Path: blob/master/logs/CIFAR10/LSGAN-train-2020_09_15_23_40_37.log
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[INFO] 2020-09-15 23:40:37 > Run name : LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:40:37 > {'config_path': './configs/CIFAR10/LSGAN.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] 2020-09-15 23:40:37 > {'model': {'architecture': 'dcgan', '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': 'N/A', 'd_conv_dim': 'N/A', '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': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'least_square', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': 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] 2020-09-15 23:40:37 > Loading train datasets...
[INFO] 2020-09-15 23:40:38 > Train dataset size : 50000
[INFO] 2020-09-15 23:40:38 > Loading test datasets...
[INFO] 2020-09-15 23:40:38 > Eval dataset size : 10000
[INFO] 2020-09-15 23:40:38 > Building model...
[INFO] 2020-09-15 23:40:38 > Modules are located on models.dcgan
[INFO] 2020-09-15 23:40:42 > Number of parameters: 3812355
[INFO] 2020-09-15 23:40:42 > Generator(
(linear0): Linear(in_features=128, out_features=8192, bias=True)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(deconv0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
(bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
)
)
(1): ModuleList(
(0): GenBlock(
(deconv0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
(bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
)
)
(2): ModuleList(
(0): GenBlock(
(deconv0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
(bn0): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
)
)
)
(conv4): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2020-09-15 23:40:42 > Number of parameters: 2931009
[INFO] 2020-09-15 23:40:42 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscBlock(
(conv0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv1): Conv2d(64, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
(bn0): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
)
)
(1): ModuleList(
(0): DiscBlock(
(conv0): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv1): Conv2d(128, 128, kernel_size=(4, 4), stride=(2, 2), 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)
(activation): ReLU(inplace=True)
)
)
(2): ModuleList(
(0): DiscBlock(
(conv0): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv1): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
(bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
)
)
)
(conv): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=512, out_features=1, bias=True)
)
[INFO] 2020-09-15 23:40:45 > Start training....
[INFO] 2020-09-15 23:40:50 > Step: 100 Progress: 0.1% Elapsed: 0:00:04 temperature: no ada_p: No Discriminator_loss: 0.378407 Generator_loss: 0.736341
[INFO] 2020-09-15 23:40:53 > Step: 200 Progress: 0.1% Elapsed: 0:00:08 temperature: no ada_p: No Discriminator_loss: 0.249759 Generator_loss: 0.721092
[INFO] 2020-09-15 23:40:57 > Step: 300 Progress: 0.1% Elapsed: 0:00:12 temperature: no ada_p: No Discriminator_loss: 0.163425 Generator_loss: 0.328116
[INFO] 2020-09-15 23:41:01 > Step: 400 Progress: 0.2% Elapsed: 0:00:16 temperature: no ada_p: No Discriminator_loss: 0.0473025 Generator_loss: 0.542071
[INFO] 2020-09-15 23:41:05 > Step: 500 Progress: 0.2% Elapsed: 0:00:20 temperature: no ada_p: No Discriminator_loss: 0.0767272 Generator_loss: 0.257814
[INFO] 2020-09-15 23:41:09 > Step: 600 Progress: 0.3% Elapsed: 0:00:23 temperature: no ada_p: No Discriminator_loss: 0.0501837 Generator_loss: 0.682866
[INFO] 2020-09-15 23:41:13 > Step: 700 Progress: 0.4% Elapsed: 0:00:27 temperature: no ada_p: No Discriminator_loss: 0.0794337 Generator_loss: 0.463708
[INFO] 2020-09-15 23:41:17 > Step: 800 Progress: 0.4% Elapsed: 0:00:31 temperature: no ada_p: No Discriminator_loss: 0.0533111 Generator_loss: 0.297652
[INFO] 2020-09-15 23:41:21 > Step: 900 Progress: 0.4% Elapsed: 0:00:35 temperature: no ada_p: No Discriminator_loss: 0.0149846 Generator_loss: 0.338618
[INFO] 2020-09-15 23:41:24 > Step: 1000 Progress: 0.5% Elapsed: 0:00:39 temperature: no ada_p: No Discriminator_loss: 0.00806395 Generator_loss: 0.564994
[INFO] 2020-09-15 23:41:28 > Step: 1100 Progress: 0.5% Elapsed: 0:00:42 temperature: no ada_p: No Discriminator_loss: 0.0233693 Generator_loss: 0.419128
[INFO] 2020-09-15 23:41:32 > Step: 1200 Progress: 0.6% Elapsed: 0:00:47 temperature: no ada_p: No Discriminator_loss: 0.0484672 Generator_loss: 0.726519
[INFO] 2020-09-15 23:41:36 > Step: 1300 Progress: 0.7% Elapsed: 0:00:50 temperature: no ada_p: No Discriminator_loss: 0.0296688 Generator_loss: 0.25742
[INFO] 2020-09-15 23:41:40 > Step: 1400 Progress: 0.7% Elapsed: 0:00:54 temperature: no ada_p: No Discriminator_loss: 0.146947 Generator_loss: 0.901649
[INFO] 2020-09-15 23:41:43 > Step: 1500 Progress: 0.8% Elapsed: 0:00:58 temperature: no ada_p: No Discriminator_loss: 0.0214147 Generator_loss: 0.461999
[INFO] 2020-09-15 23:41:47 > Step: 1600 Progress: 0.8% Elapsed: 0:01:02 temperature: no ada_p: No Discriminator_loss: 0.102044 Generator_loss: 0.402671
[INFO] 2020-09-15 23:41:51 > Step: 1700 Progress: 0.9% Elapsed: 0:01:06 temperature: no ada_p: No Discriminator_loss: 0.0137966 Generator_loss: 0.454912
[INFO] 2020-09-15 23:41:55 > Step: 1800 Progress: 0.9% Elapsed: 0:01:09 temperature: no ada_p: No Discriminator_loss: 0.0332385 Generator_loss: 0.271014
[INFO] 2020-09-15 23:41:59 > Step: 1900 Progress: 0.9% Elapsed: 0:01:13 temperature: no ada_p: No Discriminator_loss: 0.226551 Generator_loss: 0.119602
[INFO] 2020-09-15 23:42:03 > Step: 2000 Progress: 1.0% Elapsed: 0:01:17 temperature: no ada_p: No Discriminator_loss: 0.0280656 Generator_loss: 0.925871
[INFO] 2020-09-15 23:42:03 > Start Evaluation (2000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:43:32 > F_8 score (Step: 2000, Using test images): 0.0005961904477375505
[INFO] 2020-09-15 23:43:32 > F_1/8 score (Step: 2000, Using test images): 0.003544670921033137
[INFO] 2020-09-15 23:43:32 > FID score (Step: 2000, Using test moments): 258.15003985938176
[INFO] 2020-09-15 23:43:32 > Inception score (Step: 2000, 10000 generated images): 2.1133036613464355
[INFO] 2020-09-15 23:43:32 > Best FID score (Step: 2000, Using test moments): 258.15003985938176
[INFO] 2020-09-15 23:43:33 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:43:36 > Step: 2100 Progress: 1.1% Elapsed: 0:02:51 temperature: no ada_p: No Discriminator_loss: 0.371135 Generator_loss: 0.209062
[INFO] 2020-09-15 23:43:40 > Step: 2200 Progress: 1.1% Elapsed: 0:02:54 temperature: no ada_p: No Discriminator_loss: 0.0405697 Generator_loss: 0.379414
[INFO] 2020-09-15 23:43:44 > Step: 2300 Progress: 1.1% Elapsed: 0:02:58 temperature: no ada_p: No Discriminator_loss: 0.16905 Generator_loss: 0.095742
[INFO] 2020-09-15 23:43:48 > Step: 2400 Progress: 1.2% Elapsed: 0:03:02 temperature: no ada_p: No Discriminator_loss: 0.0610353 Generator_loss: 0.278347
[INFO] 2020-09-15 23:43:52 > Step: 2500 Progress: 1.2% Elapsed: 0:03:06 temperature: no ada_p: No Discriminator_loss: 0.0906574 Generator_loss: 0.291336
[INFO] 2020-09-15 23:43:55 > Step: 2600 Progress: 1.3% Elapsed: 0:03:10 temperature: no ada_p: No Discriminator_loss: 0.270914 Generator_loss: 1.05255
[INFO] 2020-09-15 23:43:59 > Step: 2700 Progress: 1.4% Elapsed: 0:03:14 temperature: no ada_p: No Discriminator_loss: 0.0630237 Generator_loss: 0.376672
[INFO] 2020-09-15 23:44:03 > Step: 2800 Progress: 1.4% Elapsed: 0:03:18 temperature: no ada_p: No Discriminator_loss: 0.0224074 Generator_loss: 0.511465
[INFO] 2020-09-15 23:44:07 > Step: 2900 Progress: 1.5% Elapsed: 0:03:21 temperature: no ada_p: No Discriminator_loss: 0.0823145 Generator_loss: 0.278146
[INFO] 2020-09-15 23:44:11 > Step: 3000 Progress: 1.5% Elapsed: 0:03:25 temperature: no ada_p: No Discriminator_loss: 0.0903895 Generator_loss: 0.485293
[INFO] 2020-09-15 23:44:14 > Step: 3100 Progress: 1.6% Elapsed: 0:03:29 temperature: no ada_p: No Discriminator_loss: 0.0403244 Generator_loss: 0.387593
[INFO] 2020-09-15 23:44:19 > Step: 3200 Progress: 1.6% Elapsed: 0:03:33 temperature: no ada_p: No Discriminator_loss: 0.0165893 Generator_loss: 0.349616
[INFO] 2020-09-15 23:44:22 > Step: 3300 Progress: 1.7% Elapsed: 0:03:37 temperature: no ada_p: No Discriminator_loss: 0.0286512 Generator_loss: 0.395206
[INFO] 2020-09-15 23:44:26 > Step: 3400 Progress: 1.7% Elapsed: 0:03:40 temperature: no ada_p: No Discriminator_loss: 0.0226404 Generator_loss: 0.457876
[INFO] 2020-09-15 23:44:30 > Step: 3500 Progress: 1.8% Elapsed: 0:03:44 temperature: no ada_p: No Discriminator_loss: 0.0715441 Generator_loss: 0.117202
[INFO] 2020-09-15 23:44:34 > Step: 3600 Progress: 1.8% Elapsed: 0:03:48 temperature: no ada_p: No Discriminator_loss: 0.0677551 Generator_loss: 0.305237
[INFO] 2020-09-15 23:44:38 > Step: 3700 Progress: 1.8% Elapsed: 0:03:52 temperature: no ada_p: No Discriminator_loss: 0.0394226 Generator_loss: 0.409598
[INFO] 2020-09-15 23:44:41 > Step: 3800 Progress: 1.9% Elapsed: 0:03:56 temperature: no ada_p: No Discriminator_loss: 0.0373294 Generator_loss: 0.4727
[INFO] 2020-09-15 23:44:45 > Step: 3900 Progress: 1.9% Elapsed: 0:04:00 temperature: no ada_p: No Discriminator_loss: 0.0472422 Generator_loss: 0.608983
[INFO] 2020-09-15 23:44:49 > Step: 4000 Progress: 2.0% Elapsed: 0:04:04 temperature: no ada_p: No Discriminator_loss: 0.0153594 Generator_loss: 0.329983
[INFO] 2020-09-15 23:44:49 > Start Evaluation (4000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:46:19 > F_8 score (Step: 4000, Using test images): 0.1783403169663432
[INFO] 2020-09-15 23:46:19 > F_1/8 score (Step: 4000, Using test images): 0.381838111312195
[INFO] 2020-09-15 23:46:19 > FID score (Step: 4000, Using test moments): 119.74482086101011
[INFO] 2020-09-15 23:46:19 > Inception score (Step: 4000, 10000 generated images): 3.8960349559783936
[INFO] 2020-09-15 23:46:19 > Best FID score (Step: 4000, Using test moments): 119.74482086101011
[INFO] 2020-09-15 23:46:20 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:46:23 > Step: 4100 Progress: 2.1% Elapsed: 0:05:38 temperature: no ada_p: No Discriminator_loss: 0.21861 Generator_loss: 0.704267
[INFO] 2020-09-15 23:46:27 > Step: 4200 Progress: 2.1% Elapsed: 0:05:41 temperature: no ada_p: No Discriminator_loss: 0.66907 Generator_loss: 1.48108
[INFO] 2020-09-15 23:46:31 > Step: 4300 Progress: 2.1% Elapsed: 0:05:46 temperature: no ada_p: No Discriminator_loss: 0.211689 Generator_loss: 0.152837
[INFO] 2020-09-15 23:46:35 > Step: 4400 Progress: 2.2% Elapsed: 0:05:49 temperature: no ada_p: No Discriminator_loss: 0.0659661 Generator_loss: 0.283021
[INFO] 2020-09-15 23:46:39 > Step: 4500 Progress: 2.2% Elapsed: 0:05:53 temperature: no ada_p: No Discriminator_loss: 0.10833 Generator_loss: 0.166507
[INFO] 2020-09-15 23:46:42 > Step: 4600 Progress: 2.3% Elapsed: 0:05:57 temperature: no ada_p: No Discriminator_loss: 0.185697 Generator_loss: 0.0656538
[INFO] 2020-09-15 23:46:46 > Step: 4700 Progress: 2.4% Elapsed: 0:06:01 temperature: no ada_p: No Discriminator_loss: 0.202879 Generator_loss: 0.48034
[INFO] 2020-09-15 23:46:50 > Step: 4800 Progress: 2.4% Elapsed: 0:06:05 temperature: no ada_p: No Discriminator_loss: 0.096662 Generator_loss: 0.270854
[INFO] 2020-09-15 23:46:54 > Step: 4900 Progress: 2.5% Elapsed: 0:06:08 temperature: no ada_p: No Discriminator_loss: 0.0379038 Generator_loss: 0.198046
[INFO] 2020-09-15 23:46:58 > Step: 5000 Progress: 2.5% Elapsed: 0:06:12 temperature: no ada_p: No Discriminator_loss: 0.222432 Generator_loss: 0.197073
[INFO] 2020-09-15 23:47:02 > Step: 5100 Progress: 2.5% Elapsed: 0:06:16 temperature: no ada_p: No Discriminator_loss: 0.0841756 Generator_loss: 0.842685
[INFO] 2020-09-15 23:47:06 > Step: 5200 Progress: 2.6% Elapsed: 0:06:20 temperature: no ada_p: No Discriminator_loss: 0.319368 Generator_loss: 0.0994192
[INFO] 2020-09-15 23:47:09 > Step: 5300 Progress: 2.6% Elapsed: 0:06:24 temperature: no ada_p: No Discriminator_loss: 0.152374 Generator_loss: 0.406212
[INFO] 2020-09-15 23:47:13 > Step: 5400 Progress: 2.7% Elapsed: 0:06:28 temperature: no ada_p: No Discriminator_loss: 0.0691552 Generator_loss: 0.326081
[INFO] 2020-09-15 23:47:17 > Step: 5500 Progress: 2.8% Elapsed: 0:06:32 temperature: no ada_p: No Discriminator_loss: 0.0208382 Generator_loss: 0.943205
[INFO] 2020-09-15 23:47:21 > Step: 5600 Progress: 2.8% Elapsed: 0:06:35 temperature: no ada_p: No Discriminator_loss: 0.336086 Generator_loss: 0.751123
[INFO] 2020-09-15 23:47:25 > Step: 5700 Progress: 2.9% Elapsed: 0:06:39 temperature: no ada_p: No Discriminator_loss: 0.152591 Generator_loss: 0.0681799
[INFO] 2020-09-15 23:47:28 > Step: 5800 Progress: 2.9% Elapsed: 0:06:43 temperature: no ada_p: No Discriminator_loss: 0.110154 Generator_loss: 0.452227
[INFO] 2020-09-15 23:47:32 > Step: 5900 Progress: 2.9% Elapsed: 0:06:47 temperature: no ada_p: No Discriminator_loss: 0.161864 Generator_loss: 0.193182
[INFO] 2020-09-15 23:47:36 > Step: 6000 Progress: 3.0% Elapsed: 0:06:51 temperature: no ada_p: No Discriminator_loss: 0.0416038 Generator_loss: 0.398854
[INFO] 2020-09-15 23:47:36 > Start Evaluation (6000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:49:08 > F_8 score (Step: 6000, Using test images): 0.1044681582260076
[INFO] 2020-09-15 23:49:08 > F_1/8 score (Step: 6000, Using test images): 0.22568749777764766
[INFO] 2020-09-15 23:49:08 > FID score (Step: 6000, Using test moments): 146.0954204752381
[INFO] 2020-09-15 23:49:08 > Inception score (Step: 6000, 10000 generated images): 3.286083936691284
[INFO] 2020-09-15 23:49:08 > Best FID score (Step: 4000, Using test moments): 119.74482086101011
[INFO] 2020-09-15 23:49:08 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:49:12 > Step: 6100 Progress: 3.0% Elapsed: 0:08:26 temperature: no ada_p: No Discriminator_loss: 0.0920728 Generator_loss: 0.171722
[INFO] 2020-09-15 23:49:15 > Step: 6200 Progress: 3.1% Elapsed: 0:08:30 temperature: no ada_p: No Discriminator_loss: 0.0758029 Generator_loss: 0.306899
[INFO] 2020-09-15 23:49:20 > Step: 6300 Progress: 3.1% Elapsed: 0:08:34 temperature: no ada_p: No Discriminator_loss: 0.125756 Generator_loss: 0.410095
[INFO] 2020-09-15 23:49:23 > Step: 6400 Progress: 3.2% Elapsed: 0:08:38 temperature: no ada_p: No Discriminator_loss: 0.35432 Generator_loss: 0.145725
[INFO] 2020-09-15 23:49:27 > Step: 6500 Progress: 3.2% Elapsed: 0:08:41 temperature: no ada_p: No Discriminator_loss: 0.059906 Generator_loss: 0.313098
[INFO] 2020-09-15 23:49:31 > Step: 6600 Progress: 3.3% Elapsed: 0:08:45 temperature: no ada_p: No Discriminator_loss: 0.0499378 Generator_loss: 0.34458
[INFO] 2020-09-15 23:49:35 > Step: 6700 Progress: 3.4% Elapsed: 0:08:49 temperature: no ada_p: No Discriminator_loss: 0.0134466 Generator_loss: 0.789067
[INFO] 2020-09-15 23:49:39 > Step: 6800 Progress: 3.4% Elapsed: 0:08:53 temperature: no ada_p: No Discriminator_loss: 0.0371277 Generator_loss: 0.731387
[INFO] 2020-09-15 23:49:42 > Step: 6900 Progress: 3.5% Elapsed: 0:08:57 temperature: no ada_p: No Discriminator_loss: 0.384773 Generator_loss: 0.323498
[INFO] 2020-09-15 23:49:46 > Step: 7000 Progress: 3.5% Elapsed: 0:09:01 temperature: no ada_p: No Discriminator_loss: 0.267019 Generator_loss: 0.122808
[INFO] 2020-09-15 23:49:50 > Step: 7100 Progress: 3.5% Elapsed: 0:09:05 temperature: no ada_p: No Discriminator_loss: 0.106977 Generator_loss: 0.255538
[INFO] 2020-09-15 23:49:54 > Step: 7200 Progress: 3.6% Elapsed: 0:09:08 temperature: no ada_p: No Discriminator_loss: 0.098662 Generator_loss: 0.560599
[INFO] 2020-09-15 23:49:58 > Step: 7300 Progress: 3.6% Elapsed: 0:09:12 temperature: no ada_p: No Discriminator_loss: 0.202435 Generator_loss: 0.317775
[INFO] 2020-09-15 23:50:01 > Step: 7400 Progress: 3.7% Elapsed: 0:09:16 temperature: no ada_p: No Discriminator_loss: 0.0696638 Generator_loss: 0.380504
[INFO] 2020-09-15 23:50:06 > Step: 7500 Progress: 3.8% Elapsed: 0:09:20 temperature: no ada_p: No Discriminator_loss: 0.0538577 Generator_loss: 0.393689
[INFO] 2020-09-15 23:50:09 > Step: 7600 Progress: 3.8% Elapsed: 0:09:24 temperature: no ada_p: No Discriminator_loss: 0.0667899 Generator_loss: 0.369408
[INFO] 2020-09-15 23:50:13 > Step: 7700 Progress: 3.9% Elapsed: 0:09:27 temperature: no ada_p: No Discriminator_loss: 0.401631 Generator_loss: 0.392695
[INFO] 2020-09-15 23:50:17 > Step: 7800 Progress: 3.9% Elapsed: 0:09:31 temperature: no ada_p: No Discriminator_loss: 0.0430224 Generator_loss: 0.416023
[INFO] 2020-09-15 23:50:21 > Step: 7900 Progress: 4.0% Elapsed: 0:09:35 temperature: no ada_p: No Discriminator_loss: 0.0982005 Generator_loss: 1.19937
[INFO] 2020-09-15 23:50:25 > Step: 8000 Progress: 4.0% Elapsed: 0:09:39 temperature: no ada_p: No Discriminator_loss: 0.0777425 Generator_loss: 0.183966
[INFO] 2020-09-15 23:50:25 > Start Evaluation (8000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:51:55 > F_8 score (Step: 8000, Using test images): 0.32860976542768705
[INFO] 2020-09-15 23:51:55 > F_1/8 score (Step: 8000, Using test images): 0.5475867867382551
[INFO] 2020-09-15 23:51:55 > FID score (Step: 8000, Using test moments): 105.87319058681896
[INFO] 2020-09-15 23:51:55 > Inception score (Step: 8000, 10000 generated images): 3.551208257675171
[INFO] 2020-09-15 23:51:55 > Best FID score (Step: 8000, Using test moments): 105.87319058681896
[INFO] 2020-09-15 23:51:55 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:51:59 > Step: 8100 Progress: 4.0% Elapsed: 0:11:13 temperature: no ada_p: No Discriminator_loss: 0.0380323 Generator_loss: 0.445921
[INFO] 2020-09-15 23:52:02 > Step: 8200 Progress: 4.1% Elapsed: 0:11:17 temperature: no ada_p: No Discriminator_loss: 0.0086693 Generator_loss: 0.534946
[INFO] 2020-09-15 23:52:06 > Step: 8300 Progress: 4.2% Elapsed: 0:11:21 temperature: no ada_p: No Discriminator_loss: 0.699172 Generator_loss: 0.0798596
[INFO] 2020-09-15 23:52:10 > Step: 8400 Progress: 4.2% Elapsed: 0:11:25 temperature: no ada_p: No Discriminator_loss: 0.0327247 Generator_loss: 0.305675
[INFO] 2020-09-15 23:52:14 > Step: 8500 Progress: 4.2% Elapsed: 0:11:28 temperature: no ada_p: No Discriminator_loss: 0.0599472 Generator_loss: 0.212151
[INFO] 2020-09-15 23:52:18 > Step: 8600 Progress: 4.3% Elapsed: 0:11:32 temperature: no ada_p: No Discriminator_loss: 0.0237325 Generator_loss: 0.571731
[INFO] 2020-09-15 23:52:22 > Step: 8700 Progress: 4.3% Elapsed: 0:11:36 temperature: no ada_p: No Discriminator_loss: 0.096602 Generator_loss: 1.30289
[INFO] 2020-09-15 23:52:25 > Step: 8800 Progress: 4.4% Elapsed: 0:11:40 temperature: no ada_p: No Discriminator_loss: 0.00499189 Generator_loss: 0.192498
[INFO] 2020-09-15 23:52:29 > Step: 8900 Progress: 4.5% Elapsed: 0:11:44 temperature: no ada_p: No Discriminator_loss: 0.0492058 Generator_loss: 0.720803
[INFO] 2020-09-15 23:52:33 > Step: 9000 Progress: 4.5% Elapsed: 0:11:48 temperature: no ada_p: No Discriminator_loss: 0.0504777 Generator_loss: 0.226073
[INFO] 2020-09-15 23:52:37 > Step: 9100 Progress: 4.5% Elapsed: 0:11:52 temperature: no ada_p: No Discriminator_loss: 0.115376 Generator_loss: 1.45582
[INFO] 2020-09-15 23:52:41 > Step: 9200 Progress: 4.6% Elapsed: 0:11:55 temperature: no ada_p: No Discriminator_loss: 0.135504 Generator_loss: 0.377717
[INFO] 2020-09-15 23:52:45 > Step: 9300 Progress: 4.7% Elapsed: 0:11:59 temperature: no ada_p: No Discriminator_loss: 0.0718174 Generator_loss: 0.380136
[INFO] 2020-09-15 23:52:49 > Step: 9400 Progress: 4.7% Elapsed: 0:12:03 temperature: no ada_p: No Discriminator_loss: 0.339413 Generator_loss: 0.192913
[INFO] 2020-09-15 23:52:52 > Step: 9500 Progress: 4.8% Elapsed: 0:12:07 temperature: no ada_p: No Discriminator_loss: 0.0475386 Generator_loss: 0.27987
[INFO] 2020-09-15 23:52:56 > Step: 9600 Progress: 4.8% Elapsed: 0:12:11 temperature: no ada_p: No Discriminator_loss: 0.284397 Generator_loss: 0.0483257
[INFO] 2020-09-15 23:53:00 > Step: 9700 Progress: 4.9% Elapsed: 0:12:14 temperature: no ada_p: No Discriminator_loss: 0.00696285 Generator_loss: 0.450187
[INFO] 2020-09-15 23:53:04 > Step: 9800 Progress: 4.9% Elapsed: 0:12:18 temperature: no ada_p: No Discriminator_loss: 0.0349815 Generator_loss: 0.484287
[INFO] 2020-09-15 23:53:08 > Step: 9900 Progress: 5.0% Elapsed: 0:12:22 temperature: no ada_p: No Discriminator_loss: 0.0662239 Generator_loss: 0.400133
[INFO] 2020-09-15 23:53:11 > Step: 10000 Progress: 5.0% Elapsed: 0:12:26 temperature: no ada_p: No Discriminator_loss: 0.0106825 Generator_loss: 0.584586
[INFO] 2020-09-15 23:53:11 > Start Evaluation (10000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:54:44 > F_8 score (Step: 10000, Using test images): 0.5000958981803361
[INFO] 2020-09-15 23:54:44 > F_1/8 score (Step: 10000, Using test images): 0.6713125713852935
[INFO] 2020-09-15 23:54:44 > FID score (Step: 10000, Using test moments): 77.43277957106557
[INFO] 2020-09-15 23:54:44 > Inception score (Step: 10000, 10000 generated images): 4.471158981323242
[INFO] 2020-09-15 23:54:44 > Best FID score (Step: 10000, Using test moments): 77.43277957106557
[INFO] 2020-09-15 23:54:44 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:54:48 > Step: 10100 Progress: 5.1% Elapsed: 0:14:02 temperature: no ada_p: No Discriminator_loss: 0.0299721 Generator_loss: 0.797502
[INFO] 2020-09-15 23:54:52 > Step: 10200 Progress: 5.1% Elapsed: 0:14:06 temperature: no ada_p: No Discriminator_loss: 0.199105 Generator_loss: 0.9416
[INFO] 2020-09-15 23:54:55 > Step: 10300 Progress: 5.1% Elapsed: 0:14:10 temperature: no ada_p: No Discriminator_loss: 0.243408 Generator_loss: 0.0530634
[INFO] 2020-09-15 23:54:59 > Step: 10400 Progress: 5.2% Elapsed: 0:14:14 temperature: no ada_p: No Discriminator_loss: 0.0205555 Generator_loss: 0.679523
[INFO] 2020-09-15 23:55:03 > Step: 10500 Progress: 5.2% Elapsed: 0:14:17 temperature: no ada_p: No Discriminator_loss: 0.0459095 Generator_loss: 0.872693
[INFO] 2020-09-15 23:55:07 > Step: 10600 Progress: 5.3% Elapsed: 0:14:21 temperature: no ada_p: No Discriminator_loss: 0.0709724 Generator_loss: 0.343654
[INFO] 2020-09-15 23:55:11 > Step: 10700 Progress: 5.3% Elapsed: 0:14:25 temperature: no ada_p: No Discriminator_loss: 0.123319 Generator_loss: 0.90838
[INFO] 2020-09-15 23:55:14 > Step: 10800 Progress: 5.4% Elapsed: 0:14:29 temperature: no ada_p: No Discriminator_loss: 0.135673 Generator_loss: 0.271193
[INFO] 2020-09-15 23:55:18 > Step: 10900 Progress: 5.5% Elapsed: 0:14:33 temperature: no ada_p: No Discriminator_loss: 0.0740846 Generator_loss: 0.623024
[INFO] 2020-09-15 23:55:22 > Step: 11000 Progress: 5.5% Elapsed: 0:14:37 temperature: no ada_p: No Discriminator_loss: 0.0143698 Generator_loss: 0.741294
[INFO] 2020-09-15 23:55:26 > Step: 11100 Progress: 5.5% Elapsed: 0:14:41 temperature: no ada_p: No Discriminator_loss: 0.0156662 Generator_loss: 0.302535
[INFO] 2020-09-15 23:55:30 > Step: 11200 Progress: 5.6% Elapsed: 0:14:44 temperature: no ada_p: No Discriminator_loss: 0.097764 Generator_loss: 0.655522
[INFO] 2020-09-15 23:55:34 > Step: 11300 Progress: 5.7% Elapsed: 0:14:48 temperature: no ada_p: No Discriminator_loss: 0.0937468 Generator_loss: 0.477657
[INFO] 2020-09-15 23:55:38 > Step: 11400 Progress: 5.7% Elapsed: 0:14:52 temperature: no ada_p: No Discriminator_loss: 0.438139 Generator_loss: 0.103074
[INFO] 2020-09-15 23:55:42 > Step: 11500 Progress: 5.8% Elapsed: 0:14:56 temperature: no ada_p: No Discriminator_loss: 0.032735 Generator_loss: 0.320339
[INFO] 2020-09-15 23:55:45 > Step: 11600 Progress: 5.8% Elapsed: 0:15:00 temperature: no ada_p: No Discriminator_loss: 0.129847 Generator_loss: 0.341659
[INFO] 2020-09-15 23:55:49 > Step: 11700 Progress: 5.9% Elapsed: 0:15:04 temperature: no ada_p: No Discriminator_loss: 0.0633009 Generator_loss: 0.837306
[INFO] 2020-09-15 23:55:53 > Step: 11800 Progress: 5.9% Elapsed: 0:15:08 temperature: no ada_p: No Discriminator_loss: 0.026918 Generator_loss: 0.403761
[INFO] 2020-09-15 23:55:57 > Step: 11900 Progress: 5.9% Elapsed: 0:15:11 temperature: no ada_p: No Discriminator_loss: 0.0373048 Generator_loss: 0.253177
[INFO] 2020-09-15 23:56:01 > Step: 12000 Progress: 6.0% Elapsed: 0:15:15 temperature: no ada_p: No Discriminator_loss: 0.0176873 Generator_loss: 0.554267
[INFO] 2020-09-15 23:56:01 > Start Evaluation (12000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:57:31 > F_8 score (Step: 12000, Using test images): 0.6179345853003135
[INFO] 2020-09-15 23:57:31 > F_1/8 score (Step: 12000, Using test images): 0.764642777228386
[INFO] 2020-09-15 23:57:31 > FID score (Step: 12000, Using test moments): 70.64880904710446
[INFO] 2020-09-15 23:57:31 > Inception score (Step: 12000, 10000 generated images): 5.159543514251709
[INFO] 2020-09-15 23:57:31 > Best FID score (Step: 12000, Using test moments): 70.64880904710446
[INFO] 2020-09-15 23:57:32 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-15 23:57:35 > Step: 12100 Progress: 6.0% Elapsed: 0:16:50 temperature: no ada_p: No Discriminator_loss: 0.012601 Generator_loss: 0.512963
[INFO] 2020-09-15 23:57:40 > Step: 12200 Progress: 6.1% Elapsed: 0:16:54 temperature: no ada_p: No Discriminator_loss: 0.0278839 Generator_loss: 0.590286
[INFO] 2020-09-15 23:57:43 > Step: 12300 Progress: 6.2% Elapsed: 0:16:58 temperature: no ada_p: No Discriminator_loss: 0.0818235 Generator_loss: 0.471566
[INFO] 2020-09-15 23:57:47 > Step: 12400 Progress: 6.2% Elapsed: 0:17:02 temperature: no ada_p: No Discriminator_loss: 0.0474666 Generator_loss: 0.2698
[INFO] 2020-09-15 23:57:51 > Step: 12500 Progress: 6.2% Elapsed: 0:17:06 temperature: no ada_p: No Discriminator_loss: 0.162205 Generator_loss: 0.305078
[INFO] 2020-09-15 23:57:55 > Step: 12600 Progress: 6.3% Elapsed: 0:17:09 temperature: no ada_p: No Discriminator_loss: 0.178353 Generator_loss: 0.293702
[INFO] 2020-09-15 23:57:59 > Step: 12700 Progress: 6.3% Elapsed: 0:17:13 temperature: no ada_p: No Discriminator_loss: 0.0393693 Generator_loss: 0.60791
[INFO] 2020-09-15 23:58:02 > Step: 12800 Progress: 6.4% Elapsed: 0:17:17 temperature: no ada_p: No Discriminator_loss: 0.0178253 Generator_loss: 0.258149
[INFO] 2020-09-15 23:58:07 > Step: 12900 Progress: 6.5% Elapsed: 0:17:21 temperature: no ada_p: No Discriminator_loss: 0.072465 Generator_loss: 0.413932
[INFO] 2020-09-15 23:58:10 > Step: 13000 Progress: 6.5% Elapsed: 0:17:25 temperature: no ada_p: No Discriminator_loss: 0.0222394 Generator_loss: 0.741005
[INFO] 2020-09-15 23:58:14 > Step: 13100 Progress: 6.6% Elapsed: 0:17:28 temperature: no ada_p: No Discriminator_loss: 0.0970692 Generator_loss: 0.977879
[INFO] 2020-09-15 23:58:18 > Step: 13200 Progress: 6.6% Elapsed: 0:17:32 temperature: no ada_p: No Discriminator_loss: 0.0653656 Generator_loss: 0.265884
[INFO] 2020-09-15 23:58:22 > Step: 13300 Progress: 6.7% Elapsed: 0:17:36 temperature: no ada_p: No Discriminator_loss: 0.069602 Generator_loss: 0.361002
[INFO] 2020-09-15 23:58:26 > Step: 13400 Progress: 6.7% Elapsed: 0:17:40 temperature: no ada_p: No Discriminator_loss: 0.0392828 Generator_loss: 0.364914
[INFO] 2020-09-15 23:58:29 > Step: 13500 Progress: 6.8% Elapsed: 0:17:44 temperature: no ada_p: No Discriminator_loss: 0.0847461 Generator_loss: 0.762913
[INFO] 2020-09-15 23:58:33 > Step: 13600 Progress: 6.8% Elapsed: 0:17:48 temperature: no ada_p: No Discriminator_loss: 0.0306732 Generator_loss: 0.558564
[INFO] 2020-09-15 23:58:37 > Step: 13700 Progress: 6.9% Elapsed: 0:17:52 temperature: no ada_p: No Discriminator_loss: 0.0113333 Generator_loss: 0.573526
[INFO] 2020-09-15 23:58:41 > Step: 13800 Progress: 6.9% Elapsed: 0:17:55 temperature: no ada_p: No Discriminator_loss: 0.00884404 Generator_loss: 0.182234
[INFO] 2020-09-15 23:58:45 > Step: 13900 Progress: 7.0% Elapsed: 0:17:59 temperature: no ada_p: No Discriminator_loss: 0.094759 Generator_loss: 0.608298
[INFO] 2020-09-15 23:58:48 > Step: 14000 Progress: 7.0% Elapsed: 0:18:03 temperature: no ada_p: No Discriminator_loss: 0.023854 Generator_loss: 0.364033
[INFO] 2020-09-15 23:58:48 > Start Evaluation (14000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:00:20 > F_8 score (Step: 14000, Using test images): 0.649571959429379
[INFO] 2020-09-16 00:00:20 > F_1/8 score (Step: 14000, Using test images): 0.5986767219091373
[INFO] 2020-09-16 00:00:20 > FID score (Step: 14000, Using test moments): 83.76152279102416
[INFO] 2020-09-16 00:00:20 > Inception score (Step: 14000, 10000 generated images): 5.944329738616943
[INFO] 2020-09-16 00:00:20 > Best FID score (Step: 12000, Using test moments): 70.64880904710446
[INFO] 2020-09-16 00:00:20 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:00:24 > Step: 14100 Progress: 7.0% Elapsed: 0:19:38 temperature: no ada_p: No Discriminator_loss: 0.003402 Generator_loss: 0.466329
[INFO] 2020-09-16 00:00:28 > Step: 14200 Progress: 7.1% Elapsed: 0:19:42 temperature: no ada_p: No Discriminator_loss: 0.0738302 Generator_loss: 0.28605
[INFO] 2020-09-16 00:00:31 > Step: 14300 Progress: 7.1% Elapsed: 0:19:46 temperature: no ada_p: No Discriminator_loss: 0.113515 Generator_loss: 0.417152
[INFO] 2020-09-16 00:00:35 > Step: 14400 Progress: 7.2% Elapsed: 0:19:50 temperature: no ada_p: No Discriminator_loss: 0.0595166 Generator_loss: 0.256093
[INFO] 2020-09-16 00:00:39 > Step: 14500 Progress: 7.2% Elapsed: 0:19:54 temperature: no ada_p: No Discriminator_loss: 0.0812599 Generator_loss: 0.686336
[INFO] 2020-09-16 00:00:43 > Step: 14600 Progress: 7.3% Elapsed: 0:19:58 temperature: no ada_p: No Discriminator_loss: 0.101536 Generator_loss: 0.277655
[INFO] 2020-09-16 00:00:47 > Step: 14700 Progress: 7.3% Elapsed: 0:20:01 temperature: no ada_p: No Discriminator_loss: 0.00830225 Generator_loss: 0.607812
[INFO] 2020-09-16 00:00:51 > Step: 14800 Progress: 7.4% Elapsed: 0:20:05 temperature: no ada_p: No Discriminator_loss: 0.00468051 Generator_loss: 0.549122
[INFO] 2020-09-16 00:00:55 > Step: 14900 Progress: 7.4% Elapsed: 0:20:09 temperature: no ada_p: No Discriminator_loss: 0.0615772 Generator_loss: 0.449273
[INFO] 2020-09-16 00:00:59 > Step: 15000 Progress: 7.5% Elapsed: 0:20:13 temperature: no ada_p: No Discriminator_loss: 0.01735 Generator_loss: 0.261058
[INFO] 2020-09-16 00:01:02 > Step: 15100 Progress: 7.5% Elapsed: 0:20:17 temperature: no ada_p: No Discriminator_loss: 0.0517652 Generator_loss: 0.630175
[INFO] 2020-09-16 00:01:06 > Step: 15200 Progress: 7.6% Elapsed: 0:20:20 temperature: no ada_p: No Discriminator_loss: 0.020016 Generator_loss: 0.657888
[INFO] 2020-09-16 00:01:10 > Step: 15300 Progress: 7.6% Elapsed: 0:20:25 temperature: no ada_p: No Discriminator_loss: 0.0181712 Generator_loss: 0.402585
[INFO] 2020-09-16 00:01:14 > Step: 15400 Progress: 7.7% Elapsed: 0:20:28 temperature: no ada_p: No Discriminator_loss: 0.127865 Generator_loss: 0.118898
[INFO] 2020-09-16 00:01:18 > Step: 15500 Progress: 7.8% Elapsed: 0:20:32 temperature: no ada_p: No Discriminator_loss: 0.283547 Generator_loss: 1.00665
[INFO] 2020-09-16 00:01:21 > Step: 15600 Progress: 7.8% Elapsed: 0:20:36 temperature: no ada_p: No Discriminator_loss: 0.0556053 Generator_loss: 0.485819
[INFO] 2020-09-16 00:01:25 > Step: 15700 Progress: 7.8% Elapsed: 0:20:40 temperature: no ada_p: No Discriminator_loss: 0.358133 Generator_loss: 1.34381
[INFO] 2020-09-16 00:01:29 > Step: 15800 Progress: 7.9% Elapsed: 0:20:44 temperature: no ada_p: No Discriminator_loss: 0.0669116 Generator_loss: 0.334574
[INFO] 2020-09-16 00:01:33 > Step: 15900 Progress: 8.0% Elapsed: 0:20:47 temperature: no ada_p: No Discriminator_loss: 0.140852 Generator_loss: 0.252074
[INFO] 2020-09-16 00:01:37 > Step: 16000 Progress: 8.0% Elapsed: 0:20:51 temperature: no ada_p: No Discriminator_loss: 0.0183301 Generator_loss: 0.195714
[INFO] 2020-09-16 00:01:37 > Start Evaluation (16000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:03:06 > F_8 score (Step: 16000, Using test images): 0.6458603061170146
[INFO] 2020-09-16 00:03:06 > F_1/8 score (Step: 16000, Using test images): 0.7129090970786345
[INFO] 2020-09-16 00:03:06 > FID score (Step: 16000, Using test moments): 74.01213486015672
[INFO] 2020-09-16 00:03:06 > Inception score (Step: 16000, 10000 generated images): 5.483623027801514
[INFO] 2020-09-16 00:03:06 > Best FID score (Step: 12000, Using test moments): 70.64880904710446
[INFO] 2020-09-16 00:03:07 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:03:11 > Step: 16100 Progress: 8.1% Elapsed: 0:22:25 temperature: no ada_p: No Discriminator_loss: 0.0376204 Generator_loss: 0.466909
[INFO] 2020-09-16 00:03:14 > Step: 16200 Progress: 8.1% Elapsed: 0:22:29 temperature: no ada_p: No Discriminator_loss: 0.0105903 Generator_loss: 0.431217
[INFO] 2020-09-16 00:03:18 > Step: 16300 Progress: 8.2% Elapsed: 0:22:33 temperature: no ada_p: No Discriminator_loss: 0.0360208 Generator_loss: 0.305421
[INFO] 2020-09-16 00:03:22 > Step: 16400 Progress: 8.2% Elapsed: 0:22:36 temperature: no ada_p: No Discriminator_loss: 0.0055272 Generator_loss: 0.577421
[INFO] 2020-09-16 00:03:26 > Step: 16500 Progress: 8.2% Elapsed: 0:22:40 temperature: no ada_p: No Discriminator_loss: 0.0759753 Generator_loss: 0.457267
[INFO] 2020-09-16 00:03:30 > Step: 16600 Progress: 8.3% Elapsed: 0:22:44 temperature: no ada_p: No Discriminator_loss: 0.0150693 Generator_loss: 0.285246
[INFO] 2020-09-16 00:03:33 > Step: 16700 Progress: 8.3% Elapsed: 0:22:48 temperature: no ada_p: No Discriminator_loss: 0.00239302 Generator_loss: 0.429513
[INFO] 2020-09-16 00:03:38 > Step: 16800 Progress: 8.4% Elapsed: 0:22:52 temperature: no ada_p: No Discriminator_loss: 0.0908684 Generator_loss: 0.808838
[INFO] 2020-09-16 00:03:41 > Step: 16900 Progress: 8.5% Elapsed: 0:22:56 temperature: no ada_p: No Discriminator_loss: 0.0441004 Generator_loss: 0.600828
[INFO] 2020-09-16 00:03:45 > Step: 17000 Progress: 8.5% Elapsed: 0:23:00 temperature: no ada_p: No Discriminator_loss: 0.00748409 Generator_loss: 0.416355
[INFO] 2020-09-16 00:03:49 > Step: 17100 Progress: 8.6% Elapsed: 0:23:03 temperature: no ada_p: No Discriminator_loss: 0.00419541 Generator_loss: 0.430886
[INFO] 2020-09-16 00:03:53 > Step: 17200 Progress: 8.6% Elapsed: 0:23:08 temperature: no ada_p: No Discriminator_loss: 0.203879 Generator_loss: 0.932164
[INFO] 2020-09-16 00:03:57 > Step: 17300 Progress: 8.6% Elapsed: 0:23:11 temperature: no ada_p: No Discriminator_loss: 0.0154552 Generator_loss: 0.458068
[INFO] 2020-09-16 00:04:01 > Step: 17400 Progress: 8.7% Elapsed: 0:23:15 temperature: no ada_p: No Discriminator_loss: 0.151188 Generator_loss: 0.0567302
[INFO] 2020-09-16 00:04:04 > Step: 17500 Progress: 8.8% Elapsed: 0:23:19 temperature: no ada_p: No Discriminator_loss: 0.0171054 Generator_loss: 0.488789
[INFO] 2020-09-16 00:04:09 > Step: 17600 Progress: 8.8% Elapsed: 0:23:23 temperature: no ada_p: No Discriminator_loss: 0.00750294 Generator_loss: 0.405755
[INFO] 2020-09-16 00:04:12 > Step: 17700 Progress: 8.8% Elapsed: 0:23:27 temperature: no ada_p: No Discriminator_loss: 0.0120727 Generator_loss: 0.562213
[INFO] 2020-09-16 00:04:16 > Step: 17800 Progress: 8.9% Elapsed: 0:23:31 temperature: no ada_p: No Discriminator_loss: 0.00652316 Generator_loss: 0.301078
[INFO] 2020-09-16 00:04:20 > Step: 17900 Progress: 8.9% Elapsed: 0:23:34 temperature: no ada_p: No Discriminator_loss: 0.0222593 Generator_loss: 0.471957
[INFO] 2020-09-16 00:04:24 > Step: 18000 Progress: 9.0% Elapsed: 0:23:38 temperature: no ada_p: No Discriminator_loss: 0.0976062 Generator_loss: 0.433506
[INFO] 2020-09-16 00:04:24 > Start Evaluation (18000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:05:54 > F_8 score (Step: 18000, Using test images): 0.07380958893109472
[INFO] 2020-09-16 00:05:54 > F_1/8 score (Step: 18000, Using test images): 0.10754836054678521
[INFO] 2020-09-16 00:05:54 > FID score (Step: 18000, Using test moments): 174.46878664748454
[INFO] 2020-09-16 00:05:54 > Inception score (Step: 18000, 10000 generated images): 3.2028725147247314
[INFO] 2020-09-16 00:05:54 > Best FID score (Step: 12000, Using test moments): 70.64880904710446
[INFO] 2020-09-16 00:05:55 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:05:58 > Step: 18100 Progress: 9.0% Elapsed: 0:25:13 temperature: no ada_p: No Discriminator_loss: 0.0021578 Generator_loss: 0.487957
[INFO] 2020-09-16 00:06:02 > Step: 18200 Progress: 9.1% Elapsed: 0:25:16 temperature: no ada_p: No Discriminator_loss: 0.00342945 Generator_loss: 0.462854
[INFO] 2020-09-16 00:06:06 > Step: 18300 Progress: 9.2% Elapsed: 0:25:20 temperature: no ada_p: No Discriminator_loss: 0.0381164 Generator_loss: 0.548772
[INFO] 2020-09-16 00:06:10 > Step: 18400 Progress: 9.2% Elapsed: 0:25:24 temperature: no ada_p: No Discriminator_loss: 0.0584818 Generator_loss: 1.02713
[INFO] 2020-09-16 00:06:14 > Step: 18500 Progress: 9.2% Elapsed: 0:25:28 temperature: no ada_p: No Discriminator_loss: 0.00324556 Generator_loss: 0.539002
[INFO] 2020-09-16 00:06:17 > Step: 18600 Progress: 9.3% Elapsed: 0:25:32 temperature: no ada_p: No Discriminator_loss: 0.00544217 Generator_loss: 0.602349
[INFO] 2020-09-16 00:06:21 > Step: 18700 Progress: 9.3% Elapsed: 0:25:35 temperature: no ada_p: No Discriminator_loss: 0.00148886 Generator_loss: 0.579703
[INFO] 2020-09-16 00:06:25 > Step: 18800 Progress: 9.4% Elapsed: 0:25:40 temperature: no ada_p: No Discriminator_loss: 0.00332509 Generator_loss: 0.406576
[INFO] 2020-09-16 00:06:29 > Step: 18900 Progress: 9.4% Elapsed: 0:25:43 temperature: no ada_p: No Discriminator_loss: 0.00342048 Generator_loss: 0.53145
[INFO] 2020-09-16 00:06:33 > Step: 19000 Progress: 9.5% Elapsed: 0:25:47 temperature: no ada_p: No Discriminator_loss: 0.0822538 Generator_loss: 0.668465
[INFO] 2020-09-16 00:06:36 > Step: 19100 Progress: 9.6% Elapsed: 0:25:51 temperature: no ada_p: No Discriminator_loss: 0.00321881 Generator_loss: 0.667947
[INFO] 2020-09-16 00:06:40 > Step: 19200 Progress: 9.6% Elapsed: 0:25:55 temperature: no ada_p: No Discriminator_loss: 0.00414197 Generator_loss: 0.376638
[INFO] 2020-09-16 00:06:44 > Step: 19300 Progress: 9.7% Elapsed: 0:25:59 temperature: no ada_p: No Discriminator_loss: 0.0192563 Generator_loss: 0.502764
[INFO] 2020-09-16 00:06:48 > Step: 19400 Progress: 9.7% Elapsed: 0:26:02 temperature: no ada_p: No Discriminator_loss: 0.333012 Generator_loss: 1.05865
[INFO] 2020-09-16 00:06:52 > Step: 19500 Progress: 9.8% Elapsed: 0:26:06 temperature: no ada_p: No Discriminator_loss: 0.0723675 Generator_loss: 0.290387
[INFO] 2020-09-16 00:06:56 > Step: 19600 Progress: 9.8% Elapsed: 0:26:10 temperature: no ada_p: No Discriminator_loss: 0.031999 Generator_loss: 0.234384
[INFO] 2020-09-16 00:07:00 > Step: 19700 Progress: 9.8% Elapsed: 0:26:14 temperature: no ada_p: No Discriminator_loss: 0.00361884 Generator_loss: 0.359358
[INFO] 2020-09-16 00:07:03 > Step: 19800 Progress: 9.9% Elapsed: 0:26:18 temperature: no ada_p: No Discriminator_loss: 0.114968 Generator_loss: 0.462795
[INFO] 2020-09-16 00:07:07 > Step: 19900 Progress: 10.0% Elapsed: 0:26:21 temperature: no ada_p: No Discriminator_loss: 0.0072367 Generator_loss: 0.487576
[INFO] 2020-09-16 00:07:11 > Step: 20000 Progress: 10.0% Elapsed: 0:26:26 temperature: no ada_p: No Discriminator_loss: 0.0396363 Generator_loss: 0.369002
[INFO] 2020-09-16 00:07:11 > Start Evaluation (20000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:08:42 > F_8 score (Step: 20000, Using test images): 0.645310369088813
[INFO] 2020-09-16 00:08:42 > F_1/8 score (Step: 20000, Using test images): 0.7988340960299762
[INFO] 2020-09-16 00:08:42 > FID score (Step: 20000, Using test moments): 69.5171399028402
[INFO] 2020-09-16 00:08:42 > Inception score (Step: 20000, 10000 generated images): 5.162182331085205
[INFO] 2020-09-16 00:08:42 > Best FID score (Step: 20000, Using test moments): 69.5171399028402
[INFO] 2020-09-16 00:08:42 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:08:46 > Step: 20100 Progress: 10.1% Elapsed: 0:28:00 temperature: no ada_p: No Discriminator_loss: 0.00344194 Generator_loss: 0.397753
[INFO] 2020-09-16 00:08:50 > Step: 20200 Progress: 10.1% Elapsed: 0:28:04 temperature: no ada_p: No Discriminator_loss: 0.0126566 Generator_loss: 0.481057
[INFO] 2020-09-16 00:08:53 > Step: 20300 Progress: 10.2% Elapsed: 0:28:08 temperature: no ada_p: No Discriminator_loss: 0.104174 Generator_loss: 0.131231
[INFO] 2020-09-16 00:08:57 > Step: 20400 Progress: 10.2% Elapsed: 0:28:12 temperature: no ada_p: No Discriminator_loss: 0.0249143 Generator_loss: 0.528502
[INFO] 2020-09-16 00:09:01 > Step: 20500 Progress: 10.2% Elapsed: 0:28:16 temperature: no ada_p: No Discriminator_loss: 0.0122126 Generator_loss: 0.31829
[INFO] 2020-09-16 00:09:05 > Step: 20600 Progress: 10.3% Elapsed: 0:28:19 temperature: no ada_p: No Discriminator_loss: 0.00367842 Generator_loss: 0.41962
[INFO] 2020-09-16 00:09:09 > Step: 20700 Progress: 10.3% Elapsed: 0:28:24 temperature: no ada_p: No Discriminator_loss: 0.00474573 Generator_loss: 0.323922
[INFO] 2020-09-16 00:09:13 > Step: 20800 Progress: 10.4% Elapsed: 0:28:27 temperature: no ada_p: No Discriminator_loss: 0.00447911 Generator_loss: 0.354247
[INFO] 2020-09-16 00:09:17 > Step: 20900 Progress: 10.4% Elapsed: 0:28:31 temperature: no ada_p: No Discriminator_loss: 0.00687007 Generator_loss: 0.479401
[INFO] 2020-09-16 00:09:20 > Step: 21000 Progress: 10.5% Elapsed: 0:28:35 temperature: no ada_p: No Discriminator_loss: 0.00641125 Generator_loss: 0.76663
[INFO] 2020-09-16 00:09:24 > Step: 21100 Progress: 10.5% Elapsed: 0:28:39 temperature: no ada_p: No Discriminator_loss: 0.0173303 Generator_loss: 0.584924
[INFO] 2020-09-16 00:09:28 > Step: 21200 Progress: 10.6% Elapsed: 0:28:43 temperature: no ada_p: No Discriminator_loss: 0.0262082 Generator_loss: 0.402029
[INFO] 2020-09-16 00:09:32 > Step: 21300 Progress: 10.7% Elapsed: 0:28:46 temperature: no ada_p: No Discriminator_loss: 0.0108513 Generator_loss: 1.11936
[INFO] 2020-09-16 00:09:36 > Step: 21400 Progress: 10.7% Elapsed: 0:28:50 temperature: no ada_p: No Discriminator_loss: 0.0458436 Generator_loss: 0.344264
[INFO] 2020-09-16 00:09:40 > Step: 21500 Progress: 10.8% Elapsed: 0:28:54 temperature: no ada_p: No Discriminator_loss: 0.00631774 Generator_loss: 0.311821
[INFO] 2020-09-16 00:09:43 > Step: 21600 Progress: 10.8% Elapsed: 0:28:58 temperature: no ada_p: No Discriminator_loss: 0.00332242 Generator_loss: 0.458408
[INFO] 2020-09-16 00:09:47 > Step: 21700 Progress: 10.8% Elapsed: 0:29:02 temperature: no ada_p: No Discriminator_loss: 0.0609667 Generator_loss: 0.377849
[INFO] 2020-09-16 00:09:51 > Step: 21800 Progress: 10.9% Elapsed: 0:29:05 temperature: no ada_p: No Discriminator_loss: 0.0631174 Generator_loss: 0.242978
[INFO] 2020-09-16 00:09:55 > Step: 21900 Progress: 10.9% Elapsed: 0:29:10 temperature: no ada_p: No Discriminator_loss: 0.286614 Generator_loss: 0.539004
[INFO] 2020-09-16 00:09:59 > Step: 22000 Progress: 11.0% Elapsed: 0:29:13 temperature: no ada_p: No Discriminator_loss: 0.00525373 Generator_loss: 0.495363
[INFO] 2020-09-16 00:09:59 > Start Evaluation (22000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:11:29 > F_8 score (Step: 22000, Using test images): 0.7199136327241891
[INFO] 2020-09-16 00:11:29 > F_1/8 score (Step: 22000, Using test images): 0.7573922279348739
[INFO] 2020-09-16 00:11:29 > FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:11:29 > Inception score (Step: 22000, 10000 generated images): 5.576570987701416
[INFO] 2020-09-16 00:11:29 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:11:30 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:11:33 > Step: 22100 Progress: 11.1% Elapsed: 0:30:48 temperature: no ada_p: No Discriminator_loss: 0.0442392 Generator_loss: 0.463848
[INFO] 2020-09-16 00:11:37 > Step: 22200 Progress: 11.1% Elapsed: 0:30:51 temperature: no ada_p: No Discriminator_loss: 0.0201983 Generator_loss: 0.363745
[INFO] 2020-09-16 00:11:41 > Step: 22300 Progress: 11.2% Elapsed: 0:30:56 temperature: no ada_p: No Discriminator_loss: 0.00759821 Generator_loss: 0.440159
[INFO] 2020-09-16 00:11:45 > Step: 22400 Progress: 11.2% Elapsed: 0:30:59 temperature: no ada_p: No Discriminator_loss: 0.0290771 Generator_loss: 0.639967
[INFO] 2020-09-16 00:11:49 > Step: 22500 Progress: 11.2% Elapsed: 0:31:03 temperature: no ada_p: No Discriminator_loss: 0.0111351 Generator_loss: 0.471467
[INFO] 2020-09-16 00:11:52 > Step: 22600 Progress: 11.3% Elapsed: 0:31:07 temperature: no ada_p: No Discriminator_loss: 0.0134221 Generator_loss: 0.359832
[INFO] 2020-09-16 00:11:56 > Step: 22700 Progress: 11.3% Elapsed: 0:31:11 temperature: no ada_p: No Discriminator_loss: 0.020475 Generator_loss: 0.408632
[INFO] 2020-09-16 00:12:00 > Step: 22800 Progress: 11.4% Elapsed: 0:31:15 temperature: no ada_p: No Discriminator_loss: 0.0192946 Generator_loss: 0.37962
[INFO] 2020-09-16 00:12:04 > Step: 22900 Progress: 11.5% Elapsed: 0:31:18 temperature: no ada_p: No Discriminator_loss: 0.0385534 Generator_loss: 0.780585
[INFO] 2020-09-16 00:12:08 > Step: 23000 Progress: 11.5% Elapsed: 0:31:22 temperature: no ada_p: No Discriminator_loss: 0.00482266 Generator_loss: 0.430657
