Path: blob/master/logs/CIFAR10/LOGAN-train-2020_09_17_13_46_47.log
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[INFO] 2020-09-17 13:46:47 > Run name : LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 13:46:47 > {'config_path': './configs/CIFAR10/LOGAN.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] 2020-09-17 13:46:47 > {'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': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': True, 'latent_op_rate': 0.8, 'latent_op_step': 2, 'latent_op_step4eval': 2, 'latent_op_alpha': 0.9, 'latent_op_beta': 0.1, 'latent_norm_reg_weight': 0.1, 'ema': True, 'ema_decay': 0.9999, 'ema_start': 1000}}
[INFO] 2020-09-17 13:46:47 > Loading train datasets...
[INFO] 2020-09-17 13:46:47 > Train dataset size : 50000
[INFO] 2020-09-17 13:46:47 > Loading test datasets...
[INFO] 2020-09-17 13:46:48 > Eval dataset size : 10000
[INFO] 2020-09-17 13:46:48 > Building model...
[INFO] 2020-09-17 13:46:48 > Modules are located on models.big_resnet
[INFO] 2020-09-17 13:46:53 > Number of parameters: 9416196
[INFO] 2020-09-17 13:46:53 > 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] 2020-09-17 13:46:53 > Number of parameters: 2415170
[INFO] 2020-09-17 13:46:53 > 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] 2020-09-17 13:46:57 > Start training....
[INFO] 2020-09-17 13:51:17 > Step: 100 Progress: 0.1% Elapsed: 0:04:19 temperature: no ada_p: No Discriminator_loss: 0.645604 Generator_loss: 0.790141
[INFO] 2020-09-17 13:55:43 > Step: 200 Progress: 0.2% Elapsed: 0:08:45 temperature: no ada_p: No Discriminator_loss: 0.966334 Generator_loss: 1.16639
[INFO] 2020-09-17 14:00:07 > Step: 300 Progress: 0.3% Elapsed: 0:13:09 temperature: no ada_p: No Discriminator_loss: 1.24877 Generator_loss: 0.996554
[INFO] 2020-09-17 14:04:32 > Step: 400 Progress: 0.4% Elapsed: 0:17:34 temperature: no ada_p: No Discriminator_loss: 1.27125 Generator_loss: 1.31249
[INFO] 2020-09-17 14:08:56 > Step: 500 Progress: 0.5% Elapsed: 0:21:58 temperature: no ada_p: No Discriminator_loss: 1.78277 Generator_loss: 0.13209
[INFO] 2020-09-17 14:13:21 > Step: 600 Progress: 0.6% Elapsed: 0:26:23 temperature: no ada_p: No Discriminator_loss: 0.85929 Generator_loss: 0.877907
[INFO] 2020-09-17 14:17:46 > Step: 700 Progress: 0.7% Elapsed: 0:30:48 temperature: no ada_p: No Discriminator_loss: 0.629281 Generator_loss: 0.810154
[INFO] 2020-09-17 14:22:10 > Step: 800 Progress: 0.8% Elapsed: 0:35:12 temperature: no ada_p: No Discriminator_loss: 0.553219 Generator_loss: 1.72414
[INFO] 2020-09-17 14:26:35 > Step: 900 Progress: 0.9% Elapsed: 0:39:37 temperature: no ada_p: No Discriminator_loss: 0.780136 Generator_loss: 3.05463
[INFO] 2020-09-17 14:30:58 > Step: 1000 Progress: 1.0% Elapsed: 0:44:00 temperature: no ada_p: No Discriminator_loss: 0.638575 Generator_loss: 1.67152
[INFO] 2020-09-17 14:35:23 > Step: 1100 Progress: 1.1% Elapsed: 0:48:25 temperature: no ada_p: No Discriminator_loss: 1.14973 Generator_loss: 1.18891
[INFO] 2020-09-17 14:39:46 > Step: 1200 Progress: 1.2% Elapsed: 0:52:48 temperature: no ada_p: No Discriminator_loss: 0.688139 Generator_loss: 1.36511
[INFO] 2020-09-17 14:44:12 > Step: 1300 Progress: 1.3% Elapsed: 0:57:14 temperature: no ada_p: No Discriminator_loss: 0.805846 Generator_loss: 1.91426
[INFO] 2020-09-17 14:48:36 > Step: 1400 Progress: 1.4% Elapsed: 1:01:39 temperature: no ada_p: No Discriminator_loss: 1.06357 Generator_loss: 0.874034
[INFO] 2020-09-17 14:53:02 > Step: 1500 Progress: 1.5% Elapsed: 1:06:04 temperature: no ada_p: No Discriminator_loss: 0.963862 Generator_loss: 0.864904
[INFO] 2020-09-17 14:57:27 > Step: 1600 Progress: 1.6% Elapsed: 1:10:29 temperature: no ada_p: No Discriminator_loss: 1.03398 Generator_loss: 0.678746
[INFO] 2020-09-17 15:01:52 > Step: 1700 Progress: 1.7% Elapsed: 1:14:54 temperature: no ada_p: No Discriminator_loss: 0.925644 Generator_loss: 0.648288
[INFO] 2020-09-17 15:06:17 > Step: 1800 Progress: 1.8% Elapsed: 1:19:19 temperature: no ada_p: No Discriminator_loss: 0.647319 Generator_loss: 0.961835
[INFO] 2020-09-17 15:10:43 > Step: 1900 Progress: 1.9% Elapsed: 1:23:45 temperature: no ada_p: No Discriminator_loss: 1.2219 Generator_loss: -0.0069084
[INFO] 2020-09-17 15:15:06 > Step: 2000 Progress: 2.0% Elapsed: 1:28:08 temperature: no ada_p: No Discriminator_loss: 1.47143 Generator_loss: 0.851019
[INFO] 2020-09-17 15:15:06 > Start Evaluation (2000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 15:18:22 > F_8 score (Step: 2000, Using test images): 0.7593735296547263
[INFO] 2020-09-17 15:18:22 > F_1/8 score (Step: 2000, Using test images): 0.8116207834189765
[INFO] 2020-09-17 15:18:22 > FID score (Step: 2000, Using test moments): 56.24125921671248
[INFO] 2020-09-17 15:18:22 > Inception score (Step: 2000, 10000 generated images): 6.1440863609313965
[INFO] 2020-09-17 15:18:22 > Best FID score (Step: 2000, Using test moments): 56.24125921671248
[INFO] 2020-09-17 15:18:26 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 15:22:54 > Step: 2100 Progress: 2.1% Elapsed: 1:35:56 temperature: no ada_p: No Discriminator_loss: 0.842966 Generator_loss: 2.12805
[INFO] 2020-09-17 15:27:21 > Step: 2200 Progress: 2.2% Elapsed: 1:40:23 temperature: no ada_p: No Discriminator_loss: 0.77621 Generator_loss: 0.621516
[INFO] 2020-09-17 15:31:45 > Step: 2300 Progress: 2.3% Elapsed: 1:44:47 temperature: no ada_p: No Discriminator_loss: 1.03466 Generator_loss: 0.859088
[INFO] 2020-09-17 15:36:10 > Step: 2400 Progress: 2.4% Elapsed: 1:49:12 temperature: no ada_p: No Discriminator_loss: 0.906995 Generator_loss: 0.777564
[INFO] 2020-09-17 15:40:35 > Step: 2500 Progress: 2.5% Elapsed: 1:53:37 temperature: no ada_p: No Discriminator_loss: 0.713935 Generator_loss: 0.921314
[INFO] 2020-09-17 15:45:00 > Step: 2600 Progress: 2.6% Elapsed: 1:58:02 temperature: no ada_p: No Discriminator_loss: 0.657352 Generator_loss: 0.129296
[INFO] 2020-09-17 15:49:26 > Step: 2700 Progress: 2.7% Elapsed: 2:02:28 temperature: no ada_p: No Discriminator_loss: 0.847575 Generator_loss: 1.37536
[INFO] 2020-09-17 15:53:51 > Step: 2800 Progress: 2.8% Elapsed: 2:06:53 temperature: no ada_p: No Discriminator_loss: 1.10308 Generator_loss: 2.2053
[INFO] 2020-09-17 15:58:14 > Step: 2900 Progress: 2.9% Elapsed: 2:11:16 temperature: no ada_p: No Discriminator_loss: 0.97996 Generator_loss: 0.895787
[INFO] 2020-09-17 16:02:40 > Step: 3000 Progress: 3.0% Elapsed: 2:15:42 temperature: no ada_p: No Discriminator_loss: 0.611524 Generator_loss: 0.702748
[INFO] 2020-09-17 16:07:05 > Step: 3100 Progress: 3.1% Elapsed: 2:20:07 temperature: no ada_p: No Discriminator_loss: 0.85084 Generator_loss: 0.818754
[INFO] 2020-09-17 16:11:30 > Step: 3200 Progress: 3.2% Elapsed: 2:24:32 temperature: no ada_p: No Discriminator_loss: 0.66547 Generator_loss: 1.11295
[INFO] 2020-09-17 16:15:56 > Step: 3300 Progress: 3.3% Elapsed: 2:28:58 temperature: no ada_p: No Discriminator_loss: 0.739752 Generator_loss: 1.24114
[INFO] 2020-09-17 16:20:20 > Step: 3400 Progress: 3.4% Elapsed: 2:33:22 temperature: no ada_p: No Discriminator_loss: 0.809606 Generator_loss: 0.462209
[INFO] 2020-09-17 16:24:44 > Step: 3500 Progress: 3.5% Elapsed: 2:37:46 temperature: no ada_p: No Discriminator_loss: 1.1417 Generator_loss: 1.12292
[INFO] 2020-09-17 16:29:09 > Step: 3600 Progress: 3.6% Elapsed: 2:42:11 temperature: no ada_p: No Discriminator_loss: 0.674576 Generator_loss: 1.23364
[INFO] 2020-09-17 16:33:35 > Step: 3700 Progress: 3.7% Elapsed: 2:46:37 temperature: no ada_p: No Discriminator_loss: 0.620392 Generator_loss: 1.5601
[INFO] 2020-09-17 16:38:00 > Step: 3800 Progress: 3.8% Elapsed: 2:51:02 temperature: no ada_p: No Discriminator_loss: 0.703472 Generator_loss: 1.5809
[INFO] 2020-09-17 16:42:24 > Step: 3900 Progress: 3.9% Elapsed: 2:55:26 temperature: no ada_p: No Discriminator_loss: 0.776865 Generator_loss: 1.39244
[INFO] 2020-09-17 16:46:47 > Step: 4000 Progress: 4.0% Elapsed: 2:59:49 temperature: no ada_p: No Discriminator_loss: 0.909253 Generator_loss: 2.31315
[INFO] 2020-09-17 16:46:47 > Start Evaluation (4000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 16:50:02 > F_8 score (Step: 4000, Using test images): 0.8099790401803024
[INFO] 2020-09-17 16:50:02 > F_1/8 score (Step: 4000, Using test images): 0.8716922398852848
[INFO] 2020-09-17 16:50:02 > FID score (Step: 4000, Using test moments): 47.67751619954305
[INFO] 2020-09-17 16:50:02 > Inception score (Step: 4000, 10000 generated images): 6.838622570037842
[INFO] 2020-09-17 16:50:02 > Best FID score (Step: 4000, Using test moments): 47.67751619954305
[INFO] 2020-09-17 16:50:07 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 16:54:34 > Step: 4100 Progress: 4.1% Elapsed: 3:07:37 temperature: no ada_p: No Discriminator_loss: 0.732307 Generator_loss: 0.857043
[INFO] 2020-09-17 16:59:00 > Step: 4200 Progress: 4.2% Elapsed: 3:12:02 temperature: no ada_p: No Discriminator_loss: 0.726127 Generator_loss: 1.09644
[INFO] 2020-09-17 17:03:26 > Step: 4300 Progress: 4.3% Elapsed: 3:16:28 temperature: no ada_p: No Discriminator_loss: 0.615223 Generator_loss: 1.21532
[INFO] 2020-09-17 17:07:53 > Step: 4400 Progress: 4.4% Elapsed: 3:20:55 temperature: no ada_p: No Discriminator_loss: 0.689337 Generator_loss: 0.618369
[INFO] 2020-09-17 17:12:18 > Step: 4500 Progress: 4.5% Elapsed: 3:25:20 temperature: no ada_p: No Discriminator_loss: 0.705333 Generator_loss: 0.778825
[INFO] 2020-09-17 17:16:44 > Step: 4600 Progress: 4.6% Elapsed: 3:29:46 temperature: no ada_p: No Discriminator_loss: 0.705884 Generator_loss: 1.09596
[INFO] 2020-09-17 17:21:10 > Step: 4700 Progress: 4.7% Elapsed: 3:34:12 temperature: no ada_p: No Discriminator_loss: 0.733367 Generator_loss: 1.34784
[INFO] 2020-09-17 17:25:34 > Step: 4800 Progress: 4.8% Elapsed: 3:38:36 temperature: no ada_p: No Discriminator_loss: 0.827397 Generator_loss: 0.981148
[INFO] 2020-09-17 17:29:59 > Step: 4900 Progress: 4.9% Elapsed: 3:43:01 temperature: no ada_p: No Discriminator_loss: 0.715698 Generator_loss: 1.56193
[INFO] 2020-09-17 17:34:25 > Step: 5000 Progress: 5.0% Elapsed: 3:47:27 temperature: no ada_p: No Discriminator_loss: 0.628371 Generator_loss: 1.48569
[INFO] 2020-09-17 17:38:49 > Step: 5100 Progress: 5.1% Elapsed: 3:51:51 temperature: no ada_p: No Discriminator_loss: 0.912799 Generator_loss: 1.45989
[INFO] 2020-09-17 17:43:15 > Step: 5200 Progress: 5.2% Elapsed: 3:56:17 temperature: no ada_p: No Discriminator_loss: 0.606406 Generator_loss: 0.350507
[INFO] 2020-09-17 17:47:39 > Step: 5300 Progress: 5.3% Elapsed: 4:00:41 temperature: no ada_p: No Discriminator_loss: 0.743749 Generator_loss: 1.26993
[INFO] 2020-09-17 17:52:04 > Step: 5400 Progress: 5.4% Elapsed: 4:05:06 temperature: no ada_p: No Discriminator_loss: 0.767339 Generator_loss: 1.20677
[INFO] 2020-09-17 17:56:31 > Step: 5500 Progress: 5.5% Elapsed: 4:09:33 temperature: no ada_p: No Discriminator_loss: 0.649155 Generator_loss: 1.40737
[INFO] 2020-09-17 18:00:56 > Step: 5600 Progress: 5.6% Elapsed: 4:13:58 temperature: no ada_p: No Discriminator_loss: 0.804002 Generator_loss: 1.20931
[INFO] 2020-09-17 18:05:20 > Step: 5700 Progress: 5.7% Elapsed: 4:18:22 temperature: no ada_p: No Discriminator_loss: 0.917103 Generator_loss: 1.08681
[INFO] 2020-09-17 18:09:45 > Step: 5800 Progress: 5.8% Elapsed: 4:22:47 temperature: no ada_p: No Discriminator_loss: 0.551534 Generator_loss: 1.62208
[INFO] 2020-09-17 18:14:10 > Step: 5900 Progress: 5.9% Elapsed: 4:27:12 temperature: no ada_p: No Discriminator_loss: 0.855036 Generator_loss: 1.22557
[INFO] 2020-09-17 18:18:35 > Step: 6000 Progress: 6.0% Elapsed: 4:31:37 temperature: no ada_p: No Discriminator_loss: 0.647526 Generator_loss: 0.691217
[INFO] 2020-09-17 18:18:35 > Start Evaluation (6000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 18:21:52 > F_8 score (Step: 6000, Using test images): 0.8444975600749214
[INFO] 2020-09-17 18:21:52 > F_1/8 score (Step: 6000, Using test images): 0.9096915280769912
[INFO] 2020-09-17 18:21:52 > FID score (Step: 6000, Using test moments): 40.996135715239404
[INFO] 2020-09-17 18:21:52 > Inception score (Step: 6000, 10000 generated images): 7.430608749389648
[INFO] 2020-09-17 18:21:52 > Best FID score (Step: 6000, Using test moments): 40.996135715239404
[INFO] 2020-09-17 18:21:56 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 18:26:25 > Step: 6100 Progress: 6.1% Elapsed: 4:39:27 temperature: no ada_p: No Discriminator_loss: 0.632588 Generator_loss: 1.30577
[INFO] 2020-09-17 18:30:49 > Step: 6200 Progress: 6.2% Elapsed: 4:43:51 temperature: no ada_p: No Discriminator_loss: 0.561883 Generator_loss: 1.44967
[INFO] 2020-09-17 18:35:14 > Step: 6300 Progress: 6.3% Elapsed: 4:48:16 temperature: no ada_p: No Discriminator_loss: 0.962268 Generator_loss: 2.02123
[INFO] 2020-09-17 18:39:39 > Step: 6400 Progress: 6.4% Elapsed: 4:52:41 temperature: no ada_p: No Discriminator_loss: 0.726758 Generator_loss: 2.11706
[INFO] 2020-09-17 18:44:04 > Step: 6500 Progress: 6.5% Elapsed: 4:57:06 temperature: no ada_p: No Discriminator_loss: 0.540243 Generator_loss: 1.38057
[INFO] 2020-09-17 18:48:30 > Step: 6600 Progress: 6.6% Elapsed: 5:01:32 temperature: no ada_p: No Discriminator_loss: 0.806326 Generator_loss: 1.21288
[INFO] 2020-09-17 18:52:55 > Step: 6700 Progress: 6.7% Elapsed: 5:05:57 temperature: no ada_p: No Discriminator_loss: 0.678217 Generator_loss: 1.54421
[INFO] 2020-09-17 18:57:20 > Step: 6800 Progress: 6.8% Elapsed: 5:10:22 temperature: no ada_p: No Discriminator_loss: 0.666642 Generator_loss: 0.631253
[INFO] 2020-09-17 19:01:45 > Step: 6900 Progress: 6.9% Elapsed: 5:14:48 temperature: no ada_p: No Discriminator_loss: 0.643058 Generator_loss: 0.373085
[INFO] 2020-09-17 19:06:11 > Step: 7000 Progress: 7.0% Elapsed: 5:19:13 temperature: no ada_p: No Discriminator_loss: 0.616437 Generator_loss: 2.32933
[INFO] 2020-09-17 19:10:36 > Step: 7100 Progress: 7.1% Elapsed: 5:23:38 temperature: no ada_p: No Discriminator_loss: 0.751315 Generator_loss: 1.0014
[INFO] 2020-09-17 19:15:02 > Step: 7200 Progress: 7.2% Elapsed: 5:28:04 temperature: no ada_p: No Discriminator_loss: 0.77329 Generator_loss: 1.52859
[INFO] 2020-09-17 19:19:27 > Step: 7300 Progress: 7.3% Elapsed: 5:32:29 temperature: no ada_p: No Discriminator_loss: 0.429498 Generator_loss: 0.546129
[INFO] 2020-09-17 19:23:51 > Step: 7400 Progress: 7.4% Elapsed: 5:36:53 temperature: no ada_p: No Discriminator_loss: 0.853789 Generator_loss: 1.07573
[INFO] 2020-09-17 19:28:16 > Step: 7500 Progress: 7.5% Elapsed: 5:41:19 temperature: no ada_p: No Discriminator_loss: 0.808547 Generator_loss: 1.56492
[INFO] 2020-09-17 19:32:41 > Step: 7600 Progress: 7.6% Elapsed: 5:45:43 temperature: no ada_p: No Discriminator_loss: 0.646245 Generator_loss: 2.04684
[INFO] 2020-09-17 19:37:06 > Step: 7700 Progress: 7.7% Elapsed: 5:50:08 temperature: no ada_p: No Discriminator_loss: 0.632149 Generator_loss: 1.66267
[INFO] 2020-09-17 19:41:31 > Step: 7800 Progress: 7.8% Elapsed: 5:54:33 temperature: no ada_p: No Discriminator_loss: 0.511966 Generator_loss: 1.60335
[INFO] 2020-09-17 19:45:56 > Step: 7900 Progress: 7.9% Elapsed: 5:58:58 temperature: no ada_p: No Discriminator_loss: 0.642153 Generator_loss: 1.83672
[INFO] 2020-09-17 19:50:21 > Step: 8000 Progress: 8.0% Elapsed: 6:03:23 temperature: no ada_p: No Discriminator_loss: 0.978475 Generator_loss: 1.66991
[INFO] 2020-09-17 19:50:21 > Start Evaluation (8000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 19:53:36 > F_8 score (Step: 8000, Using test images): 0.8892796477657093
[INFO] 2020-09-17 19:53:36 > F_1/8 score (Step: 8000, Using test images): 0.9356158115540014
[INFO] 2020-09-17 19:53:36 > FID score (Step: 8000, Using test moments): 35.92824019708729
[INFO] 2020-09-17 19:53:36 > Inception score (Step: 8000, 10000 generated images): 7.899086952209473
[INFO] 2020-09-17 19:53:36 > Best FID score (Step: 8000, Using test moments): 35.92824019708729
[INFO] 2020-09-17 19:53:41 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 19:58:08 > Step: 8100 Progress: 8.1% Elapsed: 6:11:10 temperature: no ada_p: No Discriminator_loss: 0.765147 Generator_loss: 1.83282
[INFO] 2020-09-17 20:02:34 > Step: 8200 Progress: 8.2% Elapsed: 6:15:36 temperature: no ada_p: No Discriminator_loss: 0.728557 Generator_loss: 1.26282
[INFO] 2020-09-17 20:07:00 > Step: 8300 Progress: 8.3% Elapsed: 6:20:02 temperature: no ada_p: No Discriminator_loss: 0.596042 Generator_loss: 1.62291
[INFO] 2020-09-17 20:11:24 > Step: 8400 Progress: 8.4% Elapsed: 6:24:27 temperature: no ada_p: No Discriminator_loss: 0.490341 Generator_loss: 1.56846
[INFO] 2020-09-17 20:15:48 > Step: 8500 Progress: 8.5% Elapsed: 6:28:50 temperature: no ada_p: No Discriminator_loss: 0.687191 Generator_loss: 0.411797
[INFO] 2020-09-17 20:20:14 > Step: 8600 Progress: 8.6% Elapsed: 6:33:16 temperature: no ada_p: No Discriminator_loss: 0.567557 Generator_loss: 2.01904
[INFO] 2020-09-17 20:24:39 > Step: 8700 Progress: 8.7% Elapsed: 6:37:41 temperature: no ada_p: No Discriminator_loss: 0.722235 Generator_loss: 0.771028
[INFO] 2020-09-17 20:29:04 > Step: 8800 Progress: 8.8% Elapsed: 6:42:06 temperature: no ada_p: No Discriminator_loss: 0.539707 Generator_loss: 1.7731
[INFO] 2020-09-17 20:33:29 > Step: 8900 Progress: 8.9% Elapsed: 6:46:32 temperature: no ada_p: No Discriminator_loss: 0.762877 Generator_loss: 2.29442
[INFO] 2020-09-17 20:37:55 > Step: 9000 Progress: 9.0% Elapsed: 6:50:57 temperature: no ada_p: No Discriminator_loss: 0.604161 Generator_loss: 1.92221
[INFO] 2020-09-17 20:42:19 > Step: 9100 Progress: 9.1% Elapsed: 6:55:21 temperature: no ada_p: No Discriminator_loss: 0.659927 Generator_loss: 1.79642
[INFO] 2020-09-17 20:46:45 > Step: 9200 Progress: 9.2% Elapsed: 6:59:47 temperature: no ada_p: No Discriminator_loss: 0.912098 Generator_loss: 1.93511
[INFO] 2020-09-17 20:51:11 > Step: 9300 Progress: 9.3% Elapsed: 7:04:13 temperature: no ada_p: No Discriminator_loss: 0.726126 Generator_loss: 2.43779
[INFO] 2020-09-17 20:55:37 > Step: 9400 Progress: 9.4% Elapsed: 7:08:39 temperature: no ada_p: No Discriminator_loss: 0.63533 Generator_loss: 1.74595
[INFO] 2020-09-17 21:00:02 > Step: 9500 Progress: 9.5% Elapsed: 7:13:04 temperature: no ada_p: No Discriminator_loss: 0.708431 Generator_loss: 0.693407
[INFO] 2020-09-17 21:04:26 > Step: 9600 Progress: 9.6% Elapsed: 7:17:28 temperature: no ada_p: No Discriminator_loss: 0.911243 Generator_loss: 0.979511
[INFO] 2020-09-17 21:08:51 > Step: 9700 Progress: 9.7% Elapsed: 7:21:54 temperature: no ada_p: No Discriminator_loss: 0.408521 Generator_loss: 1.82287
[INFO] 2020-09-17 21:13:18 > Step: 9800 Progress: 9.8% Elapsed: 7:26:20 temperature: no ada_p: No Discriminator_loss: 0.719295 Generator_loss: 2.09874
[INFO] 2020-09-17 21:17:43 > Step: 9900 Progress: 9.9% Elapsed: 7:30:45 temperature: no ada_p: No Discriminator_loss: 0.754459 Generator_loss: 1.11383
[INFO] 2020-09-17 21:22:09 > Step: 10000 Progress: 10.0% Elapsed: 7:35:11 temperature: no ada_p: No Discriminator_loss: 0.454662 Generator_loss: 1.46676
[INFO] 2020-09-17 21:22:09 > Start Evaluation (10000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 21:25:26 > F_8 score (Step: 10000, Using test images): 0.921845200078689
[INFO] 2020-09-17 21:25:26 > F_1/8 score (Step: 10000, Using test images): 0.9380991354535924
[INFO] 2020-09-17 21:25:26 > FID score (Step: 10000, Using test moments): 30.587844737957823
[INFO] 2020-09-17 21:25:26 > Inception score (Step: 10000, 10000 generated images): 8.241735458374023
[INFO] 2020-09-17 21:25:26 > Best FID score (Step: 10000, Using test moments): 30.587844737957823
[INFO] 2020-09-17 21:25:31 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 21:29:59 > Step: 10100 Progress: 10.1% Elapsed: 7:43:01 temperature: no ada_p: No Discriminator_loss: 0.482952 Generator_loss: 1.83199
[INFO] 2020-09-17 21:34:24 > Step: 10200 Progress: 10.2% Elapsed: 7:47:26 temperature: no ada_p: No Discriminator_loss: 0.470194 Generator_loss: 2.6634
[INFO] 2020-09-17 21:38:49 > Step: 10300 Progress: 10.3% Elapsed: 7:51:52 temperature: no ada_p: No Discriminator_loss: 0.587472 Generator_loss: 1.5628
[INFO] 2020-09-17 21:43:15 > Step: 10400 Progress: 10.4% Elapsed: 7:56:17 temperature: no ada_p: No Discriminator_loss: 0.740558 Generator_loss: 1.36509
[INFO] 2020-09-17 21:47:41 > Step: 10500 Progress: 10.5% Elapsed: 8:00:43 temperature: no ada_p: No Discriminator_loss: 0.641547 Generator_loss: 1.11132
[INFO] 2020-09-17 21:52:07 > Step: 10600 Progress: 10.6% Elapsed: 8:05:09 temperature: no ada_p: No Discriminator_loss: 0.796172 Generator_loss: 1.12108
[INFO] 2020-09-17 21:56:33 > Step: 10700 Progress: 10.7% Elapsed: 8:09:35 temperature: no ada_p: No Discriminator_loss: 0.681046 Generator_loss: 1.25561
[INFO] 2020-09-17 22:00:57 > Step: 10800 Progress: 10.8% Elapsed: 8:14:00 temperature: no ada_p: No Discriminator_loss: 0.470318 Generator_loss: 1.98295
[INFO] 2020-09-17 22:05:23 > Step: 10900 Progress: 10.9% Elapsed: 8:18:25 temperature: no ada_p: No Discriminator_loss: 0.68559 Generator_loss: 1.69451
[INFO] 2020-09-17 22:09:51 > Step: 11000 Progress: 11.0% Elapsed: 8:22:53 temperature: no ada_p: No Discriminator_loss: 0.667763 Generator_loss: 2.41881
[INFO] 2020-09-17 22:14:16 > Step: 11100 Progress: 11.1% Elapsed: 8:27:18 temperature: no ada_p: No Discriminator_loss: 0.735477 Generator_loss: 1.54255
[INFO] 2020-09-17 22:18:42 > Step: 11200 Progress: 11.2% Elapsed: 8:31:44 temperature: no ada_p: No Discriminator_loss: 0.679585 Generator_loss: 1.59259
[INFO] 2020-09-17 22:23:07 > Step: 11300 Progress: 11.3% Elapsed: 8:36:09 temperature: no ada_p: No Discriminator_loss: 0.977137 Generator_loss: 0.771668
[INFO] 2020-09-17 22:27:32 > Step: 11400 Progress: 11.4% Elapsed: 8:40:34 temperature: no ada_p: No Discriminator_loss: 0.48737 Generator_loss: 1.94208
[INFO] 2020-09-17 22:31:58 > Step: 11500 Progress: 11.5% Elapsed: 8:45:00 temperature: no ada_p: No Discriminator_loss: 0.715524 Generator_loss: 1.23938
[INFO] 2020-09-17 22:36:24 > Step: 11600 Progress: 11.6% Elapsed: 8:49:26 temperature: no ada_p: No Discriminator_loss: 0.543772 Generator_loss: 1.47031
[INFO] 2020-09-17 22:40:50 > Step: 11700 Progress: 11.7% Elapsed: 8:53:53 temperature: no ada_p: No Discriminator_loss: 0.780285 Generator_loss: 2.0904
[INFO] 2020-09-17 22:45:17 > Step: 11800 Progress: 11.8% Elapsed: 8:58:19 temperature: no ada_p: No Discriminator_loss: 0.720977 Generator_loss: 1.23752
[INFO] 2020-09-17 22:49:41 > Step: 11900 Progress: 11.9% Elapsed: 9:02:43 temperature: no ada_p: No Discriminator_loss: 0.446259 Generator_loss: 1.91069
[INFO] 2020-09-17 22:54:06 > Step: 12000 Progress: 12.0% Elapsed: 9:07:08 temperature: no ada_p: No Discriminator_loss: 0.515508 Generator_loss: 1.37905
[INFO] 2020-09-17 22:54:06 > Start Evaluation (12000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 22:57:21 > F_8 score (Step: 12000, Using test images): 0.9518523145515352
[INFO] 2020-09-17 22:57:21 > F_1/8 score (Step: 12000, Using test images): 0.9636014718577945
[INFO] 2020-09-17 22:57:21 > FID score (Step: 12000, Using test moments): 25.57265123200102
[INFO] 2020-09-17 22:57:21 > Inception score (Step: 12000, 10000 generated images): 8.60743236541748
[INFO] 2020-09-17 22:57:21 > Best FID score (Step: 12000, Using test moments): 25.57265123200102
[INFO] 2020-09-17 22:57:25 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-17 23:01:54 > Step: 12100 Progress: 12.1% Elapsed: 9:14:56 temperature: no ada_p: No Discriminator_loss: 0.501946 Generator_loss: 1.2054
[INFO] 2020-09-17 23:06:21 > Step: 12200 Progress: 12.2% Elapsed: 9:19:23 temperature: no ada_p: No Discriminator_loss: 0.641099 Generator_loss: 1.9067
[INFO] 2020-09-17 23:10:45 > Step: 12300 Progress: 12.3% Elapsed: 9:23:47 temperature: no ada_p: No Discriminator_loss: 0.644958 Generator_loss: 1.32182
[INFO] 2020-09-17 23:15:09 > Step: 12400 Progress: 12.4% Elapsed: 9:28:12 temperature: no ada_p: No Discriminator_loss: 0.541697 Generator_loss: 0.616132
