Path: blob/master/logs/CIFAR10/WGAN-GP-train-2020_09_16_14_17_00.log
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[INFO] 2020-09-16 14:17:00 > Run name : WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:17:00 > {'config_path': './configs/CIFAR10/WGAN-GP.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, 'k_nearest_neighbor': False, 'interpolation': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-09-16 14:17:00 > {'model': {'architecture': 'resnet', 'conditional_strategy': 'no', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': False, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 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': 'wasserstein', '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': True, 'gradient_penalty_lambda': 10.0, 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}
[INFO] 2020-09-16 14:17:00 > Loading train datasets...
[INFO] 2020-09-16 14:17:00 > Train dataset size : 50000
[INFO] 2020-09-16 14:17:00 > Loading test datasets...
[INFO] 2020-09-16 14:17:01 > Eval dataset size : 10000
[INFO] 2020-09-16 14:17:01 > Building model...
[INFO] 2020-09-16 14:17:01 > Modules are located on models.resnet
[INFO] 2020-09-16 14:17:05 > Number of parameters: 4276739
[INFO] 2020-09-16 14:17:05 > Generator(
(linear0): Linear(in_features=128, out_features=4096, bias=True)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(1): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(2): ModuleList(
(0): GenBlock(
(bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
)
(bn4): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(256, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2020-09-16 14:17:05 > Number of parameters: 1055879
[INFO] 2020-09-16 14:17:05 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 128, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(3, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=128, out_features=1, bias=True)
)
[INFO] 2020-09-16 14:17:07 > Start training....
[INFO] 2020-09-16 14:17:43 > Step: 100 Progress: 0.1% Elapsed: 0:00:35 temperature: no ada_p: No Discriminator_loss: -2.8998 Generator_loss: -1.18291
[INFO] 2020-09-16 14:18:18 > Step: 200 Progress: 0.2% Elapsed: 0:01:10 temperature: no ada_p: No Discriminator_loss: -0.877346 Generator_loss: -11.8796
[INFO] 2020-09-16 14:18:52 > Step: 300 Progress: 0.3% Elapsed: 0:01:44 temperature: no ada_p: No Discriminator_loss: -3.36326 Generator_loss: 1.49444
[INFO] 2020-09-16 14:19:26 > Step: 400 Progress: 0.4% Elapsed: 0:02:18 temperature: no ada_p: No Discriminator_loss: -1.591 Generator_loss: 7.7866
[INFO] 2020-09-16 14:20:01 > Step: 500 Progress: 0.5% Elapsed: 0:02:53 temperature: no ada_p: No Discriminator_loss: -2.40199 Generator_loss: 10.303
[INFO] 2020-09-16 14:20:35 > Step: 600 Progress: 0.6% Elapsed: 0:03:27 temperature: no ada_p: No Discriminator_loss: -1.16715 Generator_loss: 7.91051
[INFO] 2020-09-16 14:21:10 > Step: 700 Progress: 0.7% Elapsed: 0:04:02 temperature: no ada_p: No Discriminator_loss: -2.98429 Generator_loss: 16.9539
[INFO] 2020-09-16 14:21:44 > Step: 800 Progress: 0.8% Elapsed: 0:04:36 temperature: no ada_p: No Discriminator_loss: -1.64689 Generator_loss: 4.86875
[INFO] 2020-09-16 14:22:19 > Step: 900 Progress: 0.9% Elapsed: 0:05:11 temperature: no ada_p: No Discriminator_loss: -1.49228 Generator_loss: 4.57475
[INFO] 2020-09-16 14:22:53 > Step: 1000 Progress: 1.0% Elapsed: 0:05:45 temperature: no ada_p: No Discriminator_loss: -1.84335 Generator_loss: 12.2912
[INFO] 2020-09-16 14:23:28 > Step: 1100 Progress: 1.1% Elapsed: 0:06:20 temperature: no ada_p: No Discriminator_loss: -2.24408 Generator_loss: 10.9572
[INFO] 2020-09-16 14:24:03 > Step: 1200 Progress: 1.2% Elapsed: 0:06:54 temperature: no ada_p: No Discriminator_loss: -1.97005 Generator_loss: 17.9294
[INFO] 2020-09-16 14:24:37 > Step: 1300 Progress: 1.3% Elapsed: 0:07:29 temperature: no ada_p: No Discriminator_loss: -2.83694 Generator_loss: 20.4251
[INFO] 2020-09-16 14:25:11 > Step: 1400 Progress: 1.4% Elapsed: 0:08:03 temperature: no ada_p: No Discriminator_loss: -2.05855 Generator_loss: 11.8185
[INFO] 2020-09-16 14:25:46 > Step: 1500 Progress: 1.5% Elapsed: 0:08:38 temperature: no ada_p: No Discriminator_loss: -2.69993 Generator_loss: 17.594
[INFO] 2020-09-16 14:26:21 > Step: 1600 Progress: 1.6% Elapsed: 0:09:13 temperature: no ada_p: No Discriminator_loss: -1.8547 Generator_loss: 18.2542
[INFO] 2020-09-16 14:26:55 > Step: 1700 Progress: 1.7% Elapsed: 0:09:47 temperature: no ada_p: No Discriminator_loss: -1.88258 Generator_loss: 23.5811
[INFO] 2020-09-16 14:27:30 > Step: 1800 Progress: 1.8% Elapsed: 0:10:22 temperature: no ada_p: No Discriminator_loss: -2.148 Generator_loss: 17.5579
[INFO] 2020-09-16 14:28:04 > Step: 1900 Progress: 1.9% Elapsed: 0:10:56 temperature: no ada_p: No Discriminator_loss: -2.37531 Generator_loss: 11.3239
[INFO] 2020-09-16 14:28:38 > Step: 2000 Progress: 2.0% Elapsed: 0:11:30 temperature: no ada_p: No Discriminator_loss: -2.50865 Generator_loss: 22.6327
[INFO] 2020-09-16 14:28:38 > Start Evaluation (2000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:30:10 > F_8 score (Step: 2000, Using test images): 0.6546663183672349
[INFO] 2020-09-16 14:30:10 > F_1/8 score (Step: 2000, Using test images): 0.781488787875252
[INFO] 2020-09-16 14:30:10 > FID score (Step: 2000, Using test moments): 61.177598611535814
[INFO] 2020-09-16 14:30:10 > Inception score (Step: 2000, 10000 generated images): 4.80707311630249
[INFO] 2020-09-16 14:30:10 > Best FID score (Step: 2000, Using test moments): 61.177598611535814
[INFO] 2020-09-16 14:30:10 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:30:45 > Step: 2100 Progress: 2.1% Elapsed: 0:13:37 temperature: no ada_p: No Discriminator_loss: -2.20258 Generator_loss: 19.2534
[INFO] 2020-09-16 14:31:20 > Step: 2200 Progress: 2.2% Elapsed: 0:14:12 temperature: no ada_p: No Discriminator_loss: -2.15392 Generator_loss: 14.2699
[INFO] 2020-09-16 14:31:54 > Step: 2300 Progress: 2.3% Elapsed: 0:14:46 temperature: no ada_p: No Discriminator_loss: -2.20855 Generator_loss: 11.2783
[INFO] 2020-09-16 14:32:29 > Step: 2400 Progress: 2.4% Elapsed: 0:15:21 temperature: no ada_p: No Discriminator_loss: -1.93524 Generator_loss: 15.5385
[INFO] 2020-09-16 14:33:04 > Step: 2500 Progress: 2.5% Elapsed: 0:15:55 temperature: no ada_p: No Discriminator_loss: -2.34506 Generator_loss: 14.3929
[INFO] 2020-09-16 14:33:38 > Step: 2600 Progress: 2.6% Elapsed: 0:16:30 temperature: no ada_p: No Discriminator_loss: -2.22738 Generator_loss: 15.0229
[INFO] 2020-09-16 14:34:12 > Step: 2700 Progress: 2.7% Elapsed: 0:17:04 temperature: no ada_p: No Discriminator_loss: -1.4917 Generator_loss: 17.2487
[INFO] 2020-09-16 14:34:47 > Step: 2800 Progress: 2.8% Elapsed: 0:17:39 temperature: no ada_p: No Discriminator_loss: -1.73294 Generator_loss: 18.6686
[INFO] 2020-09-16 14:35:21 > Step: 2900 Progress: 2.9% Elapsed: 0:18:13 temperature: no ada_p: No Discriminator_loss: -1.65755 Generator_loss: 16.4487
[INFO] 2020-09-16 14:35:56 > Step: 3000 Progress: 3.0% Elapsed: 0:18:48 temperature: no ada_p: No Discriminator_loss: -2.39322 Generator_loss: 21.8388
[INFO] 2020-09-16 14:36:30 > Step: 3100 Progress: 3.1% Elapsed: 0:19:22 temperature: no ada_p: No Discriminator_loss: -2.42855 Generator_loss: 23.5251
[INFO] 2020-09-16 14:37:05 > Step: 3200 Progress: 3.2% Elapsed: 0:19:57 temperature: no ada_p: No Discriminator_loss: -2.09998 Generator_loss: 27.969
[INFO] 2020-09-16 14:37:39 > Step: 3300 Progress: 3.3% Elapsed: 0:20:31 temperature: no ada_p: No Discriminator_loss: -2.11013 Generator_loss: 15.0445
[INFO] 2020-09-16 14:38:14 > Step: 3400 Progress: 3.4% Elapsed: 0:21:06 temperature: no ada_p: No Discriminator_loss: -1.37328 Generator_loss: 26.2354
[INFO] 2020-09-16 14:38:48 > Step: 3500 Progress: 3.5% Elapsed: 0:21:40 temperature: no ada_p: No Discriminator_loss: -2.17352 Generator_loss: 24.277
[INFO] 2020-09-16 14:39:23 > Step: 3600 Progress: 3.6% Elapsed: 0:22:15 temperature: no ada_p: No Discriminator_loss: -2.46253 Generator_loss: 20.7313
[INFO] 2020-09-16 14:39:57 > Step: 3700 Progress: 3.7% Elapsed: 0:22:49 temperature: no ada_p: No Discriminator_loss: -1.22384 Generator_loss: 22.0626
[INFO] 2020-09-16 14:40:32 > Step: 3800 Progress: 3.8% Elapsed: 0:23:24 temperature: no ada_p: No Discriminator_loss: -1.34167 Generator_loss: 14.1346
[INFO] 2020-09-16 14:41:06 > Step: 3900 Progress: 3.9% Elapsed: 0:23:58 temperature: no ada_p: No Discriminator_loss: -1.42045 Generator_loss: 21.6212
[INFO] 2020-09-16 14:41:41 > Step: 4000 Progress: 4.0% Elapsed: 0:24:33 temperature: no ada_p: No Discriminator_loss: -1.6402 Generator_loss: 40.4985
[INFO] 2020-09-16 14:41:41 > Start Evaluation (4000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:43:10 > F_8 score (Step: 4000, Using test images): 0.7362864201136549
[INFO] 2020-09-16 14:43:10 > F_1/8 score (Step: 4000, Using test images): 0.8925561745571076
[INFO] 2020-09-16 14:43:10 > FID score (Step: 4000, Using test moments): 52.62601146667669
[INFO] 2020-09-16 14:43:10 > Inception score (Step: 4000, 10000 generated images): 5.338621616363525
[INFO] 2020-09-16 14:43:10 > Best FID score (Step: 4000, Using test moments): 52.62601146667669
[INFO] 2020-09-16 14:43:11 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:43:45 > Step: 4100 Progress: 4.1% Elapsed: 0:26:37 temperature: no ada_p: No Discriminator_loss: -2.65946 Generator_loss: 22.1025
[INFO] 2020-09-16 14:44:20 > Step: 4200 Progress: 4.2% Elapsed: 0:27:12 temperature: no ada_p: No Discriminator_loss: -1.48037 Generator_loss: 3.36799
[INFO] 2020-09-16 14:44:54 > Step: 4300 Progress: 4.3% Elapsed: 0:27:46 temperature: no ada_p: No Discriminator_loss: -1.35599 Generator_loss: 19.9378
[INFO] 2020-09-16 14:45:29 > Step: 4400 Progress: 4.4% Elapsed: 0:28:21 temperature: no ada_p: No Discriminator_loss: -2.62467 Generator_loss: 17.835
[INFO] 2020-09-16 14:46:03 > Step: 4500 Progress: 4.5% Elapsed: 0:28:55 temperature: no ada_p: No Discriminator_loss: -1.87307 Generator_loss: 33.6046
[INFO] 2020-09-16 14:46:38 > Step: 4600 Progress: 4.6% Elapsed: 0:29:30 temperature: no ada_p: No Discriminator_loss: -0.950932 Generator_loss: 19.225
[INFO] 2020-09-16 14:47:13 > Step: 4700 Progress: 4.7% Elapsed: 0:30:05 temperature: no ada_p: No Discriminator_loss: -0.972169 Generator_loss: 24.5201
[INFO] 2020-09-16 14:47:47 > Step: 4800 Progress: 4.8% Elapsed: 0:30:39 temperature: no ada_p: No Discriminator_loss: -1.06802 Generator_loss: 21.6554
[INFO] 2020-09-16 14:48:22 > Step: 4900 Progress: 4.9% Elapsed: 0:31:14 temperature: no ada_p: No Discriminator_loss: -3.20262 Generator_loss: 24.0915
[INFO] 2020-09-16 14:48:56 > Step: 5000 Progress: 5.0% Elapsed: 0:31:48 temperature: no ada_p: No Discriminator_loss: -1.98588 Generator_loss: 20.6074
[INFO] 2020-09-16 14:49:30 > Step: 5100 Progress: 5.1% Elapsed: 0:32:22 temperature: no ada_p: No Discriminator_loss: -1.25082 Generator_loss: 20.3999
[INFO] 2020-09-16 14:50:05 > Step: 5200 Progress: 5.2% Elapsed: 0:32:57 temperature: no ada_p: No Discriminator_loss: -1.61505 Generator_loss: 12.6109
[INFO] 2020-09-16 14:50:40 > Step: 5300 Progress: 5.3% Elapsed: 0:33:32 temperature: no ada_p: No Discriminator_loss: -0.934268 Generator_loss: 17.6159
[INFO] 2020-09-16 14:51:14 > Step: 5400 Progress: 5.4% Elapsed: 0:34:06 temperature: no ada_p: No Discriminator_loss: -1.83053 Generator_loss: 24.3311
[INFO] 2020-09-16 14:51:49 > Step: 5500 Progress: 5.5% Elapsed: 0:34:41 temperature: no ada_p: No Discriminator_loss: -1.46877 Generator_loss: 18.8415
[INFO] 2020-09-16 14:52:23 > Step: 5600 Progress: 5.6% Elapsed: 0:35:15 temperature: no ada_p: No Discriminator_loss: -0.597501 Generator_loss: 41.0209
[INFO] 2020-09-16 14:52:58 > Step: 5700 Progress: 5.7% Elapsed: 0:35:50 temperature: no ada_p: No Discriminator_loss: -1.91581 Generator_loss: 16.7297
[INFO] 2020-09-16 14:53:32 > Step: 5800 Progress: 5.8% Elapsed: 0:36:24 temperature: no ada_p: No Discriminator_loss: -1.5219 Generator_loss: 25.1317
[INFO] 2020-09-16 14:54:07 > Step: 5900 Progress: 5.9% Elapsed: 0:36:59 temperature: no ada_p: No Discriminator_loss: -1.18299 Generator_loss: 21.9886
[INFO] 2020-09-16 14:54:41 > Step: 6000 Progress: 6.0% Elapsed: 0:37:33 temperature: no ada_p: No Discriminator_loss: -1.44953 Generator_loss: 14.9329
[INFO] 2020-09-16 14:54:41 > Start Evaluation (6000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:56:12 > F_8 score (Step: 6000, Using test images): 0.7813922804799028
[INFO] 2020-09-16 14:56:12 > F_1/8 score (Step: 6000, Using test images): 0.9196659482422066
[INFO] 2020-09-16 14:56:12 > FID score (Step: 6000, Using test moments): 47.43606667262577
[INFO] 2020-09-16 14:56:12 > Inception score (Step: 6000, 10000 generated images): 6.085230350494385
[INFO] 2020-09-16 14:56:12 > Best FID score (Step: 6000, Using test moments): 47.43606667262577
[INFO] 2020-09-16 14:56:12 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 14:56:46 > Step: 6100 Progress: 6.1% Elapsed: 0:39:38 temperature: no ada_p: No Discriminator_loss: -2.00191 Generator_loss: 26.0337
[INFO] 2020-09-16 14:57:21 > Step: 6200 Progress: 6.2% Elapsed: 0:40:13 temperature: no ada_p: No Discriminator_loss: -1.79333 Generator_loss: 27.6455
[INFO] 2020-09-16 14:57:55 > Step: 6300 Progress: 6.3% Elapsed: 0:40:47 temperature: no ada_p: No Discriminator_loss: -0.466746 Generator_loss: 63.973
[INFO] 2020-09-16 14:58:29 > Step: 6400 Progress: 6.4% Elapsed: 0:41:21 temperature: no ada_p: No Discriminator_loss: -1.13682 Generator_loss: 28.2024
[INFO] 2020-09-16 14:59:04 > Step: 6500 Progress: 6.5% Elapsed: 0:41:56 temperature: no ada_p: No Discriminator_loss: -1.1307 Generator_loss: 46.047
[INFO] 2020-09-16 14:59:39 > Step: 6600 Progress: 6.6% Elapsed: 0:42:31 temperature: no ada_p: No Discriminator_loss: -0.631655 Generator_loss: 29.1471
[INFO] 2020-09-16 15:00:13 > Step: 6700 Progress: 6.7% Elapsed: 0:43:05 temperature: no ada_p: No Discriminator_loss: -1.73406 Generator_loss: 31.0393
[INFO] 2020-09-16 15:00:48 > Step: 6800 Progress: 6.8% Elapsed: 0:43:40 temperature: no ada_p: No Discriminator_loss: -0.57914 Generator_loss: 60.7853
[INFO] 2020-09-16 15:01:22 > Step: 6900 Progress: 6.9% Elapsed: 0:44:14 temperature: no ada_p: No Discriminator_loss: -0.631619 Generator_loss: 32.4826
[INFO] 2020-09-16 15:01:57 > Step: 7000 Progress: 7.0% Elapsed: 0:44:48 temperature: no ada_p: No Discriminator_loss: -1.0924 Generator_loss: 27.8794
[INFO] 2020-09-16 15:02:31 > Step: 7100 Progress: 7.1% Elapsed: 0:45:23 temperature: no ada_p: No Discriminator_loss: -1.70796 Generator_loss: 13.7935
[INFO] 2020-09-16 15:03:06 > Step: 7200 Progress: 7.2% Elapsed: 0:45:58 temperature: no ada_p: No Discriminator_loss: -0.835027 Generator_loss: 49.1204
[INFO] 2020-09-16 15:03:40 > Step: 7300 Progress: 7.3% Elapsed: 0:46:32 temperature: no ada_p: No Discriminator_loss: 0.0688488 Generator_loss: 49.7944
[INFO] 2020-09-16 15:04:14 > Step: 7400 Progress: 7.4% Elapsed: 0:47:06 temperature: no ada_p: No Discriminator_loss: -1.30855 Generator_loss: 13.309
[INFO] 2020-09-16 15:04:49 > Step: 7500 Progress: 7.5% Elapsed: 0:47:41 temperature: no ada_p: No Discriminator_loss: -1.2789 Generator_loss: 21.7494
[INFO] 2020-09-16 15:05:23 > Step: 7600 Progress: 7.6% Elapsed: 0:48:15 temperature: no ada_p: No Discriminator_loss: -1.05865 Generator_loss: 23.5817
[INFO] 2020-09-16 15:05:58 > Step: 7700 Progress: 7.7% Elapsed: 0:48:50 temperature: no ada_p: No Discriminator_loss: -1.31582 Generator_loss: 31.6506
[INFO] 2020-09-16 15:06:32 > Step: 7800 Progress: 7.8% Elapsed: 0:49:24 temperature: no ada_p: No Discriminator_loss: -0.919396 Generator_loss: 39.3159
[INFO] 2020-09-16 15:07:07 > Step: 7900 Progress: 7.9% Elapsed: 0:49:59 temperature: no ada_p: No Discriminator_loss: -2.4215 Generator_loss: 26.8959
[INFO] 2020-09-16 15:07:42 > Step: 8000 Progress: 8.0% Elapsed: 0:50:34 temperature: no ada_p: No Discriminator_loss: -1.4217 Generator_loss: 51.5851
[INFO] 2020-09-16 15:07:42 > Start Evaluation (8000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:09:13 > F_8 score (Step: 8000, Using test images): 0.8070903573553321
[INFO] 2020-09-16 15:09:13 > F_1/8 score (Step: 8000, Using test images): 0.901606690290564
[INFO] 2020-09-16 15:09:13 > FID score (Step: 8000, Using test moments): 46.16631931050051
[INFO] 2020-09-16 15:09:13 > Inception score (Step: 8000, 10000 generated images): 6.16569185256958
[INFO] 2020-09-16 15:09:13 > Best FID score (Step: 8000, Using test moments): 46.16631931050051
[INFO] 2020-09-16 15:09:13 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:09:47 > Step: 8100 Progress: 8.1% Elapsed: 0:52:39 temperature: no ada_p: No Discriminator_loss: -1.55579 Generator_loss: 2.41611
[INFO] 2020-09-16 15:10:22 > Step: 8200 Progress: 8.2% Elapsed: 0:53:14 temperature: no ada_p: No Discriminator_loss: -0.0795143 Generator_loss: 37.34
[INFO] 2020-09-16 15:10:57 > Step: 8300 Progress: 8.3% Elapsed: 0:53:49 temperature: no ada_p: No Discriminator_loss: -0.477295 Generator_loss: 31.7474
[INFO] 2020-09-16 15:11:31 > Step: 8400 Progress: 8.4% Elapsed: 0:54:23 temperature: no ada_p: No Discriminator_loss: -0.774046 Generator_loss: 45.1267
[INFO] 2020-09-16 15:12:05 > Step: 8500 Progress: 8.5% Elapsed: 0:54:57 temperature: no ada_p: No Discriminator_loss: -1.1602 Generator_loss: 29.5703
[INFO] 2020-09-16 15:12:40 > Step: 8600 Progress: 8.6% Elapsed: 0:55:32 temperature: no ada_p: No Discriminator_loss: -3.79227 Generator_loss: 41.5565
[INFO] 2020-09-16 15:13:14 > Step: 8700 Progress: 8.7% Elapsed: 0:56:06 temperature: no ada_p: No Discriminator_loss: -0.795979 Generator_loss: 35.2627
[INFO] 2020-09-16 15:13:49 > Step: 8800 Progress: 8.8% Elapsed: 0:56:41 temperature: no ada_p: No Discriminator_loss: -0.409257 Generator_loss: 37.1258
[INFO] 2020-09-16 15:14:23 > Step: 8900 Progress: 8.9% Elapsed: 0:57:15 temperature: no ada_p: No Discriminator_loss: -1.43962 Generator_loss: 38.6023
[INFO] 2020-09-16 15:14:58 > Step: 9000 Progress: 9.0% Elapsed: 0:57:50 temperature: no ada_p: No Discriminator_loss: -2.21229 Generator_loss: 38.986
[INFO] 2020-09-16 15:15:33 > Step: 9100 Progress: 9.1% Elapsed: 0:58:25 temperature: no ada_p: No Discriminator_loss: -1.19606 Generator_loss: 45.9836
[INFO] 2020-09-16 15:16:07 > Step: 9200 Progress: 9.2% Elapsed: 0:58:59 temperature: no ada_p: No Discriminator_loss: -0.966253 Generator_loss: 32.42
[INFO] 2020-09-16 15:16:42 > Step: 9300 Progress: 9.3% Elapsed: 0:59:33 temperature: no ada_p: No Discriminator_loss: -0.577642 Generator_loss: 8.95506
[INFO] 2020-09-16 15:17:16 > Step: 9400 Progress: 9.4% Elapsed: 1:00:08 temperature: no ada_p: No Discriminator_loss: -1.00851 Generator_loss: 34.3003
[INFO] 2020-09-16 15:17:50 > Step: 9500 Progress: 9.5% Elapsed: 1:00:42 temperature: no ada_p: No Discriminator_loss: -1.32306 Generator_loss: 35.4268
[INFO] 2020-09-16 15:18:25 > Step: 9600 Progress: 9.6% Elapsed: 1:01:17 temperature: no ada_p: No Discriminator_loss: -0.771152 Generator_loss: 44.1104
[INFO] 2020-09-16 15:19:00 > Step: 9700 Progress: 9.7% Elapsed: 1:01:52 temperature: no ada_p: No Discriminator_loss: -0.861224 Generator_loss: 60.7482
[INFO] 2020-09-16 15:19:34 > Step: 9800 Progress: 9.8% Elapsed: 1:02:26 temperature: no ada_p: No Discriminator_loss: -0.95049 Generator_loss: 34.7162
[INFO] 2020-09-16 15:20:09 > Step: 9900 Progress: 9.9% Elapsed: 1:03:01 temperature: no ada_p: No Discriminator_loss: -1.18823 Generator_loss: 35.129
[INFO] 2020-09-16 15:20:43 > Step: 10000 Progress: 10.0% Elapsed: 1:03:35 temperature: no ada_p: No Discriminator_loss: -0.568911 Generator_loss: 41.5999
[INFO] 2020-09-16 15:20:43 > Start Evaluation (10000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:22:13 > F_8 score (Step: 10000, Using test images): 0.8375898588209435
[INFO] 2020-09-16 15:22:13 > F_1/8 score (Step: 10000, Using test images): 0.9326415940044671
[INFO] 2020-09-16 15:22:13 > FID score (Step: 10000, Using test moments): 41.30376278936774
[INFO] 2020-09-16 15:22:13 > Inception score (Step: 10000, 10000 generated images): 6.372760772705078
[INFO] 2020-09-16 15:22:13 > Best FID score (Step: 10000, Using test moments): 41.30376278936774
[INFO] 2020-09-16 15:22:13 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:22:47 > Step: 10100 Progress: 10.1% Elapsed: 1:05:39 temperature: no ada_p: No Discriminator_loss: 0.629349 Generator_loss: 76.7341
[INFO] 2020-09-16 15:23:22 > Step: 10200 Progress: 10.2% Elapsed: 1:06:14 temperature: no ada_p: No Discriminator_loss: -1.45738 Generator_loss: 84.0792
[INFO] 2020-09-16 15:23:56 > Step: 10300 Progress: 10.3% Elapsed: 1:06:48 temperature: no ada_p: No Discriminator_loss: -1.09671 Generator_loss: 54.2152
[INFO] 2020-09-16 15:24:31 > Step: 10400 Progress: 10.4% Elapsed: 1:07:23 temperature: no ada_p: No Discriminator_loss: -1.28611 Generator_loss: 43.1426
[INFO] 2020-09-16 15:25:06 > Step: 10500 Progress: 10.5% Elapsed: 1:07:58 temperature: no ada_p: No Discriminator_loss: -1.0663 Generator_loss: 40.1064
[INFO] 2020-09-16 15:25:40 > Step: 10600 Progress: 10.6% Elapsed: 1:08:32 temperature: no ada_p: No Discriminator_loss: -0.990533 Generator_loss: 45.4285
[INFO] 2020-09-16 15:26:14 > Step: 10700 Progress: 10.7% Elapsed: 1:09:06 temperature: no ada_p: No Discriminator_loss: -1.613 Generator_loss: 48.5657
[INFO] 2020-09-16 15:26:49 > Step: 10800 Progress: 10.8% Elapsed: 1:09:41 temperature: no ada_p: No Discriminator_loss: -0.974247 Generator_loss: 47.5825
[INFO] 2020-09-16 15:27:23 > Step: 10900 Progress: 10.9% Elapsed: 1:10:15 temperature: no ada_p: No Discriminator_loss: -1.25992 Generator_loss: 41.7375
[INFO] 2020-09-16 15:27:58 > Step: 11000 Progress: 11.0% Elapsed: 1:10:50 temperature: no ada_p: No Discriminator_loss: -0.546947 Generator_loss: 33.7891
[INFO] 2020-09-16 15:28:33 > Step: 11100 Progress: 11.1% Elapsed: 1:11:25 temperature: no ada_p: No Discriminator_loss: -0.857391 Generator_loss: 42.7538
[INFO] 2020-09-16 15:29:07 > Step: 11200 Progress: 11.2% Elapsed: 1:11:59 temperature: no ada_p: No Discriminator_loss: -0.240388 Generator_loss: 61.2826
[INFO] 2020-09-16 15:29:42 > Step: 11300 Progress: 11.3% Elapsed: 1:12:34 temperature: no ada_p: No Discriminator_loss: -0.916626 Generator_loss: 47.8649
[INFO] 2020-09-16 15:30:16 > Step: 11400 Progress: 11.4% Elapsed: 1:13:08 temperature: no ada_p: No Discriminator_loss: 0.176571 Generator_loss: 22.7826
[INFO] 2020-09-16 15:30:51 > Step: 11500 Progress: 11.5% Elapsed: 1:13:43 temperature: no ada_p: No Discriminator_loss: -0.202725 Generator_loss: 45.8339
[INFO] 2020-09-16 15:31:26 > Step: 11600 Progress: 11.6% Elapsed: 1:14:18 temperature: no ada_p: No Discriminator_loss: -0.212965 Generator_loss: 41.4195
[INFO] 2020-09-16 15:32:00 > Step: 11700 Progress: 11.7% Elapsed: 1:14:52 temperature: no ada_p: No Discriminator_loss: -1.39648 Generator_loss: 37.069
[INFO] 2020-09-16 15:32:35 > Step: 11800 Progress: 11.8% Elapsed: 1:15:26 temperature: no ada_p: No Discriminator_loss: -1.80244 Generator_loss: 42.2709
[INFO] 2020-09-16 15:33:09 > Step: 11900 Progress: 11.9% Elapsed: 1:16:01 temperature: no ada_p: No Discriminator_loss: -0.897993 Generator_loss: 52.9828
[INFO] 2020-09-16 15:33:43 > Step: 12000 Progress: 12.0% Elapsed: 1:16:35 temperature: no ada_p: No Discriminator_loss: -0.746716 Generator_loss: 44.1256
