: No Discriminator_loss: 1.29148 Generator_loss: 0.183844
[INFO] 2020-09-19 02:00:19 > Step: 76700 Progress: 38.4% Elapsed: 11:26:14 temperature: no ada_p: No Discriminator_loss: 1.27904 Generator_loss: 0.912879
[INFO] 2020-09-19 02:01:07 > Step: 76800 Progress: 38.4% Elapsed: 11:27:01 temperature: no ada_p: No Discriminator_loss: 1.45087 Generator_loss: 0.873276
[INFO] 2020-09-19 02:01:55 > Step: 76900 Progress: 38.5% Elapsed: 11:27:49 temperature: no ada_p: No Discriminator_loss: 0.958026 Generator_loss: 1.02324
[INFO] 2020-09-19 02:02:42 > Step: 77000 Progress: 38.5% Elapsed: 11:28:36 temperature: no ada_p: No Discriminator_loss: 1.30288 Generator_loss: 0.516806
[INFO] 2020-09-19 02:03:30 > Step: 77100 Progress: 38.6% Elapsed: 11:29:24 temperature: no ada_p: No Discriminator_loss: 1.33222 Generator_loss: 0.782265
[INFO] 2020-09-19 02:04:18 > Step: 77200 Progress: 38.6% Elapsed: 11:30:12 temperature: no ada_p: No Discriminator_loss: 1.36738 Generator_loss: 0.635924
[INFO] 2020-09-19 02:05:06 > Step: 77300 Progress: 38.6% Elapsed: 11:31:00 temperature: no ada_p: No Discriminator_loss: 1.35431 Generator_loss: 0.555431
[INFO] 2020-09-19 02:05:54 > Step: 77400 Progress: 38.7% Elapsed: 11:31:48 temperature: no ada_p: No Discriminator_loss: 1.02523 Generator_loss: 0.468511
[INFO] 2020-09-19 02:06:43 > Step: 77500 Progress: 38.8% Elapsed: 11:32:37 temperature: no ada_p: No Discriminator_loss: 1.01837 Generator_loss: 0.723031
[INFO] 2020-09-19 02:07:30 > Step: 77600 Progress: 38.8% Elapsed: 11:33:24 temperature: no ada_p: No Discriminator_loss: 1.07281 Generator_loss: 0.57217
[INFO] 2020-09-19 02:08:18 > Step: 77700 Progress: 38.9% Elapsed: 11:34:12 temperature: no ada_p: No Discriminator_loss: 1.17242 Generator_loss: 1.52699
[INFO] 2020-09-19 02:09:07 > Step: 77800 Progress: 38.9% Elapsed: 11:35:01 temperature: no ada_p: No Discriminator_loss: 1.13809 Generator_loss: 0.458306
[INFO] 2020-09-19 02:09:54 > Step: 77900 Progress: 39.0% Elapsed: 11:35:48 temperature: no ada_p: No Discriminator_loss: 1.05864 Generator_loss: 0.205221
[INFO] 2020-09-19 02:10:42 > Step: 78000 Progress: 39.0% Elapsed: 11:36:36 temperature: no ada_p: No Discriminator_loss: 1.04593 Generator_loss: 1.07908
[INFO] 2020-09-19 02:10:42 > Start Evaluation (78000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:12:35 > F_8 score (Step: 78000, Using test images): 0.9918232516030491
[INFO] 2020-09-19 02:12:35 > F_1/8 score (Step: 78000, Using test images): 0.9942110980630231
[INFO] 2020-09-19 02:12:35 > FID score (Step: 78000, Using test moments): 8.643296431639214
[INFO] 2020-09-19 02:12:35 > Inception score (Step: 78000, 10000 generated images): 9.717398643493652
[INFO] 2020-09-19 02:12:35 > Best FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 02:12:35 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:13:23 > Step: 78100 Progress: 39.1% Elapsed: 11:39:17 temperature: no ada_p: No Discriminator_loss: 1.21145 Generator_loss: 0.446998
[INFO] 2020-09-19 02:14:11 > Step: 78200 Progress: 39.1% Elapsed: 11:40:05 temperature: no ada_p: No Discriminator_loss: 1.2464 Generator_loss: 0.444347
[INFO] 2020-09-19 02:14:59 > Step: 78300 Progress: 39.1% Elapsed: 11:40:54 temperature: no ada_p: No Discriminator_loss: 1.57047 Generator_loss: 0.592597
[INFO] 2020-09-19 02:15:47 > Step: 78400 Progress: 39.2% Elapsed: 11:41:41 temperature: no ada_p: No Discriminator_loss: 1.12213 Generator_loss: 0.841548
[INFO] 2020-09-19 02:16:36 > Step: 78500 Progress: 39.2% Elapsed: 11:42:30 temperature: no ada_p: No Discriminator_loss: 0.988416 Generator_loss: 1.20408
[INFO] 2020-09-19 02:17:25 > Step: 78600 Progress: 39.3% Elapsed: 11:43:19 temperature: no ada_p: No Discriminator_loss: 1.03733 Generator_loss: 0.217939
[INFO] 2020-09-19 02:18:12 > Step: 78700 Progress: 39.4% Elapsed: 11:44:07 temperature: no ada_p: No Discriminator_loss: 1.22451 Generator_loss: 0.715661
[INFO] 2020-09-19 02:19:02 > Step: 78800 Progress: 39.4% Elapsed: 11:44:56 temperature: no ada_p: No Discriminator_loss: 1.25938 Generator_loss: 0.437939
[INFO] 2020-09-19 02:19:51 > Step: 78900 Progress: 39.5% Elapsed: 11:45:45 temperature: no ada_p: No Discriminator_loss: 1.23346 Generator_loss: 0.483089
[INFO] 2020-09-19 02:20:38 > Step: 79000 Progress: 39.5% Elapsed: 11:46:32 temperature: no ada_p: No Discriminator_loss: 1.0935 Generator_loss: 1.0584
[INFO] 2020-09-19 02:21:26 > Step: 79100 Progress: 39.6% Elapsed: 11:47:20 temperature: no ada_p: No Discriminator_loss: 1.12179 Generator_loss: 0.617006
[INFO] 2020-09-19 02:22:15 > Step: 79200 Progress: 39.6% Elapsed: 11:48:09 temperature: no ada_p: No Discriminator_loss: 1.04386 Generator_loss: 1.11141
[INFO] 2020-09-19 02:23:02 > Step: 79300 Progress: 39.6% Elapsed: 11:48:56 temperature: no ada_p: No Discriminator_loss: 1.22282 Generator_loss: 0.892512
[INFO] 2020-09-19 02:23:52 > Step: 79400 Progress: 39.7% Elapsed: 11:49:46 temperature: no ada_p: No Discriminator_loss: 1.19004 Generator_loss: 0.334697
[INFO] 2020-09-19 02:24:40 > Step: 79500 Progress: 39.8% Elapsed: 11:50:34 temperature: no ada_p: No Discriminator_loss: 1.30661 Generator_loss: 0.578954
[INFO] 2020-09-19 02:25:29 > Step: 79600 Progress: 39.8% Elapsed: 11:51:23 temperature: no ada_p: No Discriminator_loss: 1.17899 Generator_loss: 0.258482
[INFO] 2020-09-19 02:26:17 > Step: 79700 Progress: 39.9% Elapsed: 11:52:11 temperature: no ada_p: No Discriminator_loss: 1.18846 Generator_loss: 0.924505
[INFO] 2020-09-19 02:27:04 > Step: 79800 Progress: 39.9% Elapsed: 11:52:59 temperature: no ada_p: No Discriminator_loss: 1.3028 Generator_loss: 0.779798
[INFO] 2020-09-19 02:27:53 > Step: 79900 Progress: 40.0% Elapsed: 11:53:47 temperature: no ada_p: No Discriminator_loss: 1.08874 Generator_loss: 0.372927
[INFO] 2020-09-19 02:28:41 > Step: 80000 Progress: 40.0% Elapsed: 11:54:35 temperature: no ada_p: No Discriminator_loss: 1.10457 Generator_loss: 1.18557
[INFO] 2020-09-19 02:28:41 > Start Evaluation (80000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:30:33 > F_8 score (Step: 80000, Using test images): 0.9914993352845171
[INFO] 2020-09-19 02:30:33 > F_1/8 score (Step: 80000, Using test images): 0.9935106790849719
[INFO] 2020-09-19 02:30:33 > FID score (Step: 80000, Using test moments): 8.542260834044384
[INFO] 2020-09-19 02:30:33 > Inception score (Step: 80000, 10000 generated images): 9.786762237548828
[INFO] 2020-09-19 02:30:33 > Best FID score (Step: 80000, Using test moments): 8.542260834044384
[INFO] 2020-09-19 02:30:34 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:31:21 > Step: 80100 Progress: 40.1% Elapsed: 11:57:15 temperature: no ada_p: No Discriminator_loss: 1.24698 Generator_loss: 0.349212
[INFO] 2020-09-19 02:32:09 > Step: 80200 Progress: 40.1% Elapsed: 11:58:04 temperature: no ada_p: No Discriminator_loss: 1.19173 Generator_loss: 1.01783
[INFO] 2020-09-19 02:32:58 > Step: 80300 Progress: 40.2% Elapsed: 11:58:52 temperature: no ada_p: No Discriminator_loss: 1.4456 Generator_loss: 0.945211
[INFO] 2020-09-19 02:33:46 > Step: 80400 Progress: 40.2% Elapsed: 11:59:40 temperature: no ada_p: No Discriminator_loss: 1.25245 Generator_loss: 0.688112
[INFO] 2020-09-19 02:34:34 > Step: 80500 Progress: 40.2% Elapsed: 12:00:28 temperature: no ada_p: No Discriminator_loss: 1.2241 Generator_loss: 0.329586
[INFO] 2020-09-19 02:35:22 > Step: 80600 Progress: 40.3% Elapsed: 12:01:16 temperature: no ada_p: No Discriminator_loss: 1.13687 Generator_loss: 1.01624
[INFO] 2020-09-19 02:36:10 > Step: 80700 Progress: 40.4% Elapsed: 12:02:04 temperature: no ada_p: No Discriminator_loss: 1.12293 Generator_loss: 1.26744
[INFO] 2020-09-19 02:37:00 > Step: 80800 Progress: 40.4% Elapsed: 12:02:54 temperature: no ada_p: No Discriminator_loss: 1.38051 Generator_loss: 1.0358
[INFO] 2020-09-19 02:37:48 > Step: 80900 Progress: 40.5% Elapsed: 12:03:42 temperature: no ada_p: No Discriminator_loss: 1.04913 Generator_loss: 1.04236
[INFO] 2020-09-19 02:38:36 > Step: 81000 Progress: 40.5% Elapsed: 12:04:30 temperature: no ada_p: No Discriminator_loss: 1.1255 Generator_loss: 1.40016
[INFO] 2020-09-19 02:39:25 > Step: 81100 Progress: 40.6% Elapsed: 12:05:19 temperature: no ada_p: No Discriminator_loss: 1.12388 Generator_loss: 0.606073
[INFO] 2020-09-19 02:40:13 > Step: 81200 Progress: 40.6% Elapsed: 12:06:07 temperature: no ada_p: No Discriminator_loss: 1.21 Generator_loss: 0.170694
[INFO] 2020-09-19 02:41:02 > Step: 81300 Progress: 40.6% Elapsed: 12:06:56 temperature: no ada_p: No Discriminator_loss: 1.01696 Generator_loss: 0.591451
[INFO] 2020-09-19 02:41:50 > Step: 81400 Progress: 40.7% Elapsed: 12:07:45 temperature: no ada_p: No Discriminator_loss: 1.02913 Generator_loss: 0.975505
[INFO] 2020-09-19 02:42:38 > Step: 81500 Progress: 40.8% Elapsed: 12:08:33 temperature: no ada_p: No Discriminator_loss: 1.17057 Generator_loss: 0.783525
[INFO] 2020-09-19 02:43:27 > Step: 81600 Progress: 40.8% Elapsed: 12:09:21 temperature: no ada_p: No Discriminator_loss: 1.12236 Generator_loss: 0.393594
[INFO] 2020-09-19 02:44:15 > Step: 81700 Progress: 40.8% Elapsed: 12:10:09 temperature: no ada_p: No Discriminator_loss: 0.927783 Generator_loss: 1.15608
[INFO] 2020-09-19 02:45:03 > Step: 81800 Progress: 40.9% Elapsed: 12:10:57 temperature: no ada_p: No Discriminator_loss: 1.03646 Generator_loss: 0.911695
[INFO] 2020-09-19 02:45:52 > Step: 81900 Progress: 40.9% Elapsed: 12:11:46 temperature: no ada_p: No Discriminator_loss: 1.20947 Generator_loss: 0.457957
[INFO] 2020-09-19 02:46:40 > Step: 82000 Progress: 41.0% Elapsed: 12:12:34 temperature: no ada_p: No Discriminator_loss: 1.18315 Generator_loss: 0.600045
[INFO] 2020-09-19 02:46:40 > Start Evaluation (82000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:48:34 > F_8 score (Step: 82000, Using test images): 0.9916878211136314
[INFO] 2020-09-19 02:48:34 > F_1/8 score (Step: 82000, Using test images): 0.9950679365503746
[INFO] 2020-09-19 02:48:34 > FID score (Step: 82000, Using test moments): 8.482548060629767
[INFO] 2020-09-19 02:48:34 > Inception score (Step: 82000, 10000 generated images): 9.832208633422852
[INFO] 2020-09-19 02:48:34 > Best FID score (Step: 82000, Using test moments): 8.482548060629767
[INFO] 2020-09-19 02:48:34 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:49:23 > Step: 82100 Progress: 41.0% Elapsed: 12:15:17 temperature: no ada_p: No Discriminator_loss: 1.0864 Generator_loss: 0.588696
[INFO] 2020-09-19 02:50:11 > Step: 82200 Progress: 41.1% Elapsed: 12:16:05 temperature: no ada_p: No Discriminator_loss: 1.32246 Generator_loss: 0.479762
[INFO] 2020-09-19 02:50:59 > Step: 82300 Progress: 41.1% Elapsed: 12:16:53 temperature: no ada_p: No Discriminator_loss: 1.20127 Generator_loss: 0.716179
[INFO] 2020-09-19 02:51:47 > Step: 82400 Progress: 41.2% Elapsed: 12:17:41 temperature: no ada_p: No Discriminator_loss: 1.10941 Generator_loss: 0.825936
[INFO] 2020-09-19 02:52:37 > Step: 82500 Progress: 41.2% Elapsed: 12:18:31 temperature: no ada_p: No Discriminator_loss: 1.12433 Generator_loss: 0.50611
[INFO] 2020-09-19 02:53:25 > Step: 82600 Progress: 41.3% Elapsed: 12:19:19 temperature: no ada_p: No Discriminator_loss: 0.994819 Generator_loss: 0.69584
[INFO] 2020-09-19 02:54:14 > Step: 82700 Progress: 41.3% Elapsed: 12:20:08 temperature: no ada_p: No Discriminator_loss: 1.30996 Generator_loss: 0.9064
[INFO] 2020-09-19 02:55:03 > Step: 82800 Progress: 41.4% Elapsed: 12:20:57 temperature: no ada_p: No Discriminator_loss: 1.20721 Generator_loss: 0.740237
[INFO] 2020-09-19 02:55:50 > Step: 82900 Progress: 41.4% Elapsed: 12:21:44 temperature: no ada_p: No Discriminator_loss: 0.938501 Generator_loss: 0.616453
[INFO] 2020-09-19 02:56:38 > Step: 83000 Progress: 41.5% Elapsed: 12:22:32 temperature: no ada_p: No Discriminator_loss: 1.15076 Generator_loss: 0.341759
[INFO] 2020-09-19 02:57:26 > Step: 83100 Progress: 41.5% Elapsed: 12:23:20 temperature: no ada_p: No Discriminator_loss: 1.20322 Generator_loss: 0.697747
[INFO] 2020-09-19 02:58:13 > Step: 83200 Progress: 41.6% Elapsed: 12:24:08 temperature: no ada_p: No Discriminator_loss: 1.14638 Generator_loss: 0.50514
[INFO] 2020-09-19 02:59:02 > Step: 83300 Progress: 41.6% Elapsed: 12:24:56 temperature: no ada_p: No Discriminator_loss: 1.36832 Generator_loss: 0.878205
[INFO] 2020-09-19 02:59:49 > Step: 83400 Progress: 41.7% Elapsed: 12:25:43 temperature: no ada_p: No Discriminator_loss: 1.14361 Generator_loss: 0.797726
[INFO] 2020-09-19 03:00:37 > Step: 83500 Progress: 41.8% Elapsed: 12:26:31 temperature: no ada_p: No Discriminator_loss: 1.07136 Generator_loss: 0.843766
[INFO] 2020-09-19 03:01:26 > Step: 83600 Progress: 41.8% Elapsed: 12:27:20 temperature: no ada_p: No Discriminator_loss: 1.1673 Generator_loss: 0.577409
[INFO] 2020-09-19 03:02:13 > Step: 83700 Progress: 41.9% Elapsed: 12:28:08 temperature: no ada_p: No Discriminator_loss: 1.28312 Generator_loss: 1.05159
[INFO] 2020-09-19 03:03:02 > Step: 83800 Progress: 41.9% Elapsed: 12:28:56 temperature: no ada_p: No Discriminator_loss: 1.00452 Generator_loss: 1.04256
[INFO] 2020-09-19 03:03:51 > Step: 83900 Progress: 41.9% Elapsed: 12:29:45 temperature: no ada_p: No Discriminator_loss: 1.0157 Generator_loss: 0.419085
[INFO] 2020-09-19 03:04:38 > Step: 84000 Progress: 42.0% Elapsed: 12:30:33 temperature: no ada_p: No Discriminator_loss: 1.05739 Generator_loss: 0.615321
[INFO] 2020-09-19 03:04:38 > Start Evaluation (84000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:06:30 > F_8 score (Step: 84000, Using test images): 0.9927297575526426
[INFO] 2020-09-19 03:06:30 > F_1/8 score (Step: 84000, Using test images): 0.9951612585449066
[INFO] 2020-09-19 03:06:30 > FID score (Step: 84000, Using test moments): 8.490724199262843
[INFO] 2020-09-19 03:06:30 > Inception score (Step: 84000, 10000 generated images): 9.812137603759766
[INFO] 2020-09-19 03:06:30 > Best FID score (Step: 82000, Using test moments): 8.482548060629767
[INFO] 2020-09-19 03:06:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:07:19 > Step: 84100 Progress: 42.0% Elapsed: 12:33:13 temperature: no ada_p: No Discriminator_loss: 1.23298 Generator_loss: 0.757418
[INFO] 2020-09-19 03:08:08 > Step: 84200 Progress: 42.1% Elapsed: 12:34:02 temperature: no ada_p: No Discriminator_loss: 1.15027 Generator_loss: 0.888183
[INFO] 2020-09-19 03:08:56 > Step: 84300 Progress: 42.1% Elapsed: 12:34:50 temperature: no ada_p: No Discriminator_loss: 1.25576 Generator_loss: 0.805769
[INFO] 2020-09-19 03:09:44 > Step: 84400 Progress: 42.2% Elapsed: 12:35:39 temperature: no ada_p: No Discriminator_loss: 0.980393 Generator_loss: 0.97945
[INFO] 2020-09-19 03:10:32 > Step: 84500 Progress: 42.2% Elapsed: 12:36:26 temperature: no ada_p: No Discriminator_loss: 1.10528 Generator_loss: 0.848716
[INFO] 2020-09-19 03:11:21 > Step: 84600 Progress: 42.3% Elapsed: 12:37:15 temperature: no ada_p: No Discriminator_loss: 1.03532 Generator_loss: 0.680641
[INFO] 2020-09-19 03:12:10 > Step: 84700 Progress: 42.4% Elapsed: 12:38:04 temperature: no ada_p: No Discriminator_loss: 1.20171 Generator_loss: 0.814003
[INFO] 2020-09-19 03:12:57 > Step: 84800 Progress: 42.4% Elapsed: 12:38:52 temperature: no ada_p: No Discriminator_loss: 1.24519 Generator_loss: 0.61647
[INFO] 2020-09-19 03:13:46 > Step: 84900 Progress: 42.4% Elapsed: 12:39:40 temperature: no ada_p: No Discriminator_loss: 1.31716 Generator_loss: 0.792527
[INFO] 2020-09-19 03:14:35 > Step: 85000 Progress: 42.5% Elapsed: 12:40:29 temperature: no ada_p: No Discriminator_loss: 1.22426 Generator_loss: 0.675996
[INFO] 2020-09-19 03:15:22 > Step: 85100 Progress: 42.5% Elapsed: 12:41:16 temperature: no ada_p: No Discriminator_loss: 1.26405 Generator_loss: 0.630567
[INFO] 2020-09-19 03:16:11 > Step: 85200 Progress: 42.6% Elapsed: 12:42:05 temperature: no ada_p: No Discriminator_loss: 1.2649 Generator_loss: 1.22335
[INFO] 2020-09-19 03:16:59 > Step: 85300 Progress: 42.6% Elapsed: 12:42:53 temperature: no ada_p: No Discriminator_loss: 1.2584 Generator_loss: 0.284768
[INFO] 2020-09-19 03:17:47 > Step: 85400 Progress: 42.7% Elapsed: 12:43:41 temperature: no ada_p: No Discriminator_loss: 1.08501 Generator_loss: 0.28387
[INFO] 2020-09-19 03:18:35 > Step: 85500 Progress: 42.8% Elapsed: 12:44:30 temperature: no ada_p: No Discriminator_loss: 1.19406 Generator_loss: 1.30597
[INFO] 2020-09-19 03:19:24 > Step: 85600 Progress: 42.8% Elapsed: 12:45:18 temperature: no ada_p: No Discriminator_loss: 1.18511 Generator_loss: 0.698903
[INFO] 2020-09-19 03:20:12 > Step: 85700 Progress: 42.9% Elapsed: 12:46:06 temperature: no ada_p: No Discriminator_loss: 1.19574 Generator_loss: 0.976395
[INFO] 2020-09-19 03:21:00 > Step: 85800 Progress: 42.9% Elapsed: 12:46:54 temperature: no ada_p: No Discriminator_loss: 1.03909 Generator_loss: 0.544019
[INFO] 2020-09-19 03:21:48 > Step: 85900 Progress: 43.0% Elapsed: 12:47:42 temperature: no ada_p: No Discriminator_loss: 1.00436 Generator_loss: 1.26943
[INFO] 2020-09-19 03:22:36 > Step: 86000 Progress: 43.0% Elapsed: 12:48:31 temperature: no ada_p: No Discriminator_loss: 1.45757 Generator_loss: 1.07199
[INFO] 2020-09-19 03:22:37 > Start Evaluation (86000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:24:29 > F_8 score (Step: 86000, Using test images): 0.9922349059128779
[INFO] 2020-09-19 03:24:29 > F_1/8 score (Step: 86000, Using test images): 0.9941502127789752
[INFO] 2020-09-19 03:24:29 > FID score (Step: 86000, Using test moments): 8.408718450216725
[INFO] 2020-09-19 03:24:29 > Inception score (Step: 86000, 10000 generated images): 9.688005447387695
[INFO] 2020-09-19 03:24:29 > Best FID score (Step: 86000, Using test moments): 8.408718450216725
[INFO] 2020-09-19 03:24:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:25:18 > Step: 86100 Progress: 43.0% Elapsed: 12:51:12 temperature: no ada_p: No Discriminator_loss: 1.28424 Generator_loss: 0.477519
[INFO] 2020-09-19 03:26:06 > Step: 86200 Progress: 43.1% Elapsed: 12:52:00 temperature: no ada_p: No Discriminator_loss: 1.4298 Generator_loss: 0.601574
[INFO] 2020-09-19 03:26:54 > Step: 86300 Progress: 43.1% Elapsed: 12:52:49 temperature: no ada_p: No Discriminator_loss: 1.29769 Generator_loss: 0.714881
[INFO] 2020-09-19 03:27:43 > Step: 86400 Progress: 43.2% Elapsed: 12:53:37 temperature: no ada_p: No Discriminator_loss: 1.0418 Generator_loss: 0.542293
[INFO] 2020-09-19 03:28:31 > Step: 86500 Progress: 43.2% Elapsed: 12:54:25 temperature: no ada_p: No Discriminator_loss: 1.24242 Generator_loss: 0.60933
[INFO] 2020-09-19 03:29:20 > Step: 86600 Progress: 43.3% Elapsed: 12:55:14 temperature: no ada_p: No Discriminator_loss: 1.10916 Generator_loss: 0.427251
[INFO] 2020-09-19 03:30:09 > Step: 86700 Progress: 43.4% Elapsed: 12:56:03 temperature: no ada_p: No Discriminator_loss: 1.2078 Generator_loss: 0.665774
[INFO] 2020-09-19 03:30:56 > Step: 86800 Progress: 43.4% Elapsed: 12:56:51 temperature: no ada_p: No Discriminator_loss: 1.12713 Generator_loss: 1.19816
[INFO] 2020-09-19 03:31:45 > Step: 86900 Progress: 43.5% Elapsed: 12:57:39 temperature: no ada_p: No Discriminator_loss: 1.1805 Generator_loss: 0.782441
[INFO] 2020-09-19 03:32:33 > Step: 87000 Progress: 43.5% Elapsed: 12:58:27 temperature: no ada_p: No Discriminator_loss: 1.46367 Generator_loss: 0.68014
[INFO] 2020-09-19 03:33:21 > Step: 87100 Progress: 43.5% Elapsed: 12:59:16 temperature: no ada_p: No Discriminator_loss: 1.22666 Generator_loss: 0.562841
[INFO] 2020-09-19 03:34:10 > Step: 87200 Progress: 43.6% Elapsed: 13:00:04 temperature: no ada_p: No Discriminator_loss: 0.994262 Generator_loss: 0.394109
[INFO] 2020-09-19 03:34:58 > Step: 87300 Progress: 43.6% Elapsed: 13:00:52 temperature: no ada_p: No Discriminator_loss: 1.03228 Generator_loss: 1.04847
[INFO] 2020-09-19 03:35:46 > Step: 87400 Progress: 43.7% Elapsed: 13:01:40 temperature: no ada_p: No Discriminator_loss: 1.13154 Generator_loss: 0.647469
[INFO] 2020-09-19 03:36:35 > Step: 87500 Progress: 43.8% Elapsed: 13:02:29 temperature: no ada_p: No Discriminator_loss: 1.28526 Generator_loss: 1.20969
[INFO] 2020-09-19 03:37:23 > Step: 87600 Progress: 43.8% Elapsed: 13:03:17 temperature: no ada_p: No Discriminator_loss: 1.14414 Generator_loss: 0.885256
[INFO] 2020-09-19 03:38:11 > Step: 87700 Progress: 43.9% Elapsed: 13:04:05 temperature: no ada_p: No Discriminator_loss: 1.24671 Generator_loss: -0.0771443
[INFO] 2020-09-19 03:39:00 > Step: 87800 Progress: 43.9% Elapsed: 13:04:54 temperature: no ada_p: No Discriminator_loss: 1.11141 Generator_loss: 0.344545
[INFO] 2020-09-19 03:39:48 > Step: 87900 Progress: 44.0% Elapsed: 13:05:42 temperature: no ada_p: No Discriminator_loss: 0.998532 Generator_loss: 0.69669
[INFO] 2020-09-19 03:40:36 > Step: 88000 Progress: 44.0% Elapsed: 13:06:30 temperature: no ada_p: No Discriminator_loss: 0.978241 Generator_loss: 0.393332
[INFO] 2020-09-19 03:40:36 > Start Evaluation (88000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:42:28 > F_8 score (Step: 88000, Using test images): 0.9887266038934763
[INFO] 2020-09-19 03:42:28 > F_1/8 score (Step: 88000, Using test images): 0.9946661554484684
[INFO] 2020-09-19 03:42:28 > FID score (Step: 88000, Using test moments): 8.237701319696498
[INFO] 2020-09-19 03:42:28 > Inception score (Step: 88000, 10000 generated images): 9.853858947753906
[INFO] 2020-09-19 03:42:28 > Best FID score (Step: 88000, Using test moments): 8.237701319696498
[INFO] 2020-09-19 03:42:29 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:43:17 > Step: 88100 Progress: 44.0% Elapsed: 13:09:11 temperature: no ada_p: No Discriminator_loss: 1.03188 Generator_loss: 1.27106
[INFO] 2020-09-19 03:44:05 > Step: 88200 Progress: 44.1% Elapsed: 13:09:59 temperature: no ada_p: No Discriminator_loss: 1.17626 Generator_loss: 0.868602
[INFO] 2020-09-19 03:44:54 > Step: 88300 Progress: 44.1% Elapsed: 13:10:48 temperature: no ada_p: No Discriminator_loss: 1.09725 Generator_loss: 0.956799
[INFO] 2020-09-19 03:45:42 > Step: 88400 Progress: 44.2% Elapsed: 13:11:36 temperature: no ada_p: No Discriminator_loss: 1.20872 Generator_loss: 0.528674
[INFO] 2020-09-19 03:46:30 > Step: 88500 Progress: 44.2% Elapsed: 13:12:24 temperature: no ada_p: No Discriminator_loss: 1.05739 Generator_loss: 1.01421
[INFO] 2020-09-19 03:47:19 > Step: 88600 Progress: 44.3% Elapsed: 13:13:13 temperature: no ada_p: No Discriminator_loss: 1.10669 Generator_loss: 1.23535
[INFO] 2020-09-19 03:48:06 > Step: 88700 Progress: 44.4% Elapsed: 13:14:00 temperature: no ada_p: No Discriminator_loss: 1.26422 Generator_loss: 0.672097
[INFO] 2020-09-19 03:48:55 > Step: 88800 Progress: 44.4% Elapsed: 13:14:49 temperature: no ada_p: No Discriminator_loss: 1.33733 Generator_loss: 1.58575
[INFO] 2020-09-19 03:49:44 > Step: 88900 Progress: 44.5% Elapsed: 13:15:38 temperature: no ada_p: No Discriminator_loss: 1.36214 Generator_loss: 0.501538
[INFO] 2020-09-19 03:50:31 > Step: 89000 Progress: 44.5% Elapsed: 13:16:26 temperature: no ada_p: No Discriminator_loss: 1.30895 Generator_loss: 0.951375
[INFO] 2020-09-19 03:51:20 > Step: 89100 Progress: 44.5% Elapsed: 13:17:14 temperature: no ada_p: No Discriminator_loss: 1.24995 Generator_loss: 0.695286
[INFO] 2020-09-19 03:52:09 > Step: 89200 Progress: 44.6% Elapsed: 13:18:03 temperature: no ada_p: No Discriminator_loss: 1.11282 Generator_loss: 0.639394
[INFO] 2020-09-19 03:52:56 > Step: 89300 Progress: 44.6% Elapsed: 13:18:50 temperature: no ada_p: No Discriminator_loss: 1.31471 Generator_loss: 0.243992
[INFO] 2020-09-19 03:53:45 > Step: 89400 Progress: 44.7% Elapsed: 13:19:39 temperature: no ada_p: No Discriminator_loss: 1.03698 Generator_loss: 0.203211
[INFO] 2020-09-19 03:54:33 > Step: 89500 Progress: 44.8% Elapsed: 13:20:27 temperature: no ada_p: No Discriminator_loss: 1.32524 Generator_loss: 0.850823
[INFO] 2020-09-19 03:55:22 > Step: 89600 Progress: 44.8% Elapsed: 13:21:16 temperature: no ada_p: No Discriminator_loss: 1.24204 Generator_loss: 0.566874
[INFO] 2020-09-19 03:56:10 > Step: 89700 Progress: 44.9% Elapsed: 13:22:04 temperature: no ada_p: No Discriminator_loss: 1.41149 Generator_loss: 0.516498
[INFO] 2020-09-19 03:56:58 > Step: 89800 Progress: 44.9% Elapsed: 13:22:52 temperature: no ada_p: No Discriminator_loss: 1.0936 Generator_loss: 0.10798
[INFO] 2020-09-19 03:57:47 > Step: 89900 Progress: 45.0% Elapsed: 13:23:41 temperature: no ada_p: No Discriminator_loss: 1.39538 Generator_loss: 1.13976
[INFO] 2020-09-19 03:58:35 > Step: 90000 Progress: 45.0% Elapsed: 13:24:29 temperature: no ada_p: No Discriminator_loss: 0.982737 Generator_loss: 0.224762
[INFO] 2020-09-19 03:58:35 > Start Evaluation (90000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:00:28 > F_8 score (Step: 90000, Using test images): 0.9896563885821248
[INFO] 2020-09-19 04:00:28 > F_1/8 score (Step: 90000, Using test images): 0.9950103110507512
[INFO] 2020-09-19 04:00:28 > FID score (Step: 90000, Using test moments): 8.19561684793166
[INFO] 2020-09-19 04:00:28 > Inception score (Step: 90000, 10000 generated images): 9.870328903198242
[INFO] 2020-09-19 04:00:28 > Best FID score (Step: 90000, Using test moments): 8.19561684793166
[INFO] 2020-09-19 04:00:29 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:01:16 > Step: 90100 Progress: 45.1% Elapsed: 13:27:10 temperature: no ada_p: No Discriminator_loss: 1.19941 Generator_loss: 0.487587
[INFO] 2020-09-19 04:02:04 > Step: 90200 Progress: 45.1% Elapsed: 13:27:59 temperature: no ada_p: No Discriminator_loss: 1.18418 Generator_loss: 0.482615
[INFO] 2020-09-19 04:02:53 > Step: 90300 Progress: 45.1% Elapsed: 13:28:47 temperature: no ada_p: No Discriminator_loss: 1.12345 Generator_loss: 0.949967
[INFO] 2020-09-19 04:03:41 > Step: 90400 Progress: 45.2% Elapsed: 13:29:36 temperature: no ada_p: No Discriminator_loss: 1.10213 Generator_loss: 0.386838
[INFO] 2020-09-19 04:04:30 > Step: 90500 Progress: 45.2% Elapsed: 13:30:24 temperature: no ada_p: No Discriminator_loss: 1.15222 Generator_loss: 0.756642
[INFO] 2020-09-19 04:05:19 > Step: 90600 Progress: 45.3% Elapsed: 13:31:13 temperature: no ada_p: No Discriminator_loss: 1.32434 Generator_loss: 0.972949
[INFO] 2020-09-19 04:06:07 > Step: 90700 Progress: 45.4% Elapsed: 13:32:01 temperature: no ada_p: No Discriminator_loss: 1.27967 Generator_loss: 0.575765
[INFO] 2020-09-19 04:06:56 > Step: 90800 Progress: 45.4% Elapsed: 13:32:50 temperature: no ada_p: No Discriminator_loss: 1.04544 Generator_loss: 0.25557
[INFO] 2020-09-19 04:07:43 > Step: 90900 Progress: 45.5% Elapsed: 13:33:38 temperature: no ada_p: No Discriminator_loss: 1.10061 Generator_loss: 1.03998
[INFO] 2020-09-19 04:08:32 > Step: 91000 Progress: 45.5% Elapsed: 13:34:26 temperature: no ada_p: No Discriminator_loss: 1.20775 Generator_loss: 0.891846
[INFO] 2020-09-19 04:09:21 > Step: 91100 Progress: 45.6% Elapsed: 13:35:15 temperature: no ada_p: No Discriminator_loss: 0.951358 Generator_loss: 0.928802
[INFO] 2020-09-19 04:10:09 > Step: 91200 Progress: 45.6% Elapsed: 13:36:03 temperature: no ada_p: No Discriminator_loss: 1.06291 Generator_loss: 1.0927
[INFO] 2020-09-19 04:10:57 > Step: 91300 Progress: 45.6% Elapsed: 13:36:51 temperature: no ada_p: No Discriminator_loss: 1.28713 Generator_loss: 0.928247
[INFO] 2020-09-19 04:11:46 > Step: 91400 Progress: 45.7% Elapsed: 13:37:40 temperature: no ada_p: No Discriminator_loss: 1.27332 Generator_loss: 0.106286
[INFO] 2020-09-19 04:12:34 > Step: 91500 Progress: 45.8% Elapsed: 13:38:28 temperature: no ada_p: No Discriminator_loss: 1.2929 Generator_loss: 1.74005
[INFO] 2020-09-19 04:13:22 > Step: 91600 Progress: 45.8% Elapsed: 13:39:16 temperature: no ada_p: No Discriminator_loss: 1.25251 Generator_loss: 0.257493
[INFO] 2020-09-19 04:14:11 > Step: 91700 Progress: 45.9% Elapsed: 13:40:05 temperature: no ada_p: No Discriminator_loss: 1.47057 Generator_loss: 0.74987
[INFO] 2020-09-19 04:14:59 > Step: 91800 Progress: 45.9% Elapsed: 13:40:53 temperature: no ada_p: No Discriminator_loss: 0.975331 Generator_loss: 1.09402
[INFO] 2020-09-19 04:15:47 > Step: 91900 Progress: 46.0% Elapsed: 13:41:41 temperature: no ada_p: No Discriminator_loss: 1.08117 Generator_loss: 1.29537
[INFO] 2020-09-19 04:16:35 > Step: 92000 Progress: 46.0% Elapsed: 13:42:29 temperature: no ada_p: No Discriminator_loss: 1.17705 Generator_loss: 0.280104
[INFO] 2020-09-19 04:16:35 > Start Evaluation (92000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:18:26 > F_8 score (Step: 92000, Using test images): 0.9901247930390593
[INFO] 2020-09-19 04:18:26 > F_1/8 score (Step: 92000, Using test images): 0.9944752337978209
[INFO] 2020-09-19 04:18:26 > FID score (Step: 92000, Using test moments): 8.384261926594604
[INFO] 2020-09-19 04:18:26 > Inception score (Step: 92000, 10000 generated images): 9.915040969848633
[INFO] 2020-09-19 04:18:26 > Best FID score (Step: 90000, Using test moments): 8.19561684793166
[INFO] 2020-09-19 04:18:27 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:19:15 > Step: 92100 Progress: 46.1% Elapsed: 13:45:09 temperature: no ada_p: No Discriminator_loss: 1.17599 Generator_loss: 0.208641