[INFO] 2020-09-16 00:12:12 > Step: 23100 Progress: 11.6% Elapsed: 0:31:26 temperature: no ada_p: No Discriminator_loss: 0.00170214 Generator_loss: 0.523811
[INFO] 2020-09-16 00:12:16 > Step: 23200 Progress: 11.6% Elapsed: 0:31:30 temperature: no ada_p: No Discriminator_loss: 0.00235904 Generator_loss: 0.596108
[INFO] 2020-09-16 00:12:19 > Step: 23300 Progress: 11.7% Elapsed: 0:31:34 temperature: no ada_p: No Discriminator_loss: 0.0488604 Generator_loss: 0.83629
[INFO] 2020-09-16 00:12:23 > Step: 23400 Progress: 11.7% Elapsed: 0:31:37 temperature: no ada_p: No Discriminator_loss: 0.00185027 Generator_loss: 0.435841
[INFO] 2020-09-16 00:12:27 > Step: 23500 Progress: 11.8% Elapsed: 0:31:42 temperature: no ada_p: No Discriminator_loss: 0.000599622 Generator_loss: 0.50913
[INFO] 2020-09-16 00:12:31 > Step: 23600 Progress: 11.8% Elapsed: 0:31:45 temperature: no ada_p: No Discriminator_loss: 0.00232088 Generator_loss: 0.537551
[INFO] 2020-09-16 00:12:35 > Step: 23700 Progress: 11.8% Elapsed: 0:31:49 temperature: no ada_p: No Discriminator_loss: 0.0227803 Generator_loss: 0.412114
[INFO] 2020-09-16 00:12:38 > Step: 23800 Progress: 11.9% Elapsed: 0:31:53 temperature: no ada_p: No Discriminator_loss: 0.00192489 Generator_loss: 0.569453
[INFO] 2020-09-16 00:12:42 > Step: 23900 Progress: 11.9% Elapsed: 0:31:57 temperature: no ada_p: No Discriminator_loss: 0.0346012 Generator_loss: 0.363833
[INFO] 2020-09-16 00:12:46 > Step: 24000 Progress: 12.0% Elapsed: 0:32:01 temperature: no ada_p: No Discriminator_loss: 0.0419022 Generator_loss: 0.627487
[INFO] 2020-09-16 00:12:46 > Start Evaluation (24000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:14:16 > F_8 score (Step: 24000, Using test images): 0.008111255126611832
[INFO] 2020-09-16 00:14:16 > F_1/8 score (Step: 24000, Using test images): 0.14261038418896052
[INFO] 2020-09-16 00:14:16 > FID score (Step: 24000, Using test moments): 215.13983997732709
[INFO] 2020-09-16 00:14:16 > Inception score (Step: 24000, 10000 generated images): 1.9830400943756104
[INFO] 2020-09-16 00:14:16 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:14:16 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:14:20 > Step: 24100 Progress: 12.0% Elapsed: 0:33:34 temperature: no ada_p: No Discriminator_loss: 0.000731604 Generator_loss: 0.473559
[INFO] 2020-09-16 00:14:24 > Step: 24200 Progress: 12.1% Elapsed: 0:33:38 temperature: no ada_p: No Discriminator_loss: 0.00863568 Generator_loss: 0.602448
[INFO] 2020-09-16 00:14:28 > Step: 24300 Progress: 12.2% Elapsed: 0:33:42 temperature: no ada_p: No Discriminator_loss: 0.387987 Generator_loss: 0.0836638
[INFO] 2020-09-16 00:14:32 > Step: 24400 Progress: 12.2% Elapsed: 0:33:46 temperature: no ada_p: No Discriminator_loss: 0.00419401 Generator_loss: 0.625274
[INFO] 2020-09-16 00:14:35 > Step: 24500 Progress: 12.2% Elapsed: 0:33:50 temperature: no ada_p: No Discriminator_loss: 0.0242029 Generator_loss: 0.275733
[INFO] 2020-09-16 00:14:39 > Step: 24600 Progress: 12.3% Elapsed: 0:33:54 temperature: no ada_p: No Discriminator_loss: 0.0884083 Generator_loss: 0.53656
[INFO] 2020-09-16 00:14:43 > Step: 24700 Progress: 12.3% Elapsed: 0:33:58 temperature: no ada_p: No Discriminator_loss: 0.159768 Generator_loss: 0.189167
[INFO] 2020-09-16 00:14:47 > Step: 24800 Progress: 12.4% Elapsed: 0:34:01 temperature: no ada_p: No Discriminator_loss: 0.00862096 Generator_loss: 0.592485
[INFO] 2020-09-16 00:14:51 > Step: 24900 Progress: 12.4% Elapsed: 0:34:05 temperature: no ada_p: No Discriminator_loss: 0.00505585 Generator_loss: 0.651861
[INFO] 2020-09-16 00:14:55 > Step: 25000 Progress: 12.5% Elapsed: 0:34:09 temperature: no ada_p: No Discriminator_loss: 0.00454549 Generator_loss: 0.456934
[INFO] 2020-09-16 00:14:59 > Step: 25100 Progress: 12.6% Elapsed: 0:34:13 temperature: no ada_p: No Discriminator_loss: 0.00759703 Generator_loss: 0.428752
[INFO] 2020-09-16 00:15:02 > Step: 25200 Progress: 12.6% Elapsed: 0:34:17 temperature: no ada_p: No Discriminator_loss: 0.0263632 Generator_loss: 0.193626
[INFO] 2020-09-16 00:15:06 > Step: 25300 Progress: 12.7% Elapsed: 0:34:20 temperature: no ada_p: No Discriminator_loss: 0.0113852 Generator_loss: 0.548857
[INFO] 2020-09-16 00:15:10 > Step: 25400 Progress: 12.7% Elapsed: 0:34:25 temperature: no ada_p: No Discriminator_loss: 0.0410951 Generator_loss: 0.421069
[INFO] 2020-09-16 00:15:14 > Step: 25500 Progress: 12.8% Elapsed: 0:34:28 temperature: no ada_p: No Discriminator_loss: 0.00514246 Generator_loss: 0.458981
[INFO] 2020-09-16 00:15:18 > Step: 25600 Progress: 12.8% Elapsed: 0:34:32 temperature: no ada_p: No Discriminator_loss: 0.0781373 Generator_loss: 0.53767
[INFO] 2020-09-16 00:15:21 > Step: 25700 Progress: 12.8% Elapsed: 0:34:36 temperature: no ada_p: No Discriminator_loss: 0.00314197 Generator_loss: 0.597425
[INFO] 2020-09-16 00:15:25 > Step: 25800 Progress: 12.9% Elapsed: 0:34:40 temperature: no ada_p: No Discriminator_loss: 0.0345116 Generator_loss: 0.406651
[INFO] 2020-09-16 00:15:29 > Step: 25900 Progress: 13.0% Elapsed: 0:34:44 temperature: no ada_p: No Discriminator_loss: 0.022088 Generator_loss: 0.372737
[INFO] 2020-09-16 00:15:33 > Step: 26000 Progress: 13.0% Elapsed: 0:34:47 temperature: no ada_p: No Discriminator_loss: 0.00418109 Generator_loss: 0.310532
[INFO] 2020-09-16 00:15:33 > Start Evaluation (26000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:17:04 > F_8 score (Step: 26000, Using test images): 0.09356056716498069
[INFO] 2020-09-16 00:17:04 > F_1/8 score (Step: 26000, Using test images): 0.2998123066825646
[INFO] 2020-09-16 00:17:04 > FID score (Step: 26000, Using test moments): 137.55281804276558
[INFO] 2020-09-16 00:17:04 > Inception score (Step: 26000, 10000 generated images): 3.3348758220672607
[INFO] 2020-09-16 00:17:04 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:17:04 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:17:08 > Step: 26100 Progress: 13.1% Elapsed: 0:36:22 temperature: no ada_p: No Discriminator_loss: 0.1606 Generator_loss: 0.220219
[INFO] 2020-09-16 00:17:12 > Step: 26200 Progress: 13.1% Elapsed: 0:36:26 temperature: no ada_p: No Discriminator_loss: 0.0354103 Generator_loss: 0.65534
[INFO] 2020-09-16 00:17:16 > Step: 26300 Progress: 13.2% Elapsed: 0:36:30 temperature: no ada_p: No Discriminator_loss: 0.121062 Generator_loss: 0.330493
[INFO] 2020-09-16 00:17:19 > Step: 26400 Progress: 13.2% Elapsed: 0:36:34 temperature: no ada_p: No Discriminator_loss: 0.00286733 Generator_loss: 0.564717
[INFO] 2020-09-16 00:17:23 > Step: 26500 Progress: 13.2% Elapsed: 0:36:38 temperature: no ada_p: No Discriminator_loss: 0.0427392 Generator_loss: 0.568208
[INFO] 2020-09-16 00:17:27 > Step: 26600 Progress: 13.3% Elapsed: 0:36:42 temperature: no ada_p: No Discriminator_loss: 0.0105559 Generator_loss: 0.539038
[INFO] 2020-09-16 00:17:31 > Step: 26700 Progress: 13.4% Elapsed: 0:36:46 temperature: no ada_p: No Discriminator_loss: 0.0123836 Generator_loss: 0.674176
[INFO] 2020-09-16 00:17:35 > Step: 26800 Progress: 13.4% Elapsed: 0:36:49 temperature: no ada_p: No Discriminator_loss: 0.00779577 Generator_loss: 0.542226
[INFO] 2020-09-16 00:17:39 > Step: 26900 Progress: 13.5% Elapsed: 0:36:53 temperature: no ada_p: No Discriminator_loss: 0.0283176 Generator_loss: 0.352288
[INFO] 2020-09-16 00:17:43 > Step: 27000 Progress: 13.5% Elapsed: 0:36:57 temperature: no ada_p: No Discriminator_loss: 0.0595174 Generator_loss: 0.647435
[INFO] 2020-09-16 00:17:46 > Step: 27100 Progress: 13.6% Elapsed: 0:37:01 temperature: no ada_p: No Discriminator_loss: 0.00494192 Generator_loss: 0.530278
[INFO] 2020-09-16 00:17:50 > Step: 27200 Progress: 13.6% Elapsed: 0:37:05 temperature: no ada_p: No Discriminator_loss: 0.012111 Generator_loss: 0.41059
[INFO] 2020-09-16 00:17:54 > Step: 27300 Progress: 13.7% Elapsed: 0:37:08 temperature: no ada_p: No Discriminator_loss: 0.00418132 Generator_loss: 0.639727
[INFO] 2020-09-16 00:17:58 > Step: 27400 Progress: 13.7% Elapsed: 0:37:12 temperature: no ada_p: No Discriminator_loss: 0.00426271 Generator_loss: 0.523702
[INFO] 2020-09-16 00:18:02 > Step: 27500 Progress: 13.8% Elapsed: 0:37:16 temperature: no ada_p: No Discriminator_loss: 0.00423862 Generator_loss: 0.625813
[INFO] 2020-09-16 00:18:05 > Step: 27600 Progress: 13.8% Elapsed: 0:37:20 temperature: no ada_p: No Discriminator_loss: 0.002287 Generator_loss: 0.566561
[INFO] 2020-09-16 00:18:09 > Step: 27700 Progress: 13.9% Elapsed: 0:37:24 temperature: no ada_p: No Discriminator_loss: 0.00334257 Generator_loss: 0.516515
[INFO] 2020-09-16 00:18:13 > Step: 27800 Progress: 13.9% Elapsed: 0:37:28 temperature: no ada_p: No Discriminator_loss: 0.0264155 Generator_loss: 0.485711
[INFO] 2020-09-16 00:18:17 > Step: 27900 Progress: 14.0% Elapsed: 0:37:32 temperature: no ada_p: No Discriminator_loss: 0.177409 Generator_loss: 0.816496
[INFO] 2020-09-16 00:18:21 > Step: 28000 Progress: 14.0% Elapsed: 0:37:35 temperature: no ada_p: No Discriminator_loss: 0.00508978 Generator_loss: 0.386771
[INFO] 2020-09-16 00:18:21 > Start Evaluation (28000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:19:49 > F_8 score (Step: 28000, Using test images): 0.06985204845318618
[INFO] 2020-09-16 00:19:49 > F_1/8 score (Step: 28000, Using test images): 0.3650518205827721
[INFO] 2020-09-16 00:19:49 > FID score (Step: 28000, Using test moments): 149.75055183710333
[INFO] 2020-09-16 00:19:49 > Inception score (Step: 28000, 10000 generated images): 2.8908495903015137
[INFO] 2020-09-16 00:19:49 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:19:50 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:19:53 > Step: 28100 Progress: 14.1% Elapsed: 0:39:08 temperature: no ada_p: No Discriminator_loss: 0.00720548 Generator_loss: 0.473682
[INFO] 2020-09-16 00:19:57 > Step: 28200 Progress: 14.1% Elapsed: 0:39:12 temperature: no ada_p: No Discriminator_loss: 0.295796 Generator_loss: 0.194484
[INFO] 2020-09-16 00:20:01 > Step: 28300 Progress: 14.1% Elapsed: 0:39:16 temperature: no ada_p: No Discriminator_loss: 0.0157353 Generator_loss: 0.457024
[INFO] 2020-09-16 00:20:05 > Step: 28400 Progress: 14.2% Elapsed: 0:39:19 temperature: no ada_p: No Discriminator_loss: 0.00689572 Generator_loss: 0.469978
[INFO] 2020-09-16 00:20:09 > Step: 28500 Progress: 14.2% Elapsed: 0:39:23 temperature: no ada_p: No Discriminator_loss: 0.00375492 Generator_loss: 0.0940107
[INFO] 2020-09-16 00:20:13 > Step: 28600 Progress: 14.3% Elapsed: 0:39:27 temperature: no ada_p: No Discriminator_loss: 0.107523 Generator_loss: 0.581529
[INFO] 2020-09-16 00:20:17 > Step: 28700 Progress: 14.3% Elapsed: 0:39:31 temperature: no ada_p: No Discriminator_loss: 0.0370503 Generator_loss: 0.209774
[INFO] 2020-09-16 00:20:20 > Step: 28800 Progress: 14.4% Elapsed: 0:39:35 temperature: no ada_p: No Discriminator_loss: 0.00472542 Generator_loss: 0.497432
[INFO] 2020-09-16 00:20:24 > Step: 28900 Progress: 14.4% Elapsed: 0:39:39 temperature: no ada_p: No Discriminator_loss: 0.0479363 Generator_loss: 0.76235
[INFO] 2020-09-16 00:20:28 > Step: 29000 Progress: 14.5% Elapsed: 0:39:43 temperature: no ada_p: No Discriminator_loss: 0.0190012 Generator_loss: 0.369907
[INFO] 2020-09-16 00:20:32 > Step: 29100 Progress: 14.5% Elapsed: 0:39:46 temperature: no ada_p: No Discriminator_loss: 0.00188295 Generator_loss: 0.582672
[INFO] 2020-09-16 00:20:36 > Step: 29200 Progress: 14.6% Elapsed: 0:39:50 temperature: no ada_p: No Discriminator_loss: 0.00152055 Generator_loss: 0.597259
[INFO] 2020-09-16 00:20:40 > Step: 29300 Progress: 14.6% Elapsed: 0:39:54 temperature: no ada_p: No Discriminator_loss: 0.0741894 Generator_loss: 0.156332
[INFO] 2020-09-16 00:20:43 > Step: 29400 Progress: 14.7% Elapsed: 0:39:58 temperature: no ada_p: No Discriminator_loss: 0.00459951 Generator_loss: 0.50819
[INFO] 2020-09-16 00:20:47 > Step: 29500 Progress: 14.8% Elapsed: 0:40:02 temperature: no ada_p: No Discriminator_loss: 0.00251768 Generator_loss: 0.483561
[INFO] 2020-09-16 00:20:51 > Step: 29600 Progress: 14.8% Elapsed: 0:40:05 temperature: no ada_p: No Discriminator_loss: 0.00744883 Generator_loss: 0.460808
[INFO] 2020-09-16 00:20:55 > Step: 29700 Progress: 14.8% Elapsed: 0:40:10 temperature: no ada_p: No Discriminator_loss: 0.000684351 Generator_loss: 0.469192
[INFO] 2020-09-16 00:20:59 > Step: 29800 Progress: 14.9% Elapsed: 0:40:13 temperature: no ada_p: No Discriminator_loss: 0.0150019 Generator_loss: 0.358239
[INFO] 2020-09-16 00:21:03 > Step: 29900 Progress: 14.9% Elapsed: 0:40:17 temperature: no ada_p: No Discriminator_loss: 0.00151821 Generator_loss: 0.542215
[INFO] 2020-09-16 00:21:06 > Step: 30000 Progress: 15.0% Elapsed: 0:40:21 temperature: no ada_p: No Discriminator_loss: 0.00120963 Generator_loss: 0.488116
[INFO] 2020-09-16 00:21:06 > Start Evaluation (30000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:22:37 > F_8 score (Step: 30000, Using test images): 0.05806489842526018
[INFO] 2020-09-16 00:22:37 > F_1/8 score (Step: 30000, Using test images): 0.32981525102702286
[INFO] 2020-09-16 00:22:37 > FID score (Step: 30000, Using test moments): 152.3882724993862
[INFO] 2020-09-16 00:22:37 > Inception score (Step: 30000, 10000 generated images): 3.177473306655884
[INFO] 2020-09-16 00:22:37 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:22:37 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:22:41 > Step: 30100 Progress: 15.0% Elapsed: 0:41:55 temperature: no ada_p: No Discriminator_loss: 0.00215841 Generator_loss: 0.457687
[INFO] 2020-09-16 00:22:45 > Step: 30200 Progress: 15.1% Elapsed: 0:41:59 temperature: no ada_p: No Discriminator_loss: 0.000974297 Generator_loss: 0.48706
[INFO] 2020-09-16 00:22:48 > Step: 30300 Progress: 15.2% Elapsed: 0:42:03 temperature: no ada_p: No Discriminator_loss: 0.000895325 Generator_loss: 0.483643
[INFO] 2020-09-16 00:22:52 > Step: 30400 Progress: 15.2% Elapsed: 0:42:07 temperature: no ada_p: No Discriminator_loss: 0.00198752 Generator_loss: 0.4715
[INFO] 2020-09-16 00:22:56 > Step: 30500 Progress: 15.2% Elapsed: 0:42:11 temperature: no ada_p: No Discriminator_loss: 0.0194067 Generator_loss: 0.500757
[INFO] 2020-09-16 00:23:00 > Step: 30600 Progress: 15.3% Elapsed: 0:42:14 temperature: no ada_p: No Discriminator_loss: 0.00108379 Generator_loss: 0.541171
[INFO] 2020-09-16 00:23:04 > Step: 30700 Progress: 15.3% Elapsed: 0:42:18 temperature: no ada_p: No Discriminator_loss: 0.00335652 Generator_loss: 0.490059
[INFO] 2020-09-16 00:23:07 > Step: 30800 Progress: 15.4% Elapsed: 0:42:22 temperature: no ada_p: No Discriminator_loss: 0.00140689 Generator_loss: 0.514861
[INFO] 2020-09-16 00:23:12 > Step: 30900 Progress: 15.4% Elapsed: 0:42:26 temperature: no ada_p: No Discriminator_loss: 0.0399801 Generator_loss: 0.615495
[INFO] 2020-09-16 00:23:15 > Step: 31000 Progress: 15.5% Elapsed: 0:42:30 temperature: no ada_p: No Discriminator_loss: 0.00214331 Generator_loss: 0.517004
[INFO] 2020-09-16 00:23:19 > Step: 31100 Progress: 15.6% Elapsed: 0:42:34 temperature: no ada_p: No Discriminator_loss: 0.00835369 Generator_loss: 0.444872
[INFO] 2020-09-16 00:23:23 > Step: 31200 Progress: 15.6% Elapsed: 0:42:37 temperature: no ada_p: No Discriminator_loss: 0.00132253 Generator_loss: 0.559575
[INFO] 2020-09-16 00:23:27 > Step: 31300 Progress: 15.7% Elapsed: 0:42:41 temperature: no ada_p: No Discriminator_loss: 0.00846105 Generator_loss: 0.512004
[INFO] 2020-09-16 00:23:31 > Step: 31400 Progress: 15.7% Elapsed: 0:42:45 temperature: no ada_p: No Discriminator_loss: 0.00309416 Generator_loss: 0.409373
[INFO] 2020-09-16 00:23:34 > Step: 31500 Progress: 15.8% Elapsed: 0:42:49 temperature: no ada_p: No Discriminator_loss: 0.0260645 Generator_loss: 0.608359
[INFO] 2020-09-16 00:23:38 > Step: 31600 Progress: 15.8% Elapsed: 0:42:53 temperature: no ada_p: No Discriminator_loss: 0.00153897 Generator_loss: 0.537413
[INFO] 2020-09-16 00:23:42 > Step: 31700 Progress: 15.8% Elapsed: 0:42:57 temperature: no ada_p: No Discriminator_loss: 0.0114936 Generator_loss: 0.544824
[INFO] 2020-09-16 00:23:46 > Step: 31800 Progress: 15.9% Elapsed: 0:43:00 temperature: no ada_p: No Discriminator_loss: 0.0104726 Generator_loss: 0.606639
[INFO] 2020-09-16 00:23:50 > Step: 31900 Progress: 16.0% Elapsed: 0:43:04 temperature: no ada_p: No Discriminator_loss: 0.00868791 Generator_loss: 0.580453
[INFO] 2020-09-16 00:23:53 > Step: 32000 Progress: 16.0% Elapsed: 0:43:08 temperature: no ada_p: No Discriminator_loss: 0.00484693 Generator_loss: 0.622428
[INFO] 2020-09-16 00:23:53 > Start Evaluation (32000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:25:23 > F_8 score (Step: 32000, Using test images): 0.04577644493315143
[INFO] 2020-09-16 00:25:23 > F_1/8 score (Step: 32000, Using test images): 0.1822607089268563
[INFO] 2020-09-16 00:25:23 > FID score (Step: 32000, Using test moments): 151.714113595584
[INFO] 2020-09-16 00:25:23 > Inception score (Step: 32000, 10000 generated images): 3.760826826095581
[INFO] 2020-09-16 00:25:23 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:25:23 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:25:27 > Step: 32100 Progress: 16.1% Elapsed: 0:44:41 temperature: no ada_p: No Discriminator_loss: 0.00873199 Generator_loss: 0.58539
[INFO] 2020-09-16 00:25:31 > Step: 32200 Progress: 16.1% Elapsed: 0:44:45 temperature: no ada_p: No Discriminator_loss: 0.00169612 Generator_loss: 0.553514
[INFO] 2020-09-16 00:25:34 > Step: 32300 Progress: 16.2% Elapsed: 0:44:49 temperature: no ada_p: No Discriminator_loss: 0.516752 Generator_loss: 0.210463
[INFO] 2020-09-16 00:25:38 > Step: 32400 Progress: 16.2% Elapsed: 0:44:53 temperature: no ada_p: No Discriminator_loss: 0.436935 Generator_loss: 0.329221
[INFO] 2020-09-16 00:25:42 > Step: 32500 Progress: 16.2% Elapsed: 0:44:57 temperature: no ada_p: No Discriminator_loss: 0.0274637 Generator_loss: 0.610689
[INFO] 2020-09-16 00:25:46 > Step: 32600 Progress: 16.3% Elapsed: 0:45:01 temperature: no ada_p: No Discriminator_loss: 0.0335477 Generator_loss: 0.596928
[INFO] 2020-09-16 00:25:50 > Step: 32700 Progress: 16.4% Elapsed: 0:45:04 temperature: no ada_p: No Discriminator_loss: 0.00234677 Generator_loss: 0.529994
[INFO] 2020-09-16 00:25:53 > Step: 32800 Progress: 16.4% Elapsed: 0:45:08 temperature: no ada_p: No Discriminator_loss: 0.59658 Generator_loss: 0.874532
[INFO] 2020-09-16 00:25:58 > Step: 32900 Progress: 16.4% Elapsed: 0:45:12 temperature: no ada_p: No Discriminator_loss: 0.00141385 Generator_loss: 0.437527
[INFO] 2020-09-16 00:26:01 > Step: 33000 Progress: 16.5% Elapsed: 0:45:16 temperature: no ada_p: No Discriminator_loss: 0.0382213 Generator_loss: 0.537895
[INFO] 2020-09-16 00:26:05 > Step: 33100 Progress: 16.6% Elapsed: 0:45:20 temperature: no ada_p: No Discriminator_loss: 0.000652632 Generator_loss: 0.49126
[INFO] 2020-09-16 00:26:09 > Step: 33200 Progress: 16.6% Elapsed: 0:45:24 temperature: no ada_p: No Discriminator_loss: 0.00170116 Generator_loss: 0.535418
[INFO] 2020-09-16 00:26:13 > Step: 33300 Progress: 16.7% Elapsed: 0:45:27 temperature: no ada_p: No Discriminator_loss: 0.0031028 Generator_loss: 0.425404
[INFO] 2020-09-16 00:26:17 > Step: 33400 Progress: 16.7% Elapsed: 0:45:31 temperature: no ada_p: No Discriminator_loss: 0.0716356 Generator_loss: 0.485011
[INFO] 2020-09-16 00:26:20 > Step: 33500 Progress: 16.8% Elapsed: 0:45:35 temperature: no ada_p: No Discriminator_loss: 0.0342143 Generator_loss: 0.403056
[INFO] 2020-09-16 00:26:25 > Step: 33600 Progress: 16.8% Elapsed: 0:45:39 temperature: no ada_p: No Discriminator_loss: 0.00753321 Generator_loss: 0.613732
[INFO] 2020-09-16 00:26:28 > Step: 33700 Progress: 16.9% Elapsed: 0:45:43 temperature: no ada_p: No Discriminator_loss: 0.0944717 Generator_loss: 0.65748
[INFO] 2020-09-16 00:26:32 > Step: 33800 Progress: 16.9% Elapsed: 0:45:47 temperature: no ada_p: No Discriminator_loss: 0.0662923 Generator_loss: 0.301576
[INFO] 2020-09-16 00:26:36 > Step: 33900 Progress: 17.0% Elapsed: 0:45:50 temperature: no ada_p: No Discriminator_loss: 0.01011 Generator_loss: 0.54603
[INFO] 2020-09-16 00:26:40 > Step: 34000 Progress: 17.0% Elapsed: 0:45:54 temperature: no ada_p: No Discriminator_loss: 0.00237868 Generator_loss: 0.557993
[INFO] 2020-09-16 00:26:40 > Start Evaluation (34000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:28:10 > F_8 score (Step: 34000, Using test images): 0.1659214789620135
[INFO] 2020-09-16 00:28:10 > F_1/8 score (Step: 34000, Using test images): 0.22076461974876951
[INFO] 2020-09-16 00:28:10 > FID score (Step: 34000, Using test moments): 185.6395878787987
[INFO] 2020-09-16 00:28:10 > Inception score (Step: 34000, 10000 generated images): 3.102412700653076
[INFO] 2020-09-16 00:28:10 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:28:10 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:28:14 > Step: 34100 Progress: 17.1% Elapsed: 0:47:28 temperature: no ada_p: No Discriminator_loss: 0.000886006 Generator_loss: 0.502228
[INFO] 2020-09-16 00:28:17 > Step: 34200 Progress: 17.1% Elapsed: 0:47:32 temperature: no ada_p: No Discriminator_loss: 0.0025994 Generator_loss: 0.480338
[INFO] 2020-09-16 00:28:21 > Step: 34300 Progress: 17.2% Elapsed: 0:47:36 temperature: no ada_p: No Discriminator_loss: 0.0361101 Generator_loss: 0.637747
[INFO] 2020-09-16 00:28:25 > Step: 34400 Progress: 17.2% Elapsed: 0:47:40 temperature: no ada_p: No Discriminator_loss: 0.00134982 Generator_loss: 0.506947
[INFO] 2020-09-16 00:28:29 > Step: 34500 Progress: 17.2% Elapsed: 0:47:43 temperature: no ada_p: No Discriminator_loss: 0.00182217 Generator_loss: 0.44516
[INFO] 2020-09-16 00:28:33 > Step: 34600 Progress: 17.3% Elapsed: 0:47:47 temperature: no ada_p: No Discriminator_loss: 0.186587 Generator_loss: 0.165526
[INFO] 2020-09-16 00:28:36 > Step: 34700 Progress: 17.3% Elapsed: 0:47:51 temperature: no ada_p: No Discriminator_loss: 0.0043493 Generator_loss: 0.508963
[INFO] 2020-09-16 00:28:41 > Step: 34800 Progress: 17.4% Elapsed: 0:47:55 temperature: no ada_p: No Discriminator_loss: 0.00375876 Generator_loss: 0.548487
[INFO] 2020-09-16 00:28:44 > Step: 34900 Progress: 17.4% Elapsed: 0:47:59 temperature: no ada_p: No Discriminator_loss: 0.010042 Generator_loss: 0.414797
[INFO] 2020-09-16 00:28:48 > Step: 35000 Progress: 17.5% Elapsed: 0:48:02 temperature: no ada_p: No Discriminator_loss: 0.00193292 Generator_loss: 0.462843
[INFO] 2020-09-16 00:28:52 > Step: 35100 Progress: 17.5% Elapsed: 0:48:06 temperature: no ada_p: No Discriminator_loss: 0.00118808 Generator_loss: 0.473806
[INFO] 2020-09-16 00:28:56 > Step: 35200 Progress: 17.6% Elapsed: 0:48:10 temperature: no ada_p: No Discriminator_loss: 0.000809229 Generator_loss: 0.468102
[INFO] 2020-09-16 00:29:00 > Step: 35300 Progress: 17.6% Elapsed: 0:48:14 temperature: no ada_p: No Discriminator_loss: 0.00809561 Generator_loss: 0.373313
[INFO] 2020-09-16 00:29:03 > Step: 35400 Progress: 17.7% Elapsed: 0:48:18 temperature: no ada_p: No Discriminator_loss: 0.00106953 Generator_loss: 0.467152
[INFO] 2020-09-16 00:29:07 > Step: 35500 Progress: 17.8% Elapsed: 0:48:22 temperature: no ada_p: No Discriminator_loss: 0.0431116 Generator_loss: 0.25479
[INFO] 2020-09-16 00:29:11 > Step: 35600 Progress: 17.8% Elapsed: 0:48:26 temperature: no ada_p: No Discriminator_loss: 0.0540381 Generator_loss: 0.527745
[INFO] 2020-09-16 00:29:15 > Step: 35700 Progress: 17.8% Elapsed: 0:48:29 temperature: no ada_p: No Discriminator_loss: 0.0515044 Generator_loss: 0.780177
[INFO] 2020-09-16 00:29:19 > Step: 35800 Progress: 17.9% Elapsed: 0:48:33 temperature: no ada_p: No Discriminator_loss: 0.0158679 Generator_loss: 0.94448
[INFO] 2020-09-16 00:29:22 > Step: 35900 Progress: 17.9% Elapsed: 0:48:37 temperature: no ada_p: No Discriminator_loss: 0.0084574 Generator_loss: 0.705333
[INFO] 2020-09-16 00:29:27 > Step: 36000 Progress: 18.0% Elapsed: 0:48:41 temperature: no ada_p: No Discriminator_loss: 0.0602326 Generator_loss: 0.330606
[INFO] 2020-09-16 00:29:27 > Start Evaluation (36000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:30:57 > F_8 score (Step: 36000, Using test images): 0.1301361399588077
[INFO] 2020-09-16 00:30:57 > F_1/8 score (Step: 36000, Using test images): 0.4368887118334598
[INFO] 2020-09-16 00:30:57 > FID score (Step: 36000, Using test moments): 133.1242739086175
[INFO] 2020-09-16 00:30:57 > Inception score (Step: 36000, 10000 generated images): 3.8044395446777344
[INFO] 2020-09-16 00:30:57 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:30:57 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:31:01 > Step: 36100 Progress: 18.1% Elapsed: 0:50:15 temperature: no ada_p: No Discriminator_loss: 0.0678239 Generator_loss: 0.742895
[INFO] 2020-09-16 00:31:04 > Step: 36200 Progress: 18.1% Elapsed: 0:50:19 temperature: no ada_p: No Discriminator_loss: 0.0094676 Generator_loss: 0.48113
[INFO] 2020-09-16 00:31:08 > Step: 36300 Progress: 18.1% Elapsed: 0:50:23 temperature: no ada_p: No Discriminator_loss: 0.0327481 Generator_loss: 0.562024
[INFO] 2020-09-16 00:31:12 > Step: 36400 Progress: 18.2% Elapsed: 0:50:27 temperature: no ada_p: No Discriminator_loss: 0.0638758 Generator_loss: 0.457171
[INFO] 2020-09-16 00:31:16 > Step: 36500 Progress: 18.2% Elapsed: 0:50:31 temperature: no ada_p: No Discriminator_loss: 0.0706717 Generator_loss: 0.896015
[INFO] 2020-09-16 00:31:20 > Step: 36600 Progress: 18.3% Elapsed: 0:50:34 temperature: no ada_p: No Discriminator_loss: 0.0737778 Generator_loss: 0.593121
[INFO] 2020-09-16 00:31:24 > Step: 36700 Progress: 18.4% Elapsed: 0:50:38 temperature: no ada_p: No Discriminator_loss: 0.0478419 Generator_loss: 0.729424
[INFO] 2020-09-16 00:31:28 > Step: 36800 Progress: 18.4% Elapsed: 0:50:43 temperature: no ada_p: No Discriminator_loss: 0.0839933 Generator_loss: 1.08253
[INFO] 2020-09-16 00:31:32 > Step: 36900 Progress: 18.4% Elapsed: 0:50:47 temperature: no ada_p: No Discriminator_loss: 0.205304 Generator_loss: 0.109105
[INFO] 2020-09-16 00:31:36 > Step: 37000 Progress: 18.5% Elapsed: 0:50:50 temperature: no ada_p: No Discriminator_loss: 0.107288 Generator_loss: 0.816538
[INFO] 2020-09-16 00:31:40 > Step: 37100 Progress: 18.6% Elapsed: 0:50:55 temperature: no ada_p: No Discriminator_loss: 0.00439633 Generator_loss: 0.539603
[INFO] 2020-09-16 00:31:44 > Step: 37200 Progress: 18.6% Elapsed: 0:50:58 temperature: no ada_p: No Discriminator_loss: 0.067274 Generator_loss: 0.691996
[INFO] 2020-09-16 00:31:48 > Step: 37300 Progress: 18.6% Elapsed: 0:51:02 temperature: no ada_p: No Discriminator_loss: 0.0476792 Generator_loss: 0.385215
[INFO] 2020-09-16 00:31:51 > Step: 37400 Progress: 18.7% Elapsed: 0:51:06 temperature: no ada_p: No Discriminator_loss: 0.0356499 Generator_loss: 0.64844
[INFO] 2020-09-16 00:31:55 > Step: 37500 Progress: 18.8% Elapsed: 0:51:10 temperature: no ada_p: No Discriminator_loss: 0.0894154 Generator_loss: 0.476546
[INFO] 2020-09-16 00:31:59 > Step: 37600 Progress: 18.8% Elapsed: 0:51:14 temperature: no ada_p: No Discriminator_loss: 0.0541086 Generator_loss: 0.273798
[INFO] 2020-09-16 00:32:03 > Step: 37700 Progress: 18.9% Elapsed: 0:51:17 temperature: no ada_p: No Discriminator_loss: 0.0390034 Generator_loss: 0.488735
[INFO] 2020-09-16 00:32:07 > Step: 37800 Progress: 18.9% Elapsed: 0:51:21 temperature: no ada_p: No Discriminator_loss: 0.00665643 Generator_loss: 0.19083
[INFO] 2020-09-16 00:32:11 > Step: 37900 Progress: 18.9% Elapsed: 0:51:25 temperature: no ada_p: No Discriminator_loss: 0.0772807 Generator_loss: 0.493533
[INFO] 2020-09-16 00:32:14 > Step: 38000 Progress: 19.0% Elapsed: 0:51:29 temperature: no ada_p: No Discriminator_loss: 0.0103715 Generator_loss: 0.602947
[INFO] 2020-09-16 00:32:15 > Start Evaluation (38000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:33:46 > F_8 score (Step: 38000, Using test images): 0.13474789708185797
[INFO] 2020-09-16 00:33:46 > F_1/8 score (Step: 38000, Using test images): 0.4430690421298623
[INFO] 2020-09-16 00:33:46 > FID score (Step: 38000, Using test moments): 134.16217433862607
[INFO] 2020-09-16 00:33:46 > Inception score (Step: 38000, 10000 generated images): 3.8609321117401123
[INFO] 2020-09-16 00:33:46 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:33:46 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:33:50 > Step: 38100 Progress: 19.1% Elapsed: 0:53:04 temperature: no ada_p: No Discriminator_loss: 0.0106561 Generator_loss: 0.626229
[INFO] 2020-09-16 00:33:53 > Step: 38200 Progress: 19.1% Elapsed: 0:53:08 temperature: no ada_p: No Discriminator_loss: 0.684826 Generator_loss: 1.23634
[INFO] 2020-09-16 00:33:58 > Step: 38300 Progress: 19.1% Elapsed: 0:53:12 temperature: no ada_p: No Discriminator_loss: 0.00951299 Generator_loss: 0.431452
[INFO] 2020-09-16 00:34:01 > Step: 38400 Progress: 19.2% Elapsed: 0:53:16 temperature: no ada_p: No Discriminator_loss: 0.0241323 Generator_loss: 0.396181
[INFO] 2020-09-16 00:34:05 > Step: 38500 Progress: 19.2% Elapsed: 0:53:20 temperature: no ada_p: No Discriminator_loss: 0.0280764 Generator_loss: 0.466907
[INFO] 2020-09-16 00:34:09 > Step: 38600 Progress: 19.3% Elapsed: 0:53:23 temperature: no ada_p: No Discriminator_loss: 0.0747665 Generator_loss: 0.205714
[INFO] 2020-09-16 00:34:13 > Step: 38700 Progress: 19.4% Elapsed: 0:53:27 temperature: no ada_p: No Discriminator_loss: 0.0274214 Generator_loss: 0.642874
[INFO] 2020-09-16 00:34:17 > Step: 38800 Progress: 19.4% Elapsed: 0:53:31 temperature: no ada_p: No Discriminator_loss: 0.00403504 Generator_loss: 0.456411
[INFO] 2020-09-16 00:34:20 > Step: 38900 Progress: 19.4% Elapsed: 0:53:35 temperature: no ada_p: No Discriminator_loss: 0.012189 Generator_loss: 0.577355
[INFO] 2020-09-16 00:34:24 > Step: 39000 Progress: 19.5% Elapsed: 0:53:39 temperature: no ada_p: No Discriminator_loss: 0.00565426 Generator_loss: 0.519217
[INFO] 2020-09-16 00:34:28 > Step: 39100 Progress: 19.6% Elapsed: 0:53:43 temperature: no ada_p: No Discriminator_loss: 0.0123975 Generator_loss: 0.418376
[INFO] 2020-09-16 00:34:32 > Step: 39200 Progress: 19.6% Elapsed: 0:53:46 temperature: no ada_p: No Discriminator_loss: 0.0205431 Generator_loss: 0.555874
[INFO] 2020-09-16 00:34:36 > Step: 39300 Progress: 19.7% Elapsed: 0:53:50 temperature: no ada_p: No Discriminator_loss: 0.00928512 Generator_loss: 0.42609
[INFO] 2020-09-16 00:34:39 > Step: 39400 Progress: 19.7% Elapsed: 0:53:54 temperature: no ada_p: No Discriminator_loss: 0.0200269 Generator_loss: 0.598665
[INFO] 2020-09-16 00:34:44 > Step: 39500 Progress: 19.8% Elapsed: 0:53:58 temperature: no ada_p: No Discriminator_loss: 0.0187706 Generator_loss: 0.502798
[INFO] 2020-09-16 00:34:47 > Step: 39600 Progress: 19.8% Elapsed: 0:54:02 temperature: no ada_p: No Discriminator_loss: 0.0194814 Generator_loss: 0.69001
[INFO] 2020-09-16 00:34:51 > Step: 39700 Progress: 19.9% Elapsed: 0:54:06 temperature: no ada_p: No Discriminator_loss: 0.00255583 Generator_loss: 0.470878
[INFO] 2020-09-16 00:34:55 > Step: 39800 Progress: 19.9% Elapsed: 0:54:09 temperature: no ada_p: No Discriminator_loss: 0.000622771 Generator_loss: 0.479713
[INFO] 2020-09-16 00:34:59 > Step: 39900 Progress: 20.0% Elapsed: 0:54:13 temperature: no ada_p: No Discriminator_loss: 0.0145472 Generator_loss: 0.554691
[INFO] 2020-09-16 00:35:03 > Step: 40000 Progress: 20.0% Elapsed: 0:54:17 temperature: no ada_p: No Discriminator_loss: 0.00205809 Generator_loss: 0.568954
[INFO] 2020-09-16 00:35:03 > Start Evaluation (40000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:36:31 > F_8 score (Step: 40000, Using test images): 0.0944737338233124
[INFO] 2020-09-16 00:36:31 > F_1/8 score (Step: 40000, Using test images): 0.31246162015582024
[INFO] 2020-09-16 00:36:31 > FID score (Step: 40000, Using test moments): 178.28761610462544
[INFO] 2020-09-16 00:36:31 > Inception score (Step: 40000, 10000 generated images): 2.707855463027954
[INFO] 2020-09-16 00:36:31 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:36:32 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:36:35 > Step: 40100 Progress: 20.1% Elapsed: 0:55:50 temperature: no ada_p: No Discriminator_loss: 0.00297562 Generator_loss: 0.525426
[INFO] 2020-09-16 00:36:39 > Step: 40200 Progress: 20.1% Elapsed: 0:55:53 temperature: no ada_p: No Discriminator_loss: 0.00255663 Generator_loss: 0.441709
[INFO] 2020-09-16 00:36:43 > Step: 40300 Progress: 20.2% Elapsed: 0:55:58 temperature: no ada_p: No Discriminator_loss: 0.0178434 Generator_loss: 0.625077
[INFO] 2020-09-16 00:36:47 > Step: 40400 Progress: 20.2% Elapsed: 0:56:01 temperature: no ada_p: No Discriminator_loss: 0.00108553 Generator_loss: 0.500311
[INFO] 2020-09-16 00:36:51 > Step: 40500 Progress: 20.2% Elapsed: 0:56:05 temperature: no ada_p: No Discriminator_loss: 0.00133397 Generator_loss: 0.637817
[INFO] 2020-09-16 00:36:54 > Step: 40600 Progress: 20.3% Elapsed: 0:56:09 temperature: no ada_p: No Discriminator_loss: 0.0128722 Generator_loss: 0.376476
[INFO] 2020-09-16 00:36:59 > Step: 40700 Progress: 20.3% Elapsed: 0:56:13 temperature: no ada_p: No Discriminator_loss: 0.0128579 Generator_loss: 0.586986
[INFO] 2020-09-16 00:37:02 > Step: 40800 Progress: 20.4% Elapsed: 0:56:17 temperature: no ada_p: No Discriminator_loss: 0.00219582 Generator_loss: 0.498876
[INFO] 2020-09-16 00:37:06 > Step: 40900 Progress: 20.4% Elapsed: 0:56:20 temperature: no ada_p: No Discriminator_loss: 0.000402825 Generator_loss: 0.508703
[INFO] 2020-09-16 00:37:10 > Step: 41000 Progress: 20.5% Elapsed: 0:56:24 temperature: no ada_p: No Discriminator_loss: 0.000613341 Generator_loss: 0.523781
[INFO] 2020-09-16 00:37:14 > Step: 41100 Progress: 20.5% Elapsed: 0:56:28 temperature: no ada_p: No Discriminator_loss: 0.0116326 Generator_loss: 0.681859
[INFO] 2020-09-16 00:37:18 > Step: 41200 Progress: 20.6% Elapsed: 0:56:32 temperature: no ada_p: No Discriminator_loss: 0.000325644 Generator_loss: 0.48615
[INFO] 2020-09-16 00:37:21 > Step: 41300 Progress: 20.6% Elapsed: 0:56:36 temperature: no ada_p: No Discriminator_loss: 0.0109662 Generator_loss: 0.422495
[INFO] 2020-09-16 00:37:25 > Step: 41400 Progress: 20.7% Elapsed: 0:56:40 temperature: no ada_p: No Discriminator_loss: 0.0105941 Generator_loss: 0.400304
[INFO] 2020-09-16 00:37:29 > Step: 41500 Progress: 20.8% Elapsed: 0:56:44 temperature: no ada_p: No Discriminator_loss: 0.000525052 Generator_loss: 0.457637
[INFO] 2020-09-16 00:37:33 > Step: 41600 Progress: 20.8% Elapsed: 0:56:47 temperature: no ada_p: No Discriminator_loss: 0.0173162 Generator_loss: 0.377542
[INFO] 2020-09-16 00:37:37 > Step: 41700 Progress: 20.8% Elapsed: 0:56:51 temperature: no ada_p: No Discriminator_loss: 0.004114 Generator_loss: 0.47231
[INFO] 2020-09-16 00:37:41 > Step: 41800 Progress: 20.9% Elapsed: 0:56:55 temperature: no ada_p: No Discriminator_loss: 0.000246803 Generator_loss: 0.501677
[INFO] 2020-09-16 00:37:44 > Step: 41900 Progress: 20.9% Elapsed: 0:56:59 temperature: no ada_p: No Discriminator_loss: 0.000545877 Generator_loss: 0.503885
[INFO] 2020-09-16 00:37:48 > Step: 42000 Progress: 21.0% Elapsed: 0:57:03 temperature: no ada_p: No Discriminator_loss: 0.00312021 Generator_loss: 0.44523
[INFO] 2020-09-16 00:37:48 > Start Evaluation (42000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:39:16 > F_8 score (Step: 42000, Using test images): 0.003246808252070331
[INFO] 2020-09-16 00:39:17 > F_1/8 score (Step: 42000, Using test images): 0.07120804995221512
[INFO] 2020-09-16 00:39:17 > FID score (Step: 42000, Using test moments): 239.64861710055266
[INFO] 2020-09-16 00:39:17 > Inception score (Step: 42000, 10000 generated images): 1.8297044038772583
[INFO] 2020-09-16 00:39:17 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:39:17 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:39:20 > Step: 42100 Progress: 21.1% Elapsed: 0:58:35 temperature: no ada_p: No Discriminator_loss: 0.0231037 Generator_loss: 0.340254
[INFO] 2020-09-16 00:39:25 > Step: 42200 Progress: 21.1% Elapsed: 0:58:39 temperature: no ada_p: No Discriminator_loss: 0.00880025 Generator_loss: 0.431477
[INFO] 2020-09-16 00:39:28 > Step: 42300 Progress: 21.1% Elapsed: 0:58:43 temperature: no ada_p: No Discriminator_loss: 0.000352939 Generator_loss: 0.492719
[INFO] 2020-09-16 00:39:32 > Step: 42400 Progress: 21.2% Elapsed: 0:58:46 temperature: no ada_p: No Discriminator_loss: 0.0147558 Generator_loss: 0.633083
[INFO] 2020-09-16 00:39:36 > Step: 42500 Progress: 21.2% Elapsed: 0:58:50 temperature: no ada_p: No Discriminator_loss: 0.0388948 Generator_loss: 0.30439
[INFO] 2020-09-16 00:39:40 > Step: 42600 Progress: 21.3% Elapsed: 0:58:54 temperature: no ada_p: No Discriminator_loss: 0.00994543 Generator_loss: 0.42578
[INFO] 2020-09-16 00:39:44 > Step: 42700 Progress: 21.3% Elapsed: 0:58:58 temperature: no ada_p: No Discriminator_loss: 0.0153226 Generator_loss: 0.654336
[INFO] 2020-09-16 00:39:47 > Step: 42800 Progress: 21.4% Elapsed: 0:59:02 temperature: no ada_p: No Discriminator_loss: 0.00367622 Generator_loss: 0.44937
[INFO] 2020-09-16 00:39:51 > Step: 42900 Progress: 21.4% Elapsed: 0:59:06 temperature: no ada_p: No Discriminator_loss: 0.00344086 Generator_loss: 0.557461
[INFO] 2020-09-16 00:39:55 > Step: 43000 Progress: 21.5% Elapsed: 0:59:10 temperature: no ada_p: No Discriminator_loss: 0.00357032 Generator_loss: 0.456866
[INFO] 2020-09-16 00:39:59 > Step: 43100 Progress: 21.6% Elapsed: 0:59:13 temperature: no ada_p: No Discriminator_loss: 0.00174744 Generator_loss: 0.539576
[INFO] 2020-09-16 00:40:03 > Step: 43200 Progress: 21.6% Elapsed: 0:59:17 temperature: no ada_p: No Discriminator_loss: 0.0148786 Generator_loss: 0.376354
[INFO] 2020-09-16 00:40:06 > Step: 43300 Progress: 21.6% Elapsed: 0:59:21 temperature: no ada_p: No Discriminator_loss: 0.00455829 Generator_loss: 0.554207
[INFO] 2020-09-16 00:40:11 > Step: 43400 Progress: 21.7% Elapsed: 0:59:25 temperature: no ada_p: No Discriminator_loss: 0.00849248 Generator_loss: 0.594466
[INFO] 2020-09-16 00:40:14 > Step: 43500 Progress: 21.8% Elapsed: 0:59:29 temperature: no ada_p: No Discriminator_loss: 0.00931034 Generator_loss: 0.597688
[INFO] 2020-09-16 00:40:18 > Step: 43600 Progress: 21.8% Elapsed: 0:59:32 temperature: no ada_p: No Discriminator_loss: 0.00409863 Generator_loss: 0.438619
[INFO] 2020-09-16 00:40:22 > Step: 43700 Progress: 21.9% Elapsed: 0:59:36 temperature: no ada_p: No Discriminator_loss: 0.00128365 Generator_loss: 0.461441
[INFO] 2020-09-16 00:40:26 > Step: 43800 Progress: 21.9% Elapsed: 0:59:40 temperature: no ada_p: No Discriminator_loss: 0.0020468 Generator_loss: 0.471689
[INFO] 2020-09-16 00:40:30 > Step: 43900 Progress: 21.9% Elapsed: 0:59:44 temperature: no ada_p: No Discriminator_loss: 9.28981e-05 Generator_loss: 0.498986
[INFO] 2020-09-16 00:40:33 > Step: 44000 Progress: 22.0% Elapsed: 0:59:48 temperature: no ada_p: No Discriminator_loss: 0.000231937 Generator_loss: 0.522772
[INFO] 2020-09-16 00:40:33 > Start Evaluation (44000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:42:02 > F_8 score (Step: 44000, Using test images): 0.00015233627218090231
[INFO] 2020-09-16 00:42:02 > F_1/8 score (Step: 44000, Using test images): 0.008129129787542719
[INFO] 2020-09-16 00:42:02 > FID score (Step: 44000, Using test moments): 336.29618782814913
[INFO] 2020-09-16 00:42:02 > Inception score (Step: 44000, 10000 generated images): 1.421012043952942
[INFO] 2020-09-16 00:42:02 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:42:02 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:42:05 > Step: 44100 Progress: 22.1% Elapsed: 1:01:20 temperature: no ada_p: No Discriminator_loss: 0.0103223 Generator_loss: 0.414808
[INFO] 2020-09-16 00:42:10 > Step: 44200 Progress: 22.1% Elapsed: 1:01:24 temperature: no ada_p: No Discriminator_loss: 0.00453051 Generator_loss: 0.573631
[INFO] 2020-09-16 00:42:13 > Step: 44300 Progress: 22.1% Elapsed: 1:01:28 temperature: no ada_p: No Discriminator_loss: 0.00428565 Generator_loss: 0.452313
[INFO] 2020-09-16 00:42:17 > Step: 44400 Progress: 22.2% Elapsed: 1:01:32 temperature: no ada_p: No Discriminator_loss: 0.0250813 Generator_loss: 0.543081
[INFO] 2020-09-16 00:42:21 > Step: 44500 Progress: 22.2% Elapsed: 1:01:35 temperature: no ada_p: No Discriminator_loss: 0.156804 Generator_loss: 0.230433
[INFO] 2020-09-16 00:42:25 > Step: 44600 Progress: 22.3% Elapsed: 1:01:39 temperature: no ada_p: No Discriminator_loss: 0.0130211 Generator_loss: 1.0878
[INFO] 2020-09-16 00:42:29 > Step: 44700 Progress: 22.4% Elapsed: 1:01:43 temperature: no ada_p: No Discriminator_loss: 0.31693 Generator_loss: 0.161043
[INFO] 2020-09-16 00:42:32 > Step: 44800 Progress: 22.4% Elapsed: 1:01:47 temperature: no ada_p: No Discriminator_loss: 0.100376 Generator_loss: 0.129516
[INFO] 2020-09-16 00:42:36 > Step: 44900 Progress: 22.4% Elapsed: 1:01:51 temperature: no ada_p: No Discriminator_loss: 0.0434887 Generator_loss: 0.49108
[INFO] 2020-09-16 00:42:40 > Step: 45000 Progress: 22.5% Elapsed: 1:01:55 temperature: no ada_p: No Discriminator_loss: 0.0267715 Generator_loss: 0.464163
[INFO] 2020-09-16 00:42:44 > Step: 45100 Progress: 22.6% Elapsed: 1:01:58 temperature: no ada_p: No Discriminator_loss: 0.0537488 Generator_loss: 0.371137
[INFO] 2020-09-16 00:42:48 > Step: 45200 Progress: 22.6% Elapsed: 1:02:02 temperature: no ada_p: No Discriminator_loss: 0.0657521 Generator_loss: 0.400532
[INFO] 2020-09-16 00:42:52 > Step: 45300 Progress: 22.7% Elapsed: 1:02:06 temperature: no ada_p: No Discriminator_loss: 0.0306258 Generator_loss: 0.350395
[INFO] 2020-09-16 00:42:56 > Step: 45400 Progress: 22.7% Elapsed: 1:02:10 temperature: no ada_p: No Discriminator_loss: 0.0967238 Generator_loss: 0.301231
[INFO] 2020-09-16 00:42:59 > Step: 45500 Progress: 22.8% Elapsed: 1:02:14 temperature: no ada_p: No Discriminator_loss: 0.0340826 Generator_loss: 0.476284
[INFO] 2020-09-16 00:43:03 > Step: 45600 Progress: 22.8% Elapsed: 1:02:18 temperature: no ada_p: No Discriminator_loss: 0.117494 Generator_loss: 0.516915
[INFO] 2020-09-16 00:43:07 > Step: 45700 Progress: 22.9% Elapsed: 1:02:22 temperature: no ada_p: No Discriminator_loss: 0.00924563 Generator_loss: 0.630816
[INFO] 2020-09-16 00:43:11 > Step: 45800 Progress: 22.9% Elapsed: 1:02:25 temperature: no ada_p: No Discriminator_loss: 0.0121928 Generator_loss: 0.363608
[INFO] 2020-09-16 00:43:15 > Step: 45900 Progress: 22.9% Elapsed: 1:02:29 temperature: no ada_p: No Discriminator_loss: 0.0668043 Generator_loss: 0.256575
[INFO] 2020-09-16 00:43:18 > Step: 46000 Progress: 23.0% Elapsed: 1:02:33 temperature: no ada_p: No Discriminator_loss: 0.0299302 Generator_loss: 0.671949
[INFO] 2020-09-16 00:43:18 > Start Evaluation (46000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:44:49 > F_8 score (Step: 46000, Using test images): 0.18605007849346814
[INFO] 2020-09-16 00:44:49 > F_1/8 score (Step: 46000, Using test images): 0.35692630352689975
[INFO] 2020-09-16 00:44:49 > FID score (Step: 46000, Using test moments): 145.77509555423018
[INFO] 2020-09-16 00:44:49 > Inception score (Step: 46000, 10000 generated images): 3.2454705238342285
[INFO] 2020-09-16 00:44:49 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:44:49 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:44:53 > Step: 46100 Progress: 23.1% Elapsed: 1:04:07 temperature: no ada_p: No Discriminator_loss: 0.0994017 Generator_loss: 0.534469
[INFO] 2020-09-16 00:44:57 > Step: 46200 Progress: 23.1% Elapsed: 1:04:11 temperature: no ada_p: No Discriminator_loss: 0.0583221 Generator_loss: 0.274912
[INFO] 2020-09-16 00:45:00 > Step: 46300 Progress: 23.2% Elapsed: 1:04:15 temperature: no ada_p: No Discriminator_loss: 0.113559 Generator_loss: 0.355331
[INFO] 2020-09-16 00:45:04 > Step: 46400 Progress: 23.2% Elapsed: 1:04:19 temperature: no ada_p: No Discriminator_loss: 0.0319106 Generator_loss: 0.215992
[INFO] 2020-09-16 00:45:08 > Step: 46500 Progress: 23.2% Elapsed: 1:04:23 temperature: no ada_p: No Discriminator_loss: 0.0063902 Generator_loss: 0.479767
[INFO] 2020-09-16 00:45:12 > Step: 46600 Progress: 23.3% Elapsed: 1:04:26 temperature: no ada_p: No Discriminator_loss: 0.0518549 Generator_loss: 0.346545
[INFO] 2020-09-16 00:45:16 > Step: 46700 Progress: 23.4% Elapsed: 1:04:30 temperature: no ada_p: No Discriminator_loss: 0.0266713 Generator_loss: 0.371958
[INFO] 2020-09-16 00:45:19 > Step: 46800 Progress: 23.4% Elapsed: 1:04:34 temperature: no ada_p: No Discriminator_loss: 0.130828 Generator_loss: 0.891912
[INFO] 2020-09-16 00:45:24 > Step: 46900 Progress: 23.4% Elapsed: 1:04:38 temperature: no ada_p: No Discriminator_loss: 0.0373454 Generator_loss: 0.527938
[INFO] 2020-09-16 00:45:27 > Step: 47000 Progress: 23.5% Elapsed: 1:04:42 temperature: no ada_p: No Discriminator_loss: 0.0293441 Generator_loss: 0.615369
[INFO] 2020-09-16 00:45:31 > Step: 47100 Progress: 23.5% Elapsed: 1:04:46 temperature: no ada_p: No Discriminator_loss: 0.0358646 Generator_loss: 0.365528
[INFO] 2020-09-16 00:45:35 > Step: 47200 Progress: 23.6% Elapsed: 1:04:49 temperature: no ada_p: No Discriminator_loss: 0.02644 Generator_loss: 0.600549
[INFO] 2020-09-16 00:45:39 > Step: 47300 Progress: 23.6% Elapsed: 1:04:53 temperature: no ada_p: No Discriminator_loss: 0.0291228 Generator_loss: 0.645409