[INFO] 2020-09-16 15:33:43 > Start Evaluation (12000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:35:14 > F_8 score (Step: 12000, Using test images): 0.8462627993296103
[INFO] 2020-09-16 15:35:15 > F_1/8 score (Step: 12000, Using test images): 0.9204986299613329
[INFO] 2020-09-16 15:35:15 > FID score (Step: 12000, Using test moments): 41.20563414367206
[INFO] 2020-09-16 15:35:15 > Inception score (Step: 12000, 10000 generated images): 6.347595691680908
[INFO] 2020-09-16 15:35:15 > Best FID score (Step: 12000, Using test moments): 41.20563414367206
[INFO] 2020-09-16 15:35:15 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:35:49 > Step: 12100 Progress: 12.1% Elapsed: 1:18:41 temperature: no ada_p: No Discriminator_loss: -0.676283 Generator_loss: 34.631
[INFO] 2020-09-16 15:36:24 > Step: 12200 Progress: 12.2% Elapsed: 1:19:16 temperature: no ada_p: No Discriminator_loss: 0.282929 Generator_loss: 28.115
[INFO] 2020-09-16 15:36:58 > Step: 12300 Progress: 12.3% Elapsed: 1:19:50 temperature: no ada_p: No Discriminator_loss: -0.959496 Generator_loss: 47.5413
[INFO] 2020-09-16 15:37:33 > Step: 12400 Progress: 12.4% Elapsed: 1:20:25 temperature: no ada_p: No Discriminator_loss: -1.59472 Generator_loss: 68.4035
[INFO] 2020-09-16 15:38:07 > Step: 12500 Progress: 12.5% Elapsed: 1:20:59 temperature: no ada_p: No Discriminator_loss: -1.4495 Generator_loss: 61.1991
[INFO] 2020-09-16 15:38:42 > Step: 12600 Progress: 12.6% Elapsed: 1:21:34 temperature: no ada_p: No Discriminator_loss: -1.69682 Generator_loss: 35.7094
[INFO] 2020-09-16 15:39:17 > Step: 12700 Progress: 12.7% Elapsed: 1:22:09 temperature: no ada_p: No Discriminator_loss: -1.4768 Generator_loss: 30.5347
[INFO] 2020-09-16 15:39:51 > Step: 12800 Progress: 12.8% Elapsed: 1:22:43 temperature: no ada_p: No Discriminator_loss: -1.04467 Generator_loss: 56.532
[INFO] 2020-09-16 15:40:25 > Step: 12900 Progress: 12.9% Elapsed: 1:23:17 temperature: no ada_p: No Discriminator_loss: -1.94962 Generator_loss: 39.6373
[INFO] 2020-09-16 15:41:00 > Step: 13000 Progress: 13.0% Elapsed: 1:23:52 temperature: no ada_p: No Discriminator_loss: -1.21145 Generator_loss: 39.1642
[INFO] 2020-09-16 15:41:34 > Step: 13100 Progress: 13.1% Elapsed: 1:24:26 temperature: no ada_p: No Discriminator_loss: -1.17335 Generator_loss: 32.6984
[INFO] 2020-09-16 15:42:09 > Step: 13200 Progress: 13.2% Elapsed: 1:25:01 temperature: no ada_p: No Discriminator_loss: -0.757192 Generator_loss: 48.6374
[INFO] 2020-09-16 15:42:44 > Step: 13300 Progress: 13.3% Elapsed: 1:25:36 temperature: no ada_p: No Discriminator_loss: -2.13838 Generator_loss: 41.3499
[INFO] 2020-09-16 15:43:18 > Step: 13400 Progress: 13.4% Elapsed: 1:26:10 temperature: no ada_p: No Discriminator_loss: -1.63609 Generator_loss: 79.3848
[INFO] 2020-09-16 15:43:53 > Step: 13500 Progress: 13.5% Elapsed: 1:26:45 temperature: no ada_p: No Discriminator_loss: -0.887388 Generator_loss: 80.9734
[INFO] 2020-09-16 15:44:27 > Step: 13600 Progress: 13.6% Elapsed: 1:27:19 temperature: no ada_p: No Discriminator_loss: 0.0319676 Generator_loss: 63.4548
[INFO] 2020-09-16 15:45:01 > Step: 13700 Progress: 13.7% Elapsed: 1:27:53 temperature: no ada_p: No Discriminator_loss: -0.851277 Generator_loss: 46.4558
[INFO] 2020-09-16 15:45:36 > Step: 13800 Progress: 13.8% Elapsed: 1:28:28 temperature: no ada_p: No Discriminator_loss: -0.600668 Generator_loss: 54.0051
[INFO] 2020-09-16 15:46:11 > Step: 13900 Progress: 13.9% Elapsed: 1:29:03 temperature: no ada_p: No Discriminator_loss: -1.36017 Generator_loss: 49.1157
[INFO] 2020-09-16 15:46:45 > Step: 14000 Progress: 14.0% Elapsed: 1:29:37 temperature: no ada_p: No Discriminator_loss: -0.73384 Generator_loss: 59.3548
[INFO] 2020-09-16 15:46:45 > Start Evaluation (14000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:48:15 > F_8 score (Step: 14000, Using test images): 0.8540238843121434
[INFO] 2020-09-16 15:48:15 > F_1/8 score (Step: 14000, Using test images): 0.9031865495612283
[INFO] 2020-09-16 15:48:15 > FID score (Step: 14000, Using test moments): 43.72277334163823
[INFO] 2020-09-16 15:48:15 > Inception score (Step: 14000, 10000 generated images): 6.25319242477417
[INFO] 2020-09-16 15:48:15 > Best FID score (Step: 12000, Using test moments): 41.20563414367206
[INFO] 2020-09-16 15:48:15 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 15:48:50 > Step: 14100 Progress: 14.1% Elapsed: 1:31:42 temperature: no ada_p: No Discriminator_loss: -0.66081 Generator_loss: 58.8053
[INFO] 2020-09-16 15:49:24 > Step: 14200 Progress: 14.2% Elapsed: 1:32:16 temperature: no ada_p: No Discriminator_loss: -0.895256 Generator_loss: 41.3278
[INFO] 2020-09-16 15:49:59 > Step: 14300 Progress: 14.3% Elapsed: 1:32:51 temperature: no ada_p: No Discriminator_loss: -0.663701 Generator_loss: 33.0998
[INFO] 2020-09-16 15:50:33 > Step: 14400 Progress: 14.4% Elapsed: 1:33:25 temperature: no ada_p: No Discriminator_loss: 0.0432664 Generator_loss: 43.8041
[INFO] 2020-09-16 15:51:08 > Step: 14500 Progress: 14.5% Elapsed: 1:34:00 temperature: no ada_p: No Discriminator_loss: -1.60328 Generator_loss: 59.6723
[INFO] 2020-09-16 15:51:42 > Step: 14600 Progress: 14.6% Elapsed: 1:34:34 temperature: no ada_p: No Discriminator_loss: -1.78105 Generator_loss: 62.2003
[INFO] 2020-09-16 15:52:17 > Step: 14700 Progress: 14.7% Elapsed: 1:35:09 temperature: no ada_p: No Discriminator_loss: 0.579993 Generator_loss: 46.903
[INFO] 2020-09-16 15:52:51 > Step: 14800 Progress: 14.8% Elapsed: 1:35:43 temperature: no ada_p: No Discriminator_loss: 0.278755 Generator_loss: 37.539
[INFO] 2020-09-16 15:53:26 > Step: 14900 Progress: 14.9% Elapsed: 1:36:18 temperature: no ada_p: No Discriminator_loss: -1.16028 Generator_loss: 41.9634
[INFO] 2020-09-16 15:54:01 > Step: 15000 Progress: 15.0% Elapsed: 1:36:53 temperature: no ada_p: No Discriminator_loss: -0.96735 Generator_loss: 33.2673
[INFO] 2020-09-16 15:54:35 > Step: 15100 Progress: 15.1% Elapsed: 1:37:27 temperature: no ada_p: No Discriminator_loss: -1.11252 Generator_loss: 53.0437
[INFO] 2020-09-16 15:55:10 > Step: 15200 Progress: 15.2% Elapsed: 1:38:02 temperature: no ada_p: No Discriminator_loss: -1.12163 Generator_loss: 51.5185
[INFO] 2020-09-16 15:55:44 > Step: 15300 Progress: 15.3% Elapsed: 1:38:36 temperature: no ada_p: No Discriminator_loss: -0.496298 Generator_loss: 64.3507
[INFO] 2020-09-16 15:56:19 > Step: 15400 Progress: 15.4% Elapsed: 1:39:11 temperature: no ada_p: No Discriminator_loss: -0.987582 Generator_loss: 52.7096
[INFO] 2020-09-16 15:56:53 > Step: 15500 Progress: 15.5% Elapsed: 1:39:45 temperature: no ada_p: No Discriminator_loss: -1.69382 Generator_loss: 52.4461
[INFO] 2020-09-16 15:57:28 > Step: 15600 Progress: 15.6% Elapsed: 1:40:20 temperature: no ada_p: No Discriminator_loss: 0.0343409 Generator_loss: 60.2325
[INFO] 2020-09-16 15:58:02 > Step: 15700 Progress: 15.7% Elapsed: 1:40:54 temperature: no ada_p: No Discriminator_loss: -1.42636 Generator_loss: 49.6077
[INFO] 2020-09-16 15:58:37 > Step: 15800 Progress: 15.8% Elapsed: 1:41:29 temperature: no ada_p: No Discriminator_loss: -1.01288 Generator_loss: 67.2657
[INFO] 2020-09-16 15:59:11 > Step: 15900 Progress: 15.9% Elapsed: 1:42:03 temperature: no ada_p: No Discriminator_loss: -0.90292 Generator_loss: 54.5636
[INFO] 2020-09-16 15:59:46 > Step: 16000 Progress: 16.0% Elapsed: 1:42:38 temperature: no ada_p: No Discriminator_loss: -0.653978 Generator_loss: 64.517
[INFO] 2020-09-16 15:59:46 > Start Evaluation (16000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:01:17 > F_8 score (Step: 16000, Using test images): 0.8711345821690067
[INFO] 2020-09-16 16:01:17 > F_1/8 score (Step: 16000, Using test images): 0.9466573464985055
[INFO] 2020-09-16 16:01:17 > FID score (Step: 16000, Using test moments): 38.29723691099042
[INFO] 2020-09-16 16:01:17 > Inception score (Step: 16000, 10000 generated images): 6.596635341644287
[INFO] 2020-09-16 16:01:17 > Best FID score (Step: 16000, Using test moments): 38.29723691099042
[INFO] 2020-09-16 16:01:17 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:01:52 > Step: 16100 Progress: 16.1% Elapsed: 1:44:44 temperature: no ada_p: No Discriminator_loss: -1.35241 Generator_loss: 57.4573
[INFO] 2020-09-16 16:02:26 > Step: 16200 Progress: 16.2% Elapsed: 1:45:18 temperature: no ada_p: No Discriminator_loss: -1.19107 Generator_loss: 52.8749
[INFO] 2020-09-16 16:03:01 > Step: 16300 Progress: 16.3% Elapsed: 1:45:53 temperature: no ada_p: No Discriminator_loss: -0.248048 Generator_loss: 42.5691
[INFO] 2020-09-16 16:03:35 > Step: 16400 Progress: 16.4% Elapsed: 1:46:27 temperature: no ada_p: No Discriminator_loss: -1.2279 Generator_loss: 62.6715
[INFO] 2020-09-16 16:04:10 > Step: 16500 Progress: 16.5% Elapsed: 1:47:02 temperature: no ada_p: No Discriminator_loss: -1.17151 Generator_loss: 63.1985
[INFO] 2020-09-16 16:04:44 > Step: 16600 Progress: 16.6% Elapsed: 1:47:36 temperature: no ada_p: No Discriminator_loss: -2.02433 Generator_loss: 58.6076
[INFO] 2020-09-16 16:05:19 > Step: 16700 Progress: 16.7% Elapsed: 1:48:11 temperature: no ada_p: No Discriminator_loss: 0.548952 Generator_loss: 77.8571
[INFO] 2020-09-16 16:05:53 > Step: 16800 Progress: 16.8% Elapsed: 1:48:45 temperature: no ada_p: No Discriminator_loss: -0.757411 Generator_loss: 73.8836
[INFO] 2020-09-16 16:06:28 > Step: 16900 Progress: 16.9% Elapsed: 1:49:20 temperature: no ada_p: No Discriminator_loss: -0.99082 Generator_loss: 66.8808
[INFO] 2020-09-16 16:07:02 > Step: 17000 Progress: 17.0% Elapsed: 1:49:54 temperature: no ada_p: No Discriminator_loss: -1.82599 Generator_loss: 54.8891
[INFO] 2020-09-16 16:07:37 > Step: 17100 Progress: 17.1% Elapsed: 1:50:29 temperature: no ada_p: No Discriminator_loss: -0.265873 Generator_loss: -58.5361
[INFO] 2020-09-16 16:08:11 > Step: 17200 Progress: 17.2% Elapsed: 1:51:03 temperature: no ada_p: No Discriminator_loss: -1.35868 Generator_loss: 44.1738
[INFO] 2020-09-16 16:08:46 > Step: 17300 Progress: 17.3% Elapsed: 1:51:38 temperature: no ada_p: No Discriminator_loss: -1.11469 Generator_loss: 43.0146
[INFO] 2020-09-16 16:09:21 > Step: 17400 Progress: 17.4% Elapsed: 1:52:13 temperature: no ada_p: No Discriminator_loss: -0.381217 Generator_loss: 51.5908
[INFO] 2020-09-16 16:09:55 > Step: 17500 Progress: 17.5% Elapsed: 1:52:47 temperature: no ada_p: No Discriminator_loss: -1.04419 Generator_loss: 72.583
[INFO] 2020-09-16 16:10:30 > Step: 17600 Progress: 17.6% Elapsed: 1:53:21 temperature: no ada_p: No Discriminator_loss: -0.716109 Generator_loss: 84.935
[INFO] 2020-09-16 16:11:04 > Step: 17700 Progress: 17.7% Elapsed: 1:53:56 temperature: no ada_p: No Discriminator_loss: -1.07818 Generator_loss: 71.463
[INFO] 2020-09-16 16:11:39 > Step: 17800 Progress: 17.8% Elapsed: 1:54:31 temperature: no ada_p: No Discriminator_loss: -1.83914 Generator_loss: 40.9057
[INFO] 2020-09-16 16:12:13 > Step: 17900 Progress: 17.9% Elapsed: 1:55:05 temperature: no ada_p: No Discriminator_loss: -1.56873 Generator_loss: 68.5507
[INFO] 2020-09-16 16:12:48 > Step: 18000 Progress: 18.0% Elapsed: 1:55:40 temperature: no ada_p: No Discriminator_loss: -1.47728 Generator_loss: 65.9994
[INFO] 2020-09-16 16:12:48 > Start Evaluation (18000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:14:17 > F_8 score (Step: 18000, Using test images): 0.8763229933287678
[INFO] 2020-09-16 16:14:17 > F_1/8 score (Step: 18000, Using test images): 0.9314208986326785
[INFO] 2020-09-16 16:14:17 > FID score (Step: 18000, Using test moments): 37.07374757464248
[INFO] 2020-09-16 16:14:17 > Inception score (Step: 18000, 10000 generated images): 6.851244926452637
[INFO] 2020-09-16 16:14:17 > Best FID score (Step: 18000, Using test moments): 37.07374757464248
[INFO] 2020-09-16 16:14:17 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:14:51 > Step: 18100 Progress: 18.1% Elapsed: 1:57:43 temperature: no ada_p: No Discriminator_loss: -0.748978 Generator_loss: 84.1342
[INFO] 2020-09-16 16:15:26 > Step: 18200 Progress: 18.2% Elapsed: 1:58:18 temperature: no ada_p: No Discriminator_loss: -1.42839 Generator_loss: 62.5882
[INFO] 2020-09-16 16:16:00 > Step: 18300 Progress: 18.3% Elapsed: 1:58:52 temperature: no ada_p: No Discriminator_loss: -0.725508 Generator_loss: 61.6126
[INFO] 2020-09-16 16:16:35 > Step: 18400 Progress: 18.4% Elapsed: 1:59:26 temperature: no ada_p: No Discriminator_loss: -1.41914 Generator_loss: 74.075
[INFO] 2020-09-16 16:17:09 > Step: 18500 Progress: 18.5% Elapsed: 2:00:01 temperature: no ada_p: No Discriminator_loss: -0.665392 Generator_loss: 64.3197
[INFO] 2020-09-16 16:17:44 > Step: 18600 Progress: 18.6% Elapsed: 2:00:36 temperature: no ada_p: No Discriminator_loss: -1.01993 Generator_loss: 53.3491
[INFO] 2020-09-16 16:18:18 > Step: 18700 Progress: 18.7% Elapsed: 2:01:10 temperature: no ada_p: No Discriminator_loss: -0.924756 Generator_loss: 64.3892
[INFO] 2020-09-16 16:18:53 > Step: 18800 Progress: 18.8% Elapsed: 2:01:45 temperature: no ada_p: No Discriminator_loss: -0.990201 Generator_loss: 76.4208
[INFO] 2020-09-16 16:19:27 > Step: 18900 Progress: 18.9% Elapsed: 2:02:19 temperature: no ada_p: No Discriminator_loss: -0.219767 Generator_loss: 73.7897
[INFO] 2020-09-16 16:20:02 > Step: 19000 Progress: 19.0% Elapsed: 2:02:54 temperature: no ada_p: No Discriminator_loss: -0.472363 Generator_loss: 90.6274
[INFO] 2020-09-16 16:20:37 > Step: 19100 Progress: 19.1% Elapsed: 2:03:29 temperature: no ada_p: No Discriminator_loss: -0.796299 Generator_loss: 72.5501
[INFO] 2020-09-16 16:21:11 > Step: 19200 Progress: 19.2% Elapsed: 2:04:03 temperature: no ada_p: No Discriminator_loss: -0.30552 Generator_loss: 30.4455
[INFO] 2020-09-16 16:21:45 > Step: 19300 Progress: 19.3% Elapsed: 2:04:37 temperature: no ada_p: No Discriminator_loss: -0.617402 Generator_loss: 100.232
[INFO] 2020-09-16 16:22:20 > Step: 19400 Progress: 19.4% Elapsed: 2:05:12 temperature: no ada_p: No Discriminator_loss: 0.323615 Generator_loss: 105.876
[INFO] 2020-09-16 16:22:54 > Step: 19500 Progress: 19.5% Elapsed: 2:05:46 temperature: no ada_p: No Discriminator_loss: 0.0434674 Generator_loss: 145.235
[INFO] 2020-09-16 16:23:29 > Step: 19600 Progress: 19.6% Elapsed: 2:06:21 temperature: no ada_p: No Discriminator_loss: -0.991285 Generator_loss: 96.6409
[INFO] 2020-09-16 16:24:04 > Step: 19700 Progress: 19.7% Elapsed: 2:06:56 temperature: no ada_p: No Discriminator_loss: -0.447743 Generator_loss: 83.2399
[INFO] 2020-09-16 16:24:38 > Step: 19800 Progress: 19.8% Elapsed: 2:07:30 temperature: no ada_p: No Discriminator_loss: -0.433844 Generator_loss: 87.6587
[INFO] 2020-09-16 16:25:13 > Step: 19900 Progress: 19.9% Elapsed: 2:08:05 temperature: no ada_p: No Discriminator_loss: -0.118503 Generator_loss: 98.7163
[INFO] 2020-09-16 16:25:47 > Step: 20000 Progress: 20.0% Elapsed: 2:08:39 temperature: no ada_p: No Discriminator_loss: -1.06731 Generator_loss: 57.6519
[INFO] 2020-09-16 16:25:47 > Start Evaluation (20000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:27:17 > F_8 score (Step: 20000, Using test images): 0.8859325813688241
[INFO] 2020-09-16 16:27:17 > F_1/8 score (Step: 20000, Using test images): 0.9409500648071053
[INFO] 2020-09-16 16:27:17 > FID score (Step: 20000, Using test moments): 35.39603009978953
[INFO] 2020-09-16 16:27:17 > Inception score (Step: 20000, 10000 generated images): 6.928476810455322
[INFO] 2020-09-16 16:27:17 > Best FID score (Step: 20000, Using test moments): 35.39603009978953
[INFO] 2020-09-16 16:27:17 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:27:51 > Step: 20100 Progress: 20.1% Elapsed: 2:10:43 temperature: no ada_p: No Discriminator_loss: -0.948458 Generator_loss: 61.8677
[INFO] 2020-09-16 16:28:26 > Step: 20200 Progress: 20.2% Elapsed: 2:11:17 temperature: no ada_p: No Discriminator_loss: -0.56182 Generator_loss: 42.1393
[INFO] 2020-09-16 16:29:00 > Step: 20300 Progress: 20.3% Elapsed: 2:11:52 temperature: no ada_p: No Discriminator_loss: 0.01608 Generator_loss: 57.7522
[INFO] 2020-09-16 16:29:35 > Step: 20400 Progress: 20.4% Elapsed: 2:12:27 temperature: no ada_p: No Discriminator_loss: -0.817322 Generator_loss: 69.1985
[INFO] 2020-09-16 16:30:09 > Step: 20500 Progress: 20.5% Elapsed: 2:13:01 temperature: no ada_p: No Discriminator_loss: -0.187443 Generator_loss: 78.9326
[INFO] 2020-09-16 16:30:43 > Step: 20600 Progress: 20.6% Elapsed: 2:13:35 temperature: no ada_p: No Discriminator_loss: -0.962872 Generator_loss: 66.4292
[INFO] 2020-09-16 16:31:18 > Step: 20700 Progress: 20.7% Elapsed: 2:14:10 temperature: no ada_p: No Discriminator_loss: -0.580397 Generator_loss: 47.6409
[INFO] 2020-09-16 16:31:53 > Step: 20800 Progress: 20.8% Elapsed: 2:14:45 temperature: no ada_p: No Discriminator_loss: -1.10857 Generator_loss: 88.5575
[INFO] 2020-09-16 16:32:27 > Step: 20900 Progress: 20.9% Elapsed: 2:15:19 temperature: no ada_p: No Discriminator_loss: -0.748423 Generator_loss: 90.3441
[INFO] 2020-09-16 16:33:02 > Step: 21000 Progress: 21.0% Elapsed: 2:15:54 temperature: no ada_p: No Discriminator_loss: 0.189298 Generator_loss: 71.7377
[INFO] 2020-09-16 16:33:36 > Step: 21100 Progress: 21.1% Elapsed: 2:16:28 temperature: no ada_p: No Discriminator_loss: -1.21217 Generator_loss: 76.7513
[INFO] 2020-09-16 16:34:11 > Step: 21200 Progress: 21.2% Elapsed: 2:17:03 temperature: no ada_p: No Discriminator_loss: -0.428365 Generator_loss: 43.4524
[INFO] 2020-09-16 16:34:45 > Step: 21300 Progress: 21.3% Elapsed: 2:17:37 temperature: no ada_p: No Discriminator_loss: -0.731741 Generator_loss: 74.2964
[INFO] 2020-09-16 16:35:20 > Step: 21400 Progress: 21.4% Elapsed: 2:18:12 temperature: no ada_p: No Discriminator_loss: 0.566575 Generator_loss: 107.37
[INFO] 2020-09-16 16:35:54 > Step: 21500 Progress: 21.5% Elapsed: 2:18:46 temperature: no ada_p: No Discriminator_loss: -0.526989 Generator_loss: 66.7984
[INFO] 2020-09-16 16:36:29 > Step: 21600 Progress: 21.6% Elapsed: 2:19:21 temperature: no ada_p: No Discriminator_loss: -0.226506 Generator_loss: 117.19
[INFO] 2020-09-16 16:37:03 > Step: 21700 Progress: 21.7% Elapsed: 2:19:55 temperature: no ada_p: No Discriminator_loss: -0.471947 Generator_loss: 116.056
[INFO] 2020-09-16 16:37:37 > Step: 21800 Progress: 21.8% Elapsed: 2:20:29 temperature: no ada_p: No Discriminator_loss: -0.497876 Generator_loss: 119.22
[INFO] 2020-09-16 16:38:12 > Step: 21900 Progress: 21.9% Elapsed: 2:21:04 temperature: no ada_p: No Discriminator_loss: -1.01399 Generator_loss: 95.5229
[INFO] 2020-09-16 16:38:46 > Step: 22000 Progress: 22.0% Elapsed: 2:21:38 temperature: no ada_p: No Discriminator_loss: -0.460709 Generator_loss: 74.0763
[INFO] 2020-09-16 16:38:46 > Start Evaluation (22000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:40:17 > F_8 score (Step: 22000, Using test images): 0.897010197118579
[INFO] 2020-09-16 16:40:17 > F_1/8 score (Step: 22000, Using test images): 0.9444812402367974
[INFO] 2020-09-16 16:40:17 > FID score (Step: 22000, Using test moments): 36.49611209209178
[INFO] 2020-09-16 16:40:17 > Inception score (Step: 22000, 10000 generated images): 6.92492151260376
[INFO] 2020-09-16 16:40:17 > Best FID score (Step: 20000, Using test moments): 35.39603009978953
[INFO] 2020-09-16 16:40:17 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:40:52 > Step: 22100 Progress: 22.1% Elapsed: 2:23:44 temperature: no ada_p: No Discriminator_loss: -0.613636 Generator_loss: 78.5601
[INFO] 2020-09-16 16:41:26 > Step: 22200 Progress: 22.2% Elapsed: 2:24:18 temperature: no ada_p: No Discriminator_loss: -1.31822 Generator_loss: 94.9559
[INFO] 2020-09-16 16:42:01 > Step: 22300 Progress: 22.3% Elapsed: 2:24:53 temperature: no ada_p: No Discriminator_loss: -0.585072 Generator_loss: 68.9433
[INFO] 2020-09-16 16:42:35 > Step: 22400 Progress: 22.4% Elapsed: 2:25:27 temperature: no ada_p: No Discriminator_loss: -0.780209 Generator_loss: 81.3675
[INFO] 2020-09-16 16:43:10 > Step: 22500 Progress: 22.5% Elapsed: 2:26:02 temperature: no ada_p: No Discriminator_loss: -0.959299 Generator_loss: 85.7943
[INFO] 2020-09-16 16:43:44 > Step: 22600 Progress: 22.6% Elapsed: 2:26:36 temperature: no ada_p: No Discriminator_loss: -0.968433 Generator_loss: 98.8843
[INFO] 2020-09-16 16:44:19 > Step: 22700 Progress: 22.7% Elapsed: 2:27:11 temperature: no ada_p: No Discriminator_loss: -0.730064 Generator_loss: 84.7933
[INFO] 2020-09-16 16:44:53 > Step: 22800 Progress: 22.8% Elapsed: 2:27:45 temperature: no ada_p: No Discriminator_loss: -0.628801 Generator_loss: 90.0324
[INFO] 2020-09-16 16:45:28 > Step: 22900 Progress: 22.9% Elapsed: 2:28:20 temperature: no ada_p: No Discriminator_loss: -0.9459 Generator_loss: 70.1591
[INFO] 2020-09-16 16:46:02 > Step: 23000 Progress: 23.0% Elapsed: 2:28:54 temperature: no ada_p: No Discriminator_loss: -0.90463 Generator_loss: 69.0352
[INFO] 2020-09-16 16:46:37 > Step: 23100 Progress: 23.1% Elapsed: 2:29:29 temperature: no ada_p: No Discriminator_loss: -0.332507 Generator_loss: 97.1967
[INFO] 2020-09-16 16:47:11 > Step: 23200 Progress: 23.2% Elapsed: 2:30:03 temperature: no ada_p: No Discriminator_loss: -1.0919 Generator_loss: 90.5456
[INFO] 2020-09-16 16:47:46 > Step: 23300 Progress: 23.3% Elapsed: 2:30:38 temperature: no ada_p: No Discriminator_loss: -2.0624 Generator_loss: 77.9014
[INFO] 2020-09-16 16:48:20 > Step: 23400 Progress: 23.4% Elapsed: 2:31:12 temperature: no ada_p: No Discriminator_loss: -0.429184 Generator_loss: 74.3085
[INFO] 2020-09-16 16:48:55 > Step: 23500 Progress: 23.5% Elapsed: 2:31:47 temperature: no ada_p: No Discriminator_loss: -0.851733 Generator_loss: 90.2012
[INFO] 2020-09-16 16:49:30 > Step: 23600 Progress: 23.6% Elapsed: 2:32:22 temperature: no ada_p: No Discriminator_loss: -0.386357 Generator_loss: 100.194
[INFO] 2020-09-16 16:50:04 > Step: 23700 Progress: 23.7% Elapsed: 2:32:56 temperature: no ada_p: No Discriminator_loss: -0.751613 Generator_loss: 83.0572
[INFO] 2020-09-16 16:50:39 > Step: 23800 Progress: 23.8% Elapsed: 2:33:31 temperature: no ada_p: No Discriminator_loss: 0.209007 Generator_loss: 80.3962
[INFO] 2020-09-16 16:51:13 > Step: 23900 Progress: 23.9% Elapsed: 2:34:05 temperature: no ada_p: No Discriminator_loss: -0.177577 Generator_loss: 74.1955
[INFO] 2020-09-16 16:51:48 > Step: 24000 Progress: 24.0% Elapsed: 2:34:40 temperature: no ada_p: No Discriminator_loss: -1.73603 Generator_loss: 83.7019
[INFO] 2020-09-16 16:51:48 > Start Evaluation (24000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:53:18 > F_8 score (Step: 24000, Using test images): 0.8918855258143237
[INFO] 2020-09-16 16:53:18 > F_1/8 score (Step: 24000, Using test images): 0.9423719124201715
[INFO] 2020-09-16 16:53:18 > FID score (Step: 24000, Using test moments): 35.60733423727754
[INFO] 2020-09-16 16:53:18 > Inception score (Step: 24000, 10000 generated images): 6.863672733306885
[INFO] 2020-09-16 16:53:18 > Best FID score (Step: 20000, Using test moments): 35.39603009978953
[INFO] 2020-09-16 16:53:18 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 16:53:53 > Step: 24100 Progress: 24.1% Elapsed: 2:36:45 temperature: no ada_p: No Discriminator_loss: -1.65913 Generator_loss: 76.8869
[INFO] 2020-09-16 16:54:27 > Step: 24200 Progress: 24.2% Elapsed: 2:37:19 temperature: no ada_p: No Discriminator_loss: -0.637615 Generator_loss: 108.086
[INFO] 2020-09-16 16:55:02 > Step: 24300 Progress: 24.3% Elapsed: 2:37:54 temperature: no ada_p: No Discriminator_loss: -0.724739 Generator_loss: 97.6096
[INFO] 2020-09-16 16:55:36 > Step: 24400 Progress: 24.4% Elapsed: 2:38:28 temperature: no ada_p: No Discriminator_loss: -0.243552 Generator_loss: 64.7828