[INFO] 2020-09-19 04:20:04 > Step: 92200 Progress: 46.1% Elapsed: 13:45:58 temperature: no ada_p: No Discriminator_loss: 0.980043 Generator_loss: 0.513843
[INFO] 2020-09-19 04:20:52 > Step: 92300 Progress: 46.2% Elapsed: 13:46:46 temperature: no ada_p: No Discriminator_loss: 1.25567 Generator_loss: 0.539035
[INFO] 2020-09-19 04:21:40 > Step: 92400 Progress: 46.2% Elapsed: 13:47:35 temperature: no ada_p: No Discriminator_loss: 0.79202 Generator_loss: 0.618898
[INFO] 2020-09-19 04:22:29 > Step: 92500 Progress: 46.2% Elapsed: 13:48:23 temperature: no ada_p: No Discriminator_loss: 1.06607 Generator_loss: 0.400745
[INFO] 2020-09-19 04:23:17 > Step: 92600 Progress: 46.3% Elapsed: 13:49:11 temperature: no ada_p: No Discriminator_loss: 1.04887 Generator_loss: 0.69045
[INFO] 2020-09-19 04:24:06 > Step: 92700 Progress: 46.4% Elapsed: 13:50:00 temperature: no ada_p: No Discriminator_loss: 1.1016 Generator_loss: 0.708655
[INFO] 2020-09-19 04:24:55 > Step: 92800 Progress: 46.4% Elapsed: 13:50:49 temperature: no ada_p: No Discriminator_loss: 1.03496 Generator_loss: 0.677946
[INFO] 2020-09-19 04:25:43 > Step: 92900 Progress: 46.5% Elapsed: 13:51:37 temperature: no ada_p: No Discriminator_loss: 1.17955 Generator_loss: 0.737113
[INFO] 2020-09-19 04:26:32 > Step: 93000 Progress: 46.5% Elapsed: 13:52:26 temperature: no ada_p: No Discriminator_loss: 1.21071 Generator_loss: 0.81034
[INFO] 2020-09-19 04:27:20 > Step: 93100 Progress: 46.6% Elapsed: 13:53:15 temperature: no ada_p: No Discriminator_loss: 1.35828 Generator_loss: 0.989692
[INFO] 2020-09-19 04:28:08 > Step: 93200 Progress: 46.6% Elapsed: 13:54:02 temperature: no ada_p: No Discriminator_loss: 0.91806 Generator_loss: 0.593576
[INFO] 2020-09-19 04:28:57 > Step: 93300 Progress: 46.7% Elapsed: 13:54:51 temperature: no ada_p: No Discriminator_loss: 1.30298 Generator_loss: 0.787091
[INFO] 2020-09-19 04:29:44 > Step: 93400 Progress: 46.7% Elapsed: 13:55:38 temperature: no ada_p: No Discriminator_loss: 1.30955 Generator_loss: 1.14096
[INFO] 2020-09-19 04:30:33 > Step: 93500 Progress: 46.8% Elapsed: 13:56:27 temperature: no ada_p: No Discriminator_loss: 1.28066 Generator_loss: 0.814878
[INFO] 2020-09-19 04:31:22 > Step: 93600 Progress: 46.8% Elapsed: 13:57:16 temperature: no ada_p: No Discriminator_loss: 1.14692 Generator_loss: 1.0342
[INFO] 2020-09-19 04:32:09 > Step: 93700 Progress: 46.9% Elapsed: 13:58:04 temperature: no ada_p: No Discriminator_loss: 1.21153 Generator_loss: 0.890139
[INFO] 2020-09-19 04:32:58 > Step: 93800 Progress: 46.9% Elapsed: 13:58:52 temperature: no ada_p: No Discriminator_loss: 1.2382 Generator_loss: 0.735188
[INFO] 2020-09-19 04:33:47 > Step: 93900 Progress: 46.9% Elapsed: 13:59:41 temperature: no ada_p: No Discriminator_loss: 1.21159 Generator_loss: 0.84773
[INFO] 2020-09-19 04:34:34 > Step: 94000 Progress: 47.0% Elapsed: 14:00:29 temperature: no ada_p: No Discriminator_loss: 1.34212 Generator_loss: 0.721553
[INFO] 2020-09-19 04:34:35 > Start Evaluation (94000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:36:26 > F_8 score (Step: 94000, Using test images): 0.9923390919895841
[INFO] 2020-09-19 04:36:26 > F_1/8 score (Step: 94000, Using test images): 0.9939394458348374
[INFO] 2020-09-19 04:36:26 > FID score (Step: 94000, Using test moments): 8.175586815871554
[INFO] 2020-09-19 04:36:26 > Inception score (Step: 94000, 10000 generated images): 9.900069236755371
[INFO] 2020-09-19 04:36:26 > Best FID score (Step: 94000, Using test moments): 8.175586815871554
[INFO] 2020-09-19 04:36:27 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:37:15 > Step: 94100 Progress: 47.0% Elapsed: 14:03:09 temperature: no ada_p: No Discriminator_loss: 0.92335 Generator_loss: 0.973942
[INFO] 2020-09-19 04:38:04 > Step: 94200 Progress: 47.1% Elapsed: 14:03:58 temperature: no ada_p: No Discriminator_loss: 1.14156 Generator_loss: 0.886413
[INFO] 2020-09-19 04:38:51 > Step: 94300 Progress: 47.1% Elapsed: 14:04:46 temperature: no ada_p: No Discriminator_loss: 1.02373 Generator_loss: 0.497885
[INFO] 2020-09-19 04:39:40 > Step: 94400 Progress: 47.2% Elapsed: 14:05:34 temperature: no ada_p: No Discriminator_loss: 1.03029 Generator_loss: 0.599624
[INFO] 2020-09-19 04:40:28 > Step: 94500 Progress: 47.2% Elapsed: 14:06:22 temperature: no ada_p: No Discriminator_loss: 1.25836 Generator_loss: 1.0683
[INFO] 2020-09-19 04:41:16 > Step: 94600 Progress: 47.3% Elapsed: 14:07:11 temperature: no ada_p: No Discriminator_loss: 1.13408 Generator_loss: 1.12857
[INFO] 2020-09-19 04:42:05 > Step: 94700 Progress: 47.3% Elapsed: 14:07:59 temperature: no ada_p: No Discriminator_loss: 1.00232 Generator_loss: 0.54882
[INFO] 2020-09-19 04:42:53 > Step: 94800 Progress: 47.4% Elapsed: 14:08:47 temperature: no ada_p: No Discriminator_loss: 1.06405 Generator_loss: 0.661154
[INFO] 2020-09-19 04:43:41 > Step: 94900 Progress: 47.4% Elapsed: 14:09:35 temperature: no ada_p: No Discriminator_loss: 1.0936 Generator_loss: 0.76676
[INFO] 2020-09-19 04:44:30 > Step: 95000 Progress: 47.5% Elapsed: 14:10:24 temperature: no ada_p: No Discriminator_loss: 1.06447 Generator_loss: 0.527284
[INFO] 2020-09-19 04:45:17 > Step: 95100 Progress: 47.5% Elapsed: 14:11:11 temperature: no ada_p: No Discriminator_loss: 1.48017 Generator_loss: 0.749838
[INFO] 2020-09-19 04:46:06 > Step: 95200 Progress: 47.6% Elapsed: 14:12:00 temperature: no ada_p: No Discriminator_loss: 0.928756 Generator_loss: 0.938116
[INFO] 2020-09-19 04:46:54 > Step: 95300 Progress: 47.6% Elapsed: 14:12:49 temperature: no ada_p: No Discriminator_loss: 1.294 Generator_loss: 0.872832
[INFO] 2020-09-19 04:47:42 > Step: 95400 Progress: 47.7% Elapsed: 14:13:36 temperature: no ada_p: No Discriminator_loss: 1.07331 Generator_loss: 0.595458
[INFO] 2020-09-19 04:48:31 > Step: 95500 Progress: 47.8% Elapsed: 14:14:25 temperature: no ada_p: No Discriminator_loss: 1.06828 Generator_loss: 0.510361
[INFO] 2020-09-19 04:49:20 > Step: 95600 Progress: 47.8% Elapsed: 14:15:14 temperature: no ada_p: No Discriminator_loss: 1.10059 Generator_loss: 0.552189
[INFO] 2020-09-19 04:50:07 > Step: 95700 Progress: 47.9% Elapsed: 14:16:01 temperature: no ada_p: No Discriminator_loss: 1.27864 Generator_loss: 1.30396
[INFO] 2020-09-19 04:50:56 > Step: 95800 Progress: 47.9% Elapsed: 14:16:50 temperature: no ada_p: No Discriminator_loss: 1.06557 Generator_loss: 0.354667
[INFO] 2020-09-19 04:51:43 > Step: 95900 Progress: 47.9% Elapsed: 14:17:38 temperature: no ada_p: No Discriminator_loss: 1.33164 Generator_loss: 0.394783
[INFO] 2020-09-19 04:52:32 > Step: 96000 Progress: 48.0% Elapsed: 14:18:26 temperature: no ada_p: No Discriminator_loss: 1.0507 Generator_loss: 0.546062
[INFO] 2020-09-19 04:52:32 > Start Evaluation (96000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:54:24 > F_8 score (Step: 96000, Using test images): 0.9875879277992694
[INFO] 2020-09-19 04:54:24 > F_1/8 score (Step: 96000, Using test images): 0.9947200570232907
[INFO] 2020-09-19 04:54:24 > FID score (Step: 96000, Using test moments): 8.17070531457074
[INFO] 2020-09-19 04:54:24 > Inception score (Step: 96000, 10000 generated images): 9.663411140441895
[INFO] 2020-09-19 04:54:24 > Best FID score (Step: 96000, Using test moments): 8.17070531457074
[INFO] 2020-09-19 04:54:25 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:55:13 > Step: 96100 Progress: 48.0% Elapsed: 14:21:07 temperature: no ada_p: No Discriminator_loss: 1.23054 Generator_loss: 0.63257
[INFO] 2020-09-19 04:56:00 > Step: 96200 Progress: 48.1% Elapsed: 14:21:54 temperature: no ada_p: No Discriminator_loss: 1.06985 Generator_loss: 0.652541
[INFO] 2020-09-19 04:56:49 > Step: 96300 Progress: 48.1% Elapsed: 14:22:43 temperature: no ada_p: No Discriminator_loss: 1.28762 Generator_loss: 0.662417
[INFO] 2020-09-19 04:57:37 > Step: 96400 Progress: 48.2% Elapsed: 14:23:32 temperature: no ada_p: No Discriminator_loss: 1.14454 Generator_loss: 0.706917
[INFO] 2020-09-19 04:58:25 > Step: 96500 Progress: 48.2% Elapsed: 14:24:19 temperature: no ada_p: No Discriminator_loss: 1.09123 Generator_loss: 1.07488
[INFO] 2020-09-19 04:59:14 > Step: 96600 Progress: 48.3% Elapsed: 14:25:08 temperature: no ada_p: No Discriminator_loss: 1.14992 Generator_loss: 0.913057
[INFO] 2020-09-19 05:00:02 > Step: 96700 Progress: 48.4% Elapsed: 14:25:56 temperature: no ada_p: No Discriminator_loss: 1.05442 Generator_loss: 0.345685
[INFO] 2020-09-19 05:00:50 > Step: 96800 Progress: 48.4% Elapsed: 14:26:44 temperature: no ada_p: No Discriminator_loss: 1.40538 Generator_loss: 0.673146
[INFO] 2020-09-19 05:01:39 > Step: 96900 Progress: 48.4% Elapsed: 14:27:33 temperature: no ada_p: No Discriminator_loss: 1.33181 Generator_loss: 0.735508
[INFO] 2020-09-19 05:02:26 > Step: 97000 Progress: 48.5% Elapsed: 14:28:20 temperature: no ada_p: No Discriminator_loss: 1.12544 Generator_loss: 0.894676
[INFO] 2020-09-19 05:03:15 > Step: 97100 Progress: 48.5% Elapsed: 14:29:09 temperature: no ada_p: No Discriminator_loss: 1.1299 Generator_loss: 0.361861
[INFO] 2020-09-19 05:04:04 > Step: 97200 Progress: 48.6% Elapsed: 14:29:58 temperature: no ada_p: No Discriminator_loss: 1.12969 Generator_loss: 1.07952
[INFO] 2020-09-19 05:04:52 > Step: 97300 Progress: 48.6% Elapsed: 14:30:46 temperature: no ada_p: No Discriminator_loss: 1.17254 Generator_loss: 0.912648
[INFO] 2020-09-19 05:05:41 > Step: 97400 Progress: 48.7% Elapsed: 14:31:35 temperature: no ada_p: No Discriminator_loss: 1.07112 Generator_loss: 0.640218
[INFO] 2020-09-19 05:06:29 > Step: 97500 Progress: 48.8% Elapsed: 14:32:24 temperature: no ada_p: No Discriminator_loss: 1.32421 Generator_loss: 0.109093
[INFO] 2020-09-19 05:07:17 > Step: 97600 Progress: 48.8% Elapsed: 14:33:11 temperature: no ada_p: No Discriminator_loss: 1.03853 Generator_loss: 0.742246
[INFO] 2020-09-19 05:08:06 > Step: 97700 Progress: 48.9% Elapsed: 14:34:00 temperature: no ada_p: No Discriminator_loss: 1.27592 Generator_loss: 0.0961651
[INFO] 2020-09-19 05:08:54 > Step: 97800 Progress: 48.9% Elapsed: 14:34:48 temperature: no ada_p: No Discriminator_loss: 1.19853 Generator_loss: 1.12711
[INFO] 2020-09-19 05:09:42 > Step: 97900 Progress: 48.9% Elapsed: 14:35:36 temperature: no ada_p: No Discriminator_loss: 1.22857 Generator_loss: 0.12138
[INFO] 2020-09-19 05:10:30 > Step: 98000 Progress: 49.0% Elapsed: 14:36:24 temperature: no ada_p: No Discriminator_loss: 1.29726 Generator_loss: 0.408626
[INFO] 2020-09-19 05:10:30 > Start Evaluation (98000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:12:22 > F_8 score (Step: 98000, Using test images): 0.9925904466645208
[INFO] 2020-09-19 05:12:22 > F_1/8 score (Step: 98000, Using test images): 0.9936891372686992
[INFO] 2020-09-19 05:12:22 > FID score (Step: 98000, Using test moments): 8.351508602878027
[INFO] 2020-09-19 05:12:22 > Inception score (Step: 98000, 10000 generated images): 9.92516803741455
[INFO] 2020-09-19 05:12:22 > Best FID score (Step: 96000, Using test moments): 8.17070531457074
[INFO] 2020-09-19 05:12:22 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:13:10 > Step: 98100 Progress: 49.0% Elapsed: 14:39:04 temperature: no ada_p: No Discriminator_loss: 1.33772 Generator_loss: 0.667357
[INFO] 2020-09-19 05:13:58 > Step: 98200 Progress: 49.1% Elapsed: 14:39:52 temperature: no ada_p: No Discriminator_loss: 1.24489 Generator_loss: 0.177137
[INFO] 2020-09-19 05:14:47 > Step: 98300 Progress: 49.1% Elapsed: 14:40:41 temperature: no ada_p: No Discriminator_loss: 1.33157 Generator_loss: 1.07666
[INFO] 2020-09-19 05:15:35 > Step: 98400 Progress: 49.2% Elapsed: 14:41:29 temperature: no ada_p: No Discriminator_loss: 1.24393 Generator_loss: 0.0428511
[INFO] 2020-09-19 05:16:23 > Step: 98500 Progress: 49.2% Elapsed: 14:42:17 temperature: no ada_p: No Discriminator_loss: 0.914755 Generator_loss: 0.759083
[INFO] 2020-09-19 05:17:12 > Step: 98600 Progress: 49.3% Elapsed: 14:43:06 temperature: no ada_p: No Discriminator_loss: 1.06628 Generator_loss: 1.22043
[INFO] 2020-09-19 05:18:00 > Step: 98700 Progress: 49.4% Elapsed: 14:43:54 temperature: no ada_p: No Discriminator_loss: 1.31921 Generator_loss: 0.459207
[INFO] 2020-09-19 05:18:48 > Step: 98800 Progress: 49.4% Elapsed: 14:44:42 temperature: no ada_p: No Discriminator_loss: 1.24461 Generator_loss: 0.461582
[INFO] 2020-09-19 05:19:37 > Step: 98900 Progress: 49.5% Elapsed: 14:45:31 temperature: no ada_p: No Discriminator_loss: 1.21759 Generator_loss: 0.730248
[INFO] 2020-09-19 05:20:24 > Step: 99000 Progress: 49.5% Elapsed: 14:46:19 temperature: no ada_p: No Discriminator_loss: 1.16723 Generator_loss: 0.608224
[INFO] 2020-09-19 05:21:13 > Step: 99100 Progress: 49.5% Elapsed: 14:47:07 temperature: no ada_p: No Discriminator_loss: 1.21026 Generator_loss: 0.716812
[INFO] 2020-09-19 05:22:01 > Step: 99200 Progress: 49.6% Elapsed: 14:47:55 temperature: no ada_p: No Discriminator_loss: 1.20656 Generator_loss: 0.577457
[INFO] 2020-09-19 05:22:49 > Step: 99300 Progress: 49.6% Elapsed: 14:48:43 temperature: no ada_p: No Discriminator_loss: 1.26442 Generator_loss: 0.916983
[INFO] 2020-09-19 05:23:37 > Step: 99400 Progress: 49.7% Elapsed: 14:49:32 temperature: no ada_p: No Discriminator_loss: 1.28273 Generator_loss: 0.674353
[INFO] 2020-09-19 05:24:26 > Step: 99500 Progress: 49.8% Elapsed: 14:50:20 temperature: no ada_p: No Discriminator_loss: 1.30488 Generator_loss: 0.581395
[INFO] 2020-09-19 05:25:14 > Step: 99600 Progress: 49.8% Elapsed: 14:51:09 temperature: no ada_p: No Discriminator_loss: 1.21228 Generator_loss: 0.439573
[INFO] 2020-09-19 05:26:03 > Step: 99700 Progress: 49.9% Elapsed: 14:51:57 temperature: no ada_p: No Discriminator_loss: 1.37881 Generator_loss: 0.511896
[INFO] 2020-09-19 05:26:51 > Step: 99800 Progress: 49.9% Elapsed: 14:52:45 temperature: no ada_p: No Discriminator_loss: 1.14868 Generator_loss: 0.471139
[INFO] 2020-09-19 05:27:40 > Step: 99900 Progress: 50.0% Elapsed: 14:53:34 temperature: no ada_p: No Discriminator_loss: 1.11273 Generator_loss: 0.715779
[INFO] 2020-09-19 05:28:28 > Step: 100000 Progress: 50.0% Elapsed: 14:54:22 temperature: no ada_p: No Discriminator_loss: 0.922422 Generator_loss: 1.16101
[INFO] 2020-09-19 05:28:28 > Start Evaluation (100000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:30:22 > F_8 score (Step: 100000, Using test images): 0.9926154290404237
[INFO] 2020-09-19 05:30:22 > F_1/8 score (Step: 100000, Using test images): 0.9957643164384667
[INFO] 2020-09-19 05:30:22 > FID score (Step: 100000, Using test moments): 8.14374593000531
[INFO] 2020-09-19 05:30:22 > Inception score (Step: 100000, 10000 generated images): 9.828943252563477
[INFO] 2020-09-19 05:30:22 > Best FID score (Step: 100000, Using test moments): 8.14374593000531
[INFO] 2020-09-19 05:30:22 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:31:10 > Step: 100100 Progress: 50.0% Elapsed: 14:57:04 temperature: no ada_p: No Discriminator_loss: 1.06145 Generator_loss: 0.923579
[INFO] 2020-09-19 05:31:58 > Step: 100200 Progress: 50.1% Elapsed: 14:57:52 temperature: no ada_p: No Discriminator_loss: 1.29239 Generator_loss: 1.18964
[INFO] 2020-09-19 05:32:47 > Step: 100300 Progress: 50.1% Elapsed: 14:58:41 temperature: no ada_p: No Discriminator_loss: 1.24552 Generator_loss: 0.830699
[INFO] 2020-09-19 05:33:35 > Step: 100400 Progress: 50.2% Elapsed: 14:59:29 temperature: no ada_p: No Discriminator_loss: 1.32864 Generator_loss: 1.33415
[INFO] 2020-09-19 05:34:24 > Step: 100500 Progress: 50.2% Elapsed: 15:00:18 temperature: no ada_p: No Discriminator_loss: 1.22184 Generator_loss: 0.604674
[INFO] 2020-09-19 05:35:12 > Step: 100600 Progress: 50.3% Elapsed: 15:01:06 temperature: no ada_p: No Discriminator_loss: 0.905389 Generator_loss: 0.694263
[INFO] 2020-09-19 05:36:00 > Step: 100700 Progress: 50.3% Elapsed: 15:01:54 temperature: no ada_p: No Discriminator_loss: 1.13093 Generator_loss: 0.362511
[INFO] 2020-09-19 05:36:49 > Step: 100800 Progress: 50.4% Elapsed: 15:02:43 temperature: no ada_p: No Discriminator_loss: 1.4361 Generator_loss: 0.911586
[INFO] 2020-09-19 05:37:36 > Step: 100900 Progress: 50.4% Elapsed: 15:03:31 temperature: no ada_p: No Discriminator_loss: 1.12969 Generator_loss: 0.864034
[INFO] 2020-09-19 05:38:25 > Step: 101000 Progress: 50.5% Elapsed: 15:04:19 temperature: no ada_p: No Discriminator_loss: 1.22835 Generator_loss: 0.626755
[INFO] 2020-09-19 05:39:14 > Step: 101100 Progress: 50.5% Elapsed: 15:05:08 temperature: no ada_p: No Discriminator_loss: 1.09163 Generator_loss: 0.747325
[INFO] 2020-09-19 05:40:01 > Step: 101200 Progress: 50.6% Elapsed: 15:05:55 temperature: no ada_p: No Discriminator_loss: 1.05068 Generator_loss: 1.12063
[INFO] 2020-09-19 05:40:50 > Step: 101300 Progress: 50.6% Elapsed: 15:06:44 temperature: no ada_p: No Discriminator_loss: 1.15852 Generator_loss: 0.607854
[INFO] 2020-09-19 05:41:39 > Step: 101400 Progress: 50.7% Elapsed: 15:07:33 temperature: no ada_p: No Discriminator_loss: 1.24012 Generator_loss: 1.41465
[INFO] 2020-09-19 05:42:26 > Step: 101500 Progress: 50.7% Elapsed: 15:08:21 temperature: no ada_p: No Discriminator_loss: 1.04815 Generator_loss: 0.201898
[INFO] 2020-09-19 05:43:15 > Step: 101600 Progress: 50.8% Elapsed: 15:09:09 temperature: no ada_p: No Discriminator_loss: 0.916058 Generator_loss: 0.383661
[INFO] 2020-09-19 05:44:04 > Step: 101700 Progress: 50.8% Elapsed: 15:09:58 temperature: no ada_p: No Discriminator_loss: 1.22845 Generator_loss: 0.924096
[INFO] 2020-09-19 05:44:51 > Step: 101800 Progress: 50.9% Elapsed: 15:10:46 temperature: no ada_p: No Discriminator_loss: 1.07323 Generator_loss: 1.06923
[INFO] 2020-09-19 05:45:40 > Step: 101900 Progress: 50.9% Elapsed: 15:11:34 temperature: no ada_p: No Discriminator_loss: 1.20636 Generator_loss: 0.508193
[INFO] 2020-09-19 05:46:29 > Step: 102000 Progress: 51.0% Elapsed: 15:12:23 temperature: no ada_p: No Discriminator_loss: 1.20795 Generator_loss: 0.813283
[INFO] 2020-09-19 05:46:29 > Start Evaluation (102000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:48:21 > F_8 score (Step: 102000, Using test images): 0.9884150049629218
[INFO] 2020-09-19 05:48:21 > F_1/8 score (Step: 102000, Using test images): 0.993547960753739
[INFO] 2020-09-19 05:48:21 > FID score (Step: 102000, Using test moments): 8.046808428321526
[INFO] 2020-09-19 05:48:21 > Inception score (Step: 102000, 10000 generated images): 9.875603675842285
[INFO] 2020-09-19 05:48:21 > Best FID score (Step: 102000, Using test moments): 8.046808428321526
[INFO] 2020-09-19 05:48:22 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:49:09 > Step: 102100 Progress: 51.0% Elapsed: 15:15:03 temperature: no ada_p: No Discriminator_loss: 0.993017 Generator_loss: 0.97229
[INFO] 2020-09-19 05:49:58 > Step: 102200 Progress: 51.1% Elapsed: 15:15:52 temperature: no ada_p: No Discriminator_loss: 1.1762 Generator_loss: 0.679697
[INFO] 2020-09-19 05:50:45 > Step: 102300 Progress: 51.1% Elapsed: 15:16:40 temperature: no ada_p: No Discriminator_loss: 0.970198 Generator_loss: 0.43408
[INFO] 2020-09-19 05:51:34 > Step: 102400 Progress: 51.2% Elapsed: 15:17:28 temperature: no ada_p: No Discriminator_loss: 1.26104 Generator_loss: 0.402431
[INFO] 2020-09-19 05:52:22 > Step: 102500 Progress: 51.2% Elapsed: 15:18:17 temperature: no ada_p: No Discriminator_loss: 1.28401 Generator_loss: 0.241323
[INFO] 2020-09-19 05:53:10 > Step: 102600 Progress: 51.3% Elapsed: 15:19:04 temperature: no ada_p: No Discriminator_loss: 1.26124 Generator_loss: 1.0539
[INFO] 2020-09-19 05:53:58 > Step: 102700 Progress: 51.3% Elapsed: 15:19:53 temperature: no ada_p: No Discriminator_loss: 1.15893 Generator_loss: 0.674346
[INFO] 2020-09-19 05:54:47 > Step: 102800 Progress: 51.4% Elapsed: 15:20:41 temperature: no ada_p: No Discriminator_loss: 1.12429 Generator_loss: 0.784501
[INFO] 2020-09-19 05:55:35 > Step: 102900 Progress: 51.4% Elapsed: 15:21:29 temperature: no ada_p: No Discriminator_loss: 1.1405 Generator_loss: 1.04903
[INFO] 2020-09-19 05:56:23 > Step: 103000 Progress: 51.5% Elapsed: 15:22:18 temperature: no ada_p: No Discriminator_loss: 0.974374 Generator_loss: 0.478392
[INFO] 2020-09-19 05:57:12 > Step: 103100 Progress: 51.5% Elapsed: 15:23:06 temperature: no ada_p: No Discriminator_loss: 1.15017 Generator_loss: 1.09885
[INFO] 2020-09-19 05:57:59 > Step: 103200 Progress: 51.6% Elapsed: 15:23:53 temperature: no ada_p: No Discriminator_loss: 1.05112 Generator_loss: 0.898117
[INFO] 2020-09-19 05:58:48 > Step: 103300 Progress: 51.6% Elapsed: 15:24:42 temperature: no ada_p: No Discriminator_loss: 1.24059 Generator_loss: 0.597396
[INFO] 2020-09-19 05:59:36 > Step: 103400 Progress: 51.7% Elapsed: 15:25:30 temperature: no ada_p: No Discriminator_loss: 1.09832 Generator_loss: 0.289907
[INFO] 2020-09-19 06:00:25 > Step: 103500 Progress: 51.7% Elapsed: 15:26:19 temperature: no ada_p: No Discriminator_loss: 1.18919 Generator_loss: 0.72804
[INFO] 2020-09-19 06:01:13 > Step: 103600 Progress: 51.8% Elapsed: 15:27:07 temperature: no ada_p: No Discriminator_loss: 1.04549 Generator_loss: 0.97056
[INFO] 2020-09-19 06:02:00 > Step: 103700 Progress: 51.8% Elapsed: 15:27:54 temperature: no ada_p: No Discriminator_loss: 1.02572 Generator_loss: 1.21841
[INFO] 2020-09-19 06:02:48 > Step: 103800 Progress: 51.9% Elapsed: 15:28:42 temperature: no ada_p: No Discriminator_loss: 1.05621 Generator_loss: 0.918461
[INFO] 2020-09-19 06:03:36 > Step: 103900 Progress: 51.9% Elapsed: 15:29:30 temperature: no ada_p: No Discriminator_loss: 1.23316 Generator_loss: 0.854712
[INFO] 2020-09-19 06:04:23 > Step: 104000 Progress: 52.0% Elapsed: 15:30:18 temperature: no ada_p: No Discriminator_loss: 1.19209 Generator_loss: 0.673567
[INFO] 2020-09-19 06:04:24 > Start Evaluation (104000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:06:17 > F_8 score (Step: 104000, Using test images): 0.9906440808987017
[INFO] 2020-09-19 06:06:17 > F_1/8 score (Step: 104000, Using test images): 0.9944721597671695
[INFO] 2020-09-19 06:06:17 > FID score (Step: 104000, Using test moments): 7.941923896604635
[INFO] 2020-09-19 06:06:17 > Inception score (Step: 104000, 10000 generated images): 9.667043685913086
[INFO] 2020-09-19 06:06:17 > Best FID score (Step: 104000, Using test moments): 7.941923896604635
[INFO] 2020-09-19 06:06:17 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:07:05 > Step: 104100 Progress: 52.0% Elapsed: 15:32:59 temperature: no ada_p: No Discriminator_loss: 1.35807 Generator_loss: 0.812598
[INFO] 2020-09-19 06:07:53 > Step: 104200 Progress: 52.1% Elapsed: 15:33:47 temperature: no ada_p: No Discriminator_loss: 1.19322 Generator_loss: 0.808567
[INFO] 2020-09-19 06:08:41 > Step: 104300 Progress: 52.1% Elapsed: 15:34:36 temperature: no ada_p: No Discriminator_loss: 1.19416 Generator_loss: 0.8989
[INFO] 2020-09-19 06:09:30 > Step: 104400 Progress: 52.2% Elapsed: 15:35:24 temperature: no ada_p: No Discriminator_loss: 1.15011 Generator_loss: 0.918181
[INFO] 2020-09-19 06:10:18 > Step: 104500 Progress: 52.2% Elapsed: 15:36:13 temperature: no ada_p: No Discriminator_loss: 1.24716 Generator_loss: 1.10933
[INFO] 2020-09-19 06:11:07 > Step: 104600 Progress: 52.3% Elapsed: 15:37:01 temperature: no ada_p: No Discriminator_loss: 1.25736 Generator_loss: 0.721051
[INFO] 2020-09-19 06:11:55 > Step: 104700 Progress: 52.3% Elapsed: 15:37:49 temperature: no ada_p: No Discriminator_loss: 1.08081 Generator_loss: 0.656772
[INFO] 2020-09-19 06:12:43 > Step: 104800 Progress: 52.4% Elapsed: 15:38:37 temperature: no ada_p: No Discriminator_loss: 1.16298 Generator_loss: 0.827834
[INFO] 2020-09-19 06:13:31 > Step: 104900 Progress: 52.4% Elapsed: 15:39:25 temperature: no ada_p: No Discriminator_loss: 1.07677 Generator_loss: 0.443471
[INFO] 2020-09-19 06:14:20 > Step: 105000 Progress: 52.5% Elapsed: 15:40:15 temperature: no ada_p: No Discriminator_loss: 1.01561 Generator_loss: 0.171356
[INFO] 2020-09-19 06:15:08 > Step: 105100 Progress: 52.5% Elapsed: 15:41:02 temperature: no ada_p: No Discriminator_loss: 1.11768 Generator_loss: 0.678875
[INFO] 2020-09-19 06:15:57 > Step: 105200 Progress: 52.6% Elapsed: 15:41:51 temperature: no ada_p: No Discriminator_loss: 1.08531 Generator_loss: 1.28042
[INFO] 2020-09-19 06:16:46 > Step: 105300 Progress: 52.6% Elapsed: 15:42:40 temperature: no ada_p: No Discriminator_loss: 1.45154 Generator_loss: 1.23585
[INFO] 2020-09-19 06:17:33 > Step: 105400 Progress: 52.7% Elapsed: 15:43:28 temperature: no ada_p: No Discriminator_loss: 1.4143 Generator_loss: 1.48976
[INFO] 2020-09-19 06:18:22 > Step: 105500 Progress: 52.8% Elapsed: 15:44:16 temperature: no ada_p: No Discriminator_loss: 1.122 Generator_loss: 0.592962
[INFO] 2020-09-19 06:19:10 > Step: 105600 Progress: 52.8% Elapsed: 15:45:04 temperature: no ada_p: No Discriminator_loss: 1.17757 Generator_loss: 0.91324
[INFO] 2020-09-19 06:19:58 > Step: 105700 Progress: 52.8% Elapsed: 15:45:52 temperature: no ada_p: No Discriminator_loss: 1.21291 Generator_loss: 1.04537
[INFO] 2020-09-19 06:20:46 > Step: 105800 Progress: 52.9% Elapsed: 15:46:40 temperature: no ada_p: No Discriminator_loss: 0.886419 Generator_loss: 0.147209
[INFO] 2020-09-19 06:21:33 > Step: 105900 Progress: 52.9% Elapsed: 15:47:27 temperature: no ada_p: No Discriminator_loss: 1.27707 Generator_loss: 1.25992
[INFO] 2020-09-19 06:22:22 > Step: 106000 Progress: 53.0% Elapsed: 15:48:16 temperature: no ada_p: No Discriminator_loss: 1.08275 Generator_loss: 0.256785
[INFO] 2020-09-19 06:22:22 > Start Evaluation (106000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:24:14 > F_8 score (Step: 106000, Using test images): 0.9929108666225611
[INFO] 2020-09-19 06:24:14 > F_1/8 score (Step: 106000, Using test images): 0.9942655207748352
[INFO] 2020-09-19 06:24:14 > FID score (Step: 106000, Using test moments): 7.920436661624876
[INFO] 2020-09-19 06:24:14 > Inception score (Step: 106000, 10000 generated images): 9.810857772827148
[INFO] 2020-09-19 06:24:14 > Best FID score (Step: 106000, Using test moments): 7.920436661624876
[INFO] 2020-09-19 06:24:15 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:25:03 > Step: 106100 Progress: 53.0% Elapsed: 15:50:57 temperature: no ada_p: No Discriminator_loss: 0.878405 Generator_loss: 0.697144
[INFO] 2020-09-19 06:25:51 > Step: 106200 Progress: 53.1% Elapsed: 15:51:45 temperature: no ada_p: No Discriminator_loss: 1.60485 Generator_loss: 0.937826
[INFO] 2020-09-19 06:26:41 > Step: 106300 Progress: 53.1% Elapsed: 15:52:35 temperature: no ada_p: No Discriminator_loss: 1.02592 Generator_loss: 0.550516
[INFO] 2020-09-19 06:27:30 > Step: 106400 Progress: 53.2% Elapsed: 15:53:24 temperature: no ada_p: No Discriminator_loss: 1.44218 Generator_loss: 0.555064
[INFO] 2020-09-19 06:28:19 > Step: 106500 Progress: 53.2% Elapsed: 15:54:13 temperature: no ada_p: No Discriminator_loss: 1.4188 Generator_loss: 0.810207
[INFO] 2020-09-19 06:29:07 > Step: 106600 Progress: 53.3% Elapsed: 15:55:02 temperature: no ada_p: No Discriminator_loss: 0.865753 Generator_loss: 0.457944
[INFO] 2020-09-19 06:29:56 > Step: 106700 Progress: 53.3% Elapsed: 15:55:50 temperature: no ada_p: No Discriminator_loss: 1.11226 Generator_loss: 0.261232
[INFO] 2020-09-19 06:30:44 > Step: 106800 Progress: 53.4% Elapsed: 15:56:38 temperature: no ada_p: No Discriminator_loss: 0.979264 Generator_loss: 1.21407
[INFO] 2020-09-19 06:31:33 > Step: 106900 Progress: 53.4% Elapsed: 15:57:27 temperature: no ada_p: No Discriminator_loss: 1.1057 Generator_loss: 0.454347
[INFO] 2020-09-19 06:32:21 > Step: 107000 Progress: 53.5% Elapsed: 15:58:15 temperature: no ada_p: No Discriminator_loss: 1.06045 Generator_loss: 0.894251
[INFO] 2020-09-19 06:33:10 > Step: 107100 Progress: 53.5% Elapsed: 15:59:04 temperature: no ada_p: No Discriminator_loss: 1.1363 Generator_loss: 0.0345464
[INFO] 2020-09-19 06:33:59 > Step: 107200 Progress: 53.6% Elapsed: 15:59:53 temperature: no ada_p: No Discriminator_loss: 1.0638 Generator_loss: 1.2043
[INFO] 2020-09-19 06:34:46 > Step: 107300 Progress: 53.6% Elapsed: 16:00:40 temperature: no ada_p: No Discriminator_loss: 1.02675 Generator_loss: 0.599144
[INFO] 2020-09-19 06:35:35 > Step: 107400 Progress: 53.7% Elapsed: 16:01:30 temperature: no ada_p: No Discriminator_loss: 1.09781 Generator_loss: 0.347711
[INFO] 2020-09-19 06:36:25 > Step: 107500 Progress: 53.8% Elapsed: 16:02:19 temperature: no ada_p: No Discriminator_loss: 1.04548 Generator_loss: 0.619549
[INFO] 2020-09-19 06:37:12 > Step: 107600 Progress: 53.8% Elapsed: 16:03:06 temperature: no ada_p: No Discriminator_loss: 1.20219 Generator_loss: 0.348135
[INFO] 2020-09-19 06:38:01 > Step: 107700 Progress: 53.8% Elapsed: 16:03:55 temperature: no ada_p: No Discriminator_loss: 1.43129 Generator_loss: 0.564802
[INFO] 2020-09-19 06:38:49 > Step: 107800 Progress: 53.9% Elapsed: 16:04:43 temperature: no ada_p: No Discriminator_loss: 1.35146 Generator_loss: 0.838552
[INFO] 2020-09-19 06:39:36 > Step: 107900 Progress: 53.9% Elapsed: 16:05:31 temperature: no ada_p: No Discriminator_loss: 1.05969 Generator_loss: 1.07812