[INFO] 2020-09-17 23:19:35 > Step: 12500 Progress: 12.5% Elapsed: 9:32:37 temperature: no ada_p: No Discriminator_loss: 0.715427 Generator_loss: 1.50364
[INFO] 2020-09-17 23:24:01 > Step: 12600 Progress: 12.6% Elapsed: 9:37:03 temperature: no ada_p: No Discriminator_loss: 0.681418 Generator_loss: 0.951006
[INFO] 2020-09-17 23:28:27 > Step: 12700 Progress: 12.7% Elapsed: 9:41:29 temperature: no ada_p: No Discriminator_loss: 1.1419 Generator_loss: 1.02825
[INFO] 2020-09-17 23:32:53 > Step: 12800 Progress: 12.8% Elapsed: 9:45:55 temperature: no ada_p: No Discriminator_loss: 0.444509 Generator_loss: 1.19046
[INFO] 2020-09-17 23:37:20 > Step: 12900 Progress: 12.9% Elapsed: 9:50:22 temperature: no ada_p: No Discriminator_loss: 0.977984 Generator_loss: 1.0041
[INFO] 2020-09-17 23:41:45 > Step: 13000 Progress: 13.0% Elapsed: 9:54:47 temperature: no ada_p: No Discriminator_loss: 0.572564 Generator_loss: 1.01093
[INFO] 2020-09-17 23:46:10 > Step: 13100 Progress: 13.1% Elapsed: 9:59:12 temperature: no ada_p: No Discriminator_loss: 0.586856 Generator_loss: 1.48665
[INFO] 2020-09-17 23:50:37 > Step: 13200 Progress: 13.2% Elapsed: 10:03:39 temperature: no ada_p: No Discriminator_loss: 0.556371 Generator_loss: 1.15615
[INFO] 2020-09-17 23:55:01 > Step: 13300 Progress: 13.3% Elapsed: 10:08:03 temperature: no ada_p: No Discriminator_loss: 0.606948 Generator_loss: 1.20517
[INFO] 2020-09-17 23:59:28 > Step: 13400 Progress: 13.4% Elapsed: 10:12:30 temperature: no ada_p: No Discriminator_loss: 0.812586 Generator_loss: 1.06506
[INFO] 2020-09-18 00:03:55 > Step: 13500 Progress: 13.5% Elapsed: 10:16:57 temperature: no ada_p: No Discriminator_loss: 0.522398 Generator_loss: 1.43919
[INFO] 2020-09-18 00:08:20 > Step: 13600 Progress: 13.6% Elapsed: 10:21:22 temperature: no ada_p: No Discriminator_loss: 0.611181 Generator_loss: 1.64993
[INFO] 2020-09-18 00:12:46 > Step: 13700 Progress: 13.7% Elapsed: 10:25:48 temperature: no ada_p: No Discriminator_loss: 0.693828 Generator_loss: 1.16757
[INFO] 2020-09-18 00:17:13 > Step: 13800 Progress: 13.8% Elapsed: 10:30:15 temperature: no ada_p: No Discriminator_loss: 0.548153 Generator_loss: 1.38909
[INFO] 2020-09-18 00:21:38 > Step: 13900 Progress: 13.9% Elapsed: 10:34:40 temperature: no ada_p: No Discriminator_loss: 0.689869 Generator_loss: 1.97409
[INFO] 2020-09-18 00:26:04 > Step: 14000 Progress: 14.0% Elapsed: 10:39:06 temperature: no ada_p: No Discriminator_loss: 0.756324 Generator_loss: 1.59185
[INFO] 2020-09-18 00:26:04 > Start Evaluation (14000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 00:29:21 > F_8 score (Step: 14000, Using test images): 0.9498594859462153
[INFO] 2020-09-18 00:29:21 > F_1/8 score (Step: 14000, Using test images): 0.9719268962309258
[INFO] 2020-09-18 00:29:21 > FID score (Step: 14000, Using test moments): 21.794381636771845
[INFO] 2020-09-18 00:29:21 > Inception score (Step: 14000, 10000 generated images): 8.9830322265625
[INFO] 2020-09-18 00:29:21 > Best FID score (Step: 14000, Using test moments): 21.794381636771845
[INFO] 2020-09-18 00:29:25 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 00:33:52 > Step: 14100 Progress: 14.1% Elapsed: 10:46:55 temperature: no ada_p: No Discriminator_loss: 0.444469 Generator_loss: 1.74831
[INFO] 2020-09-18 00:38:18 > Step: 14200 Progress: 14.2% Elapsed: 10:51:20 temperature: no ada_p: No Discriminator_loss: 0.756724 Generator_loss: 2.41444
[INFO] 2020-09-18 00:42:44 > Step: 14300 Progress: 14.3% Elapsed: 10:55:46 temperature: no ada_p: No Discriminator_loss: 0.566771 Generator_loss: 2.18305
[INFO] 2020-09-18 00:47:11 > Step: 14400 Progress: 14.4% Elapsed: 11:00:13 temperature: no ada_p: No Discriminator_loss: 0.46546 Generator_loss: 1.8425
[INFO] 2020-09-18 00:51:37 > Step: 14500 Progress: 14.5% Elapsed: 11:04:39 temperature: no ada_p: No Discriminator_loss: 0.714516 Generator_loss: 1.7919
[INFO] 2020-09-18 00:56:03 > Step: 14600 Progress: 14.6% Elapsed: 11:09:05 temperature: no ada_p: No Discriminator_loss: 0.542655 Generator_loss: 1.38496
[INFO] 2020-09-18 01:00:29 > Step: 14700 Progress: 14.7% Elapsed: 11:13:31 temperature: no ada_p: No Discriminator_loss: 0.462233 Generator_loss: 0.866009
[INFO] 2020-09-18 01:04:55 > Step: 14800 Progress: 14.8% Elapsed: 11:17:57 temperature: no ada_p: No Discriminator_loss: 0.618843 Generator_loss: 1.23901
[INFO] 2020-09-18 01:09:21 > Step: 14900 Progress: 14.9% Elapsed: 11:22:23 temperature: no ada_p: No Discriminator_loss: 0.78542 Generator_loss: 1.5628
[INFO] 2020-09-18 01:13:47 > Step: 15000 Progress: 15.0% Elapsed: 11:26:49 temperature: no ada_p: No Discriminator_loss: 0.618848 Generator_loss: 1.3874
[INFO] 2020-09-18 01:18:13 > Step: 15100 Progress: 15.1% Elapsed: 11:31:15 temperature: no ada_p: No Discriminator_loss: 0.615685 Generator_loss: 2.13198
[INFO] 2020-09-18 01:22:39 > Step: 15200 Progress: 15.2% Elapsed: 11:35:41 temperature: no ada_p: No Discriminator_loss: 0.619838 Generator_loss: 1.73523
[INFO] 2020-09-18 01:27:04 > Step: 15300 Progress: 15.3% Elapsed: 11:40:06 temperature: no ada_p: No Discriminator_loss: 0.624353 Generator_loss: 0.996356
[INFO] 2020-09-18 01:31:31 > Step: 15400 Progress: 15.4% Elapsed: 11:44:33 temperature: no ada_p: No Discriminator_loss: 0.553027 Generator_loss: 0.903084
[INFO] 2020-09-18 01:35:58 > Step: 15500 Progress: 15.5% Elapsed: 11:49:00 temperature: no ada_p: No Discriminator_loss: 0.507064 Generator_loss: 1.61697
[INFO] 2020-09-18 01:40:24 > Step: 15600 Progress: 15.6% Elapsed: 11:53:26 temperature: no ada_p: No Discriminator_loss: 0.523915 Generator_loss: 1.60644
[INFO] 2020-09-18 01:44:51 > Step: 15700 Progress: 15.7% Elapsed: 11:57:53 temperature: no ada_p: No Discriminator_loss: 0.500245 Generator_loss: 1.68094
[INFO] 2020-09-18 01:49:18 > Step: 15800 Progress: 15.8% Elapsed: 12:02:20 temperature: no ada_p: No Discriminator_loss: 0.386385 Generator_loss: 1.80329
[INFO] 2020-09-18 01:53:44 > Step: 15900 Progress: 15.9% Elapsed: 12:06:46 temperature: no ada_p: No Discriminator_loss: 0.544179 Generator_loss: 2.07528
[INFO] 2020-09-18 01:58:11 > Step: 16000 Progress: 16.0% Elapsed: 12:11:13 temperature: no ada_p: No Discriminator_loss: 0.647391 Generator_loss: 1.6053
[INFO] 2020-09-18 01:58:11 > Start Evaluation (16000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 02:01:25 > F_8 score (Step: 16000, Using test images): 0.9630547176382528
[INFO] 2020-09-18 02:01:25 > F_1/8 score (Step: 16000, Using test images): 0.9789575185059071
[INFO] 2020-09-18 02:01:25 > FID score (Step: 16000, Using test moments): 19.079888228529114
[INFO] 2020-09-18 02:01:25 > Inception score (Step: 16000, 10000 generated images): 9.18245792388916
[INFO] 2020-09-18 02:01:25 > Best FID score (Step: 16000, Using test moments): 19.079888228529114
[INFO] 2020-09-18 02:01:29 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 02:05:55 > Step: 16100 Progress: 16.1% Elapsed: 12:18:57 temperature: no ada_p: No Discriminator_loss: 0.567971 Generator_loss: 1.70011
[INFO] 2020-09-18 02:10:21 > Step: 16200 Progress: 16.2% Elapsed: 12:23:23 temperature: no ada_p: No Discriminator_loss: 0.755163 Generator_loss: 1.96132
[INFO] 2020-09-18 02:14:48 > Step: 16300 Progress: 16.3% Elapsed: 12:27:50 temperature: no ada_p: No Discriminator_loss: 0.636439 Generator_loss: 1.15634
[INFO] 2020-09-18 02:19:14 > Step: 16400 Progress: 16.4% Elapsed: 12:32:16 temperature: no ada_p: No Discriminator_loss: 0.341395 Generator_loss: 1.26233
[INFO] 2020-09-18 02:23:40 > Step: 16500 Progress: 16.5% Elapsed: 12:36:43 temperature: no ada_p: No Discriminator_loss: 0.454004 Generator_loss: 1.51134
[INFO] 2020-09-18 02:28:07 > Step: 16600 Progress: 16.6% Elapsed: 12:41:09 temperature: no ada_p: No Discriminator_loss: 0.502487 Generator_loss: 1.93542
[INFO] 2020-09-18 02:32:34 > Step: 16700 Progress: 16.7% Elapsed: 12:45:36 temperature: no ada_p: No Discriminator_loss: 0.379757 Generator_loss: 1.67707
[INFO] 2020-09-18 02:37:01 > Step: 16800 Progress: 16.8% Elapsed: 12:50:03 temperature: no ada_p: No Discriminator_loss: 0.375158 Generator_loss: 1.05955
[INFO] 2020-09-18 02:41:27 > Step: 16900 Progress: 16.9% Elapsed: 12:54:29 temperature: no ada_p: No Discriminator_loss: 0.603227 Generator_loss: 1.98774
[INFO] 2020-09-18 02:45:52 > Step: 17000 Progress: 17.0% Elapsed: 12:58:54 temperature: no ada_p: No Discriminator_loss: 0.684951 Generator_loss: 2.18765
[INFO] 2020-09-18 02:50:18 > Step: 17100 Progress: 17.1% Elapsed: 13:03:20 temperature: no ada_p: No Discriminator_loss: 0.439573 Generator_loss: 0.840779
[INFO] 2020-09-18 02:54:45 > Step: 17200 Progress: 17.2% Elapsed: 13:07:47 temperature: no ada_p: No Discriminator_loss: 0.656711 Generator_loss: 1.46971
[INFO] 2020-09-18 02:59:11 > Step: 17300 Progress: 17.3% Elapsed: 13:12:13 temperature: no ada_p: No Discriminator_loss: 0.62089 Generator_loss: 1.08886
[INFO] 2020-09-18 03:03:38 > Step: 17400 Progress: 17.4% Elapsed: 13:16:40 temperature: no ada_p: No Discriminator_loss: 0.32796 Generator_loss: 0.432002
[INFO] 2020-09-18 03:08:03 > Step: 17500 Progress: 17.5% Elapsed: 13:21:05 temperature: no ada_p: No Discriminator_loss: 0.721609 Generator_loss: 0.700988
[INFO] 2020-09-18 03:12:28 > Step: 17600 Progress: 17.6% Elapsed: 13:25:30 temperature: no ada_p: No Discriminator_loss: 0.67244 Generator_loss: 2.39627
[INFO] 2020-09-18 03:16:55 > Step: 17700 Progress: 17.7% Elapsed: 13:29:57 temperature: no ada_p: No Discriminator_loss: 0.508747 Generator_loss: 1.58801
[INFO] 2020-09-18 03:21:21 > Step: 17800 Progress: 17.8% Elapsed: 13:34:23 temperature: no ada_p: No Discriminator_loss: 0.654779 Generator_loss: 1.46222
[INFO] 2020-09-18 03:25:47 > Step: 17900 Progress: 17.9% Elapsed: 13:38:49 temperature: no ada_p: No Discriminator_loss: 0.635914 Generator_loss: 2.01139
[INFO] 2020-09-18 03:30:12 > Step: 18000 Progress: 18.0% Elapsed: 13:43:14 temperature: no ada_p: No Discriminator_loss: 0.500369 Generator_loss: 2.43341
[INFO] 2020-09-18 03:30:12 > Start Evaluation (18000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 03:33:24 > F_8 score (Step: 18000, Using test images): 0.9620529106698882
[INFO] 2020-09-18 03:33:24 > F_1/8 score (Step: 18000, Using test images): 0.9851661834639692
[INFO] 2020-09-18 03:33:24 > FID score (Step: 18000, Using test moments): 16.92492380518894
[INFO] 2020-09-18 03:33:24 > Inception score (Step: 18000, 10000 generated images): 9.159049034118652
[INFO] 2020-09-18 03:33:24 > Best FID score (Step: 18000, Using test moments): 16.92492380518894
[INFO] 2020-09-18 03:33:28 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 03:37:55 > Step: 18100 Progress: 18.1% Elapsed: 13:50:57 temperature: no ada_p: No Discriminator_loss: 0.603803 Generator_loss: 0.999902
[INFO] 2020-09-18 03:42:22 > Step: 18200 Progress: 18.2% Elapsed: 13:55:24 temperature: no ada_p: No Discriminator_loss: 0.648864 Generator_loss: 0.994289
[INFO] 2020-09-18 03:46:50 > Step: 18300 Progress: 18.3% Elapsed: 13:59:52 temperature: no ada_p: No Discriminator_loss: 0.723909 Generator_loss: 1.498
[INFO] 2020-09-18 03:51:16 > Step: 18400 Progress: 18.4% Elapsed: 14:04:18 temperature: no ada_p: No Discriminator_loss: 0.586158 Generator_loss: 1.87962
[INFO] 2020-09-18 03:55:42 > Step: 18500 Progress: 18.5% Elapsed: 14:08:44 temperature: no ada_p: No Discriminator_loss: 0.558646 Generator_loss: 1.32318
[INFO] 2020-09-18 04:00:07 > Step: 18600 Progress: 18.6% Elapsed: 14:13:09 temperature: no ada_p: No Discriminator_loss: 0.784241 Generator_loss: 1.67668
[INFO] 2020-09-18 04:04:33 > Step: 18700 Progress: 18.7% Elapsed: 14:17:35 temperature: no ada_p: No Discriminator_loss: 0.681284 Generator_loss: 1.5101
[INFO] 2020-09-18 04:09:00 > Step: 18800 Progress: 18.8% Elapsed: 14:22:02 temperature: no ada_p: No Discriminator_loss: 0.449372 Generator_loss: 2.10661
[INFO] 2020-09-18 04:13:26 > Step: 18900 Progress: 18.9% Elapsed: 14:26:28 temperature: no ada_p: No Discriminator_loss: 0.555043 Generator_loss: 1.70823
[INFO] 2020-09-18 04:17:53 > Step: 19000 Progress: 19.0% Elapsed: 14:30:55 temperature: no ada_p: No Discriminator_loss: 0.849188 Generator_loss: 2.38282
[INFO] 2020-09-18 04:22:20 > Step: 19100 Progress: 19.1% Elapsed: 14:35:22 temperature: no ada_p: No Discriminator_loss: 0.693503 Generator_loss: 1.96049
[INFO] 2020-09-18 04:26:44 > Step: 19200 Progress: 19.2% Elapsed: 14:39:46 temperature: no ada_p: No Discriminator_loss: 0.759299 Generator_loss: 1.67226
[INFO] 2020-09-18 04:31:11 > Step: 19300 Progress: 19.3% Elapsed: 14:44:13 temperature: no ada_p: No Discriminator_loss: 0.539345 Generator_loss: 1.36016
[INFO] 2020-09-18 04:35:37 > Step: 19400 Progress: 19.4% Elapsed: 14:48:39 temperature: no ada_p: No Discriminator_loss: 0.834105 Generator_loss: 1.09198
[INFO] 2020-09-18 04:40:03 > Step: 19500 Progress: 19.5% Elapsed: 14:53:05 temperature: no ada_p: No Discriminator_loss: 0.781205 Generator_loss: 1.63633
[INFO] 2020-09-18 04:44:30 > Step: 19600 Progress: 19.6% Elapsed: 14:57:32 temperature: no ada_p: No Discriminator_loss: 0.50038 Generator_loss: 1.6462
[INFO] 2020-09-18 04:48:57 > Step: 19700 Progress: 19.7% Elapsed: 15:01:59 temperature: no ada_p: No Discriminator_loss: 0.518798 Generator_loss: 1.36984
[INFO] 2020-09-18 04:53:22 > Step: 19800 Progress: 19.8% Elapsed: 15:06:24 temperature: no ada_p: No Discriminator_loss: 0.55914 Generator_loss: 1.97491
[INFO] 2020-09-18 04:57:47 > Step: 19900 Progress: 19.9% Elapsed: 15:10:49 temperature: no ada_p: No Discriminator_loss: 0.607209 Generator_loss: 1.97903
[INFO] 2020-09-18 05:02:14 > Step: 20000 Progress: 20.0% Elapsed: 15:15:16 temperature: no ada_p: No Discriminator_loss: 0.497752 Generator_loss: 1.711
[INFO] 2020-09-18 05:02:14 > Start Evaluation (20000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 05:05:29 > F_8 score (Step: 20000, Using test images): 0.9683261305541064
[INFO] 2020-09-18 05:05:29 > F_1/8 score (Step: 20000, Using test images): 0.9844006821820036
[INFO] 2020-09-18 05:05:29 > FID score (Step: 20000, Using test moments): 15.276017795862344
[INFO] 2020-09-18 05:05:29 > Inception score (Step: 20000, 10000 generated images): 9.000663757324219
[INFO] 2020-09-18 05:05:29 > Best FID score (Step: 20000, Using test moments): 15.276017795862344
[INFO] 2020-09-18 05:05:33 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 05:10:02 > Step: 20100 Progress: 20.1% Elapsed: 15:23:04 temperature: no ada_p: No Discriminator_loss: 0.581125 Generator_loss: 1.83536
[INFO] 2020-09-18 05:14:29 > Step: 20200 Progress: 20.2% Elapsed: 15:27:32 temperature: no ada_p: No Discriminator_loss: 0.435787 Generator_loss: 1.82171
[INFO] 2020-09-18 05:18:55 > Step: 20300 Progress: 20.3% Elapsed: 15:31:57 temperature: no ada_p: No Discriminator_loss: 0.564852 Generator_loss: 1.84689
[INFO] 2020-09-18 05:23:22 > Step: 20400 Progress: 20.4% Elapsed: 15:36:24 temperature: no ada_p: No Discriminator_loss: 0.370315 Generator_loss: 1.39248
[INFO] 2020-09-18 05:27:49 > Step: 20500 Progress: 20.5% Elapsed: 15:40:51 temperature: no ada_p: No Discriminator_loss: 0.351588 Generator_loss: 1.57227
[INFO] 2020-09-18 05:32:16 > Step: 20600 Progress: 20.6% Elapsed: 15:45:18 temperature: no ada_p: No Discriminator_loss: 0.698781 Generator_loss: 1.77174
[INFO] 2020-09-18 05:36:42 > Step: 20700 Progress: 20.7% Elapsed: 15:49:45 temperature: no ada_p: No Discriminator_loss: 0.558941 Generator_loss: 2.06566
[INFO] 2020-09-18 05:41:08 > Step: 20800 Progress: 20.8% Elapsed: 15:54:10 temperature: no ada_p: No Discriminator_loss: 0.666006 Generator_loss: 2.19916
[INFO] 2020-09-18 05:45:34 > Step: 20900 Progress: 20.9% Elapsed: 15:58:36 temperature: no ada_p: No Discriminator_loss: 0.74467 Generator_loss: 1.74608
[INFO] 2020-09-18 05:50:01 > Step: 21000 Progress: 21.0% Elapsed: 16:03:03 temperature: no ada_p: No Discriminator_loss: 0.630842 Generator_loss: 0.69939
[INFO] 2020-09-18 05:54:28 > Step: 21100 Progress: 21.1% Elapsed: 16:07:30 temperature: no ada_p: No Discriminator_loss: 0.398785 Generator_loss: 2.76276
[INFO] 2020-09-18 05:58:55 > Step: 21200 Progress: 21.2% Elapsed: 16:11:57 temperature: no ada_p: No Discriminator_loss: 0.470172 Generator_loss: 1.43025
[INFO] 2020-09-18 06:03:22 > Step: 21300 Progress: 21.3% Elapsed: 16:16:24 temperature: no ada_p: No Discriminator_loss: 0.544207 Generator_loss: 1.76315
[INFO] 2020-09-18 06:07:50 > Step: 21400 Progress: 21.4% Elapsed: 16:20:52 temperature: no ada_p: No Discriminator_loss: 0.333335 Generator_loss: 1.53691
[INFO] 2020-09-18 06:12:16 > Step: 21500 Progress: 21.5% Elapsed: 16:25:18 temperature: no ada_p: No Discriminator_loss: 0.569295 Generator_loss: 0.553723
[INFO] 2020-09-18 06:16:43 > Step: 21600 Progress: 21.6% Elapsed: 16:29:45 temperature: no ada_p: No Discriminator_loss: 0.524545 Generator_loss: 1.76551
[INFO] 2020-09-18 06:21:09 > Step: 21700 Progress: 21.7% Elapsed: 16:34:11 temperature: no ada_p: No Discriminator_loss: 0.66225 Generator_loss: 1.43061
[INFO] 2020-09-18 06:25:34 > Step: 21800 Progress: 21.8% Elapsed: 16:38:36 temperature: no ada_p: No Discriminator_loss: 0.747186 Generator_loss: 2.28875
[INFO] 2020-09-18 06:30:00 > Step: 21900 Progress: 21.9% Elapsed: 16:43:02 temperature: no ada_p: No Discriminator_loss: 0.58174 Generator_loss: 1.84949
[INFO] 2020-09-18 06:34:26 > Step: 22000 Progress: 22.0% Elapsed: 16:47:28 temperature: no ada_p: No Discriminator_loss: 0.437159 Generator_loss: 1.13948
[INFO] 2020-09-18 06:34:26 > Start Evaluation (22000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 06:37:41 > F_8 score (Step: 22000, Using test images): 0.973871426875399
[INFO] 2020-09-18 06:37:41 > F_1/8 score (Step: 22000, Using test images): 0.9863596086753215
[INFO] 2020-09-18 06:37:41 > FID score (Step: 22000, Using test moments): 14.3511642049138
[INFO] 2020-09-18 06:37:41 > Inception score (Step: 22000, 10000 generated images): 9.290818214416504
[INFO] 2020-09-18 06:37:41 > Best FID score (Step: 22000, Using test moments): 14.3511642049138
[INFO] 2020-09-18 06:37:46 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 06:42:15 > Step: 22100 Progress: 22.1% Elapsed: 16:55:17 temperature: no ada_p: No Discriminator_loss: 0.512296 Generator_loss: 1.90587
[INFO] 2020-09-18 06:46:42 > Step: 22200 Progress: 22.2% Elapsed: 16:59:45 temperature: no ada_p: No Discriminator_loss: 0.453914 Generator_loss: 1.40906
[INFO] 2020-09-18 06:51:08 > Step: 22300 Progress: 22.3% Elapsed: 17:04:10 temperature: no ada_p: No Discriminator_loss: 0.737167 Generator_loss: 1.4456
[INFO] 2020-09-18 06:55:34 > Step: 22400 Progress: 22.4% Elapsed: 17:08:36 temperature: no ada_p: No Discriminator_loss: 0.682665 Generator_loss: 1.10918
[INFO] 2020-09-18 07:00:00 > Step: 22500 Progress: 22.5% Elapsed: 17:13:02 temperature: no ada_p: No Discriminator_loss: 0.720251 Generator_loss: 1.39176
[INFO] 2020-09-18 07:04:26 > Step: 22600 Progress: 22.6% Elapsed: 17:17:28 temperature: no ada_p: No Discriminator_loss: 0.911385 Generator_loss: 2.92011
[INFO] 2020-09-18 07:08:51 > Step: 22700 Progress: 22.7% Elapsed: 17:21:53 temperature: no ada_p: No Discriminator_loss: 0.575525 Generator_loss: 1.35251
[INFO] 2020-09-18 07:13:16 > Step: 22800 Progress: 22.8% Elapsed: 17:26:19 temperature: no ada_p: No Discriminator_loss: 0.608973 Generator_loss: 1.21054
[INFO] 2020-09-18 07:17:42 > Step: 22900 Progress: 22.9% Elapsed: 17:30:44 temperature: no ada_p: No Discriminator_loss: 0.722893 Generator_loss: 1.88484
[INFO] 2020-09-18 07:22:08 > Step: 23000 Progress: 23.0% Elapsed: 17:35:10 temperature: no ada_p: No Discriminator_loss: 0.431106 Generator_loss: 2.05947
[INFO] 2020-09-18 07:26:31 > Step: 23100 Progress: 23.1% Elapsed: 17:39:34 temperature: no ada_p: No Discriminator_loss: 0.505289 Generator_loss: 1.14662
[INFO] 2020-09-18 07:30:57 > Step: 23200 Progress: 23.2% Elapsed: 17:43:59 temperature: no ada_p: No Discriminator_loss: 0.471033 Generator_loss: 1.31904
[INFO] 2020-09-18 07:35:22 > Step: 23300 Progress: 23.3% Elapsed: 17:48:24 temperature: no ada_p: No Discriminator_loss: 0.478455 Generator_loss: 1.13645
[INFO] 2020-09-18 07:39:47 > Step: 23400 Progress: 23.4% Elapsed: 17:52:49 temperature: no ada_p: No Discriminator_loss: 0.329256 Generator_loss: 1.86863
[INFO] 2020-09-18 07:44:12 > Step: 23500 Progress: 23.5% Elapsed: 17:57:15 temperature: no ada_p: No Discriminator_loss: 0.526975 Generator_loss: 1.87742
[INFO] 2020-09-18 07:48:37 > Step: 23600 Progress: 23.6% Elapsed: 18:01:40 temperature: no ada_p: No Discriminator_loss: 0.5363 Generator_loss: 1.03524
[INFO] 2020-09-18 07:52:59 > Step: 23700 Progress: 23.7% Elapsed: 18:06:01 temperature: no ada_p: No Discriminator_loss: 0.663551 Generator_loss: 2.25429
[INFO] 2020-09-18 07:57:24 > Step: 23800 Progress: 23.8% Elapsed: 18:10:26 temperature: no ada_p: No Discriminator_loss: 0.448289 Generator_loss: 1.48148
[INFO] 2020-09-18 08:01:50 > Step: 23900 Progress: 23.9% Elapsed: 18:14:52 temperature: no ada_p: No Discriminator_loss: 0.465418 Generator_loss: 1.01773
[INFO] 2020-09-18 08:06:14 > Step: 24000 Progress: 24.0% Elapsed: 18:19:16 temperature: no ada_p: No Discriminator_loss: 0.624217 Generator_loss: 0.766272
[INFO] 2020-09-18 08:06:14 > Start Evaluation (24000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 08:09:28 > F_8 score (Step: 24000, Using test images): 0.9852257508090458
[INFO] 2020-09-18 08:09:28 > F_1/8 score (Step: 24000, Using test images): 0.9872090659589479
[INFO] 2020-09-18 08:09:28 > FID score (Step: 24000, Using test moments): 13.304379133804332
[INFO] 2020-09-18 08:09:28 > Inception score (Step: 24000, 10000 generated images): 9.298358917236328
[INFO] 2020-09-18 08:09:28 > Best FID score (Step: 24000, Using test moments): 13.304379133804332
[INFO] 2020-09-18 08:09:33 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 08:13:59 > Step: 24100 Progress: 24.1% Elapsed: 18:27:01 temperature: no ada_p: No Discriminator_loss: 0.412764 Generator_loss: 1.74818
[INFO] 2020-09-18 08:18:22 > Step: 24200 Progress: 24.2% Elapsed: 18:31:24 temperature: no ada_p: No Discriminator_loss: 0.585422 Generator_loss: 2.06552
[INFO] 2020-09-18 08:22:46 > Step: 24300 Progress: 24.3% Elapsed: 18:35:48 temperature: no ada_p: No Discriminator_loss: 0.586078 Generator_loss: 1.70956
[INFO] 2020-09-18 08:27:12 > Step: 24400 Progress: 24.4% Elapsed: 18:40:14 temperature: no ada_p: No Discriminator_loss: 0.623453 Generator_loss: 1.10145
[INFO] 2020-09-18 08:31:35 > Step: 24500 Progress: 24.5% Elapsed: 18:44:37 temperature: no ada_p: No Discriminator_loss: 0.622573 Generator_loss: 1.85942
[INFO] 2020-09-18 08:35:58 > Step: 24600 Progress: 24.6% Elapsed: 18:49:01 temperature: no ada_p: No Discriminator_loss: 0.659598 Generator_loss: 2.3522
[INFO] 2020-09-18 08:40:23 > Step: 24700 Progress: 24.7% Elapsed: 18:53:25 temperature: no ada_p: No Discriminator_loss: 0.531487 Generator_loss: 1.80916
[INFO] 2020-09-18 08:44:46 > Step: 24800 Progress: 24.8% Elapsed: 18:57:48 temperature: no ada_p: No Discriminator_loss: 0.609647 Generator_loss: 1.54162
[INFO] 2020-09-18 08:49:10 > Step: 24900 Progress: 24.9% Elapsed: 19:02:12 temperature: no ada_p: No Discriminator_loss: 0.532036 Generator_loss: 1.98187
[INFO] 2020-09-18 08:53:36 > Step: 25000 Progress: 25.0% Elapsed: 19:06:38 temperature: no ada_p: No Discriminator_loss: 0.545399 Generator_loss: 1.14668
[INFO] 2020-09-18 08:58:00 > Step: 25100 Progress: 25.1% Elapsed: 19:11:02 temperature: no ada_p: No Discriminator_loss: 0.587587 Generator_loss: 0.887879
[INFO] 2020-09-18 09:02:24 > Step: 25200 Progress: 25.2% Elapsed: 19:15:26 temperature: no ada_p: No Discriminator_loss: 0.493081 Generator_loss: 2.17836
[INFO] 2020-09-18 09:06:48 > Step: 25300 Progress: 25.3% Elapsed: 19:19:51 temperature: no ada_p: No Discriminator_loss: 0.640095 Generator_loss: 2.03504
[INFO] 2020-09-18 09:11:11 > Step: 25400 Progress: 25.4% Elapsed: 19:24:14 temperature: no ada_p: No Discriminator_loss: 0.511922 Generator_loss: 1.4143
[INFO] 2020-09-18 09:15:35 > Step: 25500 Progress: 25.5% Elapsed: 19:28:37 temperature: no ada_p: No Discriminator_loss: 0.671839 Generator_loss: 2.42745