[INFO] 2020-09-16 16:56:10 > Step: 24500 Progress: 24.5% Elapsed: 2:39:02 temperature: no ada_p: No Discriminator_loss: -1.44613 Generator_loss: 12.3448
[INFO] 2020-09-16 16:56:45 > Step: 24600 Progress: 24.6% Elapsed: 2:39:37 temperature: no ada_p: No Discriminator_loss: -0.595878 Generator_loss: 88.7373
[INFO] 2020-09-16 16:57:20 > Step: 24700 Progress: 24.7% Elapsed: 2:40:12 temperature: no ada_p: No Discriminator_loss: -0.348959 Generator_loss: 87.4817
[INFO] 2020-09-16 16:57:54 > Step: 24800 Progress: 24.8% Elapsed: 2:40:46 temperature: no ada_p: No Discriminator_loss: -0.810899 Generator_loss: 117.035
[INFO] 2020-09-16 16:58:29 > Step: 24900 Progress: 24.9% Elapsed: 2:41:21 temperature: no ada_p: No Discriminator_loss: -0.793415 Generator_loss: 90.525
[INFO] 2020-09-16 16:59:03 > Step: 25000 Progress: 25.0% Elapsed: 2:41:55 temperature: no ada_p: No Discriminator_loss: -0.668335 Generator_loss: 131.066
[INFO] 2020-09-16 16:59:37 > Step: 25100 Progress: 25.1% Elapsed: 2:42:29 temperature: no ada_p: No Discriminator_loss: -0.343991 Generator_loss: 81.3704
[INFO] 2020-09-16 17:00:12 > Step: 25200 Progress: 25.2% Elapsed: 2:43:04 temperature: no ada_p: No Discriminator_loss: -0.991263 Generator_loss: 65.4094
[INFO] 2020-09-16 17:00:46 > Step: 25300 Progress: 25.3% Elapsed: 2:43:38 temperature: no ada_p: No Discriminator_loss: -0.858812 Generator_loss: 73.3939
[INFO] 2020-09-16 17:01:21 > Step: 25400 Progress: 25.4% Elapsed: 2:44:13 temperature: no ada_p: No Discriminator_loss: -0.87423 Generator_loss: 84.2428
[INFO] 2020-09-16 17:01:56 > Step: 25500 Progress: 25.5% Elapsed: 2:44:48 temperature: no ada_p: No Discriminator_loss: -0.345702 Generator_loss: 92.0371
[INFO] 2020-09-16 17:02:30 > Step: 25600 Progress: 25.6% Elapsed: 2:45:22 temperature: no ada_p: No Discriminator_loss: -1.13989 Generator_loss: 77.3695
[INFO] 2020-09-16 17:03:04 > Step: 25700 Progress: 25.7% Elapsed: 2:45:56 temperature: no ada_p: No Discriminator_loss: -0.469925 Generator_loss: 69.5803
[INFO] 2020-09-16 17:03:39 > Step: 25800 Progress: 25.8% Elapsed: 2:46:31 temperature: no ada_p: No Discriminator_loss: -0.299323 Generator_loss: 87.275
[INFO] 2020-09-16 17:04:13 > Step: 25900 Progress: 25.9% Elapsed: 2:47:05 temperature: no ada_p: No Discriminator_loss: -1.0199 Generator_loss: 84.1032
[INFO] 2020-09-16 17:04:48 > Step: 26000 Progress: 26.0% Elapsed: 2:47:40 temperature: no ada_p: No Discriminator_loss: -1.16618 Generator_loss: 102.227
[INFO] 2020-09-16 17:04:48 > Start Evaluation (26000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:06:18 > F_8 score (Step: 26000, Using test images): 0.9021970627704987
[INFO] 2020-09-16 17:06:18 > F_1/8 score (Step: 26000, Using test images): 0.9520081431760531
[INFO] 2020-09-16 17:06:18 > FID score (Step: 26000, Using test moments): 35.276056991274004
[INFO] 2020-09-16 17:06:18 > Inception score (Step: 26000, 10000 generated images): 6.924162864685059
[INFO] 2020-09-16 17:06:18 > Best FID score (Step: 26000, Using test moments): 35.276056991274004
[INFO] 2020-09-16 17:06:18 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:06:53 > Step: 26100 Progress: 26.1% Elapsed: 2:49:45 temperature: no ada_p: No Discriminator_loss: -0.196132 Generator_loss: 99.9102
[INFO] 2020-09-16 17:07:27 > Step: 26200 Progress: 26.2% Elapsed: 2:50:19 temperature: no ada_p: No Discriminator_loss: -0.613687 Generator_loss: 40.7609
[INFO] 2020-09-16 17:08:01 > Step: 26300 Progress: 26.3% Elapsed: 2:50:53 temperature: no ada_p: No Discriminator_loss: -1.09988 Generator_loss: 71.4432
[INFO] 2020-09-16 17:08:36 > Step: 26400 Progress: 26.4% Elapsed: 2:51:28 temperature: no ada_p: No Discriminator_loss: -0.437373 Generator_loss: 89.1328
[INFO] 2020-09-16 17:09:10 > Step: 26500 Progress: 26.5% Elapsed: 2:52:02 temperature: no ada_p: No Discriminator_loss: -0.756898 Generator_loss: 104.492
[INFO] 2020-09-16 17:09:45 > Step: 26600 Progress: 26.6% Elapsed: 2:52:37 temperature: no ada_p: No Discriminator_loss: -0.504119 Generator_loss: 81.9924
[INFO] 2020-09-16 17:10:19 > Step: 26700 Progress: 26.7% Elapsed: 2:53:11 temperature: no ada_p: No Discriminator_loss: -0.283988 Generator_loss: 108.923
[INFO] 2020-09-16 17:10:54 > Step: 26800 Progress: 26.8% Elapsed: 2:53:46 temperature: no ada_p: No Discriminator_loss: -0.434853 Generator_loss: 113.581
[INFO] 2020-09-16 17:11:28 > Step: 26900 Progress: 26.9% Elapsed: 2:54:20 temperature: no ada_p: No Discriminator_loss: -0.764979 Generator_loss: 61.9688
[INFO] 2020-09-16 17:12:03 > Step: 27000 Progress: 27.0% Elapsed: 2:54:55 temperature: no ada_p: No Discriminator_loss: -0.40538 Generator_loss: 104.765
[INFO] 2020-09-16 17:12:37 > Step: 27100 Progress: 27.1% Elapsed: 2:55:29 temperature: no ada_p: No Discriminator_loss: -0.762844 Generator_loss: 91.8607
[INFO] 2020-09-16 17:13:12 > Step: 27200 Progress: 27.2% Elapsed: 2:56:04 temperature: no ada_p: No Discriminator_loss: -0.473148 Generator_loss: 99.347
[INFO] 2020-09-16 17:13:46 > Step: 27300 Progress: 27.3% Elapsed: 2:56:38 temperature: no ada_p: No Discriminator_loss: -0.392619 Generator_loss: 94.2884
[INFO] 2020-09-16 17:14:21 > Step: 27400 Progress: 27.4% Elapsed: 2:57:13 temperature: no ada_p: No Discriminator_loss: -0.808703 Generator_loss: 104.511
[INFO] 2020-09-16 17:14:56 > Step: 27500 Progress: 27.5% Elapsed: 2:57:48 temperature: no ada_p: No Discriminator_loss: -0.956987 Generator_loss: 101.786
[INFO] 2020-09-16 17:15:30 > Step: 27600 Progress: 27.6% Elapsed: 2:58:22 temperature: no ada_p: No Discriminator_loss: -2.01205 Generator_loss: 84.3822
[INFO] 2020-09-16 17:16:05 > Step: 27700 Progress: 27.7% Elapsed: 2:58:57 temperature: no ada_p: No Discriminator_loss: -0.224611 Generator_loss: 111.383
[INFO] 2020-09-16 17:16:39 > Step: 27800 Progress: 27.8% Elapsed: 2:59:31 temperature: no ada_p: No Discriminator_loss: -1.82776 Generator_loss: 118.086
[INFO] 2020-09-16 17:17:14 > Step: 27900 Progress: 27.9% Elapsed: 3:00:06 temperature: no ada_p: No Discriminator_loss: -0.862841 Generator_loss: 76.4769
[INFO] 2020-09-16 17:17:48 > Step: 28000 Progress: 28.0% Elapsed: 3:00:40 temperature: no ada_p: No Discriminator_loss: -0.835368 Generator_loss: 70.5375
[INFO] 2020-09-16 17:17:48 > Start Evaluation (28000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:19:19 > F_8 score (Step: 28000, Using test images): 0.8781222993925916
[INFO] 2020-09-16 17:19:19 > F_1/8 score (Step: 28000, Using test images): 0.938157156415625
[INFO] 2020-09-16 17:19:19 > FID score (Step: 28000, Using test moments): 35.14964365709699
[INFO] 2020-09-16 17:19:19 > Inception score (Step: 28000, 10000 generated images): 6.82504940032959
[INFO] 2020-09-16 17:19:19 > Best FID score (Step: 28000, Using test moments): 35.14964365709699
[INFO] 2020-09-16 17:19:19 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:19:53 > Step: 28100 Progress: 28.1% Elapsed: 3:02:45 temperature: no ada_p: No Discriminator_loss: -0.927133 Generator_loss: 100.802
[INFO] 2020-09-16 17:20:28 > Step: 28200 Progress: 28.2% Elapsed: 3:03:20 temperature: no ada_p: No Discriminator_loss: -0.3409 Generator_loss: 111.138
[INFO] 2020-09-16 17:21:03 > Step: 28300 Progress: 28.3% Elapsed: 3:03:54 temperature: no ada_p: No Discriminator_loss: -1.07183 Generator_loss: 73.2583
[INFO] 2020-09-16 17:21:37 > Step: 28400 Progress: 28.4% Elapsed: 3:04:29 temperature: no ada_p: No Discriminator_loss: -0.746403 Generator_loss: 97.9103
[INFO] 2020-09-16 17:22:11 > Step: 28500 Progress: 28.5% Elapsed: 3:05:03 temperature: no ada_p: No Discriminator_loss: -1.441 Generator_loss: 91.612
[INFO] 2020-09-16 17:22:46 > Step: 28600 Progress: 28.6% Elapsed: 3:05:38 temperature: no ada_p: No Discriminator_loss: -0.65033 Generator_loss: 85.3576
[INFO] 2020-09-16 17:23:20 > Step: 28700 Progress: 28.7% Elapsed: 3:06:12 temperature: no ada_p: No Discriminator_loss: -0.767729 Generator_loss: 103.648
[INFO] 2020-09-16 17:23:55 > Step: 28800 Progress: 28.8% Elapsed: 3:06:47 temperature: no ada_p: No Discriminator_loss: -1.30911 Generator_loss: 63.366
[INFO] 2020-09-16 17:24:30 > Step: 28900 Progress: 28.9% Elapsed: 3:07:22 temperature: no ada_p: No Discriminator_loss: -0.784989 Generator_loss: 57.6894
[INFO] 2020-09-16 17:25:04 > Step: 29000 Progress: 29.0% Elapsed: 3:07:56 temperature: no ada_p: No Discriminator_loss: -0.695202 Generator_loss: 102.092
[INFO] 2020-09-16 17:25:39 > Step: 29100 Progress: 29.1% Elapsed: 3:08:31 temperature: no ada_p: No Discriminator_loss: -0.380711 Generator_loss: 100.201
[INFO] 2020-09-16 17:26:13 > Step: 29200 Progress: 29.2% Elapsed: 3:09:05 temperature: no ada_p: No Discriminator_loss: -1.21479 Generator_loss: 112.978
[INFO] 2020-09-16 17:26:48 > Step: 29300 Progress: 29.3% Elapsed: 3:09:40 temperature: no ada_p: No Discriminator_loss: -0.661563 Generator_loss: 97.0145
[INFO] 2020-09-16 17:27:22 > Step: 29400 Progress: 29.4% Elapsed: 3:10:14 temperature: no ada_p: No Discriminator_loss: 0.193819 Generator_loss: 84.7787
[INFO] 2020-09-16 17:27:57 > Step: 29500 Progress: 29.5% Elapsed: 3:10:49 temperature: no ada_p: No Discriminator_loss: -0.122055 Generator_loss: 128.383
[INFO] 2020-09-16 17:28:31 > Step: 29600 Progress: 29.6% Elapsed: 3:11:23 temperature: no ada_p: No Discriminator_loss: -0.532127 Generator_loss: 98.7852
[INFO] 2020-09-16 17:29:06 > Step: 29700 Progress: 29.7% Elapsed: 3:11:58 temperature: no ada_p: No Discriminator_loss: -0.621494 Generator_loss: 109.103
[INFO] 2020-09-16 17:29:40 > Step: 29800 Progress: 29.8% Elapsed: 3:12:32 temperature: no ada_p: No Discriminator_loss: -0.398865 Generator_loss: 78.5514
[INFO] 2020-09-16 17:30:15 > Step: 29900 Progress: 29.9% Elapsed: 3:13:07 temperature: no ada_p: No Discriminator_loss: -0.63557 Generator_loss: 92.4883
[INFO] 2020-09-16 17:30:50 > Step: 30000 Progress: 30.0% Elapsed: 3:13:42 temperature: no ada_p: No Discriminator_loss: -0.758773 Generator_loss: 121.429
[INFO] 2020-09-16 17:30:50 > Start Evaluation (30000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:32:19 > F_8 score (Step: 30000, Using test images): 0.872533448007042
[INFO] 2020-09-16 17:32:19 > F_1/8 score (Step: 30000, Using test images): 0.9331133435797528
[INFO] 2020-09-16 17:32:19 > FID score (Step: 30000, Using test moments): 35.746996042652654
[INFO] 2020-09-16 17:32:19 > Inception score (Step: 30000, 10000 generated images): 6.983001232147217
[INFO] 2020-09-16 17:32:19 > Best FID score (Step: 28000, Using test moments): 35.14964365709699
[INFO] 2020-09-16 17:32:20 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:32:54 > Step: 30100 Progress: 30.1% Elapsed: 3:15:46 temperature: no ada_p: No Discriminator_loss: -1.07594 Generator_loss: 38.0641
[INFO] 2020-09-16 17:33:29 > Step: 30200 Progress: 30.2% Elapsed: 3:16:21 temperature: no ada_p: No Discriminator_loss: -0.375075 Generator_loss: 111.299
[INFO] 2020-09-16 17:34:03 > Step: 30300 Progress: 30.3% Elapsed: 3:16:55 temperature: no ada_p: No Discriminator_loss: -0.654639 Generator_loss: 82.7113
[INFO] 2020-09-16 17:34:38 > Step: 30400 Progress: 30.4% Elapsed: 3:17:30 temperature: no ada_p: No Discriminator_loss: -0.764587 Generator_loss: 85.037
[INFO] 2020-09-16 17:35:12 > Step: 30500 Progress: 30.5% Elapsed: 3:18:04 temperature: no ada_p: No Discriminator_loss: 0.743866 Generator_loss: 97.7544
[INFO] 2020-09-16 17:35:46 > Step: 30600 Progress: 30.6% Elapsed: 3:18:38 temperature: no ada_p: No Discriminator_loss: -0.363029 Generator_loss: 114.342
[INFO] 2020-09-16 17:36:21 > Step: 30700 Progress: 30.7% Elapsed: 3:19:13 temperature: no ada_p: No Discriminator_loss: -1.04863 Generator_loss: 123.941
[INFO] 2020-09-16 17:36:56 > Step: 30800 Progress: 30.8% Elapsed: 3:19:48 temperature: no ada_p: No Discriminator_loss: -0.990338 Generator_loss: 98.232
[INFO] 2020-09-16 17:37:30 > Step: 30900 Progress: 30.9% Elapsed: 3:20:22 temperature: no ada_p: No Discriminator_loss: -0.000850368 Generator_loss: 116.606
[INFO] 2020-09-16 17:38:05 > Step: 31000 Progress: 31.0% Elapsed: 3:20:57 temperature: no ada_p: No Discriminator_loss: -0.384837 Generator_loss: 133.551
[INFO] 2020-09-16 17:38:40 > Step: 31100 Progress: 31.1% Elapsed: 3:21:32 temperature: no ada_p: No Discriminator_loss: -0.507914 Generator_loss: 113.244
[INFO] 2020-09-16 17:39:14 > Step: 31200 Progress: 31.2% Elapsed: 3:22:06 temperature: no ada_p: No Discriminator_loss: -0.654576 Generator_loss: 132.983
[INFO] 2020-09-16 17:39:49 > Step: 31300 Progress: 31.3% Elapsed: 3:22:41 temperature: no ada_p: No Discriminator_loss: -0.76985 Generator_loss: 112.537
[INFO] 2020-09-16 17:40:23 > Step: 31400 Progress: 31.4% Elapsed: 3:23:15 temperature: no ada_p: No Discriminator_loss: -1.93734 Generator_loss: 79.1793
[INFO] 2020-09-16 17:40:57 > Step: 31500 Progress: 31.5% Elapsed: 3:23:49 temperature: no ada_p: No Discriminator_loss: -0.0523183 Generator_loss: 30.0829
[INFO] 2020-09-16 17:41:32 > Step: 31600 Progress: 31.6% Elapsed: 3:24:24 temperature: no ada_p: No Discriminator_loss: -0.893543 Generator_loss: 106.752
[INFO] 2020-09-16 17:42:07 > Step: 31700 Progress: 31.7% Elapsed: 3:24:59 temperature: no ada_p: No Discriminator_loss: -0.749749 Generator_loss: 104.6
[INFO] 2020-09-16 17:42:41 > Step: 31800 Progress: 31.8% Elapsed: 3:25:33 temperature: no ada_p: No Discriminator_loss: -0.954388 Generator_loss: 122.886
[INFO] 2020-09-16 17:43:16 > Step: 31900 Progress: 31.9% Elapsed: 3:26:08 temperature: no ada_p: No Discriminator_loss: -0.935775 Generator_loss: 146.669
[INFO] 2020-09-16 17:43:50 > Step: 32000 Progress: 32.0% Elapsed: 3:26:42 temperature: no ada_p: No Discriminator_loss: -0.856215 Generator_loss: 100.89
[INFO] 2020-09-16 17:43:50 > Start Evaluation (32000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:45:20 > F_8 score (Step: 32000, Using test images): 0.9052499363889203
[INFO] 2020-09-16 17:45:20 > F_1/8 score (Step: 32000, Using test images): 0.9541799887468121
[INFO] 2020-09-16 17:45:20 > FID score (Step: 32000, Using test moments): 31.017454580834112
[INFO] 2020-09-16 17:45:20 > Inception score (Step: 32000, 10000 generated images): 7.143640041351318
[INFO] 2020-09-16 17:45:20 > Best FID score (Step: 32000, Using test moments): 31.017454580834112
[INFO] 2020-09-16 17:45:20 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:45:55 > Step: 32100 Progress: 32.1% Elapsed: 3:28:47 temperature: no ada_p: No Discriminator_loss: -1.42568 Generator_loss: 123.906
[INFO] 2020-09-16 17:46:30 > Step: 32200 Progress: 32.2% Elapsed: 3:29:22 temperature: no ada_p: No Discriminator_loss: -0.38985 Generator_loss: 84.0756
[INFO] 2020-09-16 17:47:04 > Step: 32300 Progress: 32.3% Elapsed: 3:29:56 temperature: no ada_p: No Discriminator_loss: -0.486345 Generator_loss: -43.2081
[INFO] 2020-09-16 17:47:39 > Step: 32400 Progress: 32.4% Elapsed: 3:30:31 temperature: no ada_p: No Discriminator_loss: -0.0993068 Generator_loss: 4.57511
[INFO] 2020-09-16 17:48:14 > Step: 32500 Progress: 32.5% Elapsed: 3:31:06 temperature: no ada_p: No Discriminator_loss: 0.74013 Generator_loss: 5.95038
[INFO] 2020-09-16 17:48:48 > Step: 32600 Progress: 32.6% Elapsed: 3:31:40 temperature: no ada_p: No Discriminator_loss: -0.138499 Generator_loss: 114.406
[INFO] 2020-09-16 17:49:23 > Step: 32700 Progress: 32.7% Elapsed: 3:32:15 temperature: no ada_p: No Discriminator_loss: 0.410993 Generator_loss: 115.173
[INFO] 2020-09-16 17:49:57 > Step: 32800 Progress: 32.8% Elapsed: 3:32:49 temperature: no ada_p: No Discriminator_loss: -0.218827 Generator_loss: 112.675
[INFO] 2020-09-16 17:50:31 > Step: 32900 Progress: 32.9% Elapsed: 3:33:23 temperature: no ada_p: No Discriminator_loss: -1.34268 Generator_loss: 139.58
[INFO] 2020-09-16 17:51:06 > Step: 33000 Progress: 33.0% Elapsed: 3:33:58 temperature: no ada_p: No Discriminator_loss: -0.0153974 Generator_loss: 103.475
[INFO] 2020-09-16 17:51:40 > Step: 33100 Progress: 33.1% Elapsed: 3:34:32 temperature: no ada_p: No Discriminator_loss: -0.844489 Generator_loss: 139.081
[INFO] 2020-09-16 17:52:15 > Step: 33200 Progress: 33.2% Elapsed: 3:35:07 temperature: no ada_p: No Discriminator_loss: -0.52896 Generator_loss: 133.892
[INFO] 2020-09-16 17:52:50 > Step: 33300 Progress: 33.3% Elapsed: 3:35:42 temperature: no ada_p: No Discriminator_loss: -1.54947 Generator_loss: 123.392
[INFO] 2020-09-16 17:53:24 > Step: 33400 Progress: 33.4% Elapsed: 3:36:16 temperature: no ada_p: No Discriminator_loss: -0.489034 Generator_loss: 131.062
[INFO] 2020-09-16 17:53:59 > Step: 33500 Progress: 33.5% Elapsed: 3:36:51 temperature: no ada_p: No Discriminator_loss: -1.25607 Generator_loss: 116.257
[INFO] 2020-09-16 17:54:34 > Step: 33600 Progress: 33.6% Elapsed: 3:37:26 temperature: no ada_p: No Discriminator_loss: 1.75357 Generator_loss: 31.7221
[INFO] 2020-09-16 17:55:08 > Step: 33700 Progress: 33.7% Elapsed: 3:38:00 temperature: no ada_p: No Discriminator_loss: -0.563009 Generator_loss: 67.679
[INFO] 2020-09-16 17:55:43 > Step: 33800 Progress: 33.8% Elapsed: 3:38:35 temperature: no ada_p: No Discriminator_loss: -1.46254 Generator_loss: 114.062
[INFO] 2020-09-16 17:56:17 > Step: 33900 Progress: 33.9% Elapsed: 3:39:09 temperature: no ada_p: No Discriminator_loss: -0.563887 Generator_loss: 109.133
[INFO] 2020-09-16 17:56:51 > Step: 34000 Progress: 34.0% Elapsed: 3:39:43 temperature: no ada_p: No Discriminator_loss: -0.938471 Generator_loss: 96.6886
[INFO] 2020-09-16 17:56:51 > Start Evaluation (34000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:58:22 > F_8 score (Step: 34000, Using test images): 0.9143349556071056
[INFO] 2020-09-16 17:58:22 > F_1/8 score (Step: 34000, Using test images): 0.9531568406396206
[INFO] 2020-09-16 17:58:22 > FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 17:58:22 > Inception score (Step: 34000, 10000 generated images): 7.308628559112549
[INFO] 2020-09-16 17:58:22 > Best FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 17:58:22 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 17:58:57 > Step: 34100 Progress: 34.1% Elapsed: 3:41:49 temperature: no ada_p: No Discriminator_loss: -0.829381 Generator_loss: 123.632
[INFO] 2020-09-16 17:59:31 > Step: 34200 Progress: 34.2% Elapsed: 3:42:23 temperature: no ada_p: No Discriminator_loss: 0.897384 Generator_loss: -17.0781
[INFO] 2020-09-16 18:00:06 > Step: 34300 Progress: 34.3% Elapsed: 3:42:58 temperature: no ada_p: No Discriminator_loss: 0.362361 Generator_loss: -13.0182
[INFO] 2020-09-16 18:00:40 > Step: 34400 Progress: 34.4% Elapsed: 3:43:32 temperature: no ada_p: No Discriminator_loss: 0.727311 Generator_loss: 0.911081
[INFO] 2020-09-16 18:01:14 > Step: 34500 Progress: 34.5% Elapsed: 3:44:06 temperature: no ada_p: No Discriminator_loss: -0.44351 Generator_loss: 5.39388
[INFO] 2020-09-16 18:01:49 > Step: 34600 Progress: 34.6% Elapsed: 3:44:41 temperature: no ada_p: No Discriminator_loss: -0.0646641 Generator_loss: 21.4561
[INFO] 2020-09-16 18:02:24 > Step: 34700 Progress: 34.7% Elapsed: 3:45:16 temperature: no ada_p: No Discriminator_loss: -0.555318 Generator_loss: 64.0863
[INFO] 2020-09-16 18:02:58 > Step: 34800 Progress: 34.8% Elapsed: 3:45:50 temperature: no ada_p: No Discriminator_loss: -0.287494 Generator_loss: 79.0539
[INFO] 2020-09-16 18:03:33 > Step: 34900 Progress: 34.9% Elapsed: 3:46:25 temperature: no ada_p: No Discriminator_loss: -0.213436 Generator_loss: 82.3343
[INFO] 2020-09-16 18:04:08 > Step: 35000 Progress: 35.0% Elapsed: 3:46:59 temperature: no ada_p: No Discriminator_loss: -0.591415 Generator_loss: 139.167
[INFO] 2020-09-16 18:04:42 > Step: 35100 Progress: 35.1% Elapsed: 3:47:34 temperature: no ada_p: No Discriminator_loss: -0.382679 Generator_loss: 94.3278
[INFO] 2020-09-16 18:05:17 > Step: 35200 Progress: 35.2% Elapsed: 3:48:09 temperature: no ada_p: No Discriminator_loss: -0.314596 Generator_loss: 113.226
[INFO] 2020-09-16 18:05:51 > Step: 35300 Progress: 35.3% Elapsed: 3:48:43 temperature: no ada_p: No Discriminator_loss: -1.06564 Generator_loss: 111.043
[INFO] 2020-09-16 18:06:25 > Step: 35400 Progress: 35.4% Elapsed: 3:49:17 temperature: no ada_p: No Discriminator_loss: -0.871412 Generator_loss: 108.169
[INFO] 2020-09-16 18:07:00 > Step: 35500 Progress: 35.5% Elapsed: 3:49:52 temperature: no ada_p: No Discriminator_loss: -1.44493 Generator_loss: 105.748
[INFO] 2020-09-16 18:07:35 > Step: 35600 Progress: 35.6% Elapsed: 3:50:27 temperature: no ada_p: No Discriminator_loss: -1.14866 Generator_loss: 103.012
[INFO] 2020-09-16 18:08:09 > Step: 35700 Progress: 35.7% Elapsed: 3:51:01 temperature: no ada_p: No Discriminator_loss: -0.913355 Generator_loss: 95.849
[INFO] 2020-09-16 18:08:44 > Step: 35800 Progress: 35.8% Elapsed: 3:51:36 temperature: no ada_p: No Discriminator_loss: -0.560346 Generator_loss: 109.433
[INFO] 2020-09-16 18:09:18 > Step: 35900 Progress: 35.9% Elapsed: 3:52:10 temperature: no ada_p: No Discriminator_loss: -0.95678 Generator_loss: 119.134
[INFO] 2020-09-16 18:09:53 > Step: 36000 Progress: 36.0% Elapsed: 3:52:45 temperature: no ada_p: No Discriminator_loss: -0.981664 Generator_loss: 109.533
[INFO] 2020-09-16 18:09:53 > Start Evaluation (36000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:11:24 > F_8 score (Step: 36000, Using test images): 0.9007028261221302
[INFO] 2020-09-16 18:11:24 > F_1/8 score (Step: 36000, Using test images): 0.9368064474360758
[INFO] 2020-09-16 18:11:24 > FID score (Step: 36000, Using test moments): 35.714766522460934
[INFO] 2020-09-16 18:11:24 > Inception score (Step: 36000, 10000 generated images): 6.902992248535156
[INFO] 2020-09-16 18:11:24 > Best FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 18:11:24 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:11:58 > Step: 36100 Progress: 36.1% Elapsed: 3:54:50 temperature: no ada_p: No Discriminator_loss: -0.553293 Generator_loss: 133.244
[INFO] 2020-09-16 18:12:33 > Step: 36200 Progress: 36.2% Elapsed: 3:55:25 temperature: no ada_p: No Discriminator_loss: -0.0722615 Generator_loss: 90.5372
[INFO] 2020-09-16 18:13:07 > Step: 36300 Progress: 36.3% Elapsed: 3:55:59 temperature: no ada_p: No Discriminator_loss: -0.847904 Generator_loss: 111.428
[INFO] 2020-09-16 18:13:42 > Step: 36400 Progress: 36.4% Elapsed: 3:56:34 temperature: no ada_p: No Discriminator_loss: -1.04672 Generator_loss: 107.427
[INFO] 2020-09-16 18:14:16 > Step: 36500 Progress: 36.5% Elapsed: 3:57:08 temperature: no ada_p: No Discriminator_loss: 0.105437 Generator_loss: 9.222
[INFO] 2020-09-16 18:14:51 > Step: 36600 Progress: 36.6% Elapsed: 3:57:43 temperature: no ada_p: No Discriminator_loss: -0.463661 Generator_loss: 60.1182
[INFO] 2020-09-16 18:15:25 > Step: 36700 Progress: 36.7% Elapsed: 3:58:17 temperature: no ada_p: No Discriminator_loss: -0.620352 Generator_loss: 113.613
[INFO] 2020-09-16 18:16:00 > Step: 36800 Progress: 36.8% Elapsed: 3:58:52 temperature: no ada_p: No Discriminator_loss: -0.741189 Generator_loss: 116.648
[INFO] 2020-09-16 18:16:35 > Step: 36900 Progress: 36.9% Elapsed: 3:59:27 temperature: no ada_p: No Discriminator_loss: -1.68746 Generator_loss: 111.722
[INFO] 2020-09-16 18:17:09 > Step: 37000 Progress: 37.0% Elapsed: 4:00:01 temperature: no ada_p: No Discriminator_loss: -1.10469 Generator_loss: 113.545
[INFO] 2020-09-16 18:17:44 > Step: 37100 Progress: 37.1% Elapsed: 4:00:36 temperature: no ada_p: No Discriminator_loss: -0.244708 Generator_loss: 40.3495