[INFO] 2020-09-19 06:40:25 > Step: 108000 Progress: 54.0% Elapsed: 16:06:19 temperature: no ada_p: No Discriminator_loss: 1.13153 Generator_loss: 0.74712
[INFO] 2020-09-19 06:40:25 > Start Evaluation (108000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:42:16 > F_8 score (Step: 108000, Using test images): 0.9925690456083252
[INFO] 2020-09-19 06:42:16 > F_1/8 score (Step: 108000, Using test images): 0.9940722833054013
[INFO] 2020-09-19 06:42:16 > FID score (Step: 108000, Using test moments): 7.921593313266385
[INFO] 2020-09-19 06:42:16 > Inception score (Step: 108000, 10000 generated images): 9.938587188720703
[INFO] 2020-09-19 06:42:16 > Best FID score (Step: 106000, Using test moments): 7.920436661624876
[INFO] 2020-09-19 06:42:17 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:43:04 > Step: 108100 Progress: 54.0% Elapsed: 16:08:58 temperature: no ada_p: No Discriminator_loss: 1.22811 Generator_loss: 0.646968
[INFO] 2020-09-19 06:43:52 > Step: 108200 Progress: 54.1% Elapsed: 16:09:46 temperature: no ada_p: No Discriminator_loss: 1.15153 Generator_loss: 0.718483
[INFO] 2020-09-19 06:44:40 > Step: 108300 Progress: 54.1% Elapsed: 16:10:34 temperature: no ada_p: No Discriminator_loss: 0.870954 Generator_loss: 0.836352
[INFO] 2020-09-19 06:45:28 > Step: 108400 Progress: 54.2% Elapsed: 16:11:22 temperature: no ada_p: No Discriminator_loss: 1.26832 Generator_loss: 0.46529
[INFO] 2020-09-19 06:46:16 > Step: 108500 Progress: 54.2% Elapsed: 16:12:11 temperature: no ada_p: No Discriminator_loss: 1.15232 Generator_loss: 0.533077
[INFO] 2020-09-19 06:47:05 > Step: 108600 Progress: 54.3% Elapsed: 16:12:59 temperature: no ada_p: No Discriminator_loss: 1.41177 Generator_loss: 0.310851
[INFO] 2020-09-19 06:47:53 > Step: 108700 Progress: 54.4% Elapsed: 16:13:47 temperature: no ada_p: No Discriminator_loss: 1.31149 Generator_loss: 0.813053
[INFO] 2020-09-19 06:48:42 > Step: 108800 Progress: 54.4% Elapsed: 16:14:36 temperature: no ada_p: No Discriminator_loss: 1.19788 Generator_loss: 0.567483
[INFO] 2020-09-19 06:49:30 > Step: 108900 Progress: 54.4% Elapsed: 16:15:24 temperature: no ada_p: No Discriminator_loss: 1.13046 Generator_loss: 0.88931
[INFO] 2020-09-19 06:50:17 > Step: 109000 Progress: 54.5% Elapsed: 16:16:11 temperature: no ada_p: No Discriminator_loss: 1.15242 Generator_loss: 0.552137
[INFO] 2020-09-19 06:51:05 > Step: 109100 Progress: 54.5% Elapsed: 16:16:59 temperature: no ada_p: No Discriminator_loss: 1.29589 Generator_loss: 0.41379
[INFO] 2020-09-19 06:51:53 > Step: 109200 Progress: 54.6% Elapsed: 16:17:48 temperature: no ada_p: No Discriminator_loss: 1.27463 Generator_loss: 0.18324
[INFO] 2020-09-19 06:52:41 > Step: 109300 Progress: 54.6% Elapsed: 16:18:35 temperature: no ada_p: No Discriminator_loss: 1.15055 Generator_loss: 0.960576
[INFO] 2020-09-19 06:53:29 > Step: 109400 Progress: 54.7% Elapsed: 16:19:23 temperature: no ada_p: No Discriminator_loss: 1.25718 Generator_loss: 0.54174
[INFO] 2020-09-19 06:54:17 > Step: 109500 Progress: 54.8% Elapsed: 16:20:12 temperature: no ada_p: No Discriminator_loss: 1.21993 Generator_loss: 0.291223
[INFO] 2020-09-19 06:55:06 > Step: 109600 Progress: 54.8% Elapsed: 16:21:00 temperature: no ada_p: No Discriminator_loss: 1.30854 Generator_loss: 1.00379
[INFO] 2020-09-19 06:55:54 > Step: 109700 Progress: 54.9% Elapsed: 16:21:48 temperature: no ada_p: No Discriminator_loss: 1.28649 Generator_loss: 0.464637
[INFO] 2020-09-19 06:56:41 > Step: 109800 Progress: 54.9% Elapsed: 16:22:35 temperature: no ada_p: No Discriminator_loss: 1.15715 Generator_loss: 0.486886
[INFO] 2020-09-19 06:57:29 > Step: 109900 Progress: 54.9% Elapsed: 16:23:24 temperature: no ada_p: No Discriminator_loss: 1.29152 Generator_loss: 1.01237
[INFO] 2020-09-19 06:58:18 > Step: 110000 Progress: 55.0% Elapsed: 16:24:12 temperature: no ada_p: No Discriminator_loss: 1.13117 Generator_loss: 0.502166
[INFO] 2020-09-19 06:58:18 > Start Evaluation (110000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:00:10 > F_8 score (Step: 110000, Using test images): 0.9922968253321865
[INFO] 2020-09-19 07:00:10 > F_1/8 score (Step: 110000, Using test images): 0.9952518195487868
[INFO] 2020-09-19 07:00:10 > FID score (Step: 110000, Using test moments): 7.873573489508658
[INFO] 2020-09-19 07:00:10 > Inception score (Step: 110000, 10000 generated images): 10.013928413391113
[INFO] 2020-09-19 07:00:10 > Best FID score (Step: 110000, Using test moments): 7.873573489508658
[INFO] 2020-09-19 07:00:10 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:00:58 > Step: 110100 Progress: 55.0% Elapsed: 16:26:52 temperature: no ada_p: No Discriminator_loss: 1.05737 Generator_loss: 0.802701
[INFO] 2020-09-19 07:01:47 > Step: 110200 Progress: 55.1% Elapsed: 16:27:41 temperature: no ada_p: No Discriminator_loss: 1.19954 Generator_loss: 0.618582
[INFO] 2020-09-19 07:02:35 > Step: 110300 Progress: 55.1% Elapsed: 16:28:30 temperature: no ada_p: No Discriminator_loss: 1.24338 Generator_loss: 0.492021
[INFO] 2020-09-19 07:03:23 > Step: 110400 Progress: 55.2% Elapsed: 16:29:17 temperature: no ada_p: No Discriminator_loss: 1.18939 Generator_loss: 1.22088
[INFO] 2020-09-19 07:04:12 > Step: 110500 Progress: 55.2% Elapsed: 16:30:06 temperature: no ada_p: No Discriminator_loss: 1.19767 Generator_loss: 1.16093
[INFO] 2020-09-19 07:05:01 > Step: 110600 Progress: 55.3% Elapsed: 16:30:55 temperature: no ada_p: No Discriminator_loss: 1.13591 Generator_loss: 0.733571
[INFO] 2020-09-19 07:05:48 > Step: 110700 Progress: 55.4% Elapsed: 16:31:43 temperature: no ada_p: No Discriminator_loss: 1.14457 Generator_loss: 0.554522
[INFO] 2020-09-19 07:06:37 > Step: 110800 Progress: 55.4% Elapsed: 16:32:31 temperature: no ada_p: No Discriminator_loss: 1.06021 Generator_loss: 0.836761
[INFO] 2020-09-19 07:07:25 > Step: 110900 Progress: 55.5% Elapsed: 16:33:19 temperature: no ada_p: No Discriminator_loss: 1.28349 Generator_loss: 0.726872
[INFO] 2020-09-19 07:08:14 > Step: 111000 Progress: 55.5% Elapsed: 16:34:08 temperature: no ada_p: No Discriminator_loss: 1.03481 Generator_loss: 0.689417
[INFO] 2020-09-19 07:09:03 > Step: 111100 Progress: 55.5% Elapsed: 16:34:57 temperature: no ada_p: No Discriminator_loss: 1.45852 Generator_loss: 0.916349
[INFO] 2020-09-19 07:09:51 > Step: 111200 Progress: 55.6% Elapsed: 16:35:45 temperature: no ada_p: No Discriminator_loss: 1.25801 Generator_loss: 0.790627
[INFO] 2020-09-19 07:10:39 > Step: 111300 Progress: 55.6% Elapsed: 16:36:33 temperature: no ada_p: No Discriminator_loss: 1.26671 Generator_loss: 0.236654
[INFO] 2020-09-19 07:11:27 > Step: 111400 Progress: 55.7% Elapsed: 16:37:21 temperature: no ada_p: No Discriminator_loss: 1.24918 Generator_loss: 0.32746
[INFO] 2020-09-19 07:12:14 > Step: 111500 Progress: 55.8% Elapsed: 16:38:08 temperature: no ada_p: No Discriminator_loss: 1.34271 Generator_loss: 0.356693
[INFO] 2020-09-19 07:13:02 > Step: 111600 Progress: 55.8% Elapsed: 16:38:56 temperature: no ada_p: No Discriminator_loss: 0.99522 Generator_loss: 0.799749
[INFO] 2020-09-19 07:13:51 > Step: 111700 Progress: 55.9% Elapsed: 16:39:45 temperature: no ada_p: No Discriminator_loss: 1.22698 Generator_loss: 0.121047
[INFO] 2020-09-19 07:14:38 > Step: 111800 Progress: 55.9% Elapsed: 16:40:32 temperature: no ada_p: No Discriminator_loss: 1.12681 Generator_loss: 0.458059
[INFO] 2020-09-19 07:15:26 > Step: 111900 Progress: 56.0% Elapsed: 16:41:21 temperature: no ada_p: No Discriminator_loss: 1.14241 Generator_loss: 0.743816
[INFO] 2020-09-19 07:16:15 > Step: 112000 Progress: 56.0% Elapsed: 16:42:09 temperature: no ada_p: No Discriminator_loss: 1.08017 Generator_loss: 0.428374
[INFO] 2020-09-19 07:16:15 > Start Evaluation (112000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:18:07 > F_8 score (Step: 112000, Using test images): 0.9914305255874976
[INFO] 2020-09-19 07:18:07 > F_1/8 score (Step: 112000, Using test images): 0.9944238056523503
[INFO] 2020-09-19 07:18:07 > FID score (Step: 112000, Using test moments): 7.8657522629313235
[INFO] 2020-09-19 07:18:07 > Inception score (Step: 112000, 10000 generated images): 10.0233736038208
[INFO] 2020-09-19 07:18:07 > Best FID score (Step: 112000, Using test moments): 7.8657522629313235
[INFO] 2020-09-19 07:18:07 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:18:54 > Step: 112100 Progress: 56.0% Elapsed: 16:44:48 temperature: no ada_p: No Discriminator_loss: 1.26303 Generator_loss: 0.803165
[INFO] 2020-09-19 07:19:42 > Step: 112200 Progress: 56.1% Elapsed: 16:45:36 temperature: no ada_p: No Discriminator_loss: 1.12672 Generator_loss: 0.747868
[INFO] 2020-09-19 07:20:30 > Step: 112300 Progress: 56.1% Elapsed: 16:46:24 temperature: no ada_p: No Discriminator_loss: 1.19416 Generator_loss: 0.949738
[INFO] 2020-09-19 07:21:18 > Step: 112400 Progress: 56.2% Elapsed: 16:47:13 temperature: no ada_p: No Discriminator_loss: 1.29402 Generator_loss: 0.592877
[INFO] 2020-09-19 07:22:08 > Step: 112500 Progress: 56.2% Elapsed: 16:48:02 temperature: no ada_p: No Discriminator_loss: 1.14825 Generator_loss: 0.737067
[INFO] 2020-09-19 07:22:55 > Step: 112600 Progress: 56.3% Elapsed: 16:48:49 temperature: no ada_p: No Discriminator_loss: 1.48782 Generator_loss: 0.668884
[INFO] 2020-09-19 07:23:44 > Step: 112700 Progress: 56.4% Elapsed: 16:49:38 temperature: no ada_p: No Discriminator_loss: 1.02077 Generator_loss: 0.395902
[INFO] 2020-09-19 07:24:33 > Step: 112800 Progress: 56.4% Elapsed: 16:50:27 temperature: no ada_p: No Discriminator_loss: 1.10611 Generator_loss: 0.799707
[INFO] 2020-09-19 07:25:20 > Step: 112900 Progress: 56.5% Elapsed: 16:51:14 temperature: no ada_p: No Discriminator_loss: 1.20497 Generator_loss: 1.30985
[INFO] 2020-09-19 07:26:08 > Step: 113000 Progress: 56.5% Elapsed: 16:52:03 temperature: no ada_p: No Discriminator_loss: 1.19173 Generator_loss: 1.22782
[INFO] 2020-09-19 07:26:56 > Step: 113100 Progress: 56.5% Elapsed: 16:52:51 temperature: no ada_p: No Discriminator_loss: 1.28117 Generator_loss: 0.843434
[INFO] 2020-09-19 07:27:44 > Step: 113200 Progress: 56.6% Elapsed: 16:53:38 temperature: no ada_p: No Discriminator_loss: 1.08565 Generator_loss: 0.688945
[INFO] 2020-09-19 07:28:32 > Step: 113300 Progress: 56.6% Elapsed: 16:54:27 temperature: no ada_p: No Discriminator_loss: 1.10136 Generator_loss: 1.0151
[INFO] 2020-09-19 07:29:21 > Step: 113400 Progress: 56.7% Elapsed: 16:55:15 temperature: no ada_p: No Discriminator_loss: 1.20776 Generator_loss: 0.937362
[INFO] 2020-09-19 07:30:09 > Step: 113500 Progress: 56.8% Elapsed: 16:56:04 temperature: no ada_p: No Discriminator_loss: 0.966959 Generator_loss: 0.643783
[INFO] 2020-09-19 07:30:58 > Step: 113600 Progress: 56.8% Elapsed: 16:56:52 temperature: no ada_p: No Discriminator_loss: 1.16208 Generator_loss: 0.925611
[INFO] 2020-09-19 07:31:46 > Step: 113700 Progress: 56.9% Elapsed: 16:57:40 temperature: no ada_p: No Discriminator_loss: 1.22778 Generator_loss: 0.450613
[INFO] 2020-09-19 07:32:34 > Step: 113800 Progress: 56.9% Elapsed: 16:58:28 temperature: no ada_p: No Discriminator_loss: 1.15378 Generator_loss: 0.829145
[INFO] 2020-09-19 07:33:22 > Step: 113900 Progress: 57.0% Elapsed: 16:59:16 temperature: no ada_p: No Discriminator_loss: 0.864247 Generator_loss: 0.692064
[INFO] 2020-09-19 07:34:09 > Step: 114000 Progress: 57.0% Elapsed: 17:00:04 temperature: no ada_p: No Discriminator_loss: 1.09619 Generator_loss: 0.767169
[INFO] 2020-09-19 07:34:09 > Start Evaluation (114000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:36:02 > F_8 score (Step: 114000, Using test images): 0.9923803869558866
[INFO] 2020-09-19 07:36:02 > F_1/8 score (Step: 114000, Using test images): 0.9945992473835548
[INFO] 2020-09-19 07:36:02 > FID score (Step: 114000, Using test moments): 7.846075224300648
[INFO] 2020-09-19 07:36:02 > Inception score (Step: 114000, 10000 generated images): 9.860543251037598
[INFO] 2020-09-19 07:36:02 > Best FID score (Step: 114000, Using test moments): 7.846075224300648
[INFO] 2020-09-19 07:36:02 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:36:50 > Step: 114100 Progress: 57.0% Elapsed: 17:02:44 temperature: no ada_p: No Discriminator_loss: 1.30859 Generator_loss: 0.448162
[INFO] 2020-09-19 07:37:40 > Step: 114200 Progress: 57.1% Elapsed: 17:03:34 temperature: no ada_p: No Discriminator_loss: 1.254 Generator_loss: 0.698981
[INFO] 2020-09-19 07:38:28 > Step: 114300 Progress: 57.1% Elapsed: 17:04:22 temperature: no ada_p: No Discriminator_loss: 1.18896 Generator_loss: 0.589832
[INFO] 2020-09-19 07:39:16 > Step: 114400 Progress: 57.2% Elapsed: 17:05:10 temperature: no ada_p: No Discriminator_loss: 1.13785 Generator_loss: 0.809563
[INFO] 2020-09-19 07:40:04 > Step: 114500 Progress: 57.2% Elapsed: 17:05:58 temperature: no ada_p: No Discriminator_loss: 1.19031 Generator_loss: 0.785917
[INFO] 2020-09-19 07:40:51 > Step: 114600 Progress: 57.3% Elapsed: 17:06:46 temperature: no ada_p: No Discriminator_loss: 1.26763 Generator_loss: 0.851866
[INFO] 2020-09-19 07:41:39 > Step: 114700 Progress: 57.4% Elapsed: 17:07:34 temperature: no ada_p: No Discriminator_loss: 1.20642 Generator_loss: 0.722597
[INFO] 2020-09-19 07:42:27 > Step: 114800 Progress: 57.4% Elapsed: 17:08:21 temperature: no ada_p: No Discriminator_loss: 1.29785 Generator_loss: 0.435286
[INFO] 2020-09-19 07:43:15 > Step: 114900 Progress: 57.5% Elapsed: 17:09:09 temperature: no ada_p: No Discriminator_loss: 1.30873 Generator_loss: 1.09672
[INFO] 2020-09-19 07:44:03 > Step: 115000 Progress: 57.5% Elapsed: 17:09:57 temperature: no ada_p: No Discriminator_loss: 1.28158 Generator_loss: 0.804074
[INFO] 2020-09-19 07:44:50 > Step: 115100 Progress: 57.6% Elapsed: 17:10:45 temperature: no ada_p: No Discriminator_loss: 1.11346 Generator_loss: 0.53611
[INFO] 2020-09-19 07:45:39 > Step: 115200 Progress: 57.6% Elapsed: 17:11:33 temperature: no ada_p: No Discriminator_loss: 1.19364 Generator_loss: 0.743096
[INFO] 2020-09-19 07:46:28 > Step: 115300 Progress: 57.6% Elapsed: 17:12:22 temperature: no ada_p: No Discriminator_loss: 1.2714 Generator_loss: 0.461017
[INFO] 2020-09-19 07:47:16 > Step: 115400 Progress: 57.7% Elapsed: 17:13:10 temperature: no ada_p: No Discriminator_loss: 1.21103 Generator_loss: 0.626883
[INFO] 2020-09-19 07:48:04 > Step: 115500 Progress: 57.8% Elapsed: 17:13:58 temperature: no ada_p: No Discriminator_loss: 1.25471 Generator_loss: 0.620527
[INFO] 2020-09-19 07:48:52 > Step: 115600 Progress: 57.8% Elapsed: 17:14:46 temperature: no ada_p: No Discriminator_loss: 1.27677 Generator_loss: 0.944761
[INFO] 2020-09-19 07:49:40 > Step: 115700 Progress: 57.9% Elapsed: 17:15:34 temperature: no ada_p: No Discriminator_loss: 1.07826 Generator_loss: 0.686454
[INFO] 2020-09-19 07:50:28 > Step: 115800 Progress: 57.9% Elapsed: 17:16:22 temperature: no ada_p: No Discriminator_loss: 1.27666 Generator_loss: 1.34566
[INFO] 2020-09-19 07:51:15 > Step: 115900 Progress: 58.0% Elapsed: 17:17:10 temperature: no ada_p: No Discriminator_loss: 1.13101 Generator_loss: 0.452768
[INFO] 2020-09-19 07:52:04 > Step: 116000 Progress: 58.0% Elapsed: 17:17:58 temperature: no ada_p: No Discriminator_loss: 1.24005 Generator_loss: 0.888406
[INFO] 2020-09-19 07:52:04 > Start Evaluation (116000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:53:57 > F_8 score (Step: 116000, Using test images): 0.9895702109904682
[INFO] 2020-09-19 07:53:57 > F_1/8 score (Step: 116000, Using test images): 0.9941133945654252
[INFO] 2020-09-19 07:53:57 > FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 07:53:57 > Inception score (Step: 116000, 10000 generated images): 9.966211318969727
[INFO] 2020-09-19 07:53:57 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 07:53:58 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:54:47 > Step: 116100 Progress: 58.1% Elapsed: 17:20:41 temperature: no ada_p: No Discriminator_loss: 1.35542 Generator_loss: -0.0213116
[INFO] 2020-09-19 07:55:34 > Step: 116200 Progress: 58.1% Elapsed: 17:21:28 temperature: no ada_p: No Discriminator_loss: 0.927386 Generator_loss: 0.618277
[INFO] 2020-09-19 07:56:22 > Step: 116300 Progress: 58.1% Elapsed: 17:22:16 temperature: no ada_p: No Discriminator_loss: 0.975118 Generator_loss: 0.799312
[INFO] 2020-09-19 07:57:10 > Step: 116400 Progress: 58.2% Elapsed: 17:23:04 temperature: no ada_p: No Discriminator_loss: 1.18326 Generator_loss: 0.334417
[INFO] 2020-09-19 07:57:58 > Step: 116500 Progress: 58.2% Elapsed: 17:23:52 temperature: no ada_p: No Discriminator_loss: 1.23361 Generator_loss: 0.430792
[INFO] 2020-09-19 07:58:46 > Step: 116600 Progress: 58.3% Elapsed: 17:24:40 temperature: no ada_p: No Discriminator_loss: 1.42976 Generator_loss: 0.759387
[INFO] 2020-09-19 07:59:35 > Step: 116700 Progress: 58.4% Elapsed: 17:25:30 temperature: no ada_p: No Discriminator_loss: 1.24944 Generator_loss: 0.33495
[INFO] 2020-09-19 08:00:24 > Step: 116800 Progress: 58.4% Elapsed: 17:26:18 temperature: no ada_p: No Discriminator_loss: 1.11596 Generator_loss: 0.719669
[INFO] 2020-09-19 08:01:12 > Step: 116900 Progress: 58.5% Elapsed: 17:27:06 temperature: no ada_p: No Discriminator_loss: 1.20676 Generator_loss: 1.08665
[INFO] 2020-09-19 08:02:01 > Step: 117000 Progress: 58.5% Elapsed: 17:27:55 temperature: no ada_p: No Discriminator_loss: 1.29185 Generator_loss: 0.990666
[INFO] 2020-09-19 08:02:48 > Step: 117100 Progress: 58.6% Elapsed: 17:28:43 temperature: no ada_p: No Discriminator_loss: 1.35157 Generator_loss: 1.14121
[INFO] 2020-09-19 08:03:37 > Step: 117200 Progress: 58.6% Elapsed: 17:29:31 temperature: no ada_p: No Discriminator_loss: 1.01575 Generator_loss: 0.393513
[INFO] 2020-09-19 08:04:25 > Step: 117300 Progress: 58.7% Elapsed: 17:30:19 temperature: no ada_p: No Discriminator_loss: 1.36732 Generator_loss: 0.350875
[INFO] 2020-09-19 08:05:14 > Step: 117400 Progress: 58.7% Elapsed: 17:31:08 temperature: no ada_p: No Discriminator_loss: 1.27976 Generator_loss: 0.711459
[INFO] 2020-09-19 08:06:03 > Step: 117500 Progress: 58.8% Elapsed: 17:31:57 temperature: no ada_p: No Discriminator_loss: 1.1274 Generator_loss: 0.481449
[INFO] 2020-09-19 08:06:50 > Step: 117600 Progress: 58.8% Elapsed: 17:32:44 temperature: no ada_p: No Discriminator_loss: 1.1358 Generator_loss: 1.33031
[INFO] 2020-09-19 08:07:39 > Step: 117700 Progress: 58.9% Elapsed: 17:33:33 temperature: no ada_p: No Discriminator_loss: 1.09196 Generator_loss: 0.560607
[INFO] 2020-09-19 08:08:28 > Step: 117800 Progress: 58.9% Elapsed: 17:34:22 temperature: no ada_p: No Discriminator_loss: 1.12478 Generator_loss: 1.46374
[INFO] 2020-09-19 08:09:16 > Step: 117900 Progress: 59.0% Elapsed: 17:35:10 temperature: no ada_p: No Discriminator_loss: 0.973879 Generator_loss: 0.791753
[INFO] 2020-09-19 08:10:04 > Step: 118000 Progress: 59.0% Elapsed: 17:35:58 temperature: no ada_p: No Discriminator_loss: 1.22937 Generator_loss: 0.871743
[INFO] 2020-09-19 08:10:04 > Start Evaluation (118000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:11:57 > F_8 score (Step: 118000, Using test images): 0.9927158437741416
[INFO] 2020-09-19 08:11:57 > F_1/8 score (Step: 118000, Using test images): 0.9950741293432634
[INFO] 2020-09-19 08:11:57 > FID score (Step: 118000, Using test moments): 7.924138811421869
[INFO] 2020-09-19 08:11:57 > Inception score (Step: 118000, 10000 generated images): 9.831052780151367
[INFO] 2020-09-19 08:11:57 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 08:11:57 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:12:45 > Step: 118100 Progress: 59.1% Elapsed: 17:38:40 temperature: no ada_p: No Discriminator_loss: 1.21893 Generator_loss: 1.19274
[INFO] 2020-09-19 08:13:33 > Step: 118200 Progress: 59.1% Elapsed: 17:39:27 temperature: no ada_p: No Discriminator_loss: 1.19557 Generator_loss: 0.481511
[INFO] 2020-09-19 08:14:22 > Step: 118300 Progress: 59.2% Elapsed: 17:40:16 temperature: no ada_p: No Discriminator_loss: 1.12169 Generator_loss: 0.772907
[INFO] 2020-09-19 08:15:11 > Step: 118400 Progress: 59.2% Elapsed: 17:41:05 temperature: no ada_p: No Discriminator_loss: 1.32039 Generator_loss: 1.07095
[INFO] 2020-09-19 08:15:58 > Step: 118500 Progress: 59.2% Elapsed: 17:41:52 temperature: no ada_p: No Discriminator_loss: 1.21611 Generator_loss: 0.802607
[INFO] 2020-09-19 08:16:46 > Step: 118600 Progress: 59.3% Elapsed: 17:42:41 temperature: no ada_p: No Discriminator_loss: 1.26199 Generator_loss: 1.30034
[INFO] 2020-09-19 08:17:34 > Step: 118700 Progress: 59.4% Elapsed: 17:43:28 temperature: no ada_p: No Discriminator_loss: 1.18726 Generator_loss: 0.858454
[INFO] 2020-09-19 08:18:23 > Step: 118800 Progress: 59.4% Elapsed: 17:44:17 temperature: no ada_p: No Discriminator_loss: 1.2786 Generator_loss: 0.749743
[INFO] 2020-09-19 08:19:11 > Step: 118900 Progress: 59.5% Elapsed: 17:45:06 temperature: no ada_p: No Discriminator_loss: 1.26222 Generator_loss: 0.711327
[INFO] 2020-09-19 08:19:59 > Step: 119000 Progress: 59.5% Elapsed: 17:45:53 temperature: no ada_p: No Discriminator_loss: 1.22342 Generator_loss: 1.6369
[INFO] 2020-09-19 08:20:47 > Step: 119100 Progress: 59.6% Elapsed: 17:46:42 temperature: no ada_p: No Discriminator_loss: 1.17925 Generator_loss: 0.906859
[INFO] 2020-09-19 08:21:36 > Step: 119200 Progress: 59.6% Elapsed: 17:47:30 temperature: no ada_p: No Discriminator_loss: 1.28647 Generator_loss: 0.460088
[INFO] 2020-09-19 08:22:23 > Step: 119300 Progress: 59.7% Elapsed: 17:48:18 temperature: no ada_p: No Discriminator_loss: 1.23738 Generator_loss: 0.846325
[INFO] 2020-09-19 08:23:12 > Step: 119400 Progress: 59.7% Elapsed: 17:49:06 temperature: no ada_p: No Discriminator_loss: 1.39061 Generator_loss: 0.313935
[INFO] 2020-09-19 08:24:00 > Step: 119500 Progress: 59.8% Elapsed: 17:49:54 temperature: no ada_p: No Discriminator_loss: 0.993239 Generator_loss: 0.430169
[INFO] 2020-09-19 08:24:49 > Step: 119600 Progress: 59.8% Elapsed: 17:50:43 temperature: no ada_p: No Discriminator_loss: 1.23172 Generator_loss: 1.68096
[INFO] 2020-09-19 08:25:37 > Step: 119700 Progress: 59.9% Elapsed: 17:51:31 temperature: no ada_p: No Discriminator_loss: 1.14176 Generator_loss: 0.295182
[INFO] 2020-09-19 08:26:25 > Step: 119800 Progress: 59.9% Elapsed: 17:52:19 temperature: no ada_p: No Discriminator_loss: 1.26417 Generator_loss: 0.14978
[INFO] 2020-09-19 08:27:13 > Step: 119900 Progress: 60.0% Elapsed: 17:53:07 temperature: no ada_p: No Discriminator_loss: 1.08824 Generator_loss: 0.640145
[INFO] 2020-09-19 08:28:02 > Step: 120000 Progress: 60.0% Elapsed: 17:53:56 temperature: no ada_p: No Discriminator_loss: 1.32409 Generator_loss: 0.776228
[INFO] 2020-09-19 08:28:02 > Start Evaluation (120000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:29:53 > F_8 score (Step: 120000, Using test images): 0.9926644265579814
[INFO] 2020-09-19 08:29:53 > F_1/8 score (Step: 120000, Using test images): 0.996069401144346
[INFO] 2020-09-19 08:29:53 > FID score (Step: 120000, Using test moments): 7.836268840691446
[INFO] 2020-09-19 08:29:53 > Inception score (Step: 120000, 10000 generated images): 9.78823471069336
[INFO] 2020-09-19 08:29:53 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 08:29:54 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:30:40 > Step: 120100 Progress: 60.1% Elapsed: 17:56:35 temperature: no ada_p: No Discriminator_loss: 1.12999 Generator_loss: 0.664521
[INFO] 2020-09-19 08:31:29 > Step: 120200 Progress: 60.1% Elapsed: 17:57:23 temperature: no ada_p: No Discriminator_loss: 1.01619 Generator_loss: 0.499623
[INFO] 2020-09-19 08:32:18 > Step: 120300 Progress: 60.2% Elapsed: 17:58:12 temperature: no ada_p: No Discriminator_loss: 0.984426 Generator_loss: 0.582933
[INFO] 2020-09-19 08:33:06 > Step: 120400 Progress: 60.2% Elapsed: 17:59:01 temperature: no ada_p: No Discriminator_loss: 1.21396 Generator_loss: 0.716488
[INFO] 2020-09-19 08:33:55 > Step: 120500 Progress: 60.2% Elapsed: 17:59:49 temperature: no ada_p: No Discriminator_loss: 1.00973 Generator_loss: 0.589107
[INFO] 2020-09-19 08:34:43 > Step: 120600 Progress: 60.3% Elapsed: 18:00:37 temperature: no ada_p: No Discriminator_loss: 1.27254 Generator_loss: 1.12182
[INFO] 2020-09-19 08:35:31 > Step: 120700 Progress: 60.4% Elapsed: 18:01:26 temperature: no ada_p: No Discriminator_loss: 0.961713 Generator_loss: 0.874405
[INFO] 2020-09-19 08:36:20 > Step: 120800 Progress: 60.4% Elapsed: 18:02:14 temperature: no ada_p: No Discriminator_loss: 1.22562 Generator_loss: 0.580175
[INFO] 2020-09-19 08:37:08 > Step: 120900 Progress: 60.5% Elapsed: 18:03:02 temperature: no ada_p: No Discriminator_loss: 1.04341 Generator_loss: 0.737632
[INFO] 2020-09-19 08:37:56 > Step: 121000 Progress: 60.5% Elapsed: 18:03:50 temperature: no ada_p: No Discriminator_loss: 1.26616 Generator_loss: 0.315963
[INFO] 2020-09-19 08:38:44 > Step: 121100 Progress: 60.6% Elapsed: 18:04:38 temperature: no ada_p: No Discriminator_loss: 1.32179 Generator_loss: 0.82173
[INFO] 2020-09-19 08:39:31 > Step: 121200 Progress: 60.6% Elapsed: 18:05:25 temperature: no ada_p: No Discriminator_loss: 1.2037 Generator_loss: 0.693252
[INFO] 2020-09-19 08:40:19 > Step: 121300 Progress: 60.7% Elapsed: 18:06:14 temperature: no ada_p: No Discriminator_loss: 1.1374 Generator_loss: 0.917243
[INFO] 2020-09-19 08:41:08 > Step: 121400 Progress: 60.7% Elapsed: 18:07:02 temperature: no ada_p: No Discriminator_loss: 1.10247 Generator_loss: 0.336581
[INFO] 2020-09-19 08:41:55 > Step: 121500 Progress: 60.8% Elapsed: 18:07:49 temperature: no ada_p: No Discriminator_loss: 0.907252 Generator_loss: 0.46826
[INFO] 2020-09-19 08:42:44 > Step: 121600 Progress: 60.8% Elapsed: 18:08:38 temperature: no ada_p: No Discriminator_loss: 0.994405 Generator_loss: 0.7863
[INFO] 2020-09-19 08:43:32 > Step: 121700 Progress: 60.9% Elapsed: 18:09:26 temperature: no ada_p: No Discriminator_loss: 0.988763 Generator_loss: 0.508134
[INFO] 2020-09-19 08:44:20 > Step: 121800 Progress: 60.9% Elapsed: 18:10:15 temperature: no ada_p: No Discriminator_loss: 1.26498 Generator_loss: 0.505592
[INFO] 2020-09-19 08:45:08 > Step: 121900 Progress: 61.0% Elapsed: 18:11:03 temperature: no ada_p: No Discriminator_loss: 1.27041 Generator_loss: 1.22738
[INFO] 2020-09-19 08:45:57 > Step: 122000 Progress: 61.0% Elapsed: 18:11:51 temperature: no ada_p: No Discriminator_loss: 1.28579 Generator_loss: 0.885335
[INFO] 2020-09-19 08:45:57 > Start Evaluation (122000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:47:49 > F_8 score (Step: 122000, Using test images): 0.9902623254318296
[INFO] 2020-09-19 08:47:49 > F_1/8 score (Step: 122000, Using test images): 0.9943651188862414
[INFO] 2020-09-19 08:47:49 > FID score (Step: 122000, Using test moments): 7.805860507937837
[INFO] 2020-09-19 08:47:49 > Inception score (Step: 122000, 10000 generated images): 9.949884414672852
[INFO] 2020-09-19 08:47:49 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 08:47:50 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:48:37 > Step: 122100 Progress: 61.1% Elapsed: 18:14:31 temperature: no ada_p: No Discriminator_loss: 1.13548 Generator_loss: 0.327744
[INFO] 2020-09-19 08:49:25 > Step: 122200 Progress: 61.1% Elapsed: 18:15:19 temperature: no ada_p: No Discriminator_loss: 1.1732 Generator_loss: 0.33903
[INFO] 2020-09-19 08:50:13 > Step: 122300 Progress: 61.2% Elapsed: 18:16:07 temperature: no ada_p: No Discriminator_loss: 1.26809 Generator_loss: 0.487217
[INFO] 2020-09-19 08:51:01 > Step: 122400 Progress: 61.2% Elapsed: 18:16:55 temperature: no ada_p: No Discriminator_loss: 1.21553 Generator_loss: 0.7673
[INFO] 2020-09-19 08:51:49 > Step: 122500 Progress: 61.3% Elapsed: 18:17:44 temperature: no ada_p: No Discriminator_loss: 1.32787 Generator_loss: 0.703494
[INFO] 2020-09-19 08:52:37 > Step: 122600 Progress: 61.3% Elapsed: 18:18:31 temperature: no ada_p: No Discriminator_loss: 0.950042 Generator_loss: 0.729164
[INFO] 2020-09-19 08:53:27 > Step: 122700 Progress: 61.4% Elapsed: 18:19:21 temperature: no ada_p: No Discriminator_loss: 1.44703 Generator_loss: 0.749181
[INFO] 2020-09-19 08:54:16 > Step: 122800 Progress: 61.4% Elapsed: 18:20:11 temperature: no ada_p: No Discriminator_loss: 1.18777 Generator_loss: 0.346092
[INFO] 2020-09-19 08:55:04 > Step: 122900 Progress: 61.5% Elapsed: 18:20:58 temperature: no ada_p: No Discriminator_loss: 1.28765 Generator_loss: 0.695673
[INFO] 2020-09-19 08:55:52 > Step: 123000 Progress: 61.5% Elapsed: 18:21:47 temperature: no ada_p: No Discriminator_loss: 1.09935 Generator_loss: 0.797405
[INFO] 2020-09-19 08:56:41 > Step: 123100 Progress: 61.6% Elapsed: 18:22:35 temperature: no ada_p: No Discriminator_loss: 1.357 Generator_loss: 0.970215
[INFO] 2020-09-19 08:57:28 > Step: 123200 Progress: 61.6% Elapsed: 18:23:22 temperature: no ada_p: No Discriminator_loss: 1.2102 Generator_loss: 0.755922
[INFO] 2020-09-19 08:58:16 > Step: 123300 Progress: 61.7% Elapsed: 18:24:11 temperature: no ada_p: No Discriminator_loss: 1.12685 Generator_loss: -0.11288
[INFO] 2020-09-19 08:59:05 > Step: 123400 Progress: 61.7% Elapsed: 18:24:59 temperature: no ada_p: No Discriminator_loss: 1.16795 Generator_loss: 1.11724