[INFO] 2020-09-16 00:45:43 > Step: 47400 Progress: 23.7% Elapsed: 1:04:57 temperature: no ada_p: No Discriminator_loss: 0.0153078 Generator_loss: 0.648609
[INFO] 2020-09-16 00:45:46 > Step: 47500 Progress: 23.8% Elapsed: 1:05:01 temperature: no ada_p: No Discriminator_loss: 0.118059 Generator_loss: 0.713093
[INFO] 2020-09-16 00:45:50 > Step: 47600 Progress: 23.8% Elapsed: 1:05:05 temperature: no ada_p: No Discriminator_loss: 0.0382889 Generator_loss: 0.599335
[INFO] 2020-09-16 00:45:54 > Step: 47700 Progress: 23.8% Elapsed: 1:05:09 temperature: no ada_p: No Discriminator_loss: 0.0474018 Generator_loss: 0.92798
[INFO] 2020-09-16 00:45:58 > Step: 47800 Progress: 23.9% Elapsed: 1:05:12 temperature: no ada_p: No Discriminator_loss: 0.0250024 Generator_loss: 0.250014
[INFO] 2020-09-16 00:46:02 > Step: 47900 Progress: 23.9% Elapsed: 1:05:16 temperature: no ada_p: No Discriminator_loss: 0.0337278 Generator_loss: 0.497975
[INFO] 2020-09-16 00:46:05 > Step: 48000 Progress: 24.0% Elapsed: 1:05:20 temperature: no ada_p: No Discriminator_loss: 0.0304916 Generator_loss: 0.469664
[INFO] 2020-09-16 00:46:05 > Start Evaluation (48000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:47:35 > F_8 score (Step: 48000, Using test images): 0.1152894569494322
[INFO] 2020-09-16 00:47:35 > F_1/8 score (Step: 48000, Using test images): 0.19597378774637939
[INFO] 2020-09-16 00:47:35 > FID score (Step: 48000, Using test moments): 155.51691789813447
[INFO] 2020-09-16 00:47:35 > Inception score (Step: 48000, 10000 generated images): 3.2388696670532227
[INFO] 2020-09-16 00:47:35 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:47:35 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:47:40 > Step: 48100 Progress: 24.1% Elapsed: 1:06:54 temperature: no ada_p: No Discriminator_loss: 0.0323857 Generator_loss: 0.718429
[INFO] 2020-09-16 00:47:43 > Step: 48200 Progress: 24.1% Elapsed: 1:06:58 temperature: no ada_p: No Discriminator_loss: 0.0125014 Generator_loss: 0.548612
[INFO] 2020-09-16 00:47:47 > Step: 48300 Progress: 24.1% Elapsed: 1:07:02 temperature: no ada_p: No Discriminator_loss: 0.0100599 Generator_loss: 0.550582
[INFO] 2020-09-16 00:47:51 > Step: 48400 Progress: 24.2% Elapsed: 1:07:05 temperature: no ada_p: No Discriminator_loss: 0.0829221 Generator_loss: 0.186091
[INFO] 2020-09-16 00:47:55 > Step: 48500 Progress: 24.2% Elapsed: 1:07:09 temperature: no ada_p: No Discriminator_loss: 0.0159391 Generator_loss: 0.703193
[INFO] 2020-09-16 00:47:59 > Step: 48600 Progress: 24.3% Elapsed: 1:07:13 temperature: no ada_p: No Discriminator_loss: 0.00517426 Generator_loss: 0.594705
[INFO] 2020-09-16 00:48:02 > Step: 48700 Progress: 24.3% Elapsed: 1:07:17 temperature: no ada_p: No Discriminator_loss: 0.0241194 Generator_loss: 0.765345
[INFO] 2020-09-16 00:48:06 > Step: 48800 Progress: 24.4% Elapsed: 1:07:21 temperature: no ada_p: No Discriminator_loss: 0.0295642 Generator_loss: 0.25321
[INFO] 2020-09-16 00:48:10 > Step: 48900 Progress: 24.4% Elapsed: 1:07:25 temperature: no ada_p: No Discriminator_loss: 0.0716757 Generator_loss: 0.201921
[INFO] 2020-09-16 00:48:14 > Step: 49000 Progress: 24.5% Elapsed: 1:07:28 temperature: no ada_p: No Discriminator_loss: 0.153926 Generator_loss: 0.950938
[INFO] 2020-09-16 00:48:18 > Step: 49100 Progress: 24.6% Elapsed: 1:07:32 temperature: no ada_p: No Discriminator_loss: 0.0106904 Generator_loss: 0.666836
[INFO] 2020-09-16 00:48:21 > Step: 49200 Progress: 24.6% Elapsed: 1:07:36 temperature: no ada_p: No Discriminator_loss: 0.0166197 Generator_loss: 0.421731
[INFO] 2020-09-16 00:48:26 > Step: 49300 Progress: 24.6% Elapsed: 1:07:40 temperature: no ada_p: No Discriminator_loss: 0.0113811 Generator_loss: 0.509515
[INFO] 2020-09-16 00:48:29 > Step: 49400 Progress: 24.7% Elapsed: 1:07:44 temperature: no ada_p: No Discriminator_loss: 0.0191289 Generator_loss: 0.422622
[INFO] 2020-09-16 00:48:33 > Step: 49500 Progress: 24.8% Elapsed: 1:07:47 temperature: no ada_p: No Discriminator_loss: 0.0395135 Generator_loss: 0.408842
[INFO] 2020-09-16 00:48:37 > Step: 49600 Progress: 24.8% Elapsed: 1:07:52 temperature: no ada_p: No Discriminator_loss: 0.0126663 Generator_loss: 0.878304
[INFO] 2020-09-16 00:48:41 > Step: 49700 Progress: 24.9% Elapsed: 1:07:55 temperature: no ada_p: No Discriminator_loss: 0.00942351 Generator_loss: 0.630185
[INFO] 2020-09-16 00:48:45 > Step: 49800 Progress: 24.9% Elapsed: 1:07:59 temperature: no ada_p: No Discriminator_loss: 0.00591075 Generator_loss: 0.666337
[INFO] 2020-09-16 00:48:48 > Step: 49900 Progress: 24.9% Elapsed: 1:08:03 temperature: no ada_p: No Discriminator_loss: 0.0217464 Generator_loss: 0.554878
[INFO] 2020-09-16 00:48:52 > Step: 50000 Progress: 25.0% Elapsed: 1:08:07 temperature: no ada_p: No Discriminator_loss: 0.0115753 Generator_loss: 0.565525
[INFO] 2020-09-16 00:48:52 > Start Evaluation (50000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:50:21 > F_8 score (Step: 50000, Using test images): 0.1262272429385989
[INFO] 2020-09-16 00:50:21 > F_1/8 score (Step: 50000, Using test images): 0.44427094123796257
[INFO] 2020-09-16 00:50:21 > FID score (Step: 50000, Using test moments): 149.17109561726076
[INFO] 2020-09-16 00:50:21 > Inception score (Step: 50000, 10000 generated images): 3.5917797088623047
[INFO] 2020-09-16 00:50:21 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:50:21 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:50:25 > Step: 50100 Progress: 25.1% Elapsed: 1:09:39 temperature: no ada_p: No Discriminator_loss: 0.0102225 Generator_loss: 0.710827
[INFO] 2020-09-16 00:50:29 > Step: 50200 Progress: 25.1% Elapsed: 1:09:43 temperature: no ada_p: No Discriminator_loss: 0.0054994 Generator_loss: 0.419698
[INFO] 2020-09-16 00:50:32 > Step: 50300 Progress: 25.1% Elapsed: 1:09:47 temperature: no ada_p: No Discriminator_loss: 0.022822 Generator_loss: 0.514972
[INFO] 2020-09-16 00:50:37 > Step: 50400 Progress: 25.2% Elapsed: 1:09:51 temperature: no ada_p: No Discriminator_loss: 0.0110981 Generator_loss: 0.666489
[INFO] 2020-09-16 00:50:40 > Step: 50500 Progress: 25.2% Elapsed: 1:09:55 temperature: no ada_p: No Discriminator_loss: 0.0123465 Generator_loss: 0.657142
[INFO] 2020-09-16 00:50:44 > Step: 50600 Progress: 25.3% Elapsed: 1:09:59 temperature: no ada_p: No Discriminator_loss: 0.00138252 Generator_loss: 0.505215
[INFO] 2020-09-16 00:50:48 > Step: 50700 Progress: 25.4% Elapsed: 1:10:02 temperature: no ada_p: No Discriminator_loss: 0.00718796 Generator_loss: 0.372379
[INFO] 2020-09-16 00:50:52 > Step: 50800 Progress: 25.4% Elapsed: 1:10:06 temperature: no ada_p: No Discriminator_loss: 0.0568628 Generator_loss: 0.285456
[INFO] 2020-09-16 00:50:56 > Step: 50900 Progress: 25.4% Elapsed: 1:10:10 temperature: no ada_p: No Discriminator_loss: 0.041881 Generator_loss: 0.484137
[INFO] 2020-09-16 00:50:59 > Step: 51000 Progress: 25.5% Elapsed: 1:10:14 temperature: no ada_p: No Discriminator_loss: 0.00407639 Generator_loss: 0.558862
[INFO] 2020-09-16 00:51:03 > Step: 51100 Progress: 25.6% Elapsed: 1:10:18 temperature: no ada_p: No Discriminator_loss: 0.00616033 Generator_loss: 0.562883
[INFO] 2020-09-16 00:51:07 > Step: 51200 Progress: 25.6% Elapsed: 1:10:22 temperature: no ada_p: No Discriminator_loss: 0.208267 Generator_loss: 0.0687
[INFO] 2020-09-16 00:51:11 > Step: 51300 Progress: 25.7% Elapsed: 1:10:25 temperature: no ada_p: No Discriminator_loss: 0.0127215 Generator_loss: 0.55307
[INFO] 2020-09-16 00:51:15 > Step: 51400 Progress: 25.7% Elapsed: 1:10:29 temperature: no ada_p: No Discriminator_loss: 0.0372288 Generator_loss: 0.555689
[INFO] 2020-09-16 00:51:18 > Step: 51500 Progress: 25.8% Elapsed: 1:10:33 temperature: no ada_p: No Discriminator_loss: 0.00733608 Generator_loss: 0.518683
[INFO] 2020-09-16 00:51:23 > Step: 51600 Progress: 25.8% Elapsed: 1:10:37 temperature: no ada_p: No Discriminator_loss: 0.0344775 Generator_loss: 0.350545
[INFO] 2020-09-16 00:51:26 > Step: 51700 Progress: 25.9% Elapsed: 1:10:41 temperature: no ada_p: No Discriminator_loss: 0.0156754 Generator_loss: 0.564669
[INFO] 2020-09-16 00:51:30 > Step: 51800 Progress: 25.9% Elapsed: 1:10:45 temperature: no ada_p: No Discriminator_loss: 0.0551165 Generator_loss: 0.615841
[INFO] 2020-09-16 00:51:34 > Step: 51900 Progress: 25.9% Elapsed: 1:10:48 temperature: no ada_p: No Discriminator_loss: 0.00990267 Generator_loss: 0.480506
[INFO] 2020-09-16 00:51:38 > Step: 52000 Progress: 26.0% Elapsed: 1:10:52 temperature: no ada_p: No Discriminator_loss: 0.00290522 Generator_loss: 0.506299
[INFO] 2020-09-16 00:51:38 > Start Evaluation (52000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:53:07 > F_8 score (Step: 52000, Using test images): 0.13339682351426005
[INFO] 2020-09-16 00:53:07 > F_1/8 score (Step: 52000, Using test images): 0.3188294478398666
[INFO] 2020-09-16 00:53:07 > FID score (Step: 52000, Using test moments): 169.2415008357236
[INFO] 2020-09-16 00:53:07 > Inception score (Step: 52000, 10000 generated images): 3.29823899269104
[INFO] 2020-09-16 00:53:07 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:53:07 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:53:10 > Step: 52100 Progress: 26.1% Elapsed: 1:12:25 temperature: no ada_p: No Discriminator_loss: 0.0314151 Generator_loss: 0.546232
[INFO] 2020-09-16 00:53:14 > Step: 52200 Progress: 26.1% Elapsed: 1:12:29 temperature: no ada_p: No Discriminator_loss: 0.00650321 Generator_loss: 0.431746
[INFO] 2020-09-16 00:53:18 > Step: 52300 Progress: 26.2% Elapsed: 1:12:32 temperature: no ada_p: No Discriminator_loss: 0.0560073 Generator_loss: 0.285749
[INFO] 2020-09-16 00:53:22 > Step: 52400 Progress: 26.2% Elapsed: 1:12:36 temperature: no ada_p: No Discriminator_loss: 0.115401 Generator_loss: 0.157685
[INFO] 2020-09-16 00:53:26 > Step: 52500 Progress: 26.2% Elapsed: 1:12:40 temperature: no ada_p: No Discriminator_loss: 0.103763 Generator_loss: 0.254717
[INFO] 2020-09-16 00:53:29 > Step: 52600 Progress: 26.3% Elapsed: 1:12:44 temperature: no ada_p: No Discriminator_loss: 0.034817 Generator_loss: 0.346963
[INFO] 2020-09-16 00:53:33 > Step: 52700 Progress: 26.4% Elapsed: 1:12:48 temperature: no ada_p: No Discriminator_loss: 0.00332951 Generator_loss: 0.487833
[INFO] 2020-09-16 00:53:37 > Step: 52800 Progress: 26.4% Elapsed: 1:12:52 temperature: no ada_p: No Discriminator_loss: 0.0102351 Generator_loss: 0.490344
[INFO] 2020-09-16 00:53:41 > Step: 52900 Progress: 26.5% Elapsed: 1:12:56 temperature: no ada_p: No Discriminator_loss: 0.00190355 Generator_loss: 0.458095
[INFO] 2020-09-16 00:53:45 > Step: 53000 Progress: 26.5% Elapsed: 1:12:59 temperature: no ada_p: No Discriminator_loss: 0.0102109 Generator_loss: 0.66288
[INFO] 2020-09-16 00:53:49 > Step: 53100 Progress: 26.6% Elapsed: 1:13:03 temperature: no ada_p: No Discriminator_loss: 0.00130011 Generator_loss: 0.510172
[INFO] 2020-09-16 00:53:53 > Step: 53200 Progress: 26.6% Elapsed: 1:13:07 temperature: no ada_p: No Discriminator_loss: 0.00352559 Generator_loss: 0.555753
[INFO] 2020-09-16 00:53:57 > Step: 53300 Progress: 26.7% Elapsed: 1:13:11 temperature: no ada_p: No Discriminator_loss: 0.000919348 Generator_loss: 0.520965
[INFO] 2020-09-16 00:54:00 > Step: 53400 Progress: 26.7% Elapsed: 1:13:15 temperature: no ada_p: No Discriminator_loss: 0.00535055 Generator_loss: 0.44535
[INFO] 2020-09-16 00:54:05 > Step: 53500 Progress: 26.8% Elapsed: 1:13:19 temperature: no ada_p: No Discriminator_loss: 0.00447054 Generator_loss: 0.518671
[INFO] 2020-09-16 00:54:08 > Step: 53600 Progress: 26.8% Elapsed: 1:13:23 temperature: no ada_p: No Discriminator_loss: 0.0126863 Generator_loss: 0.393977
[INFO] 2020-09-16 00:54:12 > Step: 53700 Progress: 26.9% Elapsed: 1:13:27 temperature: no ada_p: No Discriminator_loss: 0.00205879 Generator_loss: 0.422242
[INFO] 2020-09-16 00:54:16 > Step: 53800 Progress: 26.9% Elapsed: 1:13:30 temperature: no ada_p: No Discriminator_loss: 0.0431585 Generator_loss: 0.300625
[INFO] 2020-09-16 00:54:20 > Step: 53900 Progress: 27.0% Elapsed: 1:13:35 temperature: no ada_p: No Discriminator_loss: 0.00289767 Generator_loss: 0.557219
[INFO] 2020-09-16 00:54:24 > Step: 54000 Progress: 27.0% Elapsed: 1:13:38 temperature: no ada_p: No Discriminator_loss: 0.00423414 Generator_loss: 0.459699
[INFO] 2020-09-16 00:54:24 > Start Evaluation (54000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:55:53 > F_8 score (Step: 54000, Using test images): 0.002749137369358122
[INFO] 2020-09-16 00:55:53 > F_1/8 score (Step: 54000, Using test images): 0.029060974874663546
[INFO] 2020-09-16 00:55:53 > FID score (Step: 54000, Using test moments): 265.0304136891882
[INFO] 2020-09-16 00:55:53 > Inception score (Step: 54000, 10000 generated images): 2.3657147884368896
[INFO] 2020-09-16 00:55:53 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:55:53 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:55:57 > Step: 54100 Progress: 27.1% Elapsed: 1:15:11 temperature: no ada_p: No Discriminator_loss: 0.00514035 Generator_loss: 0.436371
[INFO] 2020-09-16 00:56:00 > Step: 54200 Progress: 27.1% Elapsed: 1:15:15 temperature: no ada_p: No Discriminator_loss: 0.0007282 Generator_loss: 0.555997
[INFO] 2020-09-16 00:56:04 > Step: 54300 Progress: 27.2% Elapsed: 1:15:19 temperature: no ada_p: No Discriminator_loss: 0.00128452 Generator_loss: 0.443746
[INFO] 2020-09-16 00:56:08 > Step: 54400 Progress: 27.2% Elapsed: 1:15:23 temperature: no ada_p: No Discriminator_loss: 0.00963273 Generator_loss: 0.402786
[INFO] 2020-09-16 00:56:12 > Step: 54500 Progress: 27.3% Elapsed: 1:15:26 temperature: no ada_p: No Discriminator_loss: 0.00179389 Generator_loss: 0.522812
[INFO] 2020-09-16 00:56:16 > Step: 54600 Progress: 27.3% Elapsed: 1:15:30 temperature: no ada_p: No Discriminator_loss: 0.000858588 Generator_loss: 0.472273
[INFO] 2020-09-16 00:56:20 > Step: 54700 Progress: 27.4% Elapsed: 1:15:34 temperature: no ada_p: No Discriminator_loss: 0.000155131 Generator_loss: 0.4908
[INFO] 2020-09-16 00:56:24 > Step: 54800 Progress: 27.4% Elapsed: 1:15:38 temperature: no ada_p: No Discriminator_loss: 0.000182543 Generator_loss: 0.513535
[INFO] 2020-09-16 00:56:27 > Step: 54900 Progress: 27.5% Elapsed: 1:15:42 temperature: no ada_p: No Discriminator_loss: 0.00159733 Generator_loss: 0.492431
[INFO] 2020-09-16 00:56:31 > Step: 55000 Progress: 27.5% Elapsed: 1:15:45 temperature: no ada_p: No Discriminator_loss: 0.00487841 Generator_loss: 0.437941
[INFO] 2020-09-16 00:56:35 > Step: 55100 Progress: 27.6% Elapsed: 1:15:50 temperature: no ada_p: No Discriminator_loss: 0.0101964 Generator_loss: 0.595819
[INFO] 2020-09-16 00:56:39 > Step: 55200 Progress: 27.6% Elapsed: 1:15:53 temperature: no ada_p: No Discriminator_loss: 0.00309067 Generator_loss: 0.556178
[INFO] 2020-09-16 00:56:43 > Step: 55300 Progress: 27.7% Elapsed: 1:15:57 temperature: no ada_p: No Discriminator_loss: 0.00918547 Generator_loss: 0.408285
[INFO] 2020-09-16 00:56:46 > Step: 55400 Progress: 27.7% Elapsed: 1:16:01 temperature: no ada_p: No Discriminator_loss: 0.0016145 Generator_loss: 0.507663
[INFO] 2020-09-16 00:56:50 > Step: 55500 Progress: 27.8% Elapsed: 1:16:05 temperature: no ada_p: No Discriminator_loss: 0.00162549 Generator_loss: 0.498695
[INFO] 2020-09-16 00:56:54 > Step: 55600 Progress: 27.8% Elapsed: 1:16:09 temperature: no ada_p: No Discriminator_loss: 0.00325265 Generator_loss: 0.462694
[INFO] 2020-09-16 00:56:58 > Step: 55700 Progress: 27.9% Elapsed: 1:16:12 temperature: no ada_p: No Discriminator_loss: 0.0108973 Generator_loss: 0.62016
[INFO] 2020-09-16 00:57:02 > Step: 55800 Progress: 27.9% Elapsed: 1:16:16 temperature: no ada_p: No Discriminator_loss: 0.00154999 Generator_loss: 0.549534
[INFO] 2020-09-16 00:57:06 > Step: 55900 Progress: 28.0% Elapsed: 1:16:20 temperature: no ada_p: No Discriminator_loss: 0.0217285 Generator_loss: 0.636292
[INFO] 2020-09-16 00:57:10 > Step: 56000 Progress: 28.0% Elapsed: 1:16:24 temperature: no ada_p: No Discriminator_loss: 0.000982412 Generator_loss: 0.548405
[INFO] 2020-09-16 00:57:10 > Start Evaluation (56000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:58:38 > F_8 score (Step: 56000, Using test images): 0.0036204617766923677
[INFO] 2020-09-16 00:58:38 > F_1/8 score (Step: 56000, Using test images): 0.08083273576043332
[INFO] 2020-09-16 00:58:38 > FID score (Step: 56000, Using test moments): 311.4252262006962
[INFO] 2020-09-16 00:58:38 > Inception score (Step: 56000, 10000 generated images): 1.422412395477295
[INFO] 2020-09-16 00:58:38 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 00:58:38 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 00:58:42 > Step: 56100 Progress: 28.1% Elapsed: 1:17:57 temperature: no ada_p: No Discriminator_loss: 0.0228923 Generator_loss: 0.698969
[INFO] 2020-09-16 00:58:46 > Step: 56200 Progress: 28.1% Elapsed: 1:18:00 temperature: no ada_p: No Discriminator_loss: 0.0417599 Generator_loss: 0.708323
[INFO] 2020-09-16 00:58:50 > Step: 56300 Progress: 28.1% Elapsed: 1:18:04 temperature: no ada_p: No Discriminator_loss: 0.00317012 Generator_loss: 0.5545
[INFO] 2020-09-16 00:58:54 > Step: 56400 Progress: 28.2% Elapsed: 1:18:08 temperature: no ada_p: No Discriminator_loss: 0.00119719 Generator_loss: 0.555462
[INFO] 2020-09-16 00:58:57 > Step: 56500 Progress: 28.2% Elapsed: 1:18:12 temperature: no ada_p: No Discriminator_loss: 0.00143124 Generator_loss: 0.458493
[INFO] 2020-09-16 00:59:01 > Step: 56600 Progress: 28.3% Elapsed: 1:18:16 temperature: no ada_p: No Discriminator_loss: 0.000597464 Generator_loss: 0.505151
[INFO] 2020-09-16 00:59:05 > Step: 56700 Progress: 28.3% Elapsed: 1:18:20 temperature: no ada_p: No Discriminator_loss: 0.0803537 Generator_loss: 0.287977
[INFO] 2020-09-16 00:59:09 > Step: 56800 Progress: 28.4% Elapsed: 1:18:23 temperature: no ada_p: No Discriminator_loss: 0.0126779 Generator_loss: 0.605422
[INFO] 2020-09-16 00:59:13 > Step: 56900 Progress: 28.4% Elapsed: 1:18:27 temperature: no ada_p: No Discriminator_loss: 0.00258352 Generator_loss: 0.442461
[INFO] 2020-09-16 00:59:16 > Step: 57000 Progress: 28.5% Elapsed: 1:18:31 temperature: no ada_p: No Discriminator_loss: 0.000371978 Generator_loss: 0.518898
[INFO] 2020-09-16 00:59:21 > Step: 57100 Progress: 28.5% Elapsed: 1:18:35 temperature: no ada_p: No Discriminator_loss: 0.00103767 Generator_loss: 0.548416
[INFO] 2020-09-16 00:59:24 > Step: 57200 Progress: 28.6% Elapsed: 1:18:39 temperature: no ada_p: No Discriminator_loss: 0.0360846 Generator_loss: 0.685938
[INFO] 2020-09-16 00:59:28 > Step: 57300 Progress: 28.6% Elapsed: 1:18:43 temperature: no ada_p: No Discriminator_loss: 0.0014862 Generator_loss: 0.530186
[INFO] 2020-09-16 00:59:32 > Step: 57400 Progress: 28.7% Elapsed: 1:18:47 temperature: no ada_p: No Discriminator_loss: 0.000347941 Generator_loss: 0.485538
[INFO] 2020-09-16 00:59:36 > Step: 57500 Progress: 28.7% Elapsed: 1:18:51 temperature: no ada_p: No Discriminator_loss: 0.00674516 Generator_loss: 0.588009
[INFO] 2020-09-16 00:59:40 > Step: 57600 Progress: 28.8% Elapsed: 1:18:54 temperature: no ada_p: No Discriminator_loss: 0.0130638 Generator_loss: 0.403287
[INFO] 2020-09-16 00:59:44 > Step: 57700 Progress: 28.8% Elapsed: 1:18:58 temperature: no ada_p: No Discriminator_loss: 0.00495729 Generator_loss: 0.443486
[INFO] 2020-09-16 00:59:48 > Step: 57800 Progress: 28.9% Elapsed: 1:19:02 temperature: no ada_p: No Discriminator_loss: 0.000377404 Generator_loss: 0.5108
[INFO] 2020-09-16 00:59:52 > Step: 57900 Progress: 28.9% Elapsed: 1:19:06 temperature: no ada_p: No Discriminator_loss: 0.00155022 Generator_loss: 0.550895
[INFO] 2020-09-16 00:59:55 > Step: 58000 Progress: 29.0% Elapsed: 1:19:10 temperature: no ada_p: No Discriminator_loss: 0.040575 Generator_loss: 0.563874
[INFO] 2020-09-16 00:59:55 > Start Evaluation (58000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:01:23 > F_8 score (Step: 58000, Using test images): 0.0010998243877812304
[INFO] 2020-09-16 01:01:23 > F_1/8 score (Step: 58000, Using test images): 0.014425938596386158
[INFO] 2020-09-16 01:01:23 > FID score (Step: 58000, Using test moments): 232.23964396400584
[INFO] 2020-09-16 01:01:23 > Inception score (Step: 58000, 10000 generated images): 1.9547308683395386
[INFO] 2020-09-16 01:01:23 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:01:23 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:01:27 > Step: 58100 Progress: 29.0% Elapsed: 1:20:42 temperature: no ada_p: No Discriminator_loss: 0.0151852 Generator_loss: 0.275556
[INFO] 2020-09-16 01:01:31 > Step: 58200 Progress: 29.1% Elapsed: 1:20:46 temperature: no ada_p: No Discriminator_loss: 0.0737904 Generator_loss: 0.342632
[INFO] 2020-09-16 01:01:35 > Step: 58300 Progress: 29.1% Elapsed: 1:20:50 temperature: no ada_p: No Discriminator_loss: 0.127875 Generator_loss: 0.424042
[INFO] 2020-09-16 01:01:39 > Step: 58400 Progress: 29.2% Elapsed: 1:20:53 temperature: no ada_p: No Discriminator_loss: 0.0280642 Generator_loss: 0.742425
[INFO] 2020-09-16 01:01:43 > Step: 58500 Progress: 29.2% Elapsed: 1:20:57 temperature: no ada_p: No Discriminator_loss: 0.0612557 Generator_loss: 0.397864
[INFO] 2020-09-16 01:01:47 > Step: 58600 Progress: 29.3% Elapsed: 1:21:01 temperature: no ada_p: No Discriminator_loss: 0.147335 Generator_loss: 1.15765
[INFO] 2020-09-16 01:01:50 > Step: 58700 Progress: 29.3% Elapsed: 1:21:05 temperature: no ada_p: No Discriminator_loss: 0.0935652 Generator_loss: 0.470598
[INFO] 2020-09-16 01:01:54 > Step: 58800 Progress: 29.4% Elapsed: 1:21:09 temperature: no ada_p: No Discriminator_loss: 0.0487399 Generator_loss: 0.339001
[INFO] 2020-09-16 01:01:58 > Step: 58900 Progress: 29.4% Elapsed: 1:21:12 temperature: no ada_p: No Discriminator_loss: 0.0445302 Generator_loss: 0.409994
[INFO] 2020-09-16 01:02:02 > Step: 59000 Progress: 29.5% Elapsed: 1:21:16 temperature: no ada_p: No Discriminator_loss: 0.104502 Generator_loss: 0.337946
[INFO] 2020-09-16 01:02:06 > Step: 59100 Progress: 29.5% Elapsed: 1:21:20 temperature: no ada_p: No Discriminator_loss: 0.0078501 Generator_loss: 0.450276
[INFO] 2020-09-16 01:02:09 > Step: 59200 Progress: 29.6% Elapsed: 1:21:24 temperature: no ada_p: No Discriminator_loss: 0.0138694 Generator_loss: 0.630544
[INFO] 2020-09-16 01:02:13 > Step: 59300 Progress: 29.6% Elapsed: 1:21:28 temperature: no ada_p: No Discriminator_loss: 0.0192704 Generator_loss: 0.559804
[INFO] 2020-09-16 01:02:17 > Step: 59400 Progress: 29.7% Elapsed: 1:21:32 temperature: no ada_p: No Discriminator_loss: 0.0482127 Generator_loss: 0.568909
[INFO] 2020-09-16 01:02:21 > Step: 59500 Progress: 29.8% Elapsed: 1:21:36 temperature: no ada_p: No Discriminator_loss: 0.044993 Generator_loss: 0.908136
[INFO] 2020-09-16 01:02:25 > Step: 59600 Progress: 29.8% Elapsed: 1:21:39 temperature: no ada_p: No Discriminator_loss: 0.109248 Generator_loss: 0.437794
[INFO] 2020-09-16 01:02:29 > Step: 59700 Progress: 29.8% Elapsed: 1:21:43 temperature: no ada_p: No Discriminator_loss: 0.105495 Generator_loss: 0.649718
[INFO] 2020-09-16 01:02:33 > Step: 59800 Progress: 29.9% Elapsed: 1:21:47 temperature: no ada_p: No Discriminator_loss: 0.0243626 Generator_loss: 0.579547
[INFO] 2020-09-16 01:02:36 > Step: 59900 Progress: 29.9% Elapsed: 1:21:51 temperature: no ada_p: No Discriminator_loss: 0.00732118 Generator_loss: 0.406102
[INFO] 2020-09-16 01:02:40 > Step: 60000 Progress: 30.0% Elapsed: 1:21:55 temperature: no ada_p: No Discriminator_loss: 0.097185 Generator_loss: 0.266443
[INFO] 2020-09-16 01:02:40 > Start Evaluation (60000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:04:10 > F_8 score (Step: 60000, Using test images): 0.24086140476159396
[INFO] 2020-09-16 01:04:10 > F_1/8 score (Step: 60000, Using test images): 0.36551552978740737
[INFO] 2020-09-16 01:04:10 > FID score (Step: 60000, Using test moments): 145.97071447548478
[INFO] 2020-09-16 01:04:10 > Inception score (Step: 60000, 10000 generated images): 4.082453727722168
[INFO] 2020-09-16 01:04:10 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:04:10 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:04:14 > Step: 60100 Progress: 30.0% Elapsed: 1:23:29 temperature: no ada_p: No Discriminator_loss: 0.00763581 Generator_loss: 0.549059
[INFO] 2020-09-16 01:04:18 > Step: 60200 Progress: 30.1% Elapsed: 1:23:33 temperature: no ada_p: No Discriminator_loss: 0.0102631 Generator_loss: 0.645978
[INFO] 2020-09-16 01:04:22 > Step: 60300 Progress: 30.1% Elapsed: 1:23:36 temperature: no ada_p: No Discriminator_loss: 0.0727578 Generator_loss: 0.662312
[INFO] 2020-09-16 01:04:26 > Step: 60400 Progress: 30.2% Elapsed: 1:23:40 temperature: no ada_p: No Discriminator_loss: 0.0251034 Generator_loss: 0.782505
[INFO] 2020-09-16 01:04:29 > Step: 60500 Progress: 30.2% Elapsed: 1:23:44 temperature: no ada_p: No Discriminator_loss: 0.0419496 Generator_loss: 0.395154
[INFO] 2020-09-16 01:04:34 > Step: 60600 Progress: 30.3% Elapsed: 1:23:48 temperature: no ada_p: No Discriminator_loss: 0.00620765 Generator_loss: 0.413729
[INFO] 2020-09-16 01:04:37 > Step: 60700 Progress: 30.3% Elapsed: 1:23:52 temperature: no ada_p: No Discriminator_loss: 0.0267306 Generator_loss: 0.688335
[INFO] 2020-09-16 01:04:41 > Step: 60800 Progress: 30.4% Elapsed: 1:23:56 temperature: no ada_p: No Discriminator_loss: 0.0257282 Generator_loss: 0.521455
[INFO] 2020-09-16 01:04:45 > Step: 60900 Progress: 30.4% Elapsed: 1:23:59 temperature: no ada_p: No Discriminator_loss: 0.0368833 Generator_loss: 0.76198
[INFO] 2020-09-16 01:04:49 > Step: 61000 Progress: 30.5% Elapsed: 1:24:03 temperature: no ada_p: No Discriminator_loss: 0.389387 Generator_loss: 0.842388
[INFO] 2020-09-16 01:04:53 > Step: 61100 Progress: 30.6% Elapsed: 1:24:07 temperature: no ada_p: No Discriminator_loss: 0.0115284 Generator_loss: 0.682714
[INFO] 2020-09-16 01:04:56 > Step: 61200 Progress: 30.6% Elapsed: 1:24:11 temperature: no ada_p: No Discriminator_loss: 0.0111857 Generator_loss: 0.607916
[INFO] 2020-09-16 01:05:00 > Step: 61300 Progress: 30.6% Elapsed: 1:24:15 temperature: no ada_p: No Discriminator_loss: 0.0770506 Generator_loss: 0.306704
[INFO] 2020-09-16 01:05:04 > Step: 61400 Progress: 30.7% Elapsed: 1:24:19 temperature: no ada_p: No Discriminator_loss: 0.00702289 Generator_loss: 0.603985
[INFO] 2020-09-16 01:05:08 > Step: 61500 Progress: 30.8% Elapsed: 1:24:22 temperature: no ada_p: No Discriminator_loss: 0.0165933 Generator_loss: 0.417182
[INFO] 2020-09-16 01:05:12 > Step: 61600 Progress: 30.8% Elapsed: 1:24:26 temperature: no ada_p: No Discriminator_loss: 0.00755413 Generator_loss: 0.544167
[INFO] 2020-09-16 01:05:16 > Step: 61700 Progress: 30.9% Elapsed: 1:24:30 temperature: no ada_p: No Discriminator_loss: 0.0749227 Generator_loss: 0.684891
[INFO] 2020-09-16 01:05:20 > Step: 61800 Progress: 30.9% Elapsed: 1:24:34 temperature: no ada_p: No Discriminator_loss: 0.028592 Generator_loss: 0.42261
[INFO] 2020-09-16 01:05:23 > Step: 61900 Progress: 30.9% Elapsed: 1:24:38 temperature: no ada_p: No Discriminator_loss: 0.0138723 Generator_loss: 0.336851
[INFO] 2020-09-16 01:05:27 > Step: 62000 Progress: 31.0% Elapsed: 1:24:42 temperature: no ada_p: No Discriminator_loss: 0.00804828 Generator_loss: 0.511411
[INFO] 2020-09-16 01:05:27 > Start Evaluation (62000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:06:57 > F_8 score (Step: 62000, Using test images): 0.11682303466592614
[INFO] 2020-09-16 01:06:57 > F_1/8 score (Step: 62000, Using test images): 0.41230659764387406
[INFO] 2020-09-16 01:06:57 > FID score (Step: 62000, Using test moments): 153.359924011616
[INFO] 2020-09-16 01:06:57 > Inception score (Step: 62000, 10000 generated images): 4.050593376159668
[INFO] 2020-09-16 01:06:57 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:06:58 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:07:02 > Step: 62100 Progress: 31.1% Elapsed: 1:26:16 temperature: no ada_p: No Discriminator_loss: 0.044161 Generator_loss: 0.360895
[INFO] 2020-09-16 01:07:05 > Step: 62200 Progress: 31.1% Elapsed: 1:26:20 temperature: no ada_p: No Discriminator_loss: 0.0435195 Generator_loss: 0.588413
[INFO] 2020-09-16 01:07:09 > Step: 62300 Progress: 31.1% Elapsed: 1:26:24 temperature: no ada_p: No Discriminator_loss: 0.0296393 Generator_loss: 0.496625
[INFO] 2020-09-16 01:07:13 > Step: 62400 Progress: 31.2% Elapsed: 1:26:27 temperature: no ada_p: No Discriminator_loss: 0.015609 Generator_loss: 0.384463
[INFO] 2020-09-16 01:07:17 > Step: 62500 Progress: 31.2% Elapsed: 1:26:32 temperature: no ada_p: No Discriminator_loss: 0.00642349 Generator_loss: 0.414453
[INFO] 2020-09-16 01:07:21 > Step: 62600 Progress: 31.3% Elapsed: 1:26:35 temperature: no ada_p: No Discriminator_loss: 0.0819819 Generator_loss: 0.415521
[INFO] 2020-09-16 01:07:25 > Step: 62700 Progress: 31.4% Elapsed: 1:26:39 temperature: no ada_p: No Discriminator_loss: 0.144124 Generator_loss: 0.424982
[INFO] 2020-09-16 01:07:28 > Step: 62800 Progress: 31.4% Elapsed: 1:26:43 temperature: no ada_p: No Discriminator_loss: 0.103368 Generator_loss: 0.81564
[INFO] 2020-09-16 01:07:32 > Step: 62900 Progress: 31.4% Elapsed: 1:26:47 temperature: no ada_p: No Discriminator_loss: 0.0158654 Generator_loss: 0.527481
[INFO] 2020-09-16 01:07:36 > Step: 63000 Progress: 31.5% Elapsed: 1:26:51 temperature: no ada_p: No Discriminator_loss: 0.0308113 Generator_loss: 0.370597
[INFO] 2020-09-16 01:07:40 > Step: 63100 Progress: 31.6% Elapsed: 1:26:54 temperature: no ada_p: No Discriminator_loss: 0.1997 Generator_loss: 0.171363
[INFO] 2020-09-16 01:07:44 > Step: 63200 Progress: 31.6% Elapsed: 1:26:58 temperature: no ada_p: No Discriminator_loss: 0.0103356 Generator_loss: 0.387204
[INFO] 2020-09-16 01:07:48 > Step: 63300 Progress: 31.6% Elapsed: 1:27:02 temperature: no ada_p: No Discriminator_loss: 0.0869388 Generator_loss: 0.460519
[INFO] 2020-09-16 01:07:51 > Step: 63400 Progress: 31.7% Elapsed: 1:27:06 temperature: no ada_p: No Discriminator_loss: 0.021722 Generator_loss: 0.47487
[INFO] 2020-09-16 01:07:55 > Step: 63500 Progress: 31.8% Elapsed: 1:27:10 temperature: no ada_p: No Discriminator_loss: 0.0207078 Generator_loss: 0.337429
[INFO] 2020-09-16 01:07:59 > Step: 63600 Progress: 31.8% Elapsed: 1:27:13 temperature: no ada_p: No Discriminator_loss: 0.0444357 Generator_loss: 0.766515
[INFO] 2020-09-16 01:08:03 > Step: 63700 Progress: 31.9% Elapsed: 1:27:18 temperature: no ada_p: No Discriminator_loss: 0.0140363 Generator_loss: 0.583141
[INFO] 2020-09-16 01:08:07 > Step: 63800 Progress: 31.9% Elapsed: 1:27:21 temperature: no ada_p: No Discriminator_loss: 0.0124664 Generator_loss: 0.437913
[INFO] 2020-09-16 01:08:11 > Step: 63900 Progress: 31.9% Elapsed: 1:27:25 temperature: no ada_p: No Discriminator_loss: 0.0585938 Generator_loss: 0.435226
[INFO] 2020-09-16 01:08:14 > Step: 64000 Progress: 32.0% Elapsed: 1:27:29 temperature: no ada_p: No Discriminator_loss: 0.0155558 Generator_loss: 0.394395
[INFO] 2020-09-16 01:08:14 > Start Evaluation (64000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:09:43 > F_8 score (Step: 64000, Using test images): 0.09336058945469415
[INFO] 2020-09-16 01:09:43 > F_1/8 score (Step: 64000, Using test images): 0.2963527778918981
[INFO] 2020-09-16 01:09:43 > FID score (Step: 64000, Using test moments): 164.92745817975333
[INFO] 2020-09-16 01:09:43 > Inception score (Step: 64000, 10000 generated images): 4.083853244781494
[INFO] 2020-09-16 01:09:43 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:09:44 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:09:48 > Step: 64100 Progress: 32.0% Elapsed: 1:29:02 temperature: no ada_p: No Discriminator_loss: 0.0316968 Generator_loss: 0.516547
[INFO] 2020-09-16 01:09:51 > Step: 64200 Progress: 32.1% Elapsed: 1:29:06 temperature: no ada_p: No Discriminator_loss: 0.0357957 Generator_loss: 0.365174
[INFO] 2020-09-16 01:09:55 > Step: 64300 Progress: 32.1% Elapsed: 1:29:10 temperature: no ada_p: No Discriminator_loss: 0.24234 Generator_loss: 0.781445
[INFO] 2020-09-16 01:09:59 > Step: 64400 Progress: 32.2% Elapsed: 1:29:13 temperature: no ada_p: No Discriminator_loss: 0.00778485 Generator_loss: 0.605566
[INFO] 2020-09-16 01:10:03 > Step: 64500 Progress: 32.2% Elapsed: 1:29:17 temperature: no ada_p: No Discriminator_loss: 0.013386 Generator_loss: 0.468244
[INFO] 2020-09-16 01:10:07 > Step: 64600 Progress: 32.3% Elapsed: 1:29:21 temperature: no ada_p: No Discriminator_loss: 0.00492923 Generator_loss: 0.49807
[INFO] 2020-09-16 01:10:10 > Step: 64700 Progress: 32.4% Elapsed: 1:29:25 temperature: no ada_p: No Discriminator_loss: 0.0312336 Generator_loss: 0.318855
[INFO] 2020-09-16 01:10:14 > Step: 64800 Progress: 32.4% Elapsed: 1:29:29 temperature: no ada_p: No Discriminator_loss: 0.0358519 Generator_loss: 0.320423
[INFO] 2020-09-16 01:10:18 > Step: 64900 Progress: 32.5% Elapsed: 1:29:33 temperature: no ada_p: No Discriminator_loss: 0.0584187 Generator_loss: 0.386044
[INFO] 2020-09-16 01:10:22 > Step: 65000 Progress: 32.5% Elapsed: 1:29:37 temperature: no ada_p: No Discriminator_loss: 0.00597601 Generator_loss: 0.447422
[INFO] 2020-09-16 01:10:26 > Step: 65100 Progress: 32.6% Elapsed: 1:29:40 temperature: no ada_p: No Discriminator_loss: 0.0697762 Generator_loss: 0.18135
[INFO] 2020-09-16 01:10:30 > Step: 65200 Progress: 32.6% Elapsed: 1:29:44 temperature: no ada_p: No Discriminator_loss: 0.00497077 Generator_loss: 0.48566
[INFO] 2020-09-16 01:10:34 > Step: 65300 Progress: 32.6% Elapsed: 1:29:48 temperature: no ada_p: No Discriminator_loss: 0.0193424 Generator_loss: 0.539619
[INFO] 2020-09-16 01:10:37 > Step: 65400 Progress: 32.7% Elapsed: 1:29:52 temperature: no ada_p: No Discriminator_loss: 0.0162033 Generator_loss: 0.481069
[INFO] 2020-09-16 01:10:41 > Step: 65500 Progress: 32.8% Elapsed: 1:29:56 temperature: no ada_p: No Discriminator_loss: 0.0110728 Generator_loss: 0.654687
[INFO] 2020-09-16 01:10:45 > Step: 65600 Progress: 32.8% Elapsed: 1:29:59 temperature: no ada_p: No Discriminator_loss: 0.016772 Generator_loss: 0.398124
[INFO] 2020-09-16 01:10:49 > Step: 65700 Progress: 32.9% Elapsed: 1:30:04 temperature: no ada_p: No Discriminator_loss: 0.0212136 Generator_loss: 0.69124
[INFO] 2020-09-16 01:10:53 > Step: 65800 Progress: 32.9% Elapsed: 1:30:07 temperature: no ada_p: No Discriminator_loss: 0.0350483 Generator_loss: 0.499651
[INFO] 2020-09-16 01:10:57 > Step: 65900 Progress: 33.0% Elapsed: 1:30:11 temperature: no ada_p: No Discriminator_loss: 0.0103213 Generator_loss: 0.62824
[INFO] 2020-09-16 01:11:01 > Step: 66000 Progress: 33.0% Elapsed: 1:30:15 temperature: no ada_p: No Discriminator_loss: 0.00450753 Generator_loss: 0.53932
[INFO] 2020-09-16 01:11:01 > Start Evaluation (66000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:12:32 > F_8 score (Step: 66000, Using test images): 0.11751260954909469
[INFO] 2020-09-16 01:12:32 > F_1/8 score (Step: 66000, Using test images): 0.4240798312110556
[INFO] 2020-09-16 01:12:32 > FID score (Step: 66000, Using test moments): 152.63402132358544
[INFO] 2020-09-16 01:12:32 > Inception score (Step: 66000, 10000 generated images): 3.894137144088745
[INFO] 2020-09-16 01:12:32 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:12:32 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:12:36 > Step: 66100 Progress: 33.1% Elapsed: 1:31:50 temperature: no ada_p: No Discriminator_loss: 0.00335513 Generator_loss: 0.491827
[INFO] 2020-09-16 01:12:40 > Step: 66200 Progress: 33.1% Elapsed: 1:31:54 temperature: no ada_p: No Discriminator_loss: 0.0145931 Generator_loss: 0.554277
[INFO] 2020-09-16 01:12:43 > Step: 66300 Progress: 33.1% Elapsed: 1:31:58 temperature: no ada_p: No Discriminator_loss: 0.0157347 Generator_loss: 0.363505
[INFO] 2020-09-16 01:12:47 > Step: 66400 Progress: 33.2% Elapsed: 1:32:02 temperature: no ada_p: No Discriminator_loss: 0.00400664 Generator_loss: 0.625469
[INFO] 2020-09-16 01:12:51 > Step: 66500 Progress: 33.2% Elapsed: 1:32:06 temperature: no ada_p: No Discriminator_loss: 0.0645366 Generator_loss: 0.421657
[INFO] 2020-09-16 01:12:55 > Step: 66600 Progress: 33.3% Elapsed: 1:32:09 temperature: no ada_p: No Discriminator_loss: 0.00450927 Generator_loss: 0.517106
[INFO] 2020-09-16 01:12:59 > Step: 66700 Progress: 33.4% Elapsed: 1:32:13 temperature: no ada_p: No Discriminator_loss: 0.0115742 Generator_loss: 0.356063
[INFO] 2020-09-16 01:13:03 > Step: 66800 Progress: 33.4% Elapsed: 1:32:17 temperature: no ada_p: No Discriminator_loss: 0.00985417 Generator_loss: 0.635972
[INFO] 2020-09-16 01:13:07 > Step: 66900 Progress: 33.5% Elapsed: 1:32:21 temperature: no ada_p: No Discriminator_loss: 0.00758017 Generator_loss: 0.297949
[INFO] 2020-09-16 01:13:10 > Step: 67000 Progress: 33.5% Elapsed: 1:32:25 temperature: no ada_p: No Discriminator_loss: 0.0818669 Generator_loss: 0.56243
[INFO] 2020-09-16 01:13:14 > Step: 67100 Progress: 33.6% Elapsed: 1:32:28 temperature: no ada_p: No Discriminator_loss: 0.0144803 Generator_loss: 0.41727
[INFO] 2020-09-16 01:13:18 > Step: 67200 Progress: 33.6% Elapsed: 1:32:33 temperature: no ada_p: No Discriminator_loss: 0.0317829 Generator_loss: 0.437311
[INFO] 2020-09-16 01:13:22 > Step: 67300 Progress: 33.7% Elapsed: 1:32:36 temperature: no ada_p: No Discriminator_loss: 0.0208523 Generator_loss: 0.427755
[INFO] 2020-09-16 01:13:26 > Step: 67400 Progress: 33.7% Elapsed: 1:32:40 temperature: no ada_p: No Discriminator_loss: 0.00933516 Generator_loss: 0.460578
[INFO] 2020-09-16 01:13:29 > Step: 67500 Progress: 33.8% Elapsed: 1:32:44 temperature: no ada_p: No Discriminator_loss: 0.0360161 Generator_loss: 0.444852
[INFO] 2020-09-16 01:13:33 > Step: 67600 Progress: 33.8% Elapsed: 1:32:48 temperature: no ada_p: No Discriminator_loss: 0.00905066 Generator_loss: 0.554447
[INFO] 2020-09-16 01:13:37 > Step: 67700 Progress: 33.9% Elapsed: 1:32:52 temperature: no ada_p: No Discriminator_loss: 0.0469524 Generator_loss: 0.628921
[INFO] 2020-09-16 01:13:41 > Step: 67800 Progress: 33.9% Elapsed: 1:32:55 temperature: no ada_p: No Discriminator_loss: 0.0408633 Generator_loss: 0.554295
[INFO] 2020-09-16 01:13:45 > Step: 67900 Progress: 34.0% Elapsed: 1:32:59 temperature: no ada_p: No Discriminator_loss: 0.0122004 Generator_loss: 0.583052
[INFO] 2020-09-16 01:13:49 > Step: 68000 Progress: 34.0% Elapsed: 1:33:03 temperature: no ada_p: No Discriminator_loss: 0.045079 Generator_loss: 0.297837
[INFO] 2020-09-16 01:13:49 > Start Evaluation (68000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:15:19 > F_8 score (Step: 68000, Using test images): 0.19133778746662222
[INFO] 2020-09-16 01:15:19 > F_1/8 score (Step: 68000, Using test images): 0.3949125702556815
[INFO] 2020-09-16 01:15:19 > FID score (Step: 68000, Using test moments): 143.5263746849139
[INFO] 2020-09-16 01:15:19 > Inception score (Step: 68000, 10000 generated images): 4.048585891723633
[INFO] 2020-09-16 01:15:19 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:15:19 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:15:23 > Step: 68100 Progress: 34.1% Elapsed: 1:34:37 temperature: no ada_p: No Discriminator_loss: 0.0113341 Generator_loss: 0.44966
[INFO] 2020-09-16 01:15:26 > Step: 68200 Progress: 34.1% Elapsed: 1:34:41 temperature: no ada_p: No Discriminator_loss: 0.0031732 Generator_loss: 0.508428
[INFO] 2020-09-16 01:15:30 > Step: 68300 Progress: 34.2% Elapsed: 1:34:45 temperature: no ada_p: No Discriminator_loss: 0.00343044 Generator_loss: 0.576358
[INFO] 2020-09-16 01:15:34 > Step: 68400 Progress: 34.2% Elapsed: 1:34:49 temperature: no ada_p: No Discriminator_loss: 0.00149224 Generator_loss: 0.501128
[INFO] 2020-09-16 01:15:38 > Step: 68500 Progress: 34.2% Elapsed: 1:34:52 temperature: no ada_p: No Discriminator_loss: 0.108171 Generator_loss: 0.840788
[INFO] 2020-09-16 01:15:42 > Step: 68600 Progress: 34.3% Elapsed: 1:34:56 temperature: no ada_p: No Discriminator_loss: 0.00640728 Generator_loss: 0.55708
[INFO] 2020-09-16 01:15:45 > Step: 68700 Progress: 34.4% Elapsed: 1:35:00 temperature: no ada_p: No Discriminator_loss: 0.00392133 Generator_loss: 0.455884
[INFO] 2020-09-16 01:15:50 > Step: 68800 Progress: 34.4% Elapsed: 1:35:04 temperature: no ada_p: No Discriminator_loss: 0.000937491 Generator_loss: 0.506279
[INFO] 2020-09-16 01:15:53 > Step: 68900 Progress: 34.4% Elapsed: 1:35:08 temperature: no ada_p: No Discriminator_loss: 0.00119567 Generator_loss: 0.475512
[INFO] 2020-09-16 01:15:57 > Step: 69000 Progress: 34.5% Elapsed: 1:35:12 temperature: no ada_p: No Discriminator_loss: 0.00204725 Generator_loss: 0.551523
[INFO] 2020-09-16 01:16:01 > Step: 69100 Progress: 34.5% Elapsed: 1:35:15 temperature: no ada_p: No Discriminator_loss: 0.00142613 Generator_loss: 0.554938
[INFO] 2020-09-16 01:16:05 > Step: 69200 Progress: 34.6% Elapsed: 1:35:19 temperature: no ada_p: No Discriminator_loss: 0.00250734 Generator_loss: 0.526582
[INFO] 2020-09-16 01:16:09 > Step: 69300 Progress: 34.6% Elapsed: 1:35:23 temperature: no ada_p: No Discriminator_loss: 0.0017338 Generator_loss: 0.562097
[INFO] 2020-09-16 01:16:12 > Step: 69400 Progress: 34.7% Elapsed: 1:35:27 temperature: no ada_p: No Discriminator_loss: 0.00430635 Generator_loss: 0.547461
[INFO] 2020-09-16 01:16:16 > Step: 69500 Progress: 34.8% Elapsed: 1:35:31 temperature: no ada_p: No Discriminator_loss: 0.00102966 Generator_loss: 0.441027
[INFO] 2020-09-16 01:16:20 > Step: 69600 Progress: 34.8% Elapsed: 1:35:35 temperature: no ada_p: No Discriminator_loss: 0.0192425 Generator_loss: 0.343645
[INFO] 2020-09-16 01:16:24 > Step: 69700 Progress: 34.8% Elapsed: 1:35:38 temperature: no ada_p: No Discriminator_loss: 0.0359199 Generator_loss: 0.36479
[INFO] 2020-09-16 01:16:28 > Step: 69800 Progress: 34.9% Elapsed: 1:35:42 temperature: no ada_p: No Discriminator_loss: 0.0146487 Generator_loss: 0.584026
[INFO] 2020-09-16 01:16:32 > Step: 69900 Progress: 34.9% Elapsed: 1:35:46 temperature: no ada_p: No Discriminator_loss: 0.034773 Generator_loss: 0.622392
[INFO] 2020-09-16 01:16:36 > Step: 70000 Progress: 35.0% Elapsed: 1:35:50 temperature: no ada_p: No Discriminator_loss: 0.017035 Generator_loss: 0.368434
[INFO] 2020-09-16 01:16:36 > Start Evaluation (70000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:18:05 > F_8 score (Step: 70000, Using test images): 0.0014402740278315626
[INFO] 2020-09-16 01:18:05 > F_1/8 score (Step: 70000, Using test images): 0.026207013541928816
[INFO] 2020-09-16 01:18:05 > FID score (Step: 70000, Using test moments): 227.4342001738239
[INFO] 2020-09-16 01:18:05 > Inception score (Step: 70000, 10000 generated images): 1.7940118312835693
[INFO] 2020-09-16 01:18:05 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:18:06 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:18:09 > Step: 70100 Progress: 35.0% Elapsed: 1:37:24 temperature: no ada_p: No Discriminator_loss: 0.00335042 Generator_loss: 0.551599
[INFO] 2020-09-16 01:18:13 > Step: 70200 Progress: 35.1% Elapsed: 1:37:28 temperature: no ada_p: No Discriminator_loss: 0.0028752 Generator_loss: 0.548393
[INFO] 2020-09-16 01:18:17 > Step: 70300 Progress: 35.1% Elapsed: 1:37:32 temperature: no ada_p: No Discriminator_loss: 0.000310789 Generator_loss: 0.521647
[INFO] 2020-09-16 01:18:21 > Step: 70400 Progress: 35.2% Elapsed: 1:37:35 temperature: no ada_p: No Discriminator_loss: 0.00611844 Generator_loss: 0.576428
[INFO] 2020-09-16 01:18:25 > Step: 70500 Progress: 35.2% Elapsed: 1:37:39 temperature: no ada_p: No Discriminator_loss: 0.0225033 Generator_loss: 0.714717
[INFO] 2020-09-16 01:18:28 > Step: 70600 Progress: 35.3% Elapsed: 1:37:43 temperature: no ada_p: No Discriminator_loss: 0.00408071 Generator_loss: 0.574345
[INFO] 2020-09-16 01:18:32 > Step: 70700 Progress: 35.4% Elapsed: 1:37:47 temperature: no ada_p: No Discriminator_loss: 0.00107778 Generator_loss: 0.564178
[INFO] 2020-09-16 01:18:36 > Step: 70800 Progress: 35.4% Elapsed: 1:37:51 temperature: no ada_p: No Discriminator_loss: 0.000316819 Generator_loss: 0.521169
[INFO] 2020-09-16 01:18:40 > Step: 70900 Progress: 35.4% Elapsed: 1:37:55 temperature: no ada_p: No Discriminator_loss: 0.0026588 Generator_loss: 0.41811
[INFO] 2020-09-16 01:18:44 > Step: 71000 Progress: 35.5% Elapsed: 1:37:58 temperature: no ada_p: No Discriminator_loss: 0.0017306 Generator_loss: 0.468293
[INFO] 2020-09-16 01:18:48 > Step: 71100 Progress: 35.5% Elapsed: 1:38:03 temperature: no ada_p: No Discriminator_loss: 0.00519064 Generator_loss: 0.429518
[INFO] 2020-09-16 01:18:52 > Step: 71200 Progress: 35.6% Elapsed: 1:38:06 temperature: no ada_p: No Discriminator_loss: 0.00262056 Generator_loss: 0.480106
[INFO] 2020-09-16 01:18:56 > Step: 71300 Progress: 35.6% Elapsed: 1:38:10 temperature: no ada_p: No Discriminator_loss: 0.0128362 Generator_loss: 0.652808
[INFO] 2020-09-16 01:18:59 > Step: 71400 Progress: 35.7% Elapsed: 1:38:14 temperature: no ada_p: No Discriminator_loss: 0.000357274 Generator_loss: 0.483987
[INFO] 2020-09-16 01:19:03 > Step: 71500 Progress: 35.8% Elapsed: 1:38:18 temperature: no ada_p: No Discriminator_loss: 0.0171193 Generator_loss: 0.599744
[INFO] 2020-09-16 01:19:07 > Step: 71600 Progress: 35.8% Elapsed: 1:38:22 temperature: no ada_p: No Discriminator_loss: 0.00681488 Generator_loss: 0.6171
[INFO] 2020-09-16 01:19:11 > Step: 71700 Progress: 35.9% Elapsed: 1:38:25 temperature: no ada_p: No Discriminator_loss: 0.000211423 Generator_loss: 0.525906