[INFO] 2020-09-18 09:20:00 > Step: 25600 Progress: 25.6% Elapsed: 19:33:02 temperature: no ada_p: No Discriminator_loss: 0.681486 Generator_loss: 1.82501
[INFO] 2020-09-18 09:24:24 > Step: 25700 Progress: 25.7% Elapsed: 19:37:26 temperature: no ada_p: No Discriminator_loss: 0.574294 Generator_loss: 2.00984
[INFO] 2020-09-18 09:28:49 > Step: 25800 Progress: 25.8% Elapsed: 19:41:51 temperature: no ada_p: No Discriminator_loss: 0.621468 Generator_loss: 1.77936
[INFO] 2020-09-18 09:33:14 > Step: 25900 Progress: 25.9% Elapsed: 19:46:16 temperature: no ada_p: No Discriminator_loss: 0.48647 Generator_loss: 1.79476
[INFO] 2020-09-18 09:37:37 > Step: 26000 Progress: 26.0% Elapsed: 19:50:39 temperature: no ada_p: No Discriminator_loss: 0.484345 Generator_loss: 1.84303
[INFO] 2020-09-18 09:37:37 > Start Evaluation (26000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 09:40:52 > F_8 score (Step: 26000, Using test images): 0.9802061168264325
[INFO] 2020-09-18 09:40:52 > F_1/8 score (Step: 26000, Using test images): 0.9888978255008608
[INFO] 2020-09-18 09:40:52 > FID score (Step: 26000, Using test moments): 12.189649750299282
[INFO] 2020-09-18 09:40:52 > Inception score (Step: 26000, 10000 generated images): 9.255876541137695
[INFO] 2020-09-18 09:40:52 > Best FID score (Step: 26000, Using test moments): 12.189649750299282
[INFO] 2020-09-18 09:40:56 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 09:45:22 > Step: 26100 Progress: 26.1% Elapsed: 19:58:25 temperature: no ada_p: No Discriminator_loss: 0.573153 Generator_loss: 1.95988
[INFO] 2020-09-18 09:49:48 > Step: 26200 Progress: 26.2% Elapsed: 20:02:50 temperature: no ada_p: No Discriminator_loss: 0.64407 Generator_loss: 1.29048
[INFO] 2020-09-18 09:54:12 > Step: 26300 Progress: 26.3% Elapsed: 20:07:14 temperature: no ada_p: No Discriminator_loss: 0.602514 Generator_loss: 1.32312
[INFO] 2020-09-18 09:58:35 > Step: 26400 Progress: 26.4% Elapsed: 20:11:37 temperature: no ada_p: No Discriminator_loss: 0.363618 Generator_loss: 1.34051
[INFO] 2020-09-18 10:02:57 > Step: 26500 Progress: 26.5% Elapsed: 20:15:59 temperature: no ada_p: No Discriminator_loss: 0.533365 Generator_loss: 1.89791
[INFO] 2020-09-18 10:07:22 > Step: 26600 Progress: 26.6% Elapsed: 20:20:24 temperature: no ada_p: No Discriminator_loss: 0.829528 Generator_loss: 1.58169
[INFO] 2020-09-18 10:11:46 > Step: 26700 Progress: 26.7% Elapsed: 20:24:48 temperature: no ada_p: No Discriminator_loss: 0.477988 Generator_loss: 1.81978
[INFO] 2020-09-18 10:16:10 > Step: 26800 Progress: 26.8% Elapsed: 20:29:12 temperature: no ada_p: No Discriminator_loss: 0.50154 Generator_loss: 1.90912
[INFO] 2020-09-18 10:20:35 > Step: 26900 Progress: 26.9% Elapsed: 20:33:37 temperature: no ada_p: No Discriminator_loss: 0.405003 Generator_loss: 1.38151
[INFO] 2020-09-18 10:24:58 > Step: 27000 Progress: 27.0% Elapsed: 20:38:00 temperature: no ada_p: No Discriminator_loss: 0.567366 Generator_loss: 0.811763
[INFO] 2020-09-18 10:29:21 > Step: 27100 Progress: 27.1% Elapsed: 20:42:24 temperature: no ada_p: No Discriminator_loss: 0.556521 Generator_loss: 0.937424
[INFO] 2020-09-18 10:33:46 > Step: 27200 Progress: 27.2% Elapsed: 20:46:48 temperature: no ada_p: No Discriminator_loss: 0.664616 Generator_loss: 1.07674
[INFO] 2020-09-18 10:38:10 > Step: 27300 Progress: 27.3% Elapsed: 20:51:12 temperature: no ada_p: No Discriminator_loss: 0.451471 Generator_loss: 1.97237
[INFO] 2020-09-18 10:42:33 > Step: 27400 Progress: 27.4% Elapsed: 20:55:35 temperature: no ada_p: No Discriminator_loss: 0.533686 Generator_loss: 1.55831
[INFO] 2020-09-18 10:46:57 > Step: 27500 Progress: 27.5% Elapsed: 21:00:00 temperature: no ada_p: No Discriminator_loss: 0.470204 Generator_loss: 1.67859
[INFO] 2020-09-18 10:51:20 > Step: 27600 Progress: 27.6% Elapsed: 21:04:22 temperature: no ada_p: No Discriminator_loss: 0.668668 Generator_loss: 0.919884
[INFO] 2020-09-18 10:55:44 > Step: 27700 Progress: 27.7% Elapsed: 21:08:46 temperature: no ada_p: No Discriminator_loss: 0.69971 Generator_loss: 1.28025
[INFO] 2020-09-18 11:00:08 > Step: 27800 Progress: 27.8% Elapsed: 21:13:10 temperature: no ada_p: No Discriminator_loss: 0.378841 Generator_loss: 1.46487
[INFO] 2020-09-18 11:04:32 > Step: 27900 Progress: 27.9% Elapsed: 21:17:34 temperature: no ada_p: No Discriminator_loss: 0.412099 Generator_loss: 1.76643
[INFO] 2020-09-18 11:08:56 > Step: 28000 Progress: 28.0% Elapsed: 21:21:58 temperature: no ada_p: No Discriminator_loss: 0.306876 Generator_loss: 1.55787
[INFO] 2020-09-18 11:08:56 > Start Evaluation (28000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 11:12:11 > F_8 score (Step: 28000, Using test images): 0.9824047923843462
[INFO] 2020-09-18 11:12:11 > F_1/8 score (Step: 28000, Using test images): 0.989952883997725
[INFO] 2020-09-18 11:12:11 > FID score (Step: 28000, Using test moments): 11.8445443499553
[INFO] 2020-09-18 11:12:11 > Inception score (Step: 28000, 10000 generated images): 9.394683837890625
[INFO] 2020-09-18 11:12:11 > Best FID score (Step: 28000, Using test moments): 11.8445443499553
[INFO] 2020-09-18 11:12:16 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 11:16:42 > Step: 28100 Progress: 28.1% Elapsed: 21:29:44 temperature: no ada_p: No Discriminator_loss: 0.526916 Generator_loss: 2.33388
[INFO] 2020-09-18 11:21:03 > Step: 28200 Progress: 28.2% Elapsed: 21:34:05 temperature: no ada_p: No Discriminator_loss: 0.49551 Generator_loss: 1.1245
[INFO] 2020-09-18 11:25:20 > Step: 28300 Progress: 28.3% Elapsed: 21:38:22 temperature: no ada_p: No Discriminator_loss: 0.788859 Generator_loss: 0.986577
[INFO] 2020-09-18 11:29:35 > Step: 28400 Progress: 28.4% Elapsed: 21:42:37 temperature: no ada_p: No Discriminator_loss: 0.576342 Generator_loss: 1.31893
[INFO] 2020-09-18 11:33:49 > Step: 28500 Progress: 28.5% Elapsed: 21:46:51 temperature: no ada_p: No Discriminator_loss: 0.648656 Generator_loss: 1.12772
[INFO] 2020-09-18 11:38:05 > Step: 28600 Progress: 28.6% Elapsed: 21:51:07 temperature: no ada_p: No Discriminator_loss: 0.510228 Generator_loss: 1.80972
[INFO] 2020-09-18 11:42:20 > Step: 28700 Progress: 28.7% Elapsed: 21:55:22 temperature: no ada_p: No Discriminator_loss: 0.439968 Generator_loss: 0.900663
[INFO] 2020-09-18 11:46:35 > Step: 28800 Progress: 28.8% Elapsed: 21:59:37 temperature: no ada_p: No Discriminator_loss: 0.320744 Generator_loss: 1.68063
[INFO] 2020-09-18 11:50:50 > Step: 28900 Progress: 28.9% Elapsed: 22:03:53 temperature: no ada_p: No Discriminator_loss: 0.320001 Generator_loss: 1.89958
[INFO] 2020-09-18 11:55:06 > Step: 29000 Progress: 29.0% Elapsed: 22:08:08 temperature: no ada_p: No Discriminator_loss: 0.433922 Generator_loss: 1.09277
[INFO] 2020-09-18 11:59:25 > Step: 29100 Progress: 29.1% Elapsed: 22:12:27 temperature: no ada_p: No Discriminator_loss: 0.741112 Generator_loss: 2.49555
[INFO] 2020-09-18 12:03:40 > Step: 29200 Progress: 29.2% Elapsed: 22:16:43 temperature: no ada_p: No Discriminator_loss: 0.34488 Generator_loss: 1.32134
[INFO] 2020-09-18 12:07:56 > Step: 29300 Progress: 29.3% Elapsed: 22:20:58 temperature: no ada_p: No Discriminator_loss: 0.460624 Generator_loss: 1.48523
[INFO] 2020-09-18 12:12:12 > Step: 29400 Progress: 29.4% Elapsed: 22:25:14 temperature: no ada_p: No Discriminator_loss: 0.543236 Generator_loss: 2.27281
[INFO] 2020-09-18 12:16:27 > Step: 29500 Progress: 29.5% Elapsed: 22:29:29 temperature: no ada_p: No Discriminator_loss: 0.673238 Generator_loss: 2.34062
[INFO] 2020-09-18 12:20:42 > Step: 29600 Progress: 29.6% Elapsed: 22:33:44 temperature: no ada_p: No Discriminator_loss: 0.475733 Generator_loss: 1.99949
[INFO] 2020-09-18 12:24:57 > Step: 29700 Progress: 29.7% Elapsed: 22:37:59 temperature: no ada_p: No Discriminator_loss: 0.506077 Generator_loss: 1.64059
[INFO] 2020-09-18 12:29:11 > Step: 29800 Progress: 29.8% Elapsed: 22:42:13 temperature: no ada_p: No Discriminator_loss: 0.454365 Generator_loss: 2.03401
[INFO] 2020-09-18 12:33:26 > Step: 29900 Progress: 29.9% Elapsed: 22:46:28 temperature: no ada_p: No Discriminator_loss: 1.08113 Generator_loss: 0.421181
[INFO] 2020-09-18 12:37:41 > Step: 30000 Progress: 30.0% Elapsed: 22:50:43 temperature: no ada_p: No Discriminator_loss: 0.485625 Generator_loss: 1.22542
[INFO] 2020-09-18 12:37:41 > Start Evaluation (30000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 12:40:47 > F_8 score (Step: 30000, Using test images): 0.9773828165702915
[INFO] 2020-09-18 12:40:47 > F_1/8 score (Step: 30000, Using test images): 0.9918967844952468
[INFO] 2020-09-18 12:40:47 > FID score (Step: 30000, Using test moments): 11.456368989775058
[INFO] 2020-09-18 12:40:47 > Inception score (Step: 30000, 10000 generated images): 9.327848434448242
[INFO] 2020-09-18 12:40:47 > Best FID score (Step: 30000, Using test moments): 11.456368989775058
[INFO] 2020-09-18 12:40:52 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 12:45:09 > Step: 30100 Progress: 30.1% Elapsed: 22:58:11 temperature: no ada_p: No Discriminator_loss: 0.498381 Generator_loss: 1.90571
[INFO] 2020-09-18 12:49:24 > Step: 30200 Progress: 30.2% Elapsed: 23:02:26 temperature: no ada_p: No Discriminator_loss: 0.374515 Generator_loss: 1.73886
[INFO] 2020-09-18 12:53:38 > Step: 30300 Progress: 30.3% Elapsed: 23:06:41 temperature: no ada_p: No Discriminator_loss: 0.326345 Generator_loss: 1.47254
[INFO] 2020-09-18 12:57:53 > Step: 30400 Progress: 30.4% Elapsed: 23:10:56 temperature: no ada_p: No Discriminator_loss: 0.466878 Generator_loss: 1.52078
[INFO] 2020-09-18 13:02:05 > Step: 30500 Progress: 30.5% Elapsed: 23:15:07 temperature: no ada_p: No Discriminator_loss: 0.516483 Generator_loss: 1.43501
[INFO] 2020-09-18 13:06:14 > Step: 30600 Progress: 30.6% Elapsed: 23:19:17 temperature: no ada_p: No Discriminator_loss: 0.561841 Generator_loss: 1.36818
[INFO] 2020-09-18 13:10:24 > Step: 30700 Progress: 30.7% Elapsed: 23:23:27 temperature: no ada_p: No Discriminator_loss: 0.49339 Generator_loss: 1.88132
[INFO] 2020-09-18 13:14:34 > Step: 30800 Progress: 30.8% Elapsed: 23:27:36 temperature: no ada_p: No Discriminator_loss: 0.515466 Generator_loss: 1.8016
[INFO] 2020-09-18 13:18:43 > Step: 30900 Progress: 30.9% Elapsed: 23:31:45 temperature: no ada_p: No Discriminator_loss: 0.327387 Generator_loss: 2.11989
[INFO] 2020-09-18 13:22:53 > Step: 31000 Progress: 31.0% Elapsed: 23:35:55 temperature: no ada_p: No Discriminator_loss: 0.473025 Generator_loss: 1.45079
[INFO] 2020-09-18 13:27:03 > Step: 31100 Progress: 31.1% Elapsed: 23:40:05 temperature: no ada_p: No Discriminator_loss: 0.332738 Generator_loss: 2.09861
[INFO] 2020-09-18 13:31:12 > Step: 31200 Progress: 31.2% Elapsed: 23:44:14 temperature: no ada_p: No Discriminator_loss: 0.584111 Generator_loss: 2.36916
[INFO] 2020-09-18 13:35:22 > Step: 31300 Progress: 31.3% Elapsed: 23:48:25 temperature: no ada_p: No Discriminator_loss: 0.482886 Generator_loss: 1.37041
[INFO] 2020-09-18 13:39:33 > Step: 31400 Progress: 31.4% Elapsed: 23:52:35 temperature: no ada_p: No Discriminator_loss: 0.379343 Generator_loss: 2.21854
[INFO] 2020-09-18 13:43:48 > Step: 31500 Progress: 31.5% Elapsed: 23:56:51 temperature: no ada_p: No Discriminator_loss: 0.412485 Generator_loss: 1.79699
[INFO] 2020-09-18 13:47:59 > Step: 31600 Progress: 31.6% Elapsed: 1 day, 0:01:01 temperature: no ada_p: No Discriminator_loss: 0.593539 Generator_loss: 2.15777
[INFO] 2020-09-18 13:52:08 > Step: 31700 Progress: 31.7% Elapsed: 1 day, 0:05:10 temperature: no ada_p: No Discriminator_loss: 0.53862 Generator_loss: 2.07854
[INFO] 2020-09-18 13:56:18 > Step: 31800 Progress: 31.8% Elapsed: 1 day, 0:09:20 temperature: no ada_p: No Discriminator_loss: 0.616533 Generator_loss: 1.73537
[INFO] 2020-09-18 14:00:27 > Step: 31900 Progress: 31.9% Elapsed: 1 day, 0:13:29 temperature: no ada_p: No Discriminator_loss: 0.473161 Generator_loss: 2.01055
[INFO] 2020-09-18 14:04:37 > Step: 32000 Progress: 32.0% Elapsed: 1 day, 0:17:39 temperature: no ada_p: No Discriminator_loss: 0.720714 Generator_loss: 1.61816
[INFO] 2020-09-18 14:04:37 > Start Evaluation (32000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 14:07:39 > F_8 score (Step: 32000, Using test images): 0.9864719943084086
[INFO] 2020-09-18 14:07:39 > F_1/8 score (Step: 32000, Using test images): 0.9900123527438013
[INFO] 2020-09-18 14:07:39 > FID score (Step: 32000, Using test moments): 11.128605251327429
[INFO] 2020-09-18 14:07:39 > Inception score (Step: 32000, 10000 generated images): 9.316119194030762
[INFO] 2020-09-18 14:07:39 > Best FID score (Step: 32000, Using test moments): 11.128605251327429
[INFO] 2020-09-18 14:07:43 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 14:11:55 > Step: 32100 Progress: 32.1% Elapsed: 1 day, 0:24:57 temperature: no ada_p: No Discriminator_loss: 0.6154 Generator_loss: 1.80703
[INFO] 2020-09-18 14:16:04 > Step: 32200 Progress: 32.2% Elapsed: 1 day, 0:29:07 temperature: no ada_p: No Discriminator_loss: 0.297118 Generator_loss: 1.36476
[INFO] 2020-09-18 14:20:14 > Step: 32300 Progress: 32.3% Elapsed: 1 day, 0:33:16 temperature: no ada_p: No Discriminator_loss: 0.401814 Generator_loss: 1.8759
[INFO] 2020-09-18 14:24:24 > Step: 32400 Progress: 32.4% Elapsed: 1 day, 0:37:26 temperature: no ada_p: No Discriminator_loss: 0.439081 Generator_loss: 1.79901
[INFO] 2020-09-18 14:28:33 > Step: 32500 Progress: 32.5% Elapsed: 1 day, 0:41:35 temperature: no ada_p: No Discriminator_loss: 0.475072 Generator_loss: 1.6025
[INFO] 2020-09-18 14:32:43 > Step: 32600 Progress: 32.6% Elapsed: 1 day, 0:45:45 temperature: no ada_p: No Discriminator_loss: 0.300283 Generator_loss: 1.99976
[INFO] 2020-09-18 14:36:53 > Step: 32700 Progress: 32.7% Elapsed: 1 day, 0:49:55 temperature: no ada_p: No Discriminator_loss: 0.397567 Generator_loss: 1.44413
[INFO] 2020-09-18 14:41:11 > Step: 32800 Progress: 32.8% Elapsed: 1 day, 0:54:13 temperature: no ada_p: No Discriminator_loss: 0.449554 Generator_loss: 1.34987
[INFO] 2020-09-18 14:45:33 > Step: 32900 Progress: 32.9% Elapsed: 1 day, 0:58:35 temperature: no ada_p: No Discriminator_loss: 0.421053 Generator_loss: 1.32986
[INFO] 2020-09-18 14:49:56 > Step: 33000 Progress: 33.0% Elapsed: 1 day, 1:02:58 temperature: no ada_p: No Discriminator_loss: 0.453308 Generator_loss: 1.09734
[INFO] 2020-09-18 14:54:19 > Step: 33100 Progress: 33.1% Elapsed: 1 day, 1:07:21 temperature: no ada_p: No Discriminator_loss: 0.285027 Generator_loss: 1.57374
[INFO] 2020-09-18 14:58:42 > Step: 33200 Progress: 33.2% Elapsed: 1 day, 1:11:44 temperature: no ada_p: No Discriminator_loss: 0.330344 Generator_loss: 1.49308
[INFO] 2020-09-18 15:03:04 > Step: 33300 Progress: 33.3% Elapsed: 1 day, 1:16:06 temperature: no ada_p: No Discriminator_loss: 0.447383 Generator_loss: 1.90102
[INFO] 2020-09-18 15:07:28 > Step: 33400 Progress: 33.4% Elapsed: 1 day, 1:20:30 temperature: no ada_p: No Discriminator_loss: 0.36775 Generator_loss: 1.00668
[INFO] 2020-09-18 15:11:51 > Step: 33500 Progress: 33.5% Elapsed: 1 day, 1:24:54 temperature: no ada_p: No Discriminator_loss: 0.534821 Generator_loss: 1.21822
[INFO] 2020-09-18 15:16:14 > Step: 33600 Progress: 33.6% Elapsed: 1 day, 1:29:16 temperature: no ada_p: No Discriminator_loss: 0.445914 Generator_loss: 1.5843
[INFO] 2020-09-18 15:20:36 > Step: 33700 Progress: 33.7% Elapsed: 1 day, 1:33:38 temperature: no ada_p: No Discriminator_loss: 0.301531 Generator_loss: 1.46755
[INFO] 2020-09-18 15:24:59 > Step: 33800 Progress: 33.8% Elapsed: 1 day, 1:38:01 temperature: no ada_p: No Discriminator_loss: 0.660668 Generator_loss: 2.00371
[INFO] 2020-09-18 15:29:22 > Step: 33900 Progress: 33.9% Elapsed: 1 day, 1:42:24 temperature: no ada_p: No Discriminator_loss: 0.458972 Generator_loss: 2.05021
[INFO] 2020-09-18 15:33:45 > Step: 34000 Progress: 34.0% Elapsed: 1 day, 1:46:47 temperature: no ada_p: No Discriminator_loss: 0.461796 Generator_loss: 1.46888
[INFO] 2020-09-18 15:33:45 > Start Evaluation (34000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 15:36:54 > F_8 score (Step: 34000, Using test images): 0.9878900014785374
[INFO] 2020-09-18 15:36:54 > F_1/8 score (Step: 34000, Using test images): 0.990873402034329
[INFO] 2020-09-18 15:36:54 > FID score (Step: 34000, Using test moments): 10.814500301326916
[INFO] 2020-09-18 15:36:54 > Inception score (Step: 34000, 10000 generated images): 9.267495155334473
[INFO] 2020-09-18 15:36:54 > Best FID score (Step: 34000, Using test moments): 10.814500301326916
[INFO] 2020-09-18 15:36:59 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 15:41:23 > Step: 34100 Progress: 34.1% Elapsed: 1 day, 1:54:25 temperature: no ada_p: No Discriminator_loss: 1.00251 Generator_loss: 1.18493
[INFO] 2020-09-18 15:45:46 > Step: 34200 Progress: 34.2% Elapsed: 1 day, 1:58:48 temperature: no ada_p: No Discriminator_loss: 0.509058 Generator_loss: 1.1315
[INFO] 2020-09-18 15:50:09 > Step: 34300 Progress: 34.3% Elapsed: 1 day, 2:03:11 temperature: no ada_p: No Discriminator_loss: 0.517845 Generator_loss: 1.73631
[INFO] 2020-09-18 15:54:32 > Step: 34400 Progress: 34.4% Elapsed: 1 day, 2:07:35 temperature: no ada_p: No Discriminator_loss: 0.533909 Generator_loss: 1.08315
[INFO] 2020-09-18 15:58:55 > Step: 34500 Progress: 34.5% Elapsed: 1 day, 2:11:57 temperature: no ada_p: No Discriminator_loss: 0.425371 Generator_loss: 2.35673
[INFO] 2020-09-18 16:03:17 > Step: 34600 Progress: 34.6% Elapsed: 1 day, 2:16:20 temperature: no ada_p: No Discriminator_loss: 0.521835 Generator_loss: 1.74972
[INFO] 2020-09-18 16:07:41 > Step: 34700 Progress: 34.7% Elapsed: 1 day, 2:20:43 temperature: no ada_p: No Discriminator_loss: 0.432065 Generator_loss: 1.43719
[INFO] 2020-09-18 16:12:03 > Step: 34800 Progress: 34.8% Elapsed: 1 day, 2:25:05 temperature: no ada_p: No Discriminator_loss: 0.537776 Generator_loss: 2.36003
[INFO] 2020-09-18 16:16:26 > Step: 34900 Progress: 34.9% Elapsed: 1 day, 2:29:28 temperature: no ada_p: No Discriminator_loss: 0.444731 Generator_loss: 1.9267
[INFO] 2020-09-18 16:20:48 > Step: 35000 Progress: 35.0% Elapsed: 1 day, 2:33:51 temperature: no ada_p: No Discriminator_loss: 0.374612 Generator_loss: 1.3422
[INFO] 2020-09-18 16:25:11 > Step: 35100 Progress: 35.1% Elapsed: 1 day, 2:38:13 temperature: no ada_p: No Discriminator_loss: 0.472183 Generator_loss: 2.17326
[INFO] 2020-09-18 16:29:33 > Step: 35200 Progress: 35.2% Elapsed: 1 day, 2:42:35 temperature: no ada_p: No Discriminator_loss: 0.346588 Generator_loss: 1.05775
[INFO] 2020-09-18 16:33:56 > Step: 35300 Progress: 35.3% Elapsed: 1 day, 2:46:58 temperature: no ada_p: No Discriminator_loss: 0.375693 Generator_loss: 1.44533
[INFO] 2020-09-18 16:38:19 > Step: 35400 Progress: 35.4% Elapsed: 1 day, 2:51:21 temperature: no ada_p: No Discriminator_loss: 0.411561 Generator_loss: 1.40874
[INFO] 2020-09-18 16:42:41 > Step: 35500 Progress: 35.5% Elapsed: 1 day, 2:55:43 temperature: no ada_p: No Discriminator_loss: 0.519152 Generator_loss: 2.10821
[INFO] 2020-09-18 16:47:04 > Step: 35600 Progress: 35.6% Elapsed: 1 day, 3:00:06 temperature: no ada_p: No Discriminator_loss: 0.46772 Generator_loss: 1.57273
[INFO] 2020-09-18 16:51:27 > Step: 35700 Progress: 35.7% Elapsed: 1 day, 3:04:29 temperature: no ada_p: No Discriminator_loss: 0.536417 Generator_loss: 1.80594
[INFO] 2020-09-18 16:55:49 > Step: 35800 Progress: 35.8% Elapsed: 1 day, 3:08:51 temperature: no ada_p: No Discriminator_loss: 0.528582 Generator_loss: 1.21286
[INFO] 2020-09-18 17:00:12 > Step: 35900 Progress: 35.9% Elapsed: 1 day, 3:13:14 temperature: no ada_p: No Discriminator_loss: 0.407514 Generator_loss: 1.90188
[INFO] 2020-09-18 17:04:34 > Step: 36000 Progress: 36.0% Elapsed: 1 day, 3:17:36 temperature: no ada_p: No Discriminator_loss: 0.303807 Generator_loss: 1.87178
[INFO] 2020-09-18 17:04:34 > Start Evaluation (36000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 17:07:43 > F_8 score (Step: 36000, Using test images): 0.9877146037823258
[INFO] 2020-09-18 17:07:43 > F_1/8 score (Step: 36000, Using test images): 0.9894883305967759
[INFO] 2020-09-18 17:07:43 > FID score (Step: 36000, Using test moments): 10.358932003248242
[INFO] 2020-09-18 17:07:43 > Inception score (Step: 36000, 10000 generated images): 9.485453605651855
[INFO] 2020-09-18 17:07:43 > Best FID score (Step: 36000, Using test moments): 10.358932003248242
[INFO] 2020-09-18 17:07:48 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 17:12:12 > Step: 36100 Progress: 36.1% Elapsed: 1 day, 3:25:14 temperature: no ada_p: No Discriminator_loss: 0.592201 Generator_loss: 2.24919
[INFO] 2020-09-18 17:16:35 > Step: 36200 Progress: 36.2% Elapsed: 1 day, 3:29:37 temperature: no ada_p: No Discriminator_loss: 0.399853 Generator_loss: 1.78108
[INFO] 2020-09-18 17:20:57 > Step: 36300 Progress: 36.3% Elapsed: 1 day, 3:33:59 temperature: no ada_p: No Discriminator_loss: 0.607414 Generator_loss: 2.10178
[INFO] 2020-09-18 17:25:19 > Step: 36400 Progress: 36.4% Elapsed: 1 day, 3:38:22 temperature: no ada_p: No Discriminator_loss: 0.330857 Generator_loss: 1.38281
[INFO] 2020-09-18 17:29:41 > Step: 36500 Progress: 36.5% Elapsed: 1 day, 3:42:43 temperature: no ada_p: No Discriminator_loss: 0.48597 Generator_loss: 1.7882
[INFO] 2020-09-18 17:34:04 > Step: 36600 Progress: 36.6% Elapsed: 1 day, 3:47:06 temperature: no ada_p: No Discriminator_loss: 0.49893 Generator_loss: 2.00343
[INFO] 2020-09-18 17:38:26 > Step: 36700 Progress: 36.7% Elapsed: 1 day, 3:51:28 temperature: no ada_p: No Discriminator_loss: 0.359126 Generator_loss: 1.8186
[INFO] 2020-09-18 17:42:49 > Step: 36800 Progress: 36.8% Elapsed: 1 day, 3:55:51 temperature: no ada_p: No Discriminator_loss: 0.409624 Generator_loss: 2.19357
[INFO] 2020-09-18 17:47:11 > Step: 36900 Progress: 36.9% Elapsed: 1 day, 4:00:13 temperature: no ada_p: No Discriminator_loss: 0.54598 Generator_loss: 0.93444
[INFO] 2020-09-18 17:51:32 > Step: 37000 Progress: 37.0% Elapsed: 1 day, 4:04:34 temperature: no ada_p: No Discriminator_loss: 0.471317 Generator_loss: 1.98202
[INFO] 2020-09-18 17:55:55 > Step: 37100 Progress: 37.1% Elapsed: 1 day, 4:08:57 temperature: no ada_p: No Discriminator_loss: 0.504884 Generator_loss: 1.76684
[INFO] 2020-09-18 18:00:18 > Step: 37200 Progress: 37.2% Elapsed: 1 day, 4:13:20 temperature: no ada_p: No Discriminator_loss: 0.4556 Generator_loss: 2.36302
[INFO] 2020-09-18 18:04:39 > Step: 37300 Progress: 37.3% Elapsed: 1 day, 4:17:41 temperature: no ada_p: No Discriminator_loss: 0.472341 Generator_loss: 2.04779
[INFO] 2020-09-18 18:09:01 > Step: 37400 Progress: 37.4% Elapsed: 1 day, 4:22:03 temperature: no ada_p: No Discriminator_loss: 0.498125 Generator_loss: 2.14704
[INFO] 2020-09-18 18:13:23 > Step: 37500 Progress: 37.5% Elapsed: 1 day, 4:26:25 temperature: no ada_p: No Discriminator_loss: 0.32012 Generator_loss: 2.2144
[INFO] 2020-09-18 18:17:45 > Step: 37600 Progress: 37.6% Elapsed: 1 day, 4:30:47 temperature: no ada_p: No Discriminator_loss: 0.714376 Generator_loss: 2.13002
[INFO] 2020-09-18 18:22:08 > Step: 37700 Progress: 37.7% Elapsed: 1 day, 4:35:10 temperature: no ada_p: No Discriminator_loss: 0.481645 Generator_loss: 1.63202
[INFO] 2020-09-18 18:26:30 > Step: 37800 Progress: 37.8% Elapsed: 1 day, 4:39:32 temperature: no ada_p: No Discriminator_loss: 0.714759 Generator_loss: 2.13353
[INFO] 2020-09-18 18:30:52 > Step: 37900 Progress: 37.9% Elapsed: 1 day, 4:43:54 temperature: no ada_p: No Discriminator_loss: 0.527454 Generator_loss: 1.43657
[INFO] 2020-09-18 18:35:15 > Step: 38000 Progress: 38.0% Elapsed: 1 day, 4:48:17 temperature: no ada_p: No Discriminator_loss: 0.439717 Generator_loss: 1.3618
[INFO] 2020-09-18 18:35:15 > Start Evaluation (38000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 18:38:24 > F_8 score (Step: 38000, Using test images): 0.981984358628996
[INFO] 2020-09-18 18:38:24 > F_1/8 score (Step: 38000, Using test images): 0.9891610744880571
[INFO] 2020-09-18 18:38:24 > FID score (Step: 38000, Using test moments): 10.273953870474031
[INFO] 2020-09-18 18:38:24 > Inception score (Step: 38000, 10000 generated images): 9.48043441772461