[INFO] 2020-09-19 08:59:54 > Step: 123500 Progress: 61.8% Elapsed: 18:25:48 temperature: no ada_p: No Discriminator_loss: 1.18042 Generator_loss: 0.696684
[INFO] 2020-09-19 09:00:43 > Step: 123600 Progress: 61.8% Elapsed: 18:26:37 temperature: no ada_p: No Discriminator_loss: 1.16564 Generator_loss: 0.907239
[INFO] 2020-09-19 09:01:31 > Step: 123700 Progress: 61.9% Elapsed: 18:27:25 temperature: no ada_p: No Discriminator_loss: 1.40353 Generator_loss: 0.567727
[INFO] 2020-09-19 09:02:19 > Step: 123800 Progress: 61.9% Elapsed: 18:28:14 temperature: no ada_p: No Discriminator_loss: 1.1428 Generator_loss: 1.14539
[INFO] 2020-09-19 09:03:08 > Step: 123900 Progress: 62.0% Elapsed: 18:29:02 temperature: no ada_p: No Discriminator_loss: 1.25439 Generator_loss: 1.04464
[INFO] 2020-09-19 09:03:55 > Step: 124000 Progress: 62.0% Elapsed: 18:29:49 temperature: no ada_p: No Discriminator_loss: 1.26818 Generator_loss: 0.557063
[INFO] 2020-09-19 09:03:55 > Start Evaluation (124000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:05:47 > F_8 score (Step: 124000, Using test images): 0.986999462766108
[INFO] 2020-09-19 09:05:47 > F_1/8 score (Step: 124000, Using test images): 0.9947087881538633
[INFO] 2020-09-19 09:05:47 > FID score (Step: 124000, Using test moments): 7.788960450046375
[INFO] 2020-09-19 09:05:47 > Inception score (Step: 124000, 10000 generated images): 9.86876392364502
[INFO] 2020-09-19 09:05:47 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 09:05:48 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:06:37 > Step: 124100 Progress: 62.1% Elapsed: 18:32:31 temperature: no ada_p: No Discriminator_loss: 0.977433 Generator_loss: 0.313941
[INFO] 2020-09-19 09:07:25 > Step: 124200 Progress: 62.1% Elapsed: 18:33:19 temperature: no ada_p: No Discriminator_loss: 1.12308 Generator_loss: 0.970796
[INFO] 2020-09-19 09:08:13 > Step: 124300 Progress: 62.2% Elapsed: 18:34:07 temperature: no ada_p: No Discriminator_loss: 1.30129 Generator_loss: 1.03712
[INFO] 2020-09-19 09:09:02 > Step: 124400 Progress: 62.2% Elapsed: 18:34:56 temperature: no ada_p: No Discriminator_loss: 1.10483 Generator_loss: 0.463827
[INFO] 2020-09-19 09:09:50 > Step: 124500 Progress: 62.3% Elapsed: 18:35:44 temperature: no ada_p: No Discriminator_loss: 1.32289 Generator_loss: 0.66457
[INFO] 2020-09-19 09:10:38 > Step: 124600 Progress: 62.3% Elapsed: 18:36:32 temperature: no ada_p: No Discriminator_loss: 0.90946 Generator_loss: 0.161765
[INFO] 2020-09-19 09:11:27 > Step: 124700 Progress: 62.4% Elapsed: 18:37:21 temperature: no ada_p: No Discriminator_loss: 0.992036 Generator_loss: 0.883698
[INFO] 2020-09-19 09:12:15 > Step: 124800 Progress: 62.4% Elapsed: 18:38:09 temperature: no ada_p: No Discriminator_loss: 1.24036 Generator_loss: 1.59196
[INFO] 2020-09-19 09:13:03 > Step: 124900 Progress: 62.5% Elapsed: 18:38:57 temperature: no ada_p: No Discriminator_loss: 1.31045 Generator_loss: 0.620344
[INFO] 2020-09-19 09:13:51 > Step: 125000 Progress: 62.5% Elapsed: 18:39:45 temperature: no ada_p: No Discriminator_loss: 1.1967 Generator_loss: 0.15106
[INFO] 2020-09-19 09:14:39 > Step: 125100 Progress: 62.5% Elapsed: 18:40:33 temperature: no ada_p: No Discriminator_loss: 1.23377 Generator_loss: 0.693635
[INFO] 2020-09-19 09:15:28 > Step: 125200 Progress: 62.6% Elapsed: 18:41:22 temperature: no ada_p: No Discriminator_loss: 1.32571 Generator_loss: 0.866126
[INFO] 2020-09-19 09:16:16 > Step: 125300 Progress: 62.6% Elapsed: 18:42:10 temperature: no ada_p: No Discriminator_loss: 1.3776 Generator_loss: 1.07081
[INFO] 2020-09-19 09:17:04 > Step: 125400 Progress: 62.7% Elapsed: 18:42:58 temperature: no ada_p: No Discriminator_loss: 1.29569 Generator_loss: 0.382014
[INFO] 2020-09-19 09:17:52 > Step: 125500 Progress: 62.7% Elapsed: 18:43:46 temperature: no ada_p: No Discriminator_loss: 1.22445 Generator_loss: 0.146712
[INFO] 2020-09-19 09:18:40 > Step: 125600 Progress: 62.8% Elapsed: 18:44:34 temperature: no ada_p: No Discriminator_loss: 1.18133 Generator_loss: 0.65597
[INFO] 2020-09-19 09:19:28 > Step: 125700 Progress: 62.8% Elapsed: 18:45:22 temperature: no ada_p: No Discriminator_loss: 1.12565 Generator_loss: 0.731421
[INFO] 2020-09-19 09:20:17 > Step: 125800 Progress: 62.9% Elapsed: 18:46:11 temperature: no ada_p: No Discriminator_loss: 1.39114 Generator_loss: 0.728844
[INFO] 2020-09-19 09:21:05 > Step: 125900 Progress: 62.9% Elapsed: 18:46:59 temperature: no ada_p: No Discriminator_loss: 1.1321 Generator_loss: 0.694872
[INFO] 2020-09-19 09:21:52 > Step: 126000 Progress: 63.0% Elapsed: 18:47:46 temperature: no ada_p: No Discriminator_loss: 1.09521 Generator_loss: 0.755224
[INFO] 2020-09-19 09:21:52 > Start Evaluation (126000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:23:43 > F_8 score (Step: 126000, Using test images): 0.9920138801413374
[INFO] 2020-09-19 09:23:43 > F_1/8 score (Step: 126000, Using test images): 0.994172892028838
[INFO] 2020-09-19 09:23:43 > FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:23:43 > Inception score (Step: 126000, 10000 generated images): 9.931012153625488
[INFO] 2020-09-19 09:23:43 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:23:44 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:24:32 > Step: 126100 Progress: 63.0% Elapsed: 18:50:26 temperature: no ada_p: No Discriminator_loss: 1.11189 Generator_loss: 1.13762
[INFO] 2020-09-19 09:25:20 > Step: 126200 Progress: 63.1% Elapsed: 18:51:14 temperature: no ada_p: No Discriminator_loss: 1.14791 Generator_loss: 0.807859
[INFO] 2020-09-19 09:26:08 > Step: 126300 Progress: 63.1% Elapsed: 18:52:03 temperature: no ada_p: No Discriminator_loss: 1.04881 Generator_loss: 1.51734
[INFO] 2020-09-19 09:26:57 > Step: 126400 Progress: 63.2% Elapsed: 18:52:52 temperature: no ada_p: No Discriminator_loss: 1.36858 Generator_loss: 0.829232
[INFO] 2020-09-19 09:27:45 > Step: 126500 Progress: 63.2% Elapsed: 18:53:39 temperature: no ada_p: No Discriminator_loss: 1.39819 Generator_loss: 0.294734
[INFO] 2020-09-19 09:28:33 > Step: 126600 Progress: 63.3% Elapsed: 18:54:27 temperature: no ada_p: No Discriminator_loss: 1.14704 Generator_loss: 0.890783
[INFO] 2020-09-19 09:29:22 > Step: 126700 Progress: 63.3% Elapsed: 18:55:16 temperature: no ada_p: No Discriminator_loss: 1.2583 Generator_loss: 0.849841
[INFO] 2020-09-19 09:30:09 > Step: 126800 Progress: 63.4% Elapsed: 18:56:03 temperature: no ada_p: No Discriminator_loss: 1.17393 Generator_loss: 0.94129
[INFO] 2020-09-19 09:30:57 > Step: 126900 Progress: 63.4% Elapsed: 18:56:52 temperature: no ada_p: No Discriminator_loss: 1.1871 Generator_loss: -0.0574178
[INFO] 2020-09-19 09:31:46 > Step: 127000 Progress: 63.5% Elapsed: 18:57:40 temperature: no ada_p: No Discriminator_loss: 1.1092 Generator_loss: 0.409636
[INFO] 2020-09-19 09:32:34 > Step: 127100 Progress: 63.5% Elapsed: 18:58:28 temperature: no ada_p: No Discriminator_loss: 0.966634 Generator_loss: 0.814584
[INFO] 2020-09-19 09:33:22 > Step: 127200 Progress: 63.6% Elapsed: 18:59:16 temperature: no ada_p: No Discriminator_loss: 1.2308 Generator_loss: 0.369983
[INFO] 2020-09-19 09:34:09 > Step: 127300 Progress: 63.6% Elapsed: 19:00:03 temperature: no ada_p: No Discriminator_loss: 1.3609 Generator_loss: 0.88583
[INFO] 2020-09-19 09:34:57 > Step: 127400 Progress: 63.7% Elapsed: 19:00:51 temperature: no ada_p: No Discriminator_loss: 1.03703 Generator_loss: 0.750291
[INFO] 2020-09-19 09:35:46 > Step: 127500 Progress: 63.7% Elapsed: 19:01:41 temperature: no ada_p: No Discriminator_loss: 1.45067 Generator_loss: 0.657834
[INFO] 2020-09-19 09:36:34 > Step: 127600 Progress: 63.8% Elapsed: 19:02:28 temperature: no ada_p: No Discriminator_loss: 1.40934 Generator_loss: 0.928179
[INFO] 2020-09-19 09:37:23 > Step: 127700 Progress: 63.8% Elapsed: 19:03:17 temperature: no ada_p: No Discriminator_loss: 1.43332 Generator_loss: 1.58918
[INFO] 2020-09-19 09:38:11 > Step: 127800 Progress: 63.9% Elapsed: 19:04:05 temperature: no ada_p: No Discriminator_loss: 1.08101 Generator_loss: 0.631977
[INFO] 2020-09-19 09:38:59 > Step: 127900 Progress: 63.9% Elapsed: 19:04:54 temperature: no ada_p: No Discriminator_loss: 1.23118 Generator_loss: 0.507459
[INFO] 2020-09-19 09:39:48 > Step: 128000 Progress: 64.0% Elapsed: 19:05:42 temperature: no ada_p: No Discriminator_loss: 1.21583 Generator_loss: 0.573948
[INFO] 2020-09-19 09:39:48 > Start Evaluation (128000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:41:39 > F_8 score (Step: 128000, Using test images): 0.9912239143124175
[INFO] 2020-09-19 09:41:39 > F_1/8 score (Step: 128000, Using test images): 0.9948620497075513
[INFO] 2020-09-19 09:41:39 > FID score (Step: 128000, Using test moments): 7.782976162220962
[INFO] 2020-09-19 09:41:39 > Inception score (Step: 128000, 10000 generated images): 9.783897399902344
[INFO] 2020-09-19 09:41:39 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:41:40 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:42:27 > Step: 128100 Progress: 64.0% Elapsed: 19:08:21 temperature: no ada_p: No Discriminator_loss: 1.27267 Generator_loss: 0.785223
[INFO] 2020-09-19 09:43:15 > Step: 128200 Progress: 64.1% Elapsed: 19:09:09 temperature: no ada_p: No Discriminator_loss: 1.43935 Generator_loss: 0.777091
[INFO] 2020-09-19 09:44:03 > Step: 128300 Progress: 64.1% Elapsed: 19:09:58 temperature: no ada_p: No Discriminator_loss: 1.27212 Generator_loss: 0.674756
[INFO] 2020-09-19 09:44:52 > Step: 128400 Progress: 64.2% Elapsed: 19:10:46 temperature: no ada_p: No Discriminator_loss: 1.04679 Generator_loss: 0.805005
[INFO] 2020-09-19 09:45:40 > Step: 128500 Progress: 64.2% Elapsed: 19:11:34 temperature: no ada_p: No Discriminator_loss: 1.07778 Generator_loss: 0.379874
[INFO] 2020-09-19 09:46:28 > Step: 128600 Progress: 64.3% Elapsed: 19:12:22 temperature: no ada_p: No Discriminator_loss: 1.28189 Generator_loss: 0.198262
[INFO] 2020-09-19 09:47:15 > Step: 128700 Progress: 64.3% Elapsed: 19:13:09 temperature: no ada_p: No Discriminator_loss: 1.29505 Generator_loss: 0.584423
[INFO] 2020-09-19 09:48:03 > Step: 128800 Progress: 64.4% Elapsed: 19:13:58 temperature: no ada_p: No Discriminator_loss: 1.27219 Generator_loss: 0.622311
[INFO] 2020-09-19 09:48:53 > Step: 128900 Progress: 64.5% Elapsed: 19:14:47 temperature: no ada_p: No Discriminator_loss: 1.11575 Generator_loss: -0.144394
[INFO] 2020-09-19 09:49:40 > Step: 129000 Progress: 64.5% Elapsed: 19:15:34 temperature: no ada_p: No Discriminator_loss: 1.29027 Generator_loss: 0.590258
[INFO] 2020-09-19 09:50:29 > Step: 129100 Progress: 64.5% Elapsed: 19:16:23 temperature: no ada_p: No Discriminator_loss: 1.40942 Generator_loss: 0.586555
[INFO] 2020-09-19 09:51:18 > Step: 129200 Progress: 64.6% Elapsed: 19:17:12 temperature: no ada_p: No Discriminator_loss: 1.1193 Generator_loss: 0.460812
[INFO] 2020-09-19 09:52:05 > Step: 129300 Progress: 64.6% Elapsed: 19:17:59 temperature: no ada_p: No Discriminator_loss: 1.32336 Generator_loss: 0.966649
[INFO] 2020-09-19 09:52:53 > Step: 129400 Progress: 64.7% Elapsed: 19:18:47 temperature: no ada_p: No Discriminator_loss: 1.2719 Generator_loss: 1.08359
[INFO] 2020-09-19 09:53:41 > Step: 129500 Progress: 64.8% Elapsed: 19:19:35 temperature: no ada_p: No Discriminator_loss: 1.05712 Generator_loss: 0.811938
[INFO] 2020-09-19 09:54:28 > Step: 129600 Progress: 64.8% Elapsed: 19:20:22 temperature: no ada_p: No Discriminator_loss: 0.988624 Generator_loss: 0.450286
[INFO] 2020-09-19 09:55:17 > Step: 129700 Progress: 64.8% Elapsed: 19:21:12 temperature: no ada_p: No Discriminator_loss: 1.13145 Generator_loss: 0.710894
[INFO] 2020-09-19 09:56:05 > Step: 129800 Progress: 64.9% Elapsed: 19:21:59 temperature: no ada_p: No Discriminator_loss: 1.14472 Generator_loss: 0.891477
[INFO] 2020-09-19 09:56:53 > Step: 129900 Progress: 65.0% Elapsed: 19:22:47 temperature: no ada_p: No Discriminator_loss: 1.13929 Generator_loss: 0.81168
[INFO] 2020-09-19 09:57:42 > Step: 130000 Progress: 65.0% Elapsed: 19:23:36 temperature: no ada_p: No Discriminator_loss: 1.1584 Generator_loss: 0.410994
[INFO] 2020-09-19 09:57:42 > Start Evaluation (130000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:59:33 > F_8 score (Step: 130000, Using test images): 0.994206959448461
[INFO] 2020-09-19 09:59:33 > F_1/8 score (Step: 130000, Using test images): 0.9956695807918722
[INFO] 2020-09-19 09:59:33 > FID score (Step: 130000, Using test moments): 7.814968443201053
[INFO] 2020-09-19 09:59:33 > Inception score (Step: 130000, 10000 generated images): 9.843460083007812
[INFO] 2020-09-19 09:59:33 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:59:34 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:00:21 > Step: 130100 Progress: 65.0% Elapsed: 19:26:15 temperature: no ada_p: No Discriminator_loss: 1.39163 Generator_loss: 0.536565
[INFO] 2020-09-19 10:01:09 > Step: 130200 Progress: 65.1% Elapsed: 19:27:04 temperature: no ada_p: No Discriminator_loss: 1.19926 Generator_loss: 0.201072
[INFO] 2020-09-19 10:01:58 > Step: 130300 Progress: 65.1% Elapsed: 19:27:52 temperature: no ada_p: No Discriminator_loss: 1.14126 Generator_loss: 0.121181
[INFO] 2020-09-19 10:02:45 > Step: 130400 Progress: 65.2% Elapsed: 19:28:39 temperature: no ada_p: No Discriminator_loss: 1.17666 Generator_loss: 0.721196
[INFO] 2020-09-19 10:03:34 > Step: 130500 Progress: 65.2% Elapsed: 19:29:28 temperature: no ada_p: No Discriminator_loss: 1.33479 Generator_loss: 0.836289
[INFO] 2020-09-19 10:04:22 > Step: 130600 Progress: 65.3% Elapsed: 19:30:16 temperature: no ada_p: No Discriminator_loss: 1.05223 Generator_loss: 0.728375
[INFO] 2020-09-19 10:05:09 > Step: 130700 Progress: 65.3% Elapsed: 19:31:03 temperature: no ada_p: No Discriminator_loss: 1.1004 Generator_loss: 0.480771
[INFO] 2020-09-19 10:05:58 > Step: 130800 Progress: 65.4% Elapsed: 19:31:52 temperature: no ada_p: No Discriminator_loss: 1.03 Generator_loss: 0.313558
[INFO] 2020-09-19 10:06:47 > Step: 130900 Progress: 65.5% Elapsed: 19:32:41 temperature: no ada_p: No Discriminator_loss: 1.10172 Generator_loss: 0.697409
[INFO] 2020-09-19 10:07:35 > Step: 131000 Progress: 65.5% Elapsed: 19:33:29 temperature: no ada_p: No Discriminator_loss: 1.14068 Generator_loss: 0.0149733
[INFO] 2020-09-19 10:08:24 > Step: 131100 Progress: 65.5% Elapsed: 19:34:18 temperature: no ada_p: No Discriminator_loss: 1.18461 Generator_loss: 1.45764
[INFO] 2020-09-19 10:09:12 > Step: 131200 Progress: 65.6% Elapsed: 19:35:06 temperature: no ada_p: No Discriminator_loss: 1.07388 Generator_loss: 0.295121
[INFO] 2020-09-19 10:10:01 > Step: 131300 Progress: 65.6% Elapsed: 19:35:55 temperature: no ada_p: No Discriminator_loss: 1.17498 Generator_loss: 0.357751
[INFO] 2020-09-19 10:10:50 > Step: 131400 Progress: 65.7% Elapsed: 19:36:44 temperature: no ada_p: No Discriminator_loss: 1.128 Generator_loss: 0.648925
[INFO] 2020-09-19 10:11:37 > Step: 131500 Progress: 65.8% Elapsed: 19:37:31 temperature: no ada_p: No Discriminator_loss: 1.1026 Generator_loss: 0.811679
[INFO] 2020-09-19 10:12:25 > Step: 131600 Progress: 65.8% Elapsed: 19:38:19 temperature: no ada_p: No Discriminator_loss: 1.37416 Generator_loss: 0.499489
[INFO] 2020-09-19 10:13:13 > Step: 131700 Progress: 65.8% Elapsed: 19:39:07 temperature: no ada_p: No Discriminator_loss: 1.18289 Generator_loss: 1.10251
[INFO] 2020-09-19 10:14:00 > Step: 131800 Progress: 65.9% Elapsed: 19:39:54 temperature: no ada_p: No Discriminator_loss: 1.21927 Generator_loss: 0.79323
[INFO] 2020-09-19 10:14:49 > Step: 131900 Progress: 66.0% Elapsed: 19:40:43 temperature: no ada_p: No Discriminator_loss: 1.33411 Generator_loss: 0.874025
[INFO] 2020-09-19 10:15:37 > Step: 132000 Progress: 66.0% Elapsed: 19:41:31 temperature: no ada_p: No Discriminator_loss: 1.19205 Generator_loss: 0.889051
[INFO] 2020-09-19 10:15:37 > Start Evaluation (132000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:17:29 > F_8 score (Step: 132000, Using test images): 0.9926818966428362
[INFO] 2020-09-19 10:17:29 > F_1/8 score (Step: 132000, Using test images): 0.9950986095353338
[INFO] 2020-09-19 10:17:29 > FID score (Step: 132000, Using test moments): 7.818792052615493
[INFO] 2020-09-19 10:17:29 > Inception score (Step: 132000, 10000 generated images): 9.903112411499023
[INFO] 2020-09-19 10:17:29 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 10:17:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:18:16 > Step: 132100 Progress: 66.0% Elapsed: 19:44:11 temperature: no ada_p: No Discriminator_loss: 1.02954 Generator_loss: 0.830143
[INFO] 2020-09-19 10:19:05 > Step: 132200 Progress: 66.1% Elapsed: 19:44:59 temperature: no ada_p: No Discriminator_loss: 1.62335 Generator_loss: 0.735813
[INFO] 2020-09-19 10:19:53 > Step: 132300 Progress: 66.1% Elapsed: 19:45:47 temperature: no ada_p: No Discriminator_loss: 1.25068 Generator_loss: 0.789507
[INFO] 2020-09-19 10:20:41 > Step: 132400 Progress: 66.2% Elapsed: 19:46:35 temperature: no ada_p: No Discriminator_loss: 1.15624 Generator_loss: 0.407679
[INFO] 2020-09-19 10:21:30 > Step: 132500 Progress: 66.2% Elapsed: 19:47:24 temperature: no ada_p: No Discriminator_loss: 1.1395 Generator_loss: 0.377087
[INFO] 2020-09-19 10:22:17 > Step: 132600 Progress: 66.3% Elapsed: 19:48:12 temperature: no ada_p: No Discriminator_loss: 1.21852 Generator_loss: 0.801594
[INFO] 2020-09-19 10:23:06 > Step: 132700 Progress: 66.3% Elapsed: 19:49:00 temperature: no ada_p: No Discriminator_loss: 1.11254 Generator_loss: 0.553115
[INFO] 2020-09-19 10:23:54 > Step: 132800 Progress: 66.4% Elapsed: 19:49:48 temperature: no ada_p: No Discriminator_loss: 1.52851 Generator_loss: 1.05714
[INFO] 2020-09-19 10:24:42 > Step: 132900 Progress: 66.5% Elapsed: 19:50:36 temperature: no ada_p: No Discriminator_loss: 1.16849 Generator_loss: 0.463931
[INFO] 2020-09-19 10:25:30 > Step: 133000 Progress: 66.5% Elapsed: 19:51:24 temperature: no ada_p: No Discriminator_loss: 1.15751 Generator_loss: 0.748258
[INFO] 2020-09-19 10:26:18 > Step: 133100 Progress: 66.5% Elapsed: 19:52:12 temperature: no ada_p: No Discriminator_loss: 1.0718 Generator_loss: 0.512152
[INFO] 2020-09-19 10:27:06 > Step: 133200 Progress: 66.6% Elapsed: 19:53:00 temperature: no ada_p: No Discriminator_loss: 1.23072 Generator_loss: 0.760616
[INFO] 2020-09-19 10:27:54 > Step: 133300 Progress: 66.6% Elapsed: 19:53:48 temperature: no ada_p: No Discriminator_loss: 1.00963 Generator_loss: 0.911639
[INFO] 2020-09-19 10:28:42 > Step: 133400 Progress: 66.7% Elapsed: 19:54:37 temperature: no ada_p: No Discriminator_loss: 1.10397 Generator_loss: 0.486965
[INFO] 2020-09-19 10:29:30 > Step: 133500 Progress: 66.8% Elapsed: 19:55:25 temperature: no ada_p: No Discriminator_loss: 1.22046 Generator_loss: 0.575119
[INFO] 2020-09-19 10:30:19 > Step: 133600 Progress: 66.8% Elapsed: 19:56:13 temperature: no ada_p: No Discriminator_loss: 1.16223 Generator_loss: 0.794937
[INFO] 2020-09-19 10:31:06 > Step: 133700 Progress: 66.8% Elapsed: 19:57:00 temperature: no ada_p: No Discriminator_loss: 1.16143 Generator_loss: 0.690205
[INFO] 2020-09-19 10:31:54 > Step: 133800 Progress: 66.9% Elapsed: 19:57:48 temperature: no ada_p: No Discriminator_loss: 1.37283 Generator_loss: 0.433888
[INFO] 2020-09-19 10:32:43 > Step: 133900 Progress: 67.0% Elapsed: 19:58:37 temperature: no ada_p: No Discriminator_loss: 1.20623 Generator_loss: 1.04373
[INFO] 2020-09-19 10:33:31 > Step: 134000 Progress: 67.0% Elapsed: 19:59:25 temperature: no ada_p: No Discriminator_loss: 1.18552 Generator_loss: 0.208998
[INFO] 2020-09-19 10:33:31 > Start Evaluation (134000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:35:22 > F_8 score (Step: 134000, Using test images): 0.993607098679143
[INFO] 2020-09-19 10:35:22 > F_1/8 score (Step: 134000, Using test images): 0.9949256420303115
[INFO] 2020-09-19 10:35:22 > FID score (Step: 134000, Using test moments): 7.672978103664036
[INFO] 2020-09-19 10:35:22 > Inception score (Step: 134000, 10000 generated images): 9.823044776916504
[INFO] 2020-09-19 10:35:22 > Best FID score (Step: 134000, Using test moments): 7.672978103664036
[INFO] 2020-09-19 10:35:23 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:36:11 > Step: 134100 Progress: 67.0% Elapsed: 20:02:05 temperature: no ada_p: No Discriminator_loss: 1.17085 Generator_loss: 1.10207
[INFO] 2020-09-19 10:37:00 > Step: 134200 Progress: 67.1% Elapsed: 20:02:54 temperature: no ada_p: No Discriminator_loss: 1.22212 Generator_loss: 0.666439
[INFO] 2020-09-19 10:37:48 > Step: 134300 Progress: 67.2% Elapsed: 20:03:42 temperature: no ada_p: No Discriminator_loss: 1.07266 Generator_loss: 0.717155
[INFO] 2020-09-19 10:38:36 > Step: 134400 Progress: 67.2% Elapsed: 20:04:30 temperature: no ada_p: No Discriminator_loss: 1.09441 Generator_loss: 0.516092
[INFO] 2020-09-19 10:39:24 > Step: 134500 Progress: 67.2% Elapsed: 20:05:18 temperature: no ada_p: No Discriminator_loss: 1.14279 Generator_loss: 0.954392
[INFO] 2020-09-19 10:40:12 > Step: 134600 Progress: 67.3% Elapsed: 20:06:06 temperature: no ada_p: No Discriminator_loss: 1.00533 Generator_loss: 0.520384
[INFO] 2020-09-19 10:41:00 > Step: 134700 Progress: 67.3% Elapsed: 20:06:54 temperature: no ada_p: No Discriminator_loss: 1.08858 Generator_loss: 0.804071
[INFO] 2020-09-19 10:41:47 > Step: 134800 Progress: 67.4% Elapsed: 20:07:41 temperature: no ada_p: No Discriminator_loss: 1.17006 Generator_loss: 0.457935
[INFO] 2020-09-19 10:42:35 > Step: 134900 Progress: 67.5% Elapsed: 20:08:30 temperature: no ada_p: No Discriminator_loss: 1.25316 Generator_loss: 0.408448
[INFO] 2020-09-19 10:43:24 > Step: 135000 Progress: 67.5% Elapsed: 20:09:18 temperature: no ada_p: No Discriminator_loss: 1.09067 Generator_loss: 0.461134
[INFO] 2020-09-19 10:44:12 > Step: 135100 Progress: 67.5% Elapsed: 20:10:06 temperature: no ada_p: No Discriminator_loss: 1.22472 Generator_loss: 0.915251
[INFO] 2020-09-19 10:45:00 > Step: 135200 Progress: 67.6% Elapsed: 20:10:54 temperature: no ada_p: No Discriminator_loss: 1.08533 Generator_loss: 0.638295
[INFO] 2020-09-19 10:45:48 > Step: 135300 Progress: 67.7% Elapsed: 20:11:42 temperature: no ada_p: No Discriminator_loss: 0.992886 Generator_loss: 0.987784
[INFO] 2020-09-19 10:46:36 > Step: 135400 Progress: 67.7% Elapsed: 20:12:30 temperature: no ada_p: No Discriminator_loss: 1.10619 Generator_loss: 0.66545
[INFO] 2020-09-19 10:47:24 > Step: 135500 Progress: 67.8% Elapsed: 20:13:19 temperature: no ada_p: No Discriminator_loss: 1.10745 Generator_loss: 0.109401
[INFO] 2020-09-19 10:48:13 > Step: 135600 Progress: 67.8% Elapsed: 20:14:07 temperature: no ada_p: No Discriminator_loss: 1.30287 Generator_loss: 0.57284
[INFO] 2020-09-19 10:49:01 > Step: 135700 Progress: 67.8% Elapsed: 20:14:55 temperature: no ada_p: No Discriminator_loss: 1.14138 Generator_loss: 0.513548
[INFO] 2020-09-19 10:49:49 > Step: 135800 Progress: 67.9% Elapsed: 20:15:44 temperature: no ada_p: No Discriminator_loss: 1.04218 Generator_loss: 0.745288
[INFO] 2020-09-19 10:50:37 > Step: 135900 Progress: 68.0% Elapsed: 20:16:31 temperature: no ada_p: No Discriminator_loss: 1.14237 Generator_loss: 0.919692
[INFO] 2020-09-19 10:51:25 > Step: 136000 Progress: 68.0% Elapsed: 20:17:19 temperature: no ada_p: No Discriminator_loss: 1.16162 Generator_loss: 0.469491
[INFO] 2020-09-19 10:51:25 > Start Evaluation (136000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:53:17 > F_8 score (Step: 136000, Using test images): 0.9920269522209338
[INFO] 2020-09-19 10:53:17 > F_1/8 score (Step: 136000, Using test images): 0.9957167115472036
[INFO] 2020-09-19 10:53:17 > FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 10:53:17 > Inception score (Step: 136000, 10000 generated images): 9.885038375854492
[INFO] 2020-09-19 10:53:17 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 10:53:18 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:54:06 > Step: 136100 Progress: 68.0% Elapsed: 20:20:00 temperature: no ada_p: No Discriminator_loss: 1.09291 Generator_loss: 0.78897
[INFO] 2020-09-19 10:54:54 > Step: 136200 Progress: 68.1% Elapsed: 20:20:49 temperature: no ada_p: No Discriminator_loss: 1.09552 Generator_loss: 0.367021
[INFO] 2020-09-19 10:55:43 > Step: 136300 Progress: 68.2% Elapsed: 20:21:37 temperature: no ada_p: No Discriminator_loss: 1.40615 Generator_loss: 0.536043
[INFO] 2020-09-19 10:56:31 > Step: 136400 Progress: 68.2% Elapsed: 20:22:26 temperature: no ada_p: No Discriminator_loss: 1.32386 Generator_loss: 0.501622
[INFO] 2020-09-19 10:57:19 > Step: 136500 Progress: 68.2% Elapsed: 20:23:13 temperature: no ada_p: No Discriminator_loss: 1.11208 Generator_loss: 0.44019
[INFO] 2020-09-19 10:58:07 > Step: 136600 Progress: 68.3% Elapsed: 20:24:01 temperature: no ada_p: No Discriminator_loss: 0.812328 Generator_loss: 1.1771
[INFO] 2020-09-19 10:58:55 > Step: 136700 Progress: 68.3% Elapsed: 20:24:50 temperature: no ada_p: No Discriminator_loss: 1.17682 Generator_loss: 0.71737
[INFO] 2020-09-19 10:59:43 > Step: 136800 Progress: 68.4% Elapsed: 20:25:37 temperature: no ada_p: No Discriminator_loss: 1.11988 Generator_loss: 0.663987
[INFO] 2020-09-19 11:00:31 > Step: 136900 Progress: 68.5% Elapsed: 20:26:25 temperature: no ada_p: No Discriminator_loss: 1.08755 Generator_loss: 0.506507
[INFO] 2020-09-19 11:01:19 > Step: 137000 Progress: 68.5% Elapsed: 20:27:13 temperature: no ada_p: No Discriminator_loss: 1.16069 Generator_loss: 1.52778
[INFO] 2020-09-19 11:02:06 > Step: 137100 Progress: 68.5% Elapsed: 20:28:01 temperature: no ada_p: No Discriminator_loss: 1.13657 Generator_loss: 0.413038
[INFO] 2020-09-19 11:02:55 > Step: 137200 Progress: 68.6% Elapsed: 20:28:49 temperature: no ada_p: No Discriminator_loss: 1.26855 Generator_loss: 0.866826
[INFO] 2020-09-19 11:03:44 > Step: 137300 Progress: 68.7% Elapsed: 20:29:38 temperature: no ada_p: No Discriminator_loss: 1.11111 Generator_loss: 0.670542
[INFO] 2020-09-19 11:04:31 > Step: 137400 Progress: 68.7% Elapsed: 20:30:25 temperature: no ada_p: No Discriminator_loss: 1.2983 Generator_loss: 0.48586
[INFO] 2020-09-19 11:05:20 > Step: 137500 Progress: 68.8% Elapsed: 20:31:14 temperature: no ada_p: No Discriminator_loss: 1.40696 Generator_loss: 1.07756
[INFO] 2020-09-19 11:06:08 > Step: 137600 Progress: 68.8% Elapsed: 20:32:02 temperature: no ada_p: No Discriminator_loss: 1.19008 Generator_loss: 1.19796
[INFO] 2020-09-19 11:06:56 > Step: 137700 Progress: 68.8% Elapsed: 20:32:50 temperature: no ada_p: No Discriminator_loss: 1.30155 Generator_loss: 0.966673
[INFO] 2020-09-19 11:07:45 > Step: 137800 Progress: 68.9% Elapsed: 20:33:39 temperature: no ada_p: No Discriminator_loss: 1.22761 Generator_loss: 0.48726
[INFO] 2020-09-19 11:08:34 > Step: 137900 Progress: 69.0% Elapsed: 20:34:28 temperature: no ada_p: No Discriminator_loss: 1.28499 Generator_loss: 0.636218
[INFO] 2020-09-19 11:09:23 > Step: 138000 Progress: 69.0% Elapsed: 20:35:17 temperature: no ada_p: No Discriminator_loss: 1.38305 Generator_loss: 0.565632
[INFO] 2020-09-19 11:09:23 > Start Evaluation (138000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:11:13 > F_8 score (Step: 138000, Using test images): 0.9914479550384118
[INFO] 2020-09-19 11:11:13 > F_1/8 score (Step: 138000, Using test images): 0.9937196397796428
[INFO] 2020-09-19 11:11:13 > FID score (Step: 138000, Using test moments): 7.665423318185901
[INFO] 2020-09-19 11:11:13 > Inception score (Step: 138000, 10000 generated images): 9.938416481018066
[INFO] 2020-09-19 11:11:13 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 11:11:14 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:12:02 > Step: 138100 Progress: 69.0% Elapsed: 20:37:56 temperature: no ada_p: No Discriminator_loss: 1.08587 Generator_loss: 0.540053
[INFO] 2020-09-19 11:12:49 > Step: 138200 Progress: 69.1% Elapsed: 20:38:43 temperature: no ada_p: No Discriminator_loss: 1.1367 Generator_loss: 0.997353
[INFO] 2020-09-19 11:13:37 > Step: 138300 Progress: 69.2% Elapsed: 20:39:32 temperature: no ada_p: No Discriminator_loss: 1.20909 Generator_loss: 0.0574576
[INFO] 2020-09-19 11:14:26 > Step: 138400 Progress: 69.2% Elapsed: 20:40:20 temperature: no ada_p: No Discriminator_loss: 1.29243 Generator_loss: 0.487731
[INFO] 2020-09-19 11:15:14 > Step: 138500 Progress: 69.2% Elapsed: 20:41:09 temperature: no ada_p: No Discriminator_loss: 1.20168 Generator_loss: 0.175279
[INFO] 2020-09-19 11:16:03 > Step: 138600 Progress: 69.3% Elapsed: 20:41:58 temperature: no ada_p: No Discriminator_loss: 1.00753 Generator_loss: 0.327827
[INFO] 2020-09-19 11:16:51 > Step: 138700 Progress: 69.3% Elapsed: 20:42:45 temperature: no ada_p: No Discriminator_loss: 1.06232 Generator_loss: 0.753311
[INFO] 2020-09-19 11:17:40 > Step: 138800 Progress: 69.4% Elapsed: 20:43:34 temperature: no ada_p: No Discriminator_loss: 1.21252 Generator_loss: 0.788992
[INFO] 2020-09-19 11:18:29 > Step: 138900 Progress: 69.5% Elapsed: 20:44:23 temperature: no ada_p: No Discriminator_loss: 0.950401 Generator_loss: 0.352988
[INFO] 2020-09-19 11:19:17 > Step: 139000 Progress: 69.5% Elapsed: 20:45:12 temperature: no ada_p: No Discriminator_loss: 0.994649 Generator_loss: 0.578742