[INFO] 2020-09-16 01:19:15 > Step: 71800 Progress: 35.9% Elapsed: 1:38:29 temperature: no ada_p: No Discriminator_loss: 0.00563963 Generator_loss: 0.584633
[INFO] 2020-09-16 01:19:19 > Step: 71900 Progress: 35.9% Elapsed: 1:38:33 temperature: no ada_p: No Discriminator_loss: 0.00518224 Generator_loss: 0.575571
[INFO] 2020-09-16 01:19:23 > Step: 72000 Progress: 36.0% Elapsed: 1:38:37 temperature: no ada_p: No Discriminator_loss: 0.0153212 Generator_loss: 0.594819
[INFO] 2020-09-16 01:19:23 > Start Evaluation (72000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:20:53 > F_8 score (Step: 72000, Using test images): 0.00011171326626466574
[INFO] 2020-09-16 01:20:53 > F_1/8 score (Step: 72000, Using test images): 0.006425779400019738
[INFO] 2020-09-16 01:20:53 > FID score (Step: 72000, Using test moments): 292.87741085582525
[INFO] 2020-09-16 01:20:53 > Inception score (Step: 72000, 10000 generated images): 1.5752345323562622
[INFO] 2020-09-16 01:20:53 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:20:53 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:20:57 > Step: 72100 Progress: 36.0% Elapsed: 1:40:11 temperature: no ada_p: No Discriminator_loss: 0.00680446 Generator_loss: 0.61743
[INFO] 2020-09-16 01:21:01 > Step: 72200 Progress: 36.1% Elapsed: 1:40:15 temperature: no ada_p: No Discriminator_loss: 0.00687293 Generator_loss: 0.41899
[INFO] 2020-09-16 01:21:05 > Step: 72300 Progress: 36.1% Elapsed: 1:40:19 temperature: no ada_p: No Discriminator_loss: 0.00738036 Generator_loss: 0.60955
[INFO] 2020-09-16 01:21:08 > Step: 72400 Progress: 36.2% Elapsed: 1:40:23 temperature: no ada_p: No Discriminator_loss: 0.00313532 Generator_loss: 0.543782
[INFO] 2020-09-16 01:21:12 > Step: 72500 Progress: 36.2% Elapsed: 1:40:27 temperature: no ada_p: No Discriminator_loss: 0.000447879 Generator_loss: 0.542711
[INFO] 2020-09-16 01:21:16 > Step: 72600 Progress: 36.3% Elapsed: 1:40:30 temperature: no ada_p: No Discriminator_loss: 0.000318334 Generator_loss: 0.503902
[INFO] 2020-09-16 01:21:20 > Step: 72700 Progress: 36.4% Elapsed: 1:40:34 temperature: no ada_p: No Discriminator_loss: 0.00289199 Generator_loss: 0.437184
[INFO] 2020-09-16 01:21:24 > Step: 72800 Progress: 36.4% Elapsed: 1:40:38 temperature: no ada_p: No Discriminator_loss: 0.00108075 Generator_loss: 0.575269
[INFO] 2020-09-16 01:21:27 > Step: 72900 Progress: 36.4% Elapsed: 1:40:42 temperature: no ada_p: No Discriminator_loss: 0.00145667 Generator_loss: 0.529221
[INFO] 2020-09-16 01:21:31 > Step: 73000 Progress: 36.5% Elapsed: 1:40:46 temperature: no ada_p: No Discriminator_loss: 0.00784382 Generator_loss: 0.583489
[INFO] 2020-09-16 01:21:35 > Step: 73100 Progress: 36.5% Elapsed: 1:40:50 temperature: no ada_p: No Discriminator_loss: 0.000198229 Generator_loss: 0.492434
[INFO] 2020-09-16 01:21:39 > Step: 73200 Progress: 36.6% Elapsed: 1:40:54 temperature: no ada_p: No Discriminator_loss: 0.000182776 Generator_loss: 0.485638
[INFO] 2020-09-16 01:21:43 > Step: 73300 Progress: 36.6% Elapsed: 1:40:57 temperature: no ada_p: No Discriminator_loss: 0.000374375 Generator_loss: 0.502097
[INFO] 2020-09-16 01:21:47 > Step: 73400 Progress: 36.7% Elapsed: 1:41:01 temperature: no ada_p: No Discriminator_loss: 0.000325452 Generator_loss: 0.492664
[INFO] 2020-09-16 01:21:51 > Step: 73500 Progress: 36.8% Elapsed: 1:41:05 temperature: no ada_p: No Discriminator_loss: 0.00656214 Generator_loss: 0.568816
[INFO] 2020-09-16 01:21:54 > Step: 73600 Progress: 36.8% Elapsed: 1:41:09 temperature: no ada_p: No Discriminator_loss: 0.0151204 Generator_loss: 0.386677
[INFO] 2020-09-16 01:21:58 > Step: 73700 Progress: 36.9% Elapsed: 1:41:13 temperature: no ada_p: No Discriminator_loss: 0.121591 Generator_loss: 0.550602
[INFO] 2020-09-16 01:22:02 > Step: 73800 Progress: 36.9% Elapsed: 1:41:16 temperature: no ada_p: No Discriminator_loss: 0.0036935 Generator_loss: 0.461586
[INFO] 2020-09-16 01:22:06 > Step: 73900 Progress: 37.0% Elapsed: 1:41:21 temperature: no ada_p: No Discriminator_loss: 0.0665394 Generator_loss: 0.369614
[INFO] 2020-09-16 01:22:10 > Step: 74000 Progress: 37.0% Elapsed: 1:41:24 temperature: no ada_p: No Discriminator_loss: 0.0564465 Generator_loss: 0.784974
[INFO] 2020-09-16 01:22:10 > Start Evaluation (74000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:23:41 > F_8 score (Step: 74000, Using test images): 0.12336230769085424
[INFO] 2020-09-16 01:23:41 > F_1/8 score (Step: 74000, Using test images): 0.2980517483971106
[INFO] 2020-09-16 01:23:41 > FID score (Step: 74000, Using test moments): 145.81248487745802
[INFO] 2020-09-16 01:23:41 > Inception score (Step: 74000, 10000 generated images): 3.7034857273101807
[INFO] 2020-09-16 01:23:41 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:23:41 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:23:44 > Step: 74100 Progress: 37.0% Elapsed: 1:42:59 temperature: no ada_p: No Discriminator_loss: 0.0155924 Generator_loss: 0.645382
[INFO] 2020-09-16 01:23:48 > Step: 74200 Progress: 37.1% Elapsed: 1:43:03 temperature: no ada_p: No Discriminator_loss: 0.00723462 Generator_loss: 0.488695
[INFO] 2020-09-16 01:23:52 > Step: 74300 Progress: 37.1% Elapsed: 1:43:07 temperature: no ada_p: No Discriminator_loss: 0.270615 Generator_loss: 0.21138
[INFO] 2020-09-16 01:23:56 > Step: 74400 Progress: 37.2% Elapsed: 1:43:10 temperature: no ada_p: No Discriminator_loss: 0.0535315 Generator_loss: 0.387942
[INFO] 2020-09-16 01:24:00 > Step: 74500 Progress: 37.2% Elapsed: 1:43:14 temperature: no ada_p: No Discriminator_loss: 0.021228 Generator_loss: 0.583796
[INFO] 2020-09-16 01:24:04 > Step: 74600 Progress: 37.3% Elapsed: 1:43:18 temperature: no ada_p: No Discriminator_loss: 0.040591 Generator_loss: 0.388199
[INFO] 2020-09-16 01:24:08 > Step: 74700 Progress: 37.4% Elapsed: 1:43:22 temperature: no ada_p: No Discriminator_loss: 0.194385 Generator_loss: 0.191101
[INFO] 2020-09-16 01:24:12 > Step: 74800 Progress: 37.4% Elapsed: 1:43:26 temperature: no ada_p: No Discriminator_loss: 0.0171245 Generator_loss: 1.0784
[INFO] 2020-09-16 01:24:15 > Step: 74900 Progress: 37.5% Elapsed: 1:43:30 temperature: no ada_p: No Discriminator_loss: 0.0515874 Generator_loss: 0.305728
[INFO] 2020-09-16 01:24:20 > Step: 75000 Progress: 37.5% Elapsed: 1:43:34 temperature: no ada_p: No Discriminator_loss: 0.0314247 Generator_loss: 0.227134
[INFO] 2020-09-16 01:24:23 > Step: 75100 Progress: 37.5% Elapsed: 1:43:38 temperature: no ada_p: No Discriminator_loss: 0.0817344 Generator_loss: 0.644524
[INFO] 2020-09-16 01:24:27 > Step: 75200 Progress: 37.6% Elapsed: 1:43:42 temperature: no ada_p: No Discriminator_loss: 0.0511316 Generator_loss: 0.396912
[INFO] 2020-09-16 01:24:31 > Step: 75300 Progress: 37.6% Elapsed: 1:43:45 temperature: no ada_p: No Discriminator_loss: 0.0197922 Generator_loss: 0.549141
[INFO] 2020-09-16 01:24:35 > Step: 75400 Progress: 37.7% Elapsed: 1:43:49 temperature: no ada_p: No Discriminator_loss: 0.0148131 Generator_loss: 0.45307
[INFO] 2020-09-16 01:24:39 > Step: 75500 Progress: 37.8% Elapsed: 1:43:53 temperature: no ada_p: No Discriminator_loss: 0.0646688 Generator_loss: 0.21845
[INFO] 2020-09-16 01:24:42 > Step: 75600 Progress: 37.8% Elapsed: 1:43:57 temperature: no ada_p: No Discriminator_loss: 0.0136611 Generator_loss: 0.499076
[INFO] 2020-09-16 01:24:46 > Step: 75700 Progress: 37.9% Elapsed: 1:44:01 temperature: no ada_p: No Discriminator_loss: 0.0146065 Generator_loss: 0.500803
[INFO] 2020-09-16 01:24:50 > Step: 75800 Progress: 37.9% Elapsed: 1:44:05 temperature: no ada_p: No Discriminator_loss: 0.0100023 Generator_loss: 0.801558
[INFO] 2020-09-16 01:24:54 > Step: 75900 Progress: 38.0% Elapsed: 1:44:09 temperature: no ada_p: No Discriminator_loss: 0.0108618 Generator_loss: 0.486935
[INFO] 2020-09-16 01:24:58 > Step: 76000 Progress: 38.0% Elapsed: 1:44:12 temperature: no ada_p: No Discriminator_loss: 0.026598 Generator_loss: 0.589102
[INFO] 2020-09-16 01:24:58 > Start Evaluation (76000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:26:27 > F_8 score (Step: 76000, Using test images): 0.254405280285484
[INFO] 2020-09-16 01:26:27 > F_1/8 score (Step: 76000, Using test images): 0.3749466988104426
[INFO] 2020-09-16 01:26:27 > FID score (Step: 76000, Using test moments): 149.84296972473498
[INFO] 2020-09-16 01:26:27 > Inception score (Step: 76000, 10000 generated images): 4.798375129699707
[INFO] 2020-09-16 01:26:27 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:26:27 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:26:31 > Step: 76100 Progress: 38.0% Elapsed: 1:45:45 temperature: no ada_p: No Discriminator_loss: 0.00937182 Generator_loss: 0.633892
[INFO] 2020-09-16 01:26:35 > Step: 76200 Progress: 38.1% Elapsed: 1:45:49 temperature: no ada_p: No Discriminator_loss: 0.0449442 Generator_loss: 0.722009
[INFO] 2020-09-16 01:26:39 > Step: 76300 Progress: 38.1% Elapsed: 1:45:53 temperature: no ada_p: No Discriminator_loss: 0.0631783 Generator_loss: 0.363497
[INFO] 2020-09-16 01:26:42 > Step: 76400 Progress: 38.2% Elapsed: 1:45:57 temperature: no ada_p: No Discriminator_loss: 0.11007 Generator_loss: 0.243131
[INFO] 2020-09-16 01:26:46 > Step: 76500 Progress: 38.2% Elapsed: 1:46:01 temperature: no ada_p: No Discriminator_loss: 0.0406025 Generator_loss: 0.540564
[INFO] 2020-09-16 01:26:50 > Step: 76600 Progress: 38.3% Elapsed: 1:46:05 temperature: no ada_p: No Discriminator_loss: 0.00860256 Generator_loss: 0.592949
[INFO] 2020-09-16 01:26:54 > Step: 76700 Progress: 38.4% Elapsed: 1:46:09 temperature: no ada_p: No Discriminator_loss: 0.00284782 Generator_loss: 0.477948
[INFO] 2020-09-16 01:26:58 > Step: 76800 Progress: 38.4% Elapsed: 1:46:12 temperature: no ada_p: No Discriminator_loss: 0.00251463 Generator_loss: 0.475722
[INFO] 2020-09-16 01:27:02 > Step: 76900 Progress: 38.5% Elapsed: 1:46:16 temperature: no ada_p: No Discriminator_loss: 0.0118778 Generator_loss: 0.330137
[INFO] 2020-09-16 01:27:06 > Step: 77000 Progress: 38.5% Elapsed: 1:46:20 temperature: no ada_p: No Discriminator_loss: 0.00201333 Generator_loss: 0.504246
[INFO] 2020-09-16 01:27:09 > Step: 77100 Progress: 38.6% Elapsed: 1:46:24 temperature: no ada_p: No Discriminator_loss: 0.00709471 Generator_loss: 0.627793
[INFO] 2020-09-16 01:27:13 > Step: 77200 Progress: 38.6% Elapsed: 1:46:28 temperature: no ada_p: No Discriminator_loss: 0.0133582 Generator_loss: 0.655688
[INFO] 2020-09-16 01:27:17 > Step: 77300 Progress: 38.6% Elapsed: 1:46:31 temperature: no ada_p: No Discriminator_loss: 0.00893799 Generator_loss: 0.571589
[INFO] 2020-09-16 01:27:21 > Step: 77400 Progress: 38.7% Elapsed: 1:46:36 temperature: no ada_p: No Discriminator_loss: 0.00113892 Generator_loss: 0.482871
[INFO] 2020-09-16 01:27:25 > Step: 77500 Progress: 38.8% Elapsed: 1:46:39 temperature: no ada_p: No Discriminator_loss: 0.000935083 Generator_loss: 0.488524
[INFO] 2020-09-16 01:27:29 > Step: 77600 Progress: 38.8% Elapsed: 1:46:43 temperature: no ada_p: No Discriminator_loss: 0.00189283 Generator_loss: 0.429602
[INFO] 2020-09-16 01:27:32 > Step: 77700 Progress: 38.9% Elapsed: 1:46:47 temperature: no ada_p: No Discriminator_loss: 0.00105657 Generator_loss: 0.523943
[INFO] 2020-09-16 01:27:36 > Step: 77800 Progress: 38.9% Elapsed: 1:46:51 temperature: no ada_p: No Discriminator_loss: 0.00287114 Generator_loss: 0.437262
[INFO] 2020-09-16 01:27:40 > Step: 77900 Progress: 39.0% Elapsed: 1:46:55 temperature: no ada_p: No Discriminator_loss: 0.011525 Generator_loss: 0.605248
[INFO] 2020-09-16 01:27:44 > Step: 78000 Progress: 39.0% Elapsed: 1:46:58 temperature: no ada_p: No Discriminator_loss: 0.00172403 Generator_loss: 0.492896
[INFO] 2020-09-16 01:27:44 > Start Evaluation (78000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:29:13 > F_8 score (Step: 78000, Using test images): 0.05409204411454736
[INFO] 2020-09-16 01:29:13 > F_1/8 score (Step: 78000, Using test images): 0.16849489070040832
[INFO] 2020-09-16 01:29:13 > FID score (Step: 78000, Using test moments): 178.78181815263463
[INFO] 2020-09-16 01:29:13 > Inception score (Step: 78000, 10000 generated images): 2.579232931137085
[INFO] 2020-09-16 01:29:13 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:29:13 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:29:16 > Step: 78100 Progress: 39.1% Elapsed: 1:48:31 temperature: no ada_p: No Discriminator_loss: 0.00129037 Generator_loss: 0.591768
[INFO] 2020-09-16 01:29:21 > Step: 78200 Progress: 39.1% Elapsed: 1:48:35 temperature: no ada_p: No Discriminator_loss: 0.00179778 Generator_loss: 0.605907
[INFO] 2020-09-16 01:29:24 > Step: 78300 Progress: 39.1% Elapsed: 1:48:39 temperature: no ada_p: No Discriminator_loss: 0.00220282 Generator_loss: 0.539109
[INFO] 2020-09-16 01:29:28 > Step: 78400 Progress: 39.2% Elapsed: 1:48:43 temperature: no ada_p: No Discriminator_loss: 0.0157446 Generator_loss: 0.35503
[INFO] 2020-09-16 01:29:32 > Step: 78500 Progress: 39.2% Elapsed: 1:48:47 temperature: no ada_p: No Discriminator_loss: 0.000377976 Generator_loss: 0.520316
[INFO] 2020-09-16 01:29:36 > Step: 78600 Progress: 39.3% Elapsed: 1:48:50 temperature: no ada_p: No Discriminator_loss: 0.000192076 Generator_loss: 0.480278
[INFO] 2020-09-16 01:29:40 > Step: 78700 Progress: 39.4% Elapsed: 1:48:54 temperature: no ada_p: No Discriminator_loss: 0.000384974 Generator_loss: 0.479488
[INFO] 2020-09-16 01:29:43 > Step: 78800 Progress: 39.4% Elapsed: 1:48:58 temperature: no ada_p: No Discriminator_loss: 0.00441673 Generator_loss: 0.452491
[INFO] 2020-09-16 01:29:48 > Step: 78900 Progress: 39.5% Elapsed: 1:49:02 temperature: no ada_p: No Discriminator_loss: 0.0017323 Generator_loss: 0.540817
[INFO] 2020-09-16 01:29:51 > Step: 79000 Progress: 39.5% Elapsed: 1:49:06 temperature: no ada_p: No Discriminator_loss: 0.00117017 Generator_loss: 0.557263
[INFO] 2020-09-16 01:29:55 > Step: 79100 Progress: 39.6% Elapsed: 1:49:10 temperature: no ada_p: No Discriminator_loss: 0.000527306 Generator_loss: 0.490805
[INFO] 2020-09-16 01:29:59 > Step: 79200 Progress: 39.6% Elapsed: 1:49:13 temperature: no ada_p: No Discriminator_loss: 0.00042143 Generator_loss: 0.506017
[INFO] 2020-09-16 01:30:03 > Step: 79300 Progress: 39.6% Elapsed: 1:49:17 temperature: no ada_p: No Discriminator_loss: 0.0285185 Generator_loss: 0.673068
[INFO] 2020-09-16 01:30:07 > Step: 79400 Progress: 39.7% Elapsed: 1:49:21 temperature: no ada_p: No Discriminator_loss: 0.0011488 Generator_loss: 0.524209
[INFO] 2020-09-16 01:30:10 > Step: 79500 Progress: 39.8% Elapsed: 1:49:25 temperature: no ada_p: No Discriminator_loss: 0.000367131 Generator_loss: 0.484106
[INFO] 2020-09-16 01:30:14 > Step: 79600 Progress: 39.8% Elapsed: 1:49:29 temperature: no ada_p: No Discriminator_loss: 0.00317259 Generator_loss: 0.441717
[INFO] 2020-09-16 01:30:18 > Step: 79700 Progress: 39.9% Elapsed: 1:49:33 temperature: no ada_p: No Discriminator_loss: 0.000639351 Generator_loss: 0.480777
[INFO] 2020-09-16 01:30:22 > Step: 79800 Progress: 39.9% Elapsed: 1:49:36 temperature: no ada_p: No Discriminator_loss: 0.00108362 Generator_loss: 0.542288
[INFO] 2020-09-16 01:30:26 > Step: 79900 Progress: 40.0% Elapsed: 1:49:40 temperature: no ada_p: No Discriminator_loss: 0.0038906 Generator_loss: 0.549516
[INFO] 2020-09-16 01:30:29 > Step: 80000 Progress: 40.0% Elapsed: 1:49:44 temperature: no ada_p: No Discriminator_loss: 0.00150112 Generator_loss: 0.464671
[INFO] 2020-09-16 01:30:29 > Start Evaluation (80000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:31:58 > F_8 score (Step: 80000, Using test images): 0.007460834232381172
[INFO] 2020-09-16 01:31:58 > F_1/8 score (Step: 80000, Using test images): 0.042684737128912055
[INFO] 2020-09-16 01:31:58 > FID score (Step: 80000, Using test moments): 224.88024962149134
[INFO] 2020-09-16 01:31:58 > Inception score (Step: 80000, 10000 generated images): 1.7323180437088013
[INFO] 2020-09-16 01:31:58 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:31:59 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:32:03 > Step: 80100 Progress: 40.1% Elapsed: 1:51:17 temperature: no ada_p: No Discriminator_loss: 0.0154282 Generator_loss: 0.384911
[INFO] 2020-09-16 01:32:06 > Step: 80200 Progress: 40.1% Elapsed: 1:51:21 temperature: no ada_p: No Discriminator_loss: 0.000296121 Generator_loss: 0.526822
[INFO] 2020-09-16 01:32:10 > Step: 80300 Progress: 40.2% Elapsed: 1:51:25 temperature: no ada_p: No Discriminator_loss: 0.00166198 Generator_loss: 0.453898
[INFO] 2020-09-16 01:32:14 > Step: 80400 Progress: 40.2% Elapsed: 1:51:28 temperature: no ada_p: No Discriminator_loss: 0.000668462 Generator_loss: 0.461742
[INFO] 2020-09-16 01:32:18 > Step: 80500 Progress: 40.2% Elapsed: 1:51:33 temperature: no ada_p: No Discriminator_loss: 0.000904833 Generator_loss: 0.477055
[INFO] 2020-09-16 01:32:22 > Step: 80600 Progress: 40.3% Elapsed: 1:51:36 temperature: no ada_p: No Discriminator_loss: 0.000771989 Generator_loss: 0.510631
[INFO] 2020-09-16 01:32:26 > Step: 80700 Progress: 40.4% Elapsed: 1:51:40 temperature: no ada_p: No Discriminator_loss: 0.0159301 Generator_loss: 0.636086
[INFO] 2020-09-16 01:32:29 > Step: 80800 Progress: 40.4% Elapsed: 1:51:44 temperature: no ada_p: No Discriminator_loss: 0.000261893 Generator_loss: 0.473251
[INFO] 2020-09-16 01:32:34 > Step: 80900 Progress: 40.5% Elapsed: 1:51:48 temperature: no ada_p: No Discriminator_loss: 0.000300557 Generator_loss: 0.491732
[INFO] 2020-09-16 01:32:37 > Step: 81000 Progress: 40.5% Elapsed: 1:51:52 temperature: no ada_p: No Discriminator_loss: 0.00542172 Generator_loss: 0.45447
[INFO] 2020-09-16 01:32:41 > Step: 81100 Progress: 40.6% Elapsed: 1:51:55 temperature: no ada_p: No Discriminator_loss: 0.000250553 Generator_loss: 0.461532
[INFO] 2020-09-16 01:32:45 > Step: 81200 Progress: 40.6% Elapsed: 1:51:59 temperature: no ada_p: No Discriminator_loss: 0.00705199 Generator_loss: 0.57861
[INFO] 2020-09-16 01:32:49 > Step: 81300 Progress: 40.6% Elapsed: 1:52:03 temperature: no ada_p: No Discriminator_loss: 0.000322994 Generator_loss: 0.50878
[INFO] 2020-09-16 01:32:53 > Step: 81400 Progress: 40.7% Elapsed: 1:52:07 temperature: no ada_p: No Discriminator_loss: 0.00553983 Generator_loss: 0.630713
[INFO] 2020-09-16 01:32:56 > Step: 81500 Progress: 40.8% Elapsed: 1:52:11 temperature: no ada_p: No Discriminator_loss: 0.312183 Generator_loss: 0.11801
[INFO] 2020-09-16 01:33:00 > Step: 81600 Progress: 40.8% Elapsed: 1:52:15 temperature: no ada_p: No Discriminator_loss: 0.111413 Generator_loss: 0.321313
[INFO] 2020-09-16 01:33:04 > Step: 81700 Progress: 40.8% Elapsed: 1:52:19 temperature: no ada_p: No Discriminator_loss: 0.0317619 Generator_loss: 0.802794
[INFO] 2020-09-16 01:33:08 > Step: 81800 Progress: 40.9% Elapsed: 1:52:22 temperature: no ada_p: No Discriminator_loss: 0.0200708 Generator_loss: 0.474931
[INFO] 2020-09-16 01:33:12 > Step: 81900 Progress: 40.9% Elapsed: 1:52:26 temperature: no ada_p: No Discriminator_loss: 0.0261339 Generator_loss: 0.40545
[INFO] 2020-09-16 01:33:15 > Step: 82000 Progress: 41.0% Elapsed: 1:52:30 temperature: no ada_p: No Discriminator_loss: 0.0376396 Generator_loss: 0.334287
[INFO] 2020-09-16 01:33:15 > Start Evaluation (82000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:34:46 > F_8 score (Step: 82000, Using test images): 0.21153699438981993
[INFO] 2020-09-16 01:34:46 > F_1/8 score (Step: 82000, Using test images): 0.45546902559011904
[INFO] 2020-09-16 01:34:46 > FID score (Step: 82000, Using test moments): 120.627163068995
[INFO] 2020-09-16 01:34:46 > Inception score (Step: 82000, 10000 generated images): 4.325108051300049
[INFO] 2020-09-16 01:34:46 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:34:46 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:34:51 > Step: 82100 Progress: 41.0% Elapsed: 1:54:05 temperature: no ada_p: No Discriminator_loss: 0.0355272 Generator_loss: 0.4211
[INFO] 2020-09-16 01:34:54 > Step: 82200 Progress: 41.1% Elapsed: 1:54:09 temperature: no ada_p: No Discriminator_loss: 0.0431975 Generator_loss: 0.330771
[INFO] 2020-09-16 01:34:58 > Step: 82300 Progress: 41.1% Elapsed: 1:54:12 temperature: no ada_p: No Discriminator_loss: 0.071682 Generator_loss: 0.32609
[INFO] 2020-09-16 01:35:02 > Step: 82400 Progress: 41.2% Elapsed: 1:54:17 temperature: no ada_p: No Discriminator_loss: 0.0205661 Generator_loss: 0.449793
[INFO] 2020-09-16 01:35:06 > Step: 82500 Progress: 41.2% Elapsed: 1:54:20 temperature: no ada_p: No Discriminator_loss: 0.0428368 Generator_loss: 0.495199
[INFO] 2020-09-16 01:35:10 > Step: 82600 Progress: 41.3% Elapsed: 1:54:24 temperature: no ada_p: No Discriminator_loss: 0.101401 Generator_loss: 0.539396
[INFO] 2020-09-16 01:35:13 > Step: 82700 Progress: 41.3% Elapsed: 1:54:28 temperature: no ada_p: No Discriminator_loss: 0.0196236 Generator_loss: 0.548997
[INFO] 2020-09-16 01:35:17 > Step: 82800 Progress: 41.4% Elapsed: 1:54:32 temperature: no ada_p: No Discriminator_loss: 0.0474686 Generator_loss: 0.308782
[INFO] 2020-09-16 01:35:21 > Step: 82900 Progress: 41.4% Elapsed: 1:54:36 temperature: no ada_p: No Discriminator_loss: 0.0120908 Generator_loss: 0.642206
[INFO] 2020-09-16 01:35:25 > Step: 83000 Progress: 41.5% Elapsed: 1:54:39 temperature: no ada_p: No Discriminator_loss: 0.0169335 Generator_loss: 0.513431
[INFO] 2020-09-16 01:35:29 > Step: 83100 Progress: 41.5% Elapsed: 1:54:43 temperature: no ada_p: No Discriminator_loss: 0.0497852 Generator_loss: 0.393197
[INFO] 2020-09-16 01:35:33 > Step: 83200 Progress: 41.6% Elapsed: 1:54:47 temperature: no ada_p: No Discriminator_loss: 0.0482032 Generator_loss: 0.265239
[INFO] 2020-09-16 01:35:37 > Step: 83300 Progress: 41.6% Elapsed: 1:54:51 temperature: no ada_p: No Discriminator_loss: 0.0107616 Generator_loss: 0.518024
[INFO] 2020-09-16 01:35:40 > Step: 83400 Progress: 41.7% Elapsed: 1:54:55 temperature: no ada_p: No Discriminator_loss: 0.0166028 Generator_loss: 0.374602
[INFO] 2020-09-16 01:35:44 > Step: 83500 Progress: 41.8% Elapsed: 1:54:58 temperature: no ada_p: No Discriminator_loss: 0.00980342 Generator_loss: 0.5919
[INFO] 2020-09-16 01:35:48 > Step: 83600 Progress: 41.8% Elapsed: 1:55:03 temperature: no ada_p: No Discriminator_loss: 0.0138418 Generator_loss: 0.790149
[INFO] 2020-09-16 01:35:52 > Step: 83700 Progress: 41.9% Elapsed: 1:55:06 temperature: no ada_p: No Discriminator_loss: 0.0524833 Generator_loss: 0.429673
[INFO] 2020-09-16 01:35:56 > Step: 83800 Progress: 41.9% Elapsed: 1:55:10 temperature: no ada_p: No Discriminator_loss: 0.0036849 Generator_loss: 0.58095
[INFO] 2020-09-16 01:35:59 > Step: 83900 Progress: 41.9% Elapsed: 1:55:14 temperature: no ada_p: No Discriminator_loss: 0.0221063 Generator_loss: 0.406869
[INFO] 2020-09-16 01:36:03 > Step: 84000 Progress: 42.0% Elapsed: 1:55:18 temperature: no ada_p: No Discriminator_loss: 0.0130307 Generator_loss: 0.472792
[INFO] 2020-09-16 01:36:03 > Start Evaluation (84000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:37:34 > F_8 score (Step: 84000, Using test images): 0.1738908029886513
[INFO] 2020-09-16 01:37:34 > F_1/8 score (Step: 84000, Using test images): 0.44872404446616104
[INFO] 2020-09-16 01:37:34 > FID score (Step: 84000, Using test moments): 143.84876314027332
[INFO] 2020-09-16 01:37:34 > Inception score (Step: 84000, 10000 generated images): 3.4238455295562744
[INFO] 2020-09-16 01:37:34 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:37:34 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:37:37 > Step: 84100 Progress: 42.0% Elapsed: 1:56:52 temperature: no ada_p: No Discriminator_loss: 0.0156828 Generator_loss: 0.432921
[INFO] 2020-09-16 01:37:41 > Step: 84200 Progress: 42.1% Elapsed: 1:56:56 temperature: no ada_p: No Discriminator_loss: 0.0304719 Generator_loss: 0.470423
[INFO] 2020-09-16 01:37:45 > Step: 84300 Progress: 42.1% Elapsed: 1:56:59 temperature: no ada_p: No Discriminator_loss: 0.0394205 Generator_loss: 0.15664
[INFO] 2020-09-16 01:37:49 > Step: 84400 Progress: 42.2% Elapsed: 1:57:04 temperature: no ada_p: No Discriminator_loss: 0.0204238 Generator_loss: 0.464491
[INFO] 2020-09-16 01:37:53 > Step: 84500 Progress: 42.2% Elapsed: 1:57:07 temperature: no ada_p: No Discriminator_loss: 0.0116673 Generator_loss: 0.522411
[INFO] 2020-09-16 01:37:57 > Step: 84600 Progress: 42.3% Elapsed: 1:57:11 temperature: no ada_p: No Discriminator_loss: 0.00985842 Generator_loss: 0.608429
[INFO] 2020-09-16 01:38:00 > Step: 84700 Progress: 42.4% Elapsed: 1:57:15 temperature: no ada_p: No Discriminator_loss: 0.00935563 Generator_loss: 0.626127
[INFO] 2020-09-16 01:38:04 > Step: 84800 Progress: 42.4% Elapsed: 1:57:19 temperature: no ada_p: No Discriminator_loss: 0.121041 Generator_loss: 0.283335
[INFO] 2020-09-16 01:38:08 > Step: 84900 Progress: 42.4% Elapsed: 1:57:23 temperature: no ada_p: No Discriminator_loss: 0.00519998 Generator_loss: 0.430514
[INFO] 2020-09-16 01:38:12 > Step: 85000 Progress: 42.5% Elapsed: 1:57:26 temperature: no ada_p: No Discriminator_loss: 0.027502 Generator_loss: 0.495096
[INFO] 2020-09-16 01:38:16 > Step: 85100 Progress: 42.5% Elapsed: 1:57:30 temperature: no ada_p: No Discriminator_loss: 0.0267567 Generator_loss: 0.389697
[INFO] 2020-09-16 01:38:20 > Step: 85200 Progress: 42.6% Elapsed: 1:57:34 temperature: no ada_p: No Discriminator_loss: 0.0242373 Generator_loss: 0.372423
[INFO] 2020-09-16 01:38:23 > Step: 85300 Progress: 42.6% Elapsed: 1:57:38 temperature: no ada_p: No Discriminator_loss: 0.00923123 Generator_loss: 0.39683
[INFO] 2020-09-16 01:38:27 > Step: 85400 Progress: 42.7% Elapsed: 1:57:42 temperature: no ada_p: No Discriminator_loss: 0.00251 Generator_loss: 0.554015
[INFO] 2020-09-16 01:38:31 > Step: 85500 Progress: 42.8% Elapsed: 1:57:45 temperature: no ada_p: No Discriminator_loss: 0.00267576 Generator_loss: 0.437064
[INFO] 2020-09-16 01:38:35 > Step: 85600 Progress: 42.8% Elapsed: 1:57:50 temperature: no ada_p: No Discriminator_loss: 0.00244527 Generator_loss: 0.441845
[INFO] 2020-09-16 01:38:39 > Step: 85700 Progress: 42.9% Elapsed: 1:57:53 temperature: no ada_p: No Discriminator_loss: 0.00382495 Generator_loss: 0.481542
[INFO] 2020-09-16 01:38:43 > Step: 85800 Progress: 42.9% Elapsed: 1:57:57 temperature: no ada_p: No Discriminator_loss: 0.0013346 Generator_loss: 0.456266
[INFO] 2020-09-16 01:38:46 > Step: 85900 Progress: 43.0% Elapsed: 1:58:01 temperature: no ada_p: No Discriminator_loss: 0.0212111 Generator_loss: 0.367016
[INFO] 2020-09-16 01:38:50 > Step: 86000 Progress: 43.0% Elapsed: 1:58:05 temperature: no ada_p: No Discriminator_loss: 0.00698065 Generator_loss: 0.442819
[INFO] 2020-09-16 01:38:50 > Start Evaluation (86000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:40:21 > F_8 score (Step: 86000, Using test images): 0.2480190607096493
[INFO] 2020-09-16 01:40:21 > F_1/8 score (Step: 86000, Using test images): 0.2207690855439291
[INFO] 2020-09-16 01:40:21 > FID score (Step: 86000, Using test moments): 187.05930406122104
[INFO] 2020-09-16 01:40:21 > Inception score (Step: 86000, 10000 generated images): 4.189620018005371
[INFO] 2020-09-16 01:40:21 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:40:21 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:40:25 > Step: 86100 Progress: 43.0% Elapsed: 1:59:40 temperature: no ada_p: No Discriminator_loss: 0.0259226 Generator_loss: 0.394197
[INFO] 2020-09-16 01:40:29 > Step: 86200 Progress: 43.1% Elapsed: 1:59:43 temperature: no ada_p: No Discriminator_loss: 0.00318116 Generator_loss: 0.394532
[INFO] 2020-09-16 01:40:33 > Step: 86300 Progress: 43.1% Elapsed: 1:59:47 temperature: no ada_p: No Discriminator_loss: 0.00778507 Generator_loss: 0.526767
[INFO] 2020-09-16 01:40:37 > Step: 86400 Progress: 43.2% Elapsed: 1:59:51 temperature: no ada_p: No Discriminator_loss: 0.0272189 Generator_loss: 0.865591
[INFO] 2020-09-16 01:40:40 > Step: 86500 Progress: 43.2% Elapsed: 1:59:55 temperature: no ada_p: No Discriminator_loss: 0.0081429 Generator_loss: 0.464024
[INFO] 2020-09-16 01:40:44 > Step: 86600 Progress: 43.3% Elapsed: 1:59:59 temperature: no ada_p: No Discriminator_loss: 0.00240547 Generator_loss: 0.454263
[INFO] 2020-09-16 01:40:48 > Step: 86700 Progress: 43.4% Elapsed: 2:00:03 temperature: no ada_p: No Discriminator_loss: 0.0164278 Generator_loss: 0.514049
[INFO] 2020-09-16 01:40:52 > Step: 86800 Progress: 43.4% Elapsed: 2:00:07 temperature: no ada_p: No Discriminator_loss: 0.00343793 Generator_loss: 0.457252
[INFO] 2020-09-16 01:40:56 > Step: 86900 Progress: 43.5% Elapsed: 2:00:10 temperature: no ada_p: No Discriminator_loss: 0.000888643 Generator_loss: 0.476851
[INFO] 2020-09-16 01:41:00 > Step: 87000 Progress: 43.5% Elapsed: 2:00:14 temperature: no ada_p: No Discriminator_loss: 0.000746707 Generator_loss: 0.549974
[INFO] 2020-09-16 01:41:04 > Step: 87100 Progress: 43.5% Elapsed: 2:00:18 temperature: no ada_p: No Discriminator_loss: 0.000932575 Generator_loss: 0.483747
[INFO] 2020-09-16 01:41:07 > Step: 87200 Progress: 43.6% Elapsed: 2:00:22 temperature: no ada_p: No Discriminator_loss: 0.00162226 Generator_loss: 0.509907
[INFO] 2020-09-16 01:41:11 > Step: 87300 Progress: 43.6% Elapsed: 2:00:26 temperature: no ada_p: No Discriminator_loss: 0.0060292 Generator_loss: 0.606295
[INFO] 2020-09-16 01:41:15 > Step: 87400 Progress: 43.7% Elapsed: 2:00:29 temperature: no ada_p: No Discriminator_loss: 0.00210359 Generator_loss: 0.468786
[INFO] 2020-09-16 01:41:19 > Step: 87500 Progress: 43.8% Elapsed: 2:00:34 temperature: no ada_p: No Discriminator_loss: 0.00265629 Generator_loss: 0.440178
[INFO] 2020-09-16 01:41:23 > Step: 87600 Progress: 43.8% Elapsed: 2:00:37 temperature: no ada_p: No Discriminator_loss: 0.0105886 Generator_loss: 0.42341
[INFO] 2020-09-16 01:41:27 > Step: 87700 Progress: 43.9% Elapsed: 2:00:41 temperature: no ada_p: No Discriminator_loss: 0.0242615 Generator_loss: 0.348691
[INFO] 2020-09-16 01:41:30 > Step: 87800 Progress: 43.9% Elapsed: 2:00:45 temperature: no ada_p: No Discriminator_loss: 0.00273115 Generator_loss: 0.49454
[INFO] 2020-09-16 01:41:34 > Step: 87900 Progress: 44.0% Elapsed: 2:00:49 temperature: no ada_p: No Discriminator_loss: 0.00112793 Generator_loss: 0.552277
[INFO] 2020-09-16 01:41:38 > Step: 88000 Progress: 44.0% Elapsed: 2:00:53 temperature: no ada_p: No Discriminator_loss: 0.0170927 Generator_loss: 0.624504
[INFO] 2020-09-16 01:41:38 > Start Evaluation (88000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:43:07 > F_8 score (Step: 88000, Using test images): 0.010695280628015297
[INFO] 2020-09-16 01:43:07 > F_1/8 score (Step: 88000, Using test images): 0.1436538621581628
[INFO] 2020-09-16 01:43:07 > FID score (Step: 88000, Using test moments): 196.56910655183066
[INFO] 2020-09-16 01:43:07 > Inception score (Step: 88000, 10000 generated images): 1.9629364013671875
[INFO] 2020-09-16 01:43:07 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:43:07 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:43:11 > Step: 88100 Progress: 44.0% Elapsed: 2:02:25 temperature: no ada_p: No Discriminator_loss: 0.0180863 Generator_loss: 0.650291
[INFO] 2020-09-16 01:43:14 > Step: 88200 Progress: 44.1% Elapsed: 2:02:29 temperature: no ada_p: No Discriminator_loss: 0.00579257 Generator_loss: 0.539276
[INFO] 2020-09-16 01:43:19 > Step: 88300 Progress: 44.1% Elapsed: 2:02:33 temperature: no ada_p: No Discriminator_loss: 0.0103479 Generator_loss: 0.427391
[INFO] 2020-09-16 01:43:22 > Step: 88400 Progress: 44.2% Elapsed: 2:02:37 temperature: no ada_p: No Discriminator_loss: 0.00443129 Generator_loss: 0.547287
[INFO] 2020-09-16 01:43:26 > Step: 88500 Progress: 44.2% Elapsed: 2:02:40 temperature: no ada_p: No Discriminator_loss: 0.00328158 Generator_loss: 0.561335
[INFO] 2020-09-16 01:43:30 > Step: 88600 Progress: 44.3% Elapsed: 2:02:44 temperature: no ada_p: No Discriminator_loss: 0.000198987 Generator_loss: 0.51694
[INFO] 2020-09-16 01:43:34 > Step: 88700 Progress: 44.4% Elapsed: 2:02:48 temperature: no ada_p: No Discriminator_loss: 0.00148578 Generator_loss: 0.513471
[INFO] 2020-09-16 01:43:38 > Step: 88800 Progress: 44.4% Elapsed: 2:02:52 temperature: no ada_p: No Discriminator_loss: 0.000205555 Generator_loss: 0.50186
[INFO] 2020-09-16 01:43:41 > Step: 88900 Progress: 44.5% Elapsed: 2:02:56 temperature: no ada_p: No Discriminator_loss: 0.00250563 Generator_loss: 0.454099
[INFO] 2020-09-16 01:43:45 > Step: 89000 Progress: 44.5% Elapsed: 2:03:00 temperature: no ada_p: No Discriminator_loss: 0.0510696 Generator_loss: 0.699648
[INFO] 2020-09-16 01:43:49 > Step: 89100 Progress: 44.5% Elapsed: 2:03:04 temperature: no ada_p: No Discriminator_loss: 0.00198006 Generator_loss: 0.522949
[INFO] 2020-09-16 01:43:53 > Step: 89200 Progress: 44.6% Elapsed: 2:03:07 temperature: no ada_p: No Discriminator_loss: 0.00027923 Generator_loss: 0.50227
[INFO] 2020-09-16 01:43:57 > Step: 89300 Progress: 44.6% Elapsed: 2:03:11 temperature: no ada_p: No Discriminator_loss: 0.00277852 Generator_loss: 0.484284
[INFO] 2020-09-16 01:44:00 > Step: 89400 Progress: 44.7% Elapsed: 2:03:15 temperature: no ada_p: No Discriminator_loss: 0.00279592 Generator_loss: 0.537601
[INFO] 2020-09-16 01:44:05 > Step: 89500 Progress: 44.8% Elapsed: 2:03:19 temperature: no ada_p: No Discriminator_loss: 0.0278948 Generator_loss: 0.345695
[INFO] 2020-09-16 01:44:08 > Step: 89600 Progress: 44.8% Elapsed: 2:03:23 temperature: no ada_p: No Discriminator_loss: 0.000882514 Generator_loss: 0.467522
[INFO] 2020-09-16 01:44:12 > Step: 89700 Progress: 44.9% Elapsed: 2:03:26 temperature: no ada_p: No Discriminator_loss: 0.00878173 Generator_loss: 0.610355
[INFO] 2020-09-16 01:44:16 > Step: 89800 Progress: 44.9% Elapsed: 2:03:30 temperature: no ada_p: No Discriminator_loss: 0.000165085 Generator_loss: 0.46458
[INFO] 2020-09-16 01:44:20 > Step: 89900 Progress: 45.0% Elapsed: 2:03:34 temperature: no ada_p: No Discriminator_loss: 0.00505218 Generator_loss: 0.426407
[INFO] 2020-09-16 01:44:24 > Step: 90000 Progress: 45.0% Elapsed: 2:03:38 temperature: no ada_p: No Discriminator_loss: 0.000700275 Generator_loss: 0.477643
[INFO] 2020-09-16 01:44:24 > Start Evaluation (90000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:45:52 > F_8 score (Step: 90000, Using test images): 0.0016240030116210962
[INFO] 2020-09-16 01:45:52 > F_1/8 score (Step: 90000, Using test images): 0.05165989888348914
[INFO] 2020-09-16 01:45:52 > FID score (Step: 90000, Using test moments): 260.00626549464107
[INFO] 2020-09-16 01:45:52 > Inception score (Step: 90000, 10000 generated images): 1.5233300924301147
[INFO] 2020-09-16 01:45:52 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:45:52 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:45:56 > Step: 90100 Progress: 45.1% Elapsed: 2:05:10 temperature: no ada_p: No Discriminator_loss: 0.0115826 Generator_loss: 0.415179
[INFO] 2020-09-16 01:45:59 > Step: 90200 Progress: 45.1% Elapsed: 2:05:14 temperature: no ada_p: No Discriminator_loss: 0.000666153 Generator_loss: 0.525289
[INFO] 2020-09-16 01:46:03 > Step: 90300 Progress: 45.1% Elapsed: 2:05:18 temperature: no ada_p: No Discriminator_loss: 0.00420731 Generator_loss: 0.438931
[INFO] 2020-09-16 01:46:07 > Step: 90400 Progress: 45.2% Elapsed: 2:05:22 temperature: no ada_p: No Discriminator_loss: 0.0020441 Generator_loss: 0.534366
[INFO] 2020-09-16 01:46:11 > Step: 90500 Progress: 45.2% Elapsed: 2:05:25 temperature: no ada_p: No Discriminator_loss: 0.000938511 Generator_loss: 0.490323
[INFO] 2020-09-16 01:46:15 > Step: 90600 Progress: 45.3% Elapsed: 2:05:30 temperature: no ada_p: No Discriminator_loss: 0.00447757 Generator_loss: 0.441086
[INFO] 2020-09-16 01:46:19 > Step: 90700 Progress: 45.4% Elapsed: 2:05:33 temperature: no ada_p: No Discriminator_loss: 0.00251438 Generator_loss: 0.449724
[INFO] 2020-09-16 01:46:23 > Step: 90800 Progress: 45.4% Elapsed: 2:05:37 temperature: no ada_p: No Discriminator_loss: 0.000569751 Generator_loss: 0.523022
[INFO] 2020-09-16 01:46:26 > Step: 90900 Progress: 45.5% Elapsed: 2:05:41 temperature: no ada_p: No Discriminator_loss: 0.000861176 Generator_loss: 0.524015
[INFO] 2020-09-16 01:46:30 > Step: 91000 Progress: 45.5% Elapsed: 2:05:45 temperature: no ada_p: No Discriminator_loss: 0.000295081 Generator_loss: 0.502644
[INFO] 2020-09-16 01:46:34 > Step: 91100 Progress: 45.6% Elapsed: 2:05:49 temperature: no ada_p: No Discriminator_loss: 0.00134155 Generator_loss: 0.534276
[INFO] 2020-09-16 01:46:38 > Step: 91200 Progress: 45.6% Elapsed: 2:05:52 temperature: no ada_p: No Discriminator_loss: 0.000580911 Generator_loss: 0.489356
[INFO] 2020-09-16 01:46:42 > Step: 91300 Progress: 45.6% Elapsed: 2:05:56 temperature: no ada_p: No Discriminator_loss: 0.0221918 Generator_loss: 0.652624
[INFO] 2020-09-16 01:46:46 > Step: 91400 Progress: 45.7% Elapsed: 2:06:00 temperature: no ada_p: No Discriminator_loss: 0.00134419 Generator_loss: 0.471367
[INFO] 2020-09-16 01:46:49 > Step: 91500 Progress: 45.8% Elapsed: 2:06:04 temperature: no ada_p: No Discriminator_loss: 0.0992973 Generator_loss: 0.411066
[INFO] 2020-09-16 01:46:53 > Step: 91600 Progress: 45.8% Elapsed: 2:06:08 temperature: no ada_p: No Discriminator_loss: 0.235785 Generator_loss: 0.166944
[INFO] 2020-09-16 01:46:57 > Step: 91700 Progress: 45.9% Elapsed: 2:06:11 temperature: no ada_p: No Discriminator_loss: 0.0772855 Generator_loss: 0.353948
[INFO] 2020-09-16 01:47:01 > Step: 91800 Progress: 45.9% Elapsed: 2:06:16 temperature: no ada_p: No Discriminator_loss: 0.00564025 Generator_loss: 0.595132
[INFO] 2020-09-16 01:47:05 > Step: 91900 Progress: 46.0% Elapsed: 2:06:19 temperature: no ada_p: No Discriminator_loss: 0.011719 Generator_loss: 0.566236
[INFO] 2020-09-16 01:47:09 > Step: 92000 Progress: 46.0% Elapsed: 2:06:23 temperature: no ada_p: No Discriminator_loss: 0.0469046 Generator_loss: 0.514052
[INFO] 2020-09-16 01:47:09 > Start Evaluation (92000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:48:39 > F_8 score (Step: 92000, Using test images): 0.24027028402662076
[INFO] 2020-09-16 01:48:39 > F_1/8 score (Step: 92000, Using test images): 0.35421744315657366
[INFO] 2020-09-16 01:48:39 > FID score (Step: 92000, Using test moments): 136.4007350068763
[INFO] 2020-09-16 01:48:39 > Inception score (Step: 92000, 10000 generated images): 4.152100086212158
[INFO] 2020-09-16 01:48:39 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:48:39 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:48:43 > Step: 92100 Progress: 46.1% Elapsed: 2:07:58 temperature: no ada_p: No Discriminator_loss: 0.0229343 Generator_loss: 0.395809
[INFO] 2020-09-16 01:48:47 > Step: 92200 Progress: 46.1% Elapsed: 2:08:02 temperature: no ada_p: No Discriminator_loss: 0.0660581 Generator_loss: 0.37697
[INFO] 2020-09-16 01:48:51 > Step: 92300 Progress: 46.2% Elapsed: 2:08:05 temperature: no ada_p: No Discriminator_loss: 0.00715621 Generator_loss: 0.578936
[INFO] 2020-09-16 01:48:55 > Step: 92400 Progress: 46.2% Elapsed: 2:08:09 temperature: no ada_p: No Discriminator_loss: 0.17848 Generator_loss: 0.172825
[INFO] 2020-09-16 01:48:58 > Step: 92500 Progress: 46.2% Elapsed: 2:08:13 temperature: no ada_p: No Discriminator_loss: 0.0171582 Generator_loss: 0.801453
[INFO] 2020-09-16 01:49:03 > Step: 92600 Progress: 46.3% Elapsed: 2:08:17 temperature: no ada_p: No Discriminator_loss: 0.0956458 Generator_loss: 0.47349
[INFO] 2020-09-16 01:49:06 > Step: 92700 Progress: 46.4% Elapsed: 2:08:21 temperature: no ada_p: No Discriminator_loss: 0.0124157 Generator_loss: 0.472382
[INFO] 2020-09-16 01:49:10 > Step: 92800 Progress: 46.4% Elapsed: 2:08:25 temperature: no ada_p: No Discriminator_loss: 0.0350642 Generator_loss: 0.604685
[INFO] 2020-09-16 01:49:14 > Step: 92900 Progress: 46.5% Elapsed: 2:08:28 temperature: no ada_p: No Discriminator_loss: 0.00946219 Generator_loss: 0.517617
[INFO] 2020-09-16 01:49:18 > Step: 93000 Progress: 46.5% Elapsed: 2:08:32 temperature: no ada_p: No Discriminator_loss: 0.00641336 Generator_loss: 0.489432
[INFO] 2020-09-16 01:49:22 > Step: 93100 Progress: 46.6% Elapsed: 2:08:36 temperature: no ada_p: No Discriminator_loss: 0.0106661 Generator_loss: 0.515651
[INFO] 2020-09-16 01:49:25 > Step: 93200 Progress: 46.6% Elapsed: 2:08:40 temperature: no ada_p: No Discriminator_loss: 0.0771797 Generator_loss: 0.284579
[INFO] 2020-09-16 01:49:29 > Step: 93300 Progress: 46.7% Elapsed: 2:08:44 temperature: no ada_p: No Discriminator_loss: 0.00808951 Generator_loss: 0.604047
[INFO] 2020-09-16 01:49:33 > Step: 93400 Progress: 46.7% Elapsed: 2:08:48 temperature: no ada_p: No Discriminator_loss: 0.0948831 Generator_loss: 0.321275
[INFO] 2020-09-16 01:49:37 > Step: 93500 Progress: 46.8% Elapsed: 2:08:51 temperature: no ada_p: No Discriminator_loss: 0.0704966 Generator_loss: 0.780113
[INFO] 2020-09-16 01:49:41 > Step: 93600 Progress: 46.8% Elapsed: 2:08:55 temperature: no ada_p: No Discriminator_loss: 0.00491071 Generator_loss: 0.582877
[INFO] 2020-09-16 01:49:44 > Step: 93700 Progress: 46.9% Elapsed: 2:08:59 temperature: no ada_p: No Discriminator_loss: 0.0197989 Generator_loss: 0.812573
[INFO] 2020-09-16 01:49:49 > Step: 93800 Progress: 46.9% Elapsed: 2:09:03 temperature: no ada_p: No Discriminator_loss: 0.0226232 Generator_loss: 0.53641
[INFO] 2020-09-16 01:49:52 > Step: 93900 Progress: 46.9% Elapsed: 2:09:07 temperature: no ada_p: No Discriminator_loss: 0.00811381 Generator_loss: 0.61048
[INFO] 2020-09-16 01:49:56 > Step: 94000 Progress: 47.0% Elapsed: 2:09:11 temperature: no ada_p: No Discriminator_loss: 0.056556 Generator_loss: 0.438533
[INFO] 2020-09-16 01:49:56 > Start Evaluation (94000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:51:26 > F_8 score (Step: 94000, Using test images): 0.13093257073987974
[INFO] 2020-09-16 01:51:26 > F_1/8 score (Step: 94000, Using test images): 0.41671878454715544
[INFO] 2020-09-16 01:51:26 > FID score (Step: 94000, Using test moments): 149.95513460115262
[INFO] 2020-09-16 01:51:26 > Inception score (Step: 94000, 10000 generated images): 4.266286849975586
[INFO] 2020-09-16 01:51:26 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:51:27 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:51:30 > Step: 94100 Progress: 47.0% Elapsed: 2:10:45 temperature: no ada_p: No Discriminator_loss: 0.00563881 Generator_loss: 0.513371
[INFO] 2020-09-16 01:51:34 > Step: 94200 Progress: 47.1% Elapsed: 2:10:49 temperature: no ada_p: No Discriminator_loss: 0.0037327 Generator_loss: 0.47229
[INFO] 2020-09-16 01:51:38 > Step: 94300 Progress: 47.1% Elapsed: 2:10:53 temperature: no ada_p: No Discriminator_loss: 0.011396 Generator_loss: 0.415649
[INFO] 2020-09-16 01:51:42 > Step: 94400 Progress: 47.2% Elapsed: 2:10:56 temperature: no ada_p: No Discriminator_loss: 0.0260212 Generator_loss: 0.525053
[INFO] 2020-09-16 01:51:46 > Step: 94500 Progress: 47.2% Elapsed: 2:11:00 temperature: no ada_p: No Discriminator_loss: 0.12596 Generator_loss: 0.105686
[INFO] 2020-09-16 01:51:50 > Step: 94600 Progress: 47.3% Elapsed: 2:11:04 temperature: no ada_p: No Discriminator_loss: 0.0135161 Generator_loss: 0.484203
[INFO] 2020-09-16 01:51:54 > Step: 94700 Progress: 47.3% Elapsed: 2:11:08 temperature: no ada_p: No Discriminator_loss: 0.0129973 Generator_loss: 0.402718
[INFO] 2020-09-16 01:51:57 > Step: 94800 Progress: 47.4% Elapsed: 2:11:12 temperature: no ada_p: No Discriminator_loss: 0.0815301 Generator_loss: 0.247559
[INFO] 2020-09-16 01:52:01 > Step: 94900 Progress: 47.4% Elapsed: 2:11:16 temperature: no ada_p: No Discriminator_loss: 0.020137 Generator_loss: 0.535235
[INFO] 2020-09-16 01:52:05 > Step: 95000 Progress: 47.5% Elapsed: 2:11:20 temperature: no ada_p: No Discriminator_loss: 0.145336 Generator_loss: 0.521833
[INFO] 2020-09-16 01:52:09 > Step: 95100 Progress: 47.5% Elapsed: 2:11:23 temperature: no ada_p: No Discriminator_loss: 0.00461249 Generator_loss: 0.377007
[INFO] 2020-09-16 01:52:13 > Step: 95200 Progress: 47.6% Elapsed: 2:11:27 temperature: no ada_p: No Discriminator_loss: 0.0646767 Generator_loss: 0.328079
[INFO] 2020-09-16 01:52:17 > Step: 95300 Progress: 47.6% Elapsed: 2:11:31 temperature: no ada_p: No Discriminator_loss: 0.00497203 Generator_loss: 0.439226
[INFO] 2020-09-16 01:52:21 > Step: 95400 Progress: 47.7% Elapsed: 2:11:35 temperature: no ada_p: No Discriminator_loss: 0.0337191 Generator_loss: 0.564965
[INFO] 2020-09-16 01:52:24 > Step: 95500 Progress: 47.8% Elapsed: 2:11:39 temperature: no ada_p: No Discriminator_loss: 0.0490498 Generator_loss: 0.46119
[INFO] 2020-09-16 01:52:28 > Step: 95600 Progress: 47.8% Elapsed: 2:11:43 temperature: no ada_p: No Discriminator_loss: 0.0107008 Generator_loss: 0.592095
[INFO] 2020-09-16 01:52:32 > Step: 95700 Progress: 47.9% Elapsed: 2:11:47 temperature: no ada_p: No Discriminator_loss: 0.00392888 Generator_loss: 0.553171
[INFO] 2020-09-16 01:52:36 > Step: 95800 Progress: 47.9% Elapsed: 2:11:50 temperature: no ada_p: No Discriminator_loss: 0.00120257 Generator_loss: 0.548273
[INFO] 2020-09-16 01:52:40 > Step: 95900 Progress: 47.9% Elapsed: 2:11:54 temperature: no ada_p: No Discriminator_loss: 0.00234719 Generator_loss: 0.562649