[INFO] 2020-09-18 18:38:24 > Best FID score (Step: 38000, Using test moments): 10.273953870474031
[INFO] 2020-09-18 18:38:28 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 18:42:52 > Step: 38100 Progress: 38.1% Elapsed: 1 day, 4:55:54 temperature: no ada_p: No Discriminator_loss: 0.386548 Generator_loss: 1.22247
[INFO] 2020-09-18 18:47:15 > Step: 38200 Progress: 38.2% Elapsed: 1 day, 5:00:17 temperature: no ada_p: No Discriminator_loss: 0.551135 Generator_loss: 1.71736
[INFO] 2020-09-18 18:51:38 > Step: 38300 Progress: 38.3% Elapsed: 1 day, 5:04:40 temperature: no ada_p: No Discriminator_loss: 0.360487 Generator_loss: 1.72784
[INFO] 2020-09-18 18:56:01 > Step: 38400 Progress: 38.4% Elapsed: 1 day, 5:09:03 temperature: no ada_p: No Discriminator_loss: 0.267458 Generator_loss: 1.97075
[INFO] 2020-09-18 19:00:23 > Step: 38500 Progress: 38.5% Elapsed: 1 day, 5:13:25 temperature: no ada_p: No Discriminator_loss: 1.15933 Generator_loss: 0.228029
[INFO] 2020-09-18 19:04:46 > Step: 38600 Progress: 38.6% Elapsed: 1 day, 5:17:48 temperature: no ada_p: No Discriminator_loss: 0.455497 Generator_loss: 1.94564
[INFO] 2020-09-18 19:09:08 > Step: 38700 Progress: 38.7% Elapsed: 1 day, 5:22:10 temperature: no ada_p: No Discriminator_loss: 0.355163 Generator_loss: 1.86249
[INFO] 2020-09-18 19:13:30 > Step: 38800 Progress: 38.8% Elapsed: 1 day, 5:26:32 temperature: no ada_p: No Discriminator_loss: 0.487917 Generator_loss: 1.66841
[INFO] 2020-09-18 19:17:54 > Step: 38900 Progress: 38.9% Elapsed: 1 day, 5:30:56 temperature: no ada_p: No Discriminator_loss: 0.762746 Generator_loss: 2.5593
[INFO] 2020-09-18 19:22:16 > Step: 39000 Progress: 39.0% Elapsed: 1 day, 5:35:18 temperature: no ada_p: No Discriminator_loss: 0.346785 Generator_loss: 1.63595
[INFO] 2020-09-18 19:26:39 > Step: 39100 Progress: 39.1% Elapsed: 1 day, 5:39:41 temperature: no ada_p: No Discriminator_loss: 0.547228 Generator_loss: 1.98177
[INFO] 2020-09-18 19:31:01 > Step: 39200 Progress: 39.2% Elapsed: 1 day, 5:44:03 temperature: no ada_p: No Discriminator_loss: 0.410569 Generator_loss: 1.51278
[INFO] 2020-09-18 19:35:24 > Step: 39300 Progress: 39.3% Elapsed: 1 day, 5:48:26 temperature: no ada_p: No Discriminator_loss: 0.417437 Generator_loss: 2.00898
[INFO] 2020-09-18 19:39:47 > Step: 39400 Progress: 39.4% Elapsed: 1 day, 5:52:50 temperature: no ada_p: No Discriminator_loss: 0.688101 Generator_loss: 1.92494
[INFO] 2020-09-18 19:44:09 > Step: 39500 Progress: 39.5% Elapsed: 1 day, 5:57:11 temperature: no ada_p: No Discriminator_loss: 0.580244 Generator_loss: 2.07842
[INFO] 2020-09-18 19:48:32 > Step: 39600 Progress: 39.6% Elapsed: 1 day, 6:01:34 temperature: no ada_p: No Discriminator_loss: 0.510742 Generator_loss: 1.38418
[INFO] 2020-09-18 19:52:55 > Step: 39700 Progress: 39.7% Elapsed: 1 day, 6:05:57 temperature: no ada_p: No Discriminator_loss: 0.605503 Generator_loss: 1.96754
[INFO] 2020-09-18 19:57:17 > Step: 39800 Progress: 39.8% Elapsed: 1 day, 6:10:19 temperature: no ada_p: No Discriminator_loss: 0.46854 Generator_loss: 2.11116
[INFO] 2020-09-18 20:01:40 > Step: 39900 Progress: 39.9% Elapsed: 1 day, 6:14:42 temperature: no ada_p: No Discriminator_loss: 0.499943 Generator_loss: 1.70709
[INFO] 2020-09-18 20:06:03 > Step: 40000 Progress: 40.0% Elapsed: 1 day, 6:19:05 temperature: no ada_p: No Discriminator_loss: 0.425569 Generator_loss: 2.15595
[INFO] 2020-09-18 20:06:03 > Start Evaluation (40000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 20:09:11 > F_8 score (Step: 40000, Using test images): 0.9815439187052235
[INFO] 2020-09-18 20:09:11 > F_1/8 score (Step: 40000, Using test images): 0.990210155473187
[INFO] 2020-09-18 20:09:11 > FID score (Step: 40000, Using test moments): 10.014745520160716
[INFO] 2020-09-18 20:09:11 > Inception score (Step: 40000, 10000 generated images): 9.397073745727539
[INFO] 2020-09-18 20:09:11 > Best FID score (Step: 40000, Using test moments): 10.014745520160716
[INFO] 2020-09-18 20:09:15 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 20:13:39 > Step: 40100 Progress: 40.1% Elapsed: 1 day, 6:26:41 temperature: no ada_p: No Discriminator_loss: 0.481215 Generator_loss: 1.64856
[INFO] 2020-09-18 20:18:03 > Step: 40200 Progress: 40.2% Elapsed: 1 day, 6:31:05 temperature: no ada_p: No Discriminator_loss: 0.290232 Generator_loss: 1.60828
[INFO] 2020-09-18 20:22:25 > Step: 40300 Progress: 40.3% Elapsed: 1 day, 6:35:28 temperature: no ada_p: No Discriminator_loss: 0.428739 Generator_loss: 1.18898
[INFO] 2020-09-18 20:26:47 > Step: 40400 Progress: 40.4% Elapsed: 1 day, 6:39:49 temperature: no ada_p: No Discriminator_loss: 0.442431 Generator_loss: 1.15997
[INFO] 2020-09-18 20:31:10 > Step: 40500 Progress: 40.5% Elapsed: 1 day, 6:44:12 temperature: no ada_p: No Discriminator_loss: 0.500169 Generator_loss: 1.39676
[INFO] 2020-09-18 20:35:33 > Step: 40600 Progress: 40.6% Elapsed: 1 day, 6:48:35 temperature: no ada_p: No Discriminator_loss: 0.505671 Generator_loss: 1.7431
[INFO] 2020-09-18 20:39:56 > Step: 40700 Progress: 40.7% Elapsed: 1 day, 6:52:58 temperature: no ada_p: No Discriminator_loss: 0.462724 Generator_loss: 1.4413
[INFO] 2020-09-18 20:44:19 > Step: 40800 Progress: 40.8% Elapsed: 1 day, 6:57:21 temperature: no ada_p: No Discriminator_loss: 0.336076 Generator_loss: 2.37048
[INFO] 2020-09-18 20:48:41 > Step: 40900 Progress: 40.9% Elapsed: 1 day, 7:01:43 temperature: no ada_p: No Discriminator_loss: 0.292399 Generator_loss: 1.83333
[INFO] 2020-09-18 20:53:03 > Step: 41000 Progress: 41.0% Elapsed: 1 day, 7:06:06 temperature: no ada_p: No Discriminator_loss: 0.770387 Generator_loss: 2.70103
[INFO] 2020-09-18 20:57:26 > Step: 41100 Progress: 41.1% Elapsed: 1 day, 7:10:28 temperature: no ada_p: No Discriminator_loss: 0.304995 Generator_loss: 1.95302
[INFO] 2020-09-18 21:01:49 > Step: 41200 Progress: 41.2% Elapsed: 1 day, 7:14:51 temperature: no ada_p: No Discriminator_loss: 0.4501 Generator_loss: 1.30656
[INFO] 2020-09-18 21:06:12 > Step: 41300 Progress: 41.3% Elapsed: 1 day, 7:19:14 temperature: no ada_p: No Discriminator_loss: 0.696826 Generator_loss: 1.48608
[INFO] 2020-09-18 21:10:35 > Step: 41400 Progress: 41.4% Elapsed: 1 day, 7:23:37 temperature: no ada_p: No Discriminator_loss: 0.694687 Generator_loss: 0.885386
[INFO] 2020-09-18 21:14:58 > Step: 41500 Progress: 41.5% Elapsed: 1 day, 7:28:00 temperature: no ada_p: No Discriminator_loss: 0.408777 Generator_loss: 1.63381
[INFO] 2020-09-18 21:19:20 > Step: 41600 Progress: 41.6% Elapsed: 1 day, 7:32:22 temperature: no ada_p: No Discriminator_loss: 0.485581 Generator_loss: 2.38288
[INFO] 2020-09-18 21:23:43 > Step: 41700 Progress: 41.7% Elapsed: 1 day, 7:36:45 temperature: no ada_p: No Discriminator_loss: 0.565245 Generator_loss: 2.0214
[INFO] 2020-09-18 21:28:06 > Step: 41800 Progress: 41.8% Elapsed: 1 day, 7:41:08 temperature: no ada_p: No Discriminator_loss: 0.544471 Generator_loss: 2.20904
[INFO] 2020-09-18 21:32:29 > Step: 41900 Progress: 41.9% Elapsed: 1 day, 7:45:31 temperature: no ada_p: No Discriminator_loss: 0.450447 Generator_loss: 1.8726
[INFO] 2020-09-18 21:36:51 > Step: 42000 Progress: 42.0% Elapsed: 1 day, 7:49:53 temperature: no ada_p: No Discriminator_loss: 0.349133 Generator_loss: 1.67605
[INFO] 2020-09-18 21:36:51 > Start Evaluation (42000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 21:39:59 > F_8 score (Step: 42000, Using test images): 0.9854038664240216
[INFO] 2020-09-18 21:39:59 > F_1/8 score (Step: 42000, Using test images): 0.9897789642189682
[INFO] 2020-09-18 21:39:59 > FID score (Step: 42000, Using test moments): 10.077657991104786
[INFO] 2020-09-18 21:39:59 > Inception score (Step: 42000, 10000 generated images): 9.499460220336914
[INFO] 2020-09-18 21:39:59 > Best FID score (Step: 40000, Using test moments): 10.014745520160716
[INFO] 2020-09-18 21:40:01 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 21:44:24 > Step: 42100 Progress: 42.1% Elapsed: 1 day, 7:57:27 temperature: no ada_p: No Discriminator_loss: 0.353976 Generator_loss: 1.13712
[INFO] 2020-09-18 21:48:48 > Step: 42200 Progress: 42.2% Elapsed: 1 day, 8:01:51 temperature: no ada_p: No Discriminator_loss: 0.295033 Generator_loss: 2.26768
[INFO] 2020-09-18 21:53:12 > Step: 42300 Progress: 42.3% Elapsed: 1 day, 8:06:14 temperature: no ada_p: No Discriminator_loss: 0.368332 Generator_loss: 1.91634
[INFO] 2020-09-18 21:57:35 > Step: 42400 Progress: 42.4% Elapsed: 1 day, 8:10:37 temperature: no ada_p: No Discriminator_loss: 0.448895 Generator_loss: 1.02604
[INFO] 2020-09-18 22:01:58 > Step: 42500 Progress: 42.5% Elapsed: 1 day, 8:15:00 temperature: no ada_p: No Discriminator_loss: 0.333815 Generator_loss: 2.10905
[INFO] 2020-09-18 22:06:21 > Step: 42600 Progress: 42.6% Elapsed: 1 day, 8:19:23 temperature: no ada_p: No Discriminator_loss: 0.366661 Generator_loss: 1.52271
[INFO] 2020-09-18 22:10:44 > Step: 42700 Progress: 42.7% Elapsed: 1 day, 8:23:46 temperature: no ada_p: No Discriminator_loss: 0.312726 Generator_loss: 1.63959
[INFO] 2020-09-18 22:15:07 > Step: 42800 Progress: 42.8% Elapsed: 1 day, 8:28:09 temperature: no ada_p: No Discriminator_loss: 0.410504 Generator_loss: 2.0234
[INFO] 2020-09-18 22:19:29 > Step: 42900 Progress: 42.9% Elapsed: 1 day, 8:32:32 temperature: no ada_p: No Discriminator_loss: 0.447672 Generator_loss: 1.2843
[INFO] 2020-09-18 22:23:53 > Step: 43000 Progress: 43.0% Elapsed: 1 day, 8:36:55 temperature: no ada_p: No Discriminator_loss: 0.358982 Generator_loss: 1.88535
[INFO] 2020-09-18 22:28:16 > Step: 43100 Progress: 43.1% Elapsed: 1 day, 8:41:18 temperature: no ada_p: No Discriminator_loss: 0.408481 Generator_loss: 1.91216
[INFO] 2020-09-18 22:32:39 > Step: 43200 Progress: 43.2% Elapsed: 1 day, 8:45:41 temperature: no ada_p: No Discriminator_loss: 0.416217 Generator_loss: 1.99558
[INFO] 2020-09-18 22:37:02 > Step: 43300 Progress: 43.3% Elapsed: 1 day, 8:50:04 temperature: no ada_p: No Discriminator_loss: 0.371332 Generator_loss: 2.29881
[INFO] 2020-09-18 22:41:26 > Step: 43400 Progress: 43.4% Elapsed: 1 day, 8:54:28 temperature: no ada_p: No Discriminator_loss: 0.509914 Generator_loss: 1.41959
[INFO] 2020-09-18 22:45:48 > Step: 43500 Progress: 43.5% Elapsed: 1 day, 8:58:51 temperature: no ada_p: No Discriminator_loss: 0.421687 Generator_loss: 2.45571
[INFO] 2020-09-18 22:50:11 > Step: 43600 Progress: 43.6% Elapsed: 1 day, 9:03:13 temperature: no ada_p: No Discriminator_loss: 0.385536 Generator_loss: 1.85852
[INFO] 2020-09-18 22:54:35 > Step: 43700 Progress: 43.7% Elapsed: 1 day, 9:07:37 temperature: no ada_p: No Discriminator_loss: 0.394055 Generator_loss: 2.05388
[INFO] 2020-09-18 22:58:58 > Step: 43800 Progress: 43.8% Elapsed: 1 day, 9:12:00 temperature: no ada_p: No Discriminator_loss: 0.40064 Generator_loss: 1.36566
[INFO] 2020-09-18 23:03:21 > Step: 43900 Progress: 43.9% Elapsed: 1 day, 9:16:23 temperature: no ada_p: No Discriminator_loss: 0.519091 Generator_loss: 1.54977
[INFO] 2020-09-18 23:07:44 > Step: 44000 Progress: 44.0% Elapsed: 1 day, 9:20:46 temperature: no ada_p: No Discriminator_loss: 0.40525 Generator_loss: 1.70738
[INFO] 2020-09-18 23:07:44 > Start Evaluation (44000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 23:10:52 > F_8 score (Step: 44000, Using test images): 0.9828766396691324
[INFO] 2020-09-18 23:10:52 > F_1/8 score (Step: 44000, Using test images): 0.9923234174044668
[INFO] 2020-09-18 23:10:52 > FID score (Step: 44000, Using test moments): 9.806429932170317
[INFO] 2020-09-18 23:10:52 > Inception score (Step: 44000, 10000 generated images): 9.583687782287598
[INFO] 2020-09-18 23:10:52 > Best FID score (Step: 44000, Using test moments): 9.806429932170317
[INFO] 2020-09-18 23:10:56 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-18 23:15:20 > Step: 44100 Progress: 44.1% Elapsed: 1 day, 9:28:23 temperature: no ada_p: No Discriminator_loss: 0.329844 Generator_loss: 1.78554
[INFO] 2020-09-18 23:19:43 > Step: 44200 Progress: 44.2% Elapsed: 1 day, 9:32:45 temperature: no ada_p: No Discriminator_loss: 0.557015 Generator_loss: 2.52074
[INFO] 2020-09-18 23:24:07 > Step: 44300 Progress: 44.3% Elapsed: 1 day, 9:37:09 temperature: no ada_p: No Discriminator_loss: 0.567022 Generator_loss: 2.69401
[INFO] 2020-09-18 23:28:30 > Step: 44400 Progress: 44.4% Elapsed: 1 day, 9:41:33 temperature: no ada_p: No Discriminator_loss: 0.59741 Generator_loss: 2.38122
[INFO] 2020-09-18 23:32:53 > Step: 44500 Progress: 44.5% Elapsed: 1 day, 9:45:55 temperature: no ada_p: No Discriminator_loss: 0.403078 Generator_loss: 1.7039
[INFO] 2020-09-18 23:37:16 > Step: 44600 Progress: 44.6% Elapsed: 1 day, 9:50:19 temperature: no ada_p: No Discriminator_loss: 0.537924 Generator_loss: 1.96138
[INFO] 2020-09-18 23:41:39 > Step: 44700 Progress: 44.7% Elapsed: 1 day, 9:54:41 temperature: no ada_p: No Discriminator_loss: 0.309268 Generator_loss: 1.5619
[INFO] 2020-09-18 23:46:01 > Step: 44800 Progress: 44.8% Elapsed: 1 day, 9:59:03 temperature: no ada_p: No Discriminator_loss: 0.285492 Generator_loss: 1.72479
[INFO] 2020-09-18 23:50:25 > Step: 44900 Progress: 44.9% Elapsed: 1 day, 10:03:27 temperature: no ada_p: No Discriminator_loss: 0.397309 Generator_loss: 1.66449
[INFO] 2020-09-18 23:54:48 > Step: 45000 Progress: 45.0% Elapsed: 1 day, 10:07:50 temperature: no ada_p: No Discriminator_loss: 0.331642 Generator_loss: 1.4582
[INFO] 2020-09-18 23:59:10 > Step: 45100 Progress: 45.1% Elapsed: 1 day, 10:12:12 temperature: no ada_p: No Discriminator_loss: 0.436559 Generator_loss: 1.52879
[INFO] 2020-09-19 00:03:33 > Step: 45200 Progress: 45.2% Elapsed: 1 day, 10:16:35 temperature: no ada_p: No Discriminator_loss: 0.227736 Generator_loss: 2.06013
[INFO] 2020-09-19 00:07:50 > Step: 45300 Progress: 45.3% Elapsed: 1 day, 10:20:52 temperature: no ada_p: No Discriminator_loss: 0.478748 Generator_loss: 1.896
[INFO] 2020-09-19 00:12:04 > Step: 45400 Progress: 45.4% Elapsed: 1 day, 10:25:06 temperature: no ada_p: No Discriminator_loss: 0.261049 Generator_loss: 1.62969
[INFO] 2020-09-19 00:16:19 > Step: 45500 Progress: 45.5% Elapsed: 1 day, 10:29:21 temperature: no ada_p: No Discriminator_loss: 0.472354 Generator_loss: 1.91805
[INFO] 2020-09-19 00:20:34 > Step: 45600 Progress: 45.6% Elapsed: 1 day, 10:33:36 temperature: no ada_p: No Discriminator_loss: 0.35194 Generator_loss: 0.98691
[INFO] 2020-09-19 00:24:57 > Step: 45700 Progress: 45.7% Elapsed: 1 day, 10:37:59 temperature: no ada_p: No Discriminator_loss: 0.310817 Generator_loss: 1.40139
[INFO] 2020-09-19 00:29:24 > Step: 45800 Progress: 45.8% Elapsed: 1 day, 10:42:26 temperature: no ada_p: No Discriminator_loss: 0.763504 Generator_loss: 1.05077
[INFO] 2020-09-19 00:33:51 > Step: 45900 Progress: 45.9% Elapsed: 1 day, 10:46:53 temperature: no ada_p: No Discriminator_loss: 0.502158 Generator_loss: 2.68739
[INFO] 2020-09-19 00:38:19 > Step: 46000 Progress: 46.0% Elapsed: 1 day, 10:51:21 temperature: no ada_p: No Discriminator_loss: 0.333588 Generator_loss: 1.69576
[INFO] 2020-09-19 00:38:19 > Start Evaluation (46000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 00:41:39 > F_8 score (Step: 46000, Using test images): 0.9882431315486983
[INFO] 2020-09-19 00:41:39 > F_1/8 score (Step: 46000, Using test images): 0.9905853298202897
[INFO] 2020-09-19 00:41:39 > FID score (Step: 46000, Using test moments): 9.824495924367397
[INFO] 2020-09-19 00:41:39 > Inception score (Step: 46000, 10000 generated images): 9.467687606811523
[INFO] 2020-09-19 00:41:39 > Best FID score (Step: 44000, Using test moments): 9.806429932170317
[INFO] 2020-09-19 00:41:41 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 00:46:11 > Step: 46100 Progress: 46.1% Elapsed: 1 day, 10:59:13 temperature: no ada_p: No Discriminator_loss: 0.238325 Generator_loss: 2.44686
[INFO] 2020-09-19 00:50:37 > Step: 46200 Progress: 46.2% Elapsed: 1 day, 11:03:39 temperature: no ada_p: No Discriminator_loss: 0.416389 Generator_loss: 2.00453
[INFO] 2020-09-19 00:55:04 > Step: 46300 Progress: 46.3% Elapsed: 1 day, 11:08:06 temperature: no ada_p: No Discriminator_loss: 0.297458 Generator_loss: 1.94359
[INFO] 2020-09-19 00:59:29 > Step: 46400 Progress: 46.4% Elapsed: 1 day, 11:12:31 temperature: no ada_p: No Discriminator_loss: 0.441364 Generator_loss: 1.89624
[INFO] 2020-09-19 01:03:55 > Step: 46500 Progress: 46.5% Elapsed: 1 day, 11:16:57 temperature: no ada_p: No Discriminator_loss: 0.497706 Generator_loss: 2.19272
[INFO] 2020-09-19 01:08:20 > Step: 46600 Progress: 46.6% Elapsed: 1 day, 11:21:23 temperature: no ada_p: No Discriminator_loss: 0.47424 Generator_loss: 2.2496
[INFO] 2020-09-19 01:12:46 > Step: 46700 Progress: 46.7% Elapsed: 1 day, 11:25:48 temperature: no ada_p: No Discriminator_loss: 0.486844 Generator_loss: 2.56258
[INFO] 2020-09-19 01:17:10 > Step: 46800 Progress: 46.8% Elapsed: 1 day, 11:30:12 temperature: no ada_p: No Discriminator_loss: 0.491903 Generator_loss: 2.51663
[INFO] 2020-09-19 01:21:37 > Step: 46900 Progress: 46.9% Elapsed: 1 day, 11:34:40 temperature: no ada_p: No Discriminator_loss: 0.564588 Generator_loss: 1.92138
[INFO] 2020-09-19 01:26:04 > Step: 47000 Progress: 47.0% Elapsed: 1 day, 11:39:07 temperature: no ada_p: No Discriminator_loss: 0.667429 Generator_loss: 2.5313
[INFO] 2020-09-19 01:30:32 > Step: 47100 Progress: 47.1% Elapsed: 1 day, 11:43:34 temperature: no ada_p: No Discriminator_loss: 0.3385 Generator_loss: 2.07841
[INFO] 2020-09-19 01:34:59 > Step: 47200 Progress: 47.2% Elapsed: 1 day, 11:48:01 temperature: no ada_p: No Discriminator_loss: 0.588927 Generator_loss: 2.08623
[INFO] 2020-09-19 01:39:26 > Step: 47300 Progress: 47.3% Elapsed: 1 day, 11:52:28 temperature: no ada_p: No Discriminator_loss: 1.33711 Generator_loss: 1.18427
[INFO] 2020-09-19 01:43:52 > Step: 47400 Progress: 47.4% Elapsed: 1 day, 11:56:54 temperature: no ada_p: No Discriminator_loss: 0.428212 Generator_loss: 2.43016
[INFO] 2020-09-19 01:48:20 > Step: 47500 Progress: 47.5% Elapsed: 1 day, 12:01:22 temperature: no ada_p: No Discriminator_loss: 0.359226 Generator_loss: 1.7947
[INFO] 2020-09-19 01:52:46 > Step: 47600 Progress: 47.6% Elapsed: 1 day, 12:05:48 temperature: no ada_p: No Discriminator_loss: 0.283864 Generator_loss: 1.6584
[INFO] 2020-09-19 01:57:12 > Step: 47700 Progress: 47.7% Elapsed: 1 day, 12:10:14 temperature: no ada_p: No Discriminator_loss: 0.403841 Generator_loss: 1.34126
[INFO] 2020-09-19 02:01:39 > Step: 47800 Progress: 47.8% Elapsed: 1 day, 12:14:41 temperature: no ada_p: No Discriminator_loss: 0.321505 Generator_loss: 1.93798
[INFO] 2020-09-19 02:06:06 > Step: 47900 Progress: 47.9% Elapsed: 1 day, 12:19:08 temperature: no ada_p: No Discriminator_loss: 0.519952 Generator_loss: 2.35203
[INFO] 2020-09-19 02:10:32 > Step: 48000 Progress: 48.0% Elapsed: 1 day, 12:23:34 temperature: no ada_p: No Discriminator_loss: 0.399555 Generator_loss: 2.06411
[INFO] 2020-09-19 02:10:32 > Start Evaluation (48000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 02:13:50 > F_8 score (Step: 48000, Using test images): 0.991157514031179
[INFO] 2020-09-19 02:13:50 > F_1/8 score (Step: 48000, Using test images): 0.9937997950895698
[INFO] 2020-09-19 02:13:50 > FID score (Step: 48000, Using test moments): 9.725830457869165
[INFO] 2020-09-19 02:13:50 > Inception score (Step: 48000, 10000 generated images): 9.618463516235352
[INFO] 2020-09-19 02:13:50 > Best FID score (Step: 48000, Using test moments): 9.725830457869165
[INFO] 2020-09-19 02:13:55 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 02:18:24 > Step: 48100 Progress: 48.1% Elapsed: 1 day, 12:31:26 temperature: no ada_p: No Discriminator_loss: 0.605493 Generator_loss: 2.23946
[INFO] 2020-09-19 02:22:52 > Step: 48200 Progress: 48.2% Elapsed: 1 day, 12:35:54 temperature: no ada_p: No Discriminator_loss: 0.337419 Generator_loss: 1.57466
[INFO] 2020-09-19 02:27:19 > Step: 48300 Progress: 48.3% Elapsed: 1 day, 12:40:21 temperature: no ada_p: No Discriminator_loss: 0.499038 Generator_loss: 1.34895
[INFO] 2020-09-19 02:31:45 > Step: 48400 Progress: 48.4% Elapsed: 1 day, 12:44:48 temperature: no ada_p: No Discriminator_loss: 0.453727 Generator_loss: 1.30961
[INFO] 2020-09-19 02:36:10 > Step: 48500 Progress: 48.5% Elapsed: 1 day, 12:49:12 temperature: no ada_p: No Discriminator_loss: 0.448888 Generator_loss: 1.93571
[INFO] 2020-09-19 02:40:36 > Step: 48600 Progress: 48.6% Elapsed: 1 day, 12:53:39 temperature: no ada_p: No Discriminator_loss: 0.31473 Generator_loss: 1.48608
[INFO] 2020-09-19 02:45:03 > Step: 48700 Progress: 48.7% Elapsed: 1 day, 12:58:05 temperature: no ada_p: No Discriminator_loss: 0.275223 Generator_loss: 1.73814
[INFO] 2020-09-19 02:49:30 > Step: 48800 Progress: 48.8% Elapsed: 1 day, 13:02:32 temperature: no ada_p: No Discriminator_loss: 0.307652 Generator_loss: 2.00964
[INFO] 2020-09-19 02:53:57 > Step: 48900 Progress: 48.9% Elapsed: 1 day, 13:06:59 temperature: no ada_p: No Discriminator_loss: 0.237732 Generator_loss: 2.27937
[INFO] 2020-09-19 02:58:23 > Step: 49000 Progress: 49.0% Elapsed: 1 day, 13:11:26 temperature: no ada_p: No Discriminator_loss: 0.518744 Generator_loss: 1.63474
[INFO] 2020-09-19 03:02:48 > Step: 49100 Progress: 49.1% Elapsed: 1 day, 13:15:50 temperature: no ada_p: No Discriminator_loss: 0.372616 Generator_loss: 1.99257
[INFO] 2020-09-19 03:07:15 > Step: 49200 Progress: 49.2% Elapsed: 1 day, 13:20:17 temperature: no ada_p: No Discriminator_loss: 0.504261 Generator_loss: 2.30008
[INFO] 2020-09-19 03:11:43 > Step: 49300 Progress: 49.3% Elapsed: 1 day, 13:24:45 temperature: no ada_p: No Discriminator_loss: 0.454902 Generator_loss: 1.92527
[INFO] 2020-09-19 03:16:10 > Step: 49400 Progress: 49.4% Elapsed: 1 day, 13:29:12 temperature: no ada_p: No Discriminator_loss: 0.730048 Generator_loss: 1.46506
[INFO] 2020-09-19 03:20:35 > Step: 49500 Progress: 49.5% Elapsed: 1 day, 13:33:38 temperature: no ada_p: No Discriminator_loss: 0.662257 Generator_loss: 1.08388
[INFO] 2020-09-19 03:25:01 > Step: 49600 Progress: 49.6% Elapsed: 1 day, 13:38:03 temperature: no ada_p: No Discriminator_loss: 0.461344 Generator_loss: 1.92363
[INFO] 2020-09-19 03:29:26 > Step: 49700 Progress: 49.7% Elapsed: 1 day, 13:42:28 temperature: no ada_p: No Discriminator_loss: 0.447703 Generator_loss: 1.78243
[INFO] 2020-09-19 03:33:53 > Step: 49800 Progress: 49.8% Elapsed: 1 day, 13:46:56 temperature: no ada_p: No Discriminator_loss: 0.416037 Generator_loss: 2.52914
[INFO] 2020-09-19 03:38:21 > Step: 49900 Progress: 49.9% Elapsed: 1 day, 13:51:23 temperature: no ada_p: No Discriminator_loss: 0.288539 Generator_loss: 1.00495
[INFO] 2020-09-19 03:42:48 > Step: 50000 Progress: 50.0% Elapsed: 1 day, 13:55:50 temperature: no ada_p: No Discriminator_loss: 0.288131 Generator_loss: 1.34191
[INFO] 2020-09-19 03:42:48 > Start Evaluation (50000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 03:46:06 > F_8 score (Step: 50000, Using test images): 0.9867013659151271
[INFO] 2020-09-19 03:46:06 > F_1/8 score (Step: 50000, Using test images): 0.9934788580004271
[INFO] 2020-09-19 03:46:06 > FID score (Step: 50000, Using test moments): 9.568038314430225
[INFO] 2020-09-19 03:46:06 > Inception score (Step: 50000, 10000 generated images): 9.41650104522705
[INFO] 2020-09-19 03:46:06 > Best FID score (Step: 50000, Using test moments): 9.568038314430225
[INFO] 2020-09-19 03:46:11 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 03:50:40 > Step: 50100 Progress: 50.1% Elapsed: 1 day, 14:03:42 temperature: no ada_p: No Discriminator_loss: 0.263542 Generator_loss: 2.02818
[INFO] 2020-09-19 03:55:06 > Step: 50200 Progress: 50.2% Elapsed: 1 day, 14:08:08 temperature: no ada_p: No Discriminator_loss: 0.357834 Generator_loss: 1.79272
[INFO] 2020-09-19 03:59:34 > Step: 50300 Progress: 50.3% Elapsed: 1 day, 14:12:36 temperature: no ada_p: No Discriminator_loss: 0.398665 Generator_loss: 1.9788
[INFO] 2020-09-19 04:04:01 > Step: 50400 Progress: 50.4% Elapsed: 1 day, 14:17:03 temperature: no ada_p: No Discriminator_loss: 0.372117 Generator_loss: 1.97662