[INFO] 2020-09-19 11:20:06 > Step: 139100 Progress: 69.5% Elapsed: 20:46:00 temperature: no ada_p: No Discriminator_loss: 1.12331 Generator_loss: 0.56723
[INFO] 2020-09-19 11:20:55 > Step: 139200 Progress: 69.6% Elapsed: 20:46:49 temperature: no ada_p: No Discriminator_loss: 1.23746 Generator_loss: 0.630891
[INFO] 2020-09-19 11:21:43 > Step: 139300 Progress: 69.7% Elapsed: 20:47:37 temperature: no ada_p: No Discriminator_loss: 1.20842 Generator_loss: 0.628941
[INFO] 2020-09-19 11:22:31 > Step: 139400 Progress: 69.7% Elapsed: 20:48:25 temperature: no ada_p: No Discriminator_loss: 1.25876 Generator_loss: 1.26496
[INFO] 2020-09-19 11:23:20 > Step: 139500 Progress: 69.8% Elapsed: 20:49:14 temperature: no ada_p: No Discriminator_loss: 1.24236 Generator_loss: 0.605603
[INFO] 2020-09-19 11:24:08 > Step: 139600 Progress: 69.8% Elapsed: 20:50:02 temperature: no ada_p: No Discriminator_loss: 0.991269 Generator_loss: 0.711131
[INFO] 2020-09-19 11:24:57 > Step: 139700 Progress: 69.8% Elapsed: 20:50:51 temperature: no ada_p: No Discriminator_loss: 1.08165 Generator_loss: 0.587939
[INFO] 2020-09-19 11:25:45 > Step: 139800 Progress: 69.9% Elapsed: 20:51:39 temperature: no ada_p: No Discriminator_loss: 1.1601 Generator_loss: 0.682633
[INFO] 2020-09-19 11:26:32 > Step: 139900 Progress: 70.0% Elapsed: 20:52:26 temperature: no ada_p: No Discriminator_loss: 1.22317 Generator_loss: 0.638414
[INFO] 2020-09-19 11:27:20 > Step: 140000 Progress: 70.0% Elapsed: 20:53:14 temperature: no ada_p: No Discriminator_loss: 1.27761 Generator_loss: 1.06663
[INFO] 2020-09-19 11:27:20 > Start Evaluation (140000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:29:12 > F_8 score (Step: 140000, Using test images): 0.9919783020221543
[INFO] 2020-09-19 11:29:12 > F_1/8 score (Step: 140000, Using test images): 0.9950581753097942
[INFO] 2020-09-19 11:29:12 > FID score (Step: 140000, Using test moments): 7.632221267036243
[INFO] 2020-09-19 11:29:12 > Inception score (Step: 140000, 10000 generated images): 9.930204391479492
[INFO] 2020-09-19 11:29:12 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 11:29:12 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:30:00 > Step: 140100 Progress: 70.0% Elapsed: 20:55:54 temperature: no ada_p: No Discriminator_loss: 1.18797 Generator_loss: 0.857317
[INFO] 2020-09-19 11:30:49 > Step: 140200 Progress: 70.1% Elapsed: 20:56:43 temperature: no ada_p: No Discriminator_loss: 1.02995 Generator_loss: 0.61795
[INFO] 2020-09-19 11:31:38 > Step: 140300 Progress: 70.2% Elapsed: 20:57:32 temperature: no ada_p: No Discriminator_loss: 1.02076 Generator_loss: 0.747171
[INFO] 2020-09-19 11:32:26 > Step: 140400 Progress: 70.2% Elapsed: 20:58:20 temperature: no ada_p: No Discriminator_loss: 1.16327 Generator_loss: 0.36009
[INFO] 2020-09-19 11:33:14 > Step: 140500 Progress: 70.2% Elapsed: 20:59:09 temperature: no ada_p: No Discriminator_loss: 1.5277 Generator_loss: 0.950222
[INFO] 2020-09-19 11:34:03 > Step: 140600 Progress: 70.3% Elapsed: 20:59:57 temperature: no ada_p: No Discriminator_loss: 1.11601 Generator_loss: 0.677014
[INFO] 2020-09-19 11:34:50 > Step: 140700 Progress: 70.3% Elapsed: 21:00:44 temperature: no ada_p: No Discriminator_loss: 1.28474 Generator_loss: 0.919502
[INFO] 2020-09-19 11:35:39 > Step: 140800 Progress: 70.4% Elapsed: 21:01:33 temperature: no ada_p: No Discriminator_loss: 0.976107 Generator_loss: 0.0870305
[INFO] 2020-09-19 11:36:27 > Step: 140900 Progress: 70.5% Elapsed: 21:02:21 temperature: no ada_p: No Discriminator_loss: 1.16204 Generator_loss: 0.453837
[INFO] 2020-09-19 11:37:15 > Step: 141000 Progress: 70.5% Elapsed: 21:03:09 temperature: no ada_p: No Discriminator_loss: 1.28835 Generator_loss: 1.10033
[INFO] 2020-09-19 11:38:03 > Step: 141100 Progress: 70.5% Elapsed: 21:03:57 temperature: no ada_p: No Discriminator_loss: 1.04814 Generator_loss: 0.427264
[INFO] 2020-09-19 11:38:51 > Step: 141200 Progress: 70.6% Elapsed: 21:04:45 temperature: no ada_p: No Discriminator_loss: 1.07714 Generator_loss: 0.217973
[INFO] 2020-09-19 11:39:39 > Step: 141300 Progress: 70.7% Elapsed: 21:05:34 temperature: no ada_p: No Discriminator_loss: 1.23051 Generator_loss: 1.12007
[INFO] 2020-09-19 11:40:27 > Step: 141400 Progress: 70.7% Elapsed: 21:06:21 temperature: no ada_p: No Discriminator_loss: 1.0948 Generator_loss: 0.758298
[INFO] 2020-09-19 11:41:16 > Step: 141500 Progress: 70.8% Elapsed: 21:07:10 temperature: no ada_p: No Discriminator_loss: 1.15464 Generator_loss: 0.691003
[INFO] 2020-09-19 11:42:04 > Step: 141600 Progress: 70.8% Elapsed: 21:07:59 temperature: no ada_p: No Discriminator_loss: 1.52004 Generator_loss: 0.710992
[INFO] 2020-09-19 11:42:52 > Step: 141700 Progress: 70.9% Elapsed: 21:08:47 temperature: no ada_p: No Discriminator_loss: 1.26344 Generator_loss: 0.616669
[INFO] 2020-09-19 11:43:40 > Step: 141800 Progress: 70.9% Elapsed: 21:09:34 temperature: no ada_p: No Discriminator_loss: 1.24347 Generator_loss: -0.0419759
[INFO] 2020-09-19 11:44:29 > Step: 141900 Progress: 71.0% Elapsed: 21:10:23 temperature: no ada_p: No Discriminator_loss: 1.08231 Generator_loss: 0.47925
[INFO] 2020-09-19 11:45:18 > Step: 142000 Progress: 71.0% Elapsed: 21:11:12 temperature: no ada_p: No Discriminator_loss: 1.03515 Generator_loss: 0.763499
[INFO] 2020-09-19 11:45:18 > Start Evaluation (142000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:47:09 > F_8 score (Step: 142000, Using test images): 0.9920403633900305
[INFO] 2020-09-19 11:47:09 > F_1/8 score (Step: 142000, Using test images): 0.9950487881890975
[INFO] 2020-09-19 11:47:09 > FID score (Step: 142000, Using test moments): 7.648238877724111
[INFO] 2020-09-19 11:47:09 > Inception score (Step: 142000, 10000 generated images): 9.932781219482422
[INFO] 2020-09-19 11:47:09 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 11:47:10 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:47:56 > Step: 142100 Progress: 71.0% Elapsed: 21:13:51 temperature: no ada_p: No Discriminator_loss: 1.15398 Generator_loss: 0.56907
[INFO] 2020-09-19 11:48:45 > Step: 142200 Progress: 71.1% Elapsed: 21:14:39 temperature: no ada_p: No Discriminator_loss: 1.23202 Generator_loss: 0.913011
[INFO] 2020-09-19 11:49:33 > Step: 142300 Progress: 71.2% Elapsed: 21:15:27 temperature: no ada_p: No Discriminator_loss: 1.12699 Generator_loss: 0.487441
[INFO] 2020-09-19 11:50:21 > Step: 142400 Progress: 71.2% Elapsed: 21:16:15 temperature: no ada_p: No Discriminator_loss: 1.13981 Generator_loss: 0.918705
[INFO] 2020-09-19 11:51:09 > Step: 142500 Progress: 71.2% Elapsed: 21:17:03 temperature: no ada_p: No Discriminator_loss: 1.2923 Generator_loss: 1.11964
[INFO] 2020-09-19 11:51:56 > Step: 142600 Progress: 71.3% Elapsed: 21:17:51 temperature: no ada_p: No Discriminator_loss: 1.07556 Generator_loss: 0.797693
[INFO] 2020-09-19 11:52:45 > Step: 142700 Progress: 71.4% Elapsed: 21:18:39 temperature: no ada_p: No Discriminator_loss: 1.34219 Generator_loss: 0.741589
[INFO] 2020-09-19 11:53:33 > Step: 142800 Progress: 71.4% Elapsed: 21:19:27 temperature: no ada_p: No Discriminator_loss: 1.0766 Generator_loss: 0.990822
[INFO] 2020-09-19 11:54:21 > Step: 142900 Progress: 71.5% Elapsed: 21:20:15 temperature: no ada_p: No Discriminator_loss: 1.03904 Generator_loss: 1.12697
[INFO] 2020-09-19 11:55:10 > Step: 143000 Progress: 71.5% Elapsed: 21:21:04 temperature: no ada_p: No Discriminator_loss: 1.4485 Generator_loss: 0.372249
[INFO] 2020-09-19 11:55:59 > Step: 143100 Progress: 71.5% Elapsed: 21:21:53 temperature: no ada_p: No Discriminator_loss: 1.10311 Generator_loss: 0.948661
[INFO] 2020-09-19 11:56:47 > Step: 143200 Progress: 71.6% Elapsed: 21:22:41 temperature: no ada_p: No Discriminator_loss: 1.38454 Generator_loss: 0.13286
[INFO] 2020-09-19 11:57:35 > Step: 143300 Progress: 71.7% Elapsed: 21:23:29 temperature: no ada_p: No Discriminator_loss: 1.19698 Generator_loss: 0.534006
[INFO] 2020-09-19 11:58:24 > Step: 143400 Progress: 71.7% Elapsed: 21:24:18 temperature: no ada_p: No Discriminator_loss: 1.0454 Generator_loss: 0.954402
[INFO] 2020-09-19 11:59:11 > Step: 143500 Progress: 71.8% Elapsed: 21:25:05 temperature: no ada_p: No Discriminator_loss: 1.22107 Generator_loss: 0.962625
[INFO] 2020-09-19 11:59:59 > Step: 143600 Progress: 71.8% Elapsed: 21:25:54 temperature: no ada_p: No Discriminator_loss: 1.25636 Generator_loss: 0.641035
[INFO] 2020-09-19 12:00:47 > Step: 143700 Progress: 71.9% Elapsed: 21:26:41 temperature: no ada_p: No Discriminator_loss: 1.17493 Generator_loss: 0.752027
[INFO] 2020-09-19 12:01:36 > Step: 143800 Progress: 71.9% Elapsed: 21:27:30 temperature: no ada_p: No Discriminator_loss: 1.21812 Generator_loss: 1.11892
[INFO] 2020-09-19 12:02:24 > Step: 143900 Progress: 72.0% Elapsed: 21:28:18 temperature: no ada_p: No Discriminator_loss: 1.10798 Generator_loss: 1.06713
[INFO] 2020-09-19 12:03:11 > Step: 144000 Progress: 72.0% Elapsed: 21:29:06 temperature: no ada_p: No Discriminator_loss: 1.30635 Generator_loss: 0.47029
[INFO] 2020-09-19 12:03:11 > Start Evaluation (144000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:05:04 > F_8 score (Step: 144000, Using test images): 0.9913857764271832
[INFO] 2020-09-19 12:05:04 > F_1/8 score (Step: 144000, Using test images): 0.9941012434923973
[INFO] 2020-09-19 12:05:04 > FID score (Step: 144000, Using test moments): 7.560667445755655
[INFO] 2020-09-19 12:05:04 > Inception score (Step: 144000, 10000 generated images): 10.073616981506348
[INFO] 2020-09-19 12:05:04 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:05:05 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:05:53 > Step: 144100 Progress: 72.0% Elapsed: 21:31:47 temperature: no ada_p: No Discriminator_loss: 1.04648 Generator_loss: 0.296268
[INFO] 2020-09-19 12:06:42 > Step: 144200 Progress: 72.1% Elapsed: 21:32:36 temperature: no ada_p: No Discriminator_loss: 1.19793 Generator_loss: 1.03018
[INFO] 2020-09-19 12:07:30 > Step: 144300 Progress: 72.2% Elapsed: 21:33:24 temperature: no ada_p: No Discriminator_loss: 1.18578 Generator_loss: 0.787094
[INFO] 2020-09-19 12:08:19 > Step: 144400 Progress: 72.2% Elapsed: 21:34:13 temperature: no ada_p: No Discriminator_loss: 1.24586 Generator_loss: 0.338124
[INFO] 2020-09-19 12:09:08 > Step: 144500 Progress: 72.2% Elapsed: 21:35:02 temperature: no ada_p: No Discriminator_loss: 1.37014 Generator_loss: 0.638633
[INFO] 2020-09-19 12:09:56 > Step: 144600 Progress: 72.3% Elapsed: 21:35:50 temperature: no ada_p: No Discriminator_loss: 1.23041 Generator_loss: 0.409397
[INFO] 2020-09-19 12:10:45 > Step: 144700 Progress: 72.4% Elapsed: 21:36:39 temperature: no ada_p: No Discriminator_loss: 1.12178 Generator_loss: 0.441241
[INFO] 2020-09-19 12:11:33 > Step: 144800 Progress: 72.4% Elapsed: 21:37:28 temperature: no ada_p: No Discriminator_loss: 1.30732 Generator_loss: 0.70421
[INFO] 2020-09-19 12:12:21 > Step: 144900 Progress: 72.5% Elapsed: 21:38:15 temperature: no ada_p: No Discriminator_loss: 1.15409 Generator_loss: 0.607446
[INFO] 2020-09-19 12:13:09 > Step: 145000 Progress: 72.5% Elapsed: 21:39:03 temperature: no ada_p: No Discriminator_loss: 1.05393 Generator_loss: 0.568569
[INFO] 2020-09-19 12:13:58 > Step: 145100 Progress: 72.5% Elapsed: 21:39:52 temperature: no ada_p: No Discriminator_loss: 1.26497 Generator_loss: 0.618388
[INFO] 2020-09-19 12:14:47 > Step: 145200 Progress: 72.6% Elapsed: 21:40:42 temperature: no ada_p: No Discriminator_loss: 1.16173 Generator_loss: 1.80867
[INFO] 2020-09-19 12:15:36 > Step: 145300 Progress: 72.7% Elapsed: 21:41:30 temperature: no ada_p: No Discriminator_loss: 1.1115 Generator_loss: 0.45444
[INFO] 2020-09-19 12:16:24 > Step: 145400 Progress: 72.7% Elapsed: 21:42:18 temperature: no ada_p: No Discriminator_loss: 1.1732 Generator_loss: 1.17144
[INFO] 2020-09-19 12:17:12 > Step: 145500 Progress: 72.8% Elapsed: 21:43:06 temperature: no ada_p: No Discriminator_loss: 1.11188 Generator_loss: 0.945789
[INFO] 2020-09-19 12:18:01 > Step: 145600 Progress: 72.8% Elapsed: 21:43:55 temperature: no ada_p: No Discriminator_loss: 1.22391 Generator_loss: 0.484536
[INFO] 2020-09-19 12:18:49 > Step: 145700 Progress: 72.9% Elapsed: 21:44:43 temperature: no ada_p: No Discriminator_loss: 1.13839 Generator_loss: 0.976327
[INFO] 2020-09-19 12:19:37 > Step: 145800 Progress: 72.9% Elapsed: 21:45:31 temperature: no ada_p: No Discriminator_loss: 1.1464 Generator_loss: 0.734429
[INFO] 2020-09-19 12:20:26 > Step: 145900 Progress: 73.0% Elapsed: 21:46:20 temperature: no ada_p: No Discriminator_loss: 1.15769 Generator_loss: 1.34071
[INFO] 2020-09-19 12:21:13 > Step: 146000 Progress: 73.0% Elapsed: 21:47:07 temperature: no ada_p: No Discriminator_loss: 1.3075 Generator_loss: 0.532474
[INFO] 2020-09-19 12:21:13 > Start Evaluation (146000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:23:04 > F_8 score (Step: 146000, Using test images): 0.9943421854574783
[INFO] 2020-09-19 12:23:04 > F_1/8 score (Step: 146000, Using test images): 0.9943043331590158
[INFO] 2020-09-19 12:23:04 > FID score (Step: 146000, Using test moments): 7.625611126157651
[INFO] 2020-09-19 12:23:04 > Inception score (Step: 146000, 10000 generated images): 9.806727409362793
[INFO] 2020-09-19 12:23:04 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:23:05 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:23:52 > Step: 146100 Progress: 73.0% Elapsed: 21:49:46 temperature: no ada_p: No Discriminator_loss: 1.26365 Generator_loss: 0.243965
[INFO] 2020-09-19 12:24:40 > Step: 146200 Progress: 73.1% Elapsed: 21:50:34 temperature: no ada_p: No Discriminator_loss: 1.11497 Generator_loss: 0.590621
[INFO] 2020-09-19 12:25:28 > Step: 146300 Progress: 73.2% Elapsed: 21:51:22 temperature: no ada_p: No Discriminator_loss: 1.133 Generator_loss: 0.641469
[INFO] 2020-09-19 12:26:17 > Step: 146400 Progress: 73.2% Elapsed: 21:52:11 temperature: no ada_p: No Discriminator_loss: 1.09365 Generator_loss: 1.30212
[INFO] 2020-09-19 12:27:05 > Step: 146500 Progress: 73.2% Elapsed: 21:52:59 temperature: no ada_p: No Discriminator_loss: 1.16447 Generator_loss: 0.859036
[INFO] 2020-09-19 12:27:54 > Step: 146600 Progress: 73.3% Elapsed: 21:53:48 temperature: no ada_p: No Discriminator_loss: 1.07431 Generator_loss: 0.47247
[INFO] 2020-09-19 12:28:42 > Step: 146700 Progress: 73.4% Elapsed: 21:54:36 temperature: no ada_p: No Discriminator_loss: 1.25593 Generator_loss: 0.944999
[INFO] 2020-09-19 12:29:29 > Step: 146800 Progress: 73.4% Elapsed: 21:55:23 temperature: no ada_p: No Discriminator_loss: 1.30059 Generator_loss: 0.664945
[INFO] 2020-09-19 12:30:17 > Step: 146900 Progress: 73.5% Elapsed: 21:56:11 temperature: no ada_p: No Discriminator_loss: 1.01677 Generator_loss: 0.508854
[INFO] 2020-09-19 12:31:05 > Step: 147000 Progress: 73.5% Elapsed: 21:57:00 temperature: no ada_p: No Discriminator_loss: 1.46476 Generator_loss: 1.23344
[INFO] 2020-09-19 12:31:53 > Step: 147100 Progress: 73.6% Elapsed: 21:57:47 temperature: no ada_p: No Discriminator_loss: 1.38109 Generator_loss: 0.972272
[INFO] 2020-09-19 12:32:41 > Step: 147200 Progress: 73.6% Elapsed: 21:58:35 temperature: no ada_p: No Discriminator_loss: 1.11128 Generator_loss: 0.864381
[INFO] 2020-09-19 12:33:29 > Step: 147300 Progress: 73.7% Elapsed: 21:59:23 temperature: no ada_p: No Discriminator_loss: 1.17957 Generator_loss: 0.272589
[INFO] 2020-09-19 12:34:16 > Step: 147400 Progress: 73.7% Elapsed: 22:00:11 temperature: no ada_p: No Discriminator_loss: 1.2152 Generator_loss: 0.954888
[INFO] 2020-09-19 12:35:05 > Step: 147500 Progress: 73.8% Elapsed: 22:00:59 temperature: no ada_p: No Discriminator_loss: 0.973566 Generator_loss: 0.788272
[INFO] 2020-09-19 12:35:53 > Step: 147600 Progress: 73.8% Elapsed: 22:01:47 temperature: no ada_p: No Discriminator_loss: 1.36046 Generator_loss: 0.498181
[INFO] 2020-09-19 12:36:41 > Step: 147700 Progress: 73.9% Elapsed: 22:02:35 temperature: no ada_p: No Discriminator_loss: 1.03293 Generator_loss: 0.605136
[INFO] 2020-09-19 12:37:29 > Step: 147800 Progress: 73.9% Elapsed: 22:03:23 temperature: no ada_p: No Discriminator_loss: 1.09358 Generator_loss: 0.57609
[INFO] 2020-09-19 12:38:17 > Step: 147900 Progress: 74.0% Elapsed: 22:04:11 temperature: no ada_p: No Discriminator_loss: 1.16559 Generator_loss: 0.465916
[INFO] 2020-09-19 12:39:05 > Step: 148000 Progress: 74.0% Elapsed: 22:04:59 temperature: no ada_p: No Discriminator_loss: 1.19188 Generator_loss: 0.711065
[INFO] 2020-09-19 12:39:05 > Start Evaluation (148000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:40:56 > F_8 score (Step: 148000, Using test images): 0.9931892455406951
[INFO] 2020-09-19 12:40:56 > F_1/8 score (Step: 148000, Using test images): 0.9958824520108425
[INFO] 2020-09-19 12:40:56 > FID score (Step: 148000, Using test moments): 7.5586586905860145
[INFO] 2020-09-19 12:40:56 > Inception score (Step: 148000, 10000 generated images): 9.869253158569336
[INFO] 2020-09-19 12:40:56 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:40:56 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:41:45 > Step: 148100 Progress: 74.1% Elapsed: 22:07:39 temperature: no ada_p: No Discriminator_loss: 1.16022 Generator_loss: 0.912317
[INFO] 2020-09-19 12:42:32 > Step: 148200 Progress: 74.1% Elapsed: 22:08:26 temperature: no ada_p: No Discriminator_loss: 1.14267 Generator_loss: 0.299699
[INFO] 2020-09-19 12:43:21 > Step: 148300 Progress: 74.2% Elapsed: 22:09:15 temperature: no ada_p: No Discriminator_loss: 1.19199 Generator_loss: 0.92647
[INFO] 2020-09-19 12:44:09 > Step: 148400 Progress: 74.2% Elapsed: 22:10:03 temperature: no ada_p: No Discriminator_loss: 1.01105 Generator_loss: 0.769152
[INFO] 2020-09-19 12:44:57 > Step: 148500 Progress: 74.2% Elapsed: 22:10:51 temperature: no ada_p: No Discriminator_loss: 1.20515 Generator_loss: 0.684401
[INFO] 2020-09-19 12:45:46 > Step: 148600 Progress: 74.3% Elapsed: 22:11:41 temperature: no ada_p: No Discriminator_loss: 1.02566 Generator_loss: 0.467115
[INFO] 2020-09-19 12:46:34 > Step: 148700 Progress: 74.4% Elapsed: 22:12:28 temperature: no ada_p: No Discriminator_loss: 1.41023 Generator_loss: 0.481684
[INFO] 2020-09-19 12:47:24 > Step: 148800 Progress: 74.4% Elapsed: 22:13:18 temperature: no ada_p: No Discriminator_loss: 1.11692 Generator_loss: 0.190429
[INFO] 2020-09-19 12:48:12 > Step: 148900 Progress: 74.5% Elapsed: 22:14:06 temperature: no ada_p: No Discriminator_loss: 1.1601 Generator_loss: 0.576225
[INFO] 2020-09-19 12:49:00 > Step: 149000 Progress: 74.5% Elapsed: 22:14:54 temperature: no ada_p: No Discriminator_loss: 1.23514 Generator_loss: 0.41965
[INFO] 2020-09-19 12:49:49 > Step: 149100 Progress: 74.6% Elapsed: 22:15:43 temperature: no ada_p: No Discriminator_loss: 1.30245 Generator_loss: 0.49564
[INFO] 2020-09-19 12:50:37 > Step: 149200 Progress: 74.6% Elapsed: 22:16:31 temperature: no ada_p: No Discriminator_loss: 1.21184 Generator_loss: 0.670117
[INFO] 2020-09-19 12:51:24 > Step: 149300 Progress: 74.7% Elapsed: 22:17:18 temperature: no ada_p: No Discriminator_loss: 1.29109 Generator_loss: 0.93885
[INFO] 2020-09-19 12:52:12 > Step: 149400 Progress: 74.7% Elapsed: 22:18:06 temperature: no ada_p: No Discriminator_loss: 1.23706 Generator_loss: 0.865433
[INFO] 2020-09-19 12:53:00 > Step: 149500 Progress: 74.8% Elapsed: 22:18:54 temperature: no ada_p: No Discriminator_loss: 1.06366 Generator_loss: 0.620664
[INFO] 2020-09-19 12:53:47 > Step: 149600 Progress: 74.8% Elapsed: 22:19:42 temperature: no ada_p: No Discriminator_loss: 1.22176 Generator_loss: 0.593723
[INFO] 2020-09-19 12:54:35 > Step: 149700 Progress: 74.9% Elapsed: 22:20:29 temperature: no ada_p: No Discriminator_loss: 1.11651 Generator_loss: 0.239133
[INFO] 2020-09-19 12:55:24 > Step: 149800 Progress: 74.9% Elapsed: 22:21:18 temperature: no ada_p: No Discriminator_loss: 1.11309 Generator_loss: 0.714373
[INFO] 2020-09-19 12:56:11 > Step: 149900 Progress: 75.0% Elapsed: 22:22:05 temperature: no ada_p: No Discriminator_loss: 1.26493 Generator_loss: 0.374003
[INFO] 2020-09-19 12:56:59 > Step: 150000 Progress: 75.0% Elapsed: 22:22:53 temperature: no ada_p: No Discriminator_loss: 0.999255 Generator_loss: 0.414532
[INFO] 2020-09-19 12:56:59 > Start Evaluation (150000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:58:51 > F_8 score (Step: 150000, Using test images): 0.9884873355538952
[INFO] 2020-09-19 12:58:51 > F_1/8 score (Step: 150000, Using test images): 0.994848040577951
[INFO] 2020-09-19 12:58:51 > FID score (Step: 150000, Using test moments): 7.560438741817848
[INFO] 2020-09-19 12:58:51 > Inception score (Step: 150000, 10000 generated images): 9.92827320098877
[INFO] 2020-09-19 12:58:51 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:58:51 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:59:38 > Step: 150100 Progress: 75.0% Elapsed: 22:25:32 temperature: no ada_p: No Discriminator_loss: 1.42632 Generator_loss: 0.513874
[INFO] 2020-09-19 13:00:26 > Step: 150200 Progress: 75.1% Elapsed: 22:26:20 temperature: no ada_p: No Discriminator_loss: 1.03737 Generator_loss: 0.954103
[INFO] 2020-09-19 13:01:15 > Step: 150300 Progress: 75.1% Elapsed: 22:27:09 temperature: no ada_p: No Discriminator_loss: 1.35513 Generator_loss: 0.626604
[INFO] 2020-09-19 13:02:02 > Step: 150400 Progress: 75.2% Elapsed: 22:27:57 temperature: no ada_p: No Discriminator_loss: 1.06228 Generator_loss: 1.15453
[INFO] 2020-09-19 13:02:51 > Step: 150500 Progress: 75.2% Elapsed: 22:28:45 temperature: no ada_p: No Discriminator_loss: 1.19238 Generator_loss: 0.937285
[INFO] 2020-09-19 13:03:40 > Step: 150600 Progress: 75.3% Elapsed: 22:29:35 temperature: no ada_p: No Discriminator_loss: 1.21961 Generator_loss: 0.74519
[INFO] 2020-09-19 13:04:28 > Step: 150700 Progress: 75.3% Elapsed: 22:30:22 temperature: no ada_p: No Discriminator_loss: 1.23999 Generator_loss: 0.403241
[INFO] 2020-09-19 13:05:17 > Step: 150800 Progress: 75.4% Elapsed: 22:31:11 temperature: no ada_p: No Discriminator_loss: 1.16292 Generator_loss: 0.328847
[INFO] 2020-09-19 13:06:06 > Step: 150900 Progress: 75.4% Elapsed: 22:32:00 temperature: no ada_p: No Discriminator_loss: 1.16775 Generator_loss: 0.466333
[INFO] 2020-09-19 13:06:54 > Step: 151000 Progress: 75.5% Elapsed: 22:32:48 temperature: no ada_p: No Discriminator_loss: 1.21596 Generator_loss: 1.15544
[INFO] 2020-09-19 13:07:42 > Step: 151100 Progress: 75.5% Elapsed: 22:33:36 temperature: no ada_p: No Discriminator_loss: 1.12506 Generator_loss: 0.542811
[INFO] 2020-09-19 13:08:29 > Step: 151200 Progress: 75.6% Elapsed: 22:34:24 temperature: no ada_p: No Discriminator_loss: 1.02873 Generator_loss: 0.896069
[INFO] 2020-09-19 13:09:19 > Step: 151300 Progress: 75.6% Elapsed: 22:35:13 temperature: no ada_p: No Discriminator_loss: 0.901931 Generator_loss: 0.402298
[INFO] 2020-09-19 13:10:07 > Step: 151400 Progress: 75.7% Elapsed: 22:36:01 temperature: no ada_p: No Discriminator_loss: 1.07215 Generator_loss: 1.26667
[INFO] 2020-09-19 13:10:54 > Step: 151500 Progress: 75.8% Elapsed: 22:36:48 temperature: no ada_p: No Discriminator_loss: 1.11003 Generator_loss: 0.340173
[INFO] 2020-09-19 13:11:43 > Step: 151600 Progress: 75.8% Elapsed: 22:37:37 temperature: no ada_p: No Discriminator_loss: 1.27313 Generator_loss: 1.06901
[INFO] 2020-09-19 13:12:31 > Step: 151700 Progress: 75.8% Elapsed: 22:38:25 temperature: no ada_p: No Discriminator_loss: 1.20915 Generator_loss: 0.826916
[INFO] 2020-09-19 13:13:18 > Step: 151800 Progress: 75.9% Elapsed: 22:39:12 temperature: no ada_p: No Discriminator_loss: 1.07927 Generator_loss: 0.559113
[INFO] 2020-09-19 13:14:07 > Step: 151900 Progress: 75.9% Elapsed: 22:40:01 temperature: no ada_p: No Discriminator_loss: 1.22448 Generator_loss: 1.06278
[INFO] 2020-09-19 13:14:55 > Step: 152000 Progress: 76.0% Elapsed: 22:40:49 temperature: no ada_p: No Discriminator_loss: 1.16091 Generator_loss: 0.832264
[INFO] 2020-09-19 13:14:55 > Start Evaluation (152000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:16:49 > F_8 score (Step: 152000, Using test images): 0.9925238134244821
[INFO] 2020-09-19 13:16:49 > F_1/8 score (Step: 152000, Using test images): 0.9939996630079365
[INFO] 2020-09-19 13:16:49 > FID score (Step: 152000, Using test moments): 7.736744927816858
[INFO] 2020-09-19 13:16:49 > Inception score (Step: 152000, 10000 generated images): 9.909808158874512
[INFO] 2020-09-19 13:16:49 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 13:16:49 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:17:36 > Step: 152100 Progress: 76.0% Elapsed: 22:43:30 temperature: no ada_p: No Discriminator_loss: 1.27691 Generator_loss: 0.245564
[INFO] 2020-09-19 13:18:25 > Step: 152200 Progress: 76.1% Elapsed: 22:44:19 temperature: no ada_p: No Discriminator_loss: 1.20913 Generator_loss: 0.722979
[INFO] 2020-09-19 13:19:13 > Step: 152300 Progress: 76.1% Elapsed: 22:45:07 temperature: no ada_p: No Discriminator_loss: 1.12217 Generator_loss: 1.19266
[INFO] 2020-09-19 13:20:02 > Step: 152400 Progress: 76.2% Elapsed: 22:45:56 temperature: no ada_p: No Discriminator_loss: 1.05624 Generator_loss: 0.721271
[INFO] 2020-09-19 13:20:51 > Step: 152500 Progress: 76.2% Elapsed: 22:46:45 temperature: no ada_p: No Discriminator_loss: 0.991416 Generator_loss: 0.909857
[INFO] 2020-09-19 13:21:38 > Step: 152600 Progress: 76.3% Elapsed: 22:47:33 temperature: no ada_p: No Discriminator_loss: 1.26867 Generator_loss: 0.910229
[INFO] 2020-09-19 13:22:27 > Step: 152700 Progress: 76.3% Elapsed: 22:48:21 temperature: no ada_p: No Discriminator_loss: 1.27042 Generator_loss: 0.758146
[INFO] 2020-09-19 13:23:16 > Step: 152800 Progress: 76.4% Elapsed: 22:49:10 temperature: no ada_p: No Discriminator_loss: 1.02685 Generator_loss: 0.863787
[INFO] 2020-09-19 13:24:03 > Step: 152900 Progress: 76.4% Elapsed: 22:49:57 temperature: no ada_p: No Discriminator_loss: 1.08338 Generator_loss: 0.225818
[INFO] 2020-09-19 13:24:51 > Step: 153000 Progress: 76.5% Elapsed: 22:50:46 temperature: no ada_p: No Discriminator_loss: 1.29793 Generator_loss: 0.851757
[INFO] 2020-09-19 13:25:40 > Step: 153100 Progress: 76.5% Elapsed: 22:51:34 temperature: no ada_p: No Discriminator_loss: 1.10161 Generator_loss: 0.0330247
[INFO] 2020-09-19 13:26:29 > Step: 153200 Progress: 76.6% Elapsed: 22:52:23 temperature: no ada_p: No Discriminator_loss: 1.29556 Generator_loss: 1.25392
[INFO] 2020-09-19 13:27:16 > Step: 153300 Progress: 76.6% Elapsed: 22:53:11 temperature: no ada_p: No Discriminator_loss: 1.20173 Generator_loss: 0.421166
[INFO] 2020-09-19 13:28:05 > Step: 153400 Progress: 76.7% Elapsed: 22:53:59 temperature: no ada_p: No Discriminator_loss: 1.28214 Generator_loss: 1.27821
[INFO] 2020-09-19 13:28:52 > Step: 153500 Progress: 76.8% Elapsed: 22:54:46 temperature: no ada_p: No Discriminator_loss: 1.24921 Generator_loss: 0.425932
[INFO] 2020-09-19 13:29:41 > Step: 153600 Progress: 76.8% Elapsed: 22:55:35 temperature: no ada_p: No Discriminator_loss: 1.30952 Generator_loss: 0.355291
[INFO] 2020-09-19 13:30:28 > Step: 153700 Progress: 76.8% Elapsed: 22:56:22 temperature: no ada_p: No Discriminator_loss: 1.27136 Generator_loss: 0.641986
[INFO] 2020-09-19 13:31:16 > Step: 153800 Progress: 76.9% Elapsed: 22:57:10 temperature: no ada_p: No Discriminator_loss: 1.03178 Generator_loss: 0.680735
[INFO] 2020-09-19 13:32:05 > Step: 153900 Progress: 77.0% Elapsed: 22:57:59 temperature: no ada_p: No Discriminator_loss: 0.951758 Generator_loss: 0.741942
[INFO] 2020-09-19 13:32:52 > Step: 154000 Progress: 77.0% Elapsed: 22:58:46 temperature: no ada_p: No Discriminator_loss: 1.22425 Generator_loss: 0.680865
[INFO] 2020-09-19 13:32:52 > Start Evaluation (154000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:34:44 > F_8 score (Step: 154000, Using test images): 0.9932271812266414
[INFO] 2020-09-19 13:34:44 > F_1/8 score (Step: 154000, Using test images): 0.9955914946061747
[INFO] 2020-09-19 13:34:44 > FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 13:34:44 > Inception score (Step: 154000, 10000 generated images): 9.785289764404297
[INFO] 2020-09-19 13:34:44 > Best FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 13:34:45 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:35:33 > Step: 154100 Progress: 77.0% Elapsed: 23:01:27 temperature: no ada_p: No Discriminator_loss: 1.34157 Generator_loss: 0.704496
[INFO] 2020-09-19 13:36:22 > Step: 154200 Progress: 77.1% Elapsed: 23:02:16 temperature: no ada_p: No Discriminator_loss: 1.3395 Generator_loss: 0.733705
[INFO] 2020-09-19 13:37:10 > Step: 154300 Progress: 77.1% Elapsed: 23:03:04 temperature: no ada_p: No Discriminator_loss: 1.28508 Generator_loss: 1.21469
[INFO] 2020-09-19 13:37:58 > Step: 154400 Progress: 77.2% Elapsed: 23:03:52 temperature: no ada_p: No Discriminator_loss: 1.07643 Generator_loss: 0.640494
[INFO] 2020-09-19 13:38:47 > Step: 154500 Progress: 77.2% Elapsed: 23:04:41 temperature: no ada_p: No Discriminator_loss: 1.12672 Generator_loss: 0.96091