[INFO] 2020-09-16 01:52:43 > Step: 96000 Progress: 48.0% Elapsed: 2:11:58 temperature: no ada_p: No Discriminator_loss: 0.00112785 Generator_loss: 0.538619
[INFO] 2020-09-16 01:52:44 > Start Evaluation (96000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:54:13 > F_8 score (Step: 96000, Using test images): 0.03500239424708414
[INFO] 2020-09-16 01:54:13 > F_1/8 score (Step: 96000, Using test images): 0.28148265587404564
[INFO] 2020-09-16 01:54:13 > FID score (Step: 96000, Using test moments): 199.94538806751638
[INFO] 2020-09-16 01:54:13 > Inception score (Step: 96000, 10000 generated images): 2.393458366394043
[INFO] 2020-09-16 01:54:13 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:54:13 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:54:17 > Step: 96100 Progress: 48.0% Elapsed: 2:13:32 temperature: no ada_p: No Discriminator_loss: 0.00115018 Generator_loss: 0.485364
[INFO] 2020-09-16 01:54:21 > Step: 96200 Progress: 48.1% Elapsed: 2:13:36 temperature: no ada_p: No Discriminator_loss: 0.00773606 Generator_loss: 0.527763
[INFO] 2020-09-16 01:54:25 > Step: 96300 Progress: 48.1% Elapsed: 2:13:39 temperature: no ada_p: No Discriminator_loss: 0.00261755 Generator_loss: 0.48476
[INFO] 2020-09-16 01:54:29 > Step: 96400 Progress: 48.2% Elapsed: 2:13:43 temperature: no ada_p: No Discriminator_loss: 0.00467209 Generator_loss: 0.4375
[INFO] 2020-09-16 01:54:33 > Step: 96500 Progress: 48.2% Elapsed: 2:13:47 temperature: no ada_p: No Discriminator_loss: 0.0012145 Generator_loss: 0.5467
[INFO] 2020-09-16 01:54:36 > Step: 96600 Progress: 48.3% Elapsed: 2:13:51 temperature: no ada_p: No Discriminator_loss: 0.00822296 Generator_loss: 0.566898
[INFO] 2020-09-16 01:54:40 > Step: 96700 Progress: 48.4% Elapsed: 2:13:55 temperature: no ada_p: No Discriminator_loss: 0.0149948 Generator_loss: 0.387399
[INFO] 2020-09-16 01:54:44 > Step: 96800 Progress: 48.4% Elapsed: 2:13:58 temperature: no ada_p: No Discriminator_loss: 0.00466174 Generator_loss: 0.555385
[INFO] 2020-09-16 01:54:48 > Step: 96900 Progress: 48.4% Elapsed: 2:14:03 temperature: no ada_p: No Discriminator_loss: 0.00251446 Generator_loss: 0.421885
[INFO] 2020-09-16 01:54:52 > Step: 97000 Progress: 48.5% Elapsed: 2:14:06 temperature: no ada_p: No Discriminator_loss: 0.00289937 Generator_loss: 0.439244
[INFO] 2020-09-16 01:54:56 > Step: 97100 Progress: 48.5% Elapsed: 2:14:10 temperature: no ada_p: No Discriminator_loss: 0.00159195 Generator_loss: 0.532058
[INFO] 2020-09-16 01:54:59 > Step: 97200 Progress: 48.6% Elapsed: 2:14:14 temperature: no ada_p: No Discriminator_loss: 0.0141285 Generator_loss: 0.637998
[INFO] 2020-09-16 01:55:03 > Step: 97300 Progress: 48.6% Elapsed: 2:14:18 temperature: no ada_p: No Discriminator_loss: 0.00300865 Generator_loss: 0.538202
[INFO] 2020-09-16 01:55:07 > Step: 97400 Progress: 48.7% Elapsed: 2:14:22 temperature: no ada_p: No Discriminator_loss: 0.00902013 Generator_loss: 0.390166
[INFO] 2020-09-16 01:55:11 > Step: 97500 Progress: 48.8% Elapsed: 2:14:25 temperature: no ada_p: No Discriminator_loss: 0.00286694 Generator_loss: 0.562198
[INFO] 2020-09-16 01:55:15 > Step: 97600 Progress: 48.8% Elapsed: 2:14:29 temperature: no ada_p: No Discriminator_loss: 0.00105421 Generator_loss: 0.54637
[INFO] 2020-09-16 01:55:19 > Step: 97700 Progress: 48.9% Elapsed: 2:14:33 temperature: no ada_p: No Discriminator_loss: 0.000997157 Generator_loss: 0.510402
[INFO] 2020-09-16 01:55:22 > Step: 97800 Progress: 48.9% Elapsed: 2:14:37 temperature: no ada_p: No Discriminator_loss: 0.000370691 Generator_loss: 0.482475
[INFO] 2020-09-16 01:55:26 > Step: 97900 Progress: 48.9% Elapsed: 2:14:41 temperature: no ada_p: No Discriminator_loss: 0.00102692 Generator_loss: 0.490372
[INFO] 2020-09-16 01:55:30 > Step: 98000 Progress: 49.0% Elapsed: 2:14:44 temperature: no ada_p: No Discriminator_loss: 0.00152394 Generator_loss: 0.518387
[INFO] 2020-09-16 01:55:30 > Start Evaluation (98000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:57:01 > F_8 score (Step: 98000, Using test images): 0.004831964695914245
[INFO] 2020-09-16 01:57:01 > F_1/8 score (Step: 98000, Using test images): 0.08560129200973846
[INFO] 2020-09-16 01:57:01 > FID score (Step: 98000, Using test moments): 245.49638203256663
[INFO] 2020-09-16 01:57:01 > Inception score (Step: 98000, 10000 generated images): 1.6825957298278809
[INFO] 2020-09-16 01:57:01 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:57:01 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:57:05 > Step: 98100 Progress: 49.0% Elapsed: 2:16:20 temperature: no ada_p: No Discriminator_loss: 0.00383364 Generator_loss: 0.448482
[INFO] 2020-09-16 01:57:09 > Step: 98200 Progress: 49.1% Elapsed: 2:16:23 temperature: no ada_p: No Discriminator_loss: 0.000526063 Generator_loss: 0.490304
[INFO] 2020-09-16 01:57:13 > Step: 98300 Progress: 49.1% Elapsed: 2:16:27 temperature: no ada_p: No Discriminator_loss: 0.000718358 Generator_loss: 0.520476
[INFO] 2020-09-16 01:57:16 > Step: 98400 Progress: 49.2% Elapsed: 2:16:31 temperature: no ada_p: No Discriminator_loss: 0.0157023 Generator_loss: 0.726937
[INFO] 2020-09-16 01:57:21 > Step: 98500 Progress: 49.2% Elapsed: 2:16:35 temperature: no ada_p: No Discriminator_loss: 0.000931431 Generator_loss: 0.51553
[INFO] 2020-09-16 01:57:24 > Step: 98600 Progress: 49.3% Elapsed: 2:16:39 temperature: no ada_p: No Discriminator_loss: 0.00097712 Generator_loss: 0.542032
[INFO] 2020-09-16 01:57:28 > Step: 98700 Progress: 49.4% Elapsed: 2:16:42 temperature: no ada_p: No Discriminator_loss: 0.000107883 Generator_loss: 0.498968
[INFO] 2020-09-16 01:57:32 > Step: 98800 Progress: 49.4% Elapsed: 2:16:47 temperature: no ada_p: No Discriminator_loss: 0.00256677 Generator_loss: 0.455073
[INFO] 2020-09-16 01:57:36 > Step: 98900 Progress: 49.5% Elapsed: 2:16:50 temperature: no ada_p: No Discriminator_loss: 0.000868705 Generator_loss: 0.493351
[INFO] 2020-09-16 01:57:40 > Step: 99000 Progress: 49.5% Elapsed: 2:16:54 temperature: no ada_p: No Discriminator_loss: 0.000999148 Generator_loss: 0.535491
[INFO] 2020-09-16 01:57:43 > Step: 99100 Progress: 49.5% Elapsed: 2:16:58 temperature: no ada_p: No Discriminator_loss: 0.000644884 Generator_loss: 0.508284
[INFO] 2020-09-16 01:57:48 > Step: 99200 Progress: 49.6% Elapsed: 2:17:02 temperature: no ada_p: No Discriminator_loss: 0.00880933 Generator_loss: 0.6196
[INFO] 2020-09-16 01:57:51 > Step: 99300 Progress: 49.6% Elapsed: 2:17:06 temperature: no ada_p: No Discriminator_loss: 0.000927398 Generator_loss: 0.527603
[INFO] 2020-09-16 01:57:55 > Step: 99400 Progress: 49.7% Elapsed: 2:17:09 temperature: no ada_p: No Discriminator_loss: 0.00876291 Generator_loss: 0.412322
[INFO] 2020-09-16 01:57:59 > Step: 99500 Progress: 49.8% Elapsed: 2:17:13 temperature: no ada_p: No Discriminator_loss: 0.01081 Generator_loss: 0.556799
[INFO] 2020-09-16 01:58:03 > Step: 99600 Progress: 49.8% Elapsed: 2:17:17 temperature: no ada_p: No Discriminator_loss: 0.00595387 Generator_loss: 0.661215
[INFO] 2020-09-16 01:58:07 > Step: 99700 Progress: 49.9% Elapsed: 2:17:21 temperature: no ada_p: No Discriminator_loss: 0.00985504 Generator_loss: 0.498084
[INFO] 2020-09-16 01:58:10 > Step: 99800 Progress: 49.9% Elapsed: 2:17:25 temperature: no ada_p: No Discriminator_loss: 0.0309441 Generator_loss: 0.554881
[INFO] 2020-09-16 01:58:14 > Step: 99900 Progress: 50.0% Elapsed: 2:17:29 temperature: no ada_p: No Discriminator_loss: 0.0177145 Generator_loss: 0.478419
[INFO] 2020-09-16 01:58:18 > Step: 100000 Progress: 50.0% Elapsed: 2:17:33 temperature: no ada_p: No Discriminator_loss: 0.0458649 Generator_loss: 0.715187
[INFO] 2020-09-16 01:58:18 > Start Evaluation (100000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:59:47 > F_8 score (Step: 100000, Using test images): 0.20494278619047662
[INFO] 2020-09-16 01:59:47 > F_1/8 score (Step: 100000, Using test images): 0.37671111175499616
[INFO] 2020-09-16 01:59:47 > FID score (Step: 100000, Using test moments): 135.84225129896697
[INFO] 2020-09-16 01:59:47 > Inception score (Step: 100000, 10000 generated images): 4.5268096923828125
[INFO] 2020-09-16 01:59:47 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 01:59:47 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 01:59:51 > Step: 100100 Progress: 50.0% Elapsed: 2:19:05 temperature: no ada_p: No Discriminator_loss: 0.100929 Generator_loss: 0.459578
[INFO] 2020-09-16 01:59:55 > Step: 100200 Progress: 50.1% Elapsed: 2:19:09 temperature: no ada_p: No Discriminator_loss: 0.0427683 Generator_loss: 0.202298
[INFO] 2020-09-16 01:59:58 > Step: 100300 Progress: 50.1% Elapsed: 2:19:13 temperature: no ada_p: No Discriminator_loss: 0.045055 Generator_loss: 0.518695
[INFO] 2020-09-16 02:00:02 > Step: 100400 Progress: 50.2% Elapsed: 2:19:17 temperature: no ada_p: No Discriminator_loss: 0.0271295 Generator_loss: 0.320547
[INFO] 2020-09-16 02:00:06 > Step: 100500 Progress: 50.2% Elapsed: 2:19:21 temperature: no ada_p: No Discriminator_loss: 0.0142281 Generator_loss: 0.803226
[INFO] 2020-09-16 02:00:10 > Step: 100600 Progress: 50.3% Elapsed: 2:19:24 temperature: no ada_p: No Discriminator_loss: 0.00403506 Generator_loss: 0.528058
[INFO] 2020-09-16 02:00:14 > Step: 100700 Progress: 50.3% Elapsed: 2:19:28 temperature: no ada_p: No Discriminator_loss: 0.00330907 Generator_loss: 0.404384
[INFO] 2020-09-16 02:00:18 > Step: 100800 Progress: 50.4% Elapsed: 2:19:32 temperature: no ada_p: No Discriminator_loss: 0.00752538 Generator_loss: 0.44332
[INFO] 2020-09-16 02:00:21 > Step: 100900 Progress: 50.4% Elapsed: 2:19:36 temperature: no ada_p: No Discriminator_loss: 0.0698875 Generator_loss: 0.262815
[INFO] 2020-09-16 02:00:25 > Step: 101000 Progress: 50.5% Elapsed: 2:19:40 temperature: no ada_p: No Discriminator_loss: 0.0068815 Generator_loss: 0.387808
[INFO] 2020-09-16 02:00:29 > Step: 101100 Progress: 50.5% Elapsed: 2:19:43 temperature: no ada_p: No Discriminator_loss: 0.00367023 Generator_loss: 0.404028
[INFO] 2020-09-16 02:00:33 > Step: 101200 Progress: 50.6% Elapsed: 2:19:48 temperature: no ada_p: No Discriminator_loss: 0.0262206 Generator_loss: 0.393831
[INFO] 2020-09-16 02:00:37 > Step: 101300 Progress: 50.6% Elapsed: 2:19:51 temperature: no ada_p: No Discriminator_loss: 0.00383064 Generator_loss: 0.541938
[INFO] 2020-09-16 02:00:41 > Step: 101400 Progress: 50.7% Elapsed: 2:19:55 temperature: no ada_p: No Discriminator_loss: 0.0157626 Generator_loss: 0.515529
[INFO] 2020-09-16 02:00:44 > Step: 101500 Progress: 50.7% Elapsed: 2:19:59 temperature: no ada_p: No Discriminator_loss: 0.0141796 Generator_loss: 0.50452
[INFO] 2020-09-16 02:00:48 > Step: 101600 Progress: 50.8% Elapsed: 2:20:03 temperature: no ada_p: No Discriminator_loss: 0.00414972 Generator_loss: 0.215368
[INFO] 2020-09-16 02:00:52 > Step: 101700 Progress: 50.8% Elapsed: 2:20:07 temperature: no ada_p: No Discriminator_loss: 0.0216377 Generator_loss: 0.269368
[INFO] 2020-09-16 02:00:56 > Step: 101800 Progress: 50.9% Elapsed: 2:20:10 temperature: no ada_p: No Discriminator_loss: 0.0212127 Generator_loss: 0.376142
[INFO] 2020-09-16 02:01:00 > Step: 101900 Progress: 50.9% Elapsed: 2:20:14 temperature: no ada_p: No Discriminator_loss: 0.0076306 Generator_loss: 0.364061
[INFO] 2020-09-16 02:01:04 > Step: 102000 Progress: 51.0% Elapsed: 2:20:18 temperature: no ada_p: No Discriminator_loss: 0.0273414 Generator_loss: 0.649924
[INFO] 2020-09-16 02:01:04 > Start Evaluation (102000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:02:34 > F_8 score (Step: 102000, Using test images): 0.1969534549484922
[INFO] 2020-09-16 02:02:34 > F_1/8 score (Step: 102000, Using test images): 0.2858695203837863
[INFO] 2020-09-16 02:02:34 > FID score (Step: 102000, Using test moments): 155.35261600062267
[INFO] 2020-09-16 02:02:34 > Inception score (Step: 102000, 10000 generated images): 4.427820205688477
[INFO] 2020-09-16 02:02:34 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:02:34 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:02:38 > Step: 102100 Progress: 51.0% Elapsed: 2:21:53 temperature: no ada_p: No Discriminator_loss: 0.0916062 Generator_loss: 0.422686
[INFO] 2020-09-16 02:02:42 > Step: 102200 Progress: 51.1% Elapsed: 2:21:56 temperature: no ada_p: No Discriminator_loss: 0.0145937 Generator_loss: 0.893503
[INFO] 2020-09-16 02:02:46 > Step: 102300 Progress: 51.1% Elapsed: 2:22:00 temperature: no ada_p: No Discriminator_loss: 0.0110473 Generator_loss: 0.365276
[INFO] 2020-09-16 02:02:50 > Step: 102400 Progress: 51.2% Elapsed: 2:22:04 temperature: no ada_p: No Discriminator_loss: 0.022829 Generator_loss: 0.347657
[INFO] 2020-09-16 02:02:54 > Step: 102500 Progress: 51.2% Elapsed: 2:22:08 temperature: no ada_p: No Discriminator_loss: 0.0221418 Generator_loss: 0.595067
[INFO] 2020-09-16 02:02:57 > Step: 102600 Progress: 51.3% Elapsed: 2:22:12 temperature: no ada_p: No Discriminator_loss: 0.0838754 Generator_loss: 0.220001
[INFO] 2020-09-16 02:03:01 > Step: 102700 Progress: 51.3% Elapsed: 2:22:16 temperature: no ada_p: No Discriminator_loss: 0.050611 Generator_loss: 0.377456
[INFO] 2020-09-16 02:03:05 > Step: 102800 Progress: 51.4% Elapsed: 2:22:20 temperature: no ada_p: No Discriminator_loss: 0.0135562 Generator_loss: 0.450923
[INFO] 2020-09-16 02:03:09 > Step: 102900 Progress: 51.4% Elapsed: 2:22:23 temperature: no ada_p: No Discriminator_loss: 0.190729 Generator_loss: 0.356604
[INFO] 2020-09-16 02:03:13 > Step: 103000 Progress: 51.5% Elapsed: 2:22:27 temperature: no ada_p: No Discriminator_loss: 0.0766844 Generator_loss: 0.369639
[INFO] 2020-09-16 02:03:17 > Step: 103100 Progress: 51.5% Elapsed: 2:22:31 temperature: no ada_p: No Discriminator_loss: 0.0206291 Generator_loss: 0.508965
[INFO] 2020-09-16 02:03:21 > Step: 103200 Progress: 51.6% Elapsed: 2:22:35 temperature: no ada_p: No Discriminator_loss: 0.020799 Generator_loss: 0.474002
[INFO] 2020-09-16 02:03:24 > Step: 103300 Progress: 51.6% Elapsed: 2:22:39 temperature: no ada_p: No Discriminator_loss: 0.00302034 Generator_loss: 0.514289
[INFO] 2020-09-16 02:03:28 > Step: 103400 Progress: 51.7% Elapsed: 2:22:43 temperature: no ada_p: No Discriminator_loss: 0.0116936 Generator_loss: 0.924563
[INFO] 2020-09-16 02:03:32 > Step: 103500 Progress: 51.7% Elapsed: 2:22:47 temperature: no ada_p: No Discriminator_loss: 0.00884065 Generator_loss: 0.836033
[INFO] 2020-09-16 02:03:36 > Step: 103600 Progress: 51.8% Elapsed: 2:22:50 temperature: no ada_p: No Discriminator_loss: 0.0167635 Generator_loss: 0.684045
[INFO] 2020-09-16 02:03:40 > Step: 103700 Progress: 51.8% Elapsed: 2:22:54 temperature: no ada_p: No Discriminator_loss: 0.0123823 Generator_loss: 0.602922
[INFO] 2020-09-16 02:03:43 > Step: 103800 Progress: 51.9% Elapsed: 2:22:58 temperature: no ada_p: No Discriminator_loss: 0.0111104 Generator_loss: 0.5857
[INFO] 2020-09-16 02:03:48 > Step: 103900 Progress: 51.9% Elapsed: 2:23:02 temperature: no ada_p: No Discriminator_loss: 0.00887692 Generator_loss: 0.580469
[INFO] 2020-09-16 02:03:51 > Step: 104000 Progress: 52.0% Elapsed: 2:23:06 temperature: no ada_p: No Discriminator_loss: 0.00338108 Generator_loss: 0.38028
[INFO] 2020-09-16 02:03:51 > Start Evaluation (104000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:05:22 > F_8 score (Step: 104000, Using test images): 0.30906399700282117
[INFO] 2020-09-16 02:05:22 > F_1/8 score (Step: 104000, Using test images): 0.4327821034354452
[INFO] 2020-09-16 02:05:22 > FID score (Step: 104000, Using test moments): 133.28336531768292
[INFO] 2020-09-16 02:05:22 > Inception score (Step: 104000, 10000 generated images): 4.444985866546631
[INFO] 2020-09-16 02:05:22 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:05:22 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:05:26 > Step: 104100 Progress: 52.0% Elapsed: 2:24:40 temperature: no ada_p: No Discriminator_loss: 0.0108485 Generator_loss: 0.603645
[INFO] 2020-09-16 02:05:29 > Step: 104200 Progress: 52.1% Elapsed: 2:24:44 temperature: no ada_p: No Discriminator_loss: 0.00738853 Generator_loss: 0.530907
[INFO] 2020-09-16 02:05:34 > Step: 104300 Progress: 52.1% Elapsed: 2:24:48 temperature: no ada_p: No Discriminator_loss: 0.0151743 Generator_loss: 0.65617
[INFO] 2020-09-16 02:05:37 > Step: 104400 Progress: 52.2% Elapsed: 2:24:52 temperature: no ada_p: No Discriminator_loss: 0.00559542 Generator_loss: 0.58903
[INFO] 2020-09-16 02:05:41 > Step: 104500 Progress: 52.2% Elapsed: 2:24:56 temperature: no ada_p: No Discriminator_loss: 0.00577986 Generator_loss: 0.597545
[INFO] 2020-09-16 02:05:45 > Step: 104600 Progress: 52.3% Elapsed: 2:25:00 temperature: no ada_p: No Discriminator_loss: 0.0305432 Generator_loss: 0.593796
[INFO] 2020-09-16 02:05:49 > Step: 104700 Progress: 52.3% Elapsed: 2:25:04 temperature: no ada_p: No Discriminator_loss: 0.0636974 Generator_loss: 0.299443
[INFO] 2020-09-16 02:05:53 > Step: 104800 Progress: 52.4% Elapsed: 2:25:07 temperature: no ada_p: No Discriminator_loss: 0.0509701 Generator_loss: 0.471386
[INFO] 2020-09-16 02:05:57 > Step: 104900 Progress: 52.4% Elapsed: 2:25:11 temperature: no ada_p: No Discriminator_loss: 0.0174576 Generator_loss: 0.755805
[INFO] 2020-09-16 02:06:00 > Step: 105000 Progress: 52.5% Elapsed: 2:25:15 temperature: no ada_p: No Discriminator_loss: 0.00424852 Generator_loss: 0.421855
[INFO] 2020-09-16 02:06:05 > Step: 105100 Progress: 52.5% Elapsed: 2:25:19 temperature: no ada_p: No Discriminator_loss: 0.0160749 Generator_loss: 0.599949
[INFO] 2020-09-16 02:06:08 > Step: 105200 Progress: 52.6% Elapsed: 2:25:23 temperature: no ada_p: No Discriminator_loss: 0.0374521 Generator_loss: 0.26925
[INFO] 2020-09-16 02:06:12 > Step: 105300 Progress: 52.6% Elapsed: 2:25:27 temperature: no ada_p: No Discriminator_loss: 0.0156561 Generator_loss: 0.671877
[INFO] 2020-09-16 02:06:16 > Step: 105400 Progress: 52.7% Elapsed: 2:25:30 temperature: no ada_p: No Discriminator_loss: 0.00314807 Generator_loss: 0.57813
[INFO] 2020-09-16 02:06:20 > Step: 105500 Progress: 52.8% Elapsed: 2:25:35 temperature: no ada_p: No Discriminator_loss: 0.00922745 Generator_loss: 0.589042
[INFO] 2020-09-16 02:06:24 > Step: 105600 Progress: 52.8% Elapsed: 2:25:38 temperature: no ada_p: No Discriminator_loss: 0.00716253 Generator_loss: 0.482017
[INFO] 2020-09-16 02:06:28 > Step: 105700 Progress: 52.8% Elapsed: 2:25:42 temperature: no ada_p: No Discriminator_loss: 0.00236776 Generator_loss: 0.470834
[INFO] 2020-09-16 02:06:31 > Step: 105800 Progress: 52.9% Elapsed: 2:25:46 temperature: no ada_p: No Discriminator_loss: 0.000868402 Generator_loss: 0.471607
[INFO] 2020-09-16 02:06:35 > Step: 105900 Progress: 52.9% Elapsed: 2:25:50 temperature: no ada_p: No Discriminator_loss: 0.00126309 Generator_loss: 0.510754
[INFO] 2020-09-16 02:06:39 > Step: 106000 Progress: 53.0% Elapsed: 2:25:54 temperature: no ada_p: No Discriminator_loss: 0.00332261 Generator_loss: 0.496078
[INFO] 2020-09-16 02:06:39 > Start Evaluation (106000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:08:10 > F_8 score (Step: 106000, Using test images): 0.025588532650135776
[INFO] 2020-09-16 02:08:10 > F_1/8 score (Step: 106000, Using test images): 0.09880381975271245
[INFO] 2020-09-16 02:08:10 > FID score (Step: 106000, Using test moments): 190.0107727342612
[INFO] 2020-09-16 02:08:10 > Inception score (Step: 106000, 10000 generated images): 2.837848663330078
[INFO] 2020-09-16 02:08:10 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:08:10 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:08:14 > Step: 106100 Progress: 53.0% Elapsed: 2:27:29 temperature: no ada_p: No Discriminator_loss: 0.00304982 Generator_loss: 0.546704
[INFO] 2020-09-16 02:08:18 > Step: 106200 Progress: 53.1% Elapsed: 2:27:32 temperature: no ada_p: No Discriminator_loss: 0.000524508 Generator_loss: 0.525033
[INFO] 2020-09-16 02:08:22 > Step: 106300 Progress: 53.1% Elapsed: 2:27:36 temperature: no ada_p: No Discriminator_loss: 0.00153954 Generator_loss: 0.506075
[INFO] 2020-09-16 02:08:26 > Step: 106400 Progress: 53.2% Elapsed: 2:27:40 temperature: no ada_p: No Discriminator_loss: 0.000598686 Generator_loss: 0.523113
[INFO] 2020-09-16 02:08:29 > Step: 106500 Progress: 53.2% Elapsed: 2:27:44 temperature: no ada_p: No Discriminator_loss: 0.00263038 Generator_loss: 0.564407
[INFO] 2020-09-16 02:08:33 > Step: 106600 Progress: 53.3% Elapsed: 2:27:48 temperature: no ada_p: No Discriminator_loss: 0.00339771 Generator_loss: 0.474278
[INFO] 2020-09-16 02:08:37 > Step: 106700 Progress: 53.3% Elapsed: 2:27:52 temperature: no ada_p: No Discriminator_loss: 0.00227577 Generator_loss: 0.46603
[INFO] 2020-09-16 02:08:41 > Step: 106800 Progress: 53.4% Elapsed: 2:27:56 temperature: no ada_p: No Discriminator_loss: 0.0256526 Generator_loss: 0.387679
[INFO] 2020-09-16 02:08:45 > Step: 106900 Progress: 53.4% Elapsed: 2:27:59 temperature: no ada_p: No Discriminator_loss: 0.000503009 Generator_loss: 0.465974
[INFO] 2020-09-16 02:08:49 > Step: 107000 Progress: 53.5% Elapsed: 2:28:03 temperature: no ada_p: No Discriminator_loss: 0.0211553 Generator_loss: 0.66013
[INFO] 2020-09-16 02:08:53 > Step: 107100 Progress: 53.5% Elapsed: 2:28:07 temperature: no ada_p: No Discriminator_loss: 0.00641393 Generator_loss: 0.424043
[INFO] 2020-09-16 02:08:56 > Step: 107200 Progress: 53.6% Elapsed: 2:28:11 temperature: no ada_p: No Discriminator_loss: 0.000571798 Generator_loss: 0.473996
[INFO] 2020-09-16 02:09:00 > Step: 107300 Progress: 53.6% Elapsed: 2:28:15 temperature: no ada_p: No Discriminator_loss: 0.00156163 Generator_loss: 0.536316
[INFO] 2020-09-16 02:09:04 > Step: 107400 Progress: 53.7% Elapsed: 2:28:19 temperature: no ada_p: No Discriminator_loss: 0.00595399 Generator_loss: 0.426821
[INFO] 2020-09-16 02:09:08 > Step: 107500 Progress: 53.8% Elapsed: 2:28:23 temperature: no ada_p: No Discriminator_loss: 0.000604051 Generator_loss: 0.524081
[INFO] 2020-09-16 02:09:12 > Step: 107600 Progress: 53.8% Elapsed: 2:28:26 temperature: no ada_p: No Discriminator_loss: 0.00187966 Generator_loss: 0.45327
[INFO] 2020-09-16 02:09:16 > Step: 107700 Progress: 53.8% Elapsed: 2:28:30 temperature: no ada_p: No Discriminator_loss: 0.00355634 Generator_loss: 0.581766
[INFO] 2020-09-16 02:09:20 > Step: 107800 Progress: 53.9% Elapsed: 2:28:34 temperature: no ada_p: No Discriminator_loss: 0.00641552 Generator_loss: 0.437212
[INFO] 2020-09-16 02:09:23 > Step: 107900 Progress: 53.9% Elapsed: 2:28:38 temperature: no ada_p: No Discriminator_loss: 0.000637846 Generator_loss: 0.47098
[INFO] 2020-09-16 02:09:27 > Step: 108000 Progress: 54.0% Elapsed: 2:28:42 temperature: no ada_p: No Discriminator_loss: 0.0026923 Generator_loss: 0.430844
[INFO] 2020-09-16 02:09:27 > Start Evaluation (108000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:10:55 > F_8 score (Step: 108000, Using test images): 0.003478197951691938
[INFO] 2020-09-16 02:10:55 > F_1/8 score (Step: 108000, Using test images): 0.057413313123243125
[INFO] 2020-09-16 02:10:55 > FID score (Step: 108000, Using test moments): 236.72092646847324
[INFO] 2020-09-16 02:10:55 > Inception score (Step: 108000, 10000 generated images): 2.4646010398864746
[INFO] 2020-09-16 02:10:55 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:10:56 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:10:59 > Step: 108100 Progress: 54.0% Elapsed: 2:30:14 temperature: no ada_p: No Discriminator_loss: 0.00049162 Generator_loss: 0.533269
[INFO] 2020-09-16 02:11:03 > Step: 108200 Progress: 54.1% Elapsed: 2:30:18 temperature: no ada_p: No Discriminator_loss: 0.0107441 Generator_loss: 0.578008
[INFO] 2020-09-16 02:11:07 > Step: 108300 Progress: 54.1% Elapsed: 2:30:22 temperature: no ada_p: No Discriminator_loss: 0.0133022 Generator_loss: 0.350197
[INFO] 2020-09-16 02:11:11 > Step: 108400 Progress: 54.2% Elapsed: 2:30:25 temperature: no ada_p: No Discriminator_loss: 0.003946 Generator_loss: 0.431731
[INFO] 2020-09-16 02:11:15 > Step: 108500 Progress: 54.2% Elapsed: 2:30:29 temperature: no ada_p: No Discriminator_loss: 0.000712153 Generator_loss: 0.459164
[INFO] 2020-09-16 02:11:19 > Step: 108600 Progress: 54.3% Elapsed: 2:30:33 temperature: no ada_p: No Discriminator_loss: 0.0214248 Generator_loss: 0.400827
[INFO] 2020-09-16 02:11:23 > Step: 108700 Progress: 54.4% Elapsed: 2:30:37 temperature: no ada_p: No Discriminator_loss: 0.00162967 Generator_loss: 0.518278
[INFO] 2020-09-16 02:11:26 > Step: 108800 Progress: 54.4% Elapsed: 2:30:41 temperature: no ada_p: No Discriminator_loss: 0.0161528 Generator_loss: 0.668039
[INFO] 2020-09-16 02:11:30 > Step: 108900 Progress: 54.4% Elapsed: 2:30:45 temperature: no ada_p: No Discriminator_loss: 0.00144391 Generator_loss: 0.53396
[INFO] 2020-09-16 02:11:34 > Step: 109000 Progress: 54.5% Elapsed: 2:30:49 temperature: no ada_p: No Discriminator_loss: 0.00027318 Generator_loss: 0.512388
[INFO] 2020-09-16 02:11:38 > Step: 109100 Progress: 54.5% Elapsed: 2:30:52 temperature: no ada_p: No Discriminator_loss: 0.00578708 Generator_loss: 0.417573
[INFO] 2020-09-16 02:11:42 > Step: 109200 Progress: 54.6% Elapsed: 2:30:56 temperature: no ada_p: No Discriminator_loss: 0.00127481 Generator_loss: 0.529423
[INFO] 2020-09-16 02:11:45 > Step: 109300 Progress: 54.6% Elapsed: 2:31:00 temperature: no ada_p: No Discriminator_loss: 0.00477013 Generator_loss: 0.428412
[INFO] 2020-09-16 02:11:49 > Step: 109400 Progress: 54.7% Elapsed: 2:31:04 temperature: no ada_p: No Discriminator_loss: 0.00785549 Generator_loss: 0.615996
[INFO] 2020-09-16 02:11:53 > Step: 109500 Progress: 54.8% Elapsed: 2:31:08 temperature: no ada_p: No Discriminator_loss: 0.000621159 Generator_loss: 0.473235
[INFO] 2020-09-16 02:11:57 > Step: 109600 Progress: 54.8% Elapsed: 2:31:11 temperature: no ada_p: No Discriminator_loss: 0.00390071 Generator_loss: 0.431645
[INFO] 2020-09-16 02:12:01 > Step: 109700 Progress: 54.9% Elapsed: 2:31:15 temperature: no ada_p: No Discriminator_loss: 0.00763761 Generator_loss: 0.409672
[INFO] 2020-09-16 02:12:05 > Step: 109800 Progress: 54.9% Elapsed: 2:31:19 temperature: no ada_p: No Discriminator_loss: 0.00226348 Generator_loss: 0.465626
[INFO] 2020-09-16 02:12:09 > Step: 109900 Progress: 54.9% Elapsed: 2:31:23 temperature: no ada_p: No Discriminator_loss: 0.000117553 Generator_loss: 0.498895
[INFO] 2020-09-16 02:12:12 > Step: 110000 Progress: 55.0% Elapsed: 2:31:27 temperature: no ada_p: No Discriminator_loss: 0.000851114 Generator_loss: 0.459906
[INFO] 2020-09-16 02:12:12 > Start Evaluation (110000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:13:42 > F_8 score (Step: 110000, Using test images): 0.0011867632396741056
[INFO] 2020-09-16 02:13:42 > F_1/8 score (Step: 110000, Using test images): 0.031158062456166515
[INFO] 2020-09-16 02:13:42 > FID score (Step: 110000, Using test moments): 254.99574388721737
[INFO] 2020-09-16 02:13:42 > Inception score (Step: 110000, 10000 generated images): 1.5704368352890015
[INFO] 2020-09-16 02:13:42 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:13:42 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:13:46 > Step: 110100 Progress: 55.0% Elapsed: 2:33:00 temperature: no ada_p: No Discriminator_loss: 0.0170753 Generator_loss: 0.475888
[INFO] 2020-09-16 02:13:50 > Step: 110200 Progress: 55.1% Elapsed: 2:33:04 temperature: no ada_p: No Discriminator_loss: 0.0108242 Generator_loss: 0.290342
[INFO] 2020-09-16 02:13:53 > Step: 110300 Progress: 55.1% Elapsed: 2:33:08 temperature: no ada_p: No Discriminator_loss: 0.264244 Generator_loss: 0.16623
[INFO] 2020-09-16 02:13:57 > Step: 110400 Progress: 55.2% Elapsed: 2:33:12 temperature: no ada_p: No Discriminator_loss: 0.0496394 Generator_loss: 0.32049
[INFO] 2020-09-16 02:14:01 > Step: 110500 Progress: 55.2% Elapsed: 2:33:15 temperature: no ada_p: No Discriminator_loss: 0.0395772 Generator_loss: 0.612702
[INFO] 2020-09-16 02:14:05 > Step: 110600 Progress: 55.3% Elapsed: 2:33:19 temperature: no ada_p: No Discriminator_loss: 0.00447659 Generator_loss: 0.515573
[INFO] 2020-09-16 02:14:09 > Step: 110700 Progress: 55.4% Elapsed: 2:33:23 temperature: no ada_p: No Discriminator_loss: 0.0244918 Generator_loss: 0.291002
[INFO] 2020-09-16 02:14:12 > Step: 110800 Progress: 55.4% Elapsed: 2:33:27 temperature: no ada_p: No Discriminator_loss: 0.0502024 Generator_loss: 0.42936
[INFO] 2020-09-16 02:14:16 > Step: 110900 Progress: 55.5% Elapsed: 2:33:31 temperature: no ada_p: No Discriminator_loss: 0.0417323 Generator_loss: 0.576858
[INFO] 2020-09-16 02:14:20 > Step: 111000 Progress: 55.5% Elapsed: 2:33:35 temperature: no ada_p: No Discriminator_loss: 0.138631 Generator_loss: 0.212414
[INFO] 2020-09-16 02:14:24 > Step: 111100 Progress: 55.5% Elapsed: 2:33:39 temperature: no ada_p: No Discriminator_loss: 0.149221 Generator_loss: 0.471907
[INFO] 2020-09-16 02:14:28 > Step: 111200 Progress: 55.6% Elapsed: 2:33:42 temperature: no ada_p: No Discriminator_loss: 0.0927447 Generator_loss: 0.672403
[INFO] 2020-09-16 02:14:32 > Step: 111300 Progress: 55.6% Elapsed: 2:33:46 temperature: no ada_p: No Discriminator_loss: 0.0193981 Generator_loss: 0.352325
[INFO] 2020-09-16 02:14:36 > Step: 111400 Progress: 55.7% Elapsed: 2:33:50 temperature: no ada_p: No Discriminator_loss: 0.054868 Generator_loss: 0.302848
[INFO] 2020-09-16 02:14:39 > Step: 111500 Progress: 55.8% Elapsed: 2:33:54 temperature: no ada_p: No Discriminator_loss: 0.0033841 Generator_loss: 0.63882
[INFO] 2020-09-16 02:14:43 > Step: 111600 Progress: 55.8% Elapsed: 2:33:58 temperature: no ada_p: No Discriminator_loss: 0.00249127 Generator_loss: 0.530781
[INFO] 2020-09-16 02:14:47 > Step: 111700 Progress: 55.9% Elapsed: 2:34:02 temperature: no ada_p: No Discriminator_loss: 0.0504434 Generator_loss: 0.337813
[INFO] 2020-09-16 02:14:51 > Step: 111800 Progress: 55.9% Elapsed: 2:34:05 temperature: no ada_p: No Discriminator_loss: 0.0122403 Generator_loss: 0.648308
[INFO] 2020-09-16 02:14:55 > Step: 111900 Progress: 56.0% Elapsed: 2:34:09 temperature: no ada_p: No Discriminator_loss: 0.00712653 Generator_loss: 0.567239
[INFO] 2020-09-16 02:14:58 > Step: 112000 Progress: 56.0% Elapsed: 2:34:13 temperature: no ada_p: No Discriminator_loss: 0.0214833 Generator_loss: 0.245238
[INFO] 2020-09-16 02:14:58 > Start Evaluation (112000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:16:27 > F_8 score (Step: 112000, Using test images): 0.15815599291311305
[INFO] 2020-09-16 02:16:27 > F_1/8 score (Step: 112000, Using test images): 0.3069615509074587
[INFO] 2020-09-16 02:16:27 > FID score (Step: 112000, Using test moments): 158.79816784658914
[INFO] 2020-09-16 02:16:27 > Inception score (Step: 112000, 10000 generated images): 4.560068607330322
[INFO] 2020-09-16 02:16:27 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:16:27 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:16:31 > Step: 112100 Progress: 56.0% Elapsed: 2:35:45 temperature: no ada_p: No Discriminator_loss: 0.0171992 Generator_loss: 0.550947
[INFO] 2020-09-16 02:16:35 > Step: 112200 Progress: 56.1% Elapsed: 2:35:49 temperature: no ada_p: No Discriminator_loss: 0.0202785 Generator_loss: 0.24521
[INFO] 2020-09-16 02:16:38 > Step: 112300 Progress: 56.1% Elapsed: 2:35:53 temperature: no ada_p: No Discriminator_loss: 0.0124568 Generator_loss: 0.513281
[INFO] 2020-09-16 02:16:42 > Step: 112400 Progress: 56.2% Elapsed: 2:35:57 temperature: no ada_p: No Discriminator_loss: 0.0201765 Generator_loss: 0.600526
[INFO] 2020-09-16 02:16:46 > Step: 112500 Progress: 56.2% Elapsed: 2:36:01 temperature: no ada_p: No Discriminator_loss: 0.0140165 Generator_loss: 0.648594
[INFO] 2020-09-16 02:16:50 > Step: 112600 Progress: 56.3% Elapsed: 2:36:05 temperature: no ada_p: No Discriminator_loss: 0.00654139 Generator_loss: 0.390524
[INFO] 2020-09-16 02:16:54 > Step: 112700 Progress: 56.4% Elapsed: 2:36:08 temperature: no ada_p: No Discriminator_loss: 0.00512849 Generator_loss: 0.384769
[INFO] 2020-09-16 02:16:58 > Step: 112800 Progress: 56.4% Elapsed: 2:36:12 temperature: no ada_p: No Discriminator_loss: 0.0356156 Generator_loss: 0.283499
[INFO] 2020-09-16 02:17:02 > Step: 112900 Progress: 56.5% Elapsed: 2:36:16 temperature: no ada_p: No Discriminator_loss: 0.0960359 Generator_loss: 0.201528
[INFO] 2020-09-16 02:17:05 > Step: 113000 Progress: 56.5% Elapsed: 2:36:20 temperature: no ada_p: No Discriminator_loss: 0.0506585 Generator_loss: 0.736689
[INFO] 2020-09-16 02:17:09 > Step: 113100 Progress: 56.5% Elapsed: 2:36:24 temperature: no ada_p: No Discriminator_loss: 0.00959367 Generator_loss: 0.546955
[INFO] 2020-09-16 02:17:13 > Step: 113200 Progress: 56.6% Elapsed: 2:36:27 temperature: no ada_p: No Discriminator_loss: 0.0125448 Generator_loss: 0.348755
[INFO] 2020-09-16 02:17:17 > Step: 113300 Progress: 56.6% Elapsed: 2:36:32 temperature: no ada_p: No Discriminator_loss: 0.00671019 Generator_loss: 0.462081
[INFO] 2020-09-16 02:17:21 > Step: 113400 Progress: 56.7% Elapsed: 2:36:35 temperature: no ada_p: No Discriminator_loss: 0.00355327 Generator_loss: 0.509516
[INFO] 2020-09-16 02:17:25 > Step: 113500 Progress: 56.8% Elapsed: 2:36:39 temperature: no ada_p: No Discriminator_loss: 0.00164109 Generator_loss: 0.550953
[INFO] 2020-09-16 02:17:28 > Step: 113600 Progress: 56.8% Elapsed: 2:36:43 temperature: no ada_p: No Discriminator_loss: 0.0026332 Generator_loss: 0.467291
[INFO] 2020-09-16 02:17:32 > Step: 113700 Progress: 56.9% Elapsed: 2:36:47 temperature: no ada_p: No Discriminator_loss: 0.00136781 Generator_loss: 0.522611
[INFO] 2020-09-16 02:17:36 > Step: 113800 Progress: 56.9% Elapsed: 2:36:51 temperature: no ada_p: No Discriminator_loss: 0.000696631 Generator_loss: 0.463332
[INFO] 2020-09-16 02:17:40 > Step: 113900 Progress: 57.0% Elapsed: 2:36:54 temperature: no ada_p: No Discriminator_loss: 0.000819539 Generator_loss: 0.496174
[INFO] 2020-09-16 02:17:44 > Step: 114000 Progress: 57.0% Elapsed: 2:36:58 temperature: no ada_p: No Discriminator_loss: 0.00119472 Generator_loss: 0.438522
[INFO] 2020-09-16 02:17:44 > Start Evaluation (114000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:19:14 > F_8 score (Step: 114000, Using test images): 0.049432367516358704
[INFO] 2020-09-16 02:19:14 > F_1/8 score (Step: 114000, Using test images): 0.29543065162211424
[INFO] 2020-09-16 02:19:14 > FID score (Step: 114000, Using test moments): 170.1591523115678
[INFO] 2020-09-16 02:19:14 > Inception score (Step: 114000, 10000 generated images): 3.2755565643310547
[INFO] 2020-09-16 02:19:14 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:19:14 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:19:18 > Step: 114100 Progress: 57.0% Elapsed: 2:38:33 temperature: no ada_p: No Discriminator_loss: 0.00273365 Generator_loss: 0.514716
[INFO] 2020-09-16 02:19:22 > Step: 114200 Progress: 57.1% Elapsed: 2:38:36 temperature: no ada_p: No Discriminator_loss: 0.000655421 Generator_loss: 0.511011
[INFO] 2020-09-16 02:19:26 > Step: 114300 Progress: 57.1% Elapsed: 2:38:40 temperature: no ada_p: No Discriminator_loss: 0.000800134 Generator_loss: 0.470337
[INFO] 2020-09-16 02:19:29 > Step: 114400 Progress: 57.2% Elapsed: 2:38:44 temperature: no ada_p: No Discriminator_loss: 0.00260002 Generator_loss: 0.45286
[INFO] 2020-09-16 02:19:34 > Step: 114500 Progress: 57.2% Elapsed: 2:38:48 temperature: no ada_p: No Discriminator_loss: 0.000462123 Generator_loss: 0.53017
[INFO] 2020-09-16 02:19:37 > Step: 114600 Progress: 57.3% Elapsed: 2:38:52 temperature: no ada_p: No Discriminator_loss: 0.00287167 Generator_loss: 0.503643
[INFO] 2020-09-16 02:19:41 > Step: 114700 Progress: 57.4% Elapsed: 2:38:55 temperature: no ada_p: No Discriminator_loss: 0.00113083 Generator_loss: 0.4725
[INFO] 2020-09-16 02:19:45 > Step: 114800 Progress: 57.4% Elapsed: 2:38:59 temperature: no ada_p: No Discriminator_loss: 0.000627 Generator_loss: 0.488692
[INFO] 2020-09-16 02:19:49 > Step: 114900 Progress: 57.5% Elapsed: 2:39:03 temperature: no ada_p: No Discriminator_loss: 0.0152514 Generator_loss: 0.365733
[INFO] 2020-09-16 02:19:53 > Step: 115000 Progress: 57.5% Elapsed: 2:39:07 temperature: no ada_p: No Discriminator_loss: 0.000379895 Generator_loss: 0.495102
[INFO] 2020-09-16 02:19:56 > Step: 115100 Progress: 57.6% Elapsed: 2:39:11 temperature: no ada_p: No Discriminator_loss: 0.000938485 Generator_loss: 0.488863
[INFO] 2020-09-16 02:20:00 > Step: 115200 Progress: 57.6% Elapsed: 2:39:15 temperature: no ada_p: No Discriminator_loss: 0.00435722 Generator_loss: 0.429281
[INFO] 2020-09-16 02:20:04 > Step: 115300 Progress: 57.6% Elapsed: 2:39:19 temperature: no ada_p: No Discriminator_loss: 0.00596326 Generator_loss: 0.436784
[INFO] 2020-09-16 02:20:08 > Step: 115400 Progress: 57.7% Elapsed: 2:39:22 temperature: no ada_p: No Discriminator_loss: 0.00464953 Generator_loss: 0.435541
[INFO] 2020-09-16 02:20:12 > Step: 115500 Progress: 57.8% Elapsed: 2:39:26 temperature: no ada_p: No Discriminator_loss: 0.00606978 Generator_loss: 0.574557
[INFO] 2020-09-16 02:20:16 > Step: 115600 Progress: 57.8% Elapsed: 2:39:30 temperature: no ada_p: No Discriminator_loss: 0.000448227 Generator_loss: 0.482562
[INFO] 2020-09-16 02:20:20 > Step: 115700 Progress: 57.9% Elapsed: 2:39:34 temperature: no ada_p: No Discriminator_loss: 0.00171504 Generator_loss: 0.522338
[INFO] 2020-09-16 02:20:23 > Step: 115800 Progress: 57.9% Elapsed: 2:39:38 temperature: no ada_p: No Discriminator_loss: 0.0041348 Generator_loss: 0.420257
[INFO] 2020-09-16 02:20:27 > Step: 115900 Progress: 58.0% Elapsed: 2:39:41 temperature: no ada_p: No Discriminator_loss: 0.0104282 Generator_loss: 0.38937
[INFO] 2020-09-16 02:20:31 > Step: 116000 Progress: 58.0% Elapsed: 2:39:46 temperature: no ada_p: No Discriminator_loss: 0.0021804 Generator_loss: 0.450639
[INFO] 2020-09-16 02:20:31 > Start Evaluation (116000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:22:00 > F_8 score (Step: 116000, Using test images): 0.01165056687976875
[INFO] 2020-09-16 02:22:00 > F_1/8 score (Step: 116000, Using test images): 0.0827230409555854
[INFO] 2020-09-16 02:22:00 > FID score (Step: 116000, Using test moments): 205.22288136476396
[INFO] 2020-09-16 02:22:00 > Inception score (Step: 116000, 10000 generated images): 2.1675844192504883
[INFO] 2020-09-16 02:22:00 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:22:01 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:22:04 > Step: 116100 Progress: 58.1% Elapsed: 2:41:19 temperature: no ada_p: No Discriminator_loss: 0.000253018 Generator_loss: 0.51875
[INFO] 2020-09-16 02:22:08 > Step: 116200 Progress: 58.1% Elapsed: 2:41:23 temperature: no ada_p: No Discriminator_loss: 0.000273453 Generator_loss: 0.49822
[INFO] 2020-09-16 02:22:12 > Step: 116300 Progress: 58.1% Elapsed: 2:41:26 temperature: no ada_p: No Discriminator_loss: 0.00750961 Generator_loss: 0.589581
[INFO] 2020-09-16 02:22:16 > Step: 116400 Progress: 58.2% Elapsed: 2:41:30 temperature: no ada_p: No Discriminator_loss: 0.0100197 Generator_loss: 0.617344
[INFO] 2020-09-16 02:22:20 > Step: 116500 Progress: 58.2% Elapsed: 2:41:34 temperature: no ada_p: No Discriminator_loss: 0.000658422 Generator_loss: 0.491095
[INFO] 2020-09-16 02:22:23 > Step: 116600 Progress: 58.3% Elapsed: 2:41:38 temperature: no ada_p: No Discriminator_loss: 0.00114958 Generator_loss: 0.455353
[INFO] 2020-09-16 02:22:27 > Step: 116700 Progress: 58.4% Elapsed: 2:41:42 temperature: no ada_p: No Discriminator_loss: 0.000442225 Generator_loss: 0.481978
[INFO] 2020-09-16 02:22:31 > Step: 116800 Progress: 58.4% Elapsed: 2:41:46 temperature: no ada_p: No Discriminator_loss: 0.0117228 Generator_loss: 0.628097
[INFO] 2020-09-16 02:22:35 > Step: 116900 Progress: 58.5% Elapsed: 2:41:50 temperature: no ada_p: No Discriminator_loss: 0.00755718 Generator_loss: 0.409557
[INFO] 2020-09-16 02:22:39 > Step: 117000 Progress: 58.5% Elapsed: 2:41:53 temperature: no ada_p: No Discriminator_loss: 0.000180213 Generator_loss: 0.48904
[INFO] 2020-09-16 02:22:43 > Step: 117100 Progress: 58.6% Elapsed: 2:41:57 temperature: no ada_p: No Discriminator_loss: 0.00351263 Generator_loss: 0.412861
[INFO] 2020-09-16 02:22:47 > Step: 117200 Progress: 58.6% Elapsed: 2:42:01 temperature: no ada_p: No Discriminator_loss: 0.0106115 Generator_loss: 0.613315
[INFO] 2020-09-16 02:22:51 > Step: 117300 Progress: 58.7% Elapsed: 2:42:05 temperature: no ada_p: No Discriminator_loss: 0.000242888 Generator_loss: 0.519734
[INFO] 2020-09-16 02:22:54 > Step: 117400 Progress: 58.7% Elapsed: 2:42:09 temperature: no ada_p: No Discriminator_loss: 0.000857486 Generator_loss: 0.522537
[INFO] 2020-09-16 02:22:58 > Step: 117500 Progress: 58.8% Elapsed: 2:42:12 temperature: no ada_p: No Discriminator_loss: 0.00083461 Generator_loss: 0.477091
[INFO] 2020-09-16 02:23:02 > Step: 117600 Progress: 58.8% Elapsed: 2:42:17 temperature: no ada_p: No Discriminator_loss: 0.0021845 Generator_loss: 0.447489
[INFO] 2020-09-16 02:23:06 > Step: 117700 Progress: 58.9% Elapsed: 2:42:20 temperature: no ada_p: No Discriminator_loss: 0.00119975 Generator_loss: 0.56096
[INFO] 2020-09-16 02:23:10 > Step: 117800 Progress: 58.9% Elapsed: 2:42:24 temperature: no ada_p: No Discriminator_loss: 0.00135908 Generator_loss: 0.46232
[INFO] 2020-09-16 02:23:13 > Step: 117900 Progress: 59.0% Elapsed: 2:42:28 temperature: no ada_p: No Discriminator_loss: 0.0004486 Generator_loss: 0.525601
[INFO] 2020-09-16 02:23:17 > Step: 118000 Progress: 59.0% Elapsed: 2:42:32 temperature: no ada_p: No Discriminator_loss: 0.00149947 Generator_loss: 0.459841
[INFO] 2020-09-16 02:23:18 > Start Evaluation (118000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:24:47 > F_8 score (Step: 118000, Using test images): 0.0039998353095409885
[INFO] 2020-09-16 02:24:47 > F_1/8 score (Step: 118000, Using test images): 0.11044204193346364
[INFO] 2020-09-16 02:24:47 > FID score (Step: 118000, Using test moments): 255.10505771535767
[INFO] 2020-09-16 02:24:47 > Inception score (Step: 118000, 10000 generated images): 1.6499766111373901
[INFO] 2020-09-16 02:24:47 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:24:47 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:24:51 > Step: 118100 Progress: 59.1% Elapsed: 2:44:05 temperature: no ada_p: No Discriminator_loss: 0.000912949 Generator_loss: 0.462501
[INFO] 2020-09-16 02:24:55 > Step: 118200 Progress: 59.1% Elapsed: 2:44:09 temperature: no ada_p: No Discriminator_loss: 0.00281929 Generator_loss: 0.4508
[INFO] 2020-09-16 02:24:58 > Step: 118300 Progress: 59.2% Elapsed: 2:44:13 temperature: no ada_p: No Discriminator_loss: 0.000366223 Generator_loss: 0.519753
[INFO] 2020-09-16 02:25:03 > Step: 118400 Progress: 59.2% Elapsed: 2:44:17 temperature: no ada_p: No Discriminator_loss: 0.000213399 Generator_loss: 0.501135
[INFO] 2020-09-16 02:25:06 > Step: 118500 Progress: 59.2% Elapsed: 2:44:21 temperature: no ada_p: No Discriminator_loss: 0.000310719 Generator_loss: 0.50615
[INFO] 2020-09-16 02:25:10 > Step: 118600 Progress: 59.3% Elapsed: 2:44:25 temperature: no ada_p: No Discriminator_loss: 0.000401096 Generator_loss: 0.487025
[INFO] 2020-09-16 02:25:14 > Step: 118700 Progress: 59.4% Elapsed: 2:44:28 temperature: no ada_p: No Discriminator_loss: 0.000257811 Generator_loss: 0.49403
[INFO] 2020-09-16 02:25:18 > Step: 118800 Progress: 59.4% Elapsed: 2:44:32 temperature: no ada_p: No Discriminator_loss: 0.000346369 Generator_loss: 0.505224
[INFO] 2020-09-16 02:25:22 > Step: 118900 Progress: 59.5% Elapsed: 2:44:36 temperature: no ada_p: No Discriminator_loss: 0.005985 Generator_loss: 0.477474
[INFO] 2020-09-16 02:25:25 > Step: 119000 Progress: 59.5% Elapsed: 2:44:40 temperature: no ada_p: No Discriminator_loss: 0.00477617 Generator_loss: 0.441444
[INFO] 2020-09-16 02:25:29 > Step: 119100 Progress: 59.6% Elapsed: 2:44:44 temperature: no ada_p: No Discriminator_loss: 0.0179852 Generator_loss: 0.583307
[INFO] 2020-09-16 02:25:33 > Step: 119200 Progress: 59.6% Elapsed: 2:44:48 temperature: no ada_p: No Discriminator_loss: 0.00717961 Generator_loss: 0.512269
[INFO] 2020-09-16 02:25:37 > Step: 119300 Progress: 59.7% Elapsed: 2:44:52 temperature: no ada_p: No Discriminator_loss: 0.0193145 Generator_loss: 0.362997
[INFO] 2020-09-16 02:25:41 > Step: 119400 Progress: 59.7% Elapsed: 2:44:55 temperature: no ada_p: No Discriminator_loss: 0.116867 Generator_loss: 0.0964613
[INFO] 2020-09-16 02:25:45 > Step: 119500 Progress: 59.8% Elapsed: 2:44:59 temperature: no ada_p: No Discriminator_loss: 0.0183046 Generator_loss: 0.389788
[INFO] 2020-09-16 02:25:49 > Step: 119600 Progress: 59.8% Elapsed: 2:45:03 temperature: no ada_p: No Discriminator_loss: 0.0247974 Generator_loss: 0.423718
[INFO] 2020-09-16 02:25:52 > Step: 119700 Progress: 59.9% Elapsed: 2:45:07 temperature: no ada_p: No Discriminator_loss: 0.0125584 Generator_loss: 0.321528
[INFO] 2020-09-16 02:25:56 > Step: 119800 Progress: 59.9% Elapsed: 2:45:11 temperature: no ada_p: No Discriminator_loss: 0.207339 Generator_loss: 0.915088
[INFO] 2020-09-16 02:26:00 > Step: 119900 Progress: 60.0% Elapsed: 2:45:15 temperature: no ada_p: No Discriminator_loss: 0.0175301 Generator_loss: 0.526791
[INFO] 2020-09-16 02:26:04 > Step: 120000 Progress: 60.0% Elapsed: 2:45:19 temperature: no ada_p: No Discriminator_loss: 0.0161684 Generator_loss: 0.577712