[INFO] 2020-09-19 04:08:27 > Step: 50500 Progress: 50.5% Elapsed: 1 day, 14:21:29 temperature: no ada_p: No Discriminator_loss: 0.415163 Generator_loss: 2.35365
[INFO] 2020-09-19 04:12:54 > Step: 50600 Progress: 50.6% Elapsed: 1 day, 14:25:56 temperature: no ada_p: No Discriminator_loss: 0.390787 Generator_loss: 2.15591
[INFO] 2020-09-19 04:17:21 > Step: 50700 Progress: 50.7% Elapsed: 1 day, 14:30:23 temperature: no ada_p: No Discriminator_loss: 0.357863 Generator_loss: 2.89999
[INFO] 2020-09-19 04:21:46 > Step: 50800 Progress: 50.8% Elapsed: 1 day, 14:34:48 temperature: no ada_p: No Discriminator_loss: 0.471679 Generator_loss: 1.50724
[INFO] 2020-09-19 04:26:13 > Step: 50900 Progress: 50.9% Elapsed: 1 day, 14:39:15 temperature: no ada_p: No Discriminator_loss: 0.671319 Generator_loss: 1.9155
[INFO] 2020-09-19 04:30:40 > Step: 51000 Progress: 51.0% Elapsed: 1 day, 14:43:42 temperature: no ada_p: No Discriminator_loss: 0.665659 Generator_loss: 2.17445
[INFO] 2020-09-19 04:35:07 > Step: 51100 Progress: 51.1% Elapsed: 1 day, 14:48:09 temperature: no ada_p: No Discriminator_loss: 0.430027 Generator_loss: 1.42078
[INFO] 2020-09-19 04:39:34 > Step: 51200 Progress: 51.2% Elapsed: 1 day, 14:52:37 temperature: no ada_p: No Discriminator_loss: 0.455012 Generator_loss: 1.4575
[INFO] 2020-09-19 04:44:01 > Step: 51300 Progress: 51.3% Elapsed: 1 day, 14:57:03 temperature: no ada_p: No Discriminator_loss: 0.322107 Generator_loss: 1.2127
[INFO] 2020-09-19 04:48:27 > Step: 51400 Progress: 51.4% Elapsed: 1 day, 15:01:29 temperature: no ada_p: No Discriminator_loss: 0.585576 Generator_loss: 1.55165
[INFO] 2020-09-19 04:52:53 > Step: 51500 Progress: 51.5% Elapsed: 1 day, 15:05:55 temperature: no ada_p: No Discriminator_loss: 0.538665 Generator_loss: 1.14677
[INFO] 2020-09-19 04:57:21 > Step: 51600 Progress: 51.6% Elapsed: 1 day, 15:10:23 temperature: no ada_p: No Discriminator_loss: 0.442898 Generator_loss: 2.27657
[INFO] 2020-09-19 05:01:47 > Step: 51700 Progress: 51.7% Elapsed: 1 day, 15:14:50 temperature: no ada_p: No Discriminator_loss: 0.560487 Generator_loss: 2.30804
[INFO] 2020-09-19 05:06:15 > Step: 51800 Progress: 51.8% Elapsed: 1 day, 15:19:18 temperature: no ada_p: No Discriminator_loss: 0.377944 Generator_loss: 1.58415
[INFO] 2020-09-19 05:10:42 > Step: 51900 Progress: 51.9% Elapsed: 1 day, 15:23:44 temperature: no ada_p: No Discriminator_loss: 0.387529 Generator_loss: 1.39774
[INFO] 2020-09-19 05:15:08 > Step: 52000 Progress: 52.0% Elapsed: 1 day, 15:28:10 temperature: no ada_p: No Discriminator_loss: 0.674217 Generator_loss: 2.36778
[INFO] 2020-09-19 05:15:08 > Start Evaluation (52000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 05:18:24 > F_8 score (Step: 52000, Using test images): 0.9892613812047076
[INFO] 2020-09-19 05:18:24 > F_1/8 score (Step: 52000, Using test images): 0.9908381697502788
[INFO] 2020-09-19 05:18:24 > FID score (Step: 52000, Using test moments): 9.534901817414323
[INFO] 2020-09-19 05:18:24 > Inception score (Step: 52000, 10000 generated images): 9.555974960327148
[INFO] 2020-09-19 05:18:24 > Best FID score (Step: 52000, Using test moments): 9.534901817414323
[INFO] 2020-09-19 05:18:29 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 05:22:58 > Step: 52100 Progress: 52.1% Elapsed: 1 day, 15:36:00 temperature: no ada_p: No Discriminator_loss: 0.3646 Generator_loss: 1.61653
[INFO] 2020-09-19 05:27:26 > Step: 52200 Progress: 52.2% Elapsed: 1 day, 15:40:28 temperature: no ada_p: No Discriminator_loss: 0.446166 Generator_loss: 1.4805
[INFO] 2020-09-19 05:31:53 > Step: 52300 Progress: 52.3% Elapsed: 1 day, 15:44:55 temperature: no ada_p: No Discriminator_loss: 0.566734 Generator_loss: 1.78731
[INFO] 2020-09-19 05:36:19 > Step: 52400 Progress: 52.4% Elapsed: 1 day, 15:49:22 temperature: no ada_p: No Discriminator_loss: 0.493662 Generator_loss: 2.32565
[INFO] 2020-09-19 05:40:44 > Step: 52500 Progress: 52.5% Elapsed: 1 day, 15:53:47 temperature: no ada_p: No Discriminator_loss: 0.371059 Generator_loss: 1.42043
[INFO] 2020-09-19 05:45:10 > Step: 52600 Progress: 52.6% Elapsed: 1 day, 15:58:13 temperature: no ada_p: No Discriminator_loss: 0.502386 Generator_loss: 2.0965
[INFO] 2020-09-19 05:49:37 > Step: 52700 Progress: 52.7% Elapsed: 1 day, 16:02:39 temperature: no ada_p: No Discriminator_loss: 0.276602 Generator_loss: 2.07644
[INFO] 2020-09-19 05:54:03 > Step: 52800 Progress: 52.8% Elapsed: 1 day, 16:07:05 temperature: no ada_p: No Discriminator_loss: 0.506341 Generator_loss: 2.61829
[INFO] 2020-09-19 05:58:30 > Step: 52900 Progress: 52.9% Elapsed: 1 day, 16:11:32 temperature: no ada_p: No Discriminator_loss: 0.445069 Generator_loss: 1.93737
[INFO] 2020-09-19 06:02:58 > Step: 53000 Progress: 53.0% Elapsed: 1 day, 16:16:00 temperature: no ada_p: No Discriminator_loss: 0.493396 Generator_loss: 2.12776
[INFO] 2020-09-19 06:07:22 > Step: 53100 Progress: 53.1% Elapsed: 1 day, 16:20:24 temperature: no ada_p: No Discriminator_loss: 0.543991 Generator_loss: 1.73201
[INFO] 2020-09-19 06:11:49 > Step: 53200 Progress: 53.2% Elapsed: 1 day, 16:24:51 temperature: no ada_p: No Discriminator_loss: 0.508018 Generator_loss: 1.81762
[INFO] 2020-09-19 06:16:16 > Step: 53300 Progress: 53.3% Elapsed: 1 day, 16:29:19 temperature: no ada_p: No Discriminator_loss: 0.377714 Generator_loss: 1.44475
[INFO] 2020-09-19 06:20:43 > Step: 53400 Progress: 53.4% Elapsed: 1 day, 16:33:45 temperature: no ada_p: No Discriminator_loss: 0.505324 Generator_loss: 1.26137
[INFO] 2020-09-19 06:25:10 > Step: 53500 Progress: 53.5% Elapsed: 1 day, 16:38:12 temperature: no ada_p: No Discriminator_loss: 0.365079 Generator_loss: 1.91665
[INFO] 2020-09-19 06:29:38 > Step: 53600 Progress: 53.6% Elapsed: 1 day, 16:42:40 temperature: no ada_p: No Discriminator_loss: 0.54527 Generator_loss: 2.12536
[INFO] 2020-09-19 06:34:04 > Step: 53700 Progress: 53.7% Elapsed: 1 day, 16:47:06 temperature: no ada_p: No Discriminator_loss: 0.365641 Generator_loss: 1.86064
[INFO] 2020-09-19 06:38:32 > Step: 53800 Progress: 53.8% Elapsed: 1 day, 16:51:34 temperature: no ada_p: No Discriminator_loss: 0.730047 Generator_loss: 2.26445
[INFO] 2020-09-19 06:43:00 > Step: 53900 Progress: 53.9% Elapsed: 1 day, 16:56:02 temperature: no ada_p: No Discriminator_loss: 0.373702 Generator_loss: 1.99635
[INFO] 2020-09-19 06:47:28 > Step: 54000 Progress: 54.0% Elapsed: 1 day, 17:00:30 temperature: no ada_p: No Discriminator_loss: 0.419372 Generator_loss: 1.50364
[INFO] 2020-09-19 06:47:28 > Start Evaluation (54000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 06:50:48 > F_8 score (Step: 54000, Using test images): 0.9890318936578215
[INFO] 2020-09-19 06:50:48 > F_1/8 score (Step: 54000, Using test images): 0.9924187241312546
[INFO] 2020-09-19 06:50:48 > FID score (Step: 54000, Using test moments): 9.194976442265386
[INFO] 2020-09-19 06:50:48 > Inception score (Step: 54000, 10000 generated images): 9.582921981811523
[INFO] 2020-09-19 06:50:48 > Best FID score (Step: 54000, Using test moments): 9.194976442265386
[INFO] 2020-09-19 06:50:52 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 06:55:23 > Step: 54100 Progress: 54.1% Elapsed: 1 day, 17:08:25 temperature: no ada_p: No Discriminator_loss: 0.422751 Generator_loss: 1.71826
[INFO] 2020-09-19 06:59:48 > Step: 54200 Progress: 54.2% Elapsed: 1 day, 17:12:51 temperature: no ada_p: No Discriminator_loss: 0.361945 Generator_loss: 1.27501
[INFO] 2020-09-19 07:04:16 > Step: 54300 Progress: 54.3% Elapsed: 1 day, 17:17:18 temperature: no ada_p: No Discriminator_loss: 0.584535 Generator_loss: 2.4156
[INFO] 2020-09-19 07:08:43 > Step: 54400 Progress: 54.4% Elapsed: 1 day, 17:21:45 temperature: no ada_p: No Discriminator_loss: 0.265097 Generator_loss: 2.65765
[INFO] 2020-09-19 07:13:11 > Step: 54500 Progress: 54.5% Elapsed: 1 day, 17:26:13 temperature: no ada_p: No Discriminator_loss: 0.40902 Generator_loss: 1.88828
[INFO] 2020-09-19 07:17:39 > Step: 54600 Progress: 54.6% Elapsed: 1 day, 17:30:41 temperature: no ada_p: No Discriminator_loss: 0.533502 Generator_loss: 1.75108
[INFO] 2020-09-19 07:22:07 > Step: 54700 Progress: 54.7% Elapsed: 1 day, 17:35:09 temperature: no ada_p: No Discriminator_loss: 0.48068 Generator_loss: 1.6291
[INFO] 2020-09-19 07:26:33 > Step: 54800 Progress: 54.8% Elapsed: 1 day, 17:39:35 temperature: no ada_p: No Discriminator_loss: 0.39721 Generator_loss: 1.712
[INFO] 2020-09-19 07:31:01 > Step: 54900 Progress: 54.9% Elapsed: 1 day, 17:44:03 temperature: no ada_p: No Discriminator_loss: 0.410369 Generator_loss: 2.09381
[INFO] 2020-09-19 07:35:29 > Step: 55000 Progress: 55.0% Elapsed: 1 day, 17:48:31 temperature: no ada_p: No Discriminator_loss: 0.413517 Generator_loss: 2.068
[INFO] 2020-09-19 07:39:56 > Step: 55100 Progress: 55.1% Elapsed: 1 day, 17:52:59 temperature: no ada_p: No Discriminator_loss: 0.488706 Generator_loss: 0.861939
[INFO] 2020-09-19 07:44:25 > Step: 55200 Progress: 55.2% Elapsed: 1 day, 17:57:27 temperature: no ada_p: No Discriminator_loss: 0.317853 Generator_loss: 2.00317
[INFO] 2020-09-19 07:48:54 > Step: 55300 Progress: 55.3% Elapsed: 1 day, 18:01:56 temperature: no ada_p: No Discriminator_loss: 0.354819 Generator_loss: 2.42154
[INFO] 2020-09-19 07:53:20 > Step: 55400 Progress: 55.4% Elapsed: 1 day, 18:06:23 temperature: no ada_p: No Discriminator_loss: 0.204204 Generator_loss: 1.33446
[INFO] 2020-09-19 07:57:48 > Step: 55500 Progress: 55.5% Elapsed: 1 day, 18:10:50 temperature: no ada_p: No Discriminator_loss: 0.293686 Generator_loss: 1.28334
[INFO] 2020-09-19 08:02:12 > Step: 55600 Progress: 55.6% Elapsed: 1 day, 18:15:14 temperature: no ada_p: No Discriminator_loss: 0.478373 Generator_loss: 1.77289
[INFO] 2020-09-19 08:06:35 > Step: 55700 Progress: 55.7% Elapsed: 1 day, 18:19:37 temperature: no ada_p: No Discriminator_loss: 0.242914 Generator_loss: 1.71968
[INFO] 2020-09-19 08:10:57 > Step: 55800 Progress: 55.8% Elapsed: 1 day, 18:23:59 temperature: no ada_p: No Discriminator_loss: 0.428987 Generator_loss: 2.26847
[INFO] 2020-09-19 08:15:18 > Step: 55900 Progress: 55.9% Elapsed: 1 day, 18:28:20 temperature: no ada_p: No Discriminator_loss: 0.288917 Generator_loss: 1.7028
[INFO] 2020-09-19 08:19:38 > Step: 56000 Progress: 56.0% Elapsed: 1 day, 18:32:40 temperature: no ada_p: No Discriminator_loss: 0.448431 Generator_loss: 1.75117
[INFO] 2020-09-19 08:19:38 > Start Evaluation (56000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 08:22:52 > F_8 score (Step: 56000, Using test images): 0.9871283166578154
[INFO] 2020-09-19 08:22:52 > F_1/8 score (Step: 56000, Using test images): 0.9927579733366154
[INFO] 2020-09-19 08:22:52 > FID score (Step: 56000, Using test moments): 9.43021596205773
[INFO] 2020-09-19 08:22:52 > Inception score (Step: 56000, 10000 generated images): 9.5300874710083
[INFO] 2020-09-19 08:22:52 > Best FID score (Step: 54000, Using test moments): 9.194976442265386
[INFO] 2020-09-19 08:22:54 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 08:27:19 > Step: 56100 Progress: 56.1% Elapsed: 1 day, 18:40:21 temperature: no ada_p: No Discriminator_loss: 0.28726 Generator_loss: 1.833
[INFO] 2020-09-19 08:31:46 > Step: 56200 Progress: 56.2% Elapsed: 1 day, 18:44:49 temperature: no ada_p: No Discriminator_loss: 0.288321 Generator_loss: 1.79293
[INFO] 2020-09-19 08:36:14 > Step: 56300 Progress: 56.3% Elapsed: 1 day, 18:49:16 temperature: no ada_p: No Discriminator_loss: 0.440882 Generator_loss: 2.04196
[INFO] 2020-09-19 08:40:41 > Step: 56400 Progress: 56.4% Elapsed: 1 day, 18:53:43 temperature: no ada_p: No Discriminator_loss: 0.427215 Generator_loss: 2.69251
[INFO] 2020-09-19 08:45:03 > Step: 56500 Progress: 56.5% Elapsed: 1 day, 18:58:05 temperature: no ada_p: No Discriminator_loss: 0.356776 Generator_loss: 1.95131
[INFO] 2020-09-19 08:49:26 > Step: 56600 Progress: 56.6% Elapsed: 1 day, 19:02:28 temperature: no ada_p: No Discriminator_loss: 0.456358 Generator_loss: 1.84133
[INFO] 2020-09-19 08:53:50 > Step: 56700 Progress: 56.7% Elapsed: 1 day, 19:06:52 temperature: no ada_p: No Discriminator_loss: 0.462031 Generator_loss: 1.88453
[INFO] 2020-09-19 08:58:15 > Step: 56800 Progress: 56.8% Elapsed: 1 day, 19:11:17 temperature: no ada_p: No Discriminator_loss: 0.352936 Generator_loss: 2.02356
[INFO] 2020-09-19 09:02:38 > Step: 56900 Progress: 56.9% Elapsed: 1 day, 19:15:40 temperature: no ada_p: No Discriminator_loss: 0.532866 Generator_loss: 1.6989
[INFO] 2020-09-19 09:07:01 > Step: 57000 Progress: 57.0% Elapsed: 1 day, 19:20:03 temperature: no ada_p: No Discriminator_loss: 0.552156 Generator_loss: 2.50933
[INFO] 2020-09-19 09:11:25 > Step: 57100 Progress: 57.1% Elapsed: 1 day, 19:24:27 temperature: no ada_p: No Discriminator_loss: 0.518239 Generator_loss: 1.60237
[INFO] 2020-09-19 09:15:49 > Step: 57200 Progress: 57.2% Elapsed: 1 day, 19:28:51 temperature: no ada_p: No Discriminator_loss: 0.350378 Generator_loss: 1.42732
[INFO] 2020-09-19 09:20:12 > Step: 57300 Progress: 57.3% Elapsed: 1 day, 19:33:14 temperature: no ada_p: No Discriminator_loss: 0.535993 Generator_loss: 1.1152
[INFO] 2020-09-19 09:24:37 > Step: 57400 Progress: 57.4% Elapsed: 1 day, 19:37:39 temperature: no ada_p: No Discriminator_loss: 0.382649 Generator_loss: 1.59756
[INFO] 2020-09-19 09:29:00 > Step: 57500 Progress: 57.5% Elapsed: 1 day, 19:42:02 temperature: no ada_p: No Discriminator_loss: 0.41933 Generator_loss: 2.02128
[INFO] 2020-09-19 09:33:22 > Step: 57600 Progress: 57.6% Elapsed: 1 day, 19:46:25 temperature: no ada_p: No Discriminator_loss: 0.498135 Generator_loss: 2.76384
[INFO] 2020-09-19 09:37:46 > Step: 57700 Progress: 57.7% Elapsed: 1 day, 19:50:48 temperature: no ada_p: No Discriminator_loss: 0.426456 Generator_loss: 1.88314
[INFO] 2020-09-19 09:42:10 > Step: 57800 Progress: 57.8% Elapsed: 1 day, 19:55:12 temperature: no ada_p: No Discriminator_loss: 0.399225 Generator_loss: 1.76101
[INFO] 2020-09-19 09:46:34 > Step: 57900 Progress: 57.9% Elapsed: 1 day, 19:59:36 temperature: no ada_p: No Discriminator_loss: 0.426603 Generator_loss: 1.47262
[INFO] 2020-09-19 09:50:57 > Step: 58000 Progress: 58.0% Elapsed: 1 day, 20:03:59 temperature: no ada_p: No Discriminator_loss: 0.527471 Generator_loss: 1.8871
[INFO] 2020-09-19 09:50:57 > Start Evaluation (58000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 09:54:07 > F_8 score (Step: 58000, Using test images): 0.9876430335694943
[INFO] 2020-09-19 09:54:07 > F_1/8 score (Step: 58000, Using test images): 0.991116060843209
[INFO] 2020-09-19 09:54:07 > FID score (Step: 58000, Using test moments): 9.284146172225576
[INFO] 2020-09-19 09:54:07 > Inception score (Step: 58000, 10000 generated images): 9.577582359313965
[INFO] 2020-09-19 09:54:07 > Best FID score (Step: 54000, Using test moments): 9.194976442265386
[INFO] 2020-09-19 09:54:09 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 09:58:34 > Step: 58100 Progress: 58.1% Elapsed: 1 day, 20:11:36 temperature: no ada_p: No Discriminator_loss: 0.490108 Generator_loss: 1.1449
[INFO] 2020-09-19 10:02:58 > Step: 58200 Progress: 58.2% Elapsed: 1 day, 20:16:00 temperature: no ada_p: No Discriminator_loss: 0.561361 Generator_loss: 2.11628
[INFO] 2020-09-19 10:07:22 > Step: 58300 Progress: 58.3% Elapsed: 1 day, 20:20:24 temperature: no ada_p: No Discriminator_loss: 0.322339 Generator_loss: 2.07055
[INFO] 2020-09-19 10:11:45 > Step: 58400 Progress: 58.4% Elapsed: 1 day, 20:24:47 temperature: no ada_p: No Discriminator_loss: 0.333739 Generator_loss: 1.80971
[INFO] 2020-09-19 10:16:09 > Step: 58500 Progress: 58.5% Elapsed: 1 day, 20:29:11 temperature: no ada_p: No Discriminator_loss: 0.36361 Generator_loss: 1.48362
[INFO] 2020-09-19 10:20:33 > Step: 58600 Progress: 58.6% Elapsed: 1 day, 20:33:36 temperature: no ada_p: No Discriminator_loss: 0.386585 Generator_loss: 1.71066
[INFO] 2020-09-19 10:24:59 > Step: 58700 Progress: 58.7% Elapsed: 1 day, 20:38:01 temperature: no ada_p: No Discriminator_loss: 0.214423 Generator_loss: 2.01678
[INFO] 2020-09-19 10:29:23 > Step: 58800 Progress: 58.8% Elapsed: 1 day, 20:42:25 temperature: no ada_p: No Discriminator_loss: 0.288213 Generator_loss: 1.74426
[INFO] 2020-09-19 10:33:48 > Step: 58900 Progress: 58.9% Elapsed: 1 day, 20:46:50 temperature: no ada_p: No Discriminator_loss: 0.476804 Generator_loss: 1.28468
[INFO] 2020-09-19 10:38:13 > Step: 59000 Progress: 59.0% Elapsed: 1 day, 20:51:15 temperature: no ada_p: No Discriminator_loss: 0.384587 Generator_loss: 1.03398
[INFO] 2020-09-19 10:42:38 > Step: 59100 Progress: 59.1% Elapsed: 1 day, 20:55:40 temperature: no ada_p: No Discriminator_loss: 0.41139 Generator_loss: 1.79407
[INFO] 2020-09-19 10:47:03 > Step: 59200 Progress: 59.2% Elapsed: 1 day, 21:00:05 temperature: no ada_p: No Discriminator_loss: 0.205581 Generator_loss: 1.67211
[INFO] 2020-09-19 10:51:26 > Step: 59300 Progress: 59.3% Elapsed: 1 day, 21:04:28 temperature: no ada_p: No Discriminator_loss: 0.472732 Generator_loss: 1.09917
[INFO] 2020-09-19 10:55:51 > Step: 59400 Progress: 59.4% Elapsed: 1 day, 21:08:53 temperature: no ada_p: No Discriminator_loss: 0.558488 Generator_loss: 2.23338
[INFO] 2020-09-19 11:00:14 > Step: 59500 Progress: 59.5% Elapsed: 1 day, 21:13:16 temperature: no ada_p: No Discriminator_loss: 0.374695 Generator_loss: 1.75395
[INFO] 2020-09-19 11:04:39 > Step: 59600 Progress: 59.6% Elapsed: 1 day, 21:17:41 temperature: no ada_p: No Discriminator_loss: 0.342454 Generator_loss: 2.30857
[INFO] 2020-09-19 11:09:05 > Step: 59700 Progress: 59.7% Elapsed: 1 day, 21:22:07 temperature: no ada_p: No Discriminator_loss: 0.385442 Generator_loss: 1.63061
[INFO] 2020-09-19 11:13:29 > Step: 59800 Progress: 59.8% Elapsed: 1 day, 21:26:31 temperature: no ada_p: No Discriminator_loss: 0.352867 Generator_loss: 2.46163
[INFO] 2020-09-19 11:17:54 > Step: 59900 Progress: 59.9% Elapsed: 1 day, 21:30:56 temperature: no ada_p: No Discriminator_loss: 0.627392 Generator_loss: 1.65965
[INFO] 2020-09-19 11:22:20 > Step: 60000 Progress: 60.0% Elapsed: 1 day, 21:35:22 temperature: no ada_p: No Discriminator_loss: 0.411663 Generator_loss: 2.12834
[INFO] 2020-09-19 11:22:20 > Start Evaluation (60000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 11:25:31 > F_8 score (Step: 60000, Using test images): 0.9852789995050976
[INFO] 2020-09-19 11:25:31 > F_1/8 score (Step: 60000, Using test images): 0.9923041310209026
[INFO] 2020-09-19 11:25:31 > FID score (Step: 60000, Using test moments): 9.30526336951192
[INFO] 2020-09-19 11:25:31 > Inception score (Step: 60000, 10000 generated images): 9.484145164489746
[INFO] 2020-09-19 11:25:31 > Best FID score (Step: 54000, Using test moments): 9.194976442265386
[INFO] 2020-09-19 11:25:33 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 11:29:58 > Step: 60100 Progress: 60.1% Elapsed: 1 day, 21:43:00 temperature: no ada_p: No Discriminator_loss: 0.454896 Generator_loss: 1.2673
[INFO] 2020-09-19 11:34:22 > Step: 60200 Progress: 60.2% Elapsed: 1 day, 21:47:24 temperature: no ada_p: No Discriminator_loss: 0.510294 Generator_loss: 1.72847
[INFO] 2020-09-19 11:38:48 > Step: 60300 Progress: 60.3% Elapsed: 1 day, 21:51:50 temperature: no ada_p: No Discriminator_loss: 0.328231 Generator_loss: 1.95541
[INFO] 2020-09-19 11:43:12 > Step: 60400 Progress: 60.4% Elapsed: 1 day, 21:56:14 temperature: no ada_p: No Discriminator_loss: 0.378754 Generator_loss: 1.53474
[INFO] 2020-09-19 11:47:37 > Step: 60500 Progress: 60.5% Elapsed: 1 day, 22:00:40 temperature: no ada_p: No Discriminator_loss: 0.301305 Generator_loss: 1.96352
[INFO] 2020-09-19 11:52:03 > Step: 60600 Progress: 60.6% Elapsed: 1 day, 22:05:05 temperature: no ada_p: No Discriminator_loss: 0.249741 Generator_loss: 1.95111
[INFO] 2020-09-19 11:56:28 > Step: 60700 Progress: 60.7% Elapsed: 1 day, 22:09:30 temperature: no ada_p: No Discriminator_loss: 0.333403 Generator_loss: 1.8199
[INFO] 2020-09-19 12:00:54 > Step: 60800 Progress: 60.8% Elapsed: 1 day, 22:13:56 temperature: no ada_p: No Discriminator_loss: 0.329928 Generator_loss: 2.16105
[INFO] 2020-09-19 12:05:19 > Step: 60900 Progress: 60.9% Elapsed: 1 day, 22:18:21 temperature: no ada_p: No Discriminator_loss: 0.462009 Generator_loss: 2.05369
[INFO] 2020-09-19 12:09:45 > Step: 61000 Progress: 61.0% Elapsed: 1 day, 22:22:47 temperature: no ada_p: No Discriminator_loss: 0.342282 Generator_loss: 1.62975
[INFO] 2020-09-19 12:14:10 > Step: 61100 Progress: 61.1% Elapsed: 1 day, 22:27:12 temperature: no ada_p: No Discriminator_loss: 0.372416 Generator_loss: 4.00203
[INFO] 2020-09-19 12:18:34 > Step: 61200 Progress: 61.2% Elapsed: 1 day, 22:31:36 temperature: no ada_p: No Discriminator_loss: 0.374993 Generator_loss: 1.60991
[INFO] 2020-09-19 12:23:00 > Step: 61300 Progress: 61.3% Elapsed: 1 day, 22:36:02 temperature: no ada_p: No Discriminator_loss: 0.279823 Generator_loss: 1.36153
[INFO] 2020-09-19 12:27:24 > Step: 61400 Progress: 61.4% Elapsed: 1 day, 22:40:27 temperature: no ada_p: No Discriminator_loss: 0.29308 Generator_loss: 1.73102
[INFO] 2020-09-19 12:31:49 > Step: 61500 Progress: 61.5% Elapsed: 1 day, 22:44:51 temperature: no ada_p: No Discriminator_loss: 0.569165 Generator_loss: 2.59728
[INFO] 2020-09-19 12:36:13 > Step: 61600 Progress: 61.6% Elapsed: 1 day, 22:49:15 temperature: no ada_p: No Discriminator_loss: 0.220284 Generator_loss: 1.36406
[INFO] 2020-09-19 12:40:38 > Step: 61700 Progress: 61.7% Elapsed: 1 day, 22:53:40 temperature: no ada_p: No Discriminator_loss: 0.283794 Generator_loss: 2.28887
[INFO] 2020-09-19 12:45:01 > Step: 61800 Progress: 61.8% Elapsed: 1 day, 22:58:03 temperature: no ada_p: No Discriminator_loss: 0.275425 Generator_loss: 1.60669
[INFO] 2020-09-19 12:49:26 > Step: 61900 Progress: 61.9% Elapsed: 1 day, 23:02:28 temperature: no ada_p: No Discriminator_loss: 0.563468 Generator_loss: 0.908245
[INFO] 2020-09-19 12:53:50 > Step: 62000 Progress: 62.0% Elapsed: 1 day, 23:06:52 temperature: no ada_p: No Discriminator_loss: 0.418477 Generator_loss: 1.40223
[INFO] 2020-09-19 12:53:50 > Start Evaluation (62000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 12:56:58 > F_8 score (Step: 62000, Using test images): 0.9895051478305125
[INFO] 2020-09-19 12:56:58 > F_1/8 score (Step: 62000, Using test images): 0.9916385574925287
[INFO] 2020-09-19 12:56:58 > FID score (Step: 62000, Using test moments): 8.94868086349021
[INFO] 2020-09-19 12:56:58 > Inception score (Step: 62000, 10000 generated images): 9.727474212646484
[INFO] 2020-09-19 12:56:58 > Best FID score (Step: 62000, Using test moments): 8.94868086349021
[INFO] 2020-09-19 12:57:02 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 13:01:27 > Step: 62100 Progress: 62.1% Elapsed: 1 day, 23:14:29 temperature: no ada_p: No Discriminator_loss: 0.29043 Generator_loss: 2.30305
[INFO] 2020-09-19 13:05:52 > Step: 62200 Progress: 62.2% Elapsed: 1 day, 23:18:54 temperature: no ada_p: No Discriminator_loss: 0.28072 Generator_loss: 2.28376
[INFO] 2020-09-19 13:10:16 > Step: 62300 Progress: 62.3% Elapsed: 1 day, 23:23:18 temperature: no ada_p: No Discriminator_loss: 0.34914 Generator_loss: 2.01532
[INFO] 2020-09-19 13:14:40 > Step: 62400 Progress: 62.4% Elapsed: 1 day, 23:27:42 temperature: no ada_p: No Discriminator_loss: 0.290677 Generator_loss: -0.0617738
[INFO] 2020-09-19 13:19:03 > Step: 62500 Progress: 62.5% Elapsed: 1 day, 23:32:05 temperature: no ada_p: No Discriminator_loss: 0.323452 Generator_loss: 1.78215
[INFO] 2020-09-19 13:23:27 > Step: 62600 Progress: 62.6% Elapsed: 1 day, 23:36:29 temperature: no ada_p: No Discriminator_loss: 0.397467 Generator_loss: 1.83361
[INFO] 2020-09-19 13:27:49 > Step: 62700 Progress: 62.7% Elapsed: 1 day, 23:40:52 temperature: no ada_p: No Discriminator_loss: 0.477934 Generator_loss: 1.77489
[INFO] 2020-09-19 13:32:13 > Step: 62800 Progress: 62.8% Elapsed: 1 day, 23:45:15 temperature: no ada_p: No Discriminator_loss: 0.319263 Generator_loss: 2.34165
[INFO] 2020-09-19 13:36:35 > Step: 62900 Progress: 62.9% Elapsed: 1 day, 23:49:37 temperature: no ada_p: No Discriminator_loss: 0.354824 Generator_loss: 1.74547