[INFO] 2020-09-19 13:39:34 > Step: 154600 Progress: 77.3% Elapsed: 23:05:29 temperature: no ada_p: No Discriminator_loss: 1.21904 Generator_loss: 0.652408
[INFO] 2020-09-19 13:40:23 > Step: 154700 Progress: 77.3% Elapsed: 23:06:17 temperature: no ada_p: No Discriminator_loss: 1.17062 Generator_loss: 0.68729
[INFO] 2020-09-19 13:41:11 > Step: 154800 Progress: 77.4% Elapsed: 23:07:05 temperature: no ada_p: No Discriminator_loss: 1.07433 Generator_loss: 0.302699
[INFO] 2020-09-19 13:41:58 > Step: 154900 Progress: 77.5% Elapsed: 23:07:52 temperature: no ada_p: No Discriminator_loss: 1.24728 Generator_loss: 0.662897
[INFO] 2020-09-19 13:42:46 > Step: 155000 Progress: 77.5% Elapsed: 23:08:40 temperature: no ada_p: No Discriminator_loss: 1.10209 Generator_loss: 0.603006
[INFO] 2020-09-19 13:43:35 > Step: 155100 Progress: 77.5% Elapsed: 23:09:29 temperature: no ada_p: No Discriminator_loss: 1.28936 Generator_loss: 0.572818
[INFO] 2020-09-19 13:44:23 > Step: 155200 Progress: 77.6% Elapsed: 23:10:17 temperature: no ada_p: No Discriminator_loss: 1.03136 Generator_loss: 0.603344
[INFO] 2020-09-19 13:45:11 > Step: 155300 Progress: 77.6% Elapsed: 23:11:06 temperature: no ada_p: No Discriminator_loss: 1.12985 Generator_loss: 0.855026
[INFO] 2020-09-19 13:45:59 > Step: 155400 Progress: 77.7% Elapsed: 23:11:54 temperature: no ada_p: No Discriminator_loss: 1.15657 Generator_loss: 1.28699
[INFO] 2020-09-19 13:46:48 > Step: 155500 Progress: 77.8% Elapsed: 23:12:43 temperature: no ada_p: No Discriminator_loss: 1.16468 Generator_loss: 0.73798
[INFO] 2020-09-19 13:47:38 > Step: 155600 Progress: 77.8% Elapsed: 23:13:32 temperature: no ada_p: No Discriminator_loss: 0.979665 Generator_loss: 0.906043
[INFO] 2020-09-19 13:48:25 > Step: 155700 Progress: 77.8% Elapsed: 23:14:19 temperature: no ada_p: No Discriminator_loss: 1.26961 Generator_loss: 0.961447
[INFO] 2020-09-19 13:49:13 > Step: 155800 Progress: 77.9% Elapsed: 23:15:07 temperature: no ada_p: No Discriminator_loss: 1.20657 Generator_loss: 0.806768
[INFO] 2020-09-19 13:50:02 > Step: 155900 Progress: 78.0% Elapsed: 23:15:56 temperature: no ada_p: No Discriminator_loss: 1.28865 Generator_loss: 0.554323
[INFO] 2020-09-19 13:50:50 > Step: 156000 Progress: 78.0% Elapsed: 23:16:44 temperature: no ada_p: No Discriminator_loss: 1.04715 Generator_loss: 0.548098
[INFO] 2020-09-19 13:50:50 > Start Evaluation (156000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:52:42 > F_8 score (Step: 156000, Using test images): 0.9927908850987637
[INFO] 2020-09-19 13:52:42 > F_1/8 score (Step: 156000, Using test images): 0.9936026367729772
[INFO] 2020-09-19 13:52:42 > FID score (Step: 156000, Using test moments): 7.555406847366669
[INFO] 2020-09-19 13:52:42 > Inception score (Step: 156000, 10000 generated images): 9.813346862792969
[INFO] 2020-09-19 13:52:42 > Best FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 13:52:42 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:53:30 > Step: 156100 Progress: 78.0% Elapsed: 23:19:24 temperature: no ada_p: No Discriminator_loss: 1.32762 Generator_loss: 0.333549
[INFO] 2020-09-19 13:54:17 > Step: 156200 Progress: 78.1% Elapsed: 23:20:11 temperature: no ada_p: No Discriminator_loss: 1.03824 Generator_loss: 0.728612
[INFO] 2020-09-19 13:55:06 > Step: 156300 Progress: 78.1% Elapsed: 23:21:00 temperature: no ada_p: No Discriminator_loss: 1.21677 Generator_loss: 0.990747
[INFO] 2020-09-19 13:55:54 > Step: 156400 Progress: 78.2% Elapsed: 23:21:48 temperature: no ada_p: No Discriminator_loss: 1.13379 Generator_loss: 1.2461
[INFO] 2020-09-19 13:56:42 > Step: 156500 Progress: 78.2% Elapsed: 23:22:36 temperature: no ada_p: No Discriminator_loss: 1.15443 Generator_loss: 1.12264
[INFO] 2020-09-19 13:57:30 > Step: 156600 Progress: 78.3% Elapsed: 23:23:24 temperature: no ada_p: No Discriminator_loss: 1.315 Generator_loss: 1.0547
[INFO] 2020-09-19 13:58:18 > Step: 156700 Progress: 78.3% Elapsed: 23:24:13 temperature: no ada_p: No Discriminator_loss: 1.09373 Generator_loss: 0.789571
[INFO] 2020-09-19 13:59:06 > Step: 156800 Progress: 78.4% Elapsed: 23:25:00 temperature: no ada_p: No Discriminator_loss: 1.24712 Generator_loss: 0.708707
[INFO] 2020-09-19 13:59:55 > Step: 156900 Progress: 78.5% Elapsed: 23:25:49 temperature: no ada_p: No Discriminator_loss: 1.09956 Generator_loss: 0.419737
[INFO] 2020-09-19 14:00:44 > Step: 157000 Progress: 78.5% Elapsed: 23:26:38 temperature: no ada_p: No Discriminator_loss: 1.1699 Generator_loss: 0.414248
[INFO] 2020-09-19 14:01:32 > Step: 157100 Progress: 78.5% Elapsed: 23:27:26 temperature: no ada_p: No Discriminator_loss: 1.32652 Generator_loss: 0.764128
[INFO] 2020-09-19 14:02:21 > Step: 157200 Progress: 78.6% Elapsed: 23:28:15 temperature: no ada_p: No Discriminator_loss: 1.29584 Generator_loss: 1.04758
[INFO] 2020-09-19 14:03:09 > Step: 157300 Progress: 78.6% Elapsed: 23:29:03 temperature: no ada_p: No Discriminator_loss: 1.11581 Generator_loss: 0.505988
[INFO] 2020-09-19 14:03:57 > Step: 157400 Progress: 78.7% Elapsed: 23:29:51 temperature: no ada_p: No Discriminator_loss: 1.13416 Generator_loss: 0.634315
[INFO] 2020-09-19 14:04:45 > Step: 157500 Progress: 78.8% Elapsed: 23:30:39 temperature: no ada_p: No Discriminator_loss: 1.11027 Generator_loss: 0.879135
[INFO] 2020-09-19 14:05:33 > Step: 157600 Progress: 78.8% Elapsed: 23:31:27 temperature: no ada_p: No Discriminator_loss: 1.21078 Generator_loss: 0.699779
[INFO] 2020-09-19 14:06:21 > Step: 157700 Progress: 78.8% Elapsed: 23:32:15 temperature: no ada_p: No Discriminator_loss: 1.08398 Generator_loss: 0.918417
[INFO] 2020-09-19 14:07:09 > Step: 157800 Progress: 78.9% Elapsed: 23:33:03 temperature: no ada_p: No Discriminator_loss: 1.0873 Generator_loss: 1.24447
[INFO] 2020-09-19 14:07:56 > Step: 157900 Progress: 79.0% Elapsed: 23:33:51 temperature: no ada_p: No Discriminator_loss: 1.13764 Generator_loss: 1.14789
[INFO] 2020-09-19 14:08:46 > Step: 158000 Progress: 79.0% Elapsed: 23:34:40 temperature: no ada_p: No Discriminator_loss: 1.04549 Generator_loss: 0.679964
[INFO] 2020-09-19 14:08:46 > Start Evaluation (158000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:10:39 > F_8 score (Step: 158000, Using test images): 0.9917623050664066
[INFO] 2020-09-19 14:10:39 > F_1/8 score (Step: 158000, Using test images): 0.9952878125900725
[INFO] 2020-09-19 14:10:39 > FID score (Step: 158000, Using test moments): 7.471388081612645
[INFO] 2020-09-19 14:10:39 > Inception score (Step: 158000, 10000 generated images): 9.914412498474121
[INFO] 2020-09-19 14:10:39 > Best FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 14:10:39 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:11:27 > Step: 158100 Progress: 79.0% Elapsed: 23:37:21 temperature: no ada_p: No Discriminator_loss: 1.10584 Generator_loss: 0.793724
[INFO] 2020-09-19 14:12:15 > Step: 158200 Progress: 79.1% Elapsed: 23:38:09 temperature: no ada_p: No Discriminator_loss: 1.08637 Generator_loss: 0.75043
[INFO] 2020-09-19 14:13:03 > Step: 158300 Progress: 79.1% Elapsed: 23:38:57 temperature: no ada_p: No Discriminator_loss: 1.20943 Generator_loss: 1.11789
[INFO] 2020-09-19 14:13:53 > Step: 158400 Progress: 79.2% Elapsed: 23:39:47 temperature: no ada_p: No Discriminator_loss: 1.28047 Generator_loss: 0.227599
[INFO] 2020-09-19 14:14:41 > Step: 158500 Progress: 79.2% Elapsed: 23:40:35 temperature: no ada_p: No Discriminator_loss: 1.37327 Generator_loss: 0.583093
[INFO] 2020-09-19 14:15:29 > Step: 158600 Progress: 79.3% Elapsed: 23:41:23 temperature: no ada_p: No Discriminator_loss: 0.959301 Generator_loss: 0.589015
[INFO] 2020-09-19 14:16:18 > Step: 158700 Progress: 79.3% Elapsed: 23:42:12 temperature: no ada_p: No Discriminator_loss: 1.15609 Generator_loss: 0.588983
[INFO] 2020-09-19 14:17:06 > Step: 158800 Progress: 79.4% Elapsed: 23:43:00 temperature: no ada_p: No Discriminator_loss: 1.28602 Generator_loss: 0.724962
[INFO] 2020-09-19 14:17:55 > Step: 158900 Progress: 79.5% Elapsed: 23:43:49 temperature: no ada_p: No Discriminator_loss: 1.13273 Generator_loss: 0.666627
[INFO] 2020-09-19 14:18:43 > Step: 159000 Progress: 79.5% Elapsed: 23:44:37 temperature: no ada_p: No Discriminator_loss: 0.986125 Generator_loss: 0.611502
[INFO] 2020-09-19 14:19:31 > Step: 159100 Progress: 79.5% Elapsed: 23:45:25 temperature: no ada_p: No Discriminator_loss: 1.17663 Generator_loss: 0.364319
[INFO] 2020-09-19 14:20:19 > Step: 159200 Progress: 79.6% Elapsed: 23:46:13 temperature: no ada_p: No Discriminator_loss: 1.17329 Generator_loss: 1.0106
[INFO] 2020-09-19 14:21:07 > Step: 159300 Progress: 79.7% Elapsed: 23:47:02 temperature: no ada_p: No Discriminator_loss: 1.08427 Generator_loss: 0.73798
[INFO] 2020-09-19 14:21:56 > Step: 159400 Progress: 79.7% Elapsed: 23:47:50 temperature: no ada_p: No Discriminator_loss: 1.25708 Generator_loss: 0.534983
[INFO] 2020-09-19 14:22:45 > Step: 159500 Progress: 79.8% Elapsed: 23:48:39 temperature: no ada_p: No Discriminator_loss: 1.07678 Generator_loss: 0.371928
[INFO] 2020-09-19 14:23:32 > Step: 159600 Progress: 79.8% Elapsed: 23:49:26 temperature: no ada_p: No Discriminator_loss: 1.22459 Generator_loss: 0.546769
[INFO] 2020-09-19 14:24:22 > Step: 159700 Progress: 79.8% Elapsed: 23:50:16 temperature: no ada_p: No Discriminator_loss: 1.2252 Generator_loss: 0.107135
[INFO] 2020-09-19 14:25:10 > Step: 159800 Progress: 79.9% Elapsed: 23:51:05 temperature: no ada_p: No Discriminator_loss: 1.10133 Generator_loss: 0.201755
[INFO] 2020-09-19 14:25:58 > Step: 159900 Progress: 80.0% Elapsed: 23:51:52 temperature: no ada_p: No Discriminator_loss: 1.20132 Generator_loss: 1.18272
[INFO] 2020-09-19 14:26:46 > Step: 160000 Progress: 80.0% Elapsed: 23:52:41 temperature: no ada_p: No Discriminator_loss: 0.941216 Generator_loss: 1.27605
[INFO] 2020-09-19 14:26:47 > Start Evaluation (160000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:28:38 > F_8 score (Step: 160000, Using test images): 0.9932073909047561
[INFO] 2020-09-19 14:28:38 > F_1/8 score (Step: 160000, Using test images): 0.9947916786644435
[INFO] 2020-09-19 14:28:38 > FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 14:28:38 > Inception score (Step: 160000, 10000 generated images): 9.953656196594238
[INFO] 2020-09-19 14:28:38 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 14:28:39 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:29:27 > Step: 160100 Progress: 80.0% Elapsed: 23:55:21 temperature: no ada_p: No Discriminator_loss: 1.41063 Generator_loss: 0.675105
[INFO] 2020-09-19 14:30:15 > Step: 160200 Progress: 80.1% Elapsed: 23:56:09 temperature: no ada_p: No Discriminator_loss: 1.10367 Generator_loss: 0.761386
[INFO] 2020-09-19 14:31:05 > Step: 160300 Progress: 80.2% Elapsed: 23:56:59 temperature: no ada_p: No Discriminator_loss: 0.971201 Generator_loss: 0.45467
[INFO] 2020-09-19 14:31:53 > Step: 160400 Progress: 80.2% Elapsed: 23:57:47 temperature: no ada_p: No Discriminator_loss: 1.02343 Generator_loss: 0.640905
[INFO] 2020-09-19 14:32:41 > Step: 160500 Progress: 80.2% Elapsed: 23:58:35 temperature: no ada_p: No Discriminator_loss: 1.26489 Generator_loss: 0.939754
[INFO] 2020-09-19 14:33:30 > Step: 160600 Progress: 80.3% Elapsed: 23:59:24 temperature: no ada_p: No Discriminator_loss: 1.11596 Generator_loss: 0.323481
[INFO] 2020-09-19 14:34:18 > Step: 160700 Progress: 80.3% Elapsed: 1 day, 0:00:12 temperature: no ada_p: No Discriminator_loss: 1.36166 Generator_loss: 0.774688
[INFO] 2020-09-19 14:35:06 > Step: 160800 Progress: 80.4% Elapsed: 1 day, 0:01:00 temperature: no ada_p: No Discriminator_loss: 1.1721 Generator_loss: 0.634131
[INFO] 2020-09-19 14:35:55 > Step: 160900 Progress: 80.5% Elapsed: 1 day, 0:01:49 temperature: no ada_p: No Discriminator_loss: 1.24577 Generator_loss: 0.813493
[INFO] 2020-09-19 14:36:43 > Step: 161000 Progress: 80.5% Elapsed: 1 day, 0:02:37 temperature: no ada_p: No Discriminator_loss: 1.14129 Generator_loss: 0.689776
[INFO] 2020-09-19 14:37:32 > Step: 161100 Progress: 80.5% Elapsed: 1 day, 0:03:26 temperature: no ada_p: No Discriminator_loss: 1.31133 Generator_loss: 1.02586
[INFO] 2020-09-19 14:38:20 > Step: 161200 Progress: 80.6% Elapsed: 1 day, 0:04:14 temperature: no ada_p: No Discriminator_loss: 1.06313 Generator_loss: 1.24879
[INFO] 2020-09-19 14:39:08 > Step: 161300 Progress: 80.7% Elapsed: 1 day, 0:05:02 temperature: no ada_p: No Discriminator_loss: 1.16124 Generator_loss: 1.09586
[INFO] 2020-09-19 14:39:57 > Step: 161400 Progress: 80.7% Elapsed: 1 day, 0:05:51 temperature: no ada_p: No Discriminator_loss: 1.05853 Generator_loss: 0.40419
[INFO] 2020-09-19 14:40:46 > Step: 161500 Progress: 80.8% Elapsed: 1 day, 0:06:40 temperature: no ada_p: No Discriminator_loss: 1.20384 Generator_loss: 0.727237
[INFO] 2020-09-19 14:41:35 > Step: 161600 Progress: 80.8% Elapsed: 1 day, 0:07:29 temperature: no ada_p: No Discriminator_loss: 1.1492 Generator_loss: 0.927221
[INFO] 2020-09-19 14:42:23 > Step: 161700 Progress: 80.8% Elapsed: 1 day, 0:08:17 temperature: no ada_p: No Discriminator_loss: 1.01609 Generator_loss: 0.543866
[INFO] 2020-09-19 14:43:11 > Step: 161800 Progress: 80.9% Elapsed: 1 day, 0:09:05 temperature: no ada_p: No Discriminator_loss: 1.28368 Generator_loss: 0.498783
[INFO] 2020-09-19 14:43:59 > Step: 161900 Progress: 81.0% Elapsed: 1 day, 0:09:53 temperature: no ada_p: No Discriminator_loss: 1.26115 Generator_loss: 0.412213
[INFO] 2020-09-19 14:44:47 > Step: 162000 Progress: 81.0% Elapsed: 1 day, 0:10:42 temperature: no ada_p: No Discriminator_loss: 1.14194 Generator_loss: 0.689034
[INFO] 2020-09-19 14:44:47 > Start Evaluation (162000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:46:38 > F_8 score (Step: 162000, Using test images): 0.9933133503540634
[INFO] 2020-09-19 14:46:38 > F_1/8 score (Step: 162000, Using test images): 0.9937792881547027
[INFO] 2020-09-19 14:46:38 > FID score (Step: 162000, Using test moments): 7.627298971828736
[INFO] 2020-09-19 14:46:38 > Inception score (Step: 162000, 10000 generated images): 9.975836753845215
[INFO] 2020-09-19 14:46:38 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 14:46:38 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:47:26 > Step: 162100 Progress: 81.0% Elapsed: 1 day, 0:13:20 temperature: no ada_p: No Discriminator_loss: 1.15784 Generator_loss: 0.83376
[INFO] 2020-09-19 14:48:14 > Step: 162200 Progress: 81.1% Elapsed: 1 day, 0:14:08 temperature: no ada_p: No Discriminator_loss: 1.12458 Generator_loss: 0.49404
[INFO] 2020-09-19 14:49:03 > Step: 162300 Progress: 81.2% Elapsed: 1 day, 0:14:57 temperature: no ada_p: No Discriminator_loss: 1.22697 Generator_loss: 1.12755
[INFO] 2020-09-19 14:49:50 > Step: 162400 Progress: 81.2% Elapsed: 1 day, 0:15:45 temperature: no ada_p: No Discriminator_loss: 1.03079 Generator_loss: 0.536889
[INFO] 2020-09-19 14:50:39 > Step: 162500 Progress: 81.2% Elapsed: 1 day, 0:16:33 temperature: no ada_p: No Discriminator_loss: 1.08346 Generator_loss: 1.16515
[INFO] 2020-09-19 14:51:27 > Step: 162600 Progress: 81.3% Elapsed: 1 day, 0:17:21 temperature: no ada_p: No Discriminator_loss: 1.12323 Generator_loss: 0.87755
[INFO] 2020-09-19 14:52:15 > Step: 162700 Progress: 81.3% Elapsed: 1 day, 0:18:09 temperature: no ada_p: No Discriminator_loss: 1.31225 Generator_loss: 0.67759
[INFO] 2020-09-19 14:53:04 > Step: 162800 Progress: 81.4% Elapsed: 1 day, 0:18:58 temperature: no ada_p: No Discriminator_loss: 1.14466 Generator_loss: 0.391956
[INFO] 2020-09-19 14:53:51 > Step: 162900 Progress: 81.5% Elapsed: 1 day, 0:19:45 temperature: no ada_p: No Discriminator_loss: 1.19859 Generator_loss: 0.51409
[INFO] 2020-09-19 14:54:39 > Step: 163000 Progress: 81.5% Elapsed: 1 day, 0:20:33 temperature: no ada_p: No Discriminator_loss: 1.08748 Generator_loss: 0.779329
[INFO] 2020-09-19 14:55:28 > Step: 163100 Progress: 81.5% Elapsed: 1 day, 0:21:22 temperature: no ada_p: No Discriminator_loss: 1.31552 Generator_loss: 0.748313
[INFO] 2020-09-19 14:56:15 > Step: 163200 Progress: 81.6% Elapsed: 1 day, 0:22:10 temperature: no ada_p: No Discriminator_loss: 1.08299 Generator_loss: 0.540653
[INFO] 2020-09-19 14:57:04 > Step: 163300 Progress: 81.7% Elapsed: 1 day, 0:22:58 temperature: no ada_p: No Discriminator_loss: 0.999274 Generator_loss: 0.728169
[INFO] 2020-09-19 14:57:52 > Step: 163400 Progress: 81.7% Elapsed: 1 day, 0:23:46 temperature: no ada_p: No Discriminator_loss: 1.22289 Generator_loss: 0.726619
[INFO] 2020-09-19 14:58:40 > Step: 163500 Progress: 81.8% Elapsed: 1 day, 0:24:34 temperature: no ada_p: No Discriminator_loss: 1.1733 Generator_loss: 0.258083
[INFO] 2020-09-19 14:59:28 > Step: 163600 Progress: 81.8% Elapsed: 1 day, 0:25:22 temperature: no ada_p: No Discriminator_loss: 1.20278 Generator_loss: 0.227787
[INFO] 2020-09-19 15:00:16 > Step: 163700 Progress: 81.8% Elapsed: 1 day, 0:26:11 temperature: no ada_p: No Discriminator_loss: 1.27179 Generator_loss: 0.649145
[INFO] 2020-09-19 15:01:04 > Step: 163800 Progress: 81.9% Elapsed: 1 day, 0:26:58 temperature: no ada_p: No Discriminator_loss: 1.32613 Generator_loss: 1.02925
[INFO] 2020-09-19 15:01:52 > Step: 163900 Progress: 82.0% Elapsed: 1 day, 0:27:46 temperature: no ada_p: No Discriminator_loss: 1.16725 Generator_loss: 0.938605
[INFO] 2020-09-19 15:02:41 > Step: 164000 Progress: 82.0% Elapsed: 1 day, 0:28:35 temperature: no ada_p: No Discriminator_loss: 1.11316 Generator_loss: 0.375256
[INFO] 2020-09-19 15:02:41 > Start Evaluation (164000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:04:32 > F_8 score (Step: 164000, Using test images): 0.9892247602523548
[INFO] 2020-09-19 15:04:32 > F_1/8 score (Step: 164000, Using test images): 0.995347049906579
[INFO] 2020-09-19 15:04:32 > FID score (Step: 164000, Using test moments): 7.447184309027591
[INFO] 2020-09-19 15:04:32 > Inception score (Step: 164000, 10000 generated images): 9.808917045593262
[INFO] 2020-09-19 15:04:32 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:04:33 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:05:20 > Step: 164100 Progress: 82.0% Elapsed: 1 day, 0:31:14 temperature: no ada_p: No Discriminator_loss: 1.15942 Generator_loss: 0.955341
[INFO] 2020-09-19 15:06:09 > Step: 164200 Progress: 82.1% Elapsed: 1 day, 0:32:03 temperature: no ada_p: No Discriminator_loss: 1.32852 Generator_loss: 1.44182
[INFO] 2020-09-19 15:06:57 > Step: 164300 Progress: 82.2% Elapsed: 1 day, 0:32:51 temperature: no ada_p: No Discriminator_loss: 1.38813 Generator_loss: 0.291949
[INFO] 2020-09-19 15:07:46 > Step: 164400 Progress: 82.2% Elapsed: 1 day, 0:33:40 temperature: no ada_p: No Discriminator_loss: 1.40662 Generator_loss: 0.950263
[INFO] 2020-09-19 15:08:34 > Step: 164500 Progress: 82.2% Elapsed: 1 day, 0:34:28 temperature: no ada_p: No Discriminator_loss: 1.14579 Generator_loss: 0.163923
[INFO] 2020-09-19 15:09:21 > Step: 164600 Progress: 82.3% Elapsed: 1 day, 0:35:15 temperature: no ada_p: No Discriminator_loss: 1.27495 Generator_loss: 0.657114
[INFO] 2020-09-19 15:10:09 > Step: 164700 Progress: 82.3% Elapsed: 1 day, 0:36:04 temperature: no ada_p: No Discriminator_loss: 1.21691 Generator_loss: 0.893082
[INFO] 2020-09-19 15:10:58 > Step: 164800 Progress: 82.4% Elapsed: 1 day, 0:36:52 temperature: no ada_p: No Discriminator_loss: 1.25734 Generator_loss: 0.533653
[INFO] 2020-09-19 15:11:45 > Step: 164900 Progress: 82.5% Elapsed: 1 day, 0:37:39 temperature: no ada_p: No Discriminator_loss: 1.18215 Generator_loss: 0.760037
[INFO] 2020-09-19 15:12:34 > Step: 165000 Progress: 82.5% Elapsed: 1 day, 0:38:28 temperature: no ada_p: No Discriminator_loss: 1.17809 Generator_loss: 0.606156
[INFO] 2020-09-19 15:13:22 > Step: 165100 Progress: 82.5% Elapsed: 1 day, 0:39:16 temperature: no ada_p: No Discriminator_loss: 1.15907 Generator_loss: 1.03896
[INFO] 2020-09-19 15:14:11 > Step: 165200 Progress: 82.6% Elapsed: 1 day, 0:40:05 temperature: no ada_p: No Discriminator_loss: 1.1212 Generator_loss: 0.643082
[INFO] 2020-09-19 15:14:59 > Step: 165300 Progress: 82.7% Elapsed: 1 day, 0:40:54 temperature: no ada_p: No Discriminator_loss: 1.22764 Generator_loss: 0.471469
[INFO] 2020-09-19 15:15:47 > Step: 165400 Progress: 82.7% Elapsed: 1 day, 0:41:41 temperature: no ada_p: No Discriminator_loss: 1.14804 Generator_loss: 0.847208
[INFO] 2020-09-19 15:16:35 > Step: 165500 Progress: 82.8% Elapsed: 1 day, 0:42:29 temperature: no ada_p: No Discriminator_loss: 1.10748 Generator_loss: 0.459638
[INFO] 2020-09-19 15:17:24 > Step: 165600 Progress: 82.8% Elapsed: 1 day, 0:43:18 temperature: no ada_p: No Discriminator_loss: 1.08868 Generator_loss: 0.397198
[INFO] 2020-09-19 15:18:12 > Step: 165700 Progress: 82.8% Elapsed: 1 day, 0:44:06 temperature: no ada_p: No Discriminator_loss: 1.16925 Generator_loss: 0.442611
[INFO] 2020-09-19 15:19:00 > Step: 165800 Progress: 82.9% Elapsed: 1 day, 0:44:54 temperature: no ada_p: No Discriminator_loss: 1.25263 Generator_loss: 0.567904
[INFO] 2020-09-19 15:19:49 > Step: 165900 Progress: 83.0% Elapsed: 1 day, 0:45:43 temperature: no ada_p: No Discriminator_loss: 1.27967 Generator_loss: 0.834252
[INFO] 2020-09-19 15:20:37 > Step: 166000 Progress: 83.0% Elapsed: 1 day, 0:46:31 temperature: no ada_p: No Discriminator_loss: 1.25709 Generator_loss: 0.793618
[INFO] 2020-09-19 15:20:37 > Start Evaluation (166000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:22:29 > F_8 score (Step: 166000, Using test images): 0.9916601605974238
[INFO] 2020-09-19 15:22:29 > F_1/8 score (Step: 166000, Using test images): 0.9943046991882482
[INFO] 2020-09-19 15:22:29 > FID score (Step: 166000, Using test moments): 7.506149558637276
[INFO] 2020-09-19 15:22:29 > Inception score (Step: 166000, 10000 generated images): 9.882102012634277
[INFO] 2020-09-19 15:22:29 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:22:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:23:17 > Step: 166100 Progress: 83.0% Elapsed: 1 day, 0:49:11 temperature: no ada_p: No Discriminator_loss: 1.26227 Generator_loss: 0.973107
[INFO] 2020-09-19 15:24:06 > Step: 166200 Progress: 83.1% Elapsed: 1 day, 0:50:00 temperature: no ada_p: No Discriminator_loss: 1.08199 Generator_loss: 1.06594
[INFO] 2020-09-19 15:24:54 > Step: 166300 Progress: 83.2% Elapsed: 1 day, 0:50:48 temperature: no ada_p: No Discriminator_loss: 1.23886 Generator_loss: 0.353937
[INFO] 2020-09-19 15:25:42 > Step: 166400 Progress: 83.2% Elapsed: 1 day, 0:51:36 temperature: no ada_p: No Discriminator_loss: 1.22521 Generator_loss: 0.690545
[INFO] 2020-09-19 15:26:30 > Step: 166500 Progress: 83.2% Elapsed: 1 day, 0:52:24 temperature: no ada_p: No Discriminator_loss: 1.05048 Generator_loss: 0.0466988
[INFO] 2020-09-19 15:27:18 > Step: 166600 Progress: 83.3% Elapsed: 1 day, 0:53:12 temperature: no ada_p: No Discriminator_loss: 1.30149 Generator_loss: 0.659184
[INFO] 2020-09-19 15:28:06 > Step: 166700 Progress: 83.4% Elapsed: 1 day, 0:54:00 temperature: no ada_p: No Discriminator_loss: 1.28429 Generator_loss: 0.469241
[INFO] 2020-09-19 15:28:54 > Step: 166800 Progress: 83.4% Elapsed: 1 day, 0:54:48 temperature: no ada_p: No Discriminator_loss: 1.23959 Generator_loss: 0.573444
[INFO] 2020-09-19 15:29:43 > Step: 166900 Progress: 83.5% Elapsed: 1 day, 0:55:37 temperature: no ada_p: No Discriminator_loss: 1.08446 Generator_loss: 0.667981
[INFO] 2020-09-19 15:30:31 > Step: 167000 Progress: 83.5% Elapsed: 1 day, 0:56:25 temperature: no ada_p: No Discriminator_loss: 1.22779 Generator_loss: 0.542196
[INFO] 2020-09-19 15:31:19 > Step: 167100 Progress: 83.5% Elapsed: 1 day, 0:57:13 temperature: no ada_p: No Discriminator_loss: 1.24587 Generator_loss: 0.957061
[INFO] 2020-09-19 15:32:07 > Step: 167200 Progress: 83.6% Elapsed: 1 day, 0:58:01 temperature: no ada_p: No Discriminator_loss: 1.17202 Generator_loss: 0.15971
[INFO] 2020-09-19 15:32:55 > Step: 167300 Progress: 83.7% Elapsed: 1 day, 0:58:49 temperature: no ada_p: No Discriminator_loss: 1.10385 Generator_loss: 0.662676
[INFO] 2020-09-19 15:33:44 > Step: 167400 Progress: 83.7% Elapsed: 1 day, 0:59:38 temperature: no ada_p: No Discriminator_loss: 1.13764 Generator_loss: 0.956598
[INFO] 2020-09-19 15:34:33 > Step: 167500 Progress: 83.8% Elapsed: 1 day, 1:00:27 temperature: no ada_p: No Discriminator_loss: 1.37514 Generator_loss: 1.12025
[INFO] 2020-09-19 15:35:21 > Step: 167600 Progress: 83.8% Elapsed: 1 day, 1:01:15 temperature: no ada_p: No Discriminator_loss: 1.2334 Generator_loss: 0.834451
[INFO] 2020-09-19 15:36:09 > Step: 167700 Progress: 83.9% Elapsed: 1 day, 1:02:03 temperature: no ada_p: No Discriminator_loss: 1.33183 Generator_loss: 0.270118
[INFO] 2020-09-19 15:36:58 > Step: 167800 Progress: 83.9% Elapsed: 1 day, 1:02:52 temperature: no ada_p: No Discriminator_loss: 1.23675 Generator_loss: 0.0338189
[INFO] 2020-09-19 15:37:45 > Step: 167900 Progress: 84.0% Elapsed: 1 day, 1:03:39 temperature: no ada_p: No Discriminator_loss: 1.24823 Generator_loss: 0.649802
[INFO] 2020-09-19 15:38:34 > Step: 168000 Progress: 84.0% Elapsed: 1 day, 1:04:28 temperature: no ada_p: No Discriminator_loss: 1.24549 Generator_loss: 0.785411
[INFO] 2020-09-19 15:38:34 > Start Evaluation (168000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:40:26 > F_8 score (Step: 168000, Using test images): 0.991835227330194
[INFO] 2020-09-19 15:40:26 > F_1/8 score (Step: 168000, Using test images): 0.9941939560667532
[INFO] 2020-09-19 15:40:26 > FID score (Step: 168000, Using test moments): 7.420062104020417
[INFO] 2020-09-19 15:40:26 > Inception score (Step: 168000, 10000 generated images): 10.023151397705078
[INFO] 2020-09-19 15:40:26 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:40:26 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:41:14 > Step: 168100 Progress: 84.0% Elapsed: 1 day, 1:07:08 temperature: no ada_p: No Discriminator_loss: 1.48895 Generator_loss: 0.441975
[INFO] 2020-09-19 15:42:02 > Step: 168200 Progress: 84.1% Elapsed: 1 day, 1:07:57 temperature: no ada_p: No Discriminator_loss: 1.20534 Generator_loss: 0.893805
[INFO] 2020-09-19 15:42:51 > Step: 168300 Progress: 84.2% Elapsed: 1 day, 1:08:45 temperature: no ada_p: No Discriminator_loss: 1.17964 Generator_loss: 0.519002
[INFO] 2020-09-19 15:43:39 > Step: 168400 Progress: 84.2% Elapsed: 1 day, 1:09:33 temperature: no ada_p: No Discriminator_loss: 1.27116 Generator_loss: 0.852941
[INFO] 2020-09-19 15:44:27 > Step: 168500 Progress: 84.2% Elapsed: 1 day, 1:10:21 temperature: no ada_p: No Discriminator_loss: 1.23746 Generator_loss: 1.31178
[INFO] 2020-09-19 15:45:15 > Step: 168600 Progress: 84.3% Elapsed: 1 day, 1:11:10 temperature: no ada_p: No Discriminator_loss: 1.06579 Generator_loss: 0.599056
[INFO] 2020-09-19 15:46:04 > Step: 168700 Progress: 84.4% Elapsed: 1 day, 1:11:58 temperature: no ada_p: No Discriminator_loss: 1.40198 Generator_loss: 0.354659
[INFO] 2020-09-19 15:46:51 > Step: 168800 Progress: 84.4% Elapsed: 1 day, 1:12:45 temperature: no ada_p: No Discriminator_loss: 1.27507 Generator_loss: 0.632124
[INFO] 2020-09-19 15:47:39 > Step: 168900 Progress: 84.5% Elapsed: 1 day, 1:13:33 temperature: no ada_p: No Discriminator_loss: 1.22321 Generator_loss: 0.649711
[INFO] 2020-09-19 15:48:26 > Step: 169000 Progress: 84.5% Elapsed: 1 day, 1:14:20 temperature: no ada_p: No Discriminator_loss: 1.29325 Generator_loss: 0.899871
[INFO] 2020-09-19 15:49:15 > Step: 169100 Progress: 84.5% Elapsed: 1 day, 1:15:09 temperature: no ada_p: No Discriminator_loss: 1.36051 Generator_loss: 0.319367
[INFO] 2020-09-19 15:50:03 > Step: 169200 Progress: 84.6% Elapsed: 1 day, 1:15:58 temperature: no ada_p: No Discriminator_loss: 1.29484 Generator_loss: 0.687601
[INFO] 2020-09-19 15:50:51 > Step: 169300 Progress: 84.7% Elapsed: 1 day, 1:16:45 temperature: no ada_p: No Discriminator_loss: 1.28729 Generator_loss: 0.781296
[INFO] 2020-09-19 15:51:40 > Step: 169400 Progress: 84.7% Elapsed: 1 day, 1:17:34 temperature: no ada_p: No Discriminator_loss: 1.15826 Generator_loss: 1.16137
[INFO] 2020-09-19 15:52:28 > Step: 169500 Progress: 84.8% Elapsed: 1 day, 1:18:22 temperature: no ada_p: No Discriminator_loss: 1.1113 Generator_loss: 0.907779
[INFO] 2020-09-19 15:53:15 > Step: 169600 Progress: 84.8% Elapsed: 1 day, 1:19:09 temperature: no ada_p: No Discriminator_loss: 1.20153 Generator_loss: 0.197763
[INFO] 2020-09-19 15:54:04 > Step: 169700 Progress: 84.9% Elapsed: 1 day, 1:19:58 temperature: no ada_p: No Discriminator_loss: 1.25639 Generator_loss: 0.42021
[INFO] 2020-09-19 15:54:52 > Step: 169800 Progress: 84.9% Elapsed: 1 day, 1:20:47 temperature: no ada_p: No Discriminator_loss: 1.18036 Generator_loss: 0.408602
[INFO] 2020-09-19 15:55:40 > Step: 169900 Progress: 85.0% Elapsed: 1 day, 1:21:34 temperature: no ada_p: No Discriminator_loss: 1.1956 Generator_loss: 0.640089
[INFO] 2020-09-19 15:56:30 > Step: 170000 Progress: 85.0% Elapsed: 1 day, 1:22:24 temperature: no ada_p: No Discriminator_loss: 1.19676 Generator_loss: 0.733325
[INFO] 2020-09-19 15:56:30 > Start Evaluation (170000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:58:19 > F_8 score (Step: 170000, Using test images): 0.9925733337202478