[INFO] 2020-09-16 02:26:04 > Start Evaluation (120000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:27:35 > F_8 score (Step: 120000, Using test images): 0.28052262351898605
[INFO] 2020-09-16 02:27:35 > F_1/8 score (Step: 120000, Using test images): 0.4953030074585373
[INFO] 2020-09-16 02:27:35 > FID score (Step: 120000, Using test moments): 121.31331778542977
[INFO] 2020-09-16 02:27:35 > Inception score (Step: 120000, 10000 generated images): 3.7246921062469482
[INFO] 2020-09-16 02:27:35 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:27:35 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:27:39 > Step: 120100 Progress: 60.1% Elapsed: 2:46:53 temperature: no ada_p: No Discriminator_loss: 0.0813777 Generator_loss: 0.537374
[INFO] 2020-09-16 02:27:43 > Step: 120200 Progress: 60.1% Elapsed: 2:46:57 temperature: no ada_p: No Discriminator_loss: 0.0038059 Generator_loss: 0.382669
[INFO] 2020-09-16 02:27:47 > Step: 120300 Progress: 60.2% Elapsed: 2:47:01 temperature: no ada_p: No Discriminator_loss: 0.0131088 Generator_loss: 0.286908
[INFO] 2020-09-16 02:27:51 > Step: 120400 Progress: 60.2% Elapsed: 2:47:05 temperature: no ada_p: No Discriminator_loss: 0.0290802 Generator_loss: 0.510739
[INFO] 2020-09-16 02:27:54 > Step: 120500 Progress: 60.2% Elapsed: 2:47:09 temperature: no ada_p: No Discriminator_loss: 0.005261 Generator_loss: 0.351295
[INFO] 2020-09-16 02:27:58 > Step: 120600 Progress: 60.3% Elapsed: 2:47:13 temperature: no ada_p: No Discriminator_loss: 0.0556752 Generator_loss: 0.403847
[INFO] 2020-09-16 02:28:02 > Step: 120700 Progress: 60.4% Elapsed: 2:47:17 temperature: no ada_p: No Discriminator_loss: 0.0199487 Generator_loss: 0.363148
[INFO] 2020-09-16 02:28:06 > Step: 120800 Progress: 60.4% Elapsed: 2:47:21 temperature: no ada_p: No Discriminator_loss: 0.0191178 Generator_loss: 0.603934
[INFO] 2020-09-16 02:28:10 > Step: 120900 Progress: 60.5% Elapsed: 2:47:24 temperature: no ada_p: No Discriminator_loss: 0.00385986 Generator_loss: 0.570073
[INFO] 2020-09-16 02:28:14 > Step: 121000 Progress: 60.5% Elapsed: 2:47:28 temperature: no ada_p: No Discriminator_loss: 0.0062759 Generator_loss: 0.566325
[INFO] 2020-09-16 02:28:18 > Step: 121100 Progress: 60.6% Elapsed: 2:47:32 temperature: no ada_p: No Discriminator_loss: 0.0146621 Generator_loss: 0.596857
[INFO] 2020-09-16 02:28:21 > Step: 121200 Progress: 60.6% Elapsed: 2:47:36 temperature: no ada_p: No Discriminator_loss: 0.0607353 Generator_loss: 0.566932
[INFO] 2020-09-16 02:28:25 > Step: 121300 Progress: 60.7% Elapsed: 2:47:40 temperature: no ada_p: No Discriminator_loss: 0.00364191 Generator_loss: 0.521349
[INFO] 2020-09-16 02:28:29 > Step: 121400 Progress: 60.7% Elapsed: 2:47:43 temperature: no ada_p: No Discriminator_loss: 0.00454589 Generator_loss: 0.547267
[INFO] 2020-09-16 02:28:33 > Step: 121500 Progress: 60.8% Elapsed: 2:47:48 temperature: no ada_p: No Discriminator_loss: 0.00338982 Generator_loss: 0.459444
[INFO] 2020-09-16 02:28:37 > Step: 121600 Progress: 60.8% Elapsed: 2:47:51 temperature: no ada_p: No Discriminator_loss: 0.00717964 Generator_loss: 0.534562
[INFO] 2020-09-16 02:28:41 > Step: 121700 Progress: 60.9% Elapsed: 2:47:55 temperature: no ada_p: No Discriminator_loss: 0.00317771 Generator_loss: 0.493197
[INFO] 2020-09-16 02:28:44 > Step: 121800 Progress: 60.9% Elapsed: 2:47:59 temperature: no ada_p: No Discriminator_loss: 0.00132822 Generator_loss: 0.489079
[INFO] 2020-09-16 02:28:48 > Step: 121900 Progress: 61.0% Elapsed: 2:48:03 temperature: no ada_p: No Discriminator_loss: 0.00128962 Generator_loss: 0.456063
[INFO] 2020-09-16 02:28:52 > Step: 122000 Progress: 61.0% Elapsed: 2:48:07 temperature: no ada_p: No Discriminator_loss: 0.0125115 Generator_loss: 0.611004
[INFO] 2020-09-16 02:28:52 > Start Evaluation (122000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:30:21 > F_8 score (Step: 122000, Using test images): 0.037175431564430136
[INFO] 2020-09-16 02:30:21 > F_1/8 score (Step: 122000, Using test images): 0.22056320196785023
[INFO] 2020-09-16 02:30:21 > FID score (Step: 122000, Using test moments): 169.6387300637622
[INFO] 2020-09-16 02:30:21 > Inception score (Step: 122000, 10000 generated images): 2.9871509075164795
[INFO] 2020-09-16 02:30:21 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:30:21 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:30:24 > Step: 122100 Progress: 61.1% Elapsed: 2:49:39 temperature: no ada_p: No Discriminator_loss: 0.00199823 Generator_loss: 0.456552
[INFO] 2020-09-16 02:30:28 > Step: 122200 Progress: 61.1% Elapsed: 2:49:43 temperature: no ada_p: No Discriminator_loss: 0.000632108 Generator_loss: 0.531718
[INFO] 2020-09-16 02:30:32 > Step: 122300 Progress: 61.2% Elapsed: 2:49:47 temperature: no ada_p: No Discriminator_loss: 0.00432049 Generator_loss: 0.440544
[INFO] 2020-09-16 02:30:36 > Step: 122400 Progress: 61.2% Elapsed: 2:49:51 temperature: no ada_p: No Discriminator_loss: 0.0045387 Generator_loss: 0.402308
[INFO] 2020-09-16 02:30:40 > Step: 122500 Progress: 61.3% Elapsed: 2:49:54 temperature: no ada_p: No Discriminator_loss: 0.00131056 Generator_loss: 0.493726
[INFO] 2020-09-16 02:30:44 > Step: 122600 Progress: 61.3% Elapsed: 2:49:58 temperature: no ada_p: No Discriminator_loss: 0.00826319 Generator_loss: 0.611647
[INFO] 2020-09-16 02:30:48 > Step: 122700 Progress: 61.4% Elapsed: 2:50:02 temperature: no ada_p: No Discriminator_loss: 0.00107925 Generator_loss: 0.472764
[INFO] 2020-09-16 02:30:51 > Step: 122800 Progress: 61.4% Elapsed: 2:50:06 temperature: no ada_p: No Discriminator_loss: 0.000302991 Generator_loss: 0.483439
[INFO] 2020-09-16 02:30:55 > Step: 122900 Progress: 61.5% Elapsed: 2:50:10 temperature: no ada_p: No Discriminator_loss: 0.00249942 Generator_loss: 0.577662
[INFO] 2020-09-16 02:30:59 > Step: 123000 Progress: 61.5% Elapsed: 2:50:13 temperature: no ada_p: No Discriminator_loss: 0.00257417 Generator_loss: 0.429264
[INFO] 2020-09-16 02:31:03 > Step: 123100 Progress: 61.6% Elapsed: 2:50:18 temperature: no ada_p: No Discriminator_loss: 0.00265926 Generator_loss: 0.462041
[INFO] 2020-09-16 02:31:07 > Step: 123200 Progress: 61.6% Elapsed: 2:50:21 temperature: no ada_p: No Discriminator_loss: 0.00170038 Generator_loss: 0.544134
[INFO] 2020-09-16 02:31:10 > Step: 123300 Progress: 61.7% Elapsed: 2:50:25 temperature: no ada_p: No Discriminator_loss: 0.000303282 Generator_loss: 0.507456
[INFO] 2020-09-16 02:31:15 > Step: 123400 Progress: 61.7% Elapsed: 2:50:29 temperature: no ada_p: No Discriminator_loss: 0.00706603 Generator_loss: 0.384658
[INFO] 2020-09-16 02:31:18 > Step: 123500 Progress: 61.8% Elapsed: 2:50:33 temperature: no ada_p: No Discriminator_loss: 0.00118035 Generator_loss: 0.523902
[INFO] 2020-09-16 02:31:22 > Step: 123600 Progress: 61.8% Elapsed: 2:50:37 temperature: no ada_p: No Discriminator_loss: 0.00535633 Generator_loss: 0.434964
[INFO] 2020-09-16 02:31:26 > Step: 123700 Progress: 61.9% Elapsed: 2:50:40 temperature: no ada_p: No Discriminator_loss: 0.00304914 Generator_loss: 0.550569
[INFO] 2020-09-16 02:31:30 > Step: 123800 Progress: 61.9% Elapsed: 2:50:44 temperature: no ada_p: No Discriminator_loss: 0.00164792 Generator_loss: 0.471587
[INFO] 2020-09-16 02:31:34 > Step: 123900 Progress: 62.0% Elapsed: 2:50:48 temperature: no ada_p: No Discriminator_loss: 0.00108795 Generator_loss: 0.52033
[INFO] 2020-09-16 02:31:37 > Step: 124000 Progress: 62.0% Elapsed: 2:50:52 temperature: no ada_p: No Discriminator_loss: 0.00616256 Generator_loss: 0.610677
[INFO] 2020-09-16 02:31:37 > Start Evaluation (124000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:33:07 > F_8 score (Step: 124000, Using test images): 0.005956062204065052
[INFO] 2020-09-16 02:33:07 > F_1/8 score (Step: 124000, Using test images): 0.09198214399320497
[INFO] 2020-09-16 02:33:07 > FID score (Step: 124000, Using test moments): 228.0992850155239
[INFO] 2020-09-16 02:33:07 > Inception score (Step: 124000, 10000 generated images): 2.1810688972473145
[INFO] 2020-09-16 02:33:07 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:33:07 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:33:11 > Step: 124100 Progress: 62.1% Elapsed: 2:52:26 temperature: no ada_p: No Discriminator_loss: 0.00240506 Generator_loss: 0.445061
[INFO] 2020-09-16 02:33:15 > Step: 124200 Progress: 62.1% Elapsed: 2:52:30 temperature: no ada_p: No Discriminator_loss: 0.00757346 Generator_loss: 0.407856
[INFO] 2020-09-16 02:33:19 > Step: 124300 Progress: 62.2% Elapsed: 2:52:34 temperature: no ada_p: No Discriminator_loss: 0.00225353 Generator_loss: 0.449273
[INFO] 2020-09-16 02:33:23 > Step: 124400 Progress: 62.2% Elapsed: 2:52:37 temperature: no ada_p: No Discriminator_loss: 0.012749 Generator_loss: 0.383606
[INFO] 2020-09-16 02:33:26 > Step: 124500 Progress: 62.3% Elapsed: 2:52:41 temperature: no ada_p: No Discriminator_loss: 0.0105392 Generator_loss: 0.608917
[INFO] 2020-09-16 02:33:31 > Step: 124600 Progress: 62.3% Elapsed: 2:52:45 temperature: no ada_p: No Discriminator_loss: 0.000443634 Generator_loss: 0.51741
[INFO] 2020-09-16 02:33:34 > Step: 124700 Progress: 62.4% Elapsed: 2:52:49 temperature: no ada_p: No Discriminator_loss: 0.00843857 Generator_loss: 0.609967
[INFO] 2020-09-16 02:33:38 > Step: 124800 Progress: 62.4% Elapsed: 2:52:53 temperature: no ada_p: No Discriminator_loss: 0.00259189 Generator_loss: 0.57168
[INFO] 2020-09-16 02:33:42 > Step: 124900 Progress: 62.5% Elapsed: 2:52:56 temperature: no ada_p: No Discriminator_loss: 7.11103e-05 Generator_loss: 0.507918
[INFO] 2020-09-16 02:33:46 > Step: 125000 Progress: 62.5% Elapsed: 2:53:00 temperature: no ada_p: No Discriminator_loss: 0.000952008 Generator_loss: 0.531861
[INFO] 2020-09-16 02:33:50 > Step: 125100 Progress: 62.5% Elapsed: 2:53:04 temperature: no ada_p: No Discriminator_loss: 0.00188198 Generator_loss: 0.448104
[INFO] 2020-09-16 02:33:53 > Step: 125200 Progress: 62.6% Elapsed: 2:53:08 temperature: no ada_p: No Discriminator_loss: 0.000445829 Generator_loss: 0.522625
[INFO] 2020-09-16 02:33:57 > Step: 125300 Progress: 62.6% Elapsed: 2:53:12 temperature: no ada_p: No Discriminator_loss: 0.00107685 Generator_loss: 0.445656
[INFO] 2020-09-16 02:34:01 > Step: 125400 Progress: 62.7% Elapsed: 2:53:16 temperature: no ada_p: No Discriminator_loss: 0.00629566 Generator_loss: 0.399956
[INFO] 2020-09-16 02:34:05 > Step: 125500 Progress: 62.7% Elapsed: 2:53:20 temperature: no ada_p: No Discriminator_loss: 0.000164351 Generator_loss: 0.495939
[INFO] 2020-09-16 02:34:09 > Step: 125600 Progress: 62.8% Elapsed: 2:53:23 temperature: no ada_p: No Discriminator_loss: 0.00531084 Generator_loss: 0.559736
[INFO] 2020-09-16 02:34:13 > Step: 125700 Progress: 62.8% Elapsed: 2:53:27 temperature: no ada_p: No Discriminator_loss: 0.000122238 Generator_loss: 0.507584
[INFO] 2020-09-16 02:34:17 > Step: 125800 Progress: 62.9% Elapsed: 2:53:31 temperature: no ada_p: No Discriminator_loss: 9.95215e-05 Generator_loss: 0.497294
[INFO] 2020-09-16 02:34:20 > Step: 125900 Progress: 62.9% Elapsed: 2:53:35 temperature: no ada_p: No Discriminator_loss: 0.000777993 Generator_loss: 0.542751
[INFO] 2020-09-16 02:34:24 > Step: 126000 Progress: 63.0% Elapsed: 2:53:39 temperature: no ada_p: No Discriminator_loss: 8.32074e-05 Generator_loss: 0.492743
[INFO] 2020-09-16 02:34:24 > Start Evaluation (126000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:35:54 > F_8 score (Step: 126000, Using test images): 0.00525421673677904
[INFO] 2020-09-16 02:35:54 > F_1/8 score (Step: 126000, Using test images): 0.0870642293235394
[INFO] 2020-09-16 02:35:54 > FID score (Step: 126000, Using test moments): 261.9825930044075
[INFO] 2020-09-16 02:35:54 > Inception score (Step: 126000, 10000 generated images): 1.6767005920410156
[INFO] 2020-09-16 02:35:54 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:35:54 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:35:58 > Step: 126100 Progress: 63.0% Elapsed: 2:55:12 temperature: no ada_p: No Discriminator_loss: 0.00394081 Generator_loss: 0.581046
[INFO] 2020-09-16 02:36:02 > Step: 126200 Progress: 63.1% Elapsed: 2:55:17 temperature: no ada_p: No Discriminator_loss: 0.0161545 Generator_loss: 0.35395
[INFO] 2020-09-16 02:36:06 > Step: 126300 Progress: 63.1% Elapsed: 2:55:20 temperature: no ada_p: No Discriminator_loss: 0.00139519 Generator_loss: 0.554731
[INFO] 2020-09-16 02:36:10 > Step: 126400 Progress: 63.2% Elapsed: 2:55:24 temperature: no ada_p: No Discriminator_loss: 0.000865687 Generator_loss: 0.471852
[INFO] 2020-09-16 02:36:13 > Step: 126500 Progress: 63.2% Elapsed: 2:55:28 temperature: no ada_p: No Discriminator_loss: 0.00572305 Generator_loss: 0.412224
[INFO] 2020-09-16 02:36:17 > Step: 126600 Progress: 63.3% Elapsed: 2:55:32 temperature: no ada_p: No Discriminator_loss: 0.096924 Generator_loss: 0.417761
[INFO] 2020-09-16 02:36:21 > Step: 126700 Progress: 63.3% Elapsed: 2:55:36 temperature: no ada_p: No Discriminator_loss: 0.00872312 Generator_loss: 0.57116
[INFO] 2020-09-16 02:36:25 > Step: 126800 Progress: 63.4% Elapsed: 2:55:39 temperature: no ada_p: No Discriminator_loss: 0.0285016 Generator_loss: 0.260444
[INFO] 2020-09-16 02:36:29 > Step: 126900 Progress: 63.4% Elapsed: 2:55:43 temperature: no ada_p: No Discriminator_loss: 0.0193435 Generator_loss: 0.535907
[INFO] 2020-09-16 02:36:33 > Step: 127000 Progress: 63.5% Elapsed: 2:55:47 temperature: no ada_p: No Discriminator_loss: 0.00814677 Generator_loss: 0.54301
[INFO] 2020-09-16 02:36:36 > Step: 127100 Progress: 63.5% Elapsed: 2:55:51 temperature: no ada_p: No Discriminator_loss: 0.00609008 Generator_loss: 0.463228
[INFO] 2020-09-16 02:36:40 > Step: 127200 Progress: 63.6% Elapsed: 2:55:55 temperature: no ada_p: No Discriminator_loss: 0.00453655 Generator_loss: 0.374303
[INFO] 2020-09-16 02:36:44 > Step: 127300 Progress: 63.6% Elapsed: 2:55:58 temperature: no ada_p: No Discriminator_loss: 0.0579229 Generator_loss: 0.459236
[INFO] 2020-09-16 02:36:48 > Step: 127400 Progress: 63.7% Elapsed: 2:56:03 temperature: no ada_p: No Discriminator_loss: 0.00537847 Generator_loss: 0.390788
[INFO] 2020-09-16 02:36:52 > Step: 127500 Progress: 63.7% Elapsed: 2:56:06 temperature: no ada_p: No Discriminator_loss: 0.00384725 Generator_loss: 0.496856
[INFO] 2020-09-16 02:36:56 > Step: 127600 Progress: 63.8% Elapsed: 2:56:10 temperature: no ada_p: No Discriminator_loss: 0.00129715 Generator_loss: 0.46805
[INFO] 2020-09-16 02:37:00 > Step: 127700 Progress: 63.8% Elapsed: 2:56:14 temperature: no ada_p: No Discriminator_loss: 0.000905998 Generator_loss: 0.503501
[INFO] 2020-09-16 02:37:03 > Step: 127800 Progress: 63.9% Elapsed: 2:56:18 temperature: no ada_p: No Discriminator_loss: 0.0022067 Generator_loss: 0.517122
[INFO] 2020-09-16 02:37:07 > Step: 127900 Progress: 63.9% Elapsed: 2:56:22 temperature: no ada_p: No Discriminator_loss: 0.00186579 Generator_loss: 0.486433
[INFO] 2020-09-16 02:37:11 > Step: 128000 Progress: 64.0% Elapsed: 2:56:25 temperature: no ada_p: No Discriminator_loss: 0.000661719 Generator_loss: 0.500474
[INFO] 2020-09-16 02:37:11 > Start Evaluation (128000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:38:39 > F_8 score (Step: 128000, Using test images): 0.046403979063563604
[INFO] 2020-09-16 02:38:39 > F_1/8 score (Step: 128000, Using test images): 0.299280439682129
[INFO] 2020-09-16 02:38:39 > FID score (Step: 128000, Using test moments): 169.71971727676387
[INFO] 2020-09-16 02:38:39 > Inception score (Step: 128000, 10000 generated images): 2.73606276512146
[INFO] 2020-09-16 02:38:39 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:38:40 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:38:44 > Step: 128100 Progress: 64.0% Elapsed: 2:57:58 temperature: no ada_p: No Discriminator_loss: 0.00225815 Generator_loss: 0.51655
[INFO] 2020-09-16 02:38:47 > Step: 128200 Progress: 64.1% Elapsed: 2:58:02 temperature: no ada_p: No Discriminator_loss: 0.00206682 Generator_loss: 0.443363
[INFO] 2020-09-16 02:38:51 > Step: 128300 Progress: 64.1% Elapsed: 2:58:06 temperature: no ada_p: No Discriminator_loss: 0.00281561 Generator_loss: 0.503047
[INFO] 2020-09-16 02:38:55 > Step: 128400 Progress: 64.2% Elapsed: 2:58:09 temperature: no ada_p: No Discriminator_loss: 0.000782363 Generator_loss: 0.431125
[INFO] 2020-09-16 02:38:59 > Step: 128500 Progress: 64.2% Elapsed: 2:58:13 temperature: no ada_p: No Discriminator_loss: 0.00721359 Generator_loss: 0.577593
[INFO] 2020-09-16 02:39:03 > Step: 128600 Progress: 64.3% Elapsed: 2:58:17 temperature: no ada_p: No Discriminator_loss: 0.000331248 Generator_loss: 0.547693
[INFO] 2020-09-16 02:39:06 > Step: 128700 Progress: 64.3% Elapsed: 2:58:21 temperature: no ada_p: No Discriminator_loss: 0.00735868 Generator_loss: 0.426047
[INFO] 2020-09-16 02:39:10 > Step: 128800 Progress: 64.4% Elapsed: 2:58:25 temperature: no ada_p: No Discriminator_loss: 0.000271592 Generator_loss: 0.468416
[INFO] 2020-09-16 02:39:14 > Step: 128900 Progress: 64.5% Elapsed: 2:58:29 temperature: no ada_p: No Discriminator_loss: 0.000348268 Generator_loss: 0.47516
[INFO] 2020-09-16 02:39:18 > Step: 129000 Progress: 64.5% Elapsed: 2:58:33 temperature: no ada_p: No Discriminator_loss: 0.00176622 Generator_loss: 0.545761
[INFO] 2020-09-16 02:39:22 > Step: 129100 Progress: 64.5% Elapsed: 2:58:36 temperature: no ada_p: No Discriminator_loss: 0.000685714 Generator_loss: 0.496978
[INFO] 2020-09-16 02:39:26 > Step: 129200 Progress: 64.6% Elapsed: 2:58:40 temperature: no ada_p: No Discriminator_loss: 0.00763954 Generator_loss: 0.427554
[INFO] 2020-09-16 02:39:30 > Step: 129300 Progress: 64.6% Elapsed: 2:58:44 temperature: no ada_p: No Discriminator_loss: 0.00243691 Generator_loss: 0.45982
[INFO] 2020-09-16 02:39:33 > Step: 129400 Progress: 64.7% Elapsed: 2:58:48 temperature: no ada_p: No Discriminator_loss: 0.00594954 Generator_loss: 0.406601
[INFO] 2020-09-16 02:39:37 > Step: 129500 Progress: 64.8% Elapsed: 2:58:52 temperature: no ada_p: No Discriminator_loss: 0.00864999 Generator_loss: 0.576728
[INFO] 2020-09-16 02:39:41 > Step: 129600 Progress: 64.8% Elapsed: 2:58:55 temperature: no ada_p: No Discriminator_loss: 0.00145175 Generator_loss: 0.527529
[INFO] 2020-09-16 02:39:45 > Step: 129700 Progress: 64.8% Elapsed: 2:59:00 temperature: no ada_p: No Discriminator_loss: 0.0038426 Generator_loss: 0.545297
[INFO] 2020-09-16 02:39:49 > Step: 129800 Progress: 64.9% Elapsed: 2:59:03 temperature: no ada_p: No Discriminator_loss: 0.000546529 Generator_loss: 0.494586
[INFO] 2020-09-16 02:39:52 > Step: 129900 Progress: 65.0% Elapsed: 2:59:07 temperature: no ada_p: No Discriminator_loss: 0.000713897 Generator_loss: 0.518623
[INFO] 2020-09-16 02:39:56 > Step: 130000 Progress: 65.0% Elapsed: 2:59:11 temperature: no ada_p: No Discriminator_loss: 0.000306048 Generator_loss: 0.52888
[INFO] 2020-09-16 02:39:56 > Start Evaluation (130000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:41:25 > F_8 score (Step: 130000, Using test images): 0.009978586163110403
[INFO] 2020-09-16 02:41:25 > F_1/8 score (Step: 130000, Using test images): 0.055136302630179934
[INFO] 2020-09-16 02:41:25 > FID score (Step: 130000, Using test moments): 238.1606244644891
[INFO] 2020-09-16 02:41:25 > Inception score (Step: 130000, 10000 generated images): 1.7994378805160522
[INFO] 2020-09-16 02:41:25 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:41:25 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:41:29 > Step: 130100 Progress: 65.0% Elapsed: 3:00:43 temperature: no ada_p: No Discriminator_loss: 0.022845 Generator_loss: 0.660968
[INFO] 2020-09-16 02:41:33 > Step: 130200 Progress: 65.1% Elapsed: 3:00:47 temperature: no ada_p: No Discriminator_loss: 0.000863221 Generator_loss: 0.475958
[INFO] 2020-09-16 02:41:36 > Step: 130300 Progress: 65.1% Elapsed: 3:00:51 temperature: no ada_p: No Discriminator_loss: 0.00392092 Generator_loss: 0.438129
[INFO] 2020-09-16 02:41:40 > Step: 130400 Progress: 65.2% Elapsed: 3:00:55 temperature: no ada_p: No Discriminator_loss: 0.00347821 Generator_loss: 0.405529
[INFO] 2020-09-16 02:41:44 > Step: 130500 Progress: 65.2% Elapsed: 3:00:59 temperature: no ada_p: No Discriminator_loss: 0.000436688 Generator_loss: 0.494818
[INFO] 2020-09-16 02:41:48 > Step: 130600 Progress: 65.3% Elapsed: 3:01:02 temperature: no ada_p: No Discriminator_loss: 0.00120175 Generator_loss: 0.529086
[INFO] 2020-09-16 02:41:52 > Step: 130700 Progress: 65.3% Elapsed: 3:01:06 temperature: no ada_p: No Discriminator_loss: 0.0018401 Generator_loss: 0.469046
[INFO] 2020-09-16 02:41:55 > Step: 130800 Progress: 65.4% Elapsed: 3:01:10 temperature: no ada_p: No Discriminator_loss: 0.00133866 Generator_loss: 0.487869
[INFO] 2020-09-16 02:42:00 > Step: 130900 Progress: 65.5% Elapsed: 3:01:14 temperature: no ada_p: No Discriminator_loss: 0.00027388 Generator_loss: 0.514859
[INFO] 2020-09-16 02:42:03 > Step: 131000 Progress: 65.5% Elapsed: 3:01:18 temperature: no ada_p: No Discriminator_loss: 0.000335512 Generator_loss: 0.482854
[INFO] 2020-09-16 02:42:07 > Step: 131100 Progress: 65.5% Elapsed: 3:01:22 temperature: no ada_p: No Discriminator_loss: 0.000211971 Generator_loss: 0.520501
[INFO] 2020-09-16 02:42:11 > Step: 131200 Progress: 65.6% Elapsed: 3:01:25 temperature: no ada_p: No Discriminator_loss: 0.00103224 Generator_loss: 0.485116
[INFO] 2020-09-16 02:42:15 > Step: 131300 Progress: 65.6% Elapsed: 3:01:29 temperature: no ada_p: No Discriminator_loss: 0.00162517 Generator_loss: 0.476615
[INFO] 2020-09-16 02:42:19 > Step: 131400 Progress: 65.7% Elapsed: 3:01:33 temperature: no ada_p: No Discriminator_loss: 0.00026918 Generator_loss: 0.501268
[INFO] 2020-09-16 02:42:22 > Step: 131500 Progress: 65.8% Elapsed: 3:01:37 temperature: no ada_p: No Discriminator_loss: 0.000769231 Generator_loss: 0.477447
[INFO] 2020-09-16 02:42:27 > Step: 131600 Progress: 65.8% Elapsed: 3:01:41 temperature: no ada_p: No Discriminator_loss: 0.00135881 Generator_loss: 0.620004
[INFO] 2020-09-16 02:42:30 > Step: 131700 Progress: 65.8% Elapsed: 3:01:45 temperature: no ada_p: No Discriminator_loss: 0.00126438 Generator_loss: 0.459186
[INFO] 2020-09-16 02:42:34 > Step: 131800 Progress: 65.9% Elapsed: 3:01:49 temperature: no ada_p: No Discriminator_loss: 0.000713724 Generator_loss: 0.479898
[INFO] 2020-09-16 02:42:38 > Step: 131900 Progress: 66.0% Elapsed: 3:01:52 temperature: no ada_p: No Discriminator_loss: 0.00156487 Generator_loss: 0.47867
[INFO] 2020-09-16 02:42:42 > Step: 132000 Progress: 66.0% Elapsed: 3:01:56 temperature: no ada_p: No Discriminator_loss: 0.0092047 Generator_loss: 0.542129
[INFO] 2020-09-16 02:42:42 > Start Evaluation (132000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:44:10 > F_8 score (Step: 132000, Using test images): 0.03949884325675723
[INFO] 2020-09-16 02:44:10 > F_1/8 score (Step: 132000, Using test images): 0.09392301552089562
[INFO] 2020-09-16 02:44:10 > FID score (Step: 132000, Using test moments): 233.35716407212266
[INFO] 2020-09-16 02:44:10 > Inception score (Step: 132000, 10000 generated images): 3.3686671257019043
[INFO] 2020-09-16 02:44:10 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:44:11 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:44:14 > Step: 132100 Progress: 66.0% Elapsed: 3:03:29 temperature: no ada_p: No Discriminator_loss: 0.0114951 Generator_loss: 0.491085
[INFO] 2020-09-16 02:44:18 > Step: 132200 Progress: 66.1% Elapsed: 3:03:33 temperature: no ada_p: No Discriminator_loss: 0.0366717 Generator_loss: 0.350427
[INFO] 2020-09-16 02:44:22 > Step: 132300 Progress: 66.1% Elapsed: 3:03:36 temperature: no ada_p: No Discriminator_loss: 0.0576787 Generator_loss: 0.357552
[INFO] 2020-09-16 02:44:26 > Step: 132400 Progress: 66.2% Elapsed: 3:03:40 temperature: no ada_p: No Discriminator_loss: 0.0200245 Generator_loss: 0.456166
[INFO] 2020-09-16 02:44:30 > Step: 132500 Progress: 66.2% Elapsed: 3:03:44 temperature: no ada_p: No Discriminator_loss: 0.00769005 Generator_loss: 0.634413
[INFO] 2020-09-16 02:44:33 > Step: 132600 Progress: 66.3% Elapsed: 3:03:48 temperature: no ada_p: No Discriminator_loss: 0.00216665 Generator_loss: 0.514772
[INFO] 2020-09-16 02:44:37 > Step: 132700 Progress: 66.3% Elapsed: 3:03:52 temperature: no ada_p: No Discriminator_loss: 0.0239918 Generator_loss: 0.543439
[INFO] 2020-09-16 02:44:41 > Step: 132800 Progress: 66.4% Elapsed: 3:03:56 temperature: no ada_p: No Discriminator_loss: 0.00661088 Generator_loss: 0.501001
[INFO] 2020-09-16 02:44:45 > Step: 132900 Progress: 66.5% Elapsed: 3:04:00 temperature: no ada_p: No Discriminator_loss: 0.0355179 Generator_loss: 0.367516
[INFO] 2020-09-16 02:44:49 > Step: 133000 Progress: 66.5% Elapsed: 3:04:03 temperature: no ada_p: No Discriminator_loss: 0.0117887 Generator_loss: 0.553207
[INFO] 2020-09-16 02:44:53 > Step: 133100 Progress: 66.5% Elapsed: 3:04:07 temperature: no ada_p: No Discriminator_loss: 0.00425655 Generator_loss: 0.357609
[INFO] 2020-09-16 02:44:57 > Step: 133200 Progress: 66.6% Elapsed: 3:04:11 temperature: no ada_p: No Discriminator_loss: 0.00428196 Generator_loss: 0.508656
[INFO] 2020-09-16 02:45:01 > Step: 133300 Progress: 66.6% Elapsed: 3:04:15 temperature: no ada_p: No Discriminator_loss: 0.000909492 Generator_loss: 0.537906
[INFO] 2020-09-16 02:45:04 > Step: 133400 Progress: 66.7% Elapsed: 3:04:19 temperature: no ada_p: No Discriminator_loss: 0.00180922 Generator_loss: 0.540666
[INFO] 2020-09-16 02:45:08 > Step: 133500 Progress: 66.8% Elapsed: 3:04:23 temperature: no ada_p: No Discriminator_loss: 0.000725899 Generator_loss: 0.549564
[INFO] 2020-09-16 02:45:12 > Step: 133600 Progress: 66.8% Elapsed: 3:04:27 temperature: no ada_p: No Discriminator_loss: 0.00105506 Generator_loss: 0.471698
[INFO] 2020-09-16 02:45:16 > Step: 133700 Progress: 66.8% Elapsed: 3:04:30 temperature: no ada_p: No Discriminator_loss: 0.000843582 Generator_loss: 0.52107
[INFO] 2020-09-16 02:45:20 > Step: 133800 Progress: 66.9% Elapsed: 3:04:34 temperature: no ada_p: No Discriminator_loss: 0.00065511 Generator_loss: 0.516156
[INFO] 2020-09-16 02:45:23 > Step: 133900 Progress: 67.0% Elapsed: 3:04:38 temperature: no ada_p: No Discriminator_loss: 0.000743801 Generator_loss: 0.493587
[INFO] 2020-09-16 02:45:28 > Step: 134000 Progress: 67.0% Elapsed: 3:04:42 temperature: no ada_p: No Discriminator_loss: 0.00143558 Generator_loss: 0.506961
[INFO] 2020-09-16 02:45:28 > Start Evaluation (134000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:46:57 > F_8 score (Step: 134000, Using test images): 0.05057149251031654
[INFO] 2020-09-16 02:46:57 > F_1/8 score (Step: 134000, Using test images): 0.2402637831648807
[INFO] 2020-09-16 02:46:57 > FID score (Step: 134000, Using test moments): 186.35496460889505
[INFO] 2020-09-16 02:46:57 > Inception score (Step: 134000, 10000 generated images): 2.420318603515625
[INFO] 2020-09-16 02:46:57 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:46:57 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:47:01 > Step: 134100 Progress: 67.0% Elapsed: 3:06:15 temperature: no ada_p: No Discriminator_loss: 0.000603543 Generator_loss: 0.513833
[INFO] 2020-09-16 02:47:04 > Step: 134200 Progress: 67.1% Elapsed: 3:06:19 temperature: no ada_p: No Discriminator_loss: 0.000833363 Generator_loss: 0.507535
[INFO] 2020-09-16 02:47:08 > Step: 134300 Progress: 67.2% Elapsed: 3:06:23 temperature: no ada_p: No Discriminator_loss: 0.000917102 Generator_loss: 0.512897
[INFO] 2020-09-16 02:47:12 > Step: 134400 Progress: 67.2% Elapsed: 3:06:27 temperature: no ada_p: No Discriminator_loss: 0.000299279 Generator_loss: 0.511909
[INFO] 2020-09-16 02:47:16 > Step: 134500 Progress: 67.2% Elapsed: 3:06:30 temperature: no ada_p: No Discriminator_loss: 0.0081797 Generator_loss: 0.538445
[INFO] 2020-09-16 02:47:20 > Step: 134600 Progress: 67.3% Elapsed: 3:06:34 temperature: no ada_p: No Discriminator_loss: 0.00444943 Generator_loss: 0.433381
[INFO] 2020-09-16 02:47:23 > Step: 134700 Progress: 67.3% Elapsed: 3:06:38 temperature: no ada_p: No Discriminator_loss: 0.00503984 Generator_loss: 0.578573
[INFO] 2020-09-16 02:47:28 > Step: 134800 Progress: 67.4% Elapsed: 3:06:42 temperature: no ada_p: No Discriminator_loss: 0.00100923 Generator_loss: 0.531313
[INFO] 2020-09-16 02:47:31 > Step: 134900 Progress: 67.5% Elapsed: 3:06:46 temperature: no ada_p: No Discriminator_loss: 0.000322877 Generator_loss: 0.503655
[INFO] 2020-09-16 02:47:35 > Step: 135000 Progress: 67.5% Elapsed: 3:06:50 temperature: no ada_p: No Discriminator_loss: 0.000736157 Generator_loss: 0.513746
[INFO] 2020-09-16 02:47:39 > Step: 135100 Progress: 67.5% Elapsed: 3:06:53 temperature: no ada_p: No Discriminator_loss: 0.000322738 Generator_loss: 0.517607
[INFO] 2020-09-16 02:47:43 > Step: 135200 Progress: 67.6% Elapsed: 3:06:57 temperature: no ada_p: No Discriminator_loss: 0.00122997 Generator_loss: 0.53787
[INFO] 2020-09-16 02:47:47 > Step: 135300 Progress: 67.7% Elapsed: 3:07:01 temperature: no ada_p: No Discriminator_loss: 0.0164435 Generator_loss: 0.376052
[INFO] 2020-09-16 02:47:50 > Step: 135400 Progress: 67.7% Elapsed: 3:07:05 temperature: no ada_p: No Discriminator_loss: 0.000966494 Generator_loss: 0.520096
[INFO] 2020-09-16 02:47:54 > Step: 135500 Progress: 67.8% Elapsed: 3:07:09 temperature: no ada_p: No Discriminator_loss: 0.00118933 Generator_loss: 0.491787
[INFO] 2020-09-16 02:47:58 > Step: 135600 Progress: 67.8% Elapsed: 3:07:13 temperature: no ada_p: No Discriminator_loss: 0.000644412 Generator_loss: 0.489515
[INFO] 2020-09-16 02:48:02 > Step: 135700 Progress: 67.8% Elapsed: 3:07:16 temperature: no ada_p: No Discriminator_loss: 0.00306202 Generator_loss: 0.567464
[INFO] 2020-09-16 02:48:06 > Step: 135800 Progress: 67.9% Elapsed: 3:07:20 temperature: no ada_p: No Discriminator_loss: 0.000661675 Generator_loss: 0.508024
[INFO] 2020-09-16 02:48:10 > Step: 135900 Progress: 68.0% Elapsed: 3:07:24 temperature: no ada_p: No Discriminator_loss: 0.000728742 Generator_loss: 0.475628
[INFO] 2020-09-16 02:48:14 > Step: 136000 Progress: 68.0% Elapsed: 3:07:28 temperature: no ada_p: No Discriminator_loss: 0.000281608 Generator_loss: 0.480536
[INFO] 2020-09-16 02:48:14 > Start Evaluation (136000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:49:42 > F_8 score (Step: 136000, Using test images): 0.00481700204378157
[INFO] 2020-09-16 02:49:42 > F_1/8 score (Step: 136000, Using test images): 0.08558293019006558
[INFO] 2020-09-16 02:49:42 > FID score (Step: 136000, Using test moments): 253.35737547449918
[INFO] 2020-09-16 02:49:42 > Inception score (Step: 136000, 10000 generated images): 1.9998891353607178
[INFO] 2020-09-16 02:49:42 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:49:43 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:49:46 > Step: 136100 Progress: 68.0% Elapsed: 3:09:01 temperature: no ada_p: No Discriminator_loss: 0.00029841 Generator_loss: 0.486848
[INFO] 2020-09-16 02:49:50 > Step: 136200 Progress: 68.1% Elapsed: 3:09:04 temperature: no ada_p: No Discriminator_loss: 7.98868e-05 Generator_loss: 0.505208
[INFO] 2020-09-16 02:49:54 > Step: 136300 Progress: 68.2% Elapsed: 3:09:09 temperature: no ada_p: No Discriminator_loss: 0.000659781 Generator_loss: 0.486902
[INFO] 2020-09-16 02:49:58 > Step: 136400 Progress: 68.2% Elapsed: 3:09:12 temperature: no ada_p: No Discriminator_loss: 0.000145276 Generator_loss: 0.493531
[INFO] 2020-09-16 02:50:02 > Step: 136500 Progress: 68.2% Elapsed: 3:09:16 temperature: no ada_p: No Discriminator_loss: 0.00775371 Generator_loss: 0.543428
[INFO] 2020-09-16 02:50:05 > Step: 136600 Progress: 68.3% Elapsed: 3:09:20 temperature: no ada_p: No Discriminator_loss: 0.0235417 Generator_loss: 0.378098
[INFO] 2020-09-16 02:50:10 > Step: 136700 Progress: 68.3% Elapsed: 3:09:24 temperature: no ada_p: No Discriminator_loss: 0.000217342 Generator_loss: 0.485062
[INFO] 2020-09-16 02:50:13 > Step: 136800 Progress: 68.4% Elapsed: 3:09:28 temperature: no ada_p: No Discriminator_loss: 0.0517753 Generator_loss: 0.431724
[INFO] 2020-09-16 02:50:17 > Step: 136900 Progress: 68.5% Elapsed: 3:09:31 temperature: no ada_p: No Discriminator_loss: 0.0128815 Generator_loss: 0.474656
[INFO] 2020-09-16 02:50:21 > Step: 137000 Progress: 68.5% Elapsed: 3:09:35 temperature: no ada_p: No Discriminator_loss: 0.00905822 Generator_loss: 0.551006
[INFO] 2020-09-16 02:50:25 > Step: 137100 Progress: 68.5% Elapsed: 3:09:39 temperature: no ada_p: No Discriminator_loss: 0.00569032 Generator_loss: 0.598874
[INFO] 2020-09-16 02:50:29 > Step: 137200 Progress: 68.6% Elapsed: 3:09:43 temperature: no ada_p: No Discriminator_loss: 0.0792773 Generator_loss: 0.452216
[INFO] 2020-09-16 02:50:32 > Step: 137300 Progress: 68.7% Elapsed: 3:09:47 temperature: no ada_p: No Discriminator_loss: 0.00428447 Generator_loss: 0.514322
[INFO] 2020-09-16 02:50:36 > Step: 137400 Progress: 68.7% Elapsed: 3:09:51 temperature: no ada_p: No Discriminator_loss: 0.00357457 Generator_loss: 0.43273
[INFO] 2020-09-16 02:50:40 > Step: 137500 Progress: 68.8% Elapsed: 3:09:55 temperature: no ada_p: No Discriminator_loss: 0.0297325 Generator_loss: 0.288602
[INFO] 2020-09-16 02:50:44 > Step: 137600 Progress: 68.8% Elapsed: 3:09:58 temperature: no ada_p: No Discriminator_loss: 0.00236788 Generator_loss: 0.506593
[INFO] 2020-09-16 02:50:48 > Step: 137700 Progress: 68.8% Elapsed: 3:10:02 temperature: no ada_p: No Discriminator_loss: 0.00231966 Generator_loss: 0.45011
[INFO] 2020-09-16 02:50:51 > Step: 137800 Progress: 68.9% Elapsed: 3:10:06 temperature: no ada_p: No Discriminator_loss: 0.0338286 Generator_loss: 0.557552
[INFO] 2020-09-16 02:50:56 > Step: 137900 Progress: 69.0% Elapsed: 3:10:10 temperature: no ada_p: No Discriminator_loss: 0.0489133 Generator_loss: 0.489718
[INFO] 2020-09-16 02:50:59 > Step: 138000 Progress: 69.0% Elapsed: 3:10:14 temperature: no ada_p: No Discriminator_loss: 0.00943569 Generator_loss: 0.520357
[INFO] 2020-09-16 02:50:59 > Start Evaluation (138000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:52:30 > F_8 score (Step: 138000, Using test images): 0.15123456464656854
[INFO] 2020-09-16 02:52:30 > F_1/8 score (Step: 138000, Using test images): 0.3419704839745635
[INFO] 2020-09-16 02:52:30 > FID score (Step: 138000, Using test moments): 163.0987932496609
[INFO] 2020-09-16 02:52:30 > Inception score (Step: 138000, 10000 generated images): 4.214102745056152
[INFO] 2020-09-16 02:52:30 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:52:30 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:52:34 > Step: 138100 Progress: 69.0% Elapsed: 3:11:48 temperature: no ada_p: No Discriminator_loss: 0.00278138 Generator_loss: 0.485055
[INFO] 2020-09-16 02:52:37 > Step: 138200 Progress: 69.1% Elapsed: 3:11:52 temperature: no ada_p: No Discriminator_loss: 0.0018719 Generator_loss: 0.555114
[INFO] 2020-09-16 02:52:42 > Step: 138300 Progress: 69.2% Elapsed: 3:11:56 temperature: no ada_p: No Discriminator_loss: 0.00652403 Generator_loss: 0.665472
[INFO] 2020-09-16 02:52:45 > Step: 138400 Progress: 69.2% Elapsed: 3:12:00 temperature: no ada_p: No Discriminator_loss: 0.00227957 Generator_loss: 0.616382
[INFO] 2020-09-16 02:52:49 > Step: 138500 Progress: 69.2% Elapsed: 3:12:04 temperature: no ada_p: No Discriminator_loss: 0.00232989 Generator_loss: 0.503067
[INFO] 2020-09-16 02:52:53 > Step: 138600 Progress: 69.3% Elapsed: 3:12:07 temperature: no ada_p: No Discriminator_loss: 0.00103089 Generator_loss: 0.464022
[INFO] 2020-09-16 02:52:57 > Step: 138700 Progress: 69.3% Elapsed: 3:12:11 temperature: no ada_p: No Discriminator_loss: 0.00172028 Generator_loss: 0.503678
[INFO] 2020-09-16 02:53:01 > Step: 138800 Progress: 69.4% Elapsed: 3:12:15 temperature: no ada_p: No Discriminator_loss: 0.000709496 Generator_loss: 0.514316
[INFO] 2020-09-16 02:53:04 > Step: 138900 Progress: 69.5% Elapsed: 3:12:19 temperature: no ada_p: No Discriminator_loss: 0.00068607 Generator_loss: 0.491917
[INFO] 2020-09-16 02:53:08 > Step: 139000 Progress: 69.5% Elapsed: 3:12:23 temperature: no ada_p: No Discriminator_loss: 0.00121122 Generator_loss: 0.494358
[INFO] 2020-09-16 02:53:12 > Step: 139100 Progress: 69.5% Elapsed: 3:12:27 temperature: no ada_p: No Discriminator_loss: 0.000930794 Generator_loss: 0.49935
[INFO] 2020-09-16 02:53:16 > Step: 139200 Progress: 69.6% Elapsed: 3:12:31 temperature: no ada_p: No Discriminator_loss: 0.000439158 Generator_loss: 0.486104
[INFO] 2020-09-16 02:53:20 > Step: 139300 Progress: 69.7% Elapsed: 3:12:34 temperature: no ada_p: No Discriminator_loss: 0.000195048 Generator_loss: 0.4908
[INFO] 2020-09-16 02:53:24 > Step: 139400 Progress: 69.7% Elapsed: 3:12:38 temperature: no ada_p: No Discriminator_loss: 0.00159065 Generator_loss: 0.433089
[INFO] 2020-09-16 02:53:28 > Step: 139500 Progress: 69.8% Elapsed: 3:12:42 temperature: no ada_p: No Discriminator_loss: 0.00193241 Generator_loss: 0.580671
[INFO] 2020-09-16 02:53:31 > Step: 139600 Progress: 69.8% Elapsed: 3:12:46 temperature: no ada_p: No Discriminator_loss: 0.00363916 Generator_loss: 0.550476
[INFO] 2020-09-16 02:53:35 > Step: 139700 Progress: 69.8% Elapsed: 3:12:50 temperature: no ada_p: No Discriminator_loss: 0.000880922 Generator_loss: 0.519564
[INFO] 2020-09-16 02:53:39 > Step: 139800 Progress: 69.9% Elapsed: 3:12:54 temperature: no ada_p: No Discriminator_loss: 0.00191885 Generator_loss: 0.460427
[INFO] 2020-09-16 02:53:43 > Step: 139900 Progress: 70.0% Elapsed: 3:12:58 temperature: no ada_p: No Discriminator_loss: 0.00136659 Generator_loss: 0.453429
[INFO] 2020-09-16 02:53:47 > Step: 140000 Progress: 70.0% Elapsed: 3:13:01 temperature: no ada_p: No Discriminator_loss: 0.000598537 Generator_loss: 0.502211
[INFO] 2020-09-16 02:53:47 > Start Evaluation (140000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:55:16 > F_8 score (Step: 140000, Using test images): 0.03947099604594679
[INFO] 2020-09-16 02:55:16 > F_1/8 score (Step: 140000, Using test images): 0.1285752244835814
[INFO] 2020-09-16 02:55:16 > FID score (Step: 140000, Using test moments): 197.89269661953182
[INFO] 2020-09-16 02:55:16 > Inception score (Step: 140000, 10000 generated images): 2.3127474784851074
[INFO] 2020-09-16 02:55:16 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:55:17 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:55:20 > Step: 140100 Progress: 70.0% Elapsed: 3:14:35 temperature: no ada_p: No Discriminator_loss: 0.00341068 Generator_loss: 0.521526
[INFO] 2020-09-16 02:55:24 > Step: 140200 Progress: 70.1% Elapsed: 3:14:39 temperature: no ada_p: No Discriminator_loss: 0.0018436 Generator_loss: 0.468394
[INFO] 2020-09-16 02:55:28 > Step: 140300 Progress: 70.2% Elapsed: 3:14:43 temperature: no ada_p: No Discriminator_loss: 0.000988323 Generator_loss: 0.47875
[INFO] 2020-09-16 02:55:32 > Step: 140400 Progress: 70.2% Elapsed: 3:14:46 temperature: no ada_p: No Discriminator_loss: 0.000299653 Generator_loss: 0.50571
[INFO] 2020-09-16 02:55:36 > Step: 140500 Progress: 70.2% Elapsed: 3:14:50 temperature: no ada_p: No Discriminator_loss: 0.00627977 Generator_loss: 0.56764
[INFO] 2020-09-16 02:55:40 > Step: 140600 Progress: 70.3% Elapsed: 3:14:54 temperature: no ada_p: No Discriminator_loss: 0.000584591 Generator_loss: 0.496836
[INFO] 2020-09-16 02:55:44 > Step: 140700 Progress: 70.3% Elapsed: 3:14:58 temperature: no ada_p: No Discriminator_loss: 0.00015415 Generator_loss: 0.498573
[INFO] 2020-09-16 02:55:47 > Step: 140800 Progress: 70.4% Elapsed: 3:15:02 temperature: no ada_p: No Discriminator_loss: 0.000319469 Generator_loss: 0.483326
[INFO] 2020-09-16 02:55:51 > Step: 140900 Progress: 70.5% Elapsed: 3:15:05 temperature: no ada_p: No Discriminator_loss: 0.000225427 Generator_loss: 0.481255
[INFO] 2020-09-16 02:55:55 > Step: 141000 Progress: 70.5% Elapsed: 3:15:10 temperature: no ada_p: No Discriminator_loss: 0.00112686 Generator_loss: 0.542943
[INFO] 2020-09-16 02:55:59 > Step: 141100 Progress: 70.5% Elapsed: 3:15:13 temperature: no ada_p: No Discriminator_loss: 0.000278756 Generator_loss: 0.50464
[INFO] 2020-09-16 02:56:03 > Step: 141200 Progress: 70.6% Elapsed: 3:15:17 temperature: no ada_p: No Discriminator_loss: 0.000587323 Generator_loss: 0.491661
[INFO] 2020-09-16 02:56:06 > Step: 141300 Progress: 70.7% Elapsed: 3:15:21 temperature: no ada_p: No Discriminator_loss: 0.00255045 Generator_loss: 0.469885
[INFO] 2020-09-16 02:56:10 > Step: 141400 Progress: 70.7% Elapsed: 3:15:25 temperature: no ada_p: No Discriminator_loss: 0.000633131 Generator_loss: 0.500669
[INFO] 2020-09-16 02:56:14 > Step: 141500 Progress: 70.8% Elapsed: 3:15:29 temperature: no ada_p: No Discriminator_loss: 0.000678768 Generator_loss: 0.513261
[INFO] 2020-09-16 02:56:18 > Step: 141600 Progress: 70.8% Elapsed: 3:15:32 temperature: no ada_p: No Discriminator_loss: 0.000441456 Generator_loss: 0.507424
[INFO] 2020-09-16 02:56:22 > Step: 141700 Progress: 70.9% Elapsed: 3:15:36 temperature: no ada_p: No Discriminator_loss: 0.000640661 Generator_loss: 0.520944
[INFO] 2020-09-16 02:56:26 > Step: 141800 Progress: 70.9% Elapsed: 3:15:40 temperature: no ada_p: No Discriminator_loss: 0.000206208 Generator_loss: 0.492417
[INFO] 2020-09-16 02:56:30 > Step: 141900 Progress: 71.0% Elapsed: 3:15:44 temperature: no ada_p: No Discriminator_loss: 0.000121424 Generator_loss: 0.52984
[INFO] 2020-09-16 02:56:33 > Step: 142000 Progress: 71.0% Elapsed: 3:15:48 temperature: no ada_p: No Discriminator_loss: 0.000666778 Generator_loss: 0.489515
[INFO] 2020-09-16 02:56:33 > Start Evaluation (142000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:58:02 > F_8 score (Step: 142000, Using test images): 0.001076139811841215
[INFO] 2020-09-16 02:58:02 > F_1/8 score (Step: 142000, Using test images): 0.04347288062162035
[INFO] 2020-09-16 02:58:02 > FID score (Step: 142000, Using test moments): 229.85430058964187
[INFO] 2020-09-16 02:58:02 > Inception score (Step: 142000, 10000 generated images): 1.5922833681106567
[INFO] 2020-09-16 02:58:02 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 02:58:02 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 02:58:06 > Step: 142100 Progress: 71.0% Elapsed: 3:17:20 temperature: no ada_p: No Discriminator_loss: 0.000387152 Generator_loss: 0.523749
[INFO] 2020-09-16 02:58:10 > Step: 142200 Progress: 71.1% Elapsed: 3:17:24 temperature: no ada_p: No Discriminator_loss: 0.000483556 Generator_loss: 0.511233
[INFO] 2020-09-16 02:58:13 > Step: 142300 Progress: 71.2% Elapsed: 3:17:28 temperature: no ada_p: No Discriminator_loss: 0.000789883 Generator_loss: 0.474749
[INFO] 2020-09-16 02:58:17 > Step: 142400 Progress: 71.2% Elapsed: 3:17:32 temperature: no ada_p: No Discriminator_loss: 0.000858191 Generator_loss: 0.490554
[INFO] 2020-09-16 02:58:21 > Step: 142500 Progress: 71.2% Elapsed: 3:17:35 temperature: no ada_p: No Discriminator_loss: 0.000258694 Generator_loss: 0.512924
[INFO] 2020-09-16 02:58:25 > Step: 142600 Progress: 71.3% Elapsed: 3:17:40 temperature: no ada_p: No Discriminator_loss: 0.00176303 Generator_loss: 0.534041
[INFO] 2020-09-16 02:58:29 > Step: 142700 Progress: 71.4% Elapsed: 3:17:43 temperature: no ada_p: No Discriminator_loss: 0.000745315 Generator_loss: 0.471643
[INFO] 2020-09-16 02:58:33 > Step: 142800 Progress: 71.4% Elapsed: 3:17:47 temperature: no ada_p: No Discriminator_loss: 0.00103259 Generator_loss: 0.522302
[INFO] 2020-09-16 02:58:36 > Step: 142900 Progress: 71.5% Elapsed: 3:17:51 temperature: no ada_p: No Discriminator_loss: 0.00807018 Generator_loss: 0.405912
[INFO] 2020-09-16 02:58:40 > Step: 143000 Progress: 71.5% Elapsed: 3:17:55 temperature: no ada_p: No Discriminator_loss: 0.000488706 Generator_loss: 0.513135
[INFO] 2020-09-16 02:58:44 > Step: 143100 Progress: 71.5% Elapsed: 3:17:59 temperature: no ada_p: No Discriminator_loss: 0.000875605 Generator_loss: 0.53996
[INFO] 2020-09-16 02:58:48 > Step: 143200 Progress: 71.6% Elapsed: 3:18:02 temperature: no ada_p: No Discriminator_loss: 0.000739386 Generator_loss: 0.558452
[INFO] 2020-09-16 02:58:52 > Step: 143300 Progress: 71.7% Elapsed: 3:18:06 temperature: no ada_p: No Discriminator_loss: 0.0001933 Generator_loss: 0.495447
[INFO] 2020-09-16 02:58:56 > Step: 143400 Progress: 71.7% Elapsed: 3:18:10 temperature: no ada_p: No Discriminator_loss: 0.000175166 Generator_loss: 0.498757
[INFO] 2020-09-16 02:59:00 > Step: 143500 Progress: 71.8% Elapsed: 3:18:14 temperature: no ada_p: No Discriminator_loss: 0.000501529 Generator_loss: 0.472353
[INFO] 2020-09-16 02:59:03 > Step: 143600 Progress: 71.8% Elapsed: 3:18:18 temperature: no ada_p: No Discriminator_loss: 0.000639554 Generator_loss: 0.529368
[INFO] 2020-09-16 02:59:07 > Step: 143700 Progress: 71.9% Elapsed: 3:18:22 temperature: no ada_p: No Discriminator_loss: 0.000622855 Generator_loss: 0.493328
[INFO] 2020-09-16 02:59:11 > Step: 143800 Progress: 71.9% Elapsed: 3:18:26 temperature: no ada_p: No Discriminator_loss: 0.000242439 Generator_loss: 0.491831
[INFO] 2020-09-16 02:59:15 > Step: 143900 Progress: 72.0% Elapsed: 3:18:29 temperature: no ada_p: No Discriminator_loss: 0.000375955 Generator_loss: 0.48315
[INFO] 2020-09-16 02:59:19 > Step: 144000 Progress: 72.0% Elapsed: 3:18:33 temperature: no ada_p: No Discriminator_loss: 0.000714007 Generator_loss: 0.52657