[INFO] 2020-09-19 13:40:57 > Step: 63000 Progress: 63.0% Elapsed: 1 day, 23:53:59 temperature: no ada_p: No Discriminator_loss: 0.292874 Generator_loss: 1.97779
[INFO] 2020-09-19 13:45:20 > Step: 63100 Progress: 63.1% Elapsed: 1 day, 23:58:22 temperature: no ada_p: No Discriminator_loss: 0.511948 Generator_loss: 1.88849
[INFO] 2020-09-19 13:49:43 > Step: 63200 Progress: 63.2% Elapsed: 2 days, 0:02:45 temperature: no ada_p: No Discriminator_loss: 0.518693 Generator_loss: 1.05419
[INFO] 2020-09-19 13:54:05 > Step: 63300 Progress: 63.3% Elapsed: 2 days, 0:07:07 temperature: no ada_p: No Discriminator_loss: 0.266142 Generator_loss: 2.01452
[INFO] 2020-09-19 13:58:28 > Step: 63400 Progress: 63.4% Elapsed: 2 days, 0:11:30 temperature: no ada_p: No Discriminator_loss: 0.490831 Generator_loss: 1.93561
[INFO] 2020-09-19 14:02:52 > Step: 63500 Progress: 63.5% Elapsed: 2 days, 0:15:54 temperature: no ada_p: No Discriminator_loss: 0.304322 Generator_loss: 1.40062
[INFO] 2020-09-19 14:07:16 > Step: 63600 Progress: 63.6% Elapsed: 2 days, 0:20:18 temperature: no ada_p: No Discriminator_loss: 0.782556 Generator_loss: 1.21934
[INFO] 2020-09-19 14:11:39 > Step: 63700 Progress: 63.7% Elapsed: 2 days, 0:24:42 temperature: no ada_p: No Discriminator_loss: 0.468808 Generator_loss: 2.27352
[INFO] 2020-09-19 14:16:03 > Step: 63800 Progress: 63.8% Elapsed: 2 days, 0:29:05 temperature: no ada_p: No Discriminator_loss: 0.212558 Generator_loss: 2.35498
[INFO] 2020-09-19 14:20:26 > Step: 63900 Progress: 63.9% Elapsed: 2 days, 0:33:29 temperature: no ada_p: No Discriminator_loss: 0.471662 Generator_loss: 2.11448
[INFO] 2020-09-19 14:24:48 > Step: 64000 Progress: 64.0% Elapsed: 2 days, 0:37:50 temperature: no ada_p: No Discriminator_loss: 0.365005 Generator_loss: 2.03596
[INFO] 2020-09-19 14:24:48 > Start Evaluation (64000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 14:27:56 > F_8 score (Step: 64000, Using test images): 0.9840003495477503
[INFO] 2020-09-19 14:27:56 > F_1/8 score (Step: 64000, Using test images): 0.9917885224700987
[INFO] 2020-09-19 14:27:56 > FID score (Step: 64000, Using test moments): 9.026479677894883
[INFO] 2020-09-19 14:27:56 > Inception score (Step: 64000, 10000 generated images): 9.571001052856445
[INFO] 2020-09-19 14:27:56 > Best FID score (Step: 62000, Using test moments): 8.94868086349021
[INFO] 2020-09-19 14:27:59 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 14:32:23 > Step: 64100 Progress: 64.1% Elapsed: 2 days, 0:45:26 temperature: no ada_p: No Discriminator_loss: 0.366775 Generator_loss: 2.08329
[INFO] 2020-09-19 14:36:47 > Step: 64200 Progress: 64.2% Elapsed: 2 days, 0:49:49 temperature: no ada_p: No Discriminator_loss: 0.259974 Generator_loss: 1.97328
[INFO] 2020-09-19 14:41:10 > Step: 64300 Progress: 64.3% Elapsed: 2 days, 0:54:13 temperature: no ada_p: No Discriminator_loss: 0.539841 Generator_loss: 1.01829
[INFO] 2020-09-19 14:45:34 > Step: 64400 Progress: 64.4% Elapsed: 2 days, 0:58:36 temperature: no ada_p: No Discriminator_loss: 0.365745 Generator_loss: 1.70627
[INFO] 2020-09-19 14:49:57 > Step: 64500 Progress: 64.5% Elapsed: 2 days, 1:03:00 temperature: no ada_p: No Discriminator_loss: 0.596554 Generator_loss: 2.78592
[INFO] 2020-09-19 14:54:22 > Step: 64600 Progress: 64.6% Elapsed: 2 days, 1:07:24 temperature: no ada_p: No Discriminator_loss: 0.365269 Generator_loss: 2.26505
[INFO] 2020-09-19 14:58:46 > Step: 64700 Progress: 64.7% Elapsed: 2 days, 1:11:48 temperature: no ada_p: No Discriminator_loss: 0.583189 Generator_loss: 2.22333
[INFO] 2020-09-19 15:03:09 > Step: 64800 Progress: 64.8% Elapsed: 2 days, 1:16:12 temperature: no ada_p: No Discriminator_loss: 0.18288 Generator_loss: 1.79183
[INFO] 2020-09-19 15:07:33 > Step: 64900 Progress: 64.9% Elapsed: 2 days, 1:20:35 temperature: no ada_p: No Discriminator_loss: 0.355789 Generator_loss: 1.45287
[INFO] 2020-09-19 15:11:57 > Step: 65000 Progress: 65.0% Elapsed: 2 days, 1:24:59 temperature: no ada_p: No Discriminator_loss: 0.375468 Generator_loss: 1.71004
[INFO] 2020-09-19 15:16:20 > Step: 65100 Progress: 65.1% Elapsed: 2 days, 1:29:22 temperature: no ada_p: No Discriminator_loss: 0.251634 Generator_loss: 1.06552
[INFO] 2020-09-19 15:20:43 > Step: 65200 Progress: 65.2% Elapsed: 2 days, 1:33:46 temperature: no ada_p: No Discriminator_loss: 0.218047 Generator_loss: 2.21238
[INFO] 2020-09-19 15:25:08 > Step: 65300 Progress: 65.3% Elapsed: 2 days, 1:38:10 temperature: no ada_p: No Discriminator_loss: 0.420869 Generator_loss: 1.86748
[INFO] 2020-09-19 15:29:32 > Step: 65400 Progress: 65.4% Elapsed: 2 days, 1:42:34 temperature: no ada_p: No Discriminator_loss: 0.34166 Generator_loss: 1.009
[INFO] 2020-09-19 15:33:56 > Step: 65500 Progress: 65.5% Elapsed: 2 days, 1:46:58 temperature: no ada_p: No Discriminator_loss: 0.330351 Generator_loss: 2.13035
[INFO] 2020-09-19 15:38:20 > Step: 65600 Progress: 65.6% Elapsed: 2 days, 1:51:22 temperature: no ada_p: No Discriminator_loss: 0.478759 Generator_loss: 2.8649
[INFO] 2020-09-19 15:42:45 > Step: 65700 Progress: 65.7% Elapsed: 2 days, 1:55:47 temperature: no ada_p: No Discriminator_loss: 0.468607 Generator_loss: 1.42668
[INFO] 2020-09-19 15:47:09 > Step: 65800 Progress: 65.8% Elapsed: 2 days, 2:00:11 temperature: no ada_p: No Discriminator_loss: 0.413609 Generator_loss: 1.83071
[INFO] 2020-09-19 15:51:32 > Step: 65900 Progress: 65.9% Elapsed: 2 days, 2:04:34 temperature: no ada_p: No Discriminator_loss: 0.250914 Generator_loss: 1.76528
[INFO] 2020-09-19 15:55:56 > Step: 66000 Progress: 66.0% Elapsed: 2 days, 2:08:58 temperature: no ada_p: No Discriminator_loss: 0.44205 Generator_loss: 1.95454
[INFO] 2020-09-19 15:55:56 > Start Evaluation (66000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 15:59:05 > F_8 score (Step: 66000, Using test images): 0.9904385768427738
[INFO] 2020-09-19 15:59:05 > F_1/8 score (Step: 66000, Using test images): 0.9929486735732759
[INFO] 2020-09-19 15:59:05 > FID score (Step: 66000, Using test moments): 8.83563207264217
[INFO] 2020-09-19 15:59:05 > Inception score (Step: 66000, 10000 generated images): 9.528726577758789
[INFO] 2020-09-19 15:59:05 > Best FID score (Step: 66000, Using test moments): 8.83563207264217
[INFO] 2020-09-19 15:59:09 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 16:03:34 > Step: 66100 Progress: 66.1% Elapsed: 2 days, 2:16:36 temperature: no ada_p: No Discriminator_loss: 0.385033 Generator_loss: 1.61638
[INFO] 2020-09-19 16:07:59 > Step: 66200 Progress: 66.2% Elapsed: 2 days, 2:21:01 temperature: no ada_p: No Discriminator_loss: 0.373016 Generator_loss: 1.76026
[INFO] 2020-09-19 16:12:23 > Step: 66300 Progress: 66.3% Elapsed: 2 days, 2:25:25 temperature: no ada_p: No Discriminator_loss: 0.49069 Generator_loss: 2.21988
[INFO] 2020-09-19 16:16:48 > Step: 66400 Progress: 66.4% Elapsed: 2 days, 2:29:50 temperature: no ada_p: No Discriminator_loss: 0.236309 Generator_loss: 1.93107
[INFO] 2020-09-19 16:21:12 > Step: 66500 Progress: 66.5% Elapsed: 2 days, 2:34:14 temperature: no ada_p: No Discriminator_loss: 0.341636 Generator_loss: 2.53109
[INFO] 2020-09-19 16:25:36 > Step: 66600 Progress: 66.6% Elapsed: 2 days, 2:38:38 temperature: no ada_p: No Discriminator_loss: 0.596181 Generator_loss: 1.26519
[INFO] 2020-09-19 16:30:00 > Step: 66700 Progress: 66.7% Elapsed: 2 days, 2:43:03 temperature: no ada_p: No Discriminator_loss: 0.345505 Generator_loss: 1.6148
[INFO] 2020-09-19 16:34:24 > Step: 66800 Progress: 66.8% Elapsed: 2 days, 2:47:26 temperature: no ada_p: No Discriminator_loss: 0.371733 Generator_loss: 2.43374
[INFO] 2020-09-19 16:38:48 > Step: 66900 Progress: 66.9% Elapsed: 2 days, 2:51:50 temperature: no ada_p: No Discriminator_loss: 0.472422 Generator_loss: 1.90491
[INFO] 2020-09-19 16:43:12 > Step: 67000 Progress: 67.0% Elapsed: 2 days, 2:56:14 temperature: no ada_p: No Discriminator_loss: 0.409757 Generator_loss: 2.14536
[INFO] 2020-09-19 16:47:36 > Step: 67100 Progress: 67.1% Elapsed: 2 days, 3:00:38 temperature: no ada_p: No Discriminator_loss: 0.550804 Generator_loss: 2.28555
[INFO] 2020-09-19 16:52:01 > Step: 67200 Progress: 67.2% Elapsed: 2 days, 3:05:03 temperature: no ada_p: No Discriminator_loss: 0.508149 Generator_loss: 2.63427
[INFO] 2020-09-19 16:56:25 > Step: 67300 Progress: 67.3% Elapsed: 2 days, 3:09:27 temperature: no ada_p: No Discriminator_loss: 0.321968 Generator_loss: 1.31621
[INFO] 2020-09-19 17:00:49 > Step: 67400 Progress: 67.4% Elapsed: 2 days, 3:13:51 temperature: no ada_p: No Discriminator_loss: 0.346932 Generator_loss: 1.94884
[INFO] 2020-09-19 17:05:13 > Step: 67500 Progress: 67.5% Elapsed: 2 days, 3:18:15 temperature: no ada_p: No Discriminator_loss: 0.52025 Generator_loss: 1.6089
[INFO] 2020-09-19 17:09:38 > Step: 67600 Progress: 67.6% Elapsed: 2 days, 3:22:40 temperature: no ada_p: No Discriminator_loss: 0.392163 Generator_loss: 1.83783
[INFO] 2020-09-19 17:14:02 > Step: 67700 Progress: 67.7% Elapsed: 2 days, 3:27:04 temperature: no ada_p: No Discriminator_loss: 0.228183 Generator_loss: 1.40167
[INFO] 2020-09-19 17:18:25 > Step: 67800 Progress: 67.8% Elapsed: 2 days, 3:31:27 temperature: no ada_p: No Discriminator_loss: 0.341854 Generator_loss: 1.42218
[INFO] 2020-09-19 17:22:49 > Step: 67900 Progress: 67.9% Elapsed: 2 days, 3:35:51 temperature: no ada_p: No Discriminator_loss: 0.312963 Generator_loss: 1.93649
[INFO] 2020-09-19 17:27:14 > Step: 68000 Progress: 68.0% Elapsed: 2 days, 3:40:16 temperature: no ada_p: No Discriminator_loss: 0.365967 Generator_loss: 2.28367
[INFO] 2020-09-19 17:27:14 > Start Evaluation (68000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 17:30:24 > F_8 score (Step: 68000, Using test images): 0.9882279710886175
[INFO] 2020-09-19 17:30:24 > F_1/8 score (Step: 68000, Using test images): 0.9921001589160332
[INFO] 2020-09-19 17:30:24 > FID score (Step: 68000, Using test moments): 8.799167149838468
[INFO] 2020-09-19 17:30:24 > Inception score (Step: 68000, 10000 generated images): 9.556742668151855
[INFO] 2020-09-19 17:30:24 > Best FID score (Step: 68000, Using test moments): 8.799167149838468
[INFO] 2020-09-19 17:30:29 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 17:34:54 > Step: 68100 Progress: 68.1% Elapsed: 2 days, 3:47:56 temperature: no ada_p: No Discriminator_loss: 0.410209 Generator_loss: 2.02822
[INFO] 2020-09-19 17:39:19 > Step: 68200 Progress: 68.2% Elapsed: 2 days, 3:52:21 temperature: no ada_p: No Discriminator_loss: 0.242174 Generator_loss: 1.59158
[INFO] 2020-09-19 17:43:43 > Step: 68300 Progress: 68.3% Elapsed: 2 days, 3:56:45 temperature: no ada_p: No Discriminator_loss: 0.398258 Generator_loss: 1.82677
[INFO] 2020-09-19 17:48:08 > Step: 68400 Progress: 68.4% Elapsed: 2 days, 4:01:10 temperature: no ada_p: No Discriminator_loss: 0.290597 Generator_loss: 1.00872
[INFO] 2020-09-19 17:52:33 > Step: 68500 Progress: 68.5% Elapsed: 2 days, 4:05:35 temperature: no ada_p: No Discriminator_loss: 0.291874 Generator_loss: 2.36164
[INFO] 2020-09-19 17:56:56 > Step: 68600 Progress: 68.6% Elapsed: 2 days, 4:09:58 temperature: no ada_p: No Discriminator_loss: 0.209726 Generator_loss: 1.09882
[INFO] 2020-09-19 18:01:20 > Step: 68700 Progress: 68.7% Elapsed: 2 days, 4:14:23 temperature: no ada_p: No Discriminator_loss: 0.35196 Generator_loss: 2.07305
[INFO] 2020-09-19 18:05:45 > Step: 68800 Progress: 68.8% Elapsed: 2 days, 4:18:47 temperature: no ada_p: No Discriminator_loss: 0.398595 Generator_loss: 1.57058
[INFO] 2020-09-19 18:10:08 > Step: 68900 Progress: 68.9% Elapsed: 2 days, 4:23:11 temperature: no ada_p: No Discriminator_loss: 0.360138 Generator_loss: 2.07989
[INFO] 2020-09-19 18:14:33 > Step: 69000 Progress: 69.0% Elapsed: 2 days, 4:27:35 temperature: no ada_p: No Discriminator_loss: 0.726982 Generator_loss: 1.8404
[INFO] 2020-09-19 18:18:59 > Step: 69100 Progress: 69.1% Elapsed: 2 days, 4:32:01 temperature: no ada_p: No Discriminator_loss: 0.20803 Generator_loss: 1.32595
[INFO] 2020-09-19 18:23:23 > Step: 69200 Progress: 69.2% Elapsed: 2 days, 4:36:25 temperature: no ada_p: No Discriminator_loss: 0.430506 Generator_loss: 1.96322
[INFO] 2020-09-19 18:27:47 > Step: 69300 Progress: 69.3% Elapsed: 2 days, 4:40:49 temperature: no ada_p: No Discriminator_loss: 0.224681 Generator_loss: 2.21784
[INFO] 2020-09-19 18:32:12 > Step: 69400 Progress: 69.4% Elapsed: 2 days, 4:45:14 temperature: no ada_p: No Discriminator_loss: 0.186632 Generator_loss: 2.0878
[INFO] 2020-09-19 18:36:36 > Step: 69500 Progress: 69.5% Elapsed: 2 days, 4:49:38 temperature: no ada_p: No Discriminator_loss: 0.273086 Generator_loss: 1.82898
[INFO] 2020-09-19 18:41:00 > Step: 69600 Progress: 69.6% Elapsed: 2 days, 4:54:02 temperature: no ada_p: No Discriminator_loss: 0.504252 Generator_loss: 2.51207
[INFO] 2020-09-19 18:45:24 > Step: 69700 Progress: 69.7% Elapsed: 2 days, 4:58:27 temperature: no ada_p: No Discriminator_loss: 0.39019 Generator_loss: 2.41709
[INFO] 2020-09-19 18:49:48 > Step: 69800 Progress: 69.8% Elapsed: 2 days, 5:02:50 temperature: no ada_p: No Discriminator_loss: 0.544478 Generator_loss: 1.92367
[INFO] 2020-09-19 18:54:13 > Step: 69900 Progress: 69.9% Elapsed: 2 days, 5:07:15 temperature: no ada_p: No Discriminator_loss: 0.242538 Generator_loss: 1.76322
[INFO] 2020-09-19 18:58:38 > Step: 70000 Progress: 70.0% Elapsed: 2 days, 5:11:40 temperature: no ada_p: No Discriminator_loss: 0.283444 Generator_loss: 2.29191
[INFO] 2020-09-19 18:58:38 > Start Evaluation (70000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 19:01:48 > F_8 score (Step: 70000, Using test images): 0.9891698387359931
[INFO] 2020-09-19 19:01:48 > F_1/8 score (Step: 70000, Using test images): 0.9912122912077909
[INFO] 2020-09-19 19:01:48 > FID score (Step: 70000, Using test moments): 8.838135926547693
[INFO] 2020-09-19 19:01:48 > Inception score (Step: 70000, 10000 generated images): 9.595911026000977
[INFO] 2020-09-19 19:01:48 > Best FID score (Step: 68000, Using test moments): 8.799167149838468
[INFO] 2020-09-19 19:01:51 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 19:06:16 > Step: 70100 Progress: 70.1% Elapsed: 2 days, 5:19:19 temperature: no ada_p: No Discriminator_loss: 0.275561 Generator_loss: 2.05526
[INFO] 2020-09-19 19:10:42 > Step: 70200 Progress: 70.2% Elapsed: 2 days, 5:23:44 temperature: no ada_p: No Discriminator_loss: 0.447546 Generator_loss: 2.59531
[INFO] 2020-09-19 19:15:07 > Step: 70300 Progress: 70.3% Elapsed: 2 days, 5:28:09 temperature: no ada_p: No Discriminator_loss: 0.337263 Generator_loss: 1.80743
[INFO] 2020-09-19 19:19:30 > Step: 70400 Progress: 70.4% Elapsed: 2 days, 5:32:32 temperature: no ada_p: No Discriminator_loss: 0.262848 Generator_loss: 1.98319
[INFO] 2020-09-19 19:23:54 > Step: 70500 Progress: 70.5% Elapsed: 2 days, 5:36:56 temperature: no ada_p: No Discriminator_loss: 0.293941 Generator_loss: 1.74183
[INFO] 2020-09-19 19:28:19 > Step: 70600 Progress: 70.6% Elapsed: 2 days, 5:41:21 temperature: no ada_p: No Discriminator_loss: 0.467829 Generator_loss: 1.46543
[INFO] 2020-09-19 19:32:42 > Step: 70700 Progress: 70.7% Elapsed: 2 days, 5:45:45 temperature: no ada_p: No Discriminator_loss: 0.413678 Generator_loss: 2.26445
[INFO] 2020-09-19 19:37:07 > Step: 70800 Progress: 70.8% Elapsed: 2 days, 5:50:09 temperature: no ada_p: No Discriminator_loss: 0.386826 Generator_loss: 1.98722
[INFO] 2020-09-19 19:41:30 > Step: 70900 Progress: 70.9% Elapsed: 2 days, 5:54:33 temperature: no ada_p: No Discriminator_loss: 0.501986 Generator_loss: 1.88331
[INFO] 2020-09-19 19:45:54 > Step: 71000 Progress: 71.0% Elapsed: 2 days, 5:58:56 temperature: no ada_p: No Discriminator_loss: 0.57826 Generator_loss: 1.4376
[INFO] 2020-09-19 19:50:19 > Step: 71100 Progress: 71.1% Elapsed: 2 days, 6:03:21 temperature: no ada_p: No Discriminator_loss: 0.385926 Generator_loss: 1.95693
[INFO] 2020-09-19 19:54:43 > Step: 71200 Progress: 71.2% Elapsed: 2 days, 6:07:45 temperature: no ada_p: No Discriminator_loss: 0.480397 Generator_loss: 1.7629
[INFO] 2020-09-19 19:59:07 > Step: 71300 Progress: 71.3% Elapsed: 2 days, 6:12:09 temperature: no ada_p: No Discriminator_loss: 0.56144 Generator_loss: 2.59964
[INFO] 2020-09-19 20:03:30 > Step: 71400 Progress: 71.4% Elapsed: 2 days, 6:16:32 temperature: no ada_p: No Discriminator_loss: 0.684181 Generator_loss: 2.35189
[INFO] 2020-09-19 20:07:54 > Step: 71500 Progress: 71.5% Elapsed: 2 days, 6:20:56 temperature: no ada_p: No Discriminator_loss: 0.325201 Generator_loss: 2.36627
[INFO] 2020-09-19 20:12:19 > Step: 71600 Progress: 71.6% Elapsed: 2 days, 6:25:21 temperature: no ada_p: No Discriminator_loss: 0.565282 Generator_loss: 2.52729
[INFO] 2020-09-19 20:16:43 > Step: 71700 Progress: 71.7% Elapsed: 2 days, 6:29:45 temperature: no ada_p: No Discriminator_loss: 0.451596 Generator_loss: 2.35168
[INFO] 2020-09-19 20:21:06 > Step: 71800 Progress: 71.8% Elapsed: 2 days, 6:34:09 temperature: no ada_p: No Discriminator_loss: 0.432933 Generator_loss: 1.67064
[INFO] 2020-09-19 20:25:31 > Step: 71900 Progress: 71.9% Elapsed: 2 days, 6:38:33 temperature: no ada_p: No Discriminator_loss: 0.504031 Generator_loss: 2.4034
[INFO] 2020-09-19 20:29:55 > Step: 72000 Progress: 72.0% Elapsed: 2 days, 6:42:58 temperature: no ada_p: No Discriminator_loss: 0.230885 Generator_loss: 1.73382
[INFO] 2020-09-19 20:29:55 > Start Evaluation (72000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 20:33:05 > F_8 score (Step: 72000, Using test images): 0.9914753124027953
[INFO] 2020-09-19 20:33:05 > F_1/8 score (Step: 72000, Using test images): 0.9932640573954984
[INFO] 2020-09-19 20:33:05 > FID score (Step: 72000, Using test moments): 8.876928058025896
[INFO] 2020-09-19 20:33:05 > Inception score (Step: 72000, 10000 generated images): 9.632466316223145
[INFO] 2020-09-19 20:33:05 > Best FID score (Step: 68000, Using test moments): 8.799167149838468
[INFO] 2020-09-19 20:33:08 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 20:37:33 > Step: 72100 Progress: 72.1% Elapsed: 2 days, 6:50:36 temperature: no ada_p: No Discriminator_loss: 0.454095 Generator_loss: 1.77333
[INFO] 2020-09-19 20:41:58 > Step: 72200 Progress: 72.2% Elapsed: 2 days, 6:55:00 temperature: no ada_p: No Discriminator_loss: 0.384088 Generator_loss: 2.75553
[INFO] 2020-09-19 20:46:21 > Step: 72300 Progress: 72.3% Elapsed: 2 days, 6:59:23 temperature: no ada_p: No Discriminator_loss: 0.385543 Generator_loss: 2.0758
[INFO] 2020-09-19 20:50:46 > Step: 72400 Progress: 72.4% Elapsed: 2 days, 7:03:48 temperature: no ada_p: No Discriminator_loss: 0.370878 Generator_loss: 2.45599
[INFO] 2020-09-19 20:55:10 > Step: 72500 Progress: 72.5% Elapsed: 2 days, 7:08:12 temperature: no ada_p: No Discriminator_loss: 0.539226 Generator_loss: 1.49627
[INFO] 2020-09-19 20:59:33 > Step: 72600 Progress: 72.6% Elapsed: 2 days, 7:12:35 temperature: no ada_p: No Discriminator_loss: 0.312218 Generator_loss: 1.3123
[INFO] 2020-09-19 21:03:57 > Step: 72700 Progress: 72.7% Elapsed: 2 days, 7:17:00 temperature: no ada_p: No Discriminator_loss: 0.384362 Generator_loss: 1.94117
[INFO] 2020-09-19 21:08:23 > Step: 72800 Progress: 72.8% Elapsed: 2 days, 7:21:25 temperature: no ada_p: No Discriminator_loss: 0.274554 Generator_loss: 1.86986
[INFO] 2020-09-19 21:12:45 > Step: 72900 Progress: 72.9% Elapsed: 2 days, 7:25:48 temperature: no ada_p: No Discriminator_loss: 0.333532 Generator_loss: 1.75926
[INFO] 2020-09-19 21:17:10 > Step: 73000 Progress: 73.0% Elapsed: 2 days, 7:30:12 temperature: no ada_p: No Discriminator_loss: 0.350105 Generator_loss: 1.44026
[INFO] 2020-09-19 21:21:34 > Step: 73100 Progress: 73.1% Elapsed: 2 days, 7:34:36 temperature: no ada_p: No Discriminator_loss: 0.333322 Generator_loss: 2.08624
[INFO] 2020-09-19 21:25:57 > Step: 73200 Progress: 73.2% Elapsed: 2 days, 7:38:59 temperature: no ada_p: No Discriminator_loss: 0.390738 Generator_loss: 2.15994
[INFO] 2020-09-19 21:30:22 > Step: 73300 Progress: 73.3% Elapsed: 2 days, 7:43:24 temperature: no ada_p: No Discriminator_loss: 0.343333 Generator_loss: 1.94977
[INFO] 2020-09-19 21:34:46 > Step: 73400 Progress: 73.4% Elapsed: 2 days, 7:47:48 temperature: no ada_p: No Discriminator_loss: 0.315848 Generator_loss: 1.89706
[INFO] 2020-09-19 21:39:11 > Step: 73500 Progress: 73.5% Elapsed: 2 days, 7:52:13 temperature: no ada_p: No Discriminator_loss: 0.42689 Generator_loss: 2.23838
[INFO] 2020-09-19 21:43:36 > Step: 73600 Progress: 73.6% Elapsed: 2 days, 7:56:38 temperature: no ada_p: No Discriminator_loss: 0.344759 Generator_loss: 2.06514
[INFO] 2020-09-19 21:48:00 > Step: 73700 Progress: 73.7% Elapsed: 2 days, 8:01:02 temperature: no ada_p: No Discriminator_loss: 0.282123 Generator_loss: 1.73682
[INFO] 2020-09-19 21:52:24 > Step: 73800 Progress: 73.8% Elapsed: 2 days, 8:05:27 temperature: no ada_p: No Discriminator_loss: 0.320913 Generator_loss: 1.68993
[INFO] 2020-09-19 21:56:50 > Step: 73900 Progress: 73.9% Elapsed: 2 days, 8:09:52 temperature: no ada_p: No Discriminator_loss: 0.421135 Generator_loss: 2.03617
[INFO] 2020-09-19 22:01:13 > Step: 74000 Progress: 74.0% Elapsed: 2 days, 8:14:15 temperature: no ada_p: No Discriminator_loss: 0.418915 Generator_loss: 1.71893
[INFO] 2020-09-19 22:01:13 > Start Evaluation (74000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 22:04:23 > F_8 score (Step: 74000, Using test images): 0.9904708298377302
[INFO] 2020-09-19 22:04:23 > F_1/8 score (Step: 74000, Using test images): 0.9924632367935338
[INFO] 2020-09-19 22:04:23 > FID score (Step: 74000, Using test moments): 8.755825304350992
[INFO] 2020-09-19 22:04:23 > Inception score (Step: 74000, 10000 generated images): 9.766556739807129
[INFO] 2020-09-19 22:04:23 > Best FID score (Step: 74000, Using test moments): 8.755825304350992
[INFO] 2020-09-19 22:04:28 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 22:08:54 > Step: 74100 Progress: 74.1% Elapsed: 2 days, 8:21:56 temperature: no ada_p: No Discriminator_loss: 0.391306 Generator_loss: 2.29882
[INFO] 2020-09-19 22:13:19 > Step: 74200 Progress: 74.2% Elapsed: 2 days, 8:26:21 temperature: no ada_p: No Discriminator_loss: 0.362078 Generator_loss: 1.94681
[INFO] 2020-09-19 22:17:43 > Step: 74300 Progress: 74.3% Elapsed: 2 days, 8:30:45 temperature: no ada_p: No Discriminator_loss: 0.537003 Generator_loss: 1.79786
[INFO] 2020-09-19 22:22:07 > Step: 74400 Progress: 74.4% Elapsed: 2 days, 8:35:09 temperature: no ada_p: No Discriminator_loss: 0.580528 Generator_loss: 3.02173
[INFO] 2020-09-19 22:26:31 > Step: 74500 Progress: 74.5% Elapsed: 2 days, 8:39:33 temperature: no ada_p: No Discriminator_loss: 0.333001 Generator_loss: 2.08602
[INFO] 2020-09-19 22:30:55 > Step: 74600 Progress: 74.6% Elapsed: 2 days, 8:43:58 temperature: no ada_p: No Discriminator_loss: 0.389661 Generator_loss: 2.23139
[INFO] 2020-09-19 22:35:20 > Step: 74700 Progress: 74.7% Elapsed: 2 days, 8:48:22 temperature: no ada_p: No Discriminator_loss: 0.488556 Generator_loss: 2.21041
[INFO] 2020-09-19 22:39:44 > Step: 74800 Progress: 74.8% Elapsed: 2 days, 8:52:46 temperature: no ada_p: No Discriminator_loss: 0.444231 Generator_loss: 1.96298
[INFO] 2020-09-19 22:44:07 > Step: 74900 Progress: 74.9% Elapsed: 2 days, 8:57:10 temperature: no ada_p: No Discriminator_loss: 0.284419 Generator_loss: 2.11719
[INFO] 2020-09-19 22:48:32 > Step: 75000 Progress: 75.0% Elapsed: 2 days, 9:01:34 temperature: no ada_p: No Discriminator_loss: 0.523872 Generator_loss: 2.3408
[INFO] 2020-09-19 22:52:56 > Step: 75100 Progress: 75.1% Elapsed: 2 days, 9:05:58 temperature: no ada_p: No Discriminator_loss: 0.47267 Generator_loss: 1.7837
[INFO] 2020-09-19 22:57:20 > Step: 75200 Progress: 75.2% Elapsed: 2 days, 9:10:22 temperature: no ada_p: No Discriminator_loss: 0.435722 Generator_loss: 1.91391
[INFO] 2020-09-19 23:01:45 > Step: 75300 Progress: 75.3% Elapsed: 2 days, 9:14:47 temperature: no ada_p: No Discriminator_loss: 0.42412 Generator_loss: 1.89563
[INFO] 2020-09-19 23:06:09 > Step: 75400 Progress: 75.4% Elapsed: 2 days, 9:19:11 temperature: no ada_p: No Discriminator_loss: 0.412796 Generator_loss: 1.80665