[INFO] 2020-09-19 15:58:19 > F_1/8 score (Step: 170000, Using test images): 0.9949521959702183
[INFO] 2020-09-19 15:58:19 > FID score (Step: 170000, Using test moments): 7.4937356271182125
[INFO] 2020-09-19 15:58:19 > Inception score (Step: 170000, 10000 generated images): 9.958111763000488
[INFO] 2020-09-19 15:58:19 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:58:20 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:59:06 > Step: 170100 Progress: 85.0% Elapsed: 1 day, 1:25:00 temperature: no ada_p: No Discriminator_loss: 1.07959 Generator_loss: 0.519462
[INFO] 2020-09-19 15:59:55 > Step: 170200 Progress: 85.1% Elapsed: 1 day, 1:25:49 temperature: no ada_p: No Discriminator_loss: 1.17148 Generator_loss: 0.434096
[INFO] 2020-09-19 16:00:44 > Step: 170300 Progress: 85.2% Elapsed: 1 day, 1:26:38 temperature: no ada_p: No Discriminator_loss: 0.992662 Generator_loss: 0.868825
[INFO] 2020-09-19 16:01:32 > Step: 170400 Progress: 85.2% Elapsed: 1 day, 1:27:26 temperature: no ada_p: No Discriminator_loss: 1.18652 Generator_loss: 0.966388
[INFO] 2020-09-19 16:02:20 > Step: 170500 Progress: 85.2% Elapsed: 1 day, 1:28:14 temperature: no ada_p: No Discriminator_loss: 1.27874 Generator_loss: 1.3998
[INFO] 2020-09-19 16:03:08 > Step: 170600 Progress: 85.3% Elapsed: 1 day, 1:29:02 temperature: no ada_p: No Discriminator_loss: 1.18492 Generator_loss: 1.29703
[INFO] 2020-09-19 16:03:55 > Step: 170700 Progress: 85.4% Elapsed: 1 day, 1:29:49 temperature: no ada_p: No Discriminator_loss: 0.902938 Generator_loss: 0.353076
[INFO] 2020-09-19 16:04:43 > Step: 170800 Progress: 85.4% Elapsed: 1 day, 1:30:37 temperature: no ada_p: No Discriminator_loss: 1.21359 Generator_loss: 0.656683
[INFO] 2020-09-19 16:05:32 > Step: 170900 Progress: 85.5% Elapsed: 1 day, 1:31:26 temperature: no ada_p: No Discriminator_loss: 1.19752 Generator_loss: 0.514172
[INFO] 2020-09-19 16:06:19 > Step: 171000 Progress: 85.5% Elapsed: 1 day, 1:32:13 temperature: no ada_p: No Discriminator_loss: 1.37164 Generator_loss: 0.509649
[INFO] 2020-09-19 16:07:07 > Step: 171100 Progress: 85.5% Elapsed: 1 day, 1:33:01 temperature: no ada_p: No Discriminator_loss: 1.05709 Generator_loss: 0.570473
[INFO] 2020-09-19 16:07:56 > Step: 171200 Progress: 85.6% Elapsed: 1 day, 1:33:50 temperature: no ada_p: No Discriminator_loss: 1.10517 Generator_loss: 1.0797
[INFO] 2020-09-19 16:08:44 > Step: 171300 Progress: 85.7% Elapsed: 1 day, 1:34:38 temperature: no ada_p: No Discriminator_loss: 1.27163 Generator_loss: 0.923249
[INFO] 2020-09-19 16:09:32 > Step: 171400 Progress: 85.7% Elapsed: 1 day, 1:35:26 temperature: no ada_p: No Discriminator_loss: 1.30492 Generator_loss: 0.581325
[INFO] 2020-09-19 16:10:20 > Step: 171500 Progress: 85.8% Elapsed: 1 day, 1:36:14 temperature: no ada_p: No Discriminator_loss: 1.38363 Generator_loss: 1.54253
[INFO] 2020-09-19 16:11:08 > Step: 171600 Progress: 85.8% Elapsed: 1 day, 1:37:02 temperature: no ada_p: No Discriminator_loss: 1.09442 Generator_loss: 0.445381
[INFO] 2020-09-19 16:11:56 > Step: 171700 Progress: 85.9% Elapsed: 1 day, 1:37:50 temperature: no ada_p: No Discriminator_loss: 1.18461 Generator_loss: 0.74128
[INFO] 2020-09-19 16:12:44 > Step: 171800 Progress: 85.9% Elapsed: 1 day, 1:38:38 temperature: no ada_p: No Discriminator_loss: 1.10785 Generator_loss: 0.868574
[INFO] 2020-09-19 16:13:33 > Step: 171900 Progress: 86.0% Elapsed: 1 day, 1:39:27 temperature: no ada_p: No Discriminator_loss: 1.24514 Generator_loss: 0.520331
[INFO] 2020-09-19 16:14:21 > Step: 172000 Progress: 86.0% Elapsed: 1 day, 1:40:15 temperature: no ada_p: No Discriminator_loss: 1.27006 Generator_loss: 0.921405
[INFO] 2020-09-19 16:14:21 > Start Evaluation (172000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:16:12 > F_8 score (Step: 172000, Using test images): 0.989579007547314
[INFO] 2020-09-19 16:16:12 > F_1/8 score (Step: 172000, Using test images): 0.9955785036869645
[INFO] 2020-09-19 16:16:12 > FID score (Step: 172000, Using test moments): 7.4353706980624565
[INFO] 2020-09-19 16:16:12 > Inception score (Step: 172000, 10000 generated images): 9.871905326843262
[INFO] 2020-09-19 16:16:12 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 16:16:13 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:17:01 > Step: 172100 Progress: 86.1% Elapsed: 1 day, 1:42:55 temperature: no ada_p: No Discriminator_loss: 1.34645 Generator_loss: 0.857123
[INFO] 2020-09-19 16:17:50 > Step: 172200 Progress: 86.1% Elapsed: 1 day, 1:43:44 temperature: no ada_p: No Discriminator_loss: 1.27921 Generator_loss: 0.917247
[INFO] 2020-09-19 16:18:38 > Step: 172300 Progress: 86.2% Elapsed: 1 day, 1:44:33 temperature: no ada_p: No Discriminator_loss: 1.26075 Generator_loss: 0.62922
[INFO] 2020-09-19 16:19:26 > Step: 172400 Progress: 86.2% Elapsed: 1 day, 1:45:20 temperature: no ada_p: No Discriminator_loss: 1.09919 Generator_loss: 0.711807
[INFO] 2020-09-19 16:20:14 > Step: 172500 Progress: 86.2% Elapsed: 1 day, 1:46:09 temperature: no ada_p: No Discriminator_loss: 1.21675 Generator_loss: 0.870677
[INFO] 2020-09-19 16:21:02 > Step: 172600 Progress: 86.3% Elapsed: 1 day, 1:46:56 temperature: no ada_p: No Discriminator_loss: 1.17697 Generator_loss: 0.656518
[INFO] 2020-09-19 16:21:51 > Step: 172700 Progress: 86.4% Elapsed: 1 day, 1:47:45 temperature: no ada_p: No Discriminator_loss: 1.31498 Generator_loss: 0.77765
[INFO] 2020-09-19 16:22:39 > Step: 172800 Progress: 86.4% Elapsed: 1 day, 1:48:34 temperature: no ada_p: No Discriminator_loss: 1.07601 Generator_loss: 0.711665
[INFO] 2020-09-19 16:23:27 > Step: 172900 Progress: 86.5% Elapsed: 1 day, 1:49:21 temperature: no ada_p: No Discriminator_loss: 1.02086 Generator_loss: 0.54307
[INFO] 2020-09-19 16:24:15 > Step: 173000 Progress: 86.5% Elapsed: 1 day, 1:50:09 temperature: no ada_p: No Discriminator_loss: 1.19428 Generator_loss: 0.515592
[INFO] 2020-09-19 16:25:04 > Step: 173100 Progress: 86.6% Elapsed: 1 day, 1:50:58 temperature: no ada_p: No Discriminator_loss: 1.18133 Generator_loss: 0.375568
[INFO] 2020-09-19 16:25:52 > Step: 173200 Progress: 86.6% Elapsed: 1 day, 1:51:46 temperature: no ada_p: No Discriminator_loss: 1.35036 Generator_loss: 0.450868
[INFO] 2020-09-19 16:26:40 > Step: 173300 Progress: 86.7% Elapsed: 1 day, 1:52:34 temperature: no ada_p: No Discriminator_loss: 1.27578 Generator_loss: 0.855252
[INFO] 2020-09-19 16:27:28 > Step: 173400 Progress: 86.7% Elapsed: 1 day, 1:53:22 temperature: no ada_p: No Discriminator_loss: 1.37592 Generator_loss: 0.338748
[INFO] 2020-09-19 16:28:15 > Step: 173500 Progress: 86.8% Elapsed: 1 day, 1:54:10 temperature: no ada_p: No Discriminator_loss: 1.16332 Generator_loss: 1.18964
[INFO] 2020-09-19 16:29:04 > Step: 173600 Progress: 86.8% Elapsed: 1 day, 1:54:58 temperature: no ada_p: No Discriminator_loss: 1.13551 Generator_loss: 0.364544
[INFO] 2020-09-19 16:29:52 > Step: 173700 Progress: 86.9% Elapsed: 1 day, 1:55:46 temperature: no ada_p: No Discriminator_loss: 1.19054 Generator_loss: 0.778693
[INFO] 2020-09-19 16:30:39 > Step: 173800 Progress: 86.9% Elapsed: 1 day, 1:56:34 temperature: no ada_p: No Discriminator_loss: 1.1127 Generator_loss: 0.646737
[INFO] 2020-09-19 16:31:28 > Step: 173900 Progress: 87.0% Elapsed: 1 day, 1:57:22 temperature: no ada_p: No Discriminator_loss: 1.2727 Generator_loss: 0.822469
[INFO] 2020-09-19 16:32:16 > Step: 174000 Progress: 87.0% Elapsed: 1 day, 1:58:10 temperature: no ada_p: No Discriminator_loss: 1.13024 Generator_loss: 0.440111
[INFO] 2020-09-19 16:32:16 > Start Evaluation (174000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:34:07 > F_8 score (Step: 174000, Using test images): 0.9928149017777226
[INFO] 2020-09-19 16:34:07 > F_1/8 score (Step: 174000, Using test images): 0.9953270178761476
[INFO] 2020-09-19 16:34:07 > FID score (Step: 174000, Using test moments): 7.505218385076489
[INFO] 2020-09-19 16:34:07 > Inception score (Step: 174000, 10000 generated images): 9.883145332336426
[INFO] 2020-09-19 16:34:07 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 16:34:08 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:34:55 > Step: 174100 Progress: 87.1% Elapsed: 1 day, 2:00:49 temperature: no ada_p: No Discriminator_loss: 1.16679 Generator_loss: 0.489275
[INFO] 2020-09-19 16:35:44 > Step: 174200 Progress: 87.1% Elapsed: 1 day, 2:01:38 temperature: no ada_p: No Discriminator_loss: 1.21145 Generator_loss: 0.277011
[INFO] 2020-09-19 16:36:32 > Step: 174300 Progress: 87.2% Elapsed: 1 day, 2:02:26 temperature: no ada_p: No Discriminator_loss: 1.34898 Generator_loss: 0.330895
[INFO] 2020-09-19 16:37:21 > Step: 174400 Progress: 87.2% Elapsed: 1 day, 2:03:15 temperature: no ada_p: No Discriminator_loss: 1.07892 Generator_loss: 1.11138
[INFO] 2020-09-19 16:38:10 > Step: 174500 Progress: 87.2% Elapsed: 1 day, 2:04:04 temperature: no ada_p: No Discriminator_loss: 1.28823 Generator_loss: 0.693297
[INFO] 2020-09-19 16:38:58 > Step: 174600 Progress: 87.3% Elapsed: 1 day, 2:04:52 temperature: no ada_p: No Discriminator_loss: 1.03333 Generator_loss: 0.804484
[INFO] 2020-09-19 16:39:46 > Step: 174700 Progress: 87.4% Elapsed: 1 day, 2:05:40 temperature: no ada_p: No Discriminator_loss: 1.08297 Generator_loss: 0.292555
[INFO] 2020-09-19 16:40:34 > Step: 174800 Progress: 87.4% Elapsed: 1 day, 2:06:29 temperature: no ada_p: No Discriminator_loss: 1.1173 Generator_loss: 0.800008
[INFO] 2020-09-19 16:41:22 > Step: 174900 Progress: 87.5% Elapsed: 1 day, 2:07:16 temperature: no ada_p: No Discriminator_loss: 1.33387 Generator_loss: 0.907842
[INFO] 2020-09-19 16:42:12 > Step: 175000 Progress: 87.5% Elapsed: 1 day, 2:08:06 temperature: no ada_p: No Discriminator_loss: 1.12574 Generator_loss: 0.811971
[INFO] 2020-09-19 16:43:00 > Step: 175100 Progress: 87.5% Elapsed: 1 day, 2:08:54 temperature: no ada_p: No Discriminator_loss: 1.20466 Generator_loss: 0.575081
[INFO] 2020-09-19 16:43:48 > Step: 175200 Progress: 87.6% Elapsed: 1 day, 2:09:42 temperature: no ada_p: No Discriminator_loss: 1.14178 Generator_loss: 0.9111
[INFO] 2020-09-19 16:44:36 > Step: 175300 Progress: 87.6% Elapsed: 1 day, 2:10:30 temperature: no ada_p: No Discriminator_loss: 1.0795 Generator_loss: 0.331844
[INFO] 2020-09-19 16:45:23 > Step: 175400 Progress: 87.7% Elapsed: 1 day, 2:11:17 temperature: no ada_p: No Discriminator_loss: 1.26249 Generator_loss: 0.713789
[INFO] 2020-09-19 16:46:11 > Step: 175500 Progress: 87.8% Elapsed: 1 day, 2:12:05 temperature: no ada_p: No Discriminator_loss: 1.32639 Generator_loss: 1.02197
[INFO] 2020-09-19 16:47:00 > Step: 175600 Progress: 87.8% Elapsed: 1 day, 2:12:54 temperature: no ada_p: No Discriminator_loss: 1.23045 Generator_loss: 0.948968
[INFO] 2020-09-19 16:47:47 > Step: 175700 Progress: 87.8% Elapsed: 1 day, 2:13:41 temperature: no ada_p: No Discriminator_loss: 1.16931 Generator_loss: 1.12676
[INFO] 2020-09-19 16:48:36 > Step: 175800 Progress: 87.9% Elapsed: 1 day, 2:14:30 temperature: no ada_p: No Discriminator_loss: 1.07759 Generator_loss: 0.522247
[INFO] 2020-09-19 16:49:25 > Step: 175900 Progress: 87.9% Elapsed: 1 day, 2:15:19 temperature: no ada_p: No Discriminator_loss: 1.19238 Generator_loss: 0.77914
[INFO] 2020-09-19 16:50:13 > Step: 176000 Progress: 88.0% Elapsed: 1 day, 2:16:07 temperature: no ada_p: No Discriminator_loss: 1.12056 Generator_loss: 1.54868
[INFO] 2020-09-19 16:50:13 > Start Evaluation (176000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:52:05 > F_8 score (Step: 176000, Using test images): 0.9911850168228913
[INFO] 2020-09-19 16:52:05 > F_1/8 score (Step: 176000, Using test images): 0.9950567961600604
[INFO] 2020-09-19 16:52:05 > FID score (Step: 176000, Using test moments): 7.4237624596910905
[INFO] 2020-09-19 16:52:05 > Inception score (Step: 176000, 10000 generated images): 9.804675102233887
[INFO] 2020-09-19 16:52:05 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 16:52:06 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:52:53 > Step: 176100 Progress: 88.0% Elapsed: 1 day, 2:18:47 temperature: no ada_p: No Discriminator_loss: 1.38268 Generator_loss: 1.48031
[INFO] 2020-09-19 16:53:43 > Step: 176200 Progress: 88.1% Elapsed: 1 day, 2:19:37 temperature: no ada_p: No Discriminator_loss: 1.25317 Generator_loss: 1.17094
[INFO] 2020-09-19 16:54:30 > Step: 176300 Progress: 88.1% Elapsed: 1 day, 2:20:25 temperature: no ada_p: No Discriminator_loss: 1.32846 Generator_loss: 1.10364
[INFO] 2020-09-19 16:55:19 > Step: 176400 Progress: 88.2% Elapsed: 1 day, 2:21:13 temperature: no ada_p: No Discriminator_loss: 1.44745 Generator_loss: 0.335925
[INFO] 2020-09-19 16:56:06 > Step: 176500 Progress: 88.2% Elapsed: 1 day, 2:22:00 temperature: no ada_p: No Discriminator_loss: 1.22896 Generator_loss: 0.889829
[INFO] 2020-09-19 16:56:55 > Step: 176600 Progress: 88.3% Elapsed: 1 day, 2:22:49 temperature: no ada_p: No Discriminator_loss: 1.20983 Generator_loss: 0.638142
[INFO] 2020-09-19 16:57:43 > Step: 176700 Progress: 88.3% Elapsed: 1 day, 2:23:37 temperature: no ada_p: No Discriminator_loss: 1.19291 Generator_loss: 0.955132
[INFO] 2020-09-19 16:58:31 > Step: 176800 Progress: 88.4% Elapsed: 1 day, 2:24:25 temperature: no ada_p: No Discriminator_loss: 1.01532 Generator_loss: 0.262325
[INFO] 2020-09-19 16:59:19 > Step: 176900 Progress: 88.4% Elapsed: 1 day, 2:25:14 temperature: no ada_p: No Discriminator_loss: 1.2844 Generator_loss: 0.498998
[INFO] 2020-09-19 17:00:08 > Step: 177000 Progress: 88.5% Elapsed: 1 day, 2:26:02 temperature: no ada_p: No Discriminator_loss: 1.31161 Generator_loss: 1.20745
[INFO] 2020-09-19 17:00:56 > Step: 177100 Progress: 88.5% Elapsed: 1 day, 2:26:50 temperature: no ada_p: No Discriminator_loss: 1.21468 Generator_loss: 0.785764
[INFO] 2020-09-19 17:01:44 > Step: 177200 Progress: 88.6% Elapsed: 1 day, 2:27:38 temperature: no ada_p: No Discriminator_loss: 1.05711 Generator_loss: 1.02217
[INFO] 2020-09-19 17:02:32 > Step: 177300 Progress: 88.6% Elapsed: 1 day, 2:28:26 temperature: no ada_p: No Discriminator_loss: 1.25669 Generator_loss: 0.51033
[INFO] 2020-09-19 17:03:20 > Step: 177400 Progress: 88.7% Elapsed: 1 day, 2:29:14 temperature: no ada_p: No Discriminator_loss: 1.37552 Generator_loss: 0.223941
[INFO] 2020-09-19 17:04:08 > Step: 177500 Progress: 88.8% Elapsed: 1 day, 2:30:03 temperature: no ada_p: No Discriminator_loss: 1.08929 Generator_loss: 0.303165
[INFO] 2020-09-19 17:04:57 > Step: 177600 Progress: 88.8% Elapsed: 1 day, 2:30:51 temperature: no ada_p: No Discriminator_loss: 1.27053 Generator_loss: 0.376195
[INFO] 2020-09-19 17:05:44 > Step: 177700 Progress: 88.8% Elapsed: 1 day, 2:31:39 temperature: no ada_p: No Discriminator_loss: 1.18509 Generator_loss: 0.37316
[INFO] 2020-09-19 17:06:33 > Step: 177800 Progress: 88.9% Elapsed: 1 day, 2:32:27 temperature: no ada_p: No Discriminator_loss: 1.06498 Generator_loss: 0.648621
[INFO] 2020-09-19 17:07:21 > Step: 177900 Progress: 88.9% Elapsed: 1 day, 2:33:15 temperature: no ada_p: No Discriminator_loss: 1.33608 Generator_loss: 0.521137
[INFO] 2020-09-19 17:08:10 > Step: 178000 Progress: 89.0% Elapsed: 1 day, 2:34:04 temperature: no ada_p: No Discriminator_loss: 1.43985 Generator_loss: 0.658063
[INFO] 2020-09-19 17:08:10 > Start Evaluation (178000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:10:02 > F_8 score (Step: 178000, Using test images): 0.9918259838248673
[INFO] 2020-09-19 17:10:02 > F_1/8 score (Step: 178000, Using test images): 0.9943628139871445
[INFO] 2020-09-19 17:10:02 > FID score (Step: 178000, Using test moments): 7.433690355215617
[INFO] 2020-09-19 17:10:02 > Inception score (Step: 178000, 10000 generated images): 10.071296691894531
[INFO] 2020-09-19 17:10:02 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 17:10:02 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:10:50 > Step: 178100 Progress: 89.0% Elapsed: 1 day, 2:36:44 temperature: no ada_p: No Discriminator_loss: 1.06103 Generator_loss: 0.623949
[INFO] 2020-09-19 17:11:38 > Step: 178200 Progress: 89.1% Elapsed: 1 day, 2:37:32 temperature: no ada_p: No Discriminator_loss: 1.30979 Generator_loss: 1.18578
[INFO] 2020-09-19 17:12:26 > Step: 178300 Progress: 89.1% Elapsed: 1 day, 2:38:20 temperature: no ada_p: No Discriminator_loss: 1.10744 Generator_loss: 0.758011
[INFO] 2020-09-19 17:13:14 > Step: 178400 Progress: 89.2% Elapsed: 1 day, 2:39:08 temperature: no ada_p: No Discriminator_loss: 1.10445 Generator_loss: 1.0648
[INFO] 2020-09-19 17:14:01 > Step: 178500 Progress: 89.2% Elapsed: 1 day, 2:39:56 temperature: no ada_p: No Discriminator_loss: 0.937962 Generator_loss: 0.530062
[INFO] 2020-09-19 17:14:50 > Step: 178600 Progress: 89.3% Elapsed: 1 day, 2:40:44 temperature: no ada_p: No Discriminator_loss: 1.3366 Generator_loss: -0.217238
[INFO] 2020-09-19 17:15:38 > Step: 178700 Progress: 89.3% Elapsed: 1 day, 2:41:32 temperature: no ada_p: No Discriminator_loss: 1.03808 Generator_loss: 0.33959
[INFO] 2020-09-19 17:16:25 > Step: 178800 Progress: 89.4% Elapsed: 1 day, 2:42:19 temperature: no ada_p: No Discriminator_loss: 1.08411 Generator_loss: 0.761437
[INFO] 2020-09-19 17:17:13 > Step: 178900 Progress: 89.5% Elapsed: 1 day, 2:43:07 temperature: no ada_p: No Discriminator_loss: 1.39961 Generator_loss: 0.937742
[INFO] 2020-09-19 17:18:01 > Step: 179000 Progress: 89.5% Elapsed: 1 day, 2:43:55 temperature: no ada_p: No Discriminator_loss: 0.955571 Generator_loss: 0.719191
[INFO] 2020-09-19 17:18:49 > Step: 179100 Progress: 89.5% Elapsed: 1 day, 2:44:44 temperature: no ada_p: No Discriminator_loss: 1.3119 Generator_loss: 0.830061
[INFO] 2020-09-19 17:19:38 > Step: 179200 Progress: 89.6% Elapsed: 1 day, 2:45:32 temperature: no ada_p: No Discriminator_loss: 1.1372 Generator_loss: 0.375804
[INFO] 2020-09-19 17:20:25 > Step: 179300 Progress: 89.6% Elapsed: 1 day, 2:46:19 temperature: no ada_p: No Discriminator_loss: 1.22929 Generator_loss: 0.522045
[INFO] 2020-09-19 17:21:14 > Step: 179400 Progress: 89.7% Elapsed: 1 day, 2:47:08 temperature: no ada_p: No Discriminator_loss: 1.02575 Generator_loss: 0.347359
[INFO] 2020-09-19 17:22:02 > Step: 179500 Progress: 89.8% Elapsed: 1 day, 2:47:57 temperature: no ada_p: No Discriminator_loss: 1.14483 Generator_loss: 1.10189
[INFO] 2020-09-19 17:22:51 > Step: 179600 Progress: 89.8% Elapsed: 1 day, 2:48:45 temperature: no ada_p: No Discriminator_loss: 1.16395 Generator_loss: 1.31351
[INFO] 2020-09-19 17:23:39 > Step: 179700 Progress: 89.8% Elapsed: 1 day, 2:49:33 temperature: no ada_p: No Discriminator_loss: 1.27645 Generator_loss: 0.376894
[INFO] 2020-09-19 17:24:28 > Step: 179800 Progress: 89.9% Elapsed: 1 day, 2:50:22 temperature: no ada_p: No Discriminator_loss: 1.02274 Generator_loss: 0.500568
[INFO] 2020-09-19 17:25:16 > Step: 179900 Progress: 90.0% Elapsed: 1 day, 2:51:10 temperature: no ada_p: No Discriminator_loss: 1.13861 Generator_loss: 0.392256
[INFO] 2020-09-19 17:26:04 > Step: 180000 Progress: 90.0% Elapsed: 1 day, 2:51:58 temperature: no ada_p: No Discriminator_loss: 1.11303 Generator_loss: 0.912607
[INFO] 2020-09-19 17:26:04 > Start Evaluation (180000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:27:55 > F_8 score (Step: 180000, Using test images): 0.9935287264176083
[INFO] 2020-09-19 17:27:55 > F_1/8 score (Step: 180000, Using test images): 0.9953114504091991
[INFO] 2020-09-19 17:27:55 > FID score (Step: 180000, Using test moments): 7.449381281333899
[INFO] 2020-09-19 17:27:55 > Inception score (Step: 180000, 10000 generated images): 10.022673606872559
[INFO] 2020-09-19 17:27:55 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 17:27:55 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:28:43 > Step: 180100 Progress: 90.0% Elapsed: 1 day, 2:54:37 temperature: no ada_p: No Discriminator_loss: 1.14358 Generator_loss: 1.50378
[INFO] 2020-09-19 17:29:31 > Step: 180200 Progress: 90.1% Elapsed: 1 day, 2:55:25 temperature: no ada_p: No Discriminator_loss: 1.25458 Generator_loss: 0.453376
[INFO] 2020-09-19 17:30:20 > Step: 180300 Progress: 90.1% Elapsed: 1 day, 2:56:14 temperature: no ada_p: No Discriminator_loss: 1.29733 Generator_loss: -0.115284
[INFO] 2020-09-19 17:31:07 > Step: 180400 Progress: 90.2% Elapsed: 1 day, 2:57:02 temperature: no ada_p: No Discriminator_loss: 1.01507 Generator_loss: 0.709441
[INFO] 2020-09-19 17:31:56 > Step: 180500 Progress: 90.2% Elapsed: 1 day, 2:57:50 temperature: no ada_p: No Discriminator_loss: 1.14472 Generator_loss: 0.672213
[INFO] 2020-09-19 17:32:45 > Step: 180600 Progress: 90.3% Elapsed: 1 day, 2:58:39 temperature: no ada_p: No Discriminator_loss: 1.07535 Generator_loss: 1.20274
[INFO] 2020-09-19 17:33:33 > Step: 180700 Progress: 90.3% Elapsed: 1 day, 2:59:27 temperature: no ada_p: No Discriminator_loss: 1.19216 Generator_loss: 0.213672
[INFO] 2020-09-19 17:34:21 > Step: 180800 Progress: 90.4% Elapsed: 1 day, 3:00:15 temperature: no ada_p: No Discriminator_loss: 0.98184 Generator_loss: 0.725034
[INFO] 2020-09-19 17:35:09 > Step: 180900 Progress: 90.5% Elapsed: 1 day, 3:01:03 temperature: no ada_p: No Discriminator_loss: 1.03959 Generator_loss: 0.707338
[INFO] 2020-09-19 17:35:57 > Step: 181000 Progress: 90.5% Elapsed: 1 day, 3:01:51 temperature: no ada_p: No Discriminator_loss: 1.14206 Generator_loss: 0.435459
[INFO] 2020-09-19 17:36:45 > Step: 181100 Progress: 90.5% Elapsed: 1 day, 3:02:40 temperature: no ada_p: No Discriminator_loss: 1.69157 Generator_loss: 0.596896
[INFO] 2020-09-19 17:37:34 > Step: 181200 Progress: 90.6% Elapsed: 1 day, 3:03:28 temperature: no ada_p: No Discriminator_loss: 1.08788 Generator_loss: 0.770733
[INFO] 2020-09-19 17:38:21 > Step: 181300 Progress: 90.6% Elapsed: 1 day, 3:04:15 temperature: no ada_p: No Discriminator_loss: 1.09975 Generator_loss: 1.22104
[INFO] 2020-09-19 17:39:09 > Step: 181400 Progress: 90.7% Elapsed: 1 day, 3:05:03 temperature: no ada_p: No Discriminator_loss: 1.18208 Generator_loss: 0.705191
[INFO] 2020-09-19 17:39:57 > Step: 181500 Progress: 90.8% Elapsed: 1 day, 3:05:51 temperature: no ada_p: No Discriminator_loss: 1.15472 Generator_loss: 0.754799
[INFO] 2020-09-19 17:40:45 > Step: 181600 Progress: 90.8% Elapsed: 1 day, 3:06:39 temperature: no ada_p: No Discriminator_loss: 1.06114 Generator_loss: 0.887276
[INFO] 2020-09-19 17:41:35 > Step: 181700 Progress: 90.8% Elapsed: 1 day, 3:07:29 temperature: no ada_p: No Discriminator_loss: 1.19254 Generator_loss: 1.02213
[INFO] 2020-09-19 17:42:22 > Step: 181800 Progress: 90.9% Elapsed: 1 day, 3:08:17 temperature: no ada_p: No Discriminator_loss: 0.953021 Generator_loss: 0.56542
[INFO] 2020-09-19 17:43:11 > Step: 181900 Progress: 91.0% Elapsed: 1 day, 3:09:05 temperature: no ada_p: No Discriminator_loss: 1.37233 Generator_loss: 0.466524
[INFO] 2020-09-19 17:43:59 > Step: 182000 Progress: 91.0% Elapsed: 1 day, 3:09:53 temperature: no ada_p: No Discriminator_loss: 1.3007 Generator_loss: 0.447392
[INFO] 2020-09-19 17:43:59 > Start Evaluation (182000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:45:50 > F_8 score (Step: 182000, Using test images): 0.9932855529867606
[INFO] 2020-09-19 17:45:50 > F_1/8 score (Step: 182000, Using test images): 0.9954901792849984
[INFO] 2020-09-19 17:45:50 > FID score (Step: 182000, Using test moments): 7.4560966344201915
[INFO] 2020-09-19 17:45:50 > Inception score (Step: 182000, 10000 generated images): 9.713240623474121
[INFO] 2020-09-19 17:45:50 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 17:45:50 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:46:37 > Step: 182100 Progress: 91.0% Elapsed: 1 day, 3:12:31 temperature: no ada_p: No Discriminator_loss: 1.19344 Generator_loss: 0.732868
[INFO] 2020-09-19 17:47:26 > Step: 182200 Progress: 91.1% Elapsed: 1 day, 3:13:20 temperature: no ada_p: No Discriminator_loss: 1.37128 Generator_loss: 1.01384
[INFO] 2020-09-19 17:48:15 > Step: 182300 Progress: 91.1% Elapsed: 1 day, 3:14:09 temperature: no ada_p: No Discriminator_loss: 1.23997 Generator_loss: 0.54852
[INFO] 2020-09-19 17:49:03 > Step: 182400 Progress: 91.2% Elapsed: 1 day, 3:14:57 temperature: no ada_p: No Discriminator_loss: 1.02444 Generator_loss: 1.13986
[INFO] 2020-09-19 17:49:51 > Step: 182500 Progress: 91.2% Elapsed: 1 day, 3:15:45 temperature: no ada_p: No Discriminator_loss: 1.24369 Generator_loss: 1.07761
[INFO] 2020-09-19 17:50:39 > Step: 182600 Progress: 91.3% Elapsed: 1 day, 3:16:33 temperature: no ada_p: No Discriminator_loss: 1.2029 Generator_loss: 0.427574
[INFO] 2020-09-19 17:51:27 > Step: 182700 Progress: 91.3% Elapsed: 1 day, 3:17:21 temperature: no ada_p: No Discriminator_loss: 1.2895 Generator_loss: 0.783712
[INFO] 2020-09-19 17:52:15 > Step: 182800 Progress: 91.4% Elapsed: 1 day, 3:18:09 temperature: no ada_p: No Discriminator_loss: 1.31656 Generator_loss: 0.827665
[INFO] 2020-09-19 17:53:02 > Step: 182900 Progress: 91.5% Elapsed: 1 day, 3:18:56 temperature: no ada_p: No Discriminator_loss: 1.2509 Generator_loss: 1.15211
[INFO] 2020-09-19 17:53:51 > Step: 183000 Progress: 91.5% Elapsed: 1 day, 3:19:45 temperature: no ada_p: No Discriminator_loss: 1.20859 Generator_loss: 0.794553
[INFO] 2020-09-19 17:54:40 > Step: 183100 Progress: 91.5% Elapsed: 1 day, 3:20:34 temperature: no ada_p: No Discriminator_loss: 1.21185 Generator_loss: 1.07214
[INFO] 2020-09-19 17:55:28 > Step: 183200 Progress: 91.6% Elapsed: 1 day, 3:21:22 temperature: no ada_p: No Discriminator_loss: 1.13937 Generator_loss: 0.912774
[INFO] 2020-09-19 17:56:16 > Step: 183300 Progress: 91.6% Elapsed: 1 day, 3:22:10 temperature: no ada_p: No Discriminator_loss: 1.32594 Generator_loss: 0.272248
[INFO] 2020-09-19 17:57:05 > Step: 183400 Progress: 91.7% Elapsed: 1 day, 3:22:59 temperature: no ada_p: No Discriminator_loss: 1.11056 Generator_loss: 1.14098
[INFO] 2020-09-19 17:57:53 > Step: 183500 Progress: 91.8% Elapsed: 1 day, 3:23:47 temperature: no ada_p: No Discriminator_loss: 1.1877 Generator_loss: 0.0335226
[INFO] 2020-09-19 17:58:41 > Step: 183600 Progress: 91.8% Elapsed: 1 day, 3:24:35 temperature: no ada_p: No Discriminator_loss: 1.13503 Generator_loss: 0.802512
[INFO] 2020-09-19 17:59:30 > Step: 183700 Progress: 91.8% Elapsed: 1 day, 3:25:24 temperature: no ada_p: No Discriminator_loss: 1.18311 Generator_loss: 0.561057
[INFO] 2020-09-19 18:00:18 > Step: 183800 Progress: 91.9% Elapsed: 1 day, 3:26:12 temperature: no ada_p: No Discriminator_loss: 0.895634 Generator_loss: 0.404916
[INFO] 2020-09-19 18:01:06 > Step: 183900 Progress: 92.0% Elapsed: 1 day, 3:27:01 temperature: no ada_p: No Discriminator_loss: 1.16686 Generator_loss: 0.455144
[INFO] 2020-09-19 18:01:54 > Step: 184000 Progress: 92.0% Elapsed: 1 day, 3:27:48 temperature: no ada_p: No Discriminator_loss: 1.08699 Generator_loss: -0.0658573
[INFO] 2020-09-19 18:01:54 > Start Evaluation (184000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:03:45 > F_8 score (Step: 184000, Using test images): 0.9936155639902823
[INFO] 2020-09-19 18:03:45 > F_1/8 score (Step: 184000, Using test images): 0.9947694891087795
[INFO] 2020-09-19 18:03:45 > FID score (Step: 184000, Using test moments): 7.3097287647458415
[INFO] 2020-09-19 18:03:45 > Inception score (Step: 184000, 10000 generated images): 9.997754096984863
[INFO] 2020-09-19 18:03:45 > Best FID score (Step: 184000, Using test moments): 7.3097287647458415
[INFO] 2020-09-19 18:03:45 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:04:33 > Step: 184100 Progress: 92.0% Elapsed: 1 day, 3:30:27 temperature: no ada_p: No Discriminator_loss: 1.20155 Generator_loss: 0.78685
[INFO] 2020-09-19 18:05:21 > Step: 184200 Progress: 92.1% Elapsed: 1 day, 3:31:15 temperature: no ada_p: No Discriminator_loss: 1.18006 Generator_loss: 0.700004
[INFO] 2020-09-19 18:06:09 > Step: 184300 Progress: 92.2% Elapsed: 1 day, 3:32:03 temperature: no ada_p: No Discriminator_loss: 1.19309 Generator_loss: 0.62354
[INFO] 2020-09-19 18:06:56 > Step: 184400 Progress: 92.2% Elapsed: 1 day, 3:32:51 temperature: no ada_p: No Discriminator_loss: 1.10601 Generator_loss: 0.800914
[INFO] 2020-09-19 18:07:45 > Step: 184500 Progress: 92.2% Elapsed: 1 day, 3:33:40 temperature: no ada_p: No Discriminator_loss: 1.37484 Generator_loss: 0.434044
[INFO] 2020-09-19 18:08:33 > Step: 184600 Progress: 92.3% Elapsed: 1 day, 3:34:27 temperature: no ada_p: No Discriminator_loss: 1.19428 Generator_loss: 0.998104
[INFO] 2020-09-19 18:09:21 > Step: 184700 Progress: 92.3% Elapsed: 1 day, 3:35:15 temperature: no ada_p: No Discriminator_loss: 1.26233 Generator_loss: 1.13993
[INFO] 2020-09-19 18:10:10 > Step: 184800 Progress: 92.4% Elapsed: 1 day, 3:36:04 temperature: no ada_p: No Discriminator_loss: 1.43792 Generator_loss: 0.581053
[INFO] 2020-09-19 18:10:57 > Step: 184900 Progress: 92.5% Elapsed: 1 day, 3:36:51 temperature: no ada_p: No Discriminator_loss: 1.02904 Generator_loss: 1.24537
[INFO] 2020-09-19 18:11:45 > Step: 185000 Progress: 92.5% Elapsed: 1 day, 3:37:39 temperature: no ada_p: No Discriminator_loss: 1.34993 Generator_loss: 0.870173
[INFO] 2020-09-19 18:12:33 > Step: 185100 Progress: 92.5% Elapsed: 1 day, 3:38:27 temperature: no ada_p: No Discriminator_loss: 1.14445 Generator_loss: 0.799579