[INFO] 2020-09-16 02:59:19 > Start Evaluation (144000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:00:48 > F_8 score (Step: 144000, Using test images): 0.0018171657367239572
[INFO] 2020-09-16 03:00:48 > F_1/8 score (Step: 144000, Using test images): 0.07175070329318455
[INFO] 2020-09-16 03:00:48 > FID score (Step: 144000, Using test moments): 279.31489860735957
[INFO] 2020-09-16 03:00:48 > Inception score (Step: 144000, 10000 generated images): 1.56930410861969
[INFO] 2020-09-16 03:00:48 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:00:48 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:00:52 > Step: 144100 Progress: 72.0% Elapsed: 3:20:07 temperature: no ada_p: No Discriminator_loss: 0.000232938 Generator_loss: 0.491531
[INFO] 2020-09-16 03:00:56 > Step: 144200 Progress: 72.1% Elapsed: 3:20:11 temperature: no ada_p: No Discriminator_loss: 0.000486273 Generator_loss: 0.519024
[INFO] 2020-09-16 03:01:00 > Step: 144300 Progress: 72.2% Elapsed: 3:20:14 temperature: no ada_p: No Discriminator_loss: 0.00112778 Generator_loss: 0.542351
[INFO] 2020-09-16 03:01:04 > Step: 144400 Progress: 72.2% Elapsed: 3:20:18 temperature: no ada_p: No Discriminator_loss: 3.76821e-05 Generator_loss: 0.498925
[INFO] 2020-09-16 03:01:08 > Step: 144500 Progress: 72.2% Elapsed: 3:20:22 temperature: no ada_p: No Discriminator_loss: 0.0012783 Generator_loss: 0.458125
[INFO] 2020-09-16 03:01:12 > Step: 144600 Progress: 72.3% Elapsed: 3:20:26 temperature: no ada_p: No Discriminator_loss: 0.000429019 Generator_loss: 0.514089
[INFO] 2020-09-16 03:01:15 > Step: 144700 Progress: 72.4% Elapsed: 3:20:30 temperature: no ada_p: No Discriminator_loss: 0.00368493 Generator_loss: 0.516087
[INFO] 2020-09-16 03:01:19 > Step: 144800 Progress: 72.4% Elapsed: 3:20:34 temperature: no ada_p: No Discriminator_loss: 0.000364128 Generator_loss: 0.48979
[INFO] 2020-09-16 03:01:23 > Step: 144900 Progress: 72.5% Elapsed: 3:20:38 temperature: no ada_p: No Discriminator_loss: 0.000365495 Generator_loss: 0.488948
[INFO] 2020-09-16 03:01:27 > Step: 145000 Progress: 72.5% Elapsed: 3:20:41 temperature: no ada_p: No Discriminator_loss: 0.00192248 Generator_loss: 0.491028
[INFO] 2020-09-16 03:01:31 > Step: 145100 Progress: 72.5% Elapsed: 3:20:45 temperature: no ada_p: No Discriminator_loss: 0.00152503 Generator_loss: 0.474973
[INFO] 2020-09-16 03:01:34 > Step: 145200 Progress: 72.6% Elapsed: 3:20:49 temperature: no ada_p: No Discriminator_loss: 0.000899928 Generator_loss: 0.487751
[INFO] 2020-09-16 03:01:39 > Step: 145300 Progress: 72.7% Elapsed: 3:20:53 temperature: no ada_p: No Discriminator_loss: 0.1284 Generator_loss: 0.459869
[INFO] 2020-09-16 03:01:42 > Step: 145400 Progress: 72.7% Elapsed: 3:20:57 temperature: no ada_p: No Discriminator_loss: 0.00384657 Generator_loss: 0.400074
[INFO] 2020-09-16 03:01:46 > Step: 145500 Progress: 72.8% Elapsed: 3:21:00 temperature: no ada_p: No Discriminator_loss: 0.00998771 Generator_loss: 0.714183
[INFO] 2020-09-16 03:01:50 > Step: 145600 Progress: 72.8% Elapsed: 3:21:04 temperature: no ada_p: No Discriminator_loss: 0.00920139 Generator_loss: 0.593246
[INFO] 2020-09-16 03:01:54 > Step: 145700 Progress: 72.9% Elapsed: 3:21:08 temperature: no ada_p: No Discriminator_loss: 0.0236171 Generator_loss: 0.563112
[INFO] 2020-09-16 03:01:58 > Step: 145800 Progress: 72.9% Elapsed: 3:21:12 temperature: no ada_p: No Discriminator_loss: 0.0041601 Generator_loss: 0.488451
[INFO] 2020-09-16 03:02:01 > Step: 145900 Progress: 73.0% Elapsed: 3:21:16 temperature: no ada_p: No Discriminator_loss: 0.00156454 Generator_loss: 0.498093
[INFO] 2020-09-16 03:02:05 > Step: 146000 Progress: 73.0% Elapsed: 3:21:20 temperature: no ada_p: No Discriminator_loss: 0.00177284 Generator_loss: 0.519353
[INFO] 2020-09-16 03:02:05 > Start Evaluation (146000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:03:34 > F_8 score (Step: 146000, Using test images): 0.019080287715820817
[INFO] 2020-09-16 03:03:34 > F_1/8 score (Step: 146000, Using test images): 0.1370465339258776
[INFO] 2020-09-16 03:03:34 > FID score (Step: 146000, Using test moments): 193.0665059962258
[INFO] 2020-09-16 03:03:34 > Inception score (Step: 146000, 10000 generated images): 3.225538492202759
[INFO] 2020-09-16 03:03:34 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:03:35 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:03:39 > Step: 146100 Progress: 73.0% Elapsed: 3:22:53 temperature: no ada_p: No Discriminator_loss: 0.000228059 Generator_loss: 0.493153
[INFO] 2020-09-16 03:03:42 > Step: 146200 Progress: 73.1% Elapsed: 3:22:57 temperature: no ada_p: No Discriminator_loss: 0.00128212 Generator_loss: 0.526047
[INFO] 2020-09-16 03:03:46 > Step: 146300 Progress: 73.2% Elapsed: 3:23:01 temperature: no ada_p: No Discriminator_loss: 0.000571192 Generator_loss: 0.472221
[INFO] 2020-09-16 03:03:50 > Step: 146400 Progress: 73.2% Elapsed: 3:23:04 temperature: no ada_p: No Discriminator_loss: 0.00213172 Generator_loss: 0.552186
[INFO] 2020-09-16 03:03:54 > Step: 146500 Progress: 73.2% Elapsed: 3:23:09 temperature: no ada_p: No Discriminator_loss: 0.000123403 Generator_loss: 0.483676
[INFO] 2020-09-16 03:03:58 > Step: 146600 Progress: 73.3% Elapsed: 3:23:12 temperature: no ada_p: No Discriminator_loss: 0.000234653 Generator_loss: 0.5021
[INFO] 2020-09-16 03:04:02 > Step: 146700 Progress: 73.4% Elapsed: 3:23:16 temperature: no ada_p: No Discriminator_loss: 0.000333039 Generator_loss: 0.517882
[INFO] 2020-09-16 03:04:05 > Step: 146800 Progress: 73.4% Elapsed: 3:23:20 temperature: no ada_p: No Discriminator_loss: 0.000162738 Generator_loss: 0.504089
[INFO] 2020-09-16 03:04:09 > Step: 146900 Progress: 73.5% Elapsed: 3:23:24 temperature: no ada_p: No Discriminator_loss: 0.000717582 Generator_loss: 0.532594
[INFO] 2020-09-16 03:04:13 > Step: 147000 Progress: 73.5% Elapsed: 3:23:28 temperature: no ada_p: No Discriminator_loss: 0.000102169 Generator_loss: 0.491616
[INFO] 2020-09-16 03:04:17 > Step: 147100 Progress: 73.6% Elapsed: 3:23:31 temperature: no ada_p: No Discriminator_loss: 0.000344245 Generator_loss: 0.502439
[INFO] 2020-09-16 03:04:21 > Step: 147200 Progress: 73.6% Elapsed: 3:23:35 temperature: no ada_p: No Discriminator_loss: 0.00134329 Generator_loss: 0.453262
[INFO] 2020-09-16 03:04:25 > Step: 147300 Progress: 73.7% Elapsed: 3:23:39 temperature: no ada_p: No Discriminator_loss: 0.00159972 Generator_loss: 0.540538
[INFO] 2020-09-16 03:04:29 > Step: 147400 Progress: 73.7% Elapsed: 3:23:43 temperature: no ada_p: No Discriminator_loss: 0.00260761 Generator_loss: 0.54939
[INFO] 2020-09-16 03:04:32 > Step: 147500 Progress: 73.8% Elapsed: 3:23:47 temperature: no ada_p: No Discriminator_loss: 0.00580529 Generator_loss: 0.424866
[INFO] 2020-09-16 03:04:36 > Step: 147600 Progress: 73.8% Elapsed: 3:23:50 temperature: no ada_p: No Discriminator_loss: 0.00043025 Generator_loss: 0.533212
[INFO] 2020-09-16 03:04:40 > Step: 147700 Progress: 73.9% Elapsed: 3:23:55 temperature: no ada_p: No Discriminator_loss: 0.000778645 Generator_loss: 0.537552
[INFO] 2020-09-16 03:04:44 > Step: 147800 Progress: 73.9% Elapsed: 3:23:58 temperature: no ada_p: No Discriminator_loss: 0.00035752 Generator_loss: 0.504559
[INFO] 2020-09-16 03:04:48 > Step: 147900 Progress: 74.0% Elapsed: 3:24:02 temperature: no ada_p: No Discriminator_loss: 0.000199449 Generator_loss: 0.515054
[INFO] 2020-09-16 03:04:52 > Step: 148000 Progress: 74.0% Elapsed: 3:24:06 temperature: no ada_p: No Discriminator_loss: 9.80333e-05 Generator_loss: 0.492083
[INFO] 2020-09-16 03:04:52 > Start Evaluation (148000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:06:20 > F_8 score (Step: 148000, Using test images): 0.020151213980403346
[INFO] 2020-09-16 03:06:20 > F_1/8 score (Step: 148000, Using test images): 0.003468948638830924
[INFO] 2020-09-16 03:06:20 > FID score (Step: 148000, Using test moments): 282.74087311984965
[INFO] 2020-09-16 03:06:20 > Inception score (Step: 148000, 10000 generated images): 2.09427809715271
[INFO] 2020-09-16 03:06:20 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:06:21 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:06:24 > Step: 148100 Progress: 74.1% Elapsed: 3:25:39 temperature: no ada_p: No Discriminator_loss: 8.60591e-05 Generator_loss: 0.49769
[INFO] 2020-09-16 03:06:28 > Step: 148200 Progress: 74.1% Elapsed: 3:25:43 temperature: no ada_p: No Discriminator_loss: 0.00103331 Generator_loss: 0.529658
[INFO] 2020-09-16 03:06:32 > Step: 148300 Progress: 74.2% Elapsed: 3:25:46 temperature: no ada_p: No Discriminator_loss: 0.000193013 Generator_loss: 0.494419
[INFO] 2020-09-16 03:06:36 > Step: 148400 Progress: 74.2% Elapsed: 3:25:50 temperature: no ada_p: No Discriminator_loss: 0.000302841 Generator_loss: 0.489297
[INFO] 2020-09-16 03:06:40 > Step: 148500 Progress: 74.2% Elapsed: 3:25:54 temperature: no ada_p: No Discriminator_loss: 0.000224535 Generator_loss: 0.479423
[INFO] 2020-09-16 03:06:43 > Step: 148600 Progress: 74.3% Elapsed: 3:25:58 temperature: no ada_p: No Discriminator_loss: 0.000902763 Generator_loss: 0.470489
[INFO] 2020-09-16 03:06:47 > Step: 148700 Progress: 74.4% Elapsed: 3:26:02 temperature: no ada_p: No Discriminator_loss: 0.000313887 Generator_loss: 0.487491
[INFO] 2020-09-16 03:06:51 > Step: 148800 Progress: 74.4% Elapsed: 3:26:06 temperature: no ada_p: No Discriminator_loss: 0.000501775 Generator_loss: 0.503595
[INFO] 2020-09-16 03:06:55 > Step: 148900 Progress: 74.5% Elapsed: 3:26:10 temperature: no ada_p: No Discriminator_loss: 0.00332249 Generator_loss: 0.541966
[INFO] 2020-09-16 03:06:59 > Step: 149000 Progress: 74.5% Elapsed: 3:26:13 temperature: no ada_p: No Discriminator_loss: 0.000306581 Generator_loss: 0.484697
[INFO] 2020-09-16 03:07:03 > Step: 149100 Progress: 74.6% Elapsed: 3:26:17 temperature: no ada_p: No Discriminator_loss: 0.000308982 Generator_loss: 0.510098
[INFO] 2020-09-16 03:07:07 > Step: 149200 Progress: 74.6% Elapsed: 3:26:21 temperature: no ada_p: No Discriminator_loss: 0.000147398 Generator_loss: 0.488006
[INFO] 2020-09-16 03:07:11 > Step: 149300 Progress: 74.7% Elapsed: 3:26:25 temperature: no ada_p: No Discriminator_loss: 0.00634186 Generator_loss: 0.514345
[INFO] 2020-09-16 03:07:14 > Step: 149400 Progress: 74.7% Elapsed: 3:26:29 temperature: no ada_p: No Discriminator_loss: 0.0116593 Generator_loss: 0.511889
[INFO] 2020-09-16 03:07:18 > Step: 149500 Progress: 74.8% Elapsed: 3:26:33 temperature: no ada_p: No Discriminator_loss: 0.0135471 Generator_loss: 0.525793
[INFO] 2020-09-16 03:07:22 > Step: 149600 Progress: 74.8% Elapsed: 3:26:37 temperature: no ada_p: No Discriminator_loss: 0.0389381 Generator_loss: 0.416152
[INFO] 2020-09-16 03:07:26 > Step: 149700 Progress: 74.9% Elapsed: 3:26:40 temperature: no ada_p: No Discriminator_loss: 0.0102264 Generator_loss: 0.517037
[INFO] 2020-09-16 03:07:30 > Step: 149800 Progress: 74.9% Elapsed: 3:26:44 temperature: no ada_p: No Discriminator_loss: 0.0080671 Generator_loss: 0.368923
[INFO] 2020-09-16 03:07:33 > Step: 149900 Progress: 75.0% Elapsed: 3:26:48 temperature: no ada_p: No Discriminator_loss: 0.0267675 Generator_loss: 0.440608
[INFO] 2020-09-16 03:07:38 > Step: 150000 Progress: 75.0% Elapsed: 3:26:52 temperature: no ada_p: No Discriminator_loss: 0.0475131 Generator_loss: 0.543306
[INFO] 2020-09-16 03:07:38 > Start Evaluation (150000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:09:07 > F_8 score (Step: 150000, Using test images): 0.20770746352098038
[INFO] 2020-09-16 03:09:07 > F_1/8 score (Step: 150000, Using test images): 0.3943813698668747
[INFO] 2020-09-16 03:09:07 > FID score (Step: 150000, Using test moments): 147.5215362138925
[INFO] 2020-09-16 03:09:07 > Inception score (Step: 150000, 10000 generated images): 4.27646017074585
[INFO] 2020-09-16 03:09:07 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:09:08 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:09:11 > Step: 150100 Progress: 75.0% Elapsed: 3:28:26 temperature: no ada_p: No Discriminator_loss: 0.014861 Generator_loss: 0.517637
[INFO] 2020-09-16 03:09:15 > Step: 150200 Progress: 75.1% Elapsed: 3:28:30 temperature: no ada_p: No Discriminator_loss: 0.00339946 Generator_loss: 0.479205
[INFO] 2020-09-16 03:09:19 > Step: 150300 Progress: 75.1% Elapsed: 3:28:33 temperature: no ada_p: No Discriminator_loss: 0.00149613 Generator_loss: 0.465986
[INFO] 2020-09-16 03:09:23 > Step: 150400 Progress: 75.2% Elapsed: 3:28:37 temperature: no ada_p: No Discriminator_loss: 0.0068191 Generator_loss: 0.478642
[INFO] 2020-09-16 03:09:27 > Step: 150500 Progress: 75.2% Elapsed: 3:28:41 temperature: no ada_p: No Discriminator_loss: 0.00115844 Generator_loss: 0.517904
[INFO] 2020-09-16 03:09:30 > Step: 150600 Progress: 75.3% Elapsed: 3:28:45 temperature: no ada_p: No Discriminator_loss: 0.00118465 Generator_loss: 0.46676
[INFO] 2020-09-16 03:09:34 > Step: 150700 Progress: 75.3% Elapsed: 3:28:49 temperature: no ada_p: No Discriminator_loss: 0.00148261 Generator_loss: 0.482733
[INFO] 2020-09-16 03:09:38 > Step: 150800 Progress: 75.4% Elapsed: 3:28:53 temperature: no ada_p: No Discriminator_loss: 0.00036674 Generator_loss: 0.514248
[INFO] 2020-09-16 03:09:42 > Step: 150900 Progress: 75.4% Elapsed: 3:28:56 temperature: no ada_p: No Discriminator_loss: 0.000269206 Generator_loss: 0.494874
[INFO] 2020-09-16 03:09:46 > Step: 151000 Progress: 75.5% Elapsed: 3:29:00 temperature: no ada_p: No Discriminator_loss: 0.00137872 Generator_loss: 0.46227
[INFO] 2020-09-16 03:09:49 > Step: 151100 Progress: 75.5% Elapsed: 3:29:04 temperature: no ada_p: No Discriminator_loss: 0.000529181 Generator_loss: 0.467946
[INFO] 2020-09-16 03:09:54 > Step: 151200 Progress: 75.6% Elapsed: 3:29:08 temperature: no ada_p: No Discriminator_loss: 0.000714014 Generator_loss: 0.542917
[INFO] 2020-09-16 03:09:57 > Step: 151300 Progress: 75.6% Elapsed: 3:29:12 temperature: no ada_p: No Discriminator_loss: 0.000859794 Generator_loss: 0.535252
[INFO] 2020-09-16 03:10:01 > Step: 151400 Progress: 75.7% Elapsed: 3:29:16 temperature: no ada_p: No Discriminator_loss: 0.000900592 Generator_loss: 0.504922
[INFO] 2020-09-16 03:10:05 > Step: 151500 Progress: 75.8% Elapsed: 3:29:19 temperature: no ada_p: No Discriminator_loss: 0.000210515 Generator_loss: 0.508101
[INFO] 2020-09-16 03:10:09 > Step: 151600 Progress: 75.8% Elapsed: 3:29:23 temperature: no ada_p: No Discriminator_loss: 0.000562993 Generator_loss: 0.51021
[INFO] 2020-09-16 03:10:13 > Step: 151700 Progress: 75.8% Elapsed: 3:29:27 temperature: no ada_p: No Discriminator_loss: 0.000342867 Generator_loss: 0.495306
[INFO] 2020-09-16 03:10:16 > Step: 151800 Progress: 75.9% Elapsed: 3:29:31 temperature: no ada_p: No Discriminator_loss: 0.0158709 Generator_loss: 0.369224
[INFO] 2020-09-16 03:10:20 > Step: 151900 Progress: 75.9% Elapsed: 3:29:35 temperature: no ada_p: No Discriminator_loss: 0.000481908 Generator_loss: 0.481703
[INFO] 2020-09-16 03:10:24 > Step: 152000 Progress: 76.0% Elapsed: 3:29:39 temperature: no ada_p: No Discriminator_loss: 0.000244445 Generator_loss: 0.494772
[INFO] 2020-09-16 03:10:24 > Start Evaluation (152000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:11:52 > F_8 score (Step: 152000, Using test images): 0.007597273571931133
[INFO] 2020-09-16 03:11:52 > F_1/8 score (Step: 152000, Using test images): 0.07725543034176027
[INFO] 2020-09-16 03:11:52 > FID score (Step: 152000, Using test moments): 237.33222370683774
[INFO] 2020-09-16 03:11:52 > Inception score (Step: 152000, 10000 generated images): 1.912637710571289
[INFO] 2020-09-16 03:11:52 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:11:52 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:11:56 > Step: 152100 Progress: 76.0% Elapsed: 3:31:10 temperature: no ada_p: No Discriminator_loss: 0.000429803 Generator_loss: 0.522679
[INFO] 2020-09-16 03:12:00 > Step: 152200 Progress: 76.1% Elapsed: 3:31:14 temperature: no ada_p: No Discriminator_loss: 0.00334487 Generator_loss: 0.440836
[INFO] 2020-09-16 03:12:04 > Step: 152300 Progress: 76.1% Elapsed: 3:31:18 temperature: no ada_p: No Discriminator_loss: 0.000779507 Generator_loss: 0.496298
[INFO] 2020-09-16 03:12:08 > Step: 152400 Progress: 76.2% Elapsed: 3:31:22 temperature: no ada_p: No Discriminator_loss: 0.000173844 Generator_loss: 0.510798
[INFO] 2020-09-16 03:12:11 > Step: 152500 Progress: 76.2% Elapsed: 3:31:26 temperature: no ada_p: No Discriminator_loss: 0.000175455 Generator_loss: 0.497553
[INFO] 2020-09-16 03:12:15 > Step: 152600 Progress: 76.3% Elapsed: 3:31:29 temperature: no ada_p: No Discriminator_loss: 0.000696007 Generator_loss: 0.525418
[INFO] 2020-09-16 03:12:19 > Step: 152700 Progress: 76.3% Elapsed: 3:31:34 temperature: no ada_p: No Discriminator_loss: 0.000375455 Generator_loss: 0.521692
[INFO] 2020-09-16 03:12:23 > Step: 152800 Progress: 76.4% Elapsed: 3:31:37 temperature: no ada_p: No Discriminator_loss: 0.00404005 Generator_loss: 0.426158
[INFO] 2020-09-16 03:12:27 > Step: 152900 Progress: 76.4% Elapsed: 3:31:41 temperature: no ada_p: No Discriminator_loss: 7.85739e-05 Generator_loss: 0.499884
[INFO] 2020-09-16 03:12:30 > Step: 153000 Progress: 76.5% Elapsed: 3:31:45 temperature: no ada_p: No Discriminator_loss: 0.000634054 Generator_loss: 0.499457
[INFO] 2020-09-16 03:12:34 > Step: 153100 Progress: 76.5% Elapsed: 3:31:49 temperature: no ada_p: No Discriminator_loss: 0.00011204 Generator_loss: 0.494617
[INFO] 2020-09-16 03:12:38 > Step: 153200 Progress: 76.6% Elapsed: 3:31:53 temperature: no ada_p: No Discriminator_loss: 0.000537953 Generator_loss: 0.49318
[INFO] 2020-09-16 03:12:42 > Step: 153300 Progress: 76.6% Elapsed: 3:31:56 temperature: no ada_p: No Discriminator_loss: 0.00107756 Generator_loss: 0.481941
[INFO] 2020-09-16 03:12:46 > Step: 153400 Progress: 76.7% Elapsed: 3:32:00 temperature: no ada_p: No Discriminator_loss: 0.00233439 Generator_loss: 0.538624
[INFO] 2020-09-16 03:12:50 > Step: 153500 Progress: 76.8% Elapsed: 3:32:04 temperature: no ada_p: No Discriminator_loss: 0.000321699 Generator_loss: 0.494617
[INFO] 2020-09-16 03:12:53 > Step: 153600 Progress: 76.8% Elapsed: 3:32:08 temperature: no ada_p: No Discriminator_loss: 0.00047815 Generator_loss: 0.52402
[INFO] 2020-09-16 03:12:57 > Step: 153700 Progress: 76.8% Elapsed: 3:32:12 temperature: no ada_p: No Discriminator_loss: 0.0052655 Generator_loss: 0.446599
[INFO] 2020-09-16 03:13:01 > Step: 153800 Progress: 76.9% Elapsed: 3:32:15 temperature: no ada_p: No Discriminator_loss: 0.000800508 Generator_loss: 0.465891
[INFO] 2020-09-16 03:13:05 > Step: 153900 Progress: 77.0% Elapsed: 3:32:20 temperature: no ada_p: No Discriminator_loss: 0.00041143 Generator_loss: 0.504606
[INFO] 2020-09-16 03:13:09 > Step: 154000 Progress: 77.0% Elapsed: 3:32:23 temperature: no ada_p: No Discriminator_loss: 0.00120999 Generator_loss: 0.530814
[INFO] 2020-09-16 03:13:09 > Start Evaluation (154000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:14:37 > F_8 score (Step: 154000, Using test images): 0.006465931219503369
[INFO] 2020-09-16 03:14:37 > F_1/8 score (Step: 154000, Using test images): 0.03979294055791238
[INFO] 2020-09-16 03:14:37 > FID score (Step: 154000, Using test moments): 275.5204886274465
[INFO] 2020-09-16 03:14:37 > Inception score (Step: 154000, 10000 generated images): 2.145047664642334
[INFO] 2020-09-16 03:14:37 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:14:37 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:14:41 > Step: 154100 Progress: 77.0% Elapsed: 3:33:56 temperature: no ada_p: No Discriminator_loss: 0.000862697 Generator_loss: 0.540844
[INFO] 2020-09-16 03:14:45 > Step: 154200 Progress: 77.1% Elapsed: 3:33:59 temperature: no ada_p: No Discriminator_loss: 0.000298517 Generator_loss: 0.483343
[INFO] 2020-09-16 03:14:49 > Step: 154300 Progress: 77.1% Elapsed: 3:34:04 temperature: no ada_p: No Discriminator_loss: 0.000248626 Generator_loss: 0.503891
[INFO] 2020-09-16 03:14:53 > Step: 154400 Progress: 77.2% Elapsed: 3:34:07 temperature: no ada_p: No Discriminator_loss: 9.45906e-05 Generator_loss: 0.519723
[INFO] 2020-09-16 03:14:57 > Step: 154500 Progress: 77.2% Elapsed: 3:34:11 temperature: no ada_p: No Discriminator_loss: 0.000434966 Generator_loss: 0.506555
[INFO] 2020-09-16 03:15:00 > Step: 154600 Progress: 77.3% Elapsed: 3:34:15 temperature: no ada_p: No Discriminator_loss: 0.000183653 Generator_loss: 0.492287
[INFO] 2020-09-16 03:15:04 > Step: 154700 Progress: 77.3% Elapsed: 3:34:19 temperature: no ada_p: No Discriminator_loss: 0.00039509 Generator_loss: 0.491071
[INFO] 2020-09-16 03:15:08 > Step: 154800 Progress: 77.4% Elapsed: 3:34:23 temperature: no ada_p: No Discriminator_loss: 0.000239664 Generator_loss: 0.503076
[INFO] 2020-09-16 03:15:12 > Step: 154900 Progress: 77.5% Elapsed: 3:34:26 temperature: no ada_p: No Discriminator_loss: 8.39754e-05 Generator_loss: 0.504897
[INFO] 2020-09-16 03:15:16 > Step: 155000 Progress: 77.5% Elapsed: 3:34:30 temperature: no ada_p: No Discriminator_loss: 0.00106674 Generator_loss: 0.499928
[INFO] 2020-09-16 03:15:20 > Step: 155100 Progress: 77.5% Elapsed: 3:34:34 temperature: no ada_p: No Discriminator_loss: 0.000616709 Generator_loss: 0.478461
[INFO] 2020-09-16 03:15:24 > Step: 155200 Progress: 77.6% Elapsed: 3:34:38 temperature: no ada_p: No Discriminator_loss: 0.000391872 Generator_loss: 0.501215
[INFO] 2020-09-16 03:15:27 > Step: 155300 Progress: 77.6% Elapsed: 3:34:42 temperature: no ada_p: No Discriminator_loss: 0.000217497 Generator_loss: 0.502765
[INFO] 2020-09-16 03:15:31 > Step: 155400 Progress: 77.7% Elapsed: 3:34:45 temperature: no ada_p: No Discriminator_loss: 7.65471e-05 Generator_loss: 0.488098
[INFO] 2020-09-16 03:15:35 > Step: 155500 Progress: 77.8% Elapsed: 3:34:50 temperature: no ada_p: No Discriminator_loss: 0.000221794 Generator_loss: 0.476247
[INFO] 2020-09-16 03:15:39 > Step: 155600 Progress: 77.8% Elapsed: 3:34:53 temperature: no ada_p: No Discriminator_loss: 0.000539713 Generator_loss: 0.472442
[INFO] 2020-09-16 03:15:43 > Step: 155700 Progress: 77.8% Elapsed: 3:34:57 temperature: no ada_p: No Discriminator_loss: 0.00130824 Generator_loss: 0.447986
[INFO] 2020-09-16 03:15:46 > Step: 155800 Progress: 77.9% Elapsed: 3:35:01 temperature: no ada_p: No Discriminator_loss: 0.000128331 Generator_loss: 0.511601
[INFO] 2020-09-16 03:15:50 > Step: 155900 Progress: 78.0% Elapsed: 3:35:05 temperature: no ada_p: No Discriminator_loss: 0.000152056 Generator_loss: 0.496274
[INFO] 2020-09-16 03:15:54 > Step: 156000 Progress: 78.0% Elapsed: 3:35:09 temperature: no ada_p: No Discriminator_loss: 0.00289162 Generator_loss: 0.554474
[INFO] 2020-09-16 03:15:54 > Start Evaluation (156000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:17:22 > F_8 score (Step: 156000, Using test images): 0.0006905572038018469
[INFO] 2020-09-16 03:17:22 > F_1/8 score (Step: 156000, Using test images): 0.034908401998481595
[INFO] 2020-09-16 03:17:22 > FID score (Step: 156000, Using test moments): 310.1617002936151
[INFO] 2020-09-16 03:17:22 > Inception score (Step: 156000, 10000 generated images): 1.5281044244766235
[INFO] 2020-09-16 03:17:22 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:17:22 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:17:25 > Step: 156100 Progress: 78.0% Elapsed: 3:36:40 temperature: no ada_p: No Discriminator_loss: 0.000234854 Generator_loss: 0.51091
[INFO] 2020-09-16 03:17:29 > Step: 156200 Progress: 78.1% Elapsed: 3:36:44 temperature: no ada_p: No Discriminator_loss: 0.053821 Generator_loss: 0.53347
[INFO] 2020-09-16 03:17:33 > Step: 156300 Progress: 78.1% Elapsed: 3:36:48 temperature: no ada_p: No Discriminator_loss: 0.000786038 Generator_loss: 0.507403
[INFO] 2020-09-16 03:17:37 > Step: 156400 Progress: 78.2% Elapsed: 3:36:51 temperature: no ada_p: No Discriminator_loss: 0.000108294 Generator_loss: 0.499191
[INFO] 2020-09-16 03:17:41 > Step: 156500 Progress: 78.2% Elapsed: 3:36:55 temperature: no ada_p: No Discriminator_loss: 0.00182837 Generator_loss: 0.506405
[INFO] 2020-09-16 03:17:45 > Step: 156600 Progress: 78.3% Elapsed: 3:36:59 temperature: no ada_p: No Discriminator_loss: 0.0001036 Generator_loss: 0.488443
[INFO] 2020-09-16 03:17:49 > Step: 156700 Progress: 78.3% Elapsed: 3:37:03 temperature: no ada_p: No Discriminator_loss: 0.00334284 Generator_loss: 0.380919
[INFO] 2020-09-16 03:17:53 > Step: 156800 Progress: 78.4% Elapsed: 3:37:07 temperature: no ada_p: No Discriminator_loss: 0.000397163 Generator_loss: 0.518086
[INFO] 2020-09-16 03:17:56 > Step: 156900 Progress: 78.5% Elapsed: 3:37:11 temperature: no ada_p: No Discriminator_loss: 0.000110774 Generator_loss: 0.502983
[INFO] 2020-09-16 03:18:00 > Step: 157000 Progress: 78.5% Elapsed: 3:37:15 temperature: no ada_p: No Discriminator_loss: 6.73028e-05 Generator_loss: 0.508909
[INFO] 2020-09-16 03:18:04 > Step: 157100 Progress: 78.5% Elapsed: 3:37:19 temperature: no ada_p: No Discriminator_loss: 0.000166151 Generator_loss: 0.487088
[INFO] 2020-09-16 03:18:08 > Step: 157200 Progress: 78.6% Elapsed: 3:37:22 temperature: no ada_p: No Discriminator_loss: 8.12567e-05 Generator_loss: 0.503352
[INFO] 2020-09-16 03:18:12 > Step: 157300 Progress: 78.6% Elapsed: 3:37:26 temperature: no ada_p: No Discriminator_loss: 0.000111888 Generator_loss: 0.49644
[INFO] 2020-09-16 03:18:16 > Step: 157400 Progress: 78.7% Elapsed: 3:37:30 temperature: no ada_p: No Discriminator_loss: 0.000498881 Generator_loss: 0.483315
[INFO] 2020-09-16 03:18:19 > Step: 157500 Progress: 78.8% Elapsed: 3:37:34 temperature: no ada_p: No Discriminator_loss: 0.000230846 Generator_loss: 0.505734
[INFO] 2020-09-16 03:18:23 > Step: 157600 Progress: 78.8% Elapsed: 3:37:38 temperature: no ada_p: No Discriminator_loss: 0.00015426 Generator_loss: 0.493611
[INFO] 2020-09-16 03:18:27 > Step: 157700 Progress: 78.8% Elapsed: 3:37:41 temperature: no ada_p: No Discriminator_loss: 0.00664253 Generator_loss: 0.410552
[INFO] 2020-09-16 03:18:31 > Step: 157800 Progress: 78.9% Elapsed: 3:37:46 temperature: no ada_p: No Discriminator_loss: 0.000893424 Generator_loss: 0.490179
[INFO] 2020-09-16 03:18:35 > Step: 157900 Progress: 79.0% Elapsed: 3:37:49 temperature: no ada_p: No Discriminator_loss: 0.00101844 Generator_loss: 0.508806
[INFO] 2020-09-16 03:18:39 > Step: 158000 Progress: 79.0% Elapsed: 3:37:53 temperature: no ada_p: No Discriminator_loss: 0.000408517 Generator_loss: 0.510909
[INFO] 2020-09-16 03:18:39 > Start Evaluation (158000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:20:07 > F_8 score (Step: 158000, Using test images): 0.00024373803549243466
[INFO] 2020-09-16 03:20:07 > F_1/8 score (Step: 158000, Using test images): 0.013850040343948466
[INFO] 2020-09-16 03:20:07 > FID score (Step: 158000, Using test moments): 270.2233140671809
[INFO] 2020-09-16 03:20:07 > Inception score (Step: 158000, 10000 generated images): 1.4295692443847656
[INFO] 2020-09-16 03:20:07 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:20:07 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:20:11 > Step: 158100 Progress: 79.0% Elapsed: 3:39:25 temperature: no ada_p: No Discriminator_loss: 0.000173032 Generator_loss: 0.501876
[INFO] 2020-09-16 03:20:15 > Step: 158200 Progress: 79.1% Elapsed: 3:39:30 temperature: no ada_p: No Discriminator_loss: 8.87685e-05 Generator_loss: 0.500056
[INFO] 2020-09-16 03:20:19 > Step: 158300 Progress: 79.1% Elapsed: 3:39:33 temperature: no ada_p: No Discriminator_loss: 0.000595879 Generator_loss: 0.498301
[INFO] 2020-09-16 03:20:23 > Step: 158400 Progress: 79.2% Elapsed: 3:39:37 temperature: no ada_p: No Discriminator_loss: 4.97733e-05 Generator_loss: 0.497037
[INFO] 2020-09-16 03:20:26 > Step: 158500 Progress: 79.2% Elapsed: 3:39:41 temperature: no ada_p: No Discriminator_loss: 0.00010435 Generator_loss: 0.48982
[INFO] 2020-09-16 03:20:31 > Step: 158600 Progress: 79.3% Elapsed: 3:39:45 temperature: no ada_p: No Discriminator_loss: 0.00087164 Generator_loss: 0.498623
[INFO] 2020-09-16 03:20:34 > Step: 158700 Progress: 79.3% Elapsed: 3:39:49 temperature: no ada_p: No Discriminator_loss: 0.000129359 Generator_loss: 0.502334
[INFO] 2020-09-16 03:20:38 > Step: 158800 Progress: 79.4% Elapsed: 3:39:53 temperature: no ada_p: No Discriminator_loss: 0.000313217 Generator_loss: 0.510342
[INFO] 2020-09-16 03:20:42 > Step: 158900 Progress: 79.5% Elapsed: 3:39:56 temperature: no ada_p: No Discriminator_loss: 7.60506e-05 Generator_loss: 0.500523
[INFO] 2020-09-16 03:20:46 > Step: 159000 Progress: 79.5% Elapsed: 3:40:01 temperature: no ada_p: No Discriminator_loss: 3.64526e-05 Generator_loss: 0.505835
[INFO] 2020-09-16 03:20:50 > Step: 159100 Progress: 79.5% Elapsed: 3:40:04 temperature: no ada_p: No Discriminator_loss: 0.000578537 Generator_loss: 0.512807
[INFO] 2020-09-16 03:20:53 > Step: 159200 Progress: 79.6% Elapsed: 3:40:08 temperature: no ada_p: No Discriminator_loss: 0.011686 Generator_loss: 0.371128
[INFO] 2020-09-16 03:20:57 > Step: 159300 Progress: 79.7% Elapsed: 3:40:12 temperature: no ada_p: No Discriminator_loss: 0.000281918 Generator_loss: 0.492512
[INFO] 2020-09-16 03:21:01 > Step: 159400 Progress: 79.7% Elapsed: 3:40:16 temperature: no ada_p: No Discriminator_loss: 0.000158754 Generator_loss: 0.514641
[INFO] 2020-09-16 03:21:05 > Step: 159500 Progress: 79.8% Elapsed: 3:40:20 temperature: no ada_p: No Discriminator_loss: 0.000245932 Generator_loss: 0.485014
[INFO] 2020-09-16 03:21:09 > Step: 159600 Progress: 79.8% Elapsed: 3:40:23 temperature: no ada_p: No Discriminator_loss: 0.000203717 Generator_loss: 0.486848
[INFO] 2020-09-16 03:21:13 > Step: 159700 Progress: 79.8% Elapsed: 3:40:27 temperature: no ada_p: No Discriminator_loss: 0.00582716 Generator_loss: 0.596077
[INFO] 2020-09-16 03:21:17 > Step: 159800 Progress: 79.9% Elapsed: 3:40:31 temperature: no ada_p: No Discriminator_loss: 0.000101323 Generator_loss: 0.503822
[INFO] 2020-09-16 03:21:20 > Step: 159900 Progress: 80.0% Elapsed: 3:40:35 temperature: no ada_p: No Discriminator_loss: 5.1638e-05 Generator_loss: 0.493562
[INFO] 2020-09-16 03:21:24 > Step: 160000 Progress: 80.0% Elapsed: 3:40:39 temperature: no ada_p: No Discriminator_loss: 0.0160391 Generator_loss: 0.459619
[INFO] 2020-09-16 03:21:24 > Start Evaluation (160000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:22:52 > F_8 score (Step: 160000, Using test images): 0.01839526689073335
[INFO] 2020-09-16 03:22:52 > F_1/8 score (Step: 160000, Using test images): 0.06685140862170307
[INFO] 2020-09-16 03:22:52 > FID score (Step: 160000, Using test moments): 239.95907379906788
[INFO] 2020-09-16 03:22:52 > Inception score (Step: 160000, 10000 generated images): 2.19503116607666
[INFO] 2020-09-16 03:22:52 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:22:52 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:22:56 > Step: 160100 Progress: 80.0% Elapsed: 3:42:11 temperature: no ada_p: No Discriminator_loss: 0.000345305 Generator_loss: 0.517194
[INFO] 2020-09-16 03:23:00 > Step: 160200 Progress: 80.1% Elapsed: 3:42:15 temperature: no ada_p: No Discriminator_loss: 0.00272493 Generator_loss: 0.543957
[INFO] 2020-09-16 03:23:04 > Step: 160300 Progress: 80.2% Elapsed: 3:42:18 temperature: no ada_p: No Discriminator_loss: 0.00229862 Generator_loss: 0.485484
[INFO] 2020-09-16 03:23:08 > Step: 160400 Progress: 80.2% Elapsed: 3:42:22 temperature: no ada_p: No Discriminator_loss: 0.000291832 Generator_loss: 0.499288
[INFO] 2020-09-16 03:23:12 > Step: 160500 Progress: 80.2% Elapsed: 3:42:26 temperature: no ada_p: No Discriminator_loss: 0.000207346 Generator_loss: 0.50995
[INFO] 2020-09-16 03:23:16 > Step: 160600 Progress: 80.3% Elapsed: 3:42:30 temperature: no ada_p: No Discriminator_loss: 7.5335e-05 Generator_loss: 0.486329
[INFO] 2020-09-16 03:23:19 > Step: 160700 Progress: 80.3% Elapsed: 3:42:34 temperature: no ada_p: No Discriminator_loss: 0.000781948 Generator_loss: 0.500901
[INFO] 2020-09-16 03:23:23 > Step: 160800 Progress: 80.4% Elapsed: 3:42:37 temperature: no ada_p: No Discriminator_loss: 0.00422692 Generator_loss: 0.450256
[INFO] 2020-09-16 03:23:27 > Step: 160900 Progress: 80.5% Elapsed: 3:42:42 temperature: no ada_p: No Discriminator_loss: 0.000526065 Generator_loss: 0.484445
[INFO] 2020-09-16 03:23:31 > Step: 161000 Progress: 80.5% Elapsed: 3:42:45 temperature: no ada_p: No Discriminator_loss: 0.000470066 Generator_loss: 0.492077
[INFO] 2020-09-16 03:23:35 > Step: 161100 Progress: 80.5% Elapsed: 3:42:49 temperature: no ada_p: No Discriminator_loss: 0.000444056 Generator_loss: 0.491694
[INFO] 2020-09-16 03:23:38 > Step: 161200 Progress: 80.6% Elapsed: 3:42:53 temperature: no ada_p: No Discriminator_loss: 0.00381974 Generator_loss: 0.422328
[INFO] 2020-09-16 03:23:42 > Step: 161300 Progress: 80.7% Elapsed: 3:42:57 temperature: no ada_p: No Discriminator_loss: 7.9064e-05 Generator_loss: 0.510795
[INFO] 2020-09-16 03:23:46 > Step: 161400 Progress: 80.7% Elapsed: 3:43:01 temperature: no ada_p: No Discriminator_loss: 4.30352e-05 Generator_loss: 0.499605
[INFO] 2020-09-16 03:23:50 > Step: 161500 Progress: 80.8% Elapsed: 3:43:04 temperature: no ada_p: No Discriminator_loss: 5.51896e-05 Generator_loss: 0.504655
[INFO] 2020-09-16 03:23:54 > Step: 161600 Progress: 80.8% Elapsed: 3:43:08 temperature: no ada_p: No Discriminator_loss: 0.00011897 Generator_loss: 0.502225
[INFO] 2020-09-16 03:23:58 > Step: 161700 Progress: 80.8% Elapsed: 3:43:12 temperature: no ada_p: No Discriminator_loss: 4.48095e-05 Generator_loss: 0.494285
[INFO] 2020-09-16 03:24:02 > Step: 161800 Progress: 80.9% Elapsed: 3:43:16 temperature: no ada_p: No Discriminator_loss: 0.000201622 Generator_loss: 0.497236
[INFO] 2020-09-16 03:24:05 > Step: 161900 Progress: 81.0% Elapsed: 3:43:20 temperature: no ada_p: No Discriminator_loss: 0.000110868 Generator_loss: 0.484338
[INFO] 2020-09-16 03:24:09 > Step: 162000 Progress: 81.0% Elapsed: 3:43:24 temperature: no ada_p: No Discriminator_loss: 9.03464e-05 Generator_loss: 0.507049
[INFO] 2020-09-16 03:24:09 > Start Evaluation (162000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:25:38 > F_8 score (Step: 162000, Using test images): 0.0007210867709706592
[INFO] 2020-09-16 03:25:38 > F_1/8 score (Step: 162000, Using test images): 0.03510663536368486
[INFO] 2020-09-16 03:25:38 > FID score (Step: 162000, Using test moments): 285.67474863205507
[INFO] 2020-09-16 03:25:38 > Inception score (Step: 162000, 10000 generated images): 1.5543088912963867
[INFO] 2020-09-16 03:25:38 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:25:38 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:25:42 > Step: 162100 Progress: 81.0% Elapsed: 3:44:57 temperature: no ada_p: No Discriminator_loss: 5.97153e-05 Generator_loss: 0.505046
[INFO] 2020-09-16 03:25:46 > Step: 162200 Progress: 81.1% Elapsed: 3:45:00 temperature: no ada_p: No Discriminator_loss: 0.00014054 Generator_loss: 0.521749
[INFO] 2020-09-16 03:25:50 > Step: 162300 Progress: 81.2% Elapsed: 3:45:04 temperature: no ada_p: No Discriminator_loss: 0.000594005 Generator_loss: 0.476267
[INFO] 2020-09-16 03:25:53 > Step: 162400 Progress: 81.2% Elapsed: 3:45:08 temperature: no ada_p: No Discriminator_loss: 6.70104e-05 Generator_loss: 0.509629
[INFO] 2020-09-16 03:25:58 > Step: 162500 Progress: 81.2% Elapsed: 3:45:12 temperature: no ada_p: No Discriminator_loss: 0.000189741 Generator_loss: 0.486417
[INFO] 2020-09-16 03:26:01 > Step: 162600 Progress: 81.3% Elapsed: 3:45:16 temperature: no ada_p: No Discriminator_loss: 0.000244852 Generator_loss: 0.512699
[INFO] 2020-09-16 03:26:05 > Step: 162700 Progress: 81.3% Elapsed: 3:45:19 temperature: no ada_p: No Discriminator_loss: 0.000498179 Generator_loss: 0.493608
[INFO] 2020-09-16 03:26:09 > Step: 162800 Progress: 81.4% Elapsed: 3:45:23 temperature: no ada_p: No Discriminator_loss: 6.18841e-05 Generator_loss: 0.498561
[INFO] 2020-09-16 03:26:13 > Step: 162900 Progress: 81.5% Elapsed: 3:45:27 temperature: no ada_p: No Discriminator_loss: 0.000117844 Generator_loss: 0.501772
[INFO] 2020-09-16 03:26:17 > Step: 163000 Progress: 81.5% Elapsed: 3:45:31 temperature: no ada_p: No Discriminator_loss: 9.23153e-05 Generator_loss: 0.501617
[INFO] 2020-09-16 03:26:20 > Step: 163100 Progress: 81.5% Elapsed: 3:45:35 temperature: no ada_p: No Discriminator_loss: 0.000245633 Generator_loss: 0.49323
[INFO] 2020-09-16 03:26:24 > Step: 163200 Progress: 81.6% Elapsed: 3:45:39 temperature: no ada_p: No Discriminator_loss: 0.000545321 Generator_loss: 0.508082
[INFO] 2020-09-16 03:26:28 > Step: 163300 Progress: 81.7% Elapsed: 3:45:43 temperature: no ada_p: No Discriminator_loss: 0.00229322 Generator_loss: 0.470354
[INFO] 2020-09-16 03:26:32 > Step: 163400 Progress: 81.7% Elapsed: 3:45:46 temperature: no ada_p: No Discriminator_loss: 0.0129077 Generator_loss: 0.499365
[INFO] 2020-09-16 03:26:36 > Step: 163500 Progress: 81.8% Elapsed: 3:45:50 temperature: no ada_p: No Discriminator_loss: 0.0104613 Generator_loss: 0.50351
[INFO] 2020-09-16 03:26:39 > Step: 163600 Progress: 81.8% Elapsed: 3:45:54 temperature: no ada_p: No Discriminator_loss: 0.00532841 Generator_loss: 0.679601
[INFO] 2020-09-16 03:26:44 > Step: 163700 Progress: 81.8% Elapsed: 3:45:58 temperature: no ada_p: No Discriminator_loss: 0.00696201 Generator_loss: 0.687336
[INFO] 2020-09-16 03:26:47 > Step: 163800 Progress: 81.9% Elapsed: 3:46:02 temperature: no ada_p: No Discriminator_loss: 0.00627845 Generator_loss: 0.639594
[INFO] 2020-09-16 03:26:51 > Step: 163900 Progress: 82.0% Elapsed: 3:46:06 temperature: no ada_p: No Discriminator_loss: 0.00942876 Generator_loss: 0.605782
[INFO] 2020-09-16 03:26:55 > Step: 164000 Progress: 82.0% Elapsed: 3:46:09 temperature: no ada_p: No Discriminator_loss: 0.00201879 Generator_loss: 0.528942
[INFO] 2020-09-16 03:26:55 > Start Evaluation (164000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:28:25 > F_8 score (Step: 164000, Using test images): 0.0910175101988836
[INFO] 2020-09-16 03:28:25 > F_1/8 score (Step: 164000, Using test images): 0.22207603537431234
[INFO] 2020-09-16 03:28:25 > FID score (Step: 164000, Using test moments): 179.79020176315765
[INFO] 2020-09-16 03:28:25 > Inception score (Step: 164000, 10000 generated images): 3.168696880340576
[INFO] 2020-09-16 03:28:25 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:28:25 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:28:29 > Step: 164100 Progress: 82.0% Elapsed: 3:47:43 temperature: no ada_p: No Discriminator_loss: 0.0345414 Generator_loss: 0.627173
[INFO] 2020-09-16 03:28:33 > Step: 164200 Progress: 82.1% Elapsed: 3:47:47 temperature: no ada_p: No Discriminator_loss: 0.000822326 Generator_loss: 0.496215
[INFO] 2020-09-16 03:28:36 > Step: 164300 Progress: 82.2% Elapsed: 3:47:51 temperature: no ada_p: No Discriminator_loss: 0.0011716 Generator_loss: 0.467956
[INFO] 2020-09-16 03:28:40 > Step: 164400 Progress: 82.2% Elapsed: 3:47:54 temperature: no ada_p: No Discriminator_loss: 0.000850391 Generator_loss: 0.514514
[INFO] 2020-09-16 03:28:44 > Step: 164500 Progress: 82.2% Elapsed: 3:47:59 temperature: no ada_p: No Discriminator_loss: 0.000284735 Generator_loss: 0.503715
[INFO] 2020-09-16 03:28:48 > Step: 164600 Progress: 82.3% Elapsed: 3:48:02 temperature: no ada_p: No Discriminator_loss: 0.000237763 Generator_loss: 0.492377
[INFO] 2020-09-16 03:28:52 > Step: 164700 Progress: 82.3% Elapsed: 3:48:06 temperature: no ada_p: No Discriminator_loss: 0.00385681 Generator_loss: 0.457652
[INFO] 2020-09-16 03:28:56 > Step: 164800 Progress: 82.4% Elapsed: 3:48:10 temperature: no ada_p: No Discriminator_loss: 0.00103042 Generator_loss: 0.511259
[INFO] 2020-09-16 03:28:59 > Step: 164900 Progress: 82.5% Elapsed: 3:48:14 temperature: no ada_p: No Discriminator_loss: 0.00648001 Generator_loss: 0.468203
[INFO] 2020-09-16 03:29:03 > Step: 165000 Progress: 82.5% Elapsed: 3:48:18 temperature: no ada_p: No Discriminator_loss: 0.000245606 Generator_loss: 0.517251
[INFO] 2020-09-16 03:29:07 > Step: 165100 Progress: 82.5% Elapsed: 3:48:21 temperature: no ada_p: No Discriminator_loss: 0.000395219 Generator_loss: 0.50722
[INFO] 2020-09-16 03:29:11 > Step: 165200 Progress: 82.6% Elapsed: 3:48:26 temperature: no ada_p: No Discriminator_loss: 0.00026682 Generator_loss: 0.499868
[INFO] 2020-09-16 03:29:15 > Step: 165300 Progress: 82.7% Elapsed: 3:48:29 temperature: no ada_p: No Discriminator_loss: 0.000422348 Generator_loss: 0.486084
[INFO] 2020-09-16 03:29:19 > Step: 165400 Progress: 82.7% Elapsed: 3:48:33 temperature: no ada_p: No Discriminator_loss: 0.00028766 Generator_loss: 0.498366
[INFO] 2020-09-16 03:29:22 > Step: 165500 Progress: 82.8% Elapsed: 3:48:37 temperature: no ada_p: No Discriminator_loss: 0.000541419 Generator_loss: 0.499036
[INFO] 2020-09-16 03:29:26 > Step: 165600 Progress: 82.8% Elapsed: 3:48:41 temperature: no ada_p: No Discriminator_loss: 0.000583574 Generator_loss: 0.504879
[INFO] 2020-09-16 03:29:30 > Step: 165700 Progress: 82.8% Elapsed: 3:48:45 temperature: no ada_p: No Discriminator_loss: 0.00232499 Generator_loss: 0.464712
[INFO] 2020-09-16 03:29:34 > Step: 165800 Progress: 82.9% Elapsed: 3:48:48 temperature: no ada_p: No Discriminator_loss: 8.01888e-05 Generator_loss: 0.499766
[INFO] 2020-09-16 03:29:38 > Step: 165900 Progress: 83.0% Elapsed: 3:48:52 temperature: no ada_p: No Discriminator_loss: 0.000401527 Generator_loss: 0.523653
[INFO] 2020-09-16 03:29:42 > Step: 166000 Progress: 83.0% Elapsed: 3:48:56 temperature: no ada_p: No Discriminator_loss: 0.000256596 Generator_loss: 0.493353
[INFO] 2020-09-16 03:29:42 > Start Evaluation (166000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:31:10 > F_8 score (Step: 166000, Using test images): 0.004141817971637261
[INFO] 2020-09-16 03:31:10 > F_1/8 score (Step: 166000, Using test images): 0.11326557678733895
[INFO] 2020-09-16 03:31:10 > FID score (Step: 166000, Using test moments): 271.5649357112676
[INFO] 2020-09-16 03:31:10 > Inception score (Step: 166000, 10000 generated images): 1.6564308404922485
[INFO] 2020-09-16 03:31:10 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:31:10 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:31:13 > Step: 166100 Progress: 83.0% Elapsed: 3:50:28 temperature: no ada_p: No Discriminator_loss: 0.000423726 Generator_loss: 0.506972
[INFO] 2020-09-16 03:31:17 > Step: 166200 Progress: 83.1% Elapsed: 3:50:32 temperature: no ada_p: No Discriminator_loss: 0.000174525 Generator_loss: 0.504296
[INFO] 2020-09-16 03:31:21 > Step: 166300 Progress: 83.2% Elapsed: 3:50:35 temperature: no ada_p: No Discriminator_loss: 0.000230773 Generator_loss: 0.488904
[INFO] 2020-09-16 03:31:25 > Step: 166400 Progress: 83.2% Elapsed: 3:50:39 temperature: no ada_p: No Discriminator_loss: 0.00106165 Generator_loss: 0.485654
[INFO] 2020-09-16 03:31:29 > Step: 166500 Progress: 83.2% Elapsed: 3:50:43 temperature: no ada_p: No Discriminator_loss: 0.000681543 Generator_loss: 0.482304
[INFO] 2020-09-16 03:31:32 > Step: 166600 Progress: 83.3% Elapsed: 3:50:47 temperature: no ada_p: No Discriminator_loss: 7.5283e-05 Generator_loss: 0.506113
[INFO] 2020-09-16 03:31:36 > Step: 166700 Progress: 83.4% Elapsed: 3:50:51 temperature: no ada_p: No Discriminator_loss: 7.96197e-05 Generator_loss: 0.496432
[INFO] 2020-09-16 03:31:40 > Step: 166800 Progress: 83.4% Elapsed: 3:50:55 temperature: no ada_p: No Discriminator_loss: 0.00131131 Generator_loss: 0.525913
[INFO] 2020-09-16 03:31:44 > Step: 166900 Progress: 83.5% Elapsed: 3:50:59 temperature: no ada_p: No Discriminator_loss: 0.000187449 Generator_loss: 0.497598
[INFO] 2020-09-16 03:31:48 > Step: 167000 Progress: 83.5% Elapsed: 3:51:02 temperature: no ada_p: No Discriminator_loss: 0.000576347 Generator_loss: 0.47604
[INFO] 2020-09-16 03:31:52 > Step: 167100 Progress: 83.5% Elapsed: 3:51:06 temperature: no ada_p: No Discriminator_loss: 0.000340349 Generator_loss: 0.517373
[INFO] 2020-09-16 03:31:56 > Step: 167200 Progress: 83.6% Elapsed: 3:51:10 temperature: no ada_p: No Discriminator_loss: 0.000275173 Generator_loss: 0.504067
[INFO] 2020-09-16 03:31:59 > Step: 167300 Progress: 83.7% Elapsed: 3:51:14 temperature: no ada_p: No Discriminator_loss: 0.000740591 Generator_loss: 0.489247
[INFO] 2020-09-16 03:32:03 > Step: 167400 Progress: 83.7% Elapsed: 3:51:18 temperature: no ada_p: No Discriminator_loss: 0.000492804 Generator_loss: 0.49301
[INFO] 2020-09-16 03:32:07 > Step: 167500 Progress: 83.8% Elapsed: 3:51:21 temperature: no ada_p: No Discriminator_loss: 0.000162128 Generator_loss: 0.497006
[INFO] 2020-09-16 03:32:11 > Step: 167600 Progress: 83.8% Elapsed: 3:51:26 temperature: no ada_p: No Discriminator_loss: 4.62515e-05 Generator_loss: 0.511138
[INFO] 2020-09-16 03:32:15 > Step: 167700 Progress: 83.9% Elapsed: 3:51:29 temperature: no ada_p: No Discriminator_loss: 0.000378638 Generator_loss: 0.516365
[INFO] 2020-09-16 03:32:19 > Step: 167800 Progress: 83.9% Elapsed: 3:51:33 temperature: no ada_p: No Discriminator_loss: 0.000374872 Generator_loss: 0.520294
[INFO] 2020-09-16 03:32:22 > Step: 167900 Progress: 84.0% Elapsed: 3:51:37 temperature: no ada_p: No Discriminator_loss: 0.000535027 Generator_loss: 0.493387