[INFO] 2020-09-19 23:10:33 > Step: 75500 Progress: 75.5% Elapsed: 2 days, 9:23:35 temperature: no ada_p: No Discriminator_loss: 0.499698 Generator_loss: 1.97695
[INFO] 2020-09-19 23:14:58 > Step: 75600 Progress: 75.6% Elapsed: 2 days, 9:28:00 temperature: no ada_p: No Discriminator_loss: 0.333019 Generator_loss: 1.72396
[INFO] 2020-09-19 23:19:22 > Step: 75700 Progress: 75.7% Elapsed: 2 days, 9:32:24 temperature: no ada_p: No Discriminator_loss: 0.538562 Generator_loss: 1.04139
[INFO] 2020-09-19 23:23:46 > Step: 75800 Progress: 75.8% Elapsed: 2 days, 9:36:48 temperature: no ada_p: No Discriminator_loss: 0.387242 Generator_loss: 1.26545
[INFO] 2020-09-19 23:28:10 > Step: 75900 Progress: 75.9% Elapsed: 2 days, 9:41:13 temperature: no ada_p: No Discriminator_loss: 0.462895 Generator_loss: 2.60353
[INFO] 2020-09-19 23:32:35 > Step: 76000 Progress: 76.0% Elapsed: 2 days, 9:45:37 temperature: no ada_p: No Discriminator_loss: 0.342021 Generator_loss: 2.09669
[INFO] 2020-09-19 23:32:35 > Start Evaluation (76000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 23:35:44 > F_8 score (Step: 76000, Using test images): 0.9865071655303013
[INFO] 2020-09-19 23:35:44 > F_1/8 score (Step: 76000, Using test images): 0.9912865983175561
[INFO] 2020-09-19 23:35:44 > FID score (Step: 76000, Using test moments): 9.025006745969335
[INFO] 2020-09-19 23:35:44 > Inception score (Step: 76000, 10000 generated images): 9.73536491394043
[INFO] 2020-09-19 23:35:44 > Best FID score (Step: 74000, Using test moments): 8.755825304350992
[INFO] 2020-09-19 23:35:46 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-19 23:40:11 > Step: 76100 Progress: 76.1% Elapsed: 2 days, 9:53:13 temperature: no ada_p: No Discriminator_loss: 0.419918 Generator_loss: 1.62819
[INFO] 2020-09-19 23:44:35 > Step: 76200 Progress: 76.2% Elapsed: 2 days, 9:57:37 temperature: no ada_p: No Discriminator_loss: 0.246575 Generator_loss: 1.54313
[INFO] 2020-09-19 23:48:59 > Step: 76300 Progress: 76.3% Elapsed: 2 days, 10:02:02 temperature: no ada_p: No Discriminator_loss: 0.352505 Generator_loss: 2.23899
[INFO] 2020-09-19 23:53:24 > Step: 76400 Progress: 76.4% Elapsed: 2 days, 10:06:26 temperature: no ada_p: No Discriminator_loss: 0.190227 Generator_loss: 2.04818
[INFO] 2020-09-19 23:57:48 > Step: 76500 Progress: 76.5% Elapsed: 2 days, 10:10:50 temperature: no ada_p: No Discriminator_loss: 0.325594 Generator_loss: 2.15971
[INFO] 2020-09-20 00:02:13 > Step: 76600 Progress: 76.6% Elapsed: 2 days, 10:15:15 temperature: no ada_p: No Discriminator_loss: 0.528344 Generator_loss: 2.89354
[INFO] 2020-09-20 00:06:37 > Step: 76700 Progress: 76.7% Elapsed: 2 days, 10:19:39 temperature: no ada_p: No Discriminator_loss: 0.419144 Generator_loss: 1.84582
[INFO] 2020-09-20 00:11:00 > Step: 76800 Progress: 76.8% Elapsed: 2 days, 10:24:02 temperature: no ada_p: No Discriminator_loss: 0.336128 Generator_loss: 2.11852
[INFO] 2020-09-20 00:15:25 > Step: 76900 Progress: 76.9% Elapsed: 2 days, 10:28:27 temperature: no ada_p: No Discriminator_loss: 0.399197 Generator_loss: 1.99484
[INFO] 2020-09-20 00:19:48 > Step: 77000 Progress: 77.0% Elapsed: 2 days, 10:32:50 temperature: no ada_p: No Discriminator_loss: 0.299325 Generator_loss: 2.10203
[INFO] 2020-09-20 00:24:12 > Step: 77100 Progress: 77.1% Elapsed: 2 days, 10:37:14 temperature: no ada_p: No Discriminator_loss: 0.458172 Generator_loss: 2.17455
[INFO] 2020-09-20 00:28:36 > Step: 77200 Progress: 77.2% Elapsed: 2 days, 10:41:39 temperature: no ada_p: No Discriminator_loss: 0.426096 Generator_loss: 1.53801
[INFO] 2020-09-20 00:33:00 > Step: 77300 Progress: 77.3% Elapsed: 2 days, 10:46:02 temperature: no ada_p: No Discriminator_loss: 0.261491 Generator_loss: 2.27574
[INFO] 2020-09-20 00:37:24 > Step: 77400 Progress: 77.4% Elapsed: 2 days, 10:50:26 temperature: no ada_p: No Discriminator_loss: 0.658492 Generator_loss: 1.22738
[INFO] 2020-09-20 00:41:49 > Step: 77500 Progress: 77.5% Elapsed: 2 days, 10:54:51 temperature: no ada_p: No Discriminator_loss: 0.331732 Generator_loss: 1.89177
[INFO] 2020-09-20 00:46:13 > Step: 77600 Progress: 77.6% Elapsed: 2 days, 10:59:16 temperature: no ada_p: No Discriminator_loss: 0.498693 Generator_loss: 2.59738
[INFO] 2020-09-20 00:50:38 > Step: 77700 Progress: 77.7% Elapsed: 2 days, 11:03:40 temperature: no ada_p: No Discriminator_loss: 0.437014 Generator_loss: 2.36509
[INFO] 2020-09-20 00:55:02 > Step: 77800 Progress: 77.8% Elapsed: 2 days, 11:08:04 temperature: no ada_p: No Discriminator_loss: 0.361555 Generator_loss: 1.65812
[INFO] 2020-09-20 00:59:25 > Step: 77900 Progress: 77.9% Elapsed: 2 days, 11:12:27 temperature: no ada_p: No Discriminator_loss: 0.402817 Generator_loss: 1.32753
[INFO] 2020-09-20 01:03:49 > Step: 78000 Progress: 78.0% Elapsed: 2 days, 11:16:51 temperature: no ada_p: No Discriminator_loss: 0.405406 Generator_loss: 2.19114
[INFO] 2020-09-20 01:03:49 > Start Evaluation (78000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 01:06:59 > F_8 score (Step: 78000, Using test images): 0.9885137431064441
[INFO] 2020-09-20 01:06:59 > F_1/8 score (Step: 78000, Using test images): 0.99290986007122
[INFO] 2020-09-20 01:06:59 > FID score (Step: 78000, Using test moments): 8.726851537174525
[INFO] 2020-09-20 01:06:59 > Inception score (Step: 78000, 10000 generated images): 9.551547050476074
[INFO] 2020-09-20 01:06:59 > Best FID score (Step: 78000, Using test moments): 8.726851537174525
[INFO] 2020-09-20 01:07:04 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 01:11:29 > Step: 78100 Progress: 78.1% Elapsed: 2 days, 11:24:31 temperature: no ada_p: No Discriminator_loss: 0.409904 Generator_loss: 2.50125
[INFO] 2020-09-20 01:15:53 > Step: 78200 Progress: 78.2% Elapsed: 2 days, 11:28:56 temperature: no ada_p: No Discriminator_loss: 0.302591 Generator_loss: 1.41637
[INFO] 2020-09-20 01:20:18 > Step: 78300 Progress: 78.3% Elapsed: 2 days, 11:33:20 temperature: no ada_p: No Discriminator_loss: 0.371711 Generator_loss: 2.72904
[INFO] 2020-09-20 01:24:43 > Step: 78400 Progress: 78.4% Elapsed: 2 days, 11:37:45 temperature: no ada_p: No Discriminator_loss: 0.552345 Generator_loss: 1.59091
[INFO] 2020-09-20 01:29:06 > Step: 78500 Progress: 78.5% Elapsed: 2 days, 11:42:08 temperature: no ada_p: No Discriminator_loss: 0.406097 Generator_loss: 1.14529
[INFO] 2020-09-20 01:33:26 > Step: 78600 Progress: 78.6% Elapsed: 2 days, 11:46:28 temperature: no ada_p: No Discriminator_loss: 0.221909 Generator_loss: 1.59943
[INFO] 2020-09-20 01:37:43 > Step: 78700 Progress: 78.7% Elapsed: 2 days, 11:50:45 temperature: no ada_p: No Discriminator_loss: 0.271383 Generator_loss: 2.09915
[INFO] 2020-09-20 01:41:59 > Step: 78800 Progress: 78.8% Elapsed: 2 days, 11:55:01 temperature: no ada_p: No Discriminator_loss: 0.444524 Generator_loss: 2.12525
[INFO] 2020-09-20 01:46:16 > Step: 78900 Progress: 78.9% Elapsed: 2 days, 11:59:18 temperature: no ada_p: No Discriminator_loss: 0.312104 Generator_loss: 2.2376
[INFO] 2020-09-20 01:50:32 > Step: 79000 Progress: 79.0% Elapsed: 2 days, 12:03:34 temperature: no ada_p: No Discriminator_loss: 0.382736 Generator_loss: 1.81124
[INFO] 2020-09-20 01:54:49 > Step: 79100 Progress: 79.1% Elapsed: 2 days, 12:07:51 temperature: no ada_p: No Discriminator_loss: 0.24168 Generator_loss: 2.20956
[INFO] 2020-09-20 01:59:06 > Step: 79200 Progress: 79.2% Elapsed: 2 days, 12:12:08 temperature: no ada_p: No Discriminator_loss: 0.3283 Generator_loss: 2.71092
[INFO] 2020-09-20 02:03:22 > Step: 79300 Progress: 79.3% Elapsed: 2 days, 12:16:24 temperature: no ada_p: No Discriminator_loss: 0.38525 Generator_loss: 1.49682
[INFO] 2020-09-20 02:07:39 > Step: 79400 Progress: 79.4% Elapsed: 2 days, 12:20:41 temperature: no ada_p: No Discriminator_loss: 0.595002 Generator_loss: 2.66422
[INFO] 2020-09-20 02:11:55 > Step: 79500 Progress: 79.5% Elapsed: 2 days, 12:24:57 temperature: no ada_p: No Discriminator_loss: 0.287944 Generator_loss: 1.40106
[INFO] 2020-09-20 02:16:11 > Step: 79600 Progress: 79.6% Elapsed: 2 days, 12:29:13 temperature: no ada_p: No Discriminator_loss: 0.307525 Generator_loss: 1.95075
[INFO] 2020-09-20 02:20:27 > Step: 79700 Progress: 79.7% Elapsed: 2 days, 12:33:29 temperature: no ada_p: No Discriminator_loss: 0.439978 Generator_loss: 1.70996
[INFO] 2020-09-20 02:24:44 > Step: 79800 Progress: 79.8% Elapsed: 2 days, 12:37:46 temperature: no ada_p: No Discriminator_loss: 0.256941 Generator_loss: 2.29833
[INFO] 2020-09-20 02:28:59 > Step: 79900 Progress: 79.9% Elapsed: 2 days, 12:42:02 temperature: no ada_p: No Discriminator_loss: 0.796432 Generator_loss: 1.44766
[INFO] 2020-09-20 02:33:16 > Step: 80000 Progress: 80.0% Elapsed: 2 days, 12:46:18 temperature: no ada_p: No Discriminator_loss: 0.341008 Generator_loss: 2.33823
[INFO] 2020-09-20 02:33:16 > Start Evaluation (80000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 02:36:21 > F_8 score (Step: 80000, Using test images): 0.9911244254249407
[INFO] 2020-09-20 02:36:21 > F_1/8 score (Step: 80000, Using test images): 0.991274835996464
[INFO] 2020-09-20 02:36:21 > FID score (Step: 80000, Using test moments): 8.791440270172473
[INFO] 2020-09-20 02:36:21 > Inception score (Step: 80000, 10000 generated images): 9.664876937866211
[INFO] 2020-09-20 02:36:21 > Best FID score (Step: 78000, Using test moments): 8.726851537174525
[INFO] 2020-09-20 02:36:24 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 02:40:42 > Step: 80100 Progress: 80.1% Elapsed: 2 days, 12:53:44 temperature: no ada_p: No Discriminator_loss: 0.310077 Generator_loss: 2.22603
[INFO] 2020-09-20 02:44:58 > Step: 80200 Progress: 80.2% Elapsed: 2 days, 12:58:00 temperature: no ada_p: No Discriminator_loss: 0.342896 Generator_loss: 2.27999
[INFO] 2020-09-20 02:49:15 > Step: 80300 Progress: 80.3% Elapsed: 2 days, 13:02:17 temperature: no ada_p: No Discriminator_loss: 0.413848 Generator_loss: 1.06009
[INFO] 2020-09-20 02:53:31 > Step: 80400 Progress: 80.4% Elapsed: 2 days, 13:06:33 temperature: no ada_p: No Discriminator_loss: 0.374103 Generator_loss: 2.13368
[INFO] 2020-09-20 02:57:47 > Step: 80500 Progress: 80.5% Elapsed: 2 days, 13:10:49 temperature: no ada_p: No Discriminator_loss: 0.343792 Generator_loss: 1.69919
[INFO] 2020-09-20 03:02:03 > Step: 80600 Progress: 80.6% Elapsed: 2 days, 13:15:05 temperature: no ada_p: No Discriminator_loss: 0.338408 Generator_loss: 2.18894
[INFO] 2020-09-20 03:06:19 > Step: 80700 Progress: 80.7% Elapsed: 2 days, 13:19:21 temperature: no ada_p: No Discriminator_loss: 0.273745 Generator_loss: 2.35683
[INFO] 2020-09-20 03:10:36 > Step: 80800 Progress: 80.8% Elapsed: 2 days, 13:23:38 temperature: no ada_p: No Discriminator_loss: 0.255082 Generator_loss: 1.67236
[INFO] 2020-09-20 03:14:52 > Step: 80900 Progress: 80.9% Elapsed: 2 days, 13:27:54 temperature: no ada_p: No Discriminator_loss: 0.521174 Generator_loss: 2.11121
[INFO] 2020-09-20 03:19:08 > Step: 81000 Progress: 81.0% Elapsed: 2 days, 13:32:10 temperature: no ada_p: No Discriminator_loss: 0.548158 Generator_loss: 1.88919
[INFO] 2020-09-20 03:23:26 > Step: 81100 Progress: 81.1% Elapsed: 2 days, 13:36:28 temperature: no ada_p: No Discriminator_loss: 0.257241 Generator_loss: 1.84811
[INFO] 2020-09-20 03:27:42 > Step: 81200 Progress: 81.2% Elapsed: 2 days, 13:40:44 temperature: no ada_p: No Discriminator_loss: 0.270235 Generator_loss: 2.30099
[INFO] 2020-09-20 03:31:58 > Step: 81300 Progress: 81.3% Elapsed: 2 days, 13:45:00 temperature: no ada_p: No Discriminator_loss: 0.655586 Generator_loss: 1.17543
[INFO] 2020-09-20 03:36:14 > Step: 81400 Progress: 81.4% Elapsed: 2 days, 13:49:16 temperature: no ada_p: No Discriminator_loss: 0.332538 Generator_loss: 2.2715
[INFO] 2020-09-20 03:40:32 > Step: 81500 Progress: 81.5% Elapsed: 2 days, 13:53:34 temperature: no ada_p: No Discriminator_loss: 0.468601 Generator_loss: 1.63398
[INFO] 2020-09-20 03:44:49 > Step: 81600 Progress: 81.6% Elapsed: 2 days, 13:57:51 temperature: no ada_p: No Discriminator_loss: 0.360899 Generator_loss: 1.7349
[INFO] 2020-09-20 03:49:04 > Step: 81700 Progress: 81.7% Elapsed: 2 days, 14:02:06 temperature: no ada_p: No Discriminator_loss: 0.381256 Generator_loss: 2.67328
[INFO] 2020-09-20 03:53:21 > Step: 81800 Progress: 81.8% Elapsed: 2 days, 14:06:23 temperature: no ada_p: No Discriminator_loss: 0.212032 Generator_loss: 2.07416
[INFO] 2020-09-20 03:57:37 > Step: 81900 Progress: 81.9% Elapsed: 2 days, 14:10:39 temperature: no ada_p: No Discriminator_loss: 0.469648 Generator_loss: 3.23387
[INFO] 2020-09-20 04:01:54 > Step: 82000 Progress: 82.0% Elapsed: 2 days, 14:14:56 temperature: no ada_p: No Discriminator_loss: 0.417525 Generator_loss: 1.94445
[INFO] 2020-09-20 04:01:54 > Start Evaluation (82000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 04:05:00 > F_8 score (Step: 82000, Using test images): 0.988523275494351
[INFO] 2020-09-20 04:05:00 > F_1/8 score (Step: 82000, Using test images): 0.9915020226530156
[INFO] 2020-09-20 04:05:00 > FID score (Step: 82000, Using test moments): 8.71075913640476
[INFO] 2020-09-20 04:05:00 > Inception score (Step: 82000, 10000 generated images): 9.7186279296875
[INFO] 2020-09-20 04:05:00 > Best FID score (Step: 82000, Using test moments): 8.71075913640476
[INFO] 2020-09-20 04:05:05 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 04:09:24 > Step: 82100 Progress: 82.1% Elapsed: 2 days, 14:22:26 temperature: no ada_p: No Discriminator_loss: 0.293442 Generator_loss: 1.27114
[INFO] 2020-09-20 04:13:41 > Step: 82200 Progress: 82.2% Elapsed: 2 days, 14:26:43 temperature: no ada_p: No Discriminator_loss: 0.286664 Generator_loss: 1.96556
[INFO] 2020-09-20 04:17:58 > Step: 82300 Progress: 82.3% Elapsed: 2 days, 14:31:00 temperature: no ada_p: No Discriminator_loss: 0.276366 Generator_loss: 2.16121
[INFO] 2020-09-20 04:22:15 > Step: 82400 Progress: 82.4% Elapsed: 2 days, 14:35:17 temperature: no ada_p: No Discriminator_loss: 0.435163 Generator_loss: 1.78589
[INFO] 2020-09-20 04:26:32 > Step: 82500 Progress: 82.5% Elapsed: 2 days, 14:39:34 temperature: no ada_p: No Discriminator_loss: 0.500627 Generator_loss: 1.79817
[INFO] 2020-09-20 04:30:47 > Step: 82600 Progress: 82.6% Elapsed: 2 days, 14:43:49 temperature: no ada_p: No Discriminator_loss: 0.546585 Generator_loss: 1.6677
[INFO] 2020-09-20 04:35:03 > Step: 82700 Progress: 82.7% Elapsed: 2 days, 14:48:05 temperature: no ada_p: No Discriminator_loss: 0.325005 Generator_loss: 1.85591
[INFO] 2020-09-20 04:39:20 > Step: 82800 Progress: 82.8% Elapsed: 2 days, 14:52:22 temperature: no ada_p: No Discriminator_loss: 0.367814 Generator_loss: 2.29722
[INFO] 2020-09-20 04:43:37 > Step: 82900 Progress: 82.9% Elapsed: 2 days, 14:56:39 temperature: no ada_p: No Discriminator_loss: 0.376257 Generator_loss: 2.49305
[INFO] 2020-09-20 04:47:53 > Step: 83000 Progress: 83.0% Elapsed: 2 days, 15:00:55 temperature: no ada_p: No Discriminator_loss: 0.305334 Generator_loss: 2.40988
[INFO] 2020-09-20 04:52:11 > Step: 83100 Progress: 83.1% Elapsed: 2 days, 15:05:13 temperature: no ada_p: No Discriminator_loss: 0.34019 Generator_loss: 2.40027
[INFO] 2020-09-20 04:56:27 > Step: 83200 Progress: 83.2% Elapsed: 2 days, 15:09:29 temperature: no ada_p: No Discriminator_loss: 0.514645 Generator_loss: 1.4815
[INFO] 2020-09-20 05:00:44 > Step: 83300 Progress: 83.3% Elapsed: 2 days, 15:13:46 temperature: no ada_p: No Discriminator_loss: 0.289078 Generator_loss: 2.54353
[INFO] 2020-09-20 05:05:01 > Step: 83400 Progress: 83.4% Elapsed: 2 days, 15:18:03 temperature: no ada_p: No Discriminator_loss: 0.251085 Generator_loss: 2.43673
[INFO] 2020-09-20 05:09:18 > Step: 83500 Progress: 83.5% Elapsed: 2 days, 15:22:20 temperature: no ada_p: No Discriminator_loss: 0.344767 Generator_loss: 1.20533
[INFO] 2020-09-20 05:13:34 > Step: 83600 Progress: 83.6% Elapsed: 2 days, 15:26:36 temperature: no ada_p: No Discriminator_loss: 0.424528 Generator_loss: 2.37324
[INFO] 2020-09-20 05:17:50 > Step: 83700 Progress: 83.7% Elapsed: 2 days, 15:30:52 temperature: no ada_p: No Discriminator_loss: 0.520794 Generator_loss: 1.44399
[INFO] 2020-09-20 05:22:07 > Step: 83800 Progress: 83.8% Elapsed: 2 days, 15:35:09 temperature: no ada_p: No Discriminator_loss: 0.527346 Generator_loss: 1.56501
[INFO] 2020-09-20 05:26:23 > Step: 83900 Progress: 83.9% Elapsed: 2 days, 15:39:25 temperature: no ada_p: No Discriminator_loss: 0.600054 Generator_loss: 1.96352
[INFO] 2020-09-20 05:30:39 > Step: 84000 Progress: 84.0% Elapsed: 2 days, 15:43:41 temperature: no ada_p: No Discriminator_loss: 0.548531 Generator_loss: 1.52729
[INFO] 2020-09-20 05:30:39 > Start Evaluation (84000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 05:33:45 > F_8 score (Step: 84000, Using test images): 0.9899117846795676
[INFO] 2020-09-20 05:33:45 > F_1/8 score (Step: 84000, Using test images): 0.992674152315143
[INFO] 2020-09-20 05:33:45 > FID score (Step: 84000, Using test moments): 8.675299132925772
[INFO] 2020-09-20 05:33:45 > Inception score (Step: 84000, 10000 generated images): 9.591139793395996
[INFO] 2020-09-20 05:33:45 > Best FID score (Step: 84000, Using test moments): 8.675299132925772
[INFO] 2020-09-20 05:33:50 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 05:38:08 > Step: 84100 Progress: 84.1% Elapsed: 2 days, 15:51:10 temperature: no ada_p: No Discriminator_loss: 0.335862 Generator_loss: 1.56687
[INFO] 2020-09-20 05:42:26 > Step: 84200 Progress: 84.2% Elapsed: 2 days, 15:55:28 temperature: no ada_p: No Discriminator_loss: 0.327372 Generator_loss: 2.60919
[INFO] 2020-09-20 05:46:41 > Step: 84300 Progress: 84.3% Elapsed: 2 days, 15:59:44 temperature: no ada_p: No Discriminator_loss: 0.402454 Generator_loss: 1.39597
[INFO] 2020-09-20 05:50:58 > Step: 84400 Progress: 84.4% Elapsed: 2 days, 16:04:00 temperature: no ada_p: No Discriminator_loss: 0.415752 Generator_loss: 2.12857
[INFO] 2020-09-20 05:55:13 > Step: 84500 Progress: 84.5% Elapsed: 2 days, 16:08:16 temperature: no ada_p: No Discriminator_loss: 0.610532 Generator_loss: 0.985813
[INFO] 2020-09-20 05:59:30 > Step: 84600 Progress: 84.6% Elapsed: 2 days, 16:12:32 temperature: no ada_p: No Discriminator_loss: 0.265003 Generator_loss: 2.31265
[INFO] 2020-09-20 06:03:46 > Step: 84700 Progress: 84.7% Elapsed: 2 days, 16:16:48 temperature: no ada_p: No Discriminator_loss: 0.328802 Generator_loss: 2.41831
[INFO] 2020-09-20 06:08:02 > Step: 84800 Progress: 84.8% Elapsed: 2 days, 16:21:04 temperature: no ada_p: No Discriminator_loss: 0.443958 Generator_loss: 2.33923
[INFO] 2020-09-20 06:12:19 > Step: 84900 Progress: 84.9% Elapsed: 2 days, 16:25:21 temperature: no ada_p: No Discriminator_loss: 0.247706 Generator_loss: 2.21791
[INFO] 2020-09-20 06:16:35 > Step: 85000 Progress: 85.0% Elapsed: 2 days, 16:29:37 temperature: no ada_p: No Discriminator_loss: 0.450358 Generator_loss: 2.67283
[INFO] 2020-09-20 06:20:51 > Step: 85100 Progress: 85.1% Elapsed: 2 days, 16:33:53 temperature: no ada_p: No Discriminator_loss: 0.431719 Generator_loss: 2.11587
[INFO] 2020-09-20 06:25:08 > Step: 85200 Progress: 85.2% Elapsed: 2 days, 16:38:10 temperature: no ada_p: No Discriminator_loss: 0.34001 Generator_loss: 1.94442
[INFO] 2020-09-20 06:29:24 > Step: 85300 Progress: 85.3% Elapsed: 2 days, 16:42:26 temperature: no ada_p: No Discriminator_loss: 0.356537 Generator_loss: 2.40694
[INFO] 2020-09-20 06:33:39 > Step: 85400 Progress: 85.4% Elapsed: 2 days, 16:46:42 temperature: no ada_p: No Discriminator_loss: 0.507333 Generator_loss: 1.13222
[INFO] 2020-09-20 06:37:55 > Step: 85500 Progress: 85.5% Elapsed: 2 days, 16:50:58 temperature: no ada_p: No Discriminator_loss: 0.45367 Generator_loss: 1.75615
[INFO] 2020-09-20 06:42:12 > Step: 85600 Progress: 85.6% Elapsed: 2 days, 16:55:14 temperature: no ada_p: No Discriminator_loss: 0.368294 Generator_loss: 2.06237
[INFO] 2020-09-20 06:46:29 > Step: 85700 Progress: 85.7% Elapsed: 2 days, 16:59:31 temperature: no ada_p: No Discriminator_loss: 0.382412 Generator_loss: 2.11437
[INFO] 2020-09-20 06:50:46 > Step: 85800 Progress: 85.8% Elapsed: 2 days, 17:03:48 temperature: no ada_p: No Discriminator_loss: 0.509964 Generator_loss: 0.606113
[INFO] 2020-09-20 06:55:02 > Step: 85900 Progress: 85.9% Elapsed: 2 days, 17:08:04 temperature: no ada_p: No Discriminator_loss: 0.356258 Generator_loss: 1.43
[INFO] 2020-09-20 06:59:18 > Step: 86000 Progress: 86.0% Elapsed: 2 days, 17:12:20 temperature: no ada_p: No Discriminator_loss: 0.19736 Generator_loss: 2.26732
[INFO] 2020-09-20 06:59:18 > Start Evaluation (86000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 07:02:24 > F_8 score (Step: 86000, Using test images): 0.9911437913517296
[INFO] 2020-09-20 07:02:24 > F_1/8 score (Step: 86000, Using test images): 0.9924853977656846
[INFO] 2020-09-20 07:02:24 > FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 07:02:24 > Inception score (Step: 86000, 10000 generated images): 9.62496280670166
[INFO] 2020-09-20 07:02:24 > Best FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 07:02:28 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 07:06:46 > Step: 86100 Progress: 86.1% Elapsed: 2 days, 17:19:48 temperature: no ada_p: No Discriminator_loss: 0.336286 Generator_loss: 2.52619
[INFO] 2020-09-20 07:11:02 > Step: 86200 Progress: 86.2% Elapsed: 2 days, 17:24:04 temperature: no ada_p: No Discriminator_loss: 0.362548 Generator_loss: 2.63012
[INFO] 2020-09-20 07:15:18 > Step: 86300 Progress: 86.3% Elapsed: 2 days, 17:28:21 temperature: no ada_p: No Discriminator_loss: 0.52062 Generator_loss: 1.78552
[INFO] 2020-09-20 07:19:34 > Step: 86400 Progress: 86.4% Elapsed: 2 days, 17:32:36 temperature: no ada_p: No Discriminator_loss: 0.234264 Generator_loss: 1.63825
[INFO] 2020-09-20 07:23:50 > Step: 86500 Progress: 86.5% Elapsed: 2 days, 17:36:52 temperature: no ada_p: No Discriminator_loss: 0.556265 Generator_loss: 1.57233
[INFO] 2020-09-20 07:28:06 > Step: 86600 Progress: 86.6% Elapsed: 2 days, 17:41:08 temperature: no ada_p: No Discriminator_loss: 0.602581 Generator_loss: 2.75377
[INFO] 2020-09-20 07:32:23 > Step: 86700 Progress: 86.7% Elapsed: 2 days, 17:45:25 temperature: no ada_p: No Discriminator_loss: 0.291458 Generator_loss: 2.61356
[INFO] 2020-09-20 07:36:38 > Step: 86800 Progress: 86.8% Elapsed: 2 days, 17:49:40 temperature: no ada_p: No Discriminator_loss: 0.368562 Generator_loss: 2.39953
[INFO] 2020-09-20 07:40:55 > Step: 86900 Progress: 86.9% Elapsed: 2 days, 17:53:57 temperature: no ada_p: No Discriminator_loss: 0.436005 Generator_loss: 2.65444
[INFO] 2020-09-20 07:45:11 > Step: 87000 Progress: 87.0% Elapsed: 2 days, 17:58:13 temperature: no ada_p: No Discriminator_loss: 0.355368 Generator_loss: 1.78849
[INFO] 2020-09-20 07:49:28 > Step: 87100 Progress: 87.1% Elapsed: 2 days, 18:02:30 temperature: no ada_p: No Discriminator_loss: 0.464792 Generator_loss: 2.46255
[INFO] 2020-09-20 07:53:45 > Step: 87200 Progress: 87.2% Elapsed: 2 days, 18:06:47 temperature: no ada_p: No Discriminator_loss: 0.275419 Generator_loss: 2.37671
[INFO] 2020-09-20 07:58:00 > Step: 87300 Progress: 87.3% Elapsed: 2 days, 18:11:02 temperature: no ada_p: No Discriminator_loss: 0.330486 Generator_loss: 1.63455
[INFO] 2020-09-20 08:02:16 > Step: 87400 Progress: 87.4% Elapsed: 2 days, 18:15:19 temperature: no ada_p: No Discriminator_loss: 0.310879 Generator_loss: 1.15215
[INFO] 2020-09-20 08:06:33 > Step: 87500 Progress: 87.5% Elapsed: 2 days, 18:19:35 temperature: no ada_p: No Discriminator_loss: 0.37893 Generator_loss: 2.22195
[INFO] 2020-09-20 08:10:49 > Step: 87600 Progress: 87.6% Elapsed: 2 days, 18:23:51 temperature: no ada_p: No Discriminator_loss: 0.309462 Generator_loss: 2.67864
[INFO] 2020-09-20 08:15:05 > Step: 87700 Progress: 87.7% Elapsed: 2 days, 18:28:07 temperature: no ada_p: No Discriminator_loss: 0.337715 Generator_loss: 2.07665
[INFO] 2020-09-20 08:19:21 > Step: 87800 Progress: 87.8% Elapsed: 2 days, 18:32:23 temperature: no ada_p: No Discriminator_loss: 0.302016 Generator_loss: 2.09386
[INFO] 2020-09-20 08:23:37 > Step: 87900 Progress: 87.9% Elapsed: 2 days, 18:36:39 temperature: no ada_p: No Discriminator_loss: 0.391917 Generator_loss: 2.79992