[INFO] 2020-09-19 18:13:21 > Step: 185200 Progress: 92.6% Elapsed: 1 day, 3:39:15 temperature: no ada_p: No Discriminator_loss: 1.17018 Generator_loss: 0.980566
[INFO] 2020-09-19 18:14:09 > Step: 185300 Progress: 92.7% Elapsed: 1 day, 3:40:03 temperature: no ada_p: No Discriminator_loss: 1.14733 Generator_loss: 1.2985
[INFO] 2020-09-19 18:14:57 > Step: 185400 Progress: 92.7% Elapsed: 1 day, 3:40:51 temperature: no ada_p: No Discriminator_loss: 1.0099 Generator_loss: 0.48978
[INFO] 2020-09-19 18:15:45 > Step: 185500 Progress: 92.8% Elapsed: 1 day, 3:41:40 temperature: no ada_p: No Discriminator_loss: 1.28129 Generator_loss: 1.01457
[INFO] 2020-09-19 18:16:34 > Step: 185600 Progress: 92.8% Elapsed: 1 day, 3:42:28 temperature: no ada_p: No Discriminator_loss: 1.33528 Generator_loss: 0.702029
[INFO] 2020-09-19 18:17:22 > Step: 185700 Progress: 92.8% Elapsed: 1 day, 3:43:16 temperature: no ada_p: No Discriminator_loss: 1.29896 Generator_loss: 1.02857
[INFO] 2020-09-19 18:18:10 > Step: 185800 Progress: 92.9% Elapsed: 1 day, 3:44:04 temperature: no ada_p: No Discriminator_loss: 1.13634 Generator_loss: 0.690273
[INFO] 2020-09-19 18:18:58 > Step: 185900 Progress: 93.0% Elapsed: 1 day, 3:44:52 temperature: no ada_p: No Discriminator_loss: 1.02249 Generator_loss: 0.963133
[INFO] 2020-09-19 18:19:45 > Step: 186000 Progress: 93.0% Elapsed: 1 day, 3:45:39 temperature: no ada_p: No Discriminator_loss: 1.14922 Generator_loss: 0.9364
[INFO] 2020-09-19 18:19:45 > Start Evaluation (186000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:21:38 > F_8 score (Step: 186000, Using test images): 0.9930047531472674
[INFO] 2020-09-19 18:21:38 > F_1/8 score (Step: 186000, Using test images): 0.9948925105158302
[INFO] 2020-09-19 18:21:38 > FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:21:38 > Inception score (Step: 186000, 10000 generated images): 9.924346923828125
[INFO] 2020-09-19 18:21:38 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:21:39 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:22:27 > Step: 186100 Progress: 93.0% Elapsed: 1 day, 3:48:21 temperature: no ada_p: No Discriminator_loss: 1.13004 Generator_loss: 0.544159
[INFO] 2020-09-19 18:23:15 > Step: 186200 Progress: 93.1% Elapsed: 1 day, 3:49:09 temperature: no ada_p: No Discriminator_loss: 1.24742 Generator_loss: 0.635998
[INFO] 2020-09-19 18:24:03 > Step: 186300 Progress: 93.2% Elapsed: 1 day, 3:49:57 temperature: no ada_p: No Discriminator_loss: 1.24301 Generator_loss: 0.735122
[INFO] 2020-09-19 18:24:51 > Step: 186400 Progress: 93.2% Elapsed: 1 day, 3:50:45 temperature: no ada_p: No Discriminator_loss: 1.03565 Generator_loss: 0.579693
[INFO] 2020-09-19 18:25:39 > Step: 186500 Progress: 93.2% Elapsed: 1 day, 3:51:33 temperature: no ada_p: No Discriminator_loss: 1.18555 Generator_loss: 0.273786
[INFO] 2020-09-19 18:26:27 > Step: 186600 Progress: 93.3% Elapsed: 1 day, 3:52:21 temperature: no ada_p: No Discriminator_loss: 1.12835 Generator_loss: 1.17555
[INFO] 2020-09-19 18:27:16 > Step: 186700 Progress: 93.3% Elapsed: 1 day, 3:53:10 temperature: no ada_p: No Discriminator_loss: 1.02793 Generator_loss: 0.620436
[INFO] 2020-09-19 18:28:03 > Step: 186800 Progress: 93.4% Elapsed: 1 day, 3:53:57 temperature: no ada_p: No Discriminator_loss: 1.27446 Generator_loss: 0.884997
[INFO] 2020-09-19 18:28:52 > Step: 186900 Progress: 93.5% Elapsed: 1 day, 3:54:46 temperature: no ada_p: No Discriminator_loss: 1.19044 Generator_loss: 0.473391
[INFO] 2020-09-19 18:29:41 > Step: 187000 Progress: 93.5% Elapsed: 1 day, 3:55:35 temperature: no ada_p: No Discriminator_loss: 1.12302 Generator_loss: 0.902498
[INFO] 2020-09-19 18:30:29 > Step: 187100 Progress: 93.5% Elapsed: 1 day, 3:56:23 temperature: no ada_p: No Discriminator_loss: 1.14871 Generator_loss: 0.354869
[INFO] 2020-09-19 18:31:17 > Step: 187200 Progress: 93.6% Elapsed: 1 day, 3:57:11 temperature: no ada_p: No Discriminator_loss: 1.12098 Generator_loss: 0.915416
[INFO] 2020-09-19 18:32:05 > Step: 187300 Progress: 93.7% Elapsed: 1 day, 3:57:59 temperature: no ada_p: No Discriminator_loss: 1.23863 Generator_loss: 0.884908
[INFO] 2020-09-19 18:32:52 > Step: 187400 Progress: 93.7% Elapsed: 1 day, 3:58:46 temperature: no ada_p: No Discriminator_loss: 1.30958 Generator_loss: 0.567273
[INFO] 2020-09-19 18:33:40 > Step: 187500 Progress: 93.8% Elapsed: 1 day, 3:59:34 temperature: no ada_p: No Discriminator_loss: 1.21406 Generator_loss: 1.09175
[INFO] 2020-09-19 18:34:28 > Step: 187600 Progress: 93.8% Elapsed: 1 day, 4:00:22 temperature: no ada_p: No Discriminator_loss: 1.06374 Generator_loss: 0.641949
[INFO] 2020-09-19 18:35:16 > Step: 187700 Progress: 93.8% Elapsed: 1 day, 4:01:10 temperature: no ada_p: No Discriminator_loss: 1.13422 Generator_loss: 1.26974
[INFO] 2020-09-19 18:36:04 > Step: 187800 Progress: 93.9% Elapsed: 1 day, 4:01:58 temperature: no ada_p: No Discriminator_loss: 1.14195 Generator_loss: 0.509827
[INFO] 2020-09-19 18:36:52 > Step: 187900 Progress: 94.0% Elapsed: 1 day, 4:02:46 temperature: no ada_p: No Discriminator_loss: 1.17265 Generator_loss: 0.442063
[INFO] 2020-09-19 18:37:40 > Step: 188000 Progress: 94.0% Elapsed: 1 day, 4:03:34 temperature: no ada_p: No Discriminator_loss: 1.11598 Generator_loss: 0.515938
[INFO] 2020-09-19 18:37:40 > Start Evaluation (188000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:39:32 > F_8 score (Step: 188000, Using test images): 0.9924896075272834
[INFO] 2020-09-19 18:39:32 > F_1/8 score (Step: 188000, Using test images): 0.994783892620227
[INFO] 2020-09-19 18:39:32 > FID score (Step: 188000, Using test moments): 7.426290198719812
[INFO] 2020-09-19 18:39:32 > Inception score (Step: 188000, 10000 generated images): 9.91568660736084
[INFO] 2020-09-19 18:39:32 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:39:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:40:20 > Step: 188100 Progress: 94.0% Elapsed: 1 day, 4:06:14 temperature: no ada_p: No Discriminator_loss: 1.28549 Generator_loss: 1.28892
[INFO] 2020-09-19 18:41:07 > Step: 188200 Progress: 94.1% Elapsed: 1 day, 4:07:01 temperature: no ada_p: No Discriminator_loss: 1.3325 Generator_loss: 0.361784
[INFO] 2020-09-19 18:41:55 > Step: 188300 Progress: 94.2% Elapsed: 1 day, 4:07:50 temperature: no ada_p: No Discriminator_loss: 1.25239 Generator_loss: 0.992783
[INFO] 2020-09-19 18:42:44 > Step: 188400 Progress: 94.2% Elapsed: 1 day, 4:08:38 temperature: no ada_p: No Discriminator_loss: 1.20141 Generator_loss: 0.736842
[INFO] 2020-09-19 18:43:32 > Step: 188500 Progress: 94.2% Elapsed: 1 day, 4:09:26 temperature: no ada_p: No Discriminator_loss: 1.28711 Generator_loss: 0.611274
[INFO] 2020-09-19 18:44:20 > Step: 188600 Progress: 94.3% Elapsed: 1 day, 4:10:14 temperature: no ada_p: No Discriminator_loss: 1.16127 Generator_loss: 0.504128
[INFO] 2020-09-19 18:45:09 > Step: 188700 Progress: 94.3% Elapsed: 1 day, 4:11:04 temperature: no ada_p: No Discriminator_loss: 1.07449 Generator_loss: 0.420811
[INFO] 2020-09-19 18:45:57 > Step: 188800 Progress: 94.4% Elapsed: 1 day, 4:11:51 temperature: no ada_p: No Discriminator_loss: 1.18127 Generator_loss: 0.29931
[INFO] 2020-09-19 18:46:45 > Step: 188900 Progress: 94.5% Elapsed: 1 day, 4:12:39 temperature: no ada_p: No Discriminator_loss: 1.10175 Generator_loss: 0.88046
[INFO] 2020-09-19 18:47:33 > Step: 189000 Progress: 94.5% Elapsed: 1 day, 4:13:27 temperature: no ada_p: No Discriminator_loss: 1.02955 Generator_loss: 0.729608
[INFO] 2020-09-19 18:48:21 > Step: 189100 Progress: 94.5% Elapsed: 1 day, 4:14:15 temperature: no ada_p: No Discriminator_loss: 1.20922 Generator_loss: 0.47606
[INFO] 2020-09-19 18:49:09 > Step: 189200 Progress: 94.6% Elapsed: 1 day, 4:15:03 temperature: no ada_p: No Discriminator_loss: 1.10304 Generator_loss: 0.975209
[INFO] 2020-09-19 18:49:56 > Step: 189300 Progress: 94.7% Elapsed: 1 day, 4:15:50 temperature: no ada_p: No Discriminator_loss: 1.25453 Generator_loss: 0.266769
[INFO] 2020-09-19 18:50:44 > Step: 189400 Progress: 94.7% Elapsed: 1 day, 4:16:38 temperature: no ada_p: No Discriminator_loss: 1.24083 Generator_loss: 0.663735
[INFO] 2020-09-19 18:51:32 > Step: 189500 Progress: 94.8% Elapsed: 1 day, 4:17:27 temperature: no ada_p: No Discriminator_loss: 1.21707 Generator_loss: 0.487551
[INFO] 2020-09-19 18:52:20 > Step: 189600 Progress: 94.8% Elapsed: 1 day, 4:18:14 temperature: no ada_p: No Discriminator_loss: 1.24041 Generator_loss: 0.955629
[INFO] 2020-09-19 18:53:08 > Step: 189700 Progress: 94.8% Elapsed: 1 day, 4:19:02 temperature: no ada_p: No Discriminator_loss: 1.31512 Generator_loss: 0.430711
[INFO] 2020-09-19 18:53:56 > Step: 189800 Progress: 94.9% Elapsed: 1 day, 4:19:51 temperature: no ada_p: No Discriminator_loss: 1.30854 Generator_loss: 0.721562
[INFO] 2020-09-19 18:54:44 > Step: 189900 Progress: 95.0% Elapsed: 1 day, 4:20:38 temperature: no ada_p: No Discriminator_loss: 1.39091 Generator_loss: 0.863296
[INFO] 2020-09-19 18:55:32 > Step: 190000 Progress: 95.0% Elapsed: 1 day, 4:21:26 temperature: no ada_p: No Discriminator_loss: 1.17297 Generator_loss: 0.301966
[INFO] 2020-09-19 18:55:32 > Start Evaluation (190000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:57:24 > F_8 score (Step: 190000, Using test images): 0.9935216041261743
[INFO] 2020-09-19 18:57:24 > F_1/8 score (Step: 190000, Using test images): 0.9955001685417367
[INFO] 2020-09-19 18:57:24 > FID score (Step: 190000, Using test moments): 7.475966571801678
[INFO] 2020-09-19 18:57:24 > Inception score (Step: 190000, 10000 generated images): 10.012382507324219
[INFO] 2020-09-19 18:57:24 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:57:24 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:58:11 > Step: 190100 Progress: 95.0% Elapsed: 1 day, 4:24:06 temperature: no ada_p: No Discriminator_loss: 1.08409 Generator_loss: 1.13937
[INFO] 2020-09-19 18:59:00 > Step: 190200 Progress: 95.1% Elapsed: 1 day, 4:24:54 temperature: no ada_p: No Discriminator_loss: 1.25704 Generator_loss: 0.676589
[INFO] 2020-09-19 18:59:48 > Step: 190300 Progress: 95.2% Elapsed: 1 day, 4:25:42 temperature: no ada_p: No Discriminator_loss: 1.30648 Generator_loss: 0.822983
[INFO] 2020-09-19 19:00:35 > Step: 190400 Progress: 95.2% Elapsed: 1 day, 4:26:30 temperature: no ada_p: No Discriminator_loss: 1.0952 Generator_loss: 0.659119
[INFO] 2020-09-19 19:01:24 > Step: 190500 Progress: 95.2% Elapsed: 1 day, 4:27:18 temperature: no ada_p: No Discriminator_loss: 1.25342 Generator_loss: 0.581118
[INFO] 2020-09-19 19:02:12 > Step: 190600 Progress: 95.3% Elapsed: 1 day, 4:28:06 temperature: no ada_p: No Discriminator_loss: 0.987538 Generator_loss: 1.03508
[INFO] 2020-09-19 19:02:59 > Step: 190700 Progress: 95.3% Elapsed: 1 day, 4:28:53 temperature: no ada_p: No Discriminator_loss: 1.19848 Generator_loss: 0.718656
[INFO] 2020-09-19 19:03:47 > Step: 190800 Progress: 95.4% Elapsed: 1 day, 4:29:42 temperature: no ada_p: No Discriminator_loss: 1.09726 Generator_loss: 0.545558
[INFO] 2020-09-19 19:04:35 > Step: 190900 Progress: 95.5% Elapsed: 1 day, 4:30:30 temperature: no ada_p: No Discriminator_loss: 1.0983 Generator_loss: 0.774383
[INFO] 2020-09-19 19:05:23 > Step: 191000 Progress: 95.5% Elapsed: 1 day, 4:31:17 temperature: no ada_p: No Discriminator_loss: 1.18173 Generator_loss: 0.65349
[INFO] 2020-09-19 19:06:11 > Step: 191100 Progress: 95.5% Elapsed: 1 day, 4:32:06 temperature: no ada_p: No Discriminator_loss: 0.975754 Generator_loss: 0.0516395
[INFO] 2020-09-19 19:07:00 > Step: 191200 Progress: 95.6% Elapsed: 1 day, 4:32:54 temperature: no ada_p: No Discriminator_loss: 1.06989 Generator_loss: 0.778306
[INFO] 2020-09-19 19:07:48 > Step: 191300 Progress: 95.7% Elapsed: 1 day, 4:33:42 temperature: no ada_p: No Discriminator_loss: 1.11175 Generator_loss: 0.924661
[INFO] 2020-09-19 19:08:36 > Step: 191400 Progress: 95.7% Elapsed: 1 day, 4:34:30 temperature: no ada_p: No Discriminator_loss: 1.29927 Generator_loss: 0.583011
[INFO] 2020-09-19 19:09:24 > Step: 191500 Progress: 95.8% Elapsed: 1 day, 4:35:18 temperature: no ada_p: No Discriminator_loss: 1.20192 Generator_loss: 0.0890445
[INFO] 2020-09-19 19:10:12 > Step: 191600 Progress: 95.8% Elapsed: 1 day, 4:36:06 temperature: no ada_p: No Discriminator_loss: 1.28502 Generator_loss: 0.282429
[INFO] 2020-09-19 19:11:00 > Step: 191700 Progress: 95.9% Elapsed: 1 day, 4:36:54 temperature: no ada_p: No Discriminator_loss: 1.15308 Generator_loss: 1.0406
[INFO] 2020-09-19 19:11:47 > Step: 191800 Progress: 95.9% Elapsed: 1 day, 4:37:41 temperature: no ada_p: No Discriminator_loss: 1.05621 Generator_loss: 0.666624
[INFO] 2020-09-19 19:12:35 > Step: 191900 Progress: 96.0% Elapsed: 1 day, 4:38:29 temperature: no ada_p: No Discriminator_loss: 1.2728 Generator_loss: 1.08499
[INFO] 2020-09-19 19:13:24 > Step: 192000 Progress: 96.0% Elapsed: 1 day, 4:39:18 temperature: no ada_p: No Discriminator_loss: 1.03902 Generator_loss: 0.263038
[INFO] 2020-09-19 19:13:24 > Start Evaluation (192000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:15:17 > F_8 score (Step: 192000, Using test images): 0.9919212684568861
[INFO] 2020-09-19 19:15:17 > F_1/8 score (Step: 192000, Using test images): 0.9952306740482039
[INFO] 2020-09-19 19:15:17 > FID score (Step: 192000, Using test moments): 7.35454454484892
[INFO] 2020-09-19 19:15:17 > Inception score (Step: 192000, 10000 generated images): 10.00870418548584
[INFO] 2020-09-19 19:15:17 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 19:15:17 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:16:04 > Step: 192100 Progress: 96.0% Elapsed: 1 day, 4:41:58 temperature: no ada_p: No Discriminator_loss: 1.21219 Generator_loss: 0.705228
[INFO] 2020-09-19 19:16:52 > Step: 192200 Progress: 96.1% Elapsed: 1 day, 4:42:46 temperature: no ada_p: No Discriminator_loss: 1.28632 Generator_loss: 0.533889
[INFO] 2020-09-19 19:17:41 > Step: 192300 Progress: 96.2% Elapsed: 1 day, 4:43:35 temperature: no ada_p: No Discriminator_loss: 1.07902 Generator_loss: 0.55444
[INFO] 2020-09-19 19:18:28 > Step: 192400 Progress: 96.2% Elapsed: 1 day, 4:44:22 temperature: no ada_p: No Discriminator_loss: 1.13908 Generator_loss: 1.23051
[INFO] 2020-09-19 19:19:16 > Step: 192500 Progress: 96.2% Elapsed: 1 day, 4:45:10 temperature: no ada_p: No Discriminator_loss: 1.35204 Generator_loss: 0.17669
[INFO] 2020-09-19 19:20:04 > Step: 192600 Progress: 96.3% Elapsed: 1 day, 4:45:58 temperature: no ada_p: No Discriminator_loss: 1.09886 Generator_loss: 1.18773
[INFO] 2020-09-19 19:20:51 > Step: 192700 Progress: 96.4% Elapsed: 1 day, 4:46:46 temperature: no ada_p: No Discriminator_loss: 0.942871 Generator_loss: 1.1014
[INFO] 2020-09-19 19:21:39 > Step: 192800 Progress: 96.4% Elapsed: 1 day, 4:47:34 temperature: no ada_p: No Discriminator_loss: 1.06532 Generator_loss: 1.0933
[INFO] 2020-09-19 19:22:27 > Step: 192900 Progress: 96.5% Elapsed: 1 day, 4:48:21 temperature: no ada_p: No Discriminator_loss: 1.20137 Generator_loss: 1.00241
[INFO] 2020-09-19 19:23:15 > Step: 193000 Progress: 96.5% Elapsed: 1 day, 4:49:09 temperature: no ada_p: No Discriminator_loss: 1.01914 Generator_loss: 0.194477
[INFO] 2020-09-19 19:24:03 > Step: 193100 Progress: 96.5% Elapsed: 1 day, 4:49:57 temperature: no ada_p: No Discriminator_loss: 1.08552 Generator_loss: 0.458685
[INFO] 2020-09-19 19:24:50 > Step: 193200 Progress: 96.6% Elapsed: 1 day, 4:50:44 temperature: no ada_p: No Discriminator_loss: 1.30934 Generator_loss: 0.577793
[INFO] 2020-09-19 19:25:39 > Step: 193300 Progress: 96.7% Elapsed: 1 day, 4:51:33 temperature: no ada_p: No Discriminator_loss: 1.21936 Generator_loss: 1.2476
[INFO] 2020-09-19 19:26:27 > Step: 193400 Progress: 96.7% Elapsed: 1 day, 4:52:21 temperature: no ada_p: No Discriminator_loss: 1.17211 Generator_loss: 0.785084
[INFO] 2020-09-19 19:27:14 > Step: 193500 Progress: 96.8% Elapsed: 1 day, 4:53:08 temperature: no ada_p: No Discriminator_loss: 1.06355 Generator_loss: 0.816115
[INFO] 2020-09-19 19:28:02 > Step: 193600 Progress: 96.8% Elapsed: 1 day, 4:53:56 temperature: no ada_p: No Discriminator_loss: 1.05592 Generator_loss: 0.485139
[INFO] 2020-09-19 19:28:51 > Step: 193700 Progress: 96.9% Elapsed: 1 day, 4:54:45 temperature: no ada_p: No Discriminator_loss: 1.29021 Generator_loss: 1.03279
[INFO] 2020-09-19 19:29:39 > Step: 193800 Progress: 96.9% Elapsed: 1 day, 4:55:33 temperature: no ada_p: No Discriminator_loss: 1.10611 Generator_loss: 1.03159
[INFO] 2020-09-19 19:30:27 > Step: 193900 Progress: 97.0% Elapsed: 1 day, 4:56:21 temperature: no ada_p: No Discriminator_loss: 1.14691 Generator_loss: 0.567003
[INFO] 2020-09-19 19:31:15 > Step: 194000 Progress: 97.0% Elapsed: 1 day, 4:57:09 temperature: no ada_p: No Discriminator_loss: 1.15768 Generator_loss: 0.333885
[INFO] 2020-09-19 19:31:15 > Start Evaluation (194000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:33:07 > F_8 score (Step: 194000, Using test images): 0.9926007077770516
[INFO] 2020-09-19 19:33:07 > F_1/8 score (Step: 194000, Using test images): 0.995537621305099
[INFO] 2020-09-19 19:33:07 > FID score (Step: 194000, Using test moments): 7.264155132818189
[INFO] 2020-09-19 19:33:07 > Inception score (Step: 194000, 10000 generated images): 9.92056655883789
[INFO] 2020-09-19 19:33:07 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 19:33:08 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:33:55 > Step: 194100 Progress: 97.0% Elapsed: 1 day, 4:59:50 temperature: no ada_p: No Discriminator_loss: 1.37089 Generator_loss: 1.32492
[INFO] 2020-09-19 19:34:44 > Step: 194200 Progress: 97.1% Elapsed: 1 day, 5:00:38 temperature: no ada_p: No Discriminator_loss: 1.14042 Generator_loss: 0.793561
[INFO] 2020-09-19 19:35:32 > Step: 194300 Progress: 97.2% Elapsed: 1 day, 5:01:26 temperature: no ada_p: No Discriminator_loss: 1.16716 Generator_loss: 0.99672
[INFO] 2020-09-19 19:36:20 > Step: 194400 Progress: 97.2% Elapsed: 1 day, 5:02:14 temperature: no ada_p: No Discriminator_loss: 1.20487 Generator_loss: 1.03781
[INFO] 2020-09-19 19:37:09 > Step: 194500 Progress: 97.2% Elapsed: 1 day, 5:03:03 temperature: no ada_p: No Discriminator_loss: 1.30351 Generator_loss: 0.618718
[INFO] 2020-09-19 19:37:57 > Step: 194600 Progress: 97.3% Elapsed: 1 day, 5:03:51 temperature: no ada_p: No Discriminator_loss: 1.02774 Generator_loss: 1.10385
[INFO] 2020-09-19 19:38:45 > Step: 194700 Progress: 97.4% Elapsed: 1 day, 5:04:40 temperature: no ada_p: No Discriminator_loss: 1.09947 Generator_loss: 0.557842
[INFO] 2020-09-19 19:39:34 > Step: 194800 Progress: 97.4% Elapsed: 1 day, 5:05:28 temperature: no ada_p: No Discriminator_loss: 1.02075 Generator_loss: 0.797342
[INFO] 2020-09-19 19:40:21 > Step: 194900 Progress: 97.5% Elapsed: 1 day, 5:06:15 temperature: no ada_p: No Discriminator_loss: 1.19026 Generator_loss: 1.08387
[INFO] 2020-09-19 19:41:10 > Step: 195000 Progress: 97.5% Elapsed: 1 day, 5:07:04 temperature: no ada_p: No Discriminator_loss: 1.11175 Generator_loss: 0.801193
[INFO] 2020-09-19 19:41:58 > Step: 195100 Progress: 97.5% Elapsed: 1 day, 5:07:52 temperature: no ada_p: No Discriminator_loss: 1.18187 Generator_loss: 0.887915
[INFO] 2020-09-19 19:42:45 > Step: 195200 Progress: 97.6% Elapsed: 1 day, 5:08:40 temperature: no ada_p: No Discriminator_loss: 1.34851 Generator_loss: 0.876895
[INFO] 2020-09-19 19:43:34 > Step: 195300 Progress: 97.7% Elapsed: 1 day, 5:09:28 temperature: no ada_p: No Discriminator_loss: 1.07925 Generator_loss: 0.787815
[INFO] 2020-09-19 19:44:21 > Step: 195400 Progress: 97.7% Elapsed: 1 day, 5:10:15 temperature: no ada_p: No Discriminator_loss: 1.13223 Generator_loss: 0.825307
[INFO] 2020-09-19 19:45:10 > Step: 195500 Progress: 97.8% Elapsed: 1 day, 5:11:04 temperature: no ada_p: No Discriminator_loss: 1.32499 Generator_loss: 0.54067
[INFO] 2020-09-19 19:45:59 > Step: 195600 Progress: 97.8% Elapsed: 1 day, 5:11:53 temperature: no ada_p: No Discriminator_loss: 1.15947 Generator_loss: 0.450615
[INFO] 2020-09-19 19:46:46 > Step: 195700 Progress: 97.9% Elapsed: 1 day, 5:12:41 temperature: no ada_p: No Discriminator_loss: 1.23956 Generator_loss: 0.16155
[INFO] 2020-09-19 19:47:35 > Step: 195800 Progress: 97.9% Elapsed: 1 day, 5:13:29 temperature: no ada_p: No Discriminator_loss: 1.12905 Generator_loss: 0.736873
[INFO] 2020-09-19 19:48:23 > Step: 195900 Progress: 98.0% Elapsed: 1 day, 5:14:18 temperature: no ada_p: No Discriminator_loss: 1.15977 Generator_loss: 0.322869
[INFO] 2020-09-19 19:49:11 > Step: 196000 Progress: 98.0% Elapsed: 1 day, 5:15:05 temperature: no ada_p: No Discriminator_loss: 1.18084 Generator_loss: 0.973008
[INFO] 2020-09-19 19:49:11 > Start Evaluation (196000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:51:02 > F_8 score (Step: 196000, Using test images): 0.9939481803709449
[INFO] 2020-09-19 19:51:02 > F_1/8 score (Step: 196000, Using test images): 0.9942882567581877
[INFO] 2020-09-19 19:51:02 > FID score (Step: 196000, Using test moments): 7.288774884131556
[INFO] 2020-09-19 19:51:02 > Inception score (Step: 196000, 10000 generated images): 10.024040222167969
[INFO] 2020-09-19 19:51:02 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 19:51:03 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:51:51 > Step: 196100 Progress: 98.0% Elapsed: 1 day, 5:17:45 temperature: no ada_p: No Discriminator_loss: 1.11631 Generator_loss: 0.653334
[INFO] 2020-09-19 19:52:39 > Step: 196200 Progress: 98.1% Elapsed: 1 day, 5:18:33 temperature: no ada_p: No Discriminator_loss: 1.32641 Generator_loss: 0.669201
[INFO] 2020-09-19 19:53:27 > Step: 196300 Progress: 98.2% Elapsed: 1 day, 5:19:22 temperature: no ada_p: No Discriminator_loss: 1.05793 Generator_loss: 0.165987
[INFO] 2020-09-19 19:54:16 > Step: 196400 Progress: 98.2% Elapsed: 1 day, 5:20:10 temperature: no ada_p: No Discriminator_loss: 1.2876 Generator_loss: 0.154818
[INFO] 2020-09-19 19:55:03 > Step: 196500 Progress: 98.2% Elapsed: 1 day, 5:20:58 temperature: no ada_p: No Discriminator_loss: 1.16378 Generator_loss: 0.510666
[INFO] 2020-09-19 19:55:51 > Step: 196600 Progress: 98.3% Elapsed: 1 day, 5:21:45 temperature: no ada_p: No Discriminator_loss: 1.26137 Generator_loss: 0.505317
[INFO] 2020-09-19 19:56:40 > Step: 196700 Progress: 98.4% Elapsed: 1 day, 5:22:34 temperature: no ada_p: No Discriminator_loss: 1.35327 Generator_loss: 0.504857
[INFO] 2020-09-19 19:57:28 > Step: 196800 Progress: 98.4% Elapsed: 1 day, 5:23:22 temperature: no ada_p: No Discriminator_loss: 1.3295 Generator_loss: 0.491874
[INFO] 2020-09-19 19:58:16 > Step: 196900 Progress: 98.5% Elapsed: 1 day, 5:24:10 temperature: no ada_p: No Discriminator_loss: 1.04129 Generator_loss: 0.70357
[INFO] 2020-09-19 19:59:04 > Step: 197000 Progress: 98.5% Elapsed: 1 day, 5:24:58 temperature: no ada_p: No Discriminator_loss: 1.11703 Generator_loss: 0.669076
[INFO] 2020-09-19 19:59:52 > Step: 197100 Progress: 98.6% Elapsed: 1 day, 5:25:46 temperature: no ada_p: No Discriminator_loss: 1.00655 Generator_loss: 0.60379
[INFO] 2020-09-19 20:00:40 > Step: 197200 Progress: 98.6% Elapsed: 1 day, 5:26:34 temperature: no ada_p: No Discriminator_loss: 1.16182 Generator_loss: 1.27134
[INFO] 2020-09-19 20:01:28 > Step: 197300 Progress: 98.7% Elapsed: 1 day, 5:27:23 temperature: no ada_p: No Discriminator_loss: 1.28137 Generator_loss: 0.697055
[INFO] 2020-09-19 20:02:16 > Step: 197400 Progress: 98.7% Elapsed: 1 day, 5:28:10 temperature: no ada_p: No Discriminator_loss: 1.19717 Generator_loss: 0.510408
[INFO] 2020-09-19 20:03:06 > Step: 197500 Progress: 98.8% Elapsed: 1 day, 5:29:00 temperature: no ada_p: No Discriminator_loss: 1.39104 Generator_loss: 1.10628
[INFO] 2020-09-19 20:03:54 > Step: 197600 Progress: 98.8% Elapsed: 1 day, 5:29:49 temperature: no ada_p: No Discriminator_loss: 1.16481 Generator_loss: 0.515433
[INFO] 2020-09-19 20:04:42 > Step: 197700 Progress: 98.9% Elapsed: 1 day, 5:30:36 temperature: no ada_p: No Discriminator_loss: 1.1624 Generator_loss: 0.834162
[INFO] 2020-09-19 20:05:30 > Step: 197800 Progress: 98.9% Elapsed: 1 day, 5:31:24 temperature: no ada_p: No Discriminator_loss: 1.15846 Generator_loss: 0.607865
[INFO] 2020-09-19 20:06:18 > Step: 197900 Progress: 99.0% Elapsed: 1 day, 5:32:12 temperature: no ada_p: No Discriminator_loss: 1.14419 Generator_loss: 0.922896
[INFO] 2020-09-19 20:07:06 > Step: 198000 Progress: 99.0% Elapsed: 1 day, 5:33:00 temperature: no ada_p: No Discriminator_loss: 1.1914 Generator_loss: 0.896485
[INFO] 2020-09-19 20:07:06 > Start Evaluation (198000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 20:08:58 > F_8 score (Step: 198000, Using test images): 0.9928857128932529
[INFO] 2020-09-19 20:08:58 > F_1/8 score (Step: 198000, Using test images): 0.9958866322575615
[INFO] 2020-09-19 20:08:58 > FID score (Step: 198000, Using test moments): 7.156709527536577
[INFO] 2020-09-19 20:08:58 > Inception score (Step: 198000, 10000 generated images): 9.775421142578125
[INFO] 2020-09-19 20:08:58 > Best FID score (Step: 198000, Using test moments): 7.156709527536577
[INFO] 2020-09-19 20:08:59 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 20:09:47 > Step: 198100 Progress: 99.1% Elapsed: 1 day, 5:35:41 temperature: no ada_p: No Discriminator_loss: 0.931426 Generator_loss: 0.828613
[INFO] 2020-09-19 20:10:35 > Step: 198200 Progress: 99.1% Elapsed: 1 day, 5:36:29 temperature: no ada_p: No Discriminator_loss: 1.18405 Generator_loss: 0.414528
[INFO] 2020-09-19 20:11:23 > Step: 198300 Progress: 99.2% Elapsed: 1 day, 5:37:17 temperature: no ada_p: No Discriminator_loss: 1.38924 Generator_loss: 0.528319
[INFO] 2020-09-19 20:12:11 > Step: 198400 Progress: 99.2% Elapsed: 1 day, 5:38:06 temperature: no ada_p: No Discriminator_loss: 1.07478 Generator_loss: 0.683118
[INFO] 2020-09-19 20:12:59 > Step: 198500 Progress: 99.2% Elapsed: 1 day, 5:38:53 temperature: no ada_p: No Discriminator_loss: 1.40255 Generator_loss: 1.07903
[INFO] 2020-09-19 20:13:47 > Step: 198600 Progress: 99.3% Elapsed: 1 day, 5:39:41 temperature: no ada_p: No Discriminator_loss: 1.19731 Generator_loss: 0.398801
[INFO] 2020-09-19 20:14:35 > Step: 198700 Progress: 99.4% Elapsed: 1 day, 5:40:29 temperature: no ada_p: No Discriminator_loss: 1.23296 Generator_loss: 0.80264
[INFO] 2020-09-19 20:15:22 > Step: 198800 Progress: 99.4% Elapsed: 1 day, 5:41:16 temperature: no ada_p: No Discriminator_loss: 1.17396 Generator_loss: 1.03211
[INFO] 2020-09-19 20:16:11 > Step: 198900 Progress: 99.5% Elapsed: 1 day, 5:42:05 temperature: no ada_p: No Discriminator_loss: 1.39329 Generator_loss: 0.892268
[INFO] 2020-09-19 20:17:00 > Step: 199000 Progress: 99.5% Elapsed: 1 day, 5:42:54 temperature: no ada_p: No Discriminator_loss: 1.24106 Generator_loss: 0.687697
[INFO] 2020-09-19 20:17:47 > Step: 199100 Progress: 99.6% Elapsed: 1 day, 5:43:41 temperature: no ada_p: No Discriminator_loss: 1.02803 Generator_loss: 0.159874
[INFO] 2020-09-19 20:18:36 > Step: 199200 Progress: 99.6% Elapsed: 1 day, 5:44:31 temperature: no ada_p: No Discriminator_loss: 1.18503 Generator_loss: 0.723536
[INFO] 2020-09-19 20:19:24 > Step: 199300 Progress: 99.7% Elapsed: 1 day, 5:45:18 temperature: no ada_p: No Discriminator_loss: 1.01702 Generator_loss: 0.737293
[INFO] 2020-09-19 20:20:12 > Step: 199400 Progress: 99.7% Elapsed: 1 day, 5:46:06 temperature: no ada_p: No Discriminator_loss: 1.50827 Generator_loss: 1.06485
[INFO] 2020-09-19 20:21:00 > Step: 199500 Progress: 99.8% Elapsed: 1 day, 5:46:54 temperature: no ada_p: No Discriminator_loss: 1.02935 Generator_loss: 0.456863
[INFO] 2020-09-19 20:21:47 > Step: 199600 Progress: 99.8% Elapsed: 1 day, 5:47:41 temperature: no ada_p: No Discriminator_loss: 0.961427 Generator_loss: 0.956228
[INFO] 2020-09-19 20:22:36 > Step: 199700 Progress: 99.9% Elapsed: 1 day, 5:48:30 temperature: no ada_p: No Discriminator_loss: 1.36083 Generator_loss: 0.494799
[INFO] 2020-09-19 20:23:25 > Step: 199800 Progress: 99.9% Elapsed: 1 day, 5:49:19 temperature: no ada_p: No Discriminator_loss: 1.041 Generator_loss: 0.914933
[INFO] 2020-09-19 20:24:13 > Step: 199900 Progress: 100.0% Elapsed: 1 day, 5:50:07 temperature: no ada_p: No Discriminator_loss: 1.26534 Generator_loss: 0.97989
[INFO] 2020-09-19 20:25:01 > Step: 200000 Progress: 100.0% Elapsed: 1 day, 5:50:55 temperature: no ada_p: No Discriminator_loss: 1.07139 Generator_loss: 0.204915
[INFO] 2020-09-19 20:25:01 > Start Evaluation (200000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 20:26:53 > F_8 score (Step: 200000, Using test images): 0.9931849705468683
[INFO] 2020-09-19 20:26:53 > F_1/8 score (Step: 200000, Using test images): 0.9943331758873017
[INFO] 2020-09-19 20:26:53 > FID score (Step: 200000, Using test moments): 7.301956918187898
[INFO] 2020-09-19 20:26:53 > Inception score (Step: 200000, 10000 generated images): 10.0007963180542
[INFO] 2020-09-19 20:26:53 > Best FID score (Step: 198000, Using test moments): 7.156709527536577
[INFO] 2020-09-19 20:26:53 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57