[INFO] 2020-09-16 18:18:18 > Step: 37200 Progress: 37.2% Elapsed: 4:01:10 temperature: no ada_p: No Discriminator_loss: -0.850481 Generator_loss: 110.133
[INFO] 2020-09-16 18:18:53 > Step: 37300 Progress: 37.3% Elapsed: 4:01:45 temperature: no ada_p: No Discriminator_loss: -0.45988 Generator_loss: 106.791
[INFO] 2020-09-16 18:19:27 > Step: 37400 Progress: 37.4% Elapsed: 4:02:19 temperature: no ada_p: No Discriminator_loss: -0.638426 Generator_loss: 117.95
[INFO] 2020-09-16 18:20:02 > Step: 37500 Progress: 37.5% Elapsed: 4:02:54 temperature: no ada_p: No Discriminator_loss: -1.23037 Generator_loss: 137.04
[INFO] 2020-09-16 18:20:37 > Step: 37600 Progress: 37.6% Elapsed: 4:03:28 temperature: no ada_p: No Discriminator_loss: -0.0189668 Generator_loss: 118.949
[INFO] 2020-09-16 18:21:11 > Step: 37700 Progress: 37.7% Elapsed: 4:04:03 temperature: no ada_p: No Discriminator_loss: -0.354313 Generator_loss: 83.9583
[INFO] 2020-09-16 18:21:45 > Step: 37800 Progress: 37.8% Elapsed: 4:04:37 temperature: no ada_p: No Discriminator_loss: -1.03201 Generator_loss: 118.866
[INFO] 2020-09-16 18:22:20 > Step: 37900 Progress: 37.9% Elapsed: 4:05:12 temperature: no ada_p: No Discriminator_loss: -1.15676 Generator_loss: 131.328
[INFO] 2020-09-16 18:22:55 > Step: 38000 Progress: 38.0% Elapsed: 4:05:47 temperature: no ada_p: No Discriminator_loss: -0.63935 Generator_loss: 120.183
[INFO] 2020-09-16 18:22:55 > Start Evaluation (38000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:24:24 > F_8 score (Step: 38000, Using test images): 0.9043715791399886
[INFO] 2020-09-16 18:24:24 > F_1/8 score (Step: 38000, Using test images): 0.9422911925336844
[INFO] 2020-09-16 18:24:24 > FID score (Step: 38000, Using test moments): 33.21248758178069
[INFO] 2020-09-16 18:24:24 > Inception score (Step: 38000, 10000 generated images): 7.082447052001953
[INFO] 2020-09-16 18:24:24 > Best FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 18:24:24 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:24:59 > Step: 38100 Progress: 38.1% Elapsed: 4:07:51 temperature: no ada_p: No Discriminator_loss: 0.0569269 Generator_loss: -36.6209
[INFO] 2020-09-16 18:25:33 > Step: 38200 Progress: 38.2% Elapsed: 4:08:25 temperature: no ada_p: No Discriminator_loss: 0.431539 Generator_loss: -24.8836
[INFO] 2020-09-16 18:26:08 > Step: 38300 Progress: 38.3% Elapsed: 4:09:00 temperature: no ada_p: No Discriminator_loss: -0.632824 Generator_loss: -3.98865
[INFO] 2020-09-16 18:26:42 > Step: 38400 Progress: 38.4% Elapsed: 4:09:34 temperature: no ada_p: No Discriminator_loss: -0.138545 Generator_loss: 49.4124
[INFO] 2020-09-16 18:27:17 > Step: 38500 Progress: 38.5% Elapsed: 4:10:09 temperature: no ada_p: No Discriminator_loss: -0.340849 Generator_loss: 62.9636
[INFO] 2020-09-16 18:27:52 > Step: 38600 Progress: 38.6% Elapsed: 4:10:43 temperature: no ada_p: No Discriminator_loss: -0.47725 Generator_loss: 106.079
[INFO] 2020-09-16 18:28:26 > Step: 38700 Progress: 38.7% Elapsed: 4:11:18 temperature: no ada_p: No Discriminator_loss: -0.995613 Generator_loss: 103.974
[INFO] 2020-09-16 18:29:00 > Step: 38800 Progress: 38.8% Elapsed: 4:11:52 temperature: no ada_p: No Discriminator_loss: -1.13247 Generator_loss: 127.638
[INFO] 2020-09-16 18:29:35 > Step: 38900 Progress: 38.9% Elapsed: 4:12:27 temperature: no ada_p: No Discriminator_loss: -0.53151 Generator_loss: 126.463
[INFO] 2020-09-16 18:30:09 > Step: 39000 Progress: 39.0% Elapsed: 4:13:01 temperature: no ada_p: No Discriminator_loss: -1.10759 Generator_loss: 120.643
[INFO] 2020-09-16 18:30:44 > Step: 39100 Progress: 39.1% Elapsed: 4:13:36 temperature: no ada_p: No Discriminator_loss: 1.60869 Generator_loss: 135.334
[INFO] 2020-09-16 18:31:18 > Step: 39200 Progress: 39.2% Elapsed: 4:14:10 temperature: no ada_p: No Discriminator_loss: -0.241858 Generator_loss: 131.212
[INFO] 2020-09-16 18:31:53 > Step: 39300 Progress: 39.3% Elapsed: 4:14:45 temperature: no ada_p: No Discriminator_loss: 1.47364 Generator_loss: 124.31
[INFO] 2020-09-16 18:32:28 > Step: 39400 Progress: 39.4% Elapsed: 4:15:20 temperature: no ada_p: No Discriminator_loss: 0.473691 Generator_loss: 127.229
[INFO] 2020-09-16 18:33:02 > Step: 39500 Progress: 39.5% Elapsed: 4:15:54 temperature: no ada_p: No Discriminator_loss: 0.151961 Generator_loss: 87.9587
[INFO] 2020-09-16 18:33:36 > Step: 39600 Progress: 39.6% Elapsed: 4:16:28 temperature: no ada_p: No Discriminator_loss: 0.207726 Generator_loss: 121.301
[INFO] 2020-09-16 18:34:11 > Step: 39700 Progress: 39.7% Elapsed: 4:17:03 temperature: no ada_p: No Discriminator_loss: -0.247624 Generator_loss: 129.478
[INFO] 2020-09-16 18:34:45 > Step: 39800 Progress: 39.8% Elapsed: 4:17:37 temperature: no ada_p: No Discriminator_loss: -0.272147 Generator_loss: 114.19
[INFO] 2020-09-16 18:35:20 > Step: 39900 Progress: 39.9% Elapsed: 4:18:12 temperature: no ada_p: No Discriminator_loss: -0.880342 Generator_loss: 121.967
[INFO] 2020-09-16 18:35:55 > Step: 40000 Progress: 40.0% Elapsed: 4:18:47 temperature: no ada_p: No Discriminator_loss: -0.908982 Generator_loss: 123.751
[INFO] 2020-09-16 18:35:55 > Start Evaluation (40000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:37:25 > F_8 score (Step: 40000, Using test images): 0.8916861087316829
[INFO] 2020-09-16 18:37:25 > F_1/8 score (Step: 40000, Using test images): 0.9418632804400767
[INFO] 2020-09-16 18:37:25 > FID score (Step: 40000, Using test moments): 31.807749065139262
[INFO] 2020-09-16 18:37:25 > Inception score (Step: 40000, 10000 generated images): 7.240697383880615
[INFO] 2020-09-16 18:37:25 > Best FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 18:37:25 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:38:00 > Step: 40100 Progress: 40.1% Elapsed: 4:20:51 temperature: no ada_p: No Discriminator_loss: -1.97657 Generator_loss: 134.634
[INFO] 2020-09-16 18:38:34 > Step: 40200 Progress: 40.2% Elapsed: 4:21:26 temperature: no ada_p: No Discriminator_loss: -0.687022 Generator_loss: 118.999
[INFO] 2020-09-16 18:39:09 > Step: 40300 Progress: 40.3% Elapsed: 4:22:01 temperature: no ada_p: No Discriminator_loss: -0.771847 Generator_loss: 135.353
[INFO] 2020-09-16 18:39:43 > Step: 40400 Progress: 40.4% Elapsed: 4:22:35 temperature: no ada_p: No Discriminator_loss: -0.954821 Generator_loss: 85.9743
[INFO] 2020-09-16 18:40:18 > Step: 40500 Progress: 40.5% Elapsed: 4:23:10 temperature: no ada_p: No Discriminator_loss: -2.30743 Generator_loss: 210.855
[INFO] 2020-09-16 18:40:52 > Step: 40600 Progress: 40.6% Elapsed: 4:23:44 temperature: no ada_p: No Discriminator_loss: -1.18163 Generator_loss: 148.985
[INFO] 2020-09-16 18:41:27 > Step: 40700 Progress: 40.7% Elapsed: 4:24:19 temperature: no ada_p: No Discriminator_loss: -1.00021 Generator_loss: 147.3
[INFO] 2020-09-16 18:42:01 > Step: 40800 Progress: 40.8% Elapsed: 4:24:53 temperature: no ada_p: No Discriminator_loss: -1.02119 Generator_loss: 133.706
[INFO] 2020-09-16 18:42:36 > Step: 40900 Progress: 40.9% Elapsed: 4:25:28 temperature: no ada_p: No Discriminator_loss: 0.401469 Generator_loss: 37.7059
[INFO] 2020-09-16 18:43:10 > Step: 41000 Progress: 41.0% Elapsed: 4:26:02 temperature: no ada_p: No Discriminator_loss: -1.06839 Generator_loss: 58.301
[INFO] 2020-09-16 18:43:45 > Step: 41100 Progress: 41.1% Elapsed: 4:26:37 temperature: no ada_p: No Discriminator_loss: -0.536759 Generator_loss: 104.145
[INFO] 2020-09-16 18:44:19 > Step: 41200 Progress: 41.2% Elapsed: 4:27:11 temperature: no ada_p: No Discriminator_loss: -1.59617 Generator_loss: 126.59
[INFO] 2020-09-16 18:44:54 > Step: 41300 Progress: 41.3% Elapsed: 4:27:46 temperature: no ada_p: No Discriminator_loss: -0.832127 Generator_loss: 147.728
[INFO] 2020-09-16 18:45:28 > Step: 41400 Progress: 41.4% Elapsed: 4:28:20 temperature: no ada_p: No Discriminator_loss: 0.118343 Generator_loss: 145.373
[INFO] 2020-09-16 18:46:02 > Step: 41500 Progress: 41.5% Elapsed: 4:28:54 temperature: no ada_p: No Discriminator_loss: -0.00940474 Generator_loss: 136.212
[INFO] 2020-09-16 18:46:37 > Step: 41600 Progress: 41.6% Elapsed: 4:29:29 temperature: no ada_p: No Discriminator_loss: -0.66381 Generator_loss: 110.286
[INFO] 2020-09-16 18:47:11 > Step: 41700 Progress: 41.7% Elapsed: 4:30:03 temperature: no ada_p: No Discriminator_loss: -0.460333 Generator_loss: 147.199
[INFO] 2020-09-16 18:47:46 > Step: 41800 Progress: 41.8% Elapsed: 4:30:38 temperature: no ada_p: No Discriminator_loss: -0.765773 Generator_loss: 136.507
[INFO] 2020-09-16 18:48:21 > Step: 41900 Progress: 41.9% Elapsed: 4:31:13 temperature: no ada_p: No Discriminator_loss: -0.40842 Generator_loss: 139.461
[INFO] 2020-09-16 18:48:55 > Step: 42000 Progress: 42.0% Elapsed: 4:31:47 temperature: no ada_p: No Discriminator_loss: -1.48244 Generator_loss: 119.531
[INFO] 2020-09-16 18:48:55 > Start Evaluation (42000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:50:24 > F_8 score (Step: 42000, Using test images): 0.9184946030981276
[INFO] 2020-09-16 18:50:24 > F_1/8 score (Step: 42000, Using test images): 0.9452934016762617
[INFO] 2020-09-16 18:50:24 > FID score (Step: 42000, Using test moments): 32.656583123211135
[INFO] 2020-09-16 18:50:24 > Inception score (Step: 42000, 10000 generated images): 7.186628818511963
[INFO] 2020-09-16 18:50:24 > Best FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 18:50:24 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 18:50:58 > Step: 42100 Progress: 42.1% Elapsed: 4:33:50 temperature: no ada_p: No Discriminator_loss: -2.42012 Generator_loss: 116.435
[INFO] 2020-09-16 18:51:33 > Step: 42200 Progress: 42.2% Elapsed: 4:34:25 temperature: no ada_p: No Discriminator_loss: -1.69811 Generator_loss: 124.002
[INFO] 2020-09-16 18:52:07 > Step: 42300 Progress: 42.3% Elapsed: 4:34:59 temperature: no ada_p: No Discriminator_loss: 1.59361 Generator_loss: 114.411
[INFO] 2020-09-16 18:52:42 > Step: 42400 Progress: 42.4% Elapsed: 4:35:34 temperature: no ada_p: No Discriminator_loss: -0.0800426 Generator_loss: 46.3196
[INFO] 2020-09-16 18:53:17 > Step: 42500 Progress: 42.5% Elapsed: 4:36:08 temperature: no ada_p: No Discriminator_loss: 0.0368857 Generator_loss: 89.8716
[INFO] 2020-09-16 18:53:51 > Step: 42600 Progress: 42.6% Elapsed: 4:36:43 temperature: no ada_p: No Discriminator_loss: -0.999408 Generator_loss: 122.693
[INFO] 2020-09-16 18:54:26 > Step: 42700 Progress: 42.7% Elapsed: 4:37:17 temperature: no ada_p: No Discriminator_loss: -0.408213 Generator_loss: 106.354
[INFO] 2020-09-16 18:55:00 > Step: 42800 Progress: 42.8% Elapsed: 4:37:52 temperature: no ada_p: No Discriminator_loss: -0.241015 Generator_loss: 147.497
[INFO] 2020-09-16 18:55:34 > Step: 42900 Progress: 42.9% Elapsed: 4:38:26 temperature: no ada_p: No Discriminator_loss: -0.88719 Generator_loss: 116.363
[INFO] 2020-09-16 18:56:09 > Step: 43000 Progress: 43.0% Elapsed: 4:39:01 temperature: no ada_p: No Discriminator_loss: -0.534308 Generator_loss: 121.594
[INFO] 2020-09-16 18:56:43 > Step: 43100 Progress: 43.1% Elapsed: 4:39:35 temperature: no ada_p: No Discriminator_loss: -1.28294 Generator_loss: 125.299
[INFO] 2020-09-16 18:57:18 > Step: 43200 Progress: 43.2% Elapsed: 4:40:10 temperature: no ada_p: No Discriminator_loss: -0.184632 Generator_loss: 142.07
[INFO] 2020-09-16 18:57:53 > Step: 43300 Progress: 43.3% Elapsed: 4:40:45 temperature: no ada_p: No Discriminator_loss: -0.0974123 Generator_loss: 72.2555
[INFO] 2020-09-16 18:58:27 > Step: 43400 Progress: 43.4% Elapsed: 4:41:19 temperature: no ada_p: No Discriminator_loss: -0.299981 Generator_loss: 112.166
[INFO] 2020-09-16 18:59:02 > Step: 43500 Progress: 43.5% Elapsed: 4:41:54 temperature: no ada_p: No Discriminator_loss: -1.41218 Generator_loss: 137.417
[INFO] 2020-09-16 18:59:36 > Step: 43600 Progress: 43.6% Elapsed: 4:42:28 temperature: no ada_p: No Discriminator_loss: -1.3394 Generator_loss: 164.693
[INFO] 2020-09-16 19:00:10 > Step: 43700 Progress: 43.7% Elapsed: 4:43:02 temperature: no ada_p: No Discriminator_loss: -1.05645 Generator_loss: 142.63
[INFO] 2020-09-16 19:00:45 > Step: 43800 Progress: 43.8% Elapsed: 4:43:37 temperature: no ada_p: No Discriminator_loss: -0.368624 Generator_loss: 133.357
[INFO] 2020-09-16 19:01:20 > Step: 43900 Progress: 43.9% Elapsed: 4:44:12 temperature: no ada_p: No Discriminator_loss: -1.05247 Generator_loss: 100.768
[INFO] 2020-09-16 19:01:54 > Step: 44000 Progress: 44.0% Elapsed: 4:44:46 temperature: no ada_p: No Discriminator_loss: -0.295363 Generator_loss: 115.658
[INFO] 2020-09-16 19:01:54 > Start Evaluation (44000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:03:26 > F_8 score (Step: 44000, Using test images): 0.9006710512291333
[INFO] 2020-09-16 19:03:26 > F_1/8 score (Step: 44000, Using test images): 0.9547108087477993
[INFO] 2020-09-16 19:03:26 > FID score (Step: 44000, Using test moments): 31.119588207427512
[INFO] 2020-09-16 19:03:26 > Inception score (Step: 44000, 10000 generated images): 7.128546714782715
[INFO] 2020-09-16 19:03:26 > Best FID score (Step: 34000, Using test moments): 29.750581255141014
[INFO] 2020-09-16 19:03:26 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:04:00 > Step: 44100 Progress: 44.1% Elapsed: 4:46:52 temperature: no ada_p: No Discriminator_loss: -3.38367 Generator_loss: 128.318
[INFO] 2020-09-16 19:04:35 > Step: 44200 Progress: 44.2% Elapsed: 4:47:27 temperature: no ada_p: No Discriminator_loss: -1.45384 Generator_loss: 138.748
[INFO] 2020-09-16 19:05:09 > Step: 44300 Progress: 44.3% Elapsed: 4:48:01 temperature: no ada_p: No Discriminator_loss: -1.1296 Generator_loss: 116.857
[INFO] 2020-09-16 19:05:44 > Step: 44400 Progress: 44.4% Elapsed: 4:48:36 temperature: no ada_p: No Discriminator_loss: -0.386666 Generator_loss: 165.396
[INFO] 2020-09-16 19:06:18 > Step: 44500 Progress: 44.5% Elapsed: 4:49:10 temperature: no ada_p: No Discriminator_loss: -0.208942 Generator_loss: 138.615
[INFO] 2020-09-16 19:06:53 > Step: 44600 Progress: 44.6% Elapsed: 4:49:45 temperature: no ada_p: No Discriminator_loss: 0.134271 Generator_loss: 51.1804
[INFO] 2020-09-16 19:07:27 > Step: 44700 Progress: 44.7% Elapsed: 4:50:19 temperature: no ada_p: No Discriminator_loss: -0.727445 Generator_loss: 100.408
[INFO] 2020-09-16 19:08:02 > Step: 44800 Progress: 44.8% Elapsed: 4:50:54 temperature: no ada_p: No Discriminator_loss: -0.820482 Generator_loss: 110.081
[INFO] 2020-09-16 19:08:36 > Step: 44900 Progress: 44.9% Elapsed: 4:51:28 temperature: no ada_p: No Discriminator_loss: -0.648146 Generator_loss: 127.587
[INFO] 2020-09-16 19:09:11 > Step: 45000 Progress: 45.0% Elapsed: 4:52:03 temperature: no ada_p: No Discriminator_loss: -0.86595 Generator_loss: 150.814
[INFO] 2020-09-16 19:09:45 > Step: 45100 Progress: 45.1% Elapsed: 4:52:37 temperature: no ada_p: No Discriminator_loss: -1.11655 Generator_loss: 164.683
[INFO] 2020-09-16 19:10:20 > Step: 45200 Progress: 45.2% Elapsed: 4:53:12 temperature: no ada_p: No Discriminator_loss: 0.0499677 Generator_loss: 85.4318
[INFO] 2020-09-16 19:10:54 > Step: 45300 Progress: 45.3% Elapsed: 4:53:46 temperature: no ada_p: No Discriminator_loss: -0.665964 Generator_loss: 92.8326
[INFO] 2020-09-16 19:11:29 > Step: 45400 Progress: 45.4% Elapsed: 4:54:21 temperature: no ada_p: No Discriminator_loss: -0.513604 Generator_loss: 120.021
[INFO] 2020-09-16 19:12:03 > Step: 45500 Progress: 45.5% Elapsed: 4:54:55 temperature: no ada_p: No Discriminator_loss: 0.322022 Generator_loss: 216.683
[INFO] 2020-09-16 19:12:37 > Step: 45600 Progress: 45.6% Elapsed: 4:55:29 temperature: no ada_p: No Discriminator_loss: -1.781 Generator_loss: 133.227
[INFO] 2020-09-16 19:13:12 > Step: 45700 Progress: 45.7% Elapsed: 4:56:04 temperature: no ada_p: No Discriminator_loss: -1.83581 Generator_loss: 118.991
[INFO] 2020-09-16 19:13:47 > Step: 45800 Progress: 45.8% Elapsed: 4:56:39 temperature: no ada_p: No Discriminator_loss: -1.06058 Generator_loss: 142.536
[INFO] 2020-09-16 19:14:21 > Step: 45900 Progress: 45.9% Elapsed: 4:57:13 temperature: no ada_p: No Discriminator_loss: -0.369689 Generator_loss: 153.521
[INFO] 2020-09-16 19:14:56 > Step: 46000 Progress: 46.0% Elapsed: 4:57:48 temperature: no ada_p: No Discriminator_loss: -0.450606 Generator_loss: 142.971
[INFO] 2020-09-16 19:14:56 > Start Evaluation (46000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:16:28 > F_8 score (Step: 46000, Using test images): 0.9054227598016825
[INFO] 2020-09-16 19:16:28 > F_1/8 score (Step: 46000, Using test images): 0.9503812265888282
[INFO] 2020-09-16 19:16:28 > FID score (Step: 46000, Using test moments): 29.741919877357077
[INFO] 2020-09-16 19:16:28 > Inception score (Step: 46000, 10000 generated images): 7.208992958068848
[INFO] 2020-09-16 19:16:28 > Best FID score (Step: 46000, Using test moments): 29.741919877357077
[INFO] 2020-09-16 19:16:28 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:17:03 > Step: 46100 Progress: 46.1% Elapsed: 4:59:55 temperature: no ada_p: No Discriminator_loss: -0.65266 Generator_loss: 131.554
[INFO] 2020-09-16 19:17:37 > Step: 46200 Progress: 46.2% Elapsed: 5:00:29 temperature: no ada_p: No Discriminator_loss: -0.624535 Generator_loss: 128.883
[INFO] 2020-09-16 19:18:12 > Step: 46300 Progress: 46.3% Elapsed: 5:01:04 temperature: no ada_p: No Discriminator_loss: -0.677062 Generator_loss: 118.767
[INFO] 2020-09-16 19:18:46 > Step: 46400 Progress: 46.4% Elapsed: 5:01:38 temperature: no ada_p: No Discriminator_loss: -0.700351 Generator_loss: 130.484
[INFO] 2020-09-16 19:19:21 > Step: 46500 Progress: 46.5% Elapsed: 5:02:13 temperature: no ada_p: No Discriminator_loss: 1.17344 Generator_loss: 139.261
[INFO] 2020-09-16 19:19:55 > Step: 46600 Progress: 46.6% Elapsed: 5:02:47 temperature: no ada_p: No Discriminator_loss: -2.78657 Generator_loss: 117.962
[INFO] 2020-09-16 19:20:30 > Step: 46700 Progress: 46.7% Elapsed: 5:03:22 temperature: no ada_p: No Discriminator_loss: -0.666773 Generator_loss: 149.134
[INFO] 2020-09-16 19:21:04 > Step: 46800 Progress: 46.8% Elapsed: 5:03:56 temperature: no ada_p: No Discriminator_loss: -0.420589 Generator_loss: 118.185
[INFO] 2020-09-16 19:21:39 > Step: 46900 Progress: 46.9% Elapsed: 5:04:31 temperature: no ada_p: No Discriminator_loss: -0.214079 Generator_loss: -14.5138
[INFO] 2020-09-16 19:22:13 > Step: 47000 Progress: 47.0% Elapsed: 5:05:05 temperature: no ada_p: No Discriminator_loss: 0.281506 Generator_loss: -24.9693
[INFO] 2020-09-16 19:22:48 > Step: 47100 Progress: 47.1% Elapsed: 5:05:40 temperature: no ada_p: No Discriminator_loss: -0.28763 Generator_loss: -18.8156
[INFO] 2020-09-16 19:23:22 > Step: 47200 Progress: 47.2% Elapsed: 5:06:14 temperature: no ada_p: No Discriminator_loss: 0.414603 Generator_loss: 34.0235
[INFO] 2020-09-16 19:23:57 > Step: 47300 Progress: 47.3% Elapsed: 5:06:49 temperature: no ada_p: No Discriminator_loss: 0.036043 Generator_loss: 93.2092
[INFO] 2020-09-16 19:24:31 > Step: 47400 Progress: 47.4% Elapsed: 5:07:23 temperature: no ada_p: No Discriminator_loss: -0.0753272 Generator_loss: 83.1781
[INFO] 2020-09-16 19:25:06 > Step: 47500 Progress: 47.5% Elapsed: 5:07:58 temperature: no ada_p: No Discriminator_loss: -0.589888 Generator_loss: 99.5259
[INFO] 2020-09-16 19:25:41 > Step: 47600 Progress: 47.6% Elapsed: 5:08:32 temperature: no ada_p: No Discriminator_loss: -0.760183 Generator_loss: 88.1861
[INFO] 2020-09-16 19:26:15 > Step: 47700 Progress: 47.7% Elapsed: 5:09:07 temperature: no ada_p: No Discriminator_loss: -0.946175 Generator_loss: 96.9449
[INFO] 2020-09-16 19:26:50 > Step: 47800 Progress: 47.8% Elapsed: 5:09:42 temperature: no ada_p: No Discriminator_loss: -1.14016 Generator_loss: 109.616
[INFO] 2020-09-16 19:27:24 > Step: 47900 Progress: 47.9% Elapsed: 5:10:16 temperature: no ada_p: No Discriminator_loss: -0.91086 Generator_loss: 141.807
[INFO] 2020-09-16 19:27:59 > Step: 48000 Progress: 48.0% Elapsed: 5:10:51 temperature: no ada_p: No Discriminator_loss: -0.70087 Generator_loss: 125.668
[INFO] 2020-09-16 19:27:59 > Start Evaluation (48000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:29:28 > F_8 score (Step: 48000, Using test images): 0.9126934243937334
[INFO] 2020-09-16 19:29:28 > F_1/8 score (Step: 48000, Using test images): 0.94776700957708
[INFO] 2020-09-16 19:29:28 > FID score (Step: 48000, Using test moments): 29.650205068271987
[INFO] 2020-09-16 19:29:28 > Inception score (Step: 48000, 10000 generated images): 7.401968479156494
[INFO] 2020-09-16 19:29:28 > Best FID score (Step: 48000, Using test moments): 29.650205068271987
[INFO] 2020-09-16 19:29:29 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:30:03 > Step: 48100 Progress: 48.1% Elapsed: 5:12:55 temperature: no ada_p: No Discriminator_loss: -0.54098 Generator_loss: 134.92
[INFO] 2020-09-16 19:30:38 > Step: 48200 Progress: 48.2% Elapsed: 5:13:30 temperature: no ada_p: No Discriminator_loss: -0.629534 Generator_loss: 158.977
[INFO] 2020-09-16 19:31:12 > Step: 48300 Progress: 48.3% Elapsed: 5:14:04 temperature: no ada_p: No Discriminator_loss: -1.4354 Generator_loss: 151.441
[INFO] 2020-09-16 19:31:46 > Step: 48400 Progress: 48.4% Elapsed: 5:14:38 temperature: no ada_p: No Discriminator_loss: -0.721599 Generator_loss: 91.6409
[INFO] 2020-09-16 19:32:21 > Step: 48500 Progress: 48.5% Elapsed: 5:15:13 temperature: no ada_p: No Discriminator_loss: -0.553338 Generator_loss: 97.8784
[INFO] 2020-09-16 19:32:56 > Step: 48600 Progress: 48.6% Elapsed: 5:15:48 temperature: no ada_p: No Discriminator_loss: -0.561587 Generator_loss: 122.157
[INFO] 2020-09-16 19:33:30 > Step: 48700 Progress: 48.7% Elapsed: 5:16:22 temperature: no ada_p: No Discriminator_loss: -0.221202 Generator_loss: 144.778
[INFO] 2020-09-16 19:34:05 > Step: 48800 Progress: 48.8% Elapsed: 5:16:57 temperature: no ada_p: No Discriminator_loss: -0.335573 Generator_loss: 135.195
[INFO] 2020-09-16 19:34:39 > Step: 48900 Progress: 48.9% Elapsed: 5:17:31 temperature: no ada_p: No Discriminator_loss: -1.39779 Generator_loss: 145.688
[INFO] 2020-09-16 19:35:13 > Step: 49000 Progress: 49.0% Elapsed: 5:18:05 temperature: no ada_p: No Discriminator_loss: 0.125916 Generator_loss: 222.849
[INFO] 2020-09-16 19:35:48 > Step: 49100 Progress: 49.1% Elapsed: 5:18:40 temperature: no ada_p: No Discriminator_loss: -0.0694266 Generator_loss: 156.65
[INFO] 2020-09-16 19:36:22 > Step: 49200 Progress: 49.2% Elapsed: 5:19:14 temperature: no ada_p: No Discriminator_loss: -0.797271 Generator_loss: 209.25
[INFO] 2020-09-16 19:36:57 > Step: 49300 Progress: 49.3% Elapsed: 5:19:49 temperature: no ada_p: No Discriminator_loss: 0.0872853 Generator_loss: 166.822
[INFO] 2020-09-16 19:37:32 > Step: 49400 Progress: 49.4% Elapsed: 5:20:24 temperature: no ada_p: No Discriminator_loss: -0.20616 Generator_loss: 153.195
[INFO] 2020-09-16 19:38:06 > Step: 49500 Progress: 49.5% Elapsed: 5:20:58 temperature: no ada_p: No Discriminator_loss: 0.424511 Generator_loss: 161.854
[INFO] 2020-09-16 19:38:41 > Step: 49600 Progress: 49.6% Elapsed: 5:21:33 temperature: no ada_p: No Discriminator_loss: -0.452989 Generator_loss: 150.291
[INFO] 2020-09-16 19:39:16 > Step: 49700 Progress: 49.7% Elapsed: 5:22:08 temperature: no ada_p: No Discriminator_loss: -0.27525 Generator_loss: 162.732
[INFO] 2020-09-16 19:39:50 > Step: 49800 Progress: 49.8% Elapsed: 5:22:42 temperature: no ada_p: No Discriminator_loss: -0.705423 Generator_loss: 125.2
[INFO] 2020-09-16 19:40:25 > Step: 49900 Progress: 49.9% Elapsed: 5:23:17 temperature: no ada_p: No Discriminator_loss: -0.167459 Generator_loss: 127.634