[INFO] 2020-09-20 08:27:54 > Step: 88000 Progress: 88.0% Elapsed: 2 days, 18:40:56 temperature: no ada_p: No Discriminator_loss: 0.460496 Generator_loss: 1.78288
[INFO] 2020-09-20 08:27:54 > Start Evaluation (88000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 08:31:01 > F_8 score (Step: 88000, Using test images): 0.988300003322169
[INFO] 2020-09-20 08:31:01 > F_1/8 score (Step: 88000, Using test images): 0.9928159249993138
[INFO] 2020-09-20 08:31:01 > FID score (Step: 88000, Using test moments): 8.61524172222903
[INFO] 2020-09-20 08:31:01 > Inception score (Step: 88000, 10000 generated images): 9.777877807617188
[INFO] 2020-09-20 08:31:01 > Best FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 08:31:03 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 08:35:21 > Step: 88100 Progress: 88.1% Elapsed: 2 days, 18:48:23 temperature: no ada_p: No Discriminator_loss: 0.340285 Generator_loss: 1.99526
[INFO] 2020-09-20 08:39:37 > Step: 88200 Progress: 88.2% Elapsed: 2 days, 18:52:39 temperature: no ada_p: No Discriminator_loss: 0.376898 Generator_loss: 2.38344
[INFO] 2020-09-20 08:43:53 > Step: 88300 Progress: 88.3% Elapsed: 2 days, 18:56:55 temperature: no ada_p: No Discriminator_loss: 0.298757 Generator_loss: 2.29382
[INFO] 2020-09-20 08:48:09 > Step: 88400 Progress: 88.4% Elapsed: 2 days, 19:01:11 temperature: no ada_p: No Discriminator_loss: 0.404058 Generator_loss: 1.316
[INFO] 2020-09-20 08:52:25 > Step: 88500 Progress: 88.5% Elapsed: 2 days, 19:05:27 temperature: no ada_p: No Discriminator_loss: 0.289257 Generator_loss: 2.13156
[INFO] 2020-09-20 08:56:42 > Step: 88600 Progress: 88.6% Elapsed: 2 days, 19:09:44 temperature: no ada_p: No Discriminator_loss: 0.311619 Generator_loss: 2.50421
[INFO] 2020-09-20 09:00:58 > Step: 88700 Progress: 88.7% Elapsed: 2 days, 19:14:00 temperature: no ada_p: No Discriminator_loss: 0.297034 Generator_loss: 1.51414
[INFO] 2020-09-20 09:05:14 > Step: 88800 Progress: 88.8% Elapsed: 2 days, 19:18:16 temperature: no ada_p: No Discriminator_loss: 0.225408 Generator_loss: 1.95007
[INFO] 2020-09-20 09:09:30 > Step: 88900 Progress: 88.9% Elapsed: 2 days, 19:22:32 temperature: no ada_p: No Discriminator_loss: 0.268682 Generator_loss: 1.67633
[INFO] 2020-09-20 09:13:46 > Step: 89000 Progress: 89.0% Elapsed: 2 days, 19:26:48 temperature: no ada_p: No Discriminator_loss: 0.212247 Generator_loss: 1.85825
[INFO] 2020-09-20 09:18:02 > Step: 89100 Progress: 89.1% Elapsed: 2 days, 19:31:04 temperature: no ada_p: No Discriminator_loss: 0.271876 Generator_loss: 2.06112
[INFO] 2020-09-20 09:22:18 > Step: 89200 Progress: 89.2% Elapsed: 2 days, 19:35:20 temperature: no ada_p: No Discriminator_loss: 0.368811 Generator_loss: 1.95908
[INFO] 2020-09-20 09:26:34 > Step: 89300 Progress: 89.3% Elapsed: 2 days, 19:39:36 temperature: no ada_p: No Discriminator_loss: 0.30201 Generator_loss: 2.31937
[INFO] 2020-09-20 09:30:50 > Step: 89400 Progress: 89.4% Elapsed: 2 days, 19:43:52 temperature: no ada_p: No Discriminator_loss: 0.295325 Generator_loss: 2.79655
[INFO] 2020-09-20 09:35:06 > Step: 89500 Progress: 89.5% Elapsed: 2 days, 19:48:09 temperature: no ada_p: No Discriminator_loss: 0.35766 Generator_loss: 1.89784
[INFO] 2020-09-20 09:39:23 > Step: 89600 Progress: 89.6% Elapsed: 2 days, 19:52:26 temperature: no ada_p: No Discriminator_loss: 0.403675 Generator_loss: 1.37101
[INFO] 2020-09-20 09:43:40 > Step: 89700 Progress: 89.7% Elapsed: 2 days, 19:56:42 temperature: no ada_p: No Discriminator_loss: 0.243308 Generator_loss: 1.88711
[INFO] 2020-09-20 09:47:56 > Step: 89800 Progress: 89.8% Elapsed: 2 days, 20:00:58 temperature: no ada_p: No Discriminator_loss: 0.283536 Generator_loss: 2.6535
[INFO] 2020-09-20 09:52:13 > Step: 89900 Progress: 89.9% Elapsed: 2 days, 20:05:15 temperature: no ada_p: No Discriminator_loss: 0.256716 Generator_loss: 2.11468
[INFO] 2020-09-20 09:56:30 > Step: 90000 Progress: 90.0% Elapsed: 2 days, 20:09:32 temperature: no ada_p: No Discriminator_loss: 0.194463 Generator_loss: 1.4402
[INFO] 2020-09-20 09:56:30 > Start Evaluation (90000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 09:59:35 > F_8 score (Step: 90000, Using test images): 0.9884953094568055
[INFO] 2020-09-20 09:59:35 > F_1/8 score (Step: 90000, Using test images): 0.9925618580656519
[INFO] 2020-09-20 09:59:35 > FID score (Step: 90000, Using test moments): 8.612909884649525
[INFO] 2020-09-20 09:59:35 > Inception score (Step: 90000, 10000 generated images): 9.796866416931152
[INFO] 2020-09-20 09:59:35 > Best FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 09:59:37 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 10:03:55 > Step: 90100 Progress: 90.1% Elapsed: 2 days, 20:16:57 temperature: no ada_p: No Discriminator_loss: 0.316477 Generator_loss: 1.91651
[INFO] 2020-09-20 10:08:13 > Step: 90200 Progress: 90.2% Elapsed: 2 days, 20:21:15 temperature: no ada_p: No Discriminator_loss: 0.391134 Generator_loss: 1.79813
[INFO] 2020-09-20 10:12:29 > Step: 90300 Progress: 90.3% Elapsed: 2 days, 20:25:31 temperature: no ada_p: No Discriminator_loss: 0.196718 Generator_loss: 1.53713
[INFO] 2020-09-20 10:16:46 > Step: 90400 Progress: 90.4% Elapsed: 2 days, 20:29:48 temperature: no ada_p: No Discriminator_loss: 0.36353 Generator_loss: 1.69885
[INFO] 2020-09-20 10:21:03 > Step: 90500 Progress: 90.5% Elapsed: 2 days, 20:34:05 temperature: no ada_p: No Discriminator_loss: 0.33691 Generator_loss: 2.24793
[INFO] 2020-09-20 10:25:20 > Step: 90600 Progress: 90.6% Elapsed: 2 days, 20:38:22 temperature: no ada_p: No Discriminator_loss: 0.29522 Generator_loss: 1.61185
[INFO] 2020-09-20 10:29:36 > Step: 90700 Progress: 90.7% Elapsed: 2 days, 20:42:38 temperature: no ada_p: No Discriminator_loss: 0.286783 Generator_loss: 1.60921
[INFO] 2020-09-20 10:33:53 > Step: 90800 Progress: 90.8% Elapsed: 2 days, 20:46:55 temperature: no ada_p: No Discriminator_loss: 0.290878 Generator_loss: 2.91449
[INFO] 2020-09-20 10:38:10 > Step: 90900 Progress: 90.9% Elapsed: 2 days, 20:51:12 temperature: no ada_p: No Discriminator_loss: 0.511124 Generator_loss: 2.05568
[INFO] 2020-09-20 10:42:26 > Step: 91000 Progress: 91.0% Elapsed: 2 days, 20:55:28 temperature: no ada_p: No Discriminator_loss: 0.376966 Generator_loss: 2.36854
[INFO] 2020-09-20 10:46:42 > Step: 91100 Progress: 91.1% Elapsed: 2 days, 20:59:44 temperature: no ada_p: No Discriminator_loss: 0.423211 Generator_loss: 1.51577
[INFO] 2020-09-20 10:50:59 > Step: 91200 Progress: 91.2% Elapsed: 2 days, 21:04:01 temperature: no ada_p: No Discriminator_loss: 0.266099 Generator_loss: 2.44281
[INFO] 2020-09-20 10:55:16 > Step: 91300 Progress: 91.3% Elapsed: 2 days, 21:08:18 temperature: no ada_p: No Discriminator_loss: 0.563527 Generator_loss: 2.05585
[INFO] 2020-09-20 10:59:32 > Step: 91400 Progress: 91.4% Elapsed: 2 days, 21:12:34 temperature: no ada_p: No Discriminator_loss: 0.33229 Generator_loss: 1.69947
[INFO] 2020-09-20 11:03:48 > Step: 91500 Progress: 91.5% Elapsed: 2 days, 21:16:51 temperature: no ada_p: No Discriminator_loss: 0.555795 Generator_loss: 2.23624
[INFO] 2020-09-20 11:08:05 > Step: 91600 Progress: 91.6% Elapsed: 2 days, 21:21:07 temperature: no ada_p: No Discriminator_loss: 0.343219 Generator_loss: 2.58028
[INFO] 2020-09-20 11:12:22 > Step: 91700 Progress: 91.7% Elapsed: 2 days, 21:25:24 temperature: no ada_p: No Discriminator_loss: 0.256412 Generator_loss: 1.94061
[INFO] 2020-09-20 11:16:38 > Step: 91800 Progress: 91.8% Elapsed: 2 days, 21:29:40 temperature: no ada_p: No Discriminator_loss: 0.243921 Generator_loss: 2.09797
[INFO] 2020-09-20 11:20:56 > Step: 91900 Progress: 91.9% Elapsed: 2 days, 21:33:58 temperature: no ada_p: No Discriminator_loss: 0.381574 Generator_loss: 1.67655
[INFO] 2020-09-20 11:25:12 > Step: 92000 Progress: 92.0% Elapsed: 2 days, 21:38:14 temperature: no ada_p: No Discriminator_loss: 0.357446 Generator_loss: 2.7235
[INFO] 2020-09-20 11:25:12 > Start Evaluation (92000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 11:28:17 > F_8 score (Step: 92000, Using test images): 0.9862606836829557
[INFO] 2020-09-20 11:28:17 > F_1/8 score (Step: 92000, Using test images): 0.9933964966106015
[INFO] 2020-09-20 11:28:17 > FID score (Step: 92000, Using test moments): 8.546500725774763
[INFO] 2020-09-20 11:28:17 > Inception score (Step: 92000, 10000 generated images): 9.739718437194824
[INFO] 2020-09-20 11:28:17 > Best FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 11:28:19 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 11:32:38 > Step: 92100 Progress: 92.1% Elapsed: 2 days, 21:45:40 temperature: no ada_p: No Discriminator_loss: 0.355163 Generator_loss: 2.13837
[INFO] 2020-09-20 11:36:55 > Step: 92200 Progress: 92.2% Elapsed: 2 days, 21:49:57 temperature: no ada_p: No Discriminator_loss: 0.234606 Generator_loss: 1.94619
[INFO] 2020-09-20 11:41:11 > Step: 92300 Progress: 92.3% Elapsed: 2 days, 21:54:14 temperature: no ada_p: No Discriminator_loss: 0.439854 Generator_loss: 1.55758
[INFO] 2020-09-20 11:45:28 > Step: 92400 Progress: 92.4% Elapsed: 2 days, 21:58:30 temperature: no ada_p: No Discriminator_loss: 0.390939 Generator_loss: 2.00423
[INFO] 2020-09-20 11:49:43 > Step: 92500 Progress: 92.5% Elapsed: 2 days, 22:02:45 temperature: no ada_p: No Discriminator_loss: 0.269766 Generator_loss: 2.88525
[INFO] 2020-09-20 11:54:00 > Step: 92600 Progress: 92.6% Elapsed: 2 days, 22:07:02 temperature: no ada_p: No Discriminator_loss: 0.370991 Generator_loss: 1.42012
[INFO] 2020-09-20 11:58:16 > Step: 92700 Progress: 92.7% Elapsed: 2 days, 22:11:19 temperature: no ada_p: No Discriminator_loss: 0.309199 Generator_loss: 2.58499
[INFO] 2020-09-20 12:02:33 > Step: 92800 Progress: 92.8% Elapsed: 2 days, 22:15:35 temperature: no ada_p: No Discriminator_loss: 0.328444 Generator_loss: 2.36055
[INFO] 2020-09-20 12:06:49 > Step: 92900 Progress: 92.9% Elapsed: 2 days, 22:19:51 temperature: no ada_p: No Discriminator_loss: 0.27983 Generator_loss: 2.31172
[INFO] 2020-09-20 12:11:05 > Step: 93000 Progress: 93.0% Elapsed: 2 days, 22:24:07 temperature: no ada_p: No Discriminator_loss: 0.357734 Generator_loss: 1.89324
[INFO] 2020-09-20 12:15:23 > Step: 93100 Progress: 93.1% Elapsed: 2 days, 22:28:25 temperature: no ada_p: No Discriminator_loss: 0.292323 Generator_loss: 2.20673
[INFO] 2020-09-20 12:19:38 > Step: 93200 Progress: 93.2% Elapsed: 2 days, 22:32:40 temperature: no ada_p: No Discriminator_loss: 0.243839 Generator_loss: 2.06447
[INFO] 2020-09-20 12:23:55 > Step: 93300 Progress: 93.3% Elapsed: 2 days, 22:36:57 temperature: no ada_p: No Discriminator_loss: 0.367047 Generator_loss: 2.33679
[INFO] 2020-09-20 12:28:11 > Step: 93400 Progress: 93.4% Elapsed: 2 days, 22:41:13 temperature: no ada_p: No Discriminator_loss: 0.4651 Generator_loss: 2.40193
[INFO] 2020-09-20 12:32:27 > Step: 93500 Progress: 93.5% Elapsed: 2 days, 22:45:29 temperature: no ada_p: No Discriminator_loss: 0.44573 Generator_loss: 1.88024
[INFO] 2020-09-20 12:36:44 > Step: 93600 Progress: 93.6% Elapsed: 2 days, 22:49:46 temperature: no ada_p: No Discriminator_loss: 0.307112 Generator_loss: 1.55035
[INFO] 2020-09-20 12:41:01 > Step: 93700 Progress: 93.7% Elapsed: 2 days, 22:54:03 temperature: no ada_p: No Discriminator_loss: 0.525486 Generator_loss: 2.35994
[INFO] 2020-09-20 12:45:17 > Step: 93800 Progress: 93.8% Elapsed: 2 days, 22:58:19 temperature: no ada_p: No Discriminator_loss: 0.250594 Generator_loss: 1.92601
[INFO] 2020-09-20 12:49:33 > Step: 93900 Progress: 93.9% Elapsed: 2 days, 23:02:36 temperature: no ada_p: No Discriminator_loss: 0.274956 Generator_loss: 1.75875
[INFO] 2020-09-20 12:53:49 > Step: 94000 Progress: 94.0% Elapsed: 2 days, 23:06:51 temperature: no ada_p: No Discriminator_loss: 0.34361 Generator_loss: 2.11221
[INFO] 2020-09-20 12:53:49 > Start Evaluation (94000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 12:56:55 > F_8 score (Step: 94000, Using test images): 0.9912765009828466
[INFO] 2020-09-20 12:56:55 > F_1/8 score (Step: 94000, Using test images): 0.9935780072444634
[INFO] 2020-09-20 12:56:55 > FID score (Step: 94000, Using test moments): 8.601425393174793
[INFO] 2020-09-20 12:56:55 > Inception score (Step: 94000, 10000 generated images): 9.754087448120117
[INFO] 2020-09-20 12:56:55 > Best FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 12:56:57 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 13:01:15 > Step: 94100 Progress: 94.1% Elapsed: 2 days, 23:14:17 temperature: no ada_p: No Discriminator_loss: 0.281485 Generator_loss: 1.7638
[INFO] 2020-09-20 13:05:32 > Step: 94200 Progress: 94.2% Elapsed: 2 days, 23:18:34 temperature: no ada_p: No Discriminator_loss: 0.254849 Generator_loss: 2.20202
[INFO] 2020-09-20 13:09:48 > Step: 94300 Progress: 94.3% Elapsed: 2 days, 23:22:51 temperature: no ada_p: No Discriminator_loss: 0.315768 Generator_loss: 1.99197
[INFO] 2020-09-20 13:14:05 > Step: 94400 Progress: 94.4% Elapsed: 2 days, 23:27:07 temperature: no ada_p: No Discriminator_loss: 0.33913 Generator_loss: 2.23815
[INFO] 2020-09-20 13:18:21 > Step: 94500 Progress: 94.5% Elapsed: 2 days, 23:31:24 temperature: no ada_p: No Discriminator_loss: 0.368613 Generator_loss: 2.05752
[INFO] 2020-09-20 13:22:38 > Step: 94600 Progress: 94.6% Elapsed: 2 days, 23:35:40 temperature: no ada_p: No Discriminator_loss: 0.263219 Generator_loss: 1.30822
[INFO] 2020-09-20 13:26:55 > Step: 94700 Progress: 94.7% Elapsed: 2 days, 23:39:57 temperature: no ada_p: No Discriminator_loss: 0.276601 Generator_loss: 2.11608
[INFO] 2020-09-20 13:31:11 > Step: 94800 Progress: 94.8% Elapsed: 2 days, 23:44:13 temperature: no ada_p: No Discriminator_loss: 0.439258 Generator_loss: 2.06809
[INFO] 2020-09-20 13:35:27 > Step: 94900 Progress: 94.9% Elapsed: 2 days, 23:48:29 temperature: no ada_p: No Discriminator_loss: 0.240577 Generator_loss: 1.89964
[INFO] 2020-09-20 13:39:44 > Step: 95000 Progress: 95.0% Elapsed: 2 days, 23:52:47 temperature: no ada_p: No Discriminator_loss: 0.285358 Generator_loss: 1.51637
[INFO] 2020-09-20 13:44:01 > Step: 95100 Progress: 95.1% Elapsed: 2 days, 23:57:03 temperature: no ada_p: No Discriminator_loss: 0.393667 Generator_loss: 2.92469
[INFO] 2020-09-20 13:48:17 > Step: 95200 Progress: 95.2% Elapsed: 3 days, 0:01:19 temperature: no ada_p: No Discriminator_loss: 0.389012 Generator_loss: 1.75945
[INFO] 2020-09-20 13:52:33 > Step: 95300 Progress: 95.3% Elapsed: 3 days, 0:05:35 temperature: no ada_p: No Discriminator_loss: 0.32771 Generator_loss: 3.00619
[INFO] 2020-09-20 13:56:49 > Step: 95400 Progress: 95.4% Elapsed: 3 days, 0:09:51 temperature: no ada_p: No Discriminator_loss: 0.225344 Generator_loss: 2.21477
[INFO] 2020-09-20 14:01:05 > Step: 95500 Progress: 95.5% Elapsed: 3 days, 0:14:07 temperature: no ada_p: No Discriminator_loss: 0.292986 Generator_loss: 2.07475
[INFO] 2020-09-20 14:05:21 > Step: 95600 Progress: 95.6% Elapsed: 3 days, 0:18:23 temperature: no ada_p: No Discriminator_loss: 0.406422 Generator_loss: 2.25701
[INFO] 2020-09-20 14:09:36 > Step: 95700 Progress: 95.7% Elapsed: 3 days, 0:22:38 temperature: no ada_p: No Discriminator_loss: 0.38596 Generator_loss: 2.435
[INFO] 2020-09-20 14:13:52 > Step: 95800 Progress: 95.8% Elapsed: 3 days, 0:26:54 temperature: no ada_p: No Discriminator_loss: 0.291018 Generator_loss: 1.99603
[INFO] 2020-09-20 14:18:08 > Step: 95900 Progress: 95.9% Elapsed: 3 days, 0:31:10 temperature: no ada_p: No Discriminator_loss: 0.331659 Generator_loss: 1.65851
[INFO] 2020-09-20 14:22:24 > Step: 96000 Progress: 96.0% Elapsed: 3 days, 0:35:26 temperature: no ada_p: No Discriminator_loss: 0.265264 Generator_loss: 2.10041
[INFO] 2020-09-20 14:22:24 > Start Evaluation (96000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 14:25:31 > F_8 score (Step: 96000, Using test images): 0.9902830099484375
[INFO] 2020-09-20 14:25:31 > F_1/8 score (Step: 96000, Using test images): 0.993156633428919
[INFO] 2020-09-20 14:25:31 > FID score (Step: 96000, Using test moments): 8.592711422146579
[INFO] 2020-09-20 14:25:31 > Inception score (Step: 96000, 10000 generated images): 9.654373168945312
[INFO] 2020-09-20 14:25:31 > Best FID score (Step: 86000, Using test moments): 8.385948058855092
[INFO] 2020-09-20 14:25:33 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 14:29:52 > Step: 96100 Progress: 96.1% Elapsed: 3 days, 0:42:54 temperature: no ada_p: No Discriminator_loss: 0.584821 Generator_loss: 2.30598
[INFO] 2020-09-20 14:34:10 > Step: 96200 Progress: 96.2% Elapsed: 3 days, 0:47:12 temperature: no ada_p: No Discriminator_loss: 0.325903 Generator_loss: 1.9024
[INFO] 2020-09-20 14:38:25 > Step: 96300 Progress: 96.3% Elapsed: 3 days, 0:51:27 temperature: no ada_p: No Discriminator_loss: 0.331459 Generator_loss: 2.17937
[INFO] 2020-09-20 14:42:34 > Step: 96400 Progress: 96.4% Elapsed: 3 days, 0:55:36 temperature: no ada_p: No Discriminator_loss: 0.34981 Generator_loss: 2.75355
[INFO] 2020-09-20 14:46:42 > Step: 96500 Progress: 96.5% Elapsed: 3 days, 0:59:44 temperature: no ada_p: No Discriminator_loss: 0.182502 Generator_loss: 1.88974
[INFO] 2020-09-20 14:50:50 > Step: 96600 Progress: 96.6% Elapsed: 3 days, 1:03:52 temperature: no ada_p: No Discriminator_loss: 0.284123 Generator_loss: 1.93126
[INFO] 2020-09-20 14:54:59 > Step: 96700 Progress: 96.7% Elapsed: 3 days, 1:08:01 temperature: no ada_p: No Discriminator_loss: 0.452603 Generator_loss: 2.14046
[INFO] 2020-09-20 14:59:08 > Step: 96800 Progress: 96.8% Elapsed: 3 days, 1:12:10 temperature: no ada_p: No Discriminator_loss: 0.206605 Generator_loss: 2.01847
[INFO] 2020-09-20 15:03:17 > Step: 96900 Progress: 96.9% Elapsed: 3 days, 1:16:19 temperature: no ada_p: No Discriminator_loss: 0.238804 Generator_loss: 2.3896
[INFO] 2020-09-20 15:07:29 > Step: 97000 Progress: 97.0% Elapsed: 3 days, 1:20:31 temperature: no ada_p: No Discriminator_loss: 0.3647 Generator_loss: 1.63773
[INFO] 2020-09-20 15:11:45 > Step: 97100 Progress: 97.1% Elapsed: 3 days, 1:24:47 temperature: no ada_p: No Discriminator_loss: 0.61514 Generator_loss: 1.30477
[INFO] 2020-09-20 15:16:06 > Step: 97200 Progress: 97.2% Elapsed: 3 days, 1:29:08 temperature: no ada_p: No Discriminator_loss: 0.454459 Generator_loss: 2.12932
[INFO] 2020-09-20 15:20:29 > Step: 97300 Progress: 97.3% Elapsed: 3 days, 1:33:31 temperature: no ada_p: No Discriminator_loss: 0.351898 Generator_loss: 1.66647
[INFO] 2020-09-20 15:24:51 > Step: 97400 Progress: 97.4% Elapsed: 3 days, 1:37:53 temperature: no ada_p: No Discriminator_loss: 0.427391 Generator_loss: 2.19448
[INFO] 2020-09-20 15:29:14 > Step: 97500 Progress: 97.5% Elapsed: 3 days, 1:42:16 temperature: no ada_p: No Discriminator_loss: 0.381285 Generator_loss: 2.35119
[INFO] 2020-09-20 15:33:38 > Step: 97600 Progress: 97.6% Elapsed: 3 days, 1:46:40 temperature: no ada_p: No Discriminator_loss: 0.42503 Generator_loss: 3.04604
[INFO] 2020-09-20 15:38:01 > Step: 97700 Progress: 97.7% Elapsed: 3 days, 1:51:03 temperature: no ada_p: No Discriminator_loss: 0.511091 Generator_loss: 2.80819
[INFO] 2020-09-20 15:42:24 > Step: 97800 Progress: 97.8% Elapsed: 3 days, 1:55:26 temperature: no ada_p: No Discriminator_loss: 0.275613 Generator_loss: 2.05461
[INFO] 2020-09-20 15:46:46 > Step: 97900 Progress: 97.9% Elapsed: 3 days, 1:59:48 temperature: no ada_p: No Discriminator_loss: 0.293522 Generator_loss: 1.45567
[INFO] 2020-09-20 15:51:09 > Step: 98000 Progress: 98.0% Elapsed: 3 days, 2:04:11 temperature: no ada_p: No Discriminator_loss: 0.182586 Generator_loss: 1.76953
[INFO] 2020-09-20 15:51:09 > Start Evaluation (98000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 15:54:18 > F_8 score (Step: 98000, Using test images): 0.9890661298545768
[INFO] 2020-09-20 15:54:18 > F_1/8 score (Step: 98000, Using test images): 0.9923175794220688
[INFO] 2020-09-20 15:54:18 > FID score (Step: 98000, Using test moments): 8.369095069728246
[INFO] 2020-09-20 15:54:18 > Inception score (Step: 98000, 10000 generated images): 9.700620651245117
[INFO] 2020-09-20 15:54:18 > Best FID score (Step: 98000, Using test moments): 8.369095069728246
[INFO] 2020-09-20 15:54:23 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 15:58:47 > Step: 98100 Progress: 98.1% Elapsed: 3 days, 2:11:50 temperature: no ada_p: No Discriminator_loss: 0.193153 Generator_loss: 2.45783
[INFO] 2020-09-20 16:03:12 > Step: 98200 Progress: 98.2% Elapsed: 3 days, 2:16:14 temperature: no ada_p: No Discriminator_loss: 0.359487 Generator_loss: 1.34372
[INFO] 2020-09-20 16:07:36 > Step: 98300 Progress: 98.3% Elapsed: 3 days, 2:20:38 temperature: no ada_p: No Discriminator_loss: 0.330801 Generator_loss: 2.35031
[INFO] 2020-09-20 16:11:59 > Step: 98400 Progress: 98.4% Elapsed: 3 days, 2:25:01 temperature: no ada_p: No Discriminator_loss: 0.322401 Generator_loss: 1.83475
[INFO] 2020-09-20 16:16:22 > Step: 98500 Progress: 98.5% Elapsed: 3 days, 2:29:24 temperature: no ada_p: No Discriminator_loss: 0.382551 Generator_loss: 2.25351
[INFO] 2020-09-20 16:20:45 > Step: 98600 Progress: 98.6% Elapsed: 3 days, 2:33:48 temperature: no ada_p: No Discriminator_loss: 0.466594 Generator_loss: 1.80296
[INFO] 2020-09-20 16:25:10 > Step: 98700 Progress: 98.7% Elapsed: 3 days, 2:38:12 temperature: no ada_p: No Discriminator_loss: 0.327623 Generator_loss: 2.06395
[INFO] 2020-09-20 16:29:33 > Step: 98800 Progress: 98.8% Elapsed: 3 days, 2:42:35 temperature: no ada_p: No Discriminator_loss: 0.496776 Generator_loss: 2.46851
[INFO] 2020-09-20 16:33:56 > Step: 98900 Progress: 98.9% Elapsed: 3 days, 2:46:58 temperature: no ada_p: No Discriminator_loss: 0.380176 Generator_loss: 2.55478
[INFO] 2020-09-20 16:38:19 > Step: 99000 Progress: 99.0% Elapsed: 3 days, 2:51:21 temperature: no ada_p: No Discriminator_loss: 0.57682 Generator_loss: 1.49064
[INFO] 2020-09-20 16:42:43 > Step: 99100 Progress: 99.1% Elapsed: 3 days, 2:55:45 temperature: no ada_p: No Discriminator_loss: 0.319132 Generator_loss: 2.397
[INFO] 2020-09-20 16:47:06 > Step: 99200 Progress: 99.2% Elapsed: 3 days, 3:00:08 temperature: no ada_p: No Discriminator_loss: 0.231295 Generator_loss: 1.89093
[INFO] 2020-09-20 16:51:29 > Step: 99300 Progress: 99.3% Elapsed: 3 days, 3:04:31 temperature: no ada_p: No Discriminator_loss: 0.386482 Generator_loss: 2.58986
[INFO] 2020-09-20 16:55:53 > Step: 99400 Progress: 99.4% Elapsed: 3 days, 3:08:55 temperature: no ada_p: No Discriminator_loss: 0.385609 Generator_loss: 2.19466
[INFO] 2020-09-20 17:00:15 > Step: 99500 Progress: 99.5% Elapsed: 3 days, 3:13:18 temperature: no ada_p: No Discriminator_loss: 0.443037 Generator_loss: 2.29132
[INFO] 2020-09-20 17:04:39 > Step: 99600 Progress: 99.6% Elapsed: 3 days, 3:17:41 temperature: no ada_p: No Discriminator_loss: 0.547607 Generator_loss: 1.25279
[INFO] 2020-09-20 17:09:02 > Step: 99700 Progress: 99.7% Elapsed: 3 days, 3:22:04 temperature: no ada_p: No Discriminator_loss: 0.210052 Generator_loss: 1.91407
[INFO] 2020-09-20 17:13:26 > Step: 99800 Progress: 99.8% Elapsed: 3 days, 3:26:28 temperature: no ada_p: No Discriminator_loss: 0.334856 Generator_loss: 2.84018
[INFO] 2020-09-20 17:17:50 > Step: 99900 Progress: 99.9% Elapsed: 3 days, 3:30:52 temperature: no ada_p: No Discriminator_loss: 0.302162 Generator_loss: 1.62325
[INFO] 2020-09-20 17:22:14 > Step: 100000 Progress: 100.0% Elapsed: 3 days, 3:35:16 temperature: no ada_p: No Discriminator_loss: 0.314015 Generator_loss: 2.2584
[INFO] 2020-09-20 17:22:14 > Start Evaluation (100000 Step): LOGAN-train-2020_09_17_13_46_47
[INFO] 2020-09-20 17:25:22 > F_8 score (Step: 100000, Using test images): 0.9916170053944297
[INFO] 2020-09-20 17:25:22 > F_1/8 score (Step: 100000, Using test images): 0.9940555441562257
[INFO] 2020-09-20 17:25:22 > FID score (Step: 100000, Using test moments): 8.374862503649922
[INFO] 2020-09-20 17:25:22 > Inception score (Step: 100000, 10000 generated images): 9.661916732788086
[INFO] 2020-09-20 17:25:22 > Best FID score (Step: 98000, Using test moments): 8.369095069728246
[INFO] 2020-09-20 17:25:24 > Saved model to checkpoints/LOGAN-train-2020_09_17_13_46_47