[INFO] 2020-09-16 19:41:00 > Step: 50000 Progress: 50.0% Elapsed: 5:23:52 temperature: no ada_p: No Discriminator_loss: -1.98932 Generator_loss: 147.503
[INFO] 2020-09-16 19:41:00 > Start Evaluation (50000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:42:30 > F_8 score (Step: 50000, Using test images): 0.9175795352471016
[INFO] 2020-09-16 19:42:30 > F_1/8 score (Step: 50000, Using test images): 0.9544226508123678
[INFO] 2020-09-16 19:42:30 > FID score (Step: 50000, Using test moments): 28.9233999259269
[INFO] 2020-09-16 19:42:30 > Inception score (Step: 50000, 10000 generated images): 7.471703052520752
[INFO] 2020-09-16 19:42:30 > Best FID score (Step: 50000, Using test moments): 28.9233999259269
[INFO] 2020-09-16 19:42:30 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:43:04 > Step: 50100 Progress: 50.1% Elapsed: 5:25:56 temperature: no ada_p: No Discriminator_loss: -0.987236 Generator_loss: 119.097
[INFO] 2020-09-16 19:43:39 > Step: 50200 Progress: 50.2% Elapsed: 5:26:31 temperature: no ada_p: No Discriminator_loss: 0.0463085 Generator_loss: 2.40811
[INFO] 2020-09-16 19:44:13 > Step: 50300 Progress: 50.3% Elapsed: 5:27:05 temperature: no ada_p: No Discriminator_loss: -0.288314 Generator_loss: 34.499
[INFO] 2020-09-16 19:44:48 > Step: 50400 Progress: 50.4% Elapsed: 5:27:40 temperature: no ada_p: No Discriminator_loss: -0.563824 Generator_loss: 51.8497
[INFO] 2020-09-16 19:45:22 > Step: 50500 Progress: 50.5% Elapsed: 5:28:14 temperature: no ada_p: No Discriminator_loss: 0.135812 Generator_loss: 100.325
[INFO] 2020-09-16 19:45:56 > Step: 50600 Progress: 50.6% Elapsed: 5:28:48 temperature: no ada_p: No Discriminator_loss: -1.34462 Generator_loss: 112.937
[INFO] 2020-09-16 19:46:31 > Step: 50700 Progress: 50.7% Elapsed: 5:29:23 temperature: no ada_p: No Discriminator_loss: -0.462753 Generator_loss: 115.776
[INFO] 2020-09-16 19:47:06 > Step: 50800 Progress: 50.8% Elapsed: 5:29:58 temperature: no ada_p: No Discriminator_loss: -0.625089 Generator_loss: 108.596
[INFO] 2020-09-16 19:47:40 > Step: 50900 Progress: 50.9% Elapsed: 5:30:32 temperature: no ada_p: No Discriminator_loss: -0.956078 Generator_loss: 127.047
[INFO] 2020-09-16 19:48:15 > Step: 51000 Progress: 51.0% Elapsed: 5:31:07 temperature: no ada_p: No Discriminator_loss: -0.812266 Generator_loss: 118.626
[INFO] 2020-09-16 19:48:49 > Step: 51100 Progress: 51.1% Elapsed: 5:31:41 temperature: no ada_p: No Discriminator_loss: -0.626054 Generator_loss: 149.042
[INFO] 2020-09-16 19:49:24 > Step: 51200 Progress: 51.2% Elapsed: 5:32:16 temperature: no ada_p: No Discriminator_loss: -1.80819 Generator_loss: 148.757
[INFO] 2020-09-16 19:49:58 > Step: 51300 Progress: 51.3% Elapsed: 5:32:50 temperature: no ada_p: No Discriminator_loss: -0.119067 Generator_loss: 183.258
[INFO] 2020-09-16 19:50:33 > Step: 51400 Progress: 51.4% Elapsed: 5:33:25 temperature: no ada_p: No Discriminator_loss: 0.139734 Generator_loss: 160.221
[INFO] 2020-09-16 19:51:07 > Step: 51500 Progress: 51.5% Elapsed: 5:33:59 temperature: no ada_p: No Discriminator_loss: -0.657629 Generator_loss: 125.245
[INFO] 2020-09-16 19:51:42 > Step: 51600 Progress: 51.6% Elapsed: 5:34:34 temperature: no ada_p: No Discriminator_loss: -1.01582 Generator_loss: 156.12
[INFO] 2020-09-16 19:52:16 > Step: 51700 Progress: 51.7% Elapsed: 5:35:08 temperature: no ada_p: No Discriminator_loss: 0.367893 Generator_loss: 178.021
[INFO] 2020-09-16 19:52:51 > Step: 51800 Progress: 51.8% Elapsed: 5:35:43 temperature: no ada_p: No Discriminator_loss: -0.389838 Generator_loss: 157.331
[INFO] 2020-09-16 19:53:25 > Step: 51900 Progress: 51.9% Elapsed: 5:36:17 temperature: no ada_p: No Discriminator_loss: -0.48359 Generator_loss: 138.249
[INFO] 2020-09-16 19:54:00 > Step: 52000 Progress: 52.0% Elapsed: 5:36:51 temperature: no ada_p: No Discriminator_loss: -0.812967 Generator_loss: 144.997
[INFO] 2020-09-16 19:54:00 > Start Evaluation (52000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:55:29 > F_8 score (Step: 52000, Using test images): 0.9185761302746951
[INFO] 2020-09-16 19:55:29 > F_1/8 score (Step: 52000, Using test images): 0.9581775941730839
[INFO] 2020-09-16 19:55:29 > FID score (Step: 52000, Using test moments): 29.06324566786708
[INFO] 2020-09-16 19:55:29 > Inception score (Step: 52000, 10000 generated images): 7.242173671722412
[INFO] 2020-09-16 19:55:29 > Best FID score (Step: 50000, Using test moments): 28.9233999259269
[INFO] 2020-09-16 19:55:29 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 19:56:04 > Step: 52100 Progress: 52.1% Elapsed: 5:38:56 temperature: no ada_p: No Discriminator_loss: -0.526191 Generator_loss: 141.2
[INFO] 2020-09-16 19:56:39 > Step: 52200 Progress: 52.2% Elapsed: 5:39:31 temperature: no ada_p: No Discriminator_loss: -1.10168 Generator_loss: 139.713
[INFO] 2020-09-16 19:57:13 > Step: 52300 Progress: 52.3% Elapsed: 5:40:05 temperature: no ada_p: No Discriminator_loss: -0.745338 Generator_loss: 140.492
[INFO] 2020-09-16 19:57:48 > Step: 52400 Progress: 52.4% Elapsed: 5:40:40 temperature: no ada_p: No Discriminator_loss: -0.209091 Generator_loss: 152.606
[INFO] 2020-09-16 19:58:22 > Step: 52500 Progress: 52.5% Elapsed: 5:41:14 temperature: no ada_p: No Discriminator_loss: -0.69798 Generator_loss: 140.273
[INFO] 2020-09-16 19:58:57 > Step: 52600 Progress: 52.6% Elapsed: 5:41:49 temperature: no ada_p: No Discriminator_loss: -1.16381 Generator_loss: 124.57
[INFO] 2020-09-16 19:59:31 > Step: 52700 Progress: 52.7% Elapsed: 5:42:23 temperature: no ada_p: No Discriminator_loss: -0.303491 Generator_loss: 164.933
[INFO] 2020-09-16 20:00:06 > Step: 52800 Progress: 52.8% Elapsed: 5:42:58 temperature: no ada_p: No Discriminator_loss: -0.68852 Generator_loss: 115.548
[INFO] 2020-09-16 20:00:40 > Step: 52900 Progress: 52.9% Elapsed: 5:43:32 temperature: no ada_p: No Discriminator_loss: -0.992639 Generator_loss: 138.913
[INFO] 2020-09-16 20:01:15 > Step: 53000 Progress: 53.0% Elapsed: 5:44:07 temperature: no ada_p: No Discriminator_loss: 0.188196 Generator_loss: 146.433
[INFO] 2020-09-16 20:01:49 > Step: 53100 Progress: 53.1% Elapsed: 5:44:41 temperature: no ada_p: No Discriminator_loss: -0.832802 Generator_loss: 100.951
[INFO] 2020-09-16 20:02:24 > Step: 53200 Progress: 53.2% Elapsed: 5:45:16 temperature: no ada_p: No Discriminator_loss: -0.936944 Generator_loss: 121.094
[INFO] 2020-09-16 20:02:59 > Step: 53300 Progress: 53.3% Elapsed: 5:45:51 temperature: no ada_p: No Discriminator_loss: -0.511825 Generator_loss: 150.492
[INFO] 2020-09-16 20:03:33 > Step: 53400 Progress: 53.4% Elapsed: 5:46:25 temperature: no ada_p: No Discriminator_loss: -0.420915 Generator_loss: 153.397
[INFO] 2020-09-16 20:04:07 > Step: 53500 Progress: 53.5% Elapsed: 5:46:59 temperature: no ada_p: No Discriminator_loss: -0.609748 Generator_loss: 164.932
[INFO] 2020-09-16 20:04:42 > Step: 53600 Progress: 53.6% Elapsed: 5:47:34 temperature: no ada_p: No Discriminator_loss: -1.30483 Generator_loss: 164.801
[INFO] 2020-09-16 20:05:16 > Step: 53700 Progress: 53.7% Elapsed: 5:48:08 temperature: no ada_p: No Discriminator_loss: -1.09058 Generator_loss: 156.146
[INFO] 2020-09-16 20:05:51 > Step: 53800 Progress: 53.8% Elapsed: 5:48:43 temperature: no ada_p: No Discriminator_loss: -0.507059 Generator_loss: 116.567
[INFO] 2020-09-16 20:06:26 > Step: 53900 Progress: 53.9% Elapsed: 5:49:18 temperature: no ada_p: No Discriminator_loss: -0.0332747 Generator_loss: 162.069
[INFO] 2020-09-16 20:07:00 > Step: 54000 Progress: 54.0% Elapsed: 5:49:52 temperature: no ada_p: No Discriminator_loss: 0.080676 Generator_loss: 145.999
[INFO] 2020-09-16 20:07:00 > Start Evaluation (54000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:08:31 > F_8 score (Step: 54000, Using test images): 0.9056916627594962
[INFO] 2020-09-16 20:08:31 > F_1/8 score (Step: 54000, Using test images): 0.9550740712962387
[INFO] 2020-09-16 20:08:31 > FID score (Step: 54000, Using test moments): 28.83212597632013
[INFO] 2020-09-16 20:08:31 > Inception score (Step: 54000, 10000 generated images): 7.166694164276123
[INFO] 2020-09-16 20:08:31 > Best FID score (Step: 54000, Using test moments): 28.83212597632013
[INFO] 2020-09-16 20:08:32 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:09:06 > Step: 54100 Progress: 54.1% Elapsed: 5:51:58 temperature: no ada_p: No Discriminator_loss: -1.01865 Generator_loss: 189.385
[INFO] 2020-09-16 20:09:40 > Step: 54200 Progress: 54.2% Elapsed: 5:52:32 temperature: no ada_p: No Discriminator_loss: 0.0661511 Generator_loss: 2.15106
[INFO] 2020-09-16 20:10:15 > Step: 54300 Progress: 54.3% Elapsed: 5:53:07 temperature: no ada_p: No Discriminator_loss: -0.0926309 Generator_loss: 20.7059
[INFO] 2020-09-16 20:10:50 > Step: 54400 Progress: 54.4% Elapsed: 5:53:42 temperature: no ada_p: No Discriminator_loss: 0.207627 Generator_loss: 39.9659
[INFO] 2020-09-16 20:11:24 > Step: 54500 Progress: 54.5% Elapsed: 5:54:16 temperature: no ada_p: No Discriminator_loss: -0.0178776 Generator_loss: 122.621
[INFO] 2020-09-16 20:11:59 > Step: 54600 Progress: 54.6% Elapsed: 5:54:51 temperature: no ada_p: No Discriminator_loss: -0.448172 Generator_loss: 81.8312
[INFO] 2020-09-16 20:12:33 > Step: 54700 Progress: 54.7% Elapsed: 5:55:25 temperature: no ada_p: No Discriminator_loss: -0.433086 Generator_loss: 106.643
[INFO] 2020-09-16 20:13:08 > Step: 54800 Progress: 54.8% Elapsed: 5:56:00 temperature: no ada_p: No Discriminator_loss: -0.480937 Generator_loss: 111.658
[INFO] 2020-09-16 20:13:42 > Step: 54900 Progress: 54.9% Elapsed: 5:56:34 temperature: no ada_p: No Discriminator_loss: -0.405999 Generator_loss: 134.29
[INFO] 2020-09-16 20:14:17 > Step: 55000 Progress: 55.0% Elapsed: 5:57:09 temperature: no ada_p: No Discriminator_loss: -1.03827 Generator_loss: 140.573
[INFO] 2020-09-16 20:14:51 > Step: 55100 Progress: 55.1% Elapsed: 5:57:43 temperature: no ada_p: No Discriminator_loss: -0.341203 Generator_loss: 141.399
[INFO] 2020-09-16 20:15:26 > Step: 55200 Progress: 55.2% Elapsed: 5:58:18 temperature: no ada_p: No Discriminator_loss: -1.04623 Generator_loss: 164.629
[INFO] 2020-09-16 20:16:01 > Step: 55300 Progress: 55.3% Elapsed: 5:58:53 temperature: no ada_p: No Discriminator_loss: -0.777483 Generator_loss: 179.795
[INFO] 2020-09-16 20:16:35 > Step: 55400 Progress: 55.4% Elapsed: 5:59:27 temperature: no ada_p: No Discriminator_loss: -1.42871 Generator_loss: 166.035
[INFO] 2020-09-16 20:17:09 > Step: 55500 Progress: 55.5% Elapsed: 6:00:01 temperature: no ada_p: No Discriminator_loss: -0.690397 Generator_loss: 144.956
[INFO] 2020-09-16 20:17:44 > Step: 55600 Progress: 55.6% Elapsed: 6:00:36 temperature: no ada_p: No Discriminator_loss: -0.424368 Generator_loss: 126.51
[INFO] 2020-09-16 20:18:18 > Step: 55700 Progress: 55.7% Elapsed: 6:01:10 temperature: no ada_p: No Discriminator_loss: -0.842436 Generator_loss: 111.252
[INFO] 2020-09-16 20:18:53 > Step: 55800 Progress: 55.8% Elapsed: 6:01:45 temperature: no ada_p: No Discriminator_loss: -0.654788 Generator_loss: 145.86
[INFO] 2020-09-16 20:19:27 > Step: 55900 Progress: 55.9% Elapsed: 6:02:19 temperature: no ada_p: No Discriminator_loss: -1.3263 Generator_loss: 128.227
[INFO] 2020-09-16 20:20:02 > Step: 56000 Progress: 56.0% Elapsed: 6:02:54 temperature: no ada_p: No Discriminator_loss: 1.33116 Generator_loss: 143.539
[INFO] 2020-09-16 20:20:02 > Start Evaluation (56000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:21:32 > F_8 score (Step: 56000, Using test images): 0.9159772180887458
[INFO] 2020-09-16 20:21:32 > F_1/8 score (Step: 56000, Using test images): 0.9577742604847631
[INFO] 2020-09-16 20:21:32 > FID score (Step: 56000, Using test moments): 30.714148305704555
[INFO] 2020-09-16 20:21:32 > Inception score (Step: 56000, 10000 generated images): 7.34583854675293
[INFO] 2020-09-16 20:21:32 > Best FID score (Step: 54000, Using test moments): 28.83212597632013
[INFO] 2020-09-16 20:21:33 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:22:07 > Step: 56100 Progress: 56.1% Elapsed: 6:04:59 temperature: no ada_p: No Discriminator_loss: -0.0364433 Generator_loss: 80.4146
[INFO] 2020-09-16 20:22:41 > Step: 56200 Progress: 56.2% Elapsed: 6:05:33 temperature: no ada_p: No Discriminator_loss: -0.823442 Generator_loss: 89.5339
[INFO] 2020-09-16 20:23:16 > Step: 56300 Progress: 56.3% Elapsed: 6:06:08 temperature: no ada_p: No Discriminator_loss: -0.521897 Generator_loss: 95.3401
[INFO] 2020-09-16 20:23:51 > Step: 56400 Progress: 56.4% Elapsed: 6:06:43 temperature: no ada_p: No Discriminator_loss: -0.232645 Generator_loss: 131.218
[INFO] 2020-09-16 20:24:25 > Step: 56500 Progress: 56.5% Elapsed: 6:07:17 temperature: no ada_p: No Discriminator_loss: 0.0783546 Generator_loss: 140.973
[INFO] 2020-09-16 20:24:59 > Step: 56600 Progress: 56.6% Elapsed: 6:07:51 temperature: no ada_p: No Discriminator_loss: -0.739811 Generator_loss: 133.236
[INFO] 2020-09-16 20:25:34 > Step: 56700 Progress: 56.7% Elapsed: 6:08:26 temperature: no ada_p: No Discriminator_loss: -0.373699 Generator_loss: 144.393
[INFO] 2020-09-16 20:26:08 > Step: 56800 Progress: 56.8% Elapsed: 6:09:00 temperature: no ada_p: No Discriminator_loss: -0.897099 Generator_loss: 139.452
[INFO] 2020-09-16 20:26:43 > Step: 56900 Progress: 56.9% Elapsed: 6:09:35 temperature: no ada_p: No Discriminator_loss: -1.14558 Generator_loss: 137.051
[INFO] 2020-09-16 20:27:17 > Step: 57000 Progress: 57.0% Elapsed: 6:10:09 temperature: no ada_p: No Discriminator_loss: -0.924625 Generator_loss: 162.194
[INFO] 2020-09-16 20:27:52 > Step: 57100 Progress: 57.1% Elapsed: 6:10:44 temperature: no ada_p: No Discriminator_loss: -0.950262 Generator_loss: 106.44
[INFO] 2020-09-16 20:28:26 > Step: 57200 Progress: 57.2% Elapsed: 6:11:18 temperature: no ada_p: No Discriminator_loss: -0.453072 Generator_loss: 163.834
[INFO] 2020-09-16 20:29:01 > Step: 57300 Progress: 57.3% Elapsed: 6:11:52 temperature: no ada_p: No Discriminator_loss: -1.38429 Generator_loss: 134.54
[INFO] 2020-09-16 20:29:35 > Step: 57400 Progress: 57.4% Elapsed: 6:12:27 temperature: no ada_p: No Discriminator_loss: -0.628867 Generator_loss: 177.631
[INFO] 2020-09-16 20:30:10 > Step: 57500 Progress: 57.5% Elapsed: 6:13:02 temperature: no ada_p: No Discriminator_loss: -0.589597 Generator_loss: 159.948
[INFO] 2020-09-16 20:30:44 > Step: 57600 Progress: 57.6% Elapsed: 6:13:36 temperature: no ada_p: No Discriminator_loss: 0.0816793 Generator_loss: 165.409
[INFO] 2020-09-16 20:31:19 > Step: 57700 Progress: 57.7% Elapsed: 6:14:11 temperature: no ada_p: No Discriminator_loss: -0.11777 Generator_loss: 153.07
[INFO] 2020-09-16 20:31:54 > Step: 57800 Progress: 57.8% Elapsed: 6:14:46 temperature: no ada_p: No Discriminator_loss: -1.81008 Generator_loss: 166.701
[INFO] 2020-09-16 20:32:28 > Step: 57900 Progress: 57.9% Elapsed: 6:15:20 temperature: no ada_p: No Discriminator_loss: -0.661274 Generator_loss: 161.179
[INFO] 2020-09-16 20:33:02 > Step: 58000 Progress: 58.0% Elapsed: 6:15:54 temperature: no ada_p: No Discriminator_loss: -0.444001 Generator_loss: 135.42
[INFO] 2020-09-16 20:33:02 > Start Evaluation (58000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:34:33 > F_8 score (Step: 58000, Using test images): 0.9054413142810612
[INFO] 2020-09-16 20:34:33 > F_1/8 score (Step: 58000, Using test images): 0.9572708928485784
[INFO] 2020-09-16 20:34:33 > FID score (Step: 58000, Using test moments): 29.46205109903002
[INFO] 2020-09-16 20:34:33 > Inception score (Step: 58000, 10000 generated images): 7.467392921447754
[INFO] 2020-09-16 20:34:33 > Best FID score (Step: 54000, Using test moments): 28.83212597632013
[INFO] 2020-09-16 20:34:34 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:35:08 > Step: 58100 Progress: 58.1% Elapsed: 6:18:00 temperature: no ada_p: No Discriminator_loss: -0.639963 Generator_loss: 157.403
[INFO] 2020-09-16 20:35:42 > Step: 58200 Progress: 58.2% Elapsed: 6:18:34 temperature: no ada_p: No Discriminator_loss: -1.1852 Generator_loss: 166.527
[INFO] 2020-09-16 20:36:17 > Step: 58300 Progress: 58.3% Elapsed: 6:19:09 temperature: no ada_p: No Discriminator_loss: -1.16603 Generator_loss: 125.725
[INFO] 2020-09-16 20:36:51 > Step: 58400 Progress: 58.4% Elapsed: 6:19:43 temperature: no ada_p: No Discriminator_loss: -0.57771 Generator_loss: 109.111
[INFO] 2020-09-16 20:37:26 > Step: 58500 Progress: 58.5% Elapsed: 6:20:18 temperature: no ada_p: No Discriminator_loss: -0.576863 Generator_loss: 162.595
[INFO] 2020-09-16 20:38:01 > Step: 58600 Progress: 58.6% Elapsed: 6:20:53 temperature: no ada_p: No Discriminator_loss: -1.01234 Generator_loss: 174.571
[INFO] 2020-09-16 20:38:35 > Step: 58700 Progress: 58.7% Elapsed: 6:21:27 temperature: no ada_p: No Discriminator_loss: 0.446423 Generator_loss: 189.612
[INFO] 2020-09-16 20:39:10 > Step: 58800 Progress: 58.8% Elapsed: 6:22:02 temperature: no ada_p: No Discriminator_loss: -0.697894 Generator_loss: 166.263
[INFO] 2020-09-16 20:39:44 > Step: 58900 Progress: 58.9% Elapsed: 6:22:36 temperature: no ada_p: No Discriminator_loss: -1.1195 Generator_loss: 151.008
[INFO] 2020-09-16 20:40:18 > Step: 59000 Progress: 59.0% Elapsed: 6:23:10 temperature: no ada_p: No Discriminator_loss: 0.839986 Generator_loss: 116.51
[INFO] 2020-09-16 20:40:53 > Step: 59100 Progress: 59.1% Elapsed: 6:23:45 temperature: no ada_p: No Discriminator_loss: -1.33353 Generator_loss: 93.6775
[INFO] 2020-09-16 20:41:28 > Step: 59200 Progress: 59.2% Elapsed: 6:24:20 temperature: no ada_p: No Discriminator_loss: -0.406631 Generator_loss: 98.1729
[INFO] 2020-09-16 20:42:02 > Step: 59300 Progress: 59.3% Elapsed: 6:24:54 temperature: no ada_p: No Discriminator_loss: -0.877413 Generator_loss: 103.425
[INFO] 2020-09-16 20:42:37 > Step: 59400 Progress: 59.4% Elapsed: 6:25:29 temperature: no ada_p: No Discriminator_loss: -1.22449 Generator_loss: 81.8299
[INFO] 2020-09-16 20:43:11 > Step: 59500 Progress: 59.5% Elapsed: 6:26:03 temperature: no ada_p: No Discriminator_loss: -0.534479 Generator_loss: 132.352
[INFO] 2020-09-16 20:43:46 > Step: 59600 Progress: 59.6% Elapsed: 6:26:38 temperature: no ada_p: No Discriminator_loss: -0.544101 Generator_loss: 120.858
[INFO] 2020-09-16 20:44:20 > Step: 59700 Progress: 59.7% Elapsed: 6:27:12 temperature: no ada_p: No Discriminator_loss: -0.505927 Generator_loss: 139.353
[INFO] 2020-09-16 20:44:55 > Step: 59800 Progress: 59.8% Elapsed: 6:27:46 temperature: no ada_p: No Discriminator_loss: -0.20382 Generator_loss: 158.951
[INFO] 2020-09-16 20:45:29 > Step: 59900 Progress: 59.9% Elapsed: 6:28:21 temperature: no ada_p: No Discriminator_loss: -0.190116 Generator_loss: 145.87
[INFO] 2020-09-16 20:46:04 > Step: 60000 Progress: 60.0% Elapsed: 6:28:56 temperature: no ada_p: No Discriminator_loss: -1.24515 Generator_loss: 137.027
[INFO] 2020-09-16 20:46:04 > Start Evaluation (60000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:47:35 > F_8 score (Step: 60000, Using test images): 0.9153362044721185
[INFO] 2020-09-16 20:47:35 > F_1/8 score (Step: 60000, Using test images): 0.960403149599875
[INFO] 2020-09-16 20:47:35 > FID score (Step: 60000, Using test moments): 28.873598052932664
[INFO] 2020-09-16 20:47:35 > Inception score (Step: 60000, 10000 generated images): 7.414694309234619
[INFO] 2020-09-16 20:47:35 > Best FID score (Step: 54000, Using test moments): 28.83212597632013
[INFO] 2020-09-16 20:47:35 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 20:48:09 > Step: 60100 Progress: 60.1% Elapsed: 6:31:01 temperature: no ada_p: No Discriminator_loss: -0.54103 Generator_loss: 124.738
[INFO] 2020-09-16 20:48:44 > Step: 60200 Progress: 60.2% Elapsed: 6:31:36 temperature: no ada_p: No Discriminator_loss: -0.931441 Generator_loss: 142.403
[INFO] 2020-09-16 20:49:19 > Step: 60300 Progress: 60.3% Elapsed: 6:32:11 temperature: no ada_p: No Discriminator_loss: -0.801067 Generator_loss: 149.32
[INFO] 2020-09-16 20:49:53 > Step: 60400 Progress: 60.4% Elapsed: 6:32:45 temperature: no ada_p: No Discriminator_loss: -0.139976 Generator_loss: 170.261
[INFO] 2020-09-16 20:50:28 > Step: 60500 Progress: 60.5% Elapsed: 6:33:20 temperature: no ada_p: No Discriminator_loss: -0.124372 Generator_loss: 149.633
[INFO] 2020-09-16 20:51:02 > Step: 60600 Progress: 60.6% Elapsed: 6:33:54 temperature: no ada_p: No Discriminator_loss: -0.730649 Generator_loss: 133.817
[INFO] 2020-09-16 20:51:37 > Step: 60700 Progress: 60.7% Elapsed: 6:34:29 temperature: no ada_p: No Discriminator_loss: -0.688214 Generator_loss: 155.258
[INFO] 2020-09-16 20:52:11 > Step: 60800 Progress: 60.8% Elapsed: 6:35:03 temperature: no ada_p: No Discriminator_loss: -0.641893 Generator_loss: 153.58
[INFO] 2020-09-16 20:52:46 > Step: 60900 Progress: 60.9% Elapsed: 6:35:38 temperature: no ada_p: No Discriminator_loss: -1.6135 Generator_loss: 151.525
[INFO] 2020-09-16 20:53:20 > Step: 61000 Progress: 61.0% Elapsed: 6:36:12 temperature: no ada_p: No Discriminator_loss: -1.06966 Generator_loss: 181.029
[INFO] 2020-09-16 20:53:55 > Step: 61100 Progress: 61.1% Elapsed: 6:36:47 temperature: no ada_p: No Discriminator_loss: -0.649823 Generator_loss: 165.564
[INFO] 2020-09-16 20:54:29 > Step: 61200 Progress: 61.2% Elapsed: 6:37:21 temperature: no ada_p: No Discriminator_loss: -0.552269 Generator_loss: 95.6542
[INFO] 2020-09-16 20:55:04 > Step: 61300 Progress: 61.3% Elapsed: 6:37:56 temperature: no ada_p: No Discriminator_loss: -0.387211 Generator_loss: 158.85
[INFO] 2020-09-16 20:55:38 > Step: 61400 Progress: 61.4% Elapsed: 6:38:30 temperature: no ada_p: No Discriminator_loss: 0.508482 Generator_loss: 151.39
[INFO] 2020-09-16 20:56:13 > Step: 61500 Progress: 61.5% Elapsed: 6:39:05 temperature: no ada_p: No Discriminator_loss: -1.40441 Generator_loss: 141.023
[INFO] 2020-09-16 20:56:47 > Step: 61600 Progress: 61.6% Elapsed: 6:39:39 temperature: no ada_p: No Discriminator_loss: -1.04097 Generator_loss: 178.722
[INFO] 2020-09-16 20:57:22 > Step: 61700 Progress: 61.7% Elapsed: 6:40:14 temperature: no ada_p: No Discriminator_loss: -1.09208 Generator_loss: 191.324
[INFO] 2020-09-16 20:57:56 > Step: 61800 Progress: 61.8% Elapsed: 6:40:48 temperature: no ada_p: No Discriminator_loss: -0.59805 Generator_loss: 183.855
[INFO] 2020-09-16 20:58:31 > Step: 61900 Progress: 61.9% Elapsed: 6:41:23 temperature: no ada_p: No Discriminator_loss: -0.140753 Generator_loss: 123.656
[INFO] 2020-09-16 20:59:05 > Step: 62000 Progress: 62.0% Elapsed: 6:41:57 temperature: no ada_p: No Discriminator_loss: -1.94974 Generator_loss: 137.267
[INFO] 2020-09-16 20:59:05 > Start Evaluation (62000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:00:38 > F_8 score (Step: 62000, Using test images): 0.9047872531569732
[INFO] 2020-09-16 21:00:38 > F_1/8 score (Step: 62000, Using test images): 0.9382395238156145
[INFO] 2020-09-16 21:00:38 > FID score (Step: 62000, Using test moments): 32.63178715320538
[INFO] 2020-09-16 21:00:38 > Inception score (Step: 62000, 10000 generated images): 7.177247047424316
[INFO] 2020-09-16 21:00:38 > Best FID score (Step: 54000, Using test moments): 28.83212597632013
[INFO] 2020-09-16 21:00:38 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:01:13 > Step: 62100 Progress: 62.1% Elapsed: 6:44:05 temperature: no ada_p: No Discriminator_loss: -0.556569 Generator_loss: 88.5697
[INFO] 2020-09-16 21:01:48 > Step: 62200 Progress: 62.2% Elapsed: 6:44:40 temperature: no ada_p: No Discriminator_loss: -0.474176 Generator_loss: 97.1291
[INFO] 2020-09-16 21:02:22 > Step: 62300 Progress: 62.3% Elapsed: 6:45:14 temperature: no ada_p: No Discriminator_loss: -0.543393 Generator_loss: 142.753
[INFO] 2020-09-16 21:02:57 > Step: 62400 Progress: 62.4% Elapsed: 6:45:49 temperature: no ada_p: No Discriminator_loss: -0.524679 Generator_loss: 159.43
[INFO] 2020-09-16 21:03:31 > Step: 62500 Progress: 62.5% Elapsed: 6:46:23 temperature: no ada_p: No Discriminator_loss: -1.27441 Generator_loss: 111.991
[INFO] 2020-09-16 21:04:06 > Step: 62600 Progress: 62.6% Elapsed: 6:46:58 temperature: no ada_p: No Discriminator_loss: -0.615172 Generator_loss: 139.924
[INFO] 2020-09-16 21:04:40 > Step: 62700 Progress: 62.7% Elapsed: 6:47:32 temperature: no ada_p: No Discriminator_loss: -0.655676 Generator_loss: 145.478
[INFO] 2020-09-16 21:05:15 > Step: 62800 Progress: 62.8% Elapsed: 6:48:07 temperature: no ada_p: No Discriminator_loss: -0.61603 Generator_loss: 165.847
[INFO] 2020-09-16 21:05:49 > Step: 62900 Progress: 62.9% Elapsed: 6:48:41 temperature: no ada_p: No Discriminator_loss: -0.382035 Generator_loss: 89.2081
[INFO] 2020-09-16 21:06:24 > Step: 63000 Progress: 63.0% Elapsed: 6:49:16 temperature: no ada_p: No Discriminator_loss: -1.12576 Generator_loss: 118.999
[INFO] 2020-09-16 21:06:58 > Step: 63100 Progress: 63.1% Elapsed: 6:49:50 temperature: no ada_p: No Discriminator_loss: -0.59324 Generator_loss: 124.412
[INFO] 2020-09-16 21:07:33 > Step: 63200 Progress: 63.2% Elapsed: 6:50:25 temperature: no ada_p: No Discriminator_loss: -0.897107 Generator_loss: 157.657
[INFO] 2020-09-16 21:08:07 > Step: 63300 Progress: 63.3% Elapsed: 6:50:59 temperature: no ada_p: No Discriminator_loss: -0.263001 Generator_loss: 136.623
[INFO] 2020-09-16 21:08:42 > Step: 63400 Progress: 63.4% Elapsed: 6:51:34 temperature: no ada_p: No Discriminator_loss: -0.77985 Generator_loss: 219.294
[INFO] 2020-09-16 21:09:16 > Step: 63500 Progress: 63.5% Elapsed: 6:52:08 temperature: no ada_p: No Discriminator_loss: -2.95781 Generator_loss: 180.772
[INFO] 2020-09-16 21:09:51 > Step: 63600 Progress: 63.6% Elapsed: 6:52:43 temperature: no ada_p: No Discriminator_loss: -0.317183 Generator_loss: 147.36
[INFO] 2020-09-16 21:10:25 > Step: 63700 Progress: 63.7% Elapsed: 6:53:17 temperature: no ada_p: No Discriminator_loss: 0.400522 Generator_loss: 263.368
[INFO] 2020-09-16 21:11:00 > Step: 63800 Progress: 63.8% Elapsed: 6:53:52 temperature: no ada_p: No Discriminator_loss: -0.70361 Generator_loss: 136.633
[INFO] 2020-09-16 21:11:35 > Step: 63900 Progress: 63.9% Elapsed: 6:54:27 temperature: no ada_p: No Discriminator_loss: -0.721434 Generator_loss: 158.151
[INFO] 2020-09-16 21:12:09 > Step: 64000 Progress: 64.0% Elapsed: 6:55:01 temperature: no ada_p: No Discriminator_loss: -0.765655 Generator_loss: 155.132
[INFO] 2020-09-16 21:12:09 > Start Evaluation (64000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:13:41 > F_8 score (Step: 64000, Using test images): 0.9150164449714321
[INFO] 2020-09-16 21:13:41 > F_1/8 score (Step: 64000, Using test images): 0.9575489429676991
[INFO] 2020-09-16 21:13:41 > FID score (Step: 64000, Using test moments): 28.29164797976108
[INFO] 2020-09-16 21:13:41 > Inception score (Step: 64000, 10000 generated images): 7.211865425109863
[INFO] 2020-09-16 21:13:41 > Best FID score (Step: 64000, Using test moments): 28.29164797976108
[INFO] 2020-09-16 21:13:41 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:14:16 > Step: 64100 Progress: 64.1% Elapsed: 6:57:08 temperature: no ada_p: No Discriminator_loss: -0.222037 Generator_loss: 177.403
[INFO] 2020-09-16 21:14:50 > Step: 64200 Progress: 64.2% Elapsed: 6:57:42 temperature: no ada_p: No Discriminator_loss: -1.33643 Generator_loss: 185.021
[INFO] 2020-09-16 21:15:25 > Step: 64300 Progress: 64.3% Elapsed: 6:58:17 temperature: no ada_p: No Discriminator_loss: -0.841898 Generator_loss: 175.942
[INFO] 2020-09-16 21:15:59 > Step: 64400 Progress: 64.4% Elapsed: 6:58:51 temperature: no ada_p: No Discriminator_loss: -0.964863 Generator_loss: 86.7952
[INFO] 2020-09-16 21:16:33 > Step: 64500 Progress: 64.5% Elapsed: 6:59:25 temperature: no ada_p: No Discriminator_loss: 0.47766 Generator_loss: 87.6069
[INFO] 2020-09-16 21:17:08 > Step: 64600 Progress: 64.6% Elapsed: 7:00:00 temperature: no ada_p: No Discriminator_loss: 0.46564 Generator_loss: 71.168
[INFO] 2020-09-16 21:17:43 > Step: 64700 Progress: 64.7% Elapsed: 7:00:35 temperature: no ada_p: No Discriminator_loss: -0.780903 Generator_loss: 149.316
[INFO] 2020-09-16 21:18:17 > Step: 64800 Progress: 64.8% Elapsed: 7:01:09 temperature: no ada_p: No Discriminator_loss: 0.23213 Generator_loss: 99.6712
[INFO] 2020-09-16 21:18:52 > Step: 64900 Progress: 64.9% Elapsed: 7:01:43 temperature: no ada_p: No Discriminator_loss: -0.0178663 Generator_loss: 161.69
[INFO] 2020-09-16 21:19:26 > Step: 65000 Progress: 65.0% Elapsed: 7:02:18 temperature: no ada_p: No Discriminator_loss: -0.704993 Generator_loss: 134.891
[INFO] 2020-09-16 21:20:01 > Step: 65100 Progress: 65.1% Elapsed: 7:02:53 temperature: no ada_p: No Discriminator_loss: -0.710094 Generator_loss: 162.864
[INFO] 2020-09-16 21:20:35 > Step: 65200 Progress: 65.2% Elapsed: 7:03:27 temperature: no ada_p: No Discriminator_loss: -0.602833 Generator_loss: 142.338
[INFO] 2020-09-16 21:21:10 > Step: 65300 Progress: 65.3% Elapsed: 7:04:02 temperature: no ada_p: No Discriminator_loss: -1.20525 Generator_loss: 191.769
[INFO] 2020-09-16 21:21:44 > Step: 65400 Progress: 65.4% Elapsed: 7:04:36 temperature: no ada_p: No Discriminator_loss: -1.12775 Generator_loss: 149.055
[INFO] 2020-09-16 21:22:19 > Step: 65500 Progress: 65.5% Elapsed: 7:05:11 temperature: no ada_p: No Discriminator_loss: -1.05716 Generator_loss: 166.671
[INFO] 2020-09-16 21:22:53 > Step: 65600 Progress: 65.6% Elapsed: 7:05:45 temperature: no ada_p: No Discriminator_loss: 0.144617 Generator_loss: 149.783
[INFO] 2020-09-16 21:23:28 > Step: 65700 Progress: 65.7% Elapsed: 7:06:19 temperature: no ada_p: No Discriminator_loss: 1.09009 Generator_loss: 268.827
[INFO] 2020-09-16 21:24:02 > Step: 65800 Progress: 65.8% Elapsed: 7:06:54 temperature: no ada_p: No Discriminator_loss: -0.251599 Generator_loss: 178.928
[INFO] 2020-09-16 21:24:36 > Step: 65900 Progress: 65.9% Elapsed: 7:07:28 temperature: no ada_p: No Discriminator_loss: 0.0608147 Generator_loss: 129.304
[INFO] 2020-09-16 21:25:11 > Step: 66000 Progress: 66.0% Elapsed: 7:08:03 temperature: no ada_p: No Discriminator_loss: -0.214864 Generator_loss: 156.168
[INFO] 2020-09-16 21:25:11 > Start Evaluation (66000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:26:40 > F_8 score (Step: 66000, Using test images): 0.9018432695566778
[INFO] 2020-09-16 21:26:40 > F_1/8 score (Step: 66000, Using test images): 0.9091637743317661
[INFO] 2020-09-16 21:26:40 > FID score (Step: 66000, Using test moments): 37.73641085590219
[INFO] 2020-09-16 21:26:40 > Inception score (Step: 66000, 10000 generated images): 6.81129264831543
[INFO] 2020-09-16 21:26:40 > Best FID score (Step: 64000, Using test moments): 28.29164797976108
[INFO] 2020-09-16 21:26:40 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:27:14 > Step: 66100 Progress: 66.1% Elapsed: 7:10:06 temperature: no ada_p: No Discriminator_loss: -0.541779 Generator_loss: 166.967
[INFO] 2020-09-16 21:27:49 > Step: 66200 Progress: 66.2% Elapsed: 7:10:41 temperature: no ada_p: No Discriminator_loss: -1.52434 Generator_loss: 178.772
[INFO] 2020-09-16 21:28:23 > Step: 66300 Progress: 66.3% Elapsed: 7:11:15 temperature: no ada_p: No Discriminator_loss: -1.05735 Generator_loss: 182.556
[INFO] 2020-09-16 21:28:58 > Step: 66400 Progress: 66.4% Elapsed: 7:11:50 temperature: no ada_p: No Discriminator_loss: 0.0484255 Generator_loss: 138.12
[INFO] 2020-09-16 21:29:32 > Step: 66500 Progress: 66.5% Elapsed: 7:12:24 temperature: no ada_p: No Discriminator_loss: -1.24838 Generator_loss: 145.55
[INFO] 2020-09-16 21:30:07 > Step: 66600 Progress: 66.6% Elapsed: 7:12:59 temperature: no ada_p: No Discriminator_loss: -1.24473 Generator_loss: 164.985
[INFO] 2020-09-16 21:30:41 > Step: 66700 Progress: 66.7% Elapsed: 7:13:33 temperature: no ada_p: No Discriminator_loss: -0.16057 Generator_loss: 170.432
[INFO] 2020-09-16 21:31:16 > Step: 66800 Progress: 66.8% Elapsed: 7:14:08 temperature: no ada_p: No Discriminator_loss: -2.20328 Generator_loss: 147.308
[INFO] 2020-09-16 21:31:50 > Step: 66900 Progress: 66.9% Elapsed: 7:14:42 temperature: no ada_p: No Discriminator_loss: -1.7869 Generator_loss: 144.684
[INFO] 2020-09-16 21:32:25 > Step: 67000 Progress: 67.0% Elapsed: 7:15:17 temperature: no ada_p: No Discriminator_loss: -1.11222 Generator_loss: 179.476
[INFO] 2020-09-16 21:32:59 > Step: 67100 Progress: 67.1% Elapsed: 7:15:51 temperature: no ada_p: No Discriminator_loss: -0.714415 Generator_loss: 131.692
[INFO] 2020-09-16 21:33:34 > Step: 67200 Progress: 67.2% Elapsed: 7:16:26 temperature: no ada_p: No Discriminator_loss: 1.39333 Generator_loss: 156.509
[INFO] 2020-09-16 21:34:08 > Step: 67300 Progress: 67.3% Elapsed: 7:17:00 temperature: no ada_p: No Discriminator_loss: -0.24888 Generator_loss: 126.617
[INFO] 2020-09-16 21:34:43 > Step: 67400 Progress: 67.4% Elapsed: 7:17:35 temperature: no ada_p: No Discriminator_loss: -1.06098 Generator_loss: 153.348
[INFO] 2020-09-16 21:35:18 > Step: 67500 Progress: 67.5% Elapsed: 7:18:10 temperature: no ada_p: No Discriminator_loss: -0.748874 Generator_loss: 153.309
[INFO] 2020-09-16 21:35:52 > Step: 67600 Progress: 67.6% Elapsed: 7:18:44 temperature: no ada_p: No Discriminator_loss: -0.639692 Generator_loss: 193.514
[INFO] 2020-09-16 21:36:27 > Step: 67700 Progress: 67.7% Elapsed: 7:19:18 temperature: no ada_p: No Discriminator_loss: -0.729936 Generator_loss: 67.8134
[INFO] 2020-09-16 21:37:01 > Step: 67800 Progress: 67.8% Elapsed: 7:19:53 temperature: no ada_p: No Discriminator_loss: -0.723925 Generator_loss: 112.965
[INFO] 2020-09-16 21:37:35 > Step: 67900 Progress: 67.9% Elapsed: 7:20:27 temperature: no ada_p: No Discriminator_loss: -2.30531 Generator_loss: 194.105
[INFO] 2020-09-16 21:38:10 > Step: 68000 Progress: 68.0% Elapsed: 7:21:02 temperature: no ada_p: No Discriminator_loss: -0.875178 Generator_loss: 154.975
[INFO] 2020-09-16 21:38:10 > Start Evaluation (68000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:39:41 > F_8 score (Step: 68000, Using test images): 0.907963286327514
[INFO] 2020-09-16 21:39:41 > F_1/8 score (Step: 68000, Using test images): 0.9519346755278311
[INFO] 2020-09-16 21:39:41 > FID score (Step: 68000, Using test moments): 29.12163683469555
[INFO] 2020-09-16 21:39:41 > Inception score (Step: 68000, 10000 generated images): 7.318820476531982
[INFO] 2020-09-16 21:39:41 > Best FID score (Step: 64000, Using test moments): 28.29164797976108
[INFO] 2020-09-16 21:39:41 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:40:15 > Step: 68100 Progress: 68.1% Elapsed: 7:23:07 temperature: no ada_p: No Discriminator_loss: -1.03871 Generator_loss: 220.284
[INFO] 2020-09-16 21:40:49 > Step: 68200 Progress: 68.2% Elapsed: 7:23:41 temperature: no ada_p: No Discriminator_loss: -1.87074 Generator_loss: 161.214
[INFO] 2020-09-16 21:41:24 > Step: 68300 Progress: 68.3% Elapsed: 7:24:16 temperature: no ada_p: No Discriminator_loss: -0.0995933 Generator_loss: 134.779
[INFO] 2020-09-16 21:41:58 > Step: 68400 Progress: 68.4% Elapsed: 7:24:50 temperature: no ada_p: No Discriminator_loss: -0.354384 Generator_loss: 149.592
[INFO] 2020-09-16 21:42:33 > Step: 68500 Progress: 68.5% Elapsed: 7:25:25 temperature: no ada_p: No Discriminator_loss: 0.212673 Generator_loss: 267.117
[INFO] 2020-09-16 21:43:07 > Step: 68600 Progress: 68.6% Elapsed: 7:25:59 temperature: no ada_p: No Discriminator_loss: 0.23979 Generator_loss: 206.878
[INFO] 2020-09-16 21:43:42 > Step: 68700 Progress: 68.7% Elapsed: 7:26:34 temperature: no ada_p: No Discriminator_loss: -0.573561 Generator_loss: 181.589
[INFO] 2020-09-16 21:44:16 > Step: 68800 Progress: 68.8% Elapsed: 7:27:08 temperature: no ada_p: No Discriminator_loss: -0.686162 Generator_loss: 176.498
[INFO] 2020-09-16 21:44:51 > Step: 68900 Progress: 68.9% Elapsed: 7:27:43 temperature: no ada_p: No Discriminator_loss: -0.68804 Generator_loss: 183.312
[INFO] 2020-09-16 21:45:25 > Step: 69000 Progress: 69.0% Elapsed: 7:28:17 temperature: no ada_p: No Discriminator_loss: -1.44994 Generator_loss: 189.668
[INFO] 2020-09-16 21:46:00 > Step: 69100 Progress: 69.1% Elapsed: 7:28:52 temperature: no ada_p: No Discriminator_loss: -0.96901 Generator_loss: 180.7
[INFO] 2020-09-16 21:46:35 > Step: 69200 Progress: 69.2% Elapsed: 7:29:27 temperature: no ada_p: No Discriminator_loss: -1.06725 Generator_loss: 175.484
[INFO] 2020-09-16 21:47:09 > Step: 69300 Progress: 69.3% Elapsed: 7:30:01 temperature: no ada_p: No Discriminator_loss: -0.510585 Generator_loss: 225.562
[INFO] 2020-09-16 21:47:44 > Step: 69400 Progress: 69.4% Elapsed: 7:30:36 temperature: no ada_p: No Discriminator_loss: -0.988689 Generator_loss: 173.817
[INFO] 2020-09-16 21:48:18 > Step: 69500 Progress: 69.5% Elapsed: 7:31:10 temperature: no ada_p: No Discriminator_loss: -0.331147 Generator_loss: 162.081
[INFO] 2020-09-16 21:48:53 > Step: 69600 Progress: 69.6% Elapsed: 7:31:45 temperature: no ada_p: No Discriminator_loss: -1.14759 Generator_loss: 184.538
[INFO] 2020-09-16 21:49:27 > Step: 69700 Progress: 69.7% Elapsed: 7:32:19 temperature: no ada_p: No Discriminator_loss: -1.73948 Generator_loss: 200.356
[INFO] 2020-09-16 21:50:01 > Step: 69800 Progress: 69.8% Elapsed: 7:32:53 temperature: no ada_p: No Discriminator_loss: -0.982341 Generator_loss: 151.377
[INFO] 2020-09-16 21:50:36 > Step: 69900 Progress: 69.9% Elapsed: 7:33:28 temperature: no ada_p: No Discriminator_loss: -1.22157 Generator_loss: 194.056
[INFO] 2020-09-16 21:51:11 > Step: 70000 Progress: 70.0% Elapsed: 7:34:03 temperature: no ada_p: No Discriminator_loss: -1.99377 Generator_loss: 178.785
[INFO] 2020-09-16 21:51:11 > Start Evaluation (70000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:52:43 > F_8 score (Step: 70000, Using test images): 0.9048261722596421
[INFO] 2020-09-16 21:52:43 > F_1/8 score (Step: 70000, Using test images): 0.9492270405901003
[INFO] 2020-09-16 21:52:43 > FID score (Step: 70000, Using test moments): 29.846282278550234
[INFO] 2020-09-16 21:52:43 > Inception score (Step: 70000, 10000 generated images): 7.4994730949401855
[INFO] 2020-09-16 21:52:43 > Best FID score (Step: 64000, Using test moments): 28.29164797976108
[INFO] 2020-09-16 21:52:43 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 21:53:17 > Step: 70100 Progress: 70.1% Elapsed: 7:36:09 temperature: no ada_p: No Discriminator_loss: 0.286223 Generator_loss: 171.235
[INFO] 2020-09-16 21:53:52 > Step: 70200 Progress: 70.2% Elapsed: 7:36:44 temperature: no ada_p: No Discriminator_loss: 0.415328 Generator_loss: 110.354
[INFO] 2020-09-16 21:54:26 > Step: 70300 Progress: 70.3% Elapsed: 7:37:18 temperature: no ada_p: No Discriminator_loss: 0.368042 Generator_loss: 139.873
[INFO] 2020-09-16 21:55:01 > Step: 70400 Progress: 70.4% Elapsed: 7:37:53 temperature: no ada_p: No Discriminator_loss: -0.159023 Generator_loss: 159.891
[INFO] 2020-09-16 21:55:35 > Step: 70500 Progress: 70.5% Elapsed: 7:38:27 temperature: no ada_p: No Discriminator_loss: -0.991243 Generator_loss: 164.644
[INFO] 2020-09-16 21:56:10 > Step: 70600 Progress: 70.6% Elapsed: 7:39:02 temperature: no ada_p: No Discriminator_loss: -0.155716 Generator_loss: 181.521
[INFO] 2020-09-16 21:56:44 > Step: 70700 Progress: 70.7% Elapsed: 7:39:36 temperature: no ada_p: No Discriminator_loss: -15.6994 Generator_loss: 217.065
[INFO] 2020-09-16 21:57:19 > Step: 70800 Progress: 70.8% Elapsed: 7:40:11 temperature: no ada_p: No Discriminator_loss: -0.0427166 Generator_loss: 143.752
[INFO] 2020-09-16 21:57:53 > Step: 70900 Progress: 70.9% Elapsed: 7:40:45 temperature: no ada_p: No Discriminator_loss: -0.587062 Generator_loss: 206.069
[INFO] 2020-09-16 21:58:28 > Step: 71000 Progress: 71.0% Elapsed: 7:41:20 temperature: no ada_p: No Discriminator_loss: -0.251102 Generator_loss: 184.878
[INFO] 2020-09-16 21:59:03 > Step: 71100 Progress: 71.1% Elapsed: 7:41:55 temperature: no ada_p: No Discriminator_loss: -0.464175 Generator_loss: 209.541
[INFO] 2020-09-16 21:59:37 > Step: 71200 Progress: 71.2% Elapsed: 7:42:29 temperature: no ada_p: No Discriminator_loss: -0.674975 Generator_loss: 185.069
[INFO] 2020-09-16 22:00:12 > Step: 71300 Progress: 71.3% Elapsed: 7:43:04 temperature: no ada_p: No Discriminator_loss: -0.878415 Generator_loss: 235.326
[INFO] 2020-09-16 22:00:46 > Step: 71400 Progress: 71.4% Elapsed: 7:43:38 temperature: no ada_p: No Discriminator_loss: -1.34818 Generator_loss: 163.036
[INFO] 2020-09-16 22:01:21 > Step: 71500 Progress: 71.5% Elapsed: 7:44:13 temperature: no ada_p: No Discriminator_loss: -1.84289 Generator_loss: 204.966
[INFO] 2020-09-16 22:01:55 > Step: 71600 Progress: 71.6% Elapsed: 7:44:47 temperature: no ada_p: No Discriminator_loss: -1.19038 Generator_loss: 156.6
[INFO] 2020-09-16 22:02:30 > Step: 71700 Progress: 71.7% Elapsed: 7:45:22 temperature: no ada_p: No Discriminator_loss: 0.136214 Generator_loss: 150.737
[INFO] 2020-09-16 22:03:04 > Step: 71800 Progress: 71.8% Elapsed: 7:45:56 temperature: no ada_p: No Discriminator_loss: -0.384929 Generator_loss: 186.233
[INFO] 2020-09-16 22:03:39 > Step: 71900 Progress: 71.9% Elapsed: 7:46:31 temperature: no ada_p: No Discriminator_loss: -0.20845 Generator_loss: 171.02
[INFO] 2020-09-16 22:04:13 > Step: 72000 Progress: 72.0% Elapsed: 7:47:05 temperature: no ada_p: No Discriminator_loss: -1.07798 Generator_loss: 163.197
[INFO] 2020-09-16 22:04:13 > Start Evaluation (72000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:05:44 > F_8 score (Step: 72000, Using test images): 0.9133194480659595
[INFO] 2020-09-16 22:05:44 > F_1/8 score (Step: 72000, Using test images): 0.9516856547570933
[INFO] 2020-09-16 22:05:44 > FID score (Step: 72000, Using test moments): 30.419143694064758
[INFO] 2020-09-16 22:05:44 > Inception score (Step: 72000, 10000 generated images): 7.268737316131592
[INFO] 2020-09-16 22:05:44 > Best FID score (Step: 64000, Using test moments): 28.29164797976108
[INFO] 2020-09-16 22:05:44 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:06:19 > Step: 72100 Progress: 72.1% Elapsed: 7:49:11 temperature: no ada_p: No Discriminator_loss: 1.25859 Generator_loss: 173.858
[INFO] 2020-09-16 22:06:53 > Step: 72200 Progress: 72.2% Elapsed: 7:49:45 temperature: no ada_p: No Discriminator_loss: -1.76904 Generator_loss: 198.673
[INFO] 2020-09-16 22:07:28 > Step: 72300 Progress: 72.3% Elapsed: 7:50:20 temperature: no ada_p: No Discriminator_loss: -0.0403048 Generator_loss: 243.288
[INFO] 2020-09-16 22:08:02 > Step: 72400 Progress: 72.4% Elapsed: 7:50:54 temperature: no ada_p: No Discriminator_loss: -0.0800557 Generator_loss: 175.894
[INFO] 2020-09-16 22:08:37 > Step: 72500 Progress: 72.5% Elapsed: 7:51:29 temperature: no ada_p: No Discriminator_loss: 0.287526 Generator_loss: 175.523
[INFO] 2020-09-16 22:09:12 > Step: 72600 Progress: 72.6% Elapsed: 7:52:04 temperature: no ada_p: No Discriminator_loss: -0.656761 Generator_loss: 193.073
[INFO] 2020-09-16 22:09:46 > Step: 72700 Progress: 72.7% Elapsed: 7:52:38 temperature: no ada_p: No Discriminator_loss: -4.09326 Generator_loss: 164.324
[INFO] 2020-09-16 22:10:21 > Step: 72800 Progress: 72.8% Elapsed: 7:53:13 temperature: no ada_p: No Discriminator_loss: -0.670598 Generator_loss: 191.59
[INFO] 2020-09-16 22:10:55 > Step: 72900 Progress: 72.9% Elapsed: 7:53:47 temperature: no ada_p: No Discriminator_loss: -0.513039 Generator_loss: 162.861
[INFO] 2020-09-16 22:11:30 > Step: 73000 Progress: 73.0% Elapsed: 7:54:22 temperature: no ada_p: No Discriminator_loss: 1.11463 Generator_loss: 203.429
[INFO] 2020-09-16 22:12:04 > Step: 73100 Progress: 73.1% Elapsed: 7:54:56 temperature: no ada_p: No Discriminator_loss: -0.162455 Generator_loss: 231.184
[INFO] 2020-09-16 22:12:39 > Step: 73200 Progress: 73.2% Elapsed: 7:55:31 temperature: no ada_p: No Discriminator_loss: -1.08175 Generator_loss: 231.115
[INFO] 2020-09-16 22:13:13 > Step: 73300 Progress: 73.3% Elapsed: 7:56:05 temperature: no ada_p: No Discriminator_loss: -0.413369 Generator_loss: 185.534
[INFO] 2020-09-16 22:13:47 > Step: 73400 Progress: 73.4% Elapsed: 7:56:39 temperature: no ada_p: No Discriminator_loss: -1.64077 Generator_loss: 161.718
[INFO] 2020-09-16 22:14:22 > Step: 73500 Progress: 73.5% Elapsed: 7:57:14 temperature: no ada_p: No Discriminator_loss: -0.276747 Generator_loss: 161.005
[INFO] 2020-09-16 22:14:57 > Step: 73600 Progress: 73.6% Elapsed: 7:57:49 temperature: no ada_p: No Discriminator_loss: -0.537017 Generator_loss: 175.376
[INFO] 2020-09-16 22:15:31 > Step: 73700 Progress: 73.7% Elapsed: 7:58:23 temperature: no ada_p: No Discriminator_loss: 0.0735876 Generator_loss: 105.179
[INFO] 2020-09-16 22:16:06 > Step: 73800 Progress: 73.8% Elapsed: 7:58:58 temperature: no ada_p: No Discriminator_loss: -0.71546 Generator_loss: 138.622
[INFO] 2020-09-16 22:16:40 > Step: 73900 Progress: 73.9% Elapsed: 7:59:32 temperature: no ada_p: No Discriminator_loss: 0.0225207 Generator_loss: 139.464
[INFO] 2020-09-16 22:17:14 > Step: 74000 Progress: 74.0% Elapsed: 8:00:06 temperature: no ada_p: No Discriminator_loss: -0.67332 Generator_loss: 146.01
[INFO] 2020-09-16 22:17:15 > Start Evaluation (74000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:18:45 > F_8 score (Step: 74000, Using test images): 0.9272987384576963
[INFO] 2020-09-16 22:18:45 > F_1/8 score (Step: 74000, Using test images): 0.9578825108009764
[INFO] 2020-09-16 22:18:45 > FID score (Step: 74000, Using test moments): 28.245203407998133
[INFO] 2020-09-16 22:18:45 > Inception score (Step: 74000, 10000 generated images): 7.447385311126709
[INFO] 2020-09-16 22:18:45 > Best FID score (Step: 74000, Using test moments): 28.245203407998133
[INFO] 2020-09-16 22:18:46 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:19:20 > Step: 74100 Progress: 74.1% Elapsed: 8:02:12 temperature: no ada_p: No Discriminator_loss: -0.116123 Generator_loss: 156.854
[INFO] 2020-09-16 22:19:55 > Step: 74200 Progress: 74.2% Elapsed: 8:02:47 temperature: no ada_p: No Discriminator_loss: -0.879171 Generator_loss: 178.31
[INFO] 2020-09-16 22:20:29 > Step: 74300 Progress: 74.3% Elapsed: 8:03:21 temperature: no ada_p: No Discriminator_loss: 0.334064 Generator_loss: 169.973
[INFO] 2020-09-16 22:21:04 > Step: 74400 Progress: 74.4% Elapsed: 8:03:56 temperature: no ada_p: No Discriminator_loss: -0.709317 Generator_loss: 144.452
[INFO] 2020-09-16 22:21:38 > Step: 74500 Progress: 74.5% Elapsed: 8:04:30 temperature: no ada_p: No Discriminator_loss: -0.568051 Generator_loss: 170.367
[INFO] 2020-09-16 22:22:13 > Step: 74600 Progress: 74.6% Elapsed: 8:05:05 temperature: no ada_p: No Discriminator_loss: -1.97721 Generator_loss: 177.633
[INFO] 2020-09-16 22:22:48 > Step: 74700 Progress: 74.7% Elapsed: 8:05:40 temperature: no ada_p: No Discriminator_loss: -0.790373 Generator_loss: 176.037
[INFO] 2020-09-16 22:23:22 > Step: 74800 Progress: 74.8% Elapsed: 8:06:14 temperature: no ada_p: No Discriminator_loss: -0.230374 Generator_loss: 334.96
[INFO] 2020-09-16 22:23:57 > Step: 74900 Progress: 74.9% Elapsed: 8:06:49 temperature: no ada_p: No Discriminator_loss: 0.180304 Generator_loss: 306.257
[INFO] 2020-09-16 22:24:31 > Step: 75000 Progress: 75.0% Elapsed: 8:07:23 temperature: no ada_p: No Discriminator_loss: -0.379863 Generator_loss: 258.997
[INFO] 2020-09-16 22:25:06 > Step: 75100 Progress: 75.1% Elapsed: 8:07:58 temperature: no ada_p: No Discriminator_loss: -0.393801 Generator_loss: 244.411
[INFO] 2020-09-16 22:25:40 > Step: 75200 Progress: 75.2% Elapsed: 8:08:32 temperature: no ada_p: No Discriminator_loss: -0.646299 Generator_loss: 213.069
[INFO] 2020-09-16 22:26:15 > Step: 75300 Progress: 75.3% Elapsed: 8:09:07 temperature: no ada_p: No Discriminator_loss: -0.150745 Generator_loss: 199.004
[INFO] 2020-09-16 22:26:49 > Step: 75400 Progress: 75.4% Elapsed: 8:09:41 temperature: no ada_p: No Discriminator_loss: -0.598277 Generator_loss: 186.078
[INFO] 2020-09-16 22:27:24 > Step: 75500 Progress: 75.5% Elapsed: 8:10:16 temperature: no ada_p: No Discriminator_loss: -1.06218 Generator_loss: 171.786
[INFO] 2020-09-16 22:27:58 > Step: 75600 Progress: 75.6% Elapsed: 8:10:50 temperature: no ada_p: No Discriminator_loss: -0.253517 Generator_loss: 195.03
[INFO] 2020-09-16 22:28:33 > Step: 75700 Progress: 75.7% Elapsed: 8:11:25 temperature: no ada_p: No Discriminator_loss: -0.450454 Generator_loss: 116.81
[INFO] 2020-09-16 22:29:07 > Step: 75800 Progress: 75.8% Elapsed: 8:11:59 temperature: no ada_p: No Discriminator_loss: -0.956016 Generator_loss: 166.361
[INFO] 2020-09-16 22:29:42 > Step: 75900 Progress: 75.9% Elapsed: 8:12:34 temperature: no ada_p: No Discriminator_loss: -1.07449 Generator_loss: 187.307
[INFO] 2020-09-16 22:30:16 > Step: 76000 Progress: 76.0% Elapsed: 8:13:08 temperature: no ada_p: No Discriminator_loss: -0.61955 Generator_loss: 189.63
[INFO] 2020-09-16 22:30:16 > Start Evaluation (76000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:31:46 > F_8 score (Step: 76000, Using test images): 0.9184851242582138
[INFO] 2020-09-16 22:31:46 > F_1/8 score (Step: 76000, Using test images): 0.9533708733060846
[INFO] 2020-09-16 22:31:46 > FID score (Step: 76000, Using test moments): 28.72268581547314
[INFO] 2020-09-16 22:31:46 > Inception score (Step: 76000, 10000 generated images): 7.424642562866211
[INFO] 2020-09-16 22:31:46 > Best FID score (Step: 74000, Using test moments): 28.245203407998133
[INFO] 2020-09-16 22:31:46 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:32:21 > Step: 76100 Progress: 76.1% Elapsed: 8:15:13 temperature: no ada_p: No Discriminator_loss: -0.571676 Generator_loss: 176.651
[INFO] 2020-09-16 22:32:55 > Step: 76200 Progress: 76.2% Elapsed: 8:15:47 temperature: no ada_p: No Discriminator_loss: 0.785897 Generator_loss: 190.589
[INFO] 2020-09-16 22:33:30 > Step: 76300 Progress: 76.3% Elapsed: 8:16:22 temperature: no ada_p: No Discriminator_loss: -0.340057 Generator_loss: 182.114
[INFO] 2020-09-16 22:34:04 > Step: 76400 Progress: 76.4% Elapsed: 8:16:56 temperature: no ada_p: No Discriminator_loss: -2.51212 Generator_loss: 216.508
[INFO] 2020-09-16 22:34:39 > Step: 76500 Progress: 76.5% Elapsed: 8:17:31 temperature: no ada_p: No Discriminator_loss: -0.215728 Generator_loss: 175.984
[INFO] 2020-09-16 22:35:13 > Step: 76600 Progress: 76.6% Elapsed: 8:18:05 temperature: no ada_p: No Discriminator_loss: -0.688357 Generator_loss: 192.776
[INFO] 2020-09-16 22:35:48 > Step: 76700 Progress: 76.7% Elapsed: 8:18:40 temperature: no ada_p: No Discriminator_loss: -0.639354 Generator_loss: 172.587
[INFO] 2020-09-16 22:36:22 > Step: 76800 Progress: 76.8% Elapsed: 8:19:14 temperature: no ada_p: No Discriminator_loss: -3.0257 Generator_loss: 179.501
[INFO] 2020-09-16 22:36:57 > Step: 76900 Progress: 76.9% Elapsed: 8:19:49 temperature: no ada_p: No Discriminator_loss: 0.139515 Generator_loss: 124.67
[INFO] 2020-09-16 22:37:31 > Step: 77000 Progress: 77.0% Elapsed: 8:20:23 temperature: no ada_p: No Discriminator_loss: 0.196498 Generator_loss: 153.104
[INFO] 2020-09-16 22:38:06 > Step: 77100 Progress: 77.1% Elapsed: 8:20:58 temperature: no ada_p: No Discriminator_loss: -0.598423 Generator_loss: 178.185
[INFO] 2020-09-16 22:38:41 > Step: 77200 Progress: 77.2% Elapsed: 8:21:33 temperature: no ada_p: No Discriminator_loss: -0.37438 Generator_loss: 206.254
[INFO] 2020-09-16 22:39:15 > Step: 77300 Progress: 77.3% Elapsed: 8:22:07 temperature: no ada_p: No Discriminator_loss: -0.679737 Generator_loss: 156.416
[INFO] 2020-09-16 22:39:50 > Step: 77400 Progress: 77.4% Elapsed: 8:22:42 temperature: no ada_p: No Discriminator_loss: -1.33632 Generator_loss: 184.34
[INFO] 2020-09-16 22:40:24 > Step: 77500 Progress: 77.5% Elapsed: 8:23:16 temperature: no ada_p: No Discriminator_loss: 0.239737 Generator_loss: 137.176
[INFO] 2020-09-16 22:40:59 > Step: 77600 Progress: 77.6% Elapsed: 8:23:51 temperature: no ada_p: No Discriminator_loss: -0.701189 Generator_loss: 180.347
[INFO] 2020-09-16 22:41:33 > Step: 77700 Progress: 77.7% Elapsed: 8:24:25 temperature: no ada_p: No Discriminator_loss: -0.570856 Generator_loss: 200.37
[INFO] 2020-09-16 22:42:08 > Step: 77800 Progress: 77.8% Elapsed: 8:25:00 temperature: no ada_p: No Discriminator_loss: -0.883892 Generator_loss: 173.552
[INFO] 2020-09-16 22:42:42 > Step: 77900 Progress: 77.9% Elapsed: 8:25:34 temperature: no ada_p: No Discriminator_loss: -0.349192 Generator_loss: 196.876
[INFO] 2020-09-16 22:43:17 > Step: 78000 Progress: 78.0% Elapsed: 8:26:09 temperature: no ada_p: No Discriminator_loss: -0.179081 Generator_loss: 121.534
[INFO] 2020-09-16 22:43:17 > Start Evaluation (78000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:44:47 > F_8 score (Step: 78000, Using test images): 0.9061829090511373
[INFO] 2020-09-16 22:44:47 > F_1/8 score (Step: 78000, Using test images): 0.9538968134341153
[INFO] 2020-09-16 22:44:47 > FID score (Step: 78000, Using test moments): 31.686638999829313
[INFO] 2020-09-16 22:44:47 > Inception score (Step: 78000, 10000 generated images): 7.41825008392334
[INFO] 2020-09-16 22:44:47 > Best FID score (Step: 74000, Using test moments): 28.245203407998133
[INFO] 2020-09-16 22:44:47 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:45:21 > Step: 78100 Progress: 78.1% Elapsed: 8:28:13 temperature: no ada_p: No Discriminator_loss: -0.297852 Generator_loss: 119.869
[INFO] 2020-09-16 22:45:56 > Step: 78200 Progress: 78.2% Elapsed: 8:28:48 temperature: no ada_p: No Discriminator_loss: -1.21267 Generator_loss: 138.292
[INFO] 2020-09-16 22:46:31 > Step: 78300 Progress: 78.3% Elapsed: 8:29:23 temperature: no ada_p: No Discriminator_loss: -0.988904 Generator_loss: 158.228
[INFO] 2020-09-16 22:47:05 > Step: 78400 Progress: 78.4% Elapsed: 8:29:57 temperature: no ada_p: No Discriminator_loss: -1.21198 Generator_loss: 167.967
[INFO] 2020-09-16 22:47:40 > Step: 78500 Progress: 78.5% Elapsed: 8:30:32 temperature: no ada_p: No Discriminator_loss: -0.441124 Generator_loss: 184.88
[INFO] 2020-09-16 22:48:15 > Step: 78600 Progress: 78.6% Elapsed: 8:31:06 temperature: no ada_p: No Discriminator_loss: -3.80839 Generator_loss: 155.581
[INFO] 2020-09-16 22:48:49 > Step: 78700 Progress: 78.7% Elapsed: 8:31:41 temperature: no ada_p: No Discriminator_loss: -2.07428 Generator_loss: 162.532
[INFO] 2020-09-16 22:49:23 > Step: 78800 Progress: 78.8% Elapsed: 8:32:15 temperature: no ada_p: No Discriminator_loss: -1.75449 Generator_loss: 172.484
[INFO] 2020-09-16 22:49:58 > Step: 78900 Progress: 78.9% Elapsed: 8:32:50 temperature: no ada_p: No Discriminator_loss: -0.123028 Generator_loss: 211.743
[INFO] 2020-09-16 22:50:32 > Step: 79000 Progress: 79.0% Elapsed: 8:33:24 temperature: no ada_p: No Discriminator_loss: -0.32875 Generator_loss: 227.33
[INFO] 2020-09-16 22:51:07 > Step: 79100 Progress: 79.1% Elapsed: 8:33:59 temperature: no ada_p: No Discriminator_loss: -0.880286 Generator_loss: 194.475
[INFO] 2020-09-16 22:51:42 > Step: 79200 Progress: 79.2% Elapsed: 8:34:34 temperature: no ada_p: No Discriminator_loss: -0.911591 Generator_loss: 193.595
[INFO] 2020-09-16 22:52:16 > Step: 79300 Progress: 79.3% Elapsed: 8:35:08 temperature: no ada_p: No Discriminator_loss: -0.378133 Generator_loss: 190.808
[INFO] 2020-09-16 22:52:51 > Step: 79400 Progress: 79.4% Elapsed: 8:35:43 temperature: no ada_p: No Discriminator_loss: -1.56647 Generator_loss: 186.721
[INFO] 2020-09-16 22:53:25 > Step: 79500 Progress: 79.5% Elapsed: 8:36:17 temperature: no ada_p: No Discriminator_loss: 0.0325519 Generator_loss: 233.159
[INFO] 2020-09-16 22:54:00 > Step: 79600 Progress: 79.6% Elapsed: 8:36:52 temperature: no ada_p: No Discriminator_loss: -1.46921 Generator_loss: 235.427
[INFO] 2020-09-16 22:54:34 > Step: 79700 Progress: 79.7% Elapsed: 8:37:26 temperature: no ada_p: No Discriminator_loss: 0.10666 Generator_loss: 173.527
[INFO] 2020-09-16 22:55:09 > Step: 79800 Progress: 79.8% Elapsed: 8:38:01 temperature: no ada_p: No Discriminator_loss: -0.326521 Generator_loss: 163.677
[INFO] 2020-09-16 22:55:43 > Step: 79900 Progress: 79.9% Elapsed: 8:38:35 temperature: no ada_p: No Discriminator_loss: -1.87068 Generator_loss: 122.378
[INFO] 2020-09-16 22:56:18 > Step: 80000 Progress: 80.0% Elapsed: 8:39:10 temperature: no ada_p: No Discriminator_loss: -0.00639224 Generator_loss: 218.809
[INFO] 2020-09-16 22:56:18 > Start Evaluation (80000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:57:47 > F_8 score (Step: 80000, Using test images): 0.9150652028164726
[INFO] 2020-09-16 22:57:47 > F_1/8 score (Step: 80000, Using test images): 0.9535544215000007
[INFO] 2020-09-16 22:57:47 > FID score (Step: 80000, Using test moments): 29.342102937844516
[INFO] 2020-09-16 22:57:47 > Inception score (Step: 80000, 10000 generated images): 7.060550212860107
[INFO] 2020-09-16 22:57:47 > Best FID score (Step: 74000, Using test moments): 28.245203407998133
[INFO] 2020-09-16 22:57:47 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 22:58:22 > Step: 80100 Progress: 80.1% Elapsed: 8:41:14 temperature: no ada_p: No Discriminator_loss: -0.827165 Generator_loss: 161.449
[INFO] 2020-09-16 22:58:56 > Step: 80200 Progress: 80.2% Elapsed: 8:41:48 temperature: no ada_p: No Discriminator_loss: -0.61836 Generator_loss: 195.29
[INFO] 2020-09-16 22:59:31 > Step: 80300 Progress: 80.3% Elapsed: 8:42:23 temperature: no ada_p: No Discriminator_loss: -0.709426 Generator_loss: 190.077
[INFO] 2020-09-16 23:00:05 > Step: 80400 Progress: 80.4% Elapsed: 8:42:57 temperature: no ada_p: No Discriminator_loss: -0.159162 Generator_loss: 181.359
[INFO] 2020-09-16 23:00:40 > Step: 80500 Progress: 80.5% Elapsed: 8:43:32 temperature: no ada_p: No Discriminator_loss: -0.890159 Generator_loss: 190.955
[INFO] 2020-09-16 23:01:15 > Step: 80600 Progress: 80.6% Elapsed: 8:44:07 temperature: no ada_p: No Discriminator_loss: 0.666707 Generator_loss: 162.645
[INFO] 2020-09-16 23:01:49 > Step: 80700 Progress: 80.7% Elapsed: 8:44:41 temperature: no ada_p: No Discriminator_loss: -1.72661 Generator_loss: 195.885
[INFO] 2020-09-16 23:02:23 > Step: 80800 Progress: 80.8% Elapsed: 8:45:15 temperature: no ada_p: No Discriminator_loss: -2.26094 Generator_loss: 221.8
[INFO] 2020-09-16 23:02:57 > Step: 80900 Progress: 80.9% Elapsed: 8:45:49 temperature: no ada_p: No Discriminator_loss: 0.224826 Generator_loss: 223.679
[INFO] 2020-09-16 23:03:32 > Step: 81000 Progress: 81.0% Elapsed: 8:46:24 temperature: no ada_p: No Discriminator_loss: -1.03618 Generator_loss: 90.0253
[INFO] 2020-09-16 23:04:07 > Step: 81100 Progress: 81.1% Elapsed: 8:46:59 temperature: no ada_p: No Discriminator_loss: -0.763397 Generator_loss: 92.2437
[INFO] 2020-09-16 23:04:41 > Step: 81200 Progress: 81.2% Elapsed: 8:47:33 temperature: no ada_p: No Discriminator_loss: -0.165547 Generator_loss: 148.887
[INFO] 2020-09-16 23:05:16 > Step: 81300 Progress: 81.3% Elapsed: 8:48:08 temperature: no ada_p: No Discriminator_loss: -0.332618 Generator_loss: 142.901
[INFO] 2020-09-16 23:05:51 > Step: 81400 Progress: 81.4% Elapsed: 8:48:43 temperature: no ada_p: No Discriminator_loss: -0.503082 Generator_loss: 165.868
[INFO] 2020-09-16 23:06:25 > Step: 81500 Progress: 81.5% Elapsed: 8:49:17 temperature: no ada_p: No Discriminator_loss: 0.207064 Generator_loss: 122.142
[INFO] 2020-09-16 23:07:00 > Step: 81600 Progress: 81.6% Elapsed: 8:49:52 temperature: no ada_p: No Discriminator_loss: -0.0440325 Generator_loss: 113.183
[INFO] 2020-09-16 23:07:35 > Step: 81700 Progress: 81.7% Elapsed: 8:50:27 temperature: no ada_p: No Discriminator_loss: -0.268188 Generator_loss: 148.998
[INFO] 2020-09-16 23:08:09 > Step: 81800 Progress: 81.8% Elapsed: 8:51:01 temperature: no ada_p: No Discriminator_loss: -0.210303 Generator_loss: 166.597
[INFO] 2020-09-16 23:08:44 > Step: 81900 Progress: 81.9% Elapsed: 8:51:36 temperature: no ada_p: No Discriminator_loss: -1.28665 Generator_loss: 195.54
[INFO] 2020-09-16 23:09:18 > Step: 82000 Progress: 82.0% Elapsed: 8:52:10 temperature: no ada_p: No Discriminator_loss: -1.28779 Generator_loss: 121.839
[INFO] 2020-09-16 23:09:18 > Start Evaluation (82000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:10:49 > F_8 score (Step: 82000, Using test images): 0.9102304193800084
[INFO] 2020-09-16 23:10:49 > F_1/8 score (Step: 82000, Using test images): 0.9575536371276201
[INFO] 2020-09-16 23:10:49 > FID score (Step: 82000, Using test moments): 29.808302823137524
[INFO] 2020-09-16 23:10:49 > Inception score (Step: 82000, 10000 generated images): 7.447000026702881
[INFO] 2020-09-16 23:10:49 > Best FID score (Step: 74000, Using test moments): 28.245203407998133
[INFO] 2020-09-16 23:10:49 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:11:24 > Step: 82100 Progress: 82.1% Elapsed: 8:54:16 temperature: no ada_p: No Discriminator_loss: 0.324307 Generator_loss: 147.857
[INFO] 2020-09-16 23:11:58 > Step: 82200 Progress: 82.2% Elapsed: 8:54:50 temperature: no ada_p: No Discriminator_loss: -0.939343 Generator_loss: 168.867
[INFO] 2020-09-16 23:12:33 > Step: 82300 Progress: 82.3% Elapsed: 8:55:25 temperature: no ada_p: No Discriminator_loss: 0.178288 Generator_loss: 190.554
[INFO] 2020-09-16 23:13:07 > Step: 82400 Progress: 82.4% Elapsed: 8:55:59 temperature: no ada_p: No Discriminator_loss: -0.72415 Generator_loss: 171.198
[INFO] 2020-09-16 23:13:42 > Step: 82500 Progress: 82.5% Elapsed: 8:56:34 temperature: no ada_p: No Discriminator_loss: -1.02047 Generator_loss: 188.394
[INFO] 2020-09-16 23:14:16 > Step: 82600 Progress: 82.6% Elapsed: 8:57:08 temperature: no ada_p: No Discriminator_loss: -1.21745 Generator_loss: 194.016
[INFO] 2020-09-16 23:14:51 > Step: 82700 Progress: 82.7% Elapsed: 8:57:43 temperature: no ada_p: No Discriminator_loss: -1.54584 Generator_loss: 158.534
[INFO] 2020-09-16 23:15:26 > Step: 82800 Progress: 82.8% Elapsed: 8:58:18 temperature: no ada_p: No Discriminator_loss: -0.411921 Generator_loss: 202.179
[INFO] 2020-09-16 23:16:00 > Step: 82900 Progress: 82.9% Elapsed: 8:58:52 temperature: no ada_p: No Discriminator_loss: -0.635843 Generator_loss: 166.808
[INFO] 2020-09-16 23:16:34 > Step: 83000 Progress: 83.0% Elapsed: 8:59:26 temperature: no ada_p: No Discriminator_loss: -1.12548 Generator_loss: 214.403
[INFO] 2020-09-16 23:17:09 > Step: 83100 Progress: 83.1% Elapsed: 9:00:01 temperature: no ada_p: No Discriminator_loss: 0.573421 Generator_loss: 184.767
[INFO] 2020-09-16 23:17:43 > Step: 83200 Progress: 83.2% Elapsed: 9:00:35 temperature: no ada_p: No Discriminator_loss: -0.61552 Generator_loss: 179.8
[INFO] 2020-09-16 23:18:18 > Step: 83300 Progress: 83.3% Elapsed: 9:01:10 temperature: no ada_p: No Discriminator_loss: -0.44944 Generator_loss: 178.172
[INFO] 2020-09-16 23:18:52 > Step: 83400 Progress: 83.4% Elapsed: 9:01:44 temperature: no ada_p: No Discriminator_loss: -2.91613 Generator_loss: 149.297
[INFO] 2020-09-16 23:19:27 > Step: 83500 Progress: 83.5% Elapsed: 9:02:19 temperature: no ada_p: No Discriminator_loss: -0.0274925 Generator_loss: 196.64
[INFO] 2020-09-16 23:20:02 > Step: 83600 Progress: 83.6% Elapsed: 9:02:54 temperature: no ada_p: No Discriminator_loss: -3.80369 Generator_loss: 207.358
[INFO] 2020-09-16 23:20:36 > Step: 83700 Progress: 83.7% Elapsed: 9:03:28 temperature: no ada_p: No Discriminator_loss: -1.6979 Generator_loss: 213.945
[INFO] 2020-09-16 23:21:11 > Step: 83800 Progress: 83.8% Elapsed: 9:04:03 temperature: no ada_p: No Discriminator_loss: -0.765668 Generator_loss: 261.675
[INFO] 2020-09-16 23:21:45 > Step: 83900 Progress: 83.9% Elapsed: 9:04:37 temperature: no ada_p: No Discriminator_loss: -1.29213 Generator_loss: 186.301
[INFO] 2020-09-16 23:22:19 > Step: 84000 Progress: 84.0% Elapsed: 9:05:11 temperature: no ada_p: No Discriminator_loss: -0.86777 Generator_loss: 198.184
[INFO] 2020-09-16 23:22:19 > Start Evaluation (84000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:23:50 > F_8 score (Step: 84000, Using test images): 0.9186461557981618
[INFO] 2020-09-16 23:23:50 > F_1/8 score (Step: 84000, Using test images): 0.9591304583297953
[INFO] 2020-09-16 23:23:50 > FID score (Step: 84000, Using test moments): 28.091631843839764
[INFO] 2020-09-16 23:23:50 > Inception score (Step: 84000, 10000 generated images): 7.282660961151123
[INFO] 2020-09-16 23:23:50 > Best FID score (Step: 84000, Using test moments): 28.091631843839764
[INFO] 2020-09-16 23:23:50 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:24:24 > Step: 84100 Progress: 84.1% Elapsed: 9:07:16 temperature: no ada_p: No Discriminator_loss: 0.0637941 Generator_loss: 182.189
[INFO] 2020-09-16 23:24:59 > Step: 84200 Progress: 84.2% Elapsed: 9:07:51 temperature: no ada_p: No Discriminator_loss: -1.00234 Generator_loss: 247.174
[INFO] 2020-09-16 23:25:33 > Step: 84300 Progress: 84.3% Elapsed: 9:08:25 temperature: no ada_p: No Discriminator_loss: -1.38963 Generator_loss: 125.241
[INFO] 2020-09-16 23:26:08 > Step: 84400 Progress: 84.4% Elapsed: 9:09:00 temperature: no ada_p: No Discriminator_loss: -2.82566 Generator_loss: 172.503
[INFO] 2020-09-16 23:26:42 > Step: 84500 Progress: 84.5% Elapsed: 9:09:34 temperature: no ada_p: No Discriminator_loss: -0.395319 Generator_loss: 149.384
[INFO] 2020-09-16 23:27:17 > Step: 84600 Progress: 84.6% Elapsed: 9:10:09 temperature: no ada_p: No Discriminator_loss: -0.0648044 Generator_loss: 156.92
[INFO] 2020-09-16 23:27:51 > Step: 84700 Progress: 84.7% Elapsed: 9:10:43 temperature: no ada_p: No Discriminator_loss: -1.65722 Generator_loss: 169.85
[INFO] 2020-09-16 23:28:26 > Step: 84800 Progress: 84.8% Elapsed: 9:11:17 temperature: no ada_p: No Discriminator_loss: 0.267993 Generator_loss: 183.764
[INFO] 2020-09-16 23:29:00 > Step: 84900 Progress: 84.9% Elapsed: 9:11:52 temperature: no ada_p: No Discriminator_loss: -0.887615 Generator_loss: 188.775
[INFO] 2020-09-16 23:29:35 > Step: 85000 Progress: 85.0% Elapsed: 9:12:27 temperature: no ada_p: No Discriminator_loss: -0.66552 Generator_loss: 207.506
[INFO] 2020-09-16 23:30:09 > Step: 85100 Progress: 85.1% Elapsed: 9:13:01 temperature: no ada_p: No Discriminator_loss: -2.4611 Generator_loss: 212.903
[INFO] 2020-09-16 23:30:44 > Step: 85200 Progress: 85.2% Elapsed: 9:13:36 temperature: no ada_p: No Discriminator_loss: 2.06198 Generator_loss: 165.849
[INFO] 2020-09-16 23:31:19 > Step: 85300 Progress: 85.3% Elapsed: 9:14:11 temperature: no ada_p: No Discriminator_loss: -0.613579 Generator_loss: 185.224
[INFO] 2020-09-16 23:31:53 > Step: 85400 Progress: 85.4% Elapsed: 9:14:45 temperature: no ada_p: No Discriminator_loss: -0.662251 Generator_loss: 196.035
[INFO] 2020-09-16 23:32:28 > Step: 85500 Progress: 85.5% Elapsed: 9:15:20 temperature: no ada_p: No Discriminator_loss: -0.128671 Generator_loss: 139.34
[INFO] 2020-09-16 23:33:02 > Step: 85600 Progress: 85.6% Elapsed: 9:15:54 temperature: no ada_p: No Discriminator_loss: -0.438656 Generator_loss: 247.279
[INFO] 2020-09-16 23:33:36 > Step: 85700 Progress: 85.7% Elapsed: 9:16:28 temperature: no ada_p: No Discriminator_loss: -1.53978 Generator_loss: 207.824
[INFO] 2020-09-16 23:34:11 > Step: 85800 Progress: 85.8% Elapsed: 9:17:03 temperature: no ada_p: No Discriminator_loss: -0.455503 Generator_loss: 212.233
[INFO] 2020-09-16 23:34:45 > Step: 85900 Progress: 85.9% Elapsed: 9:17:37 temperature: no ada_p: No Discriminator_loss: -0.423419 Generator_loss: 92.7792
[INFO] 2020-09-16 23:35:20 > Step: 86000 Progress: 86.0% Elapsed: 9:18:12 temperature: no ada_p: No Discriminator_loss: -0.642232 Generator_loss: 188.979
[INFO] 2020-09-16 23:35:20 > Start Evaluation (86000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:36:51 > F_8 score (Step: 86000, Using test images): 0.9157597237931115
[INFO] 2020-09-16 23:36:51 > F_1/8 score (Step: 86000, Using test images): 0.9451522108709054
[INFO] 2020-09-16 23:36:51 > FID score (Step: 86000, Using test moments): 29.47880522046836
[INFO] 2020-09-16 23:36:51 > Inception score (Step: 86000, 10000 generated images): 7.271422386169434
[INFO] 2020-09-16 23:36:51 > Best FID score (Step: 84000, Using test moments): 28.091631843839764
[INFO] 2020-09-16 23:36:52 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:37:26 > Step: 86100 Progress: 86.1% Elapsed: 9:20:18 temperature: no ada_p: No Discriminator_loss: -0.648588 Generator_loss: 162.449
[INFO] 2020-09-16 23:38:00 > Step: 86200 Progress: 86.2% Elapsed: 9:20:52 temperature: no ada_p: No Discriminator_loss: 0.598587 Generator_loss: 196.054
[INFO] 2020-09-16 23:38:35 > Step: 86300 Progress: 86.3% Elapsed: 9:21:27 temperature: no ada_p: No Discriminator_loss: -0.583441 Generator_loss: 179.376
[INFO] 2020-09-16 23:39:10 > Step: 86400 Progress: 86.4% Elapsed: 9:22:02 temperature: no ada_p: No Discriminator_loss: -0.0406363 Generator_loss: 205.794
[INFO] 2020-09-16 23:39:44 > Step: 86500 Progress: 86.5% Elapsed: 9:22:36 temperature: no ada_p: No Discriminator_loss: -0.547894 Generator_loss: 230.482
[INFO] 2020-09-16 23:40:19 > Step: 86600 Progress: 86.6% Elapsed: 9:23:11 temperature: no ada_p: No Discriminator_loss: -0.180228 Generator_loss: 106.289
[INFO] 2020-09-16 23:40:53 > Step: 86700 Progress: 86.7% Elapsed: 9:23:45 temperature: no ada_p: No Discriminator_loss: 0.0691493 Generator_loss: 154.644
[INFO] 2020-09-16 23:41:28 > Step: 86800 Progress: 86.8% Elapsed: 9:24:20 temperature: no ada_p: No Discriminator_loss: 0.0375699 Generator_loss: 167.581
[INFO] 2020-09-16 23:42:02 > Step: 86900 Progress: 86.9% Elapsed: 9:24:54 temperature: no ada_p: No Discriminator_loss: -0.984423 Generator_loss: 157.43
[INFO] 2020-09-16 23:42:37 > Step: 87000 Progress: 87.0% Elapsed: 9:25:29 temperature: no ada_p: No Discriminator_loss: -5.12677 Generator_loss: 200.363
[INFO] 2020-09-16 23:43:11 > Step: 87100 Progress: 87.1% Elapsed: 9:26:03 temperature: no ada_p: No Discriminator_loss: -0.5058 Generator_loss: 166.45
[INFO] 2020-09-16 23:43:46 > Step: 87200 Progress: 87.2% Elapsed: 9:26:38 temperature: no ada_p: No Discriminator_loss: -0.700765 Generator_loss: 180.698
[INFO] 2020-09-16 23:44:20 > Step: 87300 Progress: 87.3% Elapsed: 9:27:12 temperature: no ada_p: No Discriminator_loss: -0.784675 Generator_loss: 175.951
[INFO] 2020-09-16 23:44:55 > Step: 87400 Progress: 87.4% Elapsed: 9:27:47 temperature: no ada_p: No Discriminator_loss: -0.869326 Generator_loss: 190.607
[INFO] 2020-09-16 23:45:29 > Step: 87500 Progress: 87.5% Elapsed: 9:28:21 temperature: no ada_p: No Discriminator_loss: -0.716006 Generator_loss: 179.394
[INFO] 2020-09-16 23:46:04 > Step: 87600 Progress: 87.6% Elapsed: 9:28:56 temperature: no ada_p: No Discriminator_loss: -1.31838 Generator_loss: 167.561
[INFO] 2020-09-16 23:46:38 > Step: 87700 Progress: 87.7% Elapsed: 9:29:30 temperature: no ada_p: No Discriminator_loss: -1.31418 Generator_loss: 183.163
[INFO] 2020-09-16 23:47:13 > Step: 87800 Progress: 87.8% Elapsed: 9:30:05 temperature: no ada_p: No Discriminator_loss: -1.57 Generator_loss: 183.157
[INFO] 2020-09-16 23:47:47 > Step: 87900 Progress: 87.9% Elapsed: 9:30:39 temperature: no ada_p: No Discriminator_loss: -0.587183 Generator_loss: 169.125
[INFO] 2020-09-16 23:48:22 > Step: 88000 Progress: 88.0% Elapsed: 9:31:14 temperature: no ada_p: No Discriminator_loss: -1.37397 Generator_loss: 209.003
[INFO] 2020-09-16 23:48:22 > Start Evaluation (88000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:49:53 > F_8 score (Step: 88000, Using test images): 0.9201190686596584
[INFO] 2020-09-16 23:49:53 > F_1/8 score (Step: 88000, Using test images): 0.9519267178893881
[INFO] 2020-09-16 23:49:53 > FID score (Step: 88000, Using test moments): 28.556260474089868
[INFO] 2020-09-16 23:49:53 > Inception score (Step: 88000, 10000 generated images): 7.346210956573486
[INFO] 2020-09-16 23:49:53 > Best FID score (Step: 84000, Using test moments): 28.091631843839764
[INFO] 2020-09-16 23:49:53 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-16 23:50:27 > Step: 88100 Progress: 88.1% Elapsed: 9:33:19 temperature: no ada_p: No Discriminator_loss: -0.625359 Generator_loss: 170.546
[INFO] 2020-09-16 23:51:02 > Step: 88200 Progress: 88.2% Elapsed: 9:33:54 temperature: no ada_p: No Discriminator_loss: -1.35767 Generator_loss: 150.49
[INFO] 2020-09-16 23:51:36 > Step: 88300 Progress: 88.3% Elapsed: 9:34:28 temperature: no ada_p: No Discriminator_loss: -0.419967 Generator_loss: 220.684
[INFO] 2020-09-16 23:52:11 > Step: 88400 Progress: 88.4% Elapsed: 9:35:03 temperature: no ada_p: No Discriminator_loss: -1.05274 Generator_loss: 156.425
[INFO] 2020-09-16 23:52:45 > Step: 88500 Progress: 88.5% Elapsed: 9:35:37 temperature: no ada_p: No Discriminator_loss: -1.51398 Generator_loss: 167.514
[INFO] 2020-09-16 23:53:20 > Step: 88600 Progress: 88.6% Elapsed: 9:36:12 temperature: no ada_p: No Discriminator_loss: -0.371878 Generator_loss: 198.741
[INFO] 2020-09-16 23:53:54 > Step: 88700 Progress: 88.7% Elapsed: 9:36:46 temperature: no ada_p: No Discriminator_loss: -0.731956 Generator_loss: 208.602
[INFO] 2020-09-16 23:54:29 > Step: 88800 Progress: 88.8% Elapsed: 9:37:21 temperature: no ada_p: No Discriminator_loss: -0.23087 Generator_loss: 130.505
[INFO] 2020-09-16 23:55:04 > Step: 88900 Progress: 88.9% Elapsed: 9:37:56 temperature: no ada_p: No Discriminator_loss: -0.256501 Generator_loss: 251.028
[INFO] 2020-09-16 23:55:38 > Step: 89000 Progress: 89.0% Elapsed: 9:38:30 temperature: no ada_p: No Discriminator_loss: -0.946783 Generator_loss: 218.727
[INFO] 2020-09-16 23:56:13 > Step: 89100 Progress: 89.1% Elapsed: 9:39:05 temperature: no ada_p: No Discriminator_loss: 0.248622 Generator_loss: 80.8079
[INFO] 2020-09-16 23:56:47 > Step: 89200 Progress: 89.2% Elapsed: 9:39:39 temperature: no ada_p: No Discriminator_loss: -0.0409369 Generator_loss: 164.711
[INFO] 2020-09-16 23:57:22 > Step: 89300 Progress: 89.3% Elapsed: 9:40:14 temperature: no ada_p: No Discriminator_loss: -1.08168 Generator_loss: 168.905
[INFO] 2020-09-16 23:57:56 > Step: 89400 Progress: 89.4% Elapsed: 9:40:48 temperature: no ada_p: No Discriminator_loss: -1.51017 Generator_loss: 220.314
[INFO] 2020-09-16 23:58:30 > Step: 89500 Progress: 89.5% Elapsed: 9:41:22 temperature: no ada_p: No Discriminator_loss: -0.462493 Generator_loss: 184.632
[INFO] 2020-09-16 23:59:05 > Step: 89600 Progress: 89.6% Elapsed: 9:41:57 temperature: no ada_p: No Discriminator_loss: -0.543292 Generator_loss: 244.562
[INFO] 2020-09-16 23:59:40 > Step: 89700 Progress: 89.7% Elapsed: 9:42:32 temperature: no ada_p: No Discriminator_loss: -0.399119 Generator_loss: 214.259
[INFO] 2020-09-17 00:00:14 > Step: 89800 Progress: 89.8% Elapsed: 9:43:06 temperature: no ada_p: No Discriminator_loss: -0.595696 Generator_loss: 148.056
[INFO] 2020-09-17 00:00:49 > Step: 89900 Progress: 89.9% Elapsed: 9:43:41 temperature: no ada_p: No Discriminator_loss: -1.12344 Generator_loss: 197.668
[INFO] 2020-09-17 00:01:23 > Step: 90000 Progress: 90.0% Elapsed: 9:44:15 temperature: no ada_p: No Discriminator_loss: 0.774071 Generator_loss: 196.475
[INFO] 2020-09-17 00:01:23 > Start Evaluation (90000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:02:52 > F_8 score (Step: 90000, Using test images): 0.9288576543323023
[INFO] 2020-09-17 00:02:52 > F_1/8 score (Step: 90000, Using test images): 0.9617234181309229
[INFO] 2020-09-17 00:02:52 > FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 00:02:52 > Inception score (Step: 90000, 10000 generated images): 7.458404064178467
[INFO] 2020-09-17 00:02:52 > Best FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 00:02:53 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:03:27 > Step: 90100 Progress: 90.1% Elapsed: 9:46:19 temperature: no ada_p: No Discriminator_loss: -0.851342 Generator_loss: 203.862
[INFO] 2020-09-17 00:04:01 > Step: 90200 Progress: 90.2% Elapsed: 9:46:53 temperature: no ada_p: No Discriminator_loss: -0.34561 Generator_loss: -51.3444
[INFO] 2020-09-17 00:04:36 > Step: 90300 Progress: 90.3% Elapsed: 9:47:28 temperature: no ada_p: No Discriminator_loss: -0.713479 Generator_loss: 38.1956
[INFO] 2020-09-17 00:05:10 > Step: 90400 Progress: 90.4% Elapsed: 9:48:02 temperature: no ada_p: No Discriminator_loss: -0.134954 Generator_loss: 172.896
[INFO] 2020-09-17 00:05:45 > Step: 90500 Progress: 90.5% Elapsed: 9:48:37 temperature: no ada_p: No Discriminator_loss: -1.02256 Generator_loss: 156.348
[INFO] 2020-09-17 00:06:20 > Step: 90600 Progress: 90.6% Elapsed: 9:49:12 temperature: no ada_p: No Discriminator_loss: -1.25489 Generator_loss: 226.937
[INFO] 2020-09-17 00:06:54 > Step: 90700 Progress: 90.7% Elapsed: 9:49:46 temperature: no ada_p: No Discriminator_loss: 1.81179 Generator_loss: 139.907
[INFO] 2020-09-17 00:07:29 > Step: 90800 Progress: 90.8% Elapsed: 9:50:21 temperature: no ada_p: No Discriminator_loss: -0.260804 Generator_loss: 76.3213
[INFO] 2020-09-17 00:08:03 > Step: 90900 Progress: 90.9% Elapsed: 9:50:55 temperature: no ada_p: No Discriminator_loss: 0.0532094 Generator_loss: 97.5327
[INFO] 2020-09-17 00:08:38 > Step: 91000 Progress: 91.0% Elapsed: 9:51:29 temperature: no ada_p: No Discriminator_loss: -0.220579 Generator_loss: 89.0322
[INFO] 2020-09-17 00:09:12 > Step: 91100 Progress: 91.1% Elapsed: 9:52:04 temperature: no ada_p: No Discriminator_loss: -0.646458 Generator_loss: 131.852
[INFO] 2020-09-17 00:09:46 > Step: 91200 Progress: 91.2% Elapsed: 9:52:38 temperature: no ada_p: No Discriminator_loss: -0.293152 Generator_loss: 141.912
[INFO] 2020-09-17 00:10:21 > Step: 91300 Progress: 91.3% Elapsed: 9:53:13 temperature: no ada_p: No Discriminator_loss: -0.255422 Generator_loss: 141.611
[INFO] 2020-09-17 00:10:56 > Step: 91400 Progress: 91.4% Elapsed: 9:53:48 temperature: no ada_p: No Discriminator_loss: 0.846749 Generator_loss: 177.275
[INFO] 2020-09-17 00:11:30 > Step: 91500 Progress: 91.5% Elapsed: 9:54:22 temperature: no ada_p: No Discriminator_loss: -0.937349 Generator_loss: 145.001
[INFO] 2020-09-17 00:12:05 > Step: 91600 Progress: 91.6% Elapsed: 9:54:57 temperature: no ada_p: No Discriminator_loss: -0.154468 Generator_loss: 189.227
[INFO] 2020-09-17 00:12:39 > Step: 91700 Progress: 91.7% Elapsed: 9:55:31 temperature: no ada_p: No Discriminator_loss: -0.144833 Generator_loss: 214.951
[INFO] 2020-09-17 00:13:14 > Step: 91800 Progress: 91.8% Elapsed: 9:56:06 temperature: no ada_p: No Discriminator_loss: -0.943619 Generator_loss: 213.412
[INFO] 2020-09-17 00:13:48 > Step: 91900 Progress: 91.9% Elapsed: 9:56:40 temperature: no ada_p: No Discriminator_loss: -0.477836 Generator_loss: 208.019
[INFO] 2020-09-17 00:14:22 > Step: 92000 Progress: 92.0% Elapsed: 9:57:14 temperature: no ada_p: No Discriminator_loss: -0.640191 Generator_loss: 198.079
[INFO] 2020-09-17 00:14:22 > Start Evaluation (92000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:15:54 > F_8 score (Step: 92000, Using test images): 0.9267571126113661
[INFO] 2020-09-17 00:15:54 > F_1/8 score (Step: 92000, Using test images): 0.9622153034009381
[INFO] 2020-09-17 00:15:54 > FID score (Step: 92000, Using test moments): 26.807917646614328
[INFO] 2020-09-17 00:15:54 > Inception score (Step: 92000, 10000 generated images): 7.388521194458008
[INFO] 2020-09-17 00:15:54 > Best FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 00:15:54 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:16:29 > Step: 92100 Progress: 92.1% Elapsed: 9:59:21 temperature: no ada_p: No Discriminator_loss: -0.303914 Generator_loss: 173.315
[INFO] 2020-09-17 00:17:04 > Step: 92200 Progress: 92.2% Elapsed: 9:59:56 temperature: no ada_p: No Discriminator_loss: -1.19245 Generator_loss: 208.096
[INFO] 2020-09-17 00:17:38 > Step: 92300 Progress: 92.3% Elapsed: 10:00:30 temperature: no ada_p: No Discriminator_loss: 7.30969 Generator_loss: 261.851
[INFO] 2020-09-17 00:18:13 > Step: 92400 Progress: 92.4% Elapsed: 10:01:05 temperature: no ada_p: No Discriminator_loss: -0.948187 Generator_loss: 198.278
[INFO] 2020-09-17 00:18:47 > Step: 92500 Progress: 92.5% Elapsed: 10:01:39 temperature: no ada_p: No Discriminator_loss: -1.75602 Generator_loss: 230.123
[INFO] 2020-09-17 00:19:22 > Step: 92600 Progress: 92.6% Elapsed: 10:02:14 temperature: no ada_p: No Discriminator_loss: -0.0620322 Generator_loss: 177.602
[INFO] 2020-09-17 00:19:56 > Step: 92700 Progress: 92.7% Elapsed: 10:02:48 temperature: no ada_p: No Discriminator_loss: 1.41793 Generator_loss: 215.591
[INFO] 2020-09-17 00:20:31 > Step: 92800 Progress: 92.8% Elapsed: 10:03:23 temperature: no ada_p: No Discriminator_loss: 0.310468 Generator_loss: 227.072
[INFO] 2020-09-17 00:21:05 > Step: 92900 Progress: 92.9% Elapsed: 10:03:57 temperature: no ada_p: No Discriminator_loss: -0.261597 Generator_loss: 196.793
[INFO] 2020-09-17 00:21:40 > Step: 93000 Progress: 93.0% Elapsed: 10:04:32 temperature: no ada_p: No Discriminator_loss: -1.22554 Generator_loss: 232.949
[INFO] 2020-09-17 00:22:15 > Step: 93100 Progress: 93.1% Elapsed: 10:05:07 temperature: no ada_p: No Discriminator_loss: -1.30855 Generator_loss: 200.906
[INFO] 2020-09-17 00:22:49 > Step: 93200 Progress: 93.2% Elapsed: 10:05:41 temperature: no ada_p: No Discriminator_loss: -0.525779 Generator_loss: 208.133
[INFO] 2020-09-17 00:23:24 > Step: 93300 Progress: 93.3% Elapsed: 10:06:16 temperature: no ada_p: No Discriminator_loss: -0.583017 Generator_loss: 175.464
[INFO] 2020-09-17 00:23:58 > Step: 93400 Progress: 93.4% Elapsed: 10:06:50 temperature: no ada_p: No Discriminator_loss: -0.886393 Generator_loss: 240.179
[INFO] 2020-09-17 00:24:33 > Step: 93500 Progress: 93.5% Elapsed: 10:07:25 temperature: no ada_p: No Discriminator_loss: -0.522256 Generator_loss: 212.444
[INFO] 2020-09-17 00:25:08 > Step: 93600 Progress: 93.6% Elapsed: 10:08:00 temperature: no ada_p: No Discriminator_loss: -0.728346 Generator_loss: 178.466
[INFO] 2020-09-17 00:25:42 > Step: 93700 Progress: 93.7% Elapsed: 10:08:34 temperature: no ada_p: No Discriminator_loss: -0.237282 Generator_loss: 165.49
[INFO] 2020-09-17 00:26:17 > Step: 93800 Progress: 93.8% Elapsed: 10:09:09 temperature: no ada_p: No Discriminator_loss: 1.81037 Generator_loss: 182.901
[INFO] 2020-09-17 00:26:51 > Step: 93900 Progress: 93.9% Elapsed: 10:09:43 temperature: no ada_p: No Discriminator_loss: -0.526012 Generator_loss: 131.975
[INFO] 2020-09-17 00:27:26 > Step: 94000 Progress: 94.0% Elapsed: 10:10:18 temperature: no ada_p: No Discriminator_loss: -0.460594 Generator_loss: 203.258
[INFO] 2020-09-17 00:27:26 > Start Evaluation (94000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:28:56 > F_8 score (Step: 94000, Using test images): 0.9298897065058299
[INFO] 2020-09-17 00:28:56 > F_1/8 score (Step: 94000, Using test images): 0.9568844424481748
[INFO] 2020-09-17 00:28:56 > FID score (Step: 94000, Using test moments): 27.388648134636583
[INFO] 2020-09-17 00:28:56 > Inception score (Step: 94000, 10000 generated images): 7.5849528312683105
[INFO] 2020-09-17 00:28:56 > Best FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 00:28:56 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:29:31 > Step: 94100 Progress: 94.1% Elapsed: 10:12:23 temperature: no ada_p: No Discriminator_loss: -0.438445 Generator_loss: 182.913
[INFO] 2020-09-17 00:30:05 > Step: 94200 Progress: 94.2% Elapsed: 10:12:57 temperature: no ada_p: No Discriminator_loss: -1.96404 Generator_loss: 180.273
[INFO] 2020-09-17 00:30:40 > Step: 94300 Progress: 94.3% Elapsed: 10:13:32 temperature: no ada_p: No Discriminator_loss: -0.618809 Generator_loss: 180.026
[INFO] 2020-09-17 00:31:14 > Step: 94400 Progress: 94.4% Elapsed: 10:14:06 temperature: no ada_p: No Discriminator_loss: -0.508517 Generator_loss: 183.731
[INFO] 2020-09-17 00:31:49 > Step: 94500 Progress: 94.5% Elapsed: 10:14:41 temperature: no ada_p: No Discriminator_loss: -0.614767 Generator_loss: 195.894
[INFO] 2020-09-17 00:32:23 > Step: 94600 Progress: 94.6% Elapsed: 10:15:15 temperature: no ada_p: No Discriminator_loss: -0.207288 Generator_loss: 194.945
[INFO] 2020-09-17 00:32:58 > Step: 94700 Progress: 94.7% Elapsed: 10:15:50 temperature: no ada_p: No Discriminator_loss: -0.212303 Generator_loss: 128.104
[INFO] 2020-09-17 00:33:32 > Step: 94800 Progress: 94.8% Elapsed: 10:16:24 temperature: no ada_p: No Discriminator_loss: -0.271495 Generator_loss: 196.662
[INFO] 2020-09-17 00:34:07 > Step: 94900 Progress: 94.9% Elapsed: 10:16:59 temperature: no ada_p: No Discriminator_loss: -0.476313 Generator_loss: 234.029
[INFO] 2020-09-17 00:34:42 > Step: 95000 Progress: 95.0% Elapsed: 10:17:34 temperature: no ada_p: No Discriminator_loss: 0.61867 Generator_loss: 127.18
[INFO] 2020-09-17 00:35:16 > Step: 95100 Progress: 95.1% Elapsed: 10:18:08 temperature: no ada_p: No Discriminator_loss: -0.214291 Generator_loss: 122.221
[INFO] 2020-09-17 00:35:51 > Step: 95200 Progress: 95.2% Elapsed: 10:18:43 temperature: no ada_p: No Discriminator_loss: -0.353742 Generator_loss: 112.224
[INFO] 2020-09-17 00:36:25 > Step: 95300 Progress: 95.3% Elapsed: 10:19:17 temperature: no ada_p: No Discriminator_loss: -0.538585 Generator_loss: 146.133
[INFO] 2020-09-17 00:36:59 > Step: 95400 Progress: 95.4% Elapsed: 10:19:51 temperature: no ada_p: No Discriminator_loss: -0.13659 Generator_loss: 125.724
[INFO] 2020-09-17 00:37:34 > Step: 95500 Progress: 95.5% Elapsed: 10:20:26 temperature: no ada_p: No Discriminator_loss: -0.335192 Generator_loss: 107.556
[INFO] 2020-09-17 00:38:09 > Step: 95600 Progress: 95.6% Elapsed: 10:21:01 temperature: no ada_p: No Discriminator_loss: -0.599758 Generator_loss: 155.151
[INFO] 2020-09-17 00:38:43 > Step: 95700 Progress: 95.7% Elapsed: 10:21:35 temperature: no ada_p: No Discriminator_loss: -0.569627 Generator_loss: 159.503
[INFO] 2020-09-17 00:39:18 > Step: 95800 Progress: 95.8% Elapsed: 10:22:10 temperature: no ada_p: No Discriminator_loss: -0.525483 Generator_loss: 176.065
[INFO] 2020-09-17 00:39:52 > Step: 95900 Progress: 95.9% Elapsed: 10:22:44 temperature: no ada_p: No Discriminator_loss: -0.48933 Generator_loss: 184.575
[INFO] 2020-09-17 00:40:27 > Step: 96000 Progress: 96.0% Elapsed: 10:23:19 temperature: no ada_p: No Discriminator_loss: -1.03737 Generator_loss: 196.837
[INFO] 2020-09-17 00:40:27 > Start Evaluation (96000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:41:58 > F_8 score (Step: 96000, Using test images): 0.9216108360209764
[INFO] 2020-09-17 00:41:58 > F_1/8 score (Step: 96000, Using test images): 0.9521094188626537
[INFO] 2020-09-17 00:41:58 > FID score (Step: 96000, Using test moments): 27.354412552558586
[INFO] 2020-09-17 00:41:58 > Inception score (Step: 96000, 10000 generated images): 7.5717573165893555
[INFO] 2020-09-17 00:41:58 > Best FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 00:41:58 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:42:33 > Step: 96100 Progress: 96.1% Elapsed: 10:25:25 temperature: no ada_p: No Discriminator_loss: -0.865358 Generator_loss: 213.445
[INFO] 2020-09-17 00:43:07 > Step: 96200 Progress: 96.2% Elapsed: 10:25:59 temperature: no ada_p: No Discriminator_loss: -1.2305 Generator_loss: 229.889
[INFO] 2020-09-17 00:43:42 > Step: 96300 Progress: 96.3% Elapsed: 10:26:33 temperature: no ada_p: No Discriminator_loss: -1.00617 Generator_loss: 181.637
[INFO] 2020-09-17 00:44:16 > Step: 96400 Progress: 96.4% Elapsed: 10:27:08 temperature: no ada_p: No Discriminator_loss: 0.0823339 Generator_loss: 184.594
[INFO] 2020-09-17 00:44:51 > Step: 96500 Progress: 96.5% Elapsed: 10:27:43 temperature: no ada_p: No Discriminator_loss: -0.287641 Generator_loss: 198.484
[INFO] 2020-09-17 00:45:25 > Step: 96600 Progress: 96.6% Elapsed: 10:28:17 temperature: no ada_p: No Discriminator_loss: -0.262322 Generator_loss: 131.189
[INFO] 2020-09-17 00:46:00 > Step: 96700 Progress: 96.7% Elapsed: 10:28:52 temperature: no ada_p: No Discriminator_loss: -0.740434 Generator_loss: 149.29
[INFO] 2020-09-17 00:46:34 > Step: 96800 Progress: 96.8% Elapsed: 10:29:26 temperature: no ada_p: No Discriminator_loss: -0.960893 Generator_loss: 155.571
[INFO] 2020-09-17 00:47:09 > Step: 96900 Progress: 96.9% Elapsed: 10:30:01 temperature: no ada_p: No Discriminator_loss: -0.137477 Generator_loss: 162.137
[INFO] 2020-09-17 00:47:43 > Step: 97000 Progress: 97.0% Elapsed: 10:30:35 temperature: no ada_p: No Discriminator_loss: -0.468205 Generator_loss: 143.97
[INFO] 2020-09-17 00:48:18 > Step: 97100 Progress: 97.1% Elapsed: 10:31:10 temperature: no ada_p: No Discriminator_loss: -0.704827 Generator_loss: 177.402
[INFO] 2020-09-17 00:48:52 > Step: 97200 Progress: 97.2% Elapsed: 10:31:44 temperature: no ada_p: No Discriminator_loss: -0.764718 Generator_loss: 164.624
[INFO] 2020-09-17 00:49:27 > Step: 97300 Progress: 97.3% Elapsed: 10:32:19 temperature: no ada_p: No Discriminator_loss: -1.85679 Generator_loss: 234.627
[INFO] 2020-09-17 00:50:01 > Step: 97400 Progress: 97.4% Elapsed: 10:32:53 temperature: no ada_p: No Discriminator_loss: 1.13127 Generator_loss: 211.521
[INFO] 2020-09-17 00:50:36 > Step: 97500 Progress: 97.5% Elapsed: 10:33:28 temperature: no ada_p: No Discriminator_loss: -3.65352 Generator_loss: 186.851
[INFO] 2020-09-17 00:51:10 > Step: 97600 Progress: 97.6% Elapsed: 10:34:02 temperature: no ada_p: No Discriminator_loss: -0.209281 Generator_loss: 200.137
[INFO] 2020-09-17 00:51:45 > Step: 97700 Progress: 97.7% Elapsed: 10:34:37 temperature: no ada_p: No Discriminator_loss: -0.928271 Generator_loss: 194.682
[INFO] 2020-09-17 00:52:20 > Step: 97800 Progress: 97.8% Elapsed: 10:35:12 temperature: no ada_p: No Discriminator_loss: -0.0710305 Generator_loss: 206.639
[INFO] 2020-09-17 00:52:54 > Step: 97900 Progress: 97.9% Elapsed: 10:35:46 temperature: no ada_p: No Discriminator_loss: 0.477646 Generator_loss: 99.0683
[INFO] 2020-09-17 00:53:29 > Step: 98000 Progress: 98.0% Elapsed: 10:36:21 temperature: no ada_p: No Discriminator_loss: -0.535739 Generator_loss: 150.169
[INFO] 2020-09-17 00:53:29 > Start Evaluation (98000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:55:00 > F_8 score (Step: 98000, Using test images): 0.8877029310131634
[INFO] 2020-09-17 00:55:00 > F_1/8 score (Step: 98000, Using test images): 0.9268760744195027
[INFO] 2020-09-17 00:55:00 > FID score (Step: 98000, Using test moments): 38.23463834205768
[INFO] 2020-09-17 00:55:00 > Inception score (Step: 98000, 10000 generated images): 7.021692752838135
[INFO] 2020-09-17 00:55:00 > Best FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 00:55:00 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 00:55:34 > Step: 98100 Progress: 98.1% Elapsed: 10:38:26 temperature: no ada_p: No Discriminator_loss: -0.462098 Generator_loss: 163.096
[INFO] 2020-09-17 00:56:09 > Step: 98200 Progress: 98.2% Elapsed: 10:39:01 temperature: no ada_p: No Discriminator_loss: -0.755252 Generator_loss: 150.385
[INFO] 2020-09-17 00:56:44 > Step: 98300 Progress: 98.3% Elapsed: 10:39:36 temperature: no ada_p: No Discriminator_loss: -0.131909 Generator_loss: 135.615
[INFO] 2020-09-17 00:57:18 > Step: 98400 Progress: 98.4% Elapsed: 10:40:10 temperature: no ada_p: No Discriminator_loss: -0.274813 Generator_loss: 181.873
[INFO] 2020-09-17 00:57:53 > Step: 98500 Progress: 98.5% Elapsed: 10:40:45 temperature: no ada_p: No Discriminator_loss: -0.135418 Generator_loss: 160.452
[INFO] 2020-09-17 00:58:28 > Step: 98600 Progress: 98.6% Elapsed: 10:41:20 temperature: no ada_p: No Discriminator_loss: -0.896403 Generator_loss: 194.114
[INFO] 2020-09-17 00:59:02 > Step: 98700 Progress: 98.7% Elapsed: 10:41:54 temperature: no ada_p: No Discriminator_loss: -0.333629 Generator_loss: 180.357
[INFO] 2020-09-17 00:59:36 > Step: 98800 Progress: 98.8% Elapsed: 10:42:28 temperature: no ada_p: No Discriminator_loss: -1.40145 Generator_loss: 198.647
[INFO] 2020-09-17 01:00:11 > Step: 98900 Progress: 98.9% Elapsed: 10:43:03 temperature: no ada_p: No Discriminator_loss: -0.704368 Generator_loss: 219.129
[INFO] 2020-09-17 01:00:45 > Step: 99000 Progress: 99.0% Elapsed: 10:43:37 temperature: no ada_p: No Discriminator_loss: -0.00351349 Generator_loss: 175.321
[INFO] 2020-09-17 01:01:20 > Step: 99100 Progress: 99.1% Elapsed: 10:44:12 temperature: no ada_p: No Discriminator_loss: -1.35555 Generator_loss: 205.797
[INFO] 2020-09-17 01:01:55 > Step: 99200 Progress: 99.2% Elapsed: 10:44:47 temperature: no ada_p: No Discriminator_loss: -0.385522 Generator_loss: 198.331
[INFO] 2020-09-17 01:02:29 > Step: 99300 Progress: 99.3% Elapsed: 10:45:21 temperature: no ada_p: No Discriminator_loss: -0.692587 Generator_loss: 184.262
[INFO] 2020-09-17 01:03:04 > Step: 99400 Progress: 99.4% Elapsed: 10:45:56 temperature: no ada_p: No Discriminator_loss: -0.73917 Generator_loss: 205.452
[INFO] 2020-09-17 01:03:38 > Step: 99500 Progress: 99.5% Elapsed: 10:46:30 temperature: no ada_p: No Discriminator_loss: 0.151884 Generator_loss: 181.302
[INFO] 2020-09-17 01:04:13 > Step: 99600 Progress: 99.6% Elapsed: 10:47:05 temperature: no ada_p: No Discriminator_loss: -1.51538 Generator_loss: 170.969
[INFO] 2020-09-17 01:04:47 > Step: 99700 Progress: 99.7% Elapsed: 10:47:39 temperature: no ada_p: No Discriminator_loss: -0.202397 Generator_loss: 304.541
[INFO] 2020-09-17 01:05:21 > Step: 99800 Progress: 99.8% Elapsed: 10:48:13 temperature: no ada_p: No Discriminator_loss: -0.863807 Generator_loss: 222.455
[INFO] 2020-09-17 01:05:56 > Step: 99900 Progress: 99.9% Elapsed: 10:48:48 temperature: no ada_p: No Discriminator_loss: -0.812106 Generator_loss: 207.579
[INFO] 2020-09-17 01:06:31 > Step: 100000 Progress: 100.0% Elapsed: 10:49:23 temperature: no ada_p: No Discriminator_loss: -0.0232776 Generator_loss: 213.32
[INFO] 2020-09-17 01:06:31 > Start Evaluation (100000 Step): WGAN-GP-train-2020_09_16_14_17_00
[INFO] 2020-09-17 01:08:01 > F_8 score (Step: 100000, Using test images): 0.919011899113153
[INFO] 2020-09-17 01:08:01 > F_1/8 score (Step: 100000, Using test images): 0.9543627989816768
[INFO] 2020-09-17 01:08:01 > FID score (Step: 100000, Using test moments): 29.463751261595576
[INFO] 2020-09-17 01:08:01 > Inception score (Step: 100000, 10000 generated images): 7.4584641456604
[INFO] 2020-09-17 01:08:01 > Best FID score (Step: 90000, Using test moments): 25.851749066510195
[INFO] 2020-09-17 01:08:01 > Saved model to checkpoints/WGAN-GP-train-2020_09_16_14_17_00