[INFO] 2020-09-16 03:32:26 > Step: 168000 Progress: 84.0% Elapsed: 3:51:41 temperature: no ada_p: No Discriminator_loss: 0.00411548 Generator_loss: 0.531188
[INFO] 2020-09-16 03:32:26 > Start Evaluation (168000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:33:55 > F_8 score (Step: 168000, Using test images): 0.0003350822276488953
[INFO] 2020-09-16 03:33:55 > F_1/8 score (Step: 168000, Using test images): 0.014005350825941433
[INFO] 2020-09-16 03:33:55 > FID score (Step: 168000, Using test moments): 311.650824939214
[INFO] 2020-09-16 03:33:55 > Inception score (Step: 168000, 10000 generated images): 1.7458018064498901
[INFO] 2020-09-16 03:33:55 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:33:55 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:33:59 > Step: 168100 Progress: 84.0% Elapsed: 3:53:13 temperature: no ada_p: No Discriminator_loss: 0.000148352 Generator_loss: 0.487435
[INFO] 2020-09-16 03:34:02 > Step: 168200 Progress: 84.1% Elapsed: 3:53:17 temperature: no ada_p: No Discriminator_loss: 8.78831e-05 Generator_loss: 0.505038
[INFO] 2020-09-16 03:34:06 > Step: 168300 Progress: 84.2% Elapsed: 3:53:21 temperature: no ada_p: No Discriminator_loss: 0.000518735 Generator_loss: 0.491756
[INFO] 2020-09-16 03:34:10 > Step: 168400 Progress: 84.2% Elapsed: 3:53:25 temperature: no ada_p: No Discriminator_loss: 0.00377929 Generator_loss: 0.465636
[INFO] 2020-09-16 03:34:14 > Step: 168500 Progress: 84.2% Elapsed: 3:53:28 temperature: no ada_p: No Discriminator_loss: 7.54569e-05 Generator_loss: 0.49933
[INFO] 2020-09-16 03:34:18 > Step: 168600 Progress: 84.3% Elapsed: 3:53:32 temperature: no ada_p: No Discriminator_loss: 2.71961e-05 Generator_loss: 0.507127
[INFO] 2020-09-16 03:34:22 > Step: 168700 Progress: 84.4% Elapsed: 3:53:36 temperature: no ada_p: No Discriminator_loss: 7.63346e-05 Generator_loss: 0.48993
[INFO] 2020-09-16 03:34:26 > Step: 168800 Progress: 84.4% Elapsed: 3:53:40 temperature: no ada_p: No Discriminator_loss: 0.000160472 Generator_loss: 0.489282
[INFO] 2020-09-16 03:34:29 > Step: 168900 Progress: 84.5% Elapsed: 3:53:44 temperature: no ada_p: No Discriminator_loss: 0.000421175 Generator_loss: 0.498321
[INFO] 2020-09-16 03:34:33 > Step: 169000 Progress: 84.5% Elapsed: 3:53:48 temperature: no ada_p: No Discriminator_loss: 5.72957e-05 Generator_loss: 0.505253
[INFO] 2020-09-16 03:34:37 > Step: 169100 Progress: 84.5% Elapsed: 3:53:52 temperature: no ada_p: No Discriminator_loss: 9.84651e-05 Generator_loss: 0.485866
[INFO] 2020-09-16 03:34:41 > Step: 169200 Progress: 84.6% Elapsed: 3:53:55 temperature: no ada_p: No Discriminator_loss: 0.000220435 Generator_loss: 0.479357
[INFO] 2020-09-16 03:34:45 > Step: 169300 Progress: 84.7% Elapsed: 3:53:59 temperature: no ada_p: No Discriminator_loss: 7.39592e-05 Generator_loss: 0.49536
[INFO] 2020-09-16 03:34:48 > Step: 169400 Progress: 84.7% Elapsed: 3:54:03 temperature: no ada_p: No Discriminator_loss: 5.36674e-05 Generator_loss: 0.491024
[INFO] 2020-09-16 03:34:52 > Step: 169500 Progress: 84.8% Elapsed: 3:54:07 temperature: no ada_p: No Discriminator_loss: 0.000291733 Generator_loss: 0.491171
[INFO] 2020-09-16 03:34:56 > Step: 169600 Progress: 84.8% Elapsed: 3:54:11 temperature: no ada_p: No Discriminator_loss: 0.000612981 Generator_loss: 0.482708
[INFO] 2020-09-16 03:35:00 > Step: 169700 Progress: 84.9% Elapsed: 3:54:14 temperature: no ada_p: No Discriminator_loss: 0.000251661 Generator_loss: 0.508029
[INFO] 2020-09-16 03:35:04 > Step: 169800 Progress: 84.9% Elapsed: 3:54:18 temperature: no ada_p: No Discriminator_loss: 0.000509227 Generator_loss: 0.512044
[INFO] 2020-09-16 03:35:08 > Step: 169900 Progress: 85.0% Elapsed: 3:54:22 temperature: no ada_p: No Discriminator_loss: 5.83513e-05 Generator_loss: 0.496055
[INFO] 2020-09-16 03:35:12 > Step: 170000 Progress: 85.0% Elapsed: 3:54:26 temperature: no ada_p: No Discriminator_loss: 0.00106646 Generator_loss: 0.483782
[INFO] 2020-09-16 03:35:12 > Start Evaluation (170000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:36:40 > F_8 score (Step: 170000, Using test images): 0.002020151412612555
[INFO] 2020-09-16 03:36:40 > F_1/8 score (Step: 170000, Using test images): 0.06240955458695871
[INFO] 2020-09-16 03:36:40 > FID score (Step: 170000, Using test moments): 286.4696895845292
[INFO] 2020-09-16 03:36:40 > Inception score (Step: 170000, 10000 generated images): 1.7262377738952637
[INFO] 2020-09-16 03:36:40 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:36:40 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:36:44 > Step: 170100 Progress: 85.0% Elapsed: 3:55:58 temperature: no ada_p: No Discriminator_loss: 2.09995e-05 Generator_loss: 0.506729
[INFO] 2020-09-16 03:36:48 > Step: 170200 Progress: 85.1% Elapsed: 3:56:02 temperature: no ada_p: No Discriminator_loss: 0.000484024 Generator_loss: 0.509889
[INFO] 2020-09-16 03:36:52 > Step: 170300 Progress: 85.2% Elapsed: 3:56:06 temperature: no ada_p: No Discriminator_loss: 6.98748e-05 Generator_loss: 0.500096
[INFO] 2020-09-16 03:36:55 > Step: 170400 Progress: 85.2% Elapsed: 3:56:10 temperature: no ada_p: No Discriminator_loss: 4.56077e-05 Generator_loss: 0.502135
[INFO] 2020-09-16 03:36:59 > Step: 170500 Progress: 85.2% Elapsed: 3:56:14 temperature: no ada_p: No Discriminator_loss: 0.000105008 Generator_loss: 0.506175
[INFO] 2020-09-16 03:37:03 > Step: 170600 Progress: 85.3% Elapsed: 3:56:17 temperature: no ada_p: No Discriminator_loss: 4.27201e-05 Generator_loss: 0.496261
[INFO] 2020-09-16 03:37:07 > Step: 170700 Progress: 85.4% Elapsed: 3:56:22 temperature: no ada_p: No Discriminator_loss: 4.32499e-05 Generator_loss: 0.498972
[INFO] 2020-09-16 03:37:11 > Step: 170800 Progress: 85.4% Elapsed: 3:56:25 temperature: no ada_p: No Discriminator_loss: 0.000226063 Generator_loss: 0.510694
[INFO] 2020-09-16 03:37:15 > Step: 170900 Progress: 85.5% Elapsed: 3:56:29 temperature: no ada_p: No Discriminator_loss: 0.000131019 Generator_loss: 0.49732
[INFO] 2020-09-16 03:37:18 > Step: 171000 Progress: 85.5% Elapsed: 3:56:33 temperature: no ada_p: No Discriminator_loss: 0.000311244 Generator_loss: 0.506754
[INFO] 2020-09-16 03:37:22 > Step: 171100 Progress: 85.5% Elapsed: 3:56:37 temperature: no ada_p: No Discriminator_loss: 0.00128598 Generator_loss: 0.495446
[INFO] 2020-09-16 03:37:26 > Step: 171200 Progress: 85.6% Elapsed: 3:56:41 temperature: no ada_p: No Discriminator_loss: 0.00147519 Generator_loss: 0.485551
[INFO] 2020-09-16 03:37:30 > Step: 171300 Progress: 85.7% Elapsed: 3:56:44 temperature: no ada_p: No Discriminator_loss: 0.000374455 Generator_loss: 0.48206
[INFO] 2020-09-16 03:37:34 > Step: 171400 Progress: 85.7% Elapsed: 3:56:48 temperature: no ada_p: No Discriminator_loss: 0.00623432 Generator_loss: 0.553303
[INFO] 2020-09-16 03:37:38 > Step: 171500 Progress: 85.8% Elapsed: 3:56:52 temperature: no ada_p: No Discriminator_loss: 0.00494663 Generator_loss: 0.483858
[INFO] 2020-09-16 03:37:42 > Step: 171600 Progress: 85.8% Elapsed: 3:56:56 temperature: no ada_p: No Discriminator_loss: 0.00528162 Generator_loss: 0.475824
[INFO] 2020-09-16 03:37:45 > Step: 171700 Progress: 85.9% Elapsed: 3:57:00 temperature: no ada_p: No Discriminator_loss: 0.00278311 Generator_loss: 0.528624
[INFO] 2020-09-16 03:37:49 > Step: 171800 Progress: 85.9% Elapsed: 3:57:03 temperature: no ada_p: No Discriminator_loss: 0.000873214 Generator_loss: 0.481103
[INFO] 2020-09-16 03:37:53 > Step: 171900 Progress: 86.0% Elapsed: 3:57:08 temperature: no ada_p: No Discriminator_loss: 0.00184564 Generator_loss: 0.497298
[INFO] 2020-09-16 03:37:57 > Step: 172000 Progress: 86.0% Elapsed: 3:57:11 temperature: no ada_p: No Discriminator_loss: 0.00237877 Generator_loss: 0.515363
[INFO] 2020-09-16 03:37:57 > Start Evaluation (172000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:39:26 > F_8 score (Step: 172000, Using test images): 0.027973989141863085
[INFO] 2020-09-16 03:39:26 > F_1/8 score (Step: 172000, Using test images): 0.11459406229365153
[INFO] 2020-09-16 03:39:26 > FID score (Step: 172000, Using test moments): 203.6523558224073
[INFO] 2020-09-16 03:39:26 > Inception score (Step: 172000, 10000 generated images): 2.86506724357605
[INFO] 2020-09-16 03:39:26 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:39:26 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:39:30 > Step: 172100 Progress: 86.1% Elapsed: 3:58:44 temperature: no ada_p: No Discriminator_loss: 0.0006125 Generator_loss: 0.472121
[INFO] 2020-09-16 03:39:33 > Step: 172200 Progress: 86.1% Elapsed: 3:58:48 temperature: no ada_p: No Discriminator_loss: 0.00271649 Generator_loss: 0.455343
[INFO] 2020-09-16 03:39:38 > Step: 172300 Progress: 86.2% Elapsed: 3:58:52 temperature: no ada_p: No Discriminator_loss: 0.000489879 Generator_loss: 0.47414
[INFO] 2020-09-16 03:39:41 > Step: 172400 Progress: 86.2% Elapsed: 3:58:56 temperature: no ada_p: No Discriminator_loss: 0.00024236 Generator_loss: 0.501757
[INFO] 2020-09-16 03:39:45 > Step: 172500 Progress: 86.2% Elapsed: 3:59:00 temperature: no ada_p: No Discriminator_loss: 0.000751573 Generator_loss: 0.494465
[INFO] 2020-09-16 03:39:49 > Step: 172600 Progress: 86.3% Elapsed: 3:59:03 temperature: no ada_p: No Discriminator_loss: 0.000130094 Generator_loss: 0.483758
[INFO] 2020-09-16 03:39:53 > Step: 172700 Progress: 86.4% Elapsed: 3:59:07 temperature: no ada_p: No Discriminator_loss: 0.000263752 Generator_loss: 0.490366
[INFO] 2020-09-16 03:39:57 > Step: 172800 Progress: 86.4% Elapsed: 3:59:11 temperature: no ada_p: No Discriminator_loss: 0.000185513 Generator_loss: 0.491861
[INFO] 2020-09-16 03:40:00 > Step: 172900 Progress: 86.5% Elapsed: 3:59:15 temperature: no ada_p: No Discriminator_loss: 7.07433e-05 Generator_loss: 0.49846
[INFO] 2020-09-16 03:40:04 > Step: 173000 Progress: 86.5% Elapsed: 3:59:19 temperature: no ada_p: No Discriminator_loss: 0.00026864 Generator_loss: 0.498429
[INFO] 2020-09-16 03:40:08 > Step: 173100 Progress: 86.6% Elapsed: 3:59:23 temperature: no ada_p: No Discriminator_loss: 0.00010794 Generator_loss: 0.508474
[INFO] 2020-09-16 03:40:12 > Step: 173200 Progress: 86.6% Elapsed: 3:59:26 temperature: no ada_p: No Discriminator_loss: 8.9193e-05 Generator_loss: 0.51101
[INFO] 2020-09-16 03:40:16 > Step: 173300 Progress: 86.7% Elapsed: 3:59:30 temperature: no ada_p: No Discriminator_loss: 0.000300608 Generator_loss: 0.495349
[INFO] 2020-09-16 03:40:20 > Step: 173400 Progress: 86.7% Elapsed: 3:59:34 temperature: no ada_p: No Discriminator_loss: 8.05756e-05 Generator_loss: 0.502013
[INFO] 2020-09-16 03:40:24 > Step: 173500 Progress: 86.8% Elapsed: 3:59:38 temperature: no ada_p: No Discriminator_loss: 9.82122e-05 Generator_loss: 0.505731
[INFO] 2020-09-16 03:40:27 > Step: 173600 Progress: 86.8% Elapsed: 3:59:42 temperature: no ada_p: No Discriminator_loss: 0.000294156 Generator_loss: 0.492489
[INFO] 2020-09-16 03:40:31 > Step: 173700 Progress: 86.9% Elapsed: 3:59:46 temperature: no ada_p: No Discriminator_loss: 0.000458783 Generator_loss: 0.47406
[INFO] 2020-09-16 03:40:35 > Step: 173800 Progress: 86.9% Elapsed: 3:59:50 temperature: no ada_p: No Discriminator_loss: 0.00050226 Generator_loss: 0.48329
[INFO] 2020-09-16 03:40:39 > Step: 173900 Progress: 87.0% Elapsed: 3:59:54 temperature: no ada_p: No Discriminator_loss: 0.000107438 Generator_loss: 0.499236
[INFO] 2020-09-16 03:40:43 > Step: 174000 Progress: 87.0% Elapsed: 3:59:57 temperature: no ada_p: No Discriminator_loss: 4.4536e-05 Generator_loss: 0.505862
[INFO] 2020-09-16 03:40:43 > Start Evaluation (174000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:42:12 > F_8 score (Step: 174000, Using test images): 0.00015233627218090234
[INFO] 2020-09-16 03:42:12 > F_1/8 score (Step: 174000, Using test images): 0.008841156999629162
[INFO] 2020-09-16 03:42:12 > FID score (Step: 174000, Using test moments): 277.663339997903
[INFO] 2020-09-16 03:42:12 > Inception score (Step: 174000, 10000 generated images): 1.9785460233688354
[INFO] 2020-09-16 03:42:12 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:42:12 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:42:16 > Step: 174100 Progress: 87.1% Elapsed: 4:01:30 temperature: no ada_p: No Discriminator_loss: 0.00016851 Generator_loss: 0.484725
[INFO] 2020-09-16 03:42:20 > Step: 174200 Progress: 87.1% Elapsed: 4:01:35 temperature: no ada_p: No Discriminator_loss: 0.000104708 Generator_loss: 0.507408
[INFO] 2020-09-16 03:42:24 > Step: 174300 Progress: 87.2% Elapsed: 4:01:38 temperature: no ada_p: No Discriminator_loss: 3.29313e-05 Generator_loss: 0.495193
[INFO] 2020-09-16 03:42:28 > Step: 174400 Progress: 87.2% Elapsed: 4:01:42 temperature: no ada_p: No Discriminator_loss: 0.0011524 Generator_loss: 0.530761
[INFO] 2020-09-16 03:42:31 > Step: 174500 Progress: 87.2% Elapsed: 4:01:46 temperature: no ada_p: No Discriminator_loss: 0.000175655 Generator_loss: 0.507468
[INFO] 2020-09-16 03:42:35 > Step: 174600 Progress: 87.3% Elapsed: 4:01:50 temperature: no ada_p: No Discriminator_loss: 0.000141361 Generator_loss: 0.478615
[INFO] 2020-09-16 03:42:39 > Step: 174700 Progress: 87.4% Elapsed: 4:01:54 temperature: no ada_p: No Discriminator_loss: 0.00036666 Generator_loss: 0.510539
[INFO] 2020-09-16 03:42:43 > Step: 174800 Progress: 87.4% Elapsed: 4:01:57 temperature: no ada_p: No Discriminator_loss: 6.0221e-05 Generator_loss: 0.503783
[INFO] 2020-09-16 03:42:47 > Step: 174900 Progress: 87.5% Elapsed: 4:02:01 temperature: no ada_p: No Discriminator_loss: 0.000421264 Generator_loss: 0.49563
[INFO] 2020-09-16 03:42:51 > Step: 175000 Progress: 87.5% Elapsed: 4:02:05 temperature: no ada_p: No Discriminator_loss: 0.000168207 Generator_loss: 0.500391
[INFO] 2020-09-16 03:42:55 > Step: 175100 Progress: 87.5% Elapsed: 4:02:09 temperature: no ada_p: No Discriminator_loss: 0.000126099 Generator_loss: 0.507977
[INFO] 2020-09-16 03:42:58 > Step: 175200 Progress: 87.6% Elapsed: 4:02:13 temperature: no ada_p: No Discriminator_loss: 0.000268703 Generator_loss: 0.496823
[INFO] 2020-09-16 03:43:02 > Step: 175300 Progress: 87.6% Elapsed: 4:02:16 temperature: no ada_p: No Discriminator_loss: 0.000107788 Generator_loss: 0.510573
[INFO] 2020-09-16 03:43:06 > Step: 175400 Progress: 87.7% Elapsed: 4:02:21 temperature: no ada_p: No Discriminator_loss: 6.72903e-05 Generator_loss: 0.495495
[INFO] 2020-09-16 03:43:10 > Step: 175500 Progress: 87.8% Elapsed: 4:02:24 temperature: no ada_p: No Discriminator_loss: 4.15151e-05 Generator_loss: 0.503414
[INFO] 2020-09-16 03:43:14 > Step: 175600 Progress: 87.8% Elapsed: 4:02:28 temperature: no ada_p: No Discriminator_loss: 0.00011853 Generator_loss: 0.498189
[INFO] 2020-09-16 03:43:17 > Step: 175700 Progress: 87.8% Elapsed: 4:02:32 temperature: no ada_p: No Discriminator_loss: 9.936e-05 Generator_loss: 0.488663
[INFO] 2020-09-16 03:43:21 > Step: 175800 Progress: 87.9% Elapsed: 4:02:36 temperature: no ada_p: No Discriminator_loss: 0.00163794 Generator_loss: 0.538393
[INFO] 2020-09-16 03:43:25 > Step: 175900 Progress: 87.9% Elapsed: 4:02:40 temperature: no ada_p: No Discriminator_loss: 0.000301511 Generator_loss: 0.514242
[INFO] 2020-09-16 03:43:29 > Step: 176000 Progress: 88.0% Elapsed: 4:02:43 temperature: no ada_p: No Discriminator_loss: 0.000427967 Generator_loss: 0.503983
[INFO] 2020-09-16 03:43:29 > Start Evaluation (176000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:44:57 > F_8 score (Step: 176000, Using test images): 0.00015233627218090234
[INFO] 2020-09-16 03:44:57 > F_1/8 score (Step: 176000, Using test images): 0.008117810787511035
[INFO] 2020-09-16 03:44:57 > FID score (Step: 176000, Using test moments): 288.38947664305215
[INFO] 2020-09-16 03:44:57 > Inception score (Step: 176000, 10000 generated images): 1.7527658939361572
[INFO] 2020-09-16 03:44:57 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:44:57 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:45:01 > Step: 176100 Progress: 88.0% Elapsed: 4:04:15 temperature: no ada_p: No Discriminator_loss: 0.000151623 Generator_loss: 0.500796
[INFO] 2020-09-16 03:45:05 > Step: 176200 Progress: 88.1% Elapsed: 4:04:19 temperature: no ada_p: No Discriminator_loss: 0.000440229 Generator_loss: 0.497107
[INFO] 2020-09-16 03:45:08 > Step: 176300 Progress: 88.1% Elapsed: 4:04:23 temperature: no ada_p: No Discriminator_loss: 0.000285322 Generator_loss: 0.490851
[INFO] 2020-09-16 03:45:12 > Step: 176400 Progress: 88.2% Elapsed: 4:04:27 temperature: no ada_p: No Discriminator_loss: 9.68657e-05 Generator_loss: 0.506211
[INFO] 2020-09-16 03:45:16 > Step: 176500 Progress: 88.2% Elapsed: 4:04:30 temperature: no ada_p: No Discriminator_loss: 0.000155063 Generator_loss: 0.513375
[INFO] 2020-09-16 03:45:20 > Step: 176600 Progress: 88.3% Elapsed: 4:04:34 temperature: no ada_p: No Discriminator_loss: 0.000711404 Generator_loss: 0.486117
[INFO] 2020-09-16 03:45:24 > Step: 176700 Progress: 88.3% Elapsed: 4:04:38 temperature: no ada_p: No Discriminator_loss: 6.94593e-05 Generator_loss: 0.492311
[INFO] 2020-09-16 03:45:27 > Step: 176800 Progress: 88.4% Elapsed: 4:04:42 temperature: no ada_p: No Discriminator_loss: 0.00054864 Generator_loss: 0.481538
[INFO] 2020-09-16 03:45:32 > Step: 176900 Progress: 88.4% Elapsed: 4:04:46 temperature: no ada_p: No Discriminator_loss: 0.000271923 Generator_loss: 0.506109
[INFO] 2020-09-16 03:45:35 > Step: 177000 Progress: 88.5% Elapsed: 4:04:50 temperature: no ada_p: No Discriminator_loss: 0.000249797 Generator_loss: 0.504922
[INFO] 2020-09-16 03:45:39 > Step: 177100 Progress: 88.5% Elapsed: 4:04:54 temperature: no ada_p: No Discriminator_loss: 3.74826e-05 Generator_loss: 0.498596
[INFO] 2020-09-16 03:45:43 > Step: 177200 Progress: 88.6% Elapsed: 4:04:57 temperature: no ada_p: No Discriminator_loss: 4.00866e-05 Generator_loss: 0.502185
[INFO] 2020-09-16 03:45:47 > Step: 177300 Progress: 88.6% Elapsed: 4:05:01 temperature: no ada_p: No Discriminator_loss: 3.29116e-05 Generator_loss: 0.498091
[INFO] 2020-09-16 03:45:51 > Step: 177400 Progress: 88.7% Elapsed: 4:05:05 temperature: no ada_p: No Discriminator_loss: 0.000112937 Generator_loss: 0.490218
[INFO] 2020-09-16 03:45:54 > Step: 177500 Progress: 88.8% Elapsed: 4:05:09 temperature: no ada_p: No Discriminator_loss: 0.000687525 Generator_loss: 0.499818
[INFO] 2020-09-16 03:45:58 > Step: 177600 Progress: 88.8% Elapsed: 4:05:13 temperature: no ada_p: No Discriminator_loss: 5.12524e-05 Generator_loss: 0.492972
[INFO] 2020-09-16 03:46:02 > Step: 177700 Progress: 88.8% Elapsed: 4:05:17 temperature: no ada_p: No Discriminator_loss: 0.000129455 Generator_loss: 0.505903
[INFO] 2020-09-16 03:46:06 > Step: 177800 Progress: 88.9% Elapsed: 4:05:21 temperature: no ada_p: No Discriminator_loss: 2.71393e-05 Generator_loss: 0.495952
[INFO] 2020-09-16 03:46:10 > Step: 177900 Progress: 88.9% Elapsed: 4:05:24 temperature: no ada_p: No Discriminator_loss: 0.000155937 Generator_loss: 0.493143
[INFO] 2020-09-16 03:46:14 > Step: 178000 Progress: 89.0% Elapsed: 4:05:28 temperature: no ada_p: No Discriminator_loss: 0.000110486 Generator_loss: 0.493104
[INFO] 2020-09-16 03:46:14 > Start Evaluation (178000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:47:42 > F_8 score (Step: 178000, Using test images): 0.0
[INFO] 2020-09-16 03:47:42 > F_1/8 score (Step: 178000, Using test images): 0.0
[INFO] 2020-09-16 03:47:42 > FID score (Step: 178000, Using test moments): 326.73490571495324
[INFO] 2020-09-16 03:47:42 > Inception score (Step: 178000, 10000 generated images): 1.2073591947555542
[INFO] 2020-09-16 03:47:42 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:47:42 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:47:46 > Step: 178100 Progress: 89.0% Elapsed: 4:07:01 temperature: no ada_p: No Discriminator_loss: 2.84531e-05 Generator_loss: 0.503874
[INFO] 2020-09-16 03:47:50 > Step: 178200 Progress: 89.1% Elapsed: 4:07:05 temperature: no ada_p: No Discriminator_loss: 0.000287952 Generator_loss: 0.499852
[INFO] 2020-09-16 03:47:54 > Step: 178300 Progress: 89.1% Elapsed: 4:07:08 temperature: no ada_p: No Discriminator_loss: 3.64026e-05 Generator_loss: 0.495577
[INFO] 2020-09-16 03:47:58 > Step: 178400 Progress: 89.2% Elapsed: 4:07:12 temperature: no ada_p: No Discriminator_loss: 0.000108244 Generator_loss: 0.497898
[INFO] 2020-09-16 03:48:02 > Step: 178500 Progress: 89.2% Elapsed: 4:07:16 temperature: no ada_p: No Discriminator_loss: 1.50219e-05 Generator_loss: 0.498039
[INFO] 2020-09-16 03:48:06 > Step: 178600 Progress: 89.3% Elapsed: 4:07:20 temperature: no ada_p: No Discriminator_loss: 0.00752512 Generator_loss: 0.439251
[INFO] 2020-09-16 03:48:09 > Step: 178700 Progress: 89.3% Elapsed: 4:07:24 temperature: no ada_p: No Discriminator_loss: 6.42809e-05 Generator_loss: 0.512302
[INFO] 2020-09-16 03:48:13 > Step: 178800 Progress: 89.4% Elapsed: 4:07:28 temperature: no ada_p: No Discriminator_loss: 2.15764e-05 Generator_loss: 0.496682
[INFO] 2020-09-16 03:48:17 > Step: 178900 Progress: 89.5% Elapsed: 4:07:32 temperature: no ada_p: No Discriminator_loss: 0.000109926 Generator_loss: 0.487581
[INFO] 2020-09-16 03:48:21 > Step: 179000 Progress: 89.5% Elapsed: 4:07:35 temperature: no ada_p: No Discriminator_loss: 8.71569e-05 Generator_loss: 0.496816
[INFO] 2020-09-16 03:48:25 > Step: 179100 Progress: 89.5% Elapsed: 4:07:39 temperature: no ada_p: No Discriminator_loss: 0.000187935 Generator_loss: 0.504664
[INFO] 2020-09-16 03:48:28 > Step: 179200 Progress: 89.6% Elapsed: 4:07:43 temperature: no ada_p: No Discriminator_loss: 7.22032e-05 Generator_loss: 0.503374
[INFO] 2020-09-16 03:48:33 > Step: 179300 Progress: 89.6% Elapsed: 4:07:47 temperature: no ada_p: No Discriminator_loss: 0.000136929 Generator_loss: 0.489606
[INFO] 2020-09-16 03:48:36 > Step: 179400 Progress: 89.7% Elapsed: 4:07:51 temperature: no ada_p: No Discriminator_loss: 5.93848e-05 Generator_loss: 0.507584
[INFO] 2020-09-16 03:48:40 > Step: 179500 Progress: 89.8% Elapsed: 4:07:54 temperature: no ada_p: No Discriminator_loss: 0.000168957 Generator_loss: 0.510184
[INFO] 2020-09-16 03:48:44 > Step: 179600 Progress: 89.8% Elapsed: 4:07:58 temperature: no ada_p: No Discriminator_loss: 0.000159095 Generator_loss: 0.501177
[INFO] 2020-09-16 03:48:48 > Step: 179700 Progress: 89.8% Elapsed: 4:08:02 temperature: no ada_p: No Discriminator_loss: 0.000208835 Generator_loss: 0.502799
[INFO] 2020-09-16 03:48:52 > Step: 179800 Progress: 89.9% Elapsed: 4:08:06 temperature: no ada_p: No Discriminator_loss: 0.00162808 Generator_loss: 0.477479
[INFO] 2020-09-16 03:48:55 > Step: 179900 Progress: 90.0% Elapsed: 4:08:10 temperature: no ada_p: No Discriminator_loss: 0.000190165 Generator_loss: 0.497744
[INFO] 2020-09-16 03:48:59 > Step: 180000 Progress: 90.0% Elapsed: 4:08:14 temperature: no ada_p: No Discriminator_loss: 0.000324567 Generator_loss: 0.51209
[INFO] 2020-09-16 03:48:59 > Start Evaluation (180000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:50:27 > F_8 score (Step: 180000, Using test images): 0.00034528707594423327
[INFO] 2020-09-16 03:50:27 > F_1/8 score (Step: 180000, Using test images): 0.017721718905446125
[INFO] 2020-09-16 03:50:27 > FID score (Step: 180000, Using test moments): 277.5634441926991
[INFO] 2020-09-16 03:50:27 > Inception score (Step: 180000, 10000 generated images): 1.8620808124542236
[INFO] 2020-09-16 03:50:27 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:50:28 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:50:32 > Step: 180100 Progress: 90.0% Elapsed: 4:09:46 temperature: no ada_p: No Discriminator_loss: 3.61212e-05 Generator_loss: 0.499937
[INFO] 2020-09-16 03:50:35 > Step: 180200 Progress: 90.1% Elapsed: 4:09:50 temperature: no ada_p: No Discriminator_loss: 6.38726e-05 Generator_loss: 0.498531
[INFO] 2020-09-16 03:50:39 > Step: 180300 Progress: 90.1% Elapsed: 4:09:54 temperature: no ada_p: No Discriminator_loss: 2.62322e-05 Generator_loss: 0.503391
[INFO] 2020-09-16 03:50:43 > Step: 180400 Progress: 90.2% Elapsed: 4:09:57 temperature: no ada_p: No Discriminator_loss: 4.11114e-05 Generator_loss: 0.500311
[INFO] 2020-09-16 03:50:47 > Step: 180500 Progress: 90.2% Elapsed: 4:10:02 temperature: no ada_p: No Discriminator_loss: 0.000543486 Generator_loss: 0.466817
[INFO] 2020-09-16 03:50:51 > Step: 180600 Progress: 90.3% Elapsed: 4:10:05 temperature: no ada_p: No Discriminator_loss: 7.33691e-05 Generator_loss: 0.505817
[INFO] 2020-09-16 03:50:55 > Step: 180700 Progress: 90.3% Elapsed: 4:10:09 temperature: no ada_p: No Discriminator_loss: 0.000273468 Generator_loss: 0.515401
[INFO] 2020-09-16 03:50:58 > Step: 180800 Progress: 90.4% Elapsed: 4:10:13 temperature: no ada_p: No Discriminator_loss: 0.000109486 Generator_loss: 0.499544
[INFO] 2020-09-16 03:51:02 > Step: 180900 Progress: 90.5% Elapsed: 4:10:17 temperature: no ada_p: No Discriminator_loss: 0.00018901 Generator_loss: 0.489151
[INFO] 2020-09-16 03:51:06 > Step: 181000 Progress: 90.5% Elapsed: 4:10:21 temperature: no ada_p: No Discriminator_loss: 9.65379e-05 Generator_loss: 0.498428
[INFO] 2020-09-16 03:51:10 > Step: 181100 Progress: 90.5% Elapsed: 4:10:24 temperature: no ada_p: No Discriminator_loss: 4.02791e-05 Generator_loss: 0.50067
[INFO] 2020-09-16 03:51:14 > Step: 181200 Progress: 90.6% Elapsed: 4:10:28 temperature: no ada_p: No Discriminator_loss: 3.24151e-05 Generator_loss: 0.498467
[INFO] 2020-09-16 03:51:18 > Step: 181300 Progress: 90.6% Elapsed: 4:10:32 temperature: no ada_p: No Discriminator_loss: 0.000162541 Generator_loss: 0.500745
[INFO] 2020-09-16 03:51:21 > Step: 181400 Progress: 90.7% Elapsed: 4:10:36 temperature: no ada_p: No Discriminator_loss: 0.000278425 Generator_loss: 0.500291
[INFO] 2020-09-16 03:51:25 > Step: 181500 Progress: 90.8% Elapsed: 4:10:40 temperature: no ada_p: No Discriminator_loss: 0.0393168 Generator_loss: 0.291657
[INFO] 2020-09-16 03:51:29 > Step: 181600 Progress: 90.8% Elapsed: 4:10:44 temperature: no ada_p: No Discriminator_loss: 0.011192 Generator_loss: 0.49675
[INFO] 2020-09-16 03:51:33 > Step: 181700 Progress: 90.8% Elapsed: 4:10:48 temperature: no ada_p: No Discriminator_loss: 0.0312137 Generator_loss: 0.577071
[INFO] 2020-09-16 03:51:37 > Step: 181800 Progress: 90.9% Elapsed: 4:10:51 temperature: no ada_p: No Discriminator_loss: 0.0144979 Generator_loss: 0.526745
[INFO] 2020-09-16 03:51:41 > Step: 181900 Progress: 91.0% Elapsed: 4:10:55 temperature: no ada_p: No Discriminator_loss: 0.027967 Generator_loss: 0.462405
[INFO] 2020-09-16 03:51:45 > Step: 182000 Progress: 91.0% Elapsed: 4:10:59 temperature: no ada_p: No Discriminator_loss: 0.023342 Generator_loss: 0.678921
[INFO] 2020-09-16 03:51:45 > Start Evaluation (182000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:53:14 > F_8 score (Step: 182000, Using test images): 0.0814839524056363
[INFO] 2020-09-16 03:53:14 > F_1/8 score (Step: 182000, Using test images): 0.25468083639872274
[INFO] 2020-09-16 03:53:14 > FID score (Step: 182000, Using test moments): 187.410426850116
[INFO] 2020-09-16 03:53:14 > Inception score (Step: 182000, 10000 generated images): 2.8869776725769043
[INFO] 2020-09-16 03:53:14 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:53:15 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:53:18 > Step: 182100 Progress: 91.0% Elapsed: 4:12:33 temperature: no ada_p: No Discriminator_loss: 0.0212513 Generator_loss: 0.355984
[INFO] 2020-09-16 03:53:22 > Step: 182200 Progress: 91.1% Elapsed: 4:12:36 temperature: no ada_p: No Discriminator_loss: 0.00208637 Generator_loss: 0.377379
[INFO] 2020-09-16 03:53:26 > Step: 182300 Progress: 91.1% Elapsed: 4:12:40 temperature: no ada_p: No Discriminator_loss: 0.0113302 Generator_loss: 0.528782
[INFO] 2020-09-16 03:53:30 > Step: 182400 Progress: 91.2% Elapsed: 4:12:44 temperature: no ada_p: No Discriminator_loss: 0.00395138 Generator_loss: 0.464318
[INFO] 2020-09-16 03:53:34 > Step: 182500 Progress: 91.2% Elapsed: 4:12:48 temperature: no ada_p: No Discriminator_loss: 0.000679432 Generator_loss: 0.503574
[INFO] 2020-09-16 03:53:37 > Step: 182600 Progress: 91.3% Elapsed: 4:12:52 temperature: no ada_p: No Discriminator_loss: 0.00207859 Generator_loss: 0.522975
[INFO] 2020-09-16 03:53:41 > Step: 182700 Progress: 91.3% Elapsed: 4:12:56 temperature: no ada_p: No Discriminator_loss: 0.00082971 Generator_loss: 0.488184
[INFO] 2020-09-16 03:53:45 > Step: 182800 Progress: 91.4% Elapsed: 4:13:00 temperature: no ada_p: No Discriminator_loss: 0.000699101 Generator_loss: 0.477632
[INFO] 2020-09-16 03:53:49 > Step: 182900 Progress: 91.5% Elapsed: 4:13:03 temperature: no ada_p: No Discriminator_loss: 0.00134579 Generator_loss: 0.499569
[INFO] 2020-09-16 03:53:53 > Step: 183000 Progress: 91.5% Elapsed: 4:13:07 temperature: no ada_p: No Discriminator_loss: 0.000212347 Generator_loss: 0.496335
[INFO] 2020-09-16 03:53:56 > Step: 183100 Progress: 91.5% Elapsed: 4:13:11 temperature: no ada_p: No Discriminator_loss: 0.00159911 Generator_loss: 0.501382
[INFO] 2020-09-16 03:54:01 > Step: 183200 Progress: 91.6% Elapsed: 4:13:15 temperature: no ada_p: No Discriminator_loss: 0.000272008 Generator_loss: 0.505072
[INFO] 2020-09-16 03:54:04 > Step: 183300 Progress: 91.6% Elapsed: 4:13:19 temperature: no ada_p: No Discriminator_loss: 0.000205737 Generator_loss: 0.509233
[INFO] 2020-09-16 03:54:08 > Step: 183400 Progress: 91.7% Elapsed: 4:13:22 temperature: no ada_p: No Discriminator_loss: 0.000416553 Generator_loss: 0.499356
[INFO] 2020-09-16 03:54:12 > Step: 183500 Progress: 91.8% Elapsed: 4:13:26 temperature: no ada_p: No Discriminator_loss: 0.000541716 Generator_loss: 0.490334
[INFO] 2020-09-16 03:54:16 > Step: 183600 Progress: 91.8% Elapsed: 4:13:30 temperature: no ada_p: No Discriminator_loss: 0.00158256 Generator_loss: 0.514133
[INFO] 2020-09-16 03:54:20 > Step: 183700 Progress: 91.8% Elapsed: 4:13:34 temperature: no ada_p: No Discriminator_loss: 0.000514458 Generator_loss: 0.491525
[INFO] 2020-09-16 03:54:23 > Step: 183800 Progress: 91.9% Elapsed: 4:13:38 temperature: no ada_p: No Discriminator_loss: 0.000273047 Generator_loss: 0.486871
[INFO] 2020-09-16 03:54:27 > Step: 183900 Progress: 92.0% Elapsed: 4:13:42 temperature: no ada_p: No Discriminator_loss: 0.000123136 Generator_loss: 0.509936
[INFO] 2020-09-16 03:54:31 > Step: 184000 Progress: 92.0% Elapsed: 4:13:46 temperature: no ada_p: No Discriminator_loss: 0.000295502 Generator_loss: 0.488825
[INFO] 2020-09-16 03:54:31 > Start Evaluation (184000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:55:59 > F_8 score (Step: 184000, Using test images): 0.0003757166970545766
[INFO] 2020-09-16 03:55:59 > F_1/8 score (Step: 184000, Using test images): 0.01666472196821061
[INFO] 2020-09-16 03:55:59 > FID score (Step: 184000, Using test moments): 252.516573588545
[INFO] 2020-09-16 03:55:59 > Inception score (Step: 184000, 10000 generated images): 1.6233906745910645
[INFO] 2020-09-16 03:55:59 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:55:59 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:56:03 > Step: 184100 Progress: 92.0% Elapsed: 4:15:17 temperature: no ada_p: No Discriminator_loss: 0.000222608 Generator_loss: 0.484462
[INFO] 2020-09-16 03:56:07 > Step: 184200 Progress: 92.1% Elapsed: 4:15:21 temperature: no ada_p: No Discriminator_loss: 0.000286148 Generator_loss: 0.504203
[INFO] 2020-09-16 03:56:10 > Step: 184300 Progress: 92.2% Elapsed: 4:15:25 temperature: no ada_p: No Discriminator_loss: 4.20714e-05 Generator_loss: 0.514008
[INFO] 2020-09-16 03:56:15 > Step: 184400 Progress: 92.2% Elapsed: 4:15:29 temperature: no ada_p: No Discriminator_loss: 0.000468266 Generator_loss: 0.507975
[INFO] 2020-09-16 03:56:18 > Step: 184500 Progress: 92.2% Elapsed: 4:15:33 temperature: no ada_p: No Discriminator_loss: 0.000365101 Generator_loss: 0.516019
[INFO] 2020-09-16 03:56:22 > Step: 184600 Progress: 92.3% Elapsed: 4:15:37 temperature: no ada_p: No Discriminator_loss: 0.000253762 Generator_loss: 0.497824
[INFO] 2020-09-16 03:56:26 > Step: 184700 Progress: 92.3% Elapsed: 4:15:40 temperature: no ada_p: No Discriminator_loss: 0.000442435 Generator_loss: 0.517239
[INFO] 2020-09-16 03:56:30 > Step: 184800 Progress: 92.4% Elapsed: 4:15:44 temperature: no ada_p: No Discriminator_loss: 0.000464859 Generator_loss: 0.506184
[INFO] 2020-09-16 03:56:34 > Step: 184900 Progress: 92.5% Elapsed: 4:15:48 temperature: no ada_p: No Discriminator_loss: 0.000216828 Generator_loss: 0.481158
[INFO] 2020-09-16 03:56:37 > Step: 185000 Progress: 92.5% Elapsed: 4:15:52 temperature: no ada_p: No Discriminator_loss: 0.000148235 Generator_loss: 0.517807
[INFO] 2020-09-16 03:56:42 > Step: 185100 Progress: 92.5% Elapsed: 4:15:56 temperature: no ada_p: No Discriminator_loss: 0.000114741 Generator_loss: 0.497425
[INFO] 2020-09-16 03:56:45 > Step: 185200 Progress: 92.6% Elapsed: 4:16:00 temperature: no ada_p: No Discriminator_loss: 0.000171213 Generator_loss: 0.512198
[INFO] 2020-09-16 03:56:49 > Step: 185300 Progress: 92.7% Elapsed: 4:16:03 temperature: no ada_p: No Discriminator_loss: 8.35136e-05 Generator_loss: 0.50058
[INFO] 2020-09-16 03:56:53 > Step: 185400 Progress: 92.7% Elapsed: 4:16:07 temperature: no ada_p: No Discriminator_loss: 0.000182807 Generator_loss: 0.497078
[INFO] 2020-09-16 03:56:57 > Step: 185500 Progress: 92.8% Elapsed: 4:16:11 temperature: no ada_p: No Discriminator_loss: 0.0013283 Generator_loss: 0.520256
[INFO] 2020-09-16 03:57:01 > Step: 185600 Progress: 92.8% Elapsed: 4:16:15 temperature: no ada_p: No Discriminator_loss: 4.75875e-05 Generator_loss: 0.500824
[INFO] 2020-09-16 03:57:04 > Step: 185700 Progress: 92.8% Elapsed: 4:16:19 temperature: no ada_p: No Discriminator_loss: 0.000125674 Generator_loss: 0.504164
[INFO] 2020-09-16 03:57:08 > Step: 185800 Progress: 92.9% Elapsed: 4:16:23 temperature: no ada_p: No Discriminator_loss: 0.000116344 Generator_loss: 0.492075
[INFO] 2020-09-16 03:57:12 > Step: 185900 Progress: 93.0% Elapsed: 4:16:27 temperature: no ada_p: No Discriminator_loss: 0.00300616 Generator_loss: 0.456408
[INFO] 2020-09-16 03:57:16 > Step: 186000 Progress: 93.0% Elapsed: 4:16:30 temperature: no ada_p: No Discriminator_loss: 0.00737341 Generator_loss: 0.478148
[INFO] 2020-09-16 03:57:16 > Start Evaluation (186000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:58:44 > F_8 score (Step: 186000, Using test images): 6.0934508869369964e-05
[INFO] 2020-09-16 03:58:44 > F_1/8 score (Step: 186000, Using test images): 0.003396937359651635
[INFO] 2020-09-16 03:58:44 > FID score (Step: 186000, Using test moments): 292.462636013595
[INFO] 2020-09-16 03:58:44 > Inception score (Step: 186000, 10000 generated images): 1.8053734302520752
[INFO] 2020-09-16 03:58:44 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 03:58:45 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 03:58:48 > Step: 186100 Progress: 93.0% Elapsed: 4:18:03 temperature: no ada_p: No Discriminator_loss: 0.000114819 Generator_loss: 0.496449
[INFO] 2020-09-16 03:58:52 > Step: 186200 Progress: 93.1% Elapsed: 4:18:07 temperature: no ada_p: No Discriminator_loss: 0.000122934 Generator_loss: 0.494095
[INFO] 2020-09-16 03:58:56 > Step: 186300 Progress: 93.2% Elapsed: 4:18:11 temperature: no ada_p: No Discriminator_loss: 0.000366703 Generator_loss: 0.476483
[INFO] 2020-09-16 03:59:00 > Step: 186400 Progress: 93.2% Elapsed: 4:18:14 temperature: no ada_p: No Discriminator_loss: 3.31455e-05 Generator_loss: 0.503109
[INFO] 2020-09-16 03:59:04 > Step: 186500 Progress: 93.2% Elapsed: 4:18:18 temperature: no ada_p: No Discriminator_loss: 2.67787e-05 Generator_loss: 0.500572
[INFO] 2020-09-16 03:59:07 > Step: 186600 Progress: 93.3% Elapsed: 4:18:22 temperature: no ada_p: No Discriminator_loss: 0.000787626 Generator_loss: 0.471902
[INFO] 2020-09-16 03:59:12 > Step: 186700 Progress: 93.3% Elapsed: 4:18:26 temperature: no ada_p: No Discriminator_loss: 0.000371752 Generator_loss: 0.511139
[INFO] 2020-09-16 03:59:15 > Step: 186800 Progress: 93.4% Elapsed: 4:18:30 temperature: no ada_p: No Discriminator_loss: 5.01146e-05 Generator_loss: 0.504907
[INFO] 2020-09-16 03:59:19 > Step: 186900 Progress: 93.5% Elapsed: 4:18:33 temperature: no ada_p: No Discriminator_loss: 8.05044e-05 Generator_loss: 0.506798
[INFO] 2020-09-16 03:59:23 > Step: 187000 Progress: 93.5% Elapsed: 4:18:37 temperature: no ada_p: No Discriminator_loss: 0.000143195 Generator_loss: 0.51051
[INFO] 2020-09-16 03:59:27 > Step: 187100 Progress: 93.5% Elapsed: 4:18:41 temperature: no ada_p: No Discriminator_loss: 6.14208e-05 Generator_loss: 0.510909
[INFO] 2020-09-16 03:59:31 > Step: 187200 Progress: 93.6% Elapsed: 4:18:45 temperature: no ada_p: No Discriminator_loss: 0.000227408 Generator_loss: 0.478629
[INFO] 2020-09-16 03:59:34 > Step: 187300 Progress: 93.7% Elapsed: 4:18:49 temperature: no ada_p: No Discriminator_loss: 8.31301e-05 Generator_loss: 0.509944
[INFO] 2020-09-16 03:59:38 > Step: 187400 Progress: 93.7% Elapsed: 4:18:53 temperature: no ada_p: No Discriminator_loss: 6.05593e-05 Generator_loss: 0.498941
[INFO] 2020-09-16 03:59:42 > Step: 187500 Progress: 93.8% Elapsed: 4:18:57 temperature: no ada_p: No Discriminator_loss: 0.000562248 Generator_loss: 0.518765
[INFO] 2020-09-16 03:59:46 > Step: 187600 Progress: 93.8% Elapsed: 4:19:00 temperature: no ada_p: No Discriminator_loss: 0.000345997 Generator_loss: 0.469242
[INFO] 2020-09-16 03:59:50 > Step: 187700 Progress: 93.8% Elapsed: 4:19:04 temperature: no ada_p: No Discriminator_loss: 0.000111919 Generator_loss: 0.493479
[INFO] 2020-09-16 03:59:53 > Step: 187800 Progress: 93.9% Elapsed: 4:19:08 temperature: no ada_p: No Discriminator_loss: 0.000210099 Generator_loss: 0.483193
[INFO] 2020-09-16 03:59:58 > Step: 187900 Progress: 94.0% Elapsed: 4:19:12 temperature: no ada_p: No Discriminator_loss: 0.000118838 Generator_loss: 0.486452
[INFO] 2020-09-16 04:00:01 > Step: 188000 Progress: 94.0% Elapsed: 4:19:16 temperature: no ada_p: No Discriminator_loss: 1.62802e-05 Generator_loss: 0.491785
[INFO] 2020-09-16 04:00:01 > Start Evaluation (188000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:01:28 > F_8 score (Step: 188000, Using test images): 0.0002335650866493564
[INFO] 2020-09-16 04:01:28 > F_1/8 score (Step: 188000, Using test images): 0.010791615627831524
[INFO] 2020-09-16 04:01:28 > FID score (Step: 188000, Using test moments): 311.2342522418335
[INFO] 2020-09-16 04:01:28 > Inception score (Step: 188000, 10000 generated images): 1.4454643726348877
[INFO] 2020-09-16 04:01:28 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:01:29 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:01:32 > Step: 188100 Progress: 94.0% Elapsed: 4:20:47 temperature: no ada_p: No Discriminator_loss: 4.53963e-05 Generator_loss: 0.507435
[INFO] 2020-09-16 04:01:36 > Step: 188200 Progress: 94.1% Elapsed: 4:20:50 temperature: no ada_p: No Discriminator_loss: 0.000106026 Generator_loss: 0.505794
[INFO] 2020-09-16 04:01:40 > Step: 188300 Progress: 94.2% Elapsed: 4:20:55 temperature: no ada_p: No Discriminator_loss: 0.000495218 Generator_loss: 0.492997
[INFO] 2020-09-16 04:01:44 > Step: 188400 Progress: 94.2% Elapsed: 4:20:58 temperature: no ada_p: No Discriminator_loss: 0.000499006 Generator_loss: 0.497078
[INFO] 2020-09-16 04:01:48 > Step: 188500 Progress: 94.2% Elapsed: 4:21:02 temperature: no ada_p: No Discriminator_loss: 0.00015087 Generator_loss: 0.488504
[INFO] 2020-09-16 04:01:51 > Step: 188600 Progress: 94.3% Elapsed: 4:21:06 temperature: no ada_p: No Discriminator_loss: 8.16967e-05 Generator_loss: 0.50375
[INFO] 2020-09-16 04:01:55 > Step: 188700 Progress: 94.3% Elapsed: 4:21:10 temperature: no ada_p: No Discriminator_loss: 3.73913e-05 Generator_loss: 0.5009
[INFO] 2020-09-16 04:01:59 > Step: 188800 Progress: 94.4% Elapsed: 4:21:14 temperature: no ada_p: No Discriminator_loss: 7.67222e-05 Generator_loss: 0.502652
[INFO] 2020-09-16 04:02:03 > Step: 188900 Progress: 94.5% Elapsed: 4:21:17 temperature: no ada_p: No Discriminator_loss: 0.000727554 Generator_loss: 0.496513
[INFO] 2020-09-16 04:02:07 > Step: 189000 Progress: 94.5% Elapsed: 4:21:21 temperature: no ada_p: No Discriminator_loss: 7.76787e-05 Generator_loss: 0.497857
[INFO] 2020-09-16 04:02:11 > Step: 189100 Progress: 94.5% Elapsed: 4:21:25 temperature: no ada_p: No Discriminator_loss: 6.09642e-05 Generator_loss: 0.499268
[INFO] 2020-09-16 04:02:15 > Step: 189200 Progress: 94.6% Elapsed: 4:21:29 temperature: no ada_p: No Discriminator_loss: 3.13086e-05 Generator_loss: 0.496772
[INFO] 2020-09-16 04:02:18 > Step: 189300 Progress: 94.7% Elapsed: 4:21:33 temperature: no ada_p: No Discriminator_loss: 0.000123207 Generator_loss: 0.509357
[INFO] 2020-09-16 04:02:22 > Step: 189400 Progress: 94.7% Elapsed: 4:21:37 temperature: no ada_p: No Discriminator_loss: 0.00411466 Generator_loss: 0.554456
[INFO] 2020-09-16 04:02:26 > Step: 189500 Progress: 94.8% Elapsed: 4:21:41 temperature: no ada_p: No Discriminator_loss: 0.0232209 Generator_loss: 0.311849
[INFO] 2020-09-16 04:02:30 > Step: 189600 Progress: 94.8% Elapsed: 4:21:44 temperature: no ada_p: No Discriminator_loss: 0.0327438 Generator_loss: 0.445327
[INFO] 2020-09-16 04:02:34 > Step: 189700 Progress: 94.8% Elapsed: 4:21:48 temperature: no ada_p: No Discriminator_loss: 0.00299211 Generator_loss: 0.541513
[INFO] 2020-09-16 04:02:38 > Step: 189800 Progress: 94.9% Elapsed: 4:21:52 temperature: no ada_p: No Discriminator_loss: 0.0015791 Generator_loss: 0.355105
[INFO] 2020-09-16 04:02:41 > Step: 189900 Progress: 95.0% Elapsed: 4:21:56 temperature: no ada_p: No Discriminator_loss: 0.00156062 Generator_loss: 0.664276
[INFO] 2020-09-16 04:02:45 > Step: 190000 Progress: 95.0% Elapsed: 4:22:00 temperature: no ada_p: No Discriminator_loss: 0.000597709 Generator_loss: 0.487223
[INFO] 2020-09-16 04:02:45 > Start Evaluation (190000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:04:14 > F_8 score (Step: 190000, Using test images): 0.030920074783839287
[INFO] 2020-09-16 04:04:14 > F_1/8 score (Step: 190000, Using test images): 0.1672662863193174
[INFO] 2020-09-16 04:04:14 > FID score (Step: 190000, Using test moments): 177.63544086590417
[INFO] 2020-09-16 04:04:14 > Inception score (Step: 190000, 10000 generated images): 2.808053493499756
[INFO] 2020-09-16 04:04:14 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:04:14 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:04:18 > Step: 190100 Progress: 95.0% Elapsed: 4:23:33 temperature: no ada_p: No Discriminator_loss: 0.0011699 Generator_loss: 0.50463
[INFO] 2020-09-16 04:04:22 > Step: 190200 Progress: 95.1% Elapsed: 4:23:37 temperature: no ada_p: No Discriminator_loss: 0.000386879 Generator_loss: 0.486453
[INFO] 2020-09-16 04:04:26 > Step: 190300 Progress: 95.2% Elapsed: 4:23:40 temperature: no ada_p: No Discriminator_loss: 0.0011765 Generator_loss: 0.493021
[INFO] 2020-09-16 04:04:30 > Step: 190400 Progress: 95.2% Elapsed: 4:23:44 temperature: no ada_p: No Discriminator_loss: 0.00042036 Generator_loss: 0.52955
[INFO] 2020-09-16 04:04:33 > Step: 190500 Progress: 95.2% Elapsed: 4:23:48 temperature: no ada_p: No Discriminator_loss: 0.0270341 Generator_loss: 0.443302
[INFO] 2020-09-16 04:04:38 > Step: 190600 Progress: 95.3% Elapsed: 4:23:52 temperature: no ada_p: No Discriminator_loss: 0.000197669 Generator_loss: 0.496312
[INFO] 2020-09-16 04:04:41 > Step: 190700 Progress: 95.3% Elapsed: 4:23:56 temperature: no ada_p: No Discriminator_loss: 0.000128059 Generator_loss: 0.50364
[INFO] 2020-09-16 04:04:45 > Step: 190800 Progress: 95.4% Elapsed: 4:24:00 temperature: no ada_p: No Discriminator_loss: 0.000189838 Generator_loss: 0.507657
[INFO] 2020-09-16 04:04:49 > Step: 190900 Progress: 95.5% Elapsed: 4:24:03 temperature: no ada_p: No Discriminator_loss: 0.000280143 Generator_loss: 0.507321
[INFO] 2020-09-16 04:04:53 > Step: 191000 Progress: 95.5% Elapsed: 4:24:08 temperature: no ada_p: No Discriminator_loss: 9.72799e-05 Generator_loss: 0.504875
[INFO] 2020-09-16 04:04:57 > Step: 191100 Progress: 95.5% Elapsed: 4:24:11 temperature: no ada_p: No Discriminator_loss: 0.000198206 Generator_loss: 0.486098
[INFO] 2020-09-16 04:05:01 > Step: 191200 Progress: 95.6% Elapsed: 4:24:15 temperature: no ada_p: No Discriminator_loss: 0.000299516 Generator_loss: 0.489278
[INFO] 2020-09-16 04:05:04 > Step: 191300 Progress: 95.7% Elapsed: 4:24:19 temperature: no ada_p: No Discriminator_loss: 0.000863932 Generator_loss: 0.524383
[INFO] 2020-09-16 04:05:09 > Step: 191400 Progress: 95.7% Elapsed: 4:24:23 temperature: no ada_p: No Discriminator_loss: 0.000496786 Generator_loss: 0.482586
[INFO] 2020-09-16 04:05:12 > Step: 191500 Progress: 95.8% Elapsed: 4:24:27 temperature: no ada_p: No Discriminator_loss: 0.000400627 Generator_loss: 0.49281
[INFO] 2020-09-16 04:05:16 > Step: 191600 Progress: 95.8% Elapsed: 4:24:31 temperature: no ada_p: No Discriminator_loss: 0.000271178 Generator_loss: 0.497003
[INFO] 2020-09-16 04:05:20 > Step: 191700 Progress: 95.9% Elapsed: 4:24:34 temperature: no ada_p: No Discriminator_loss: 0.000473533 Generator_loss: 0.504398
[INFO] 2020-09-16 04:05:24 > Step: 191800 Progress: 95.9% Elapsed: 4:24:38 temperature: no ada_p: No Discriminator_loss: 0.000165813 Generator_loss: 0.506162
[INFO] 2020-09-16 04:05:28 > Step: 191900 Progress: 96.0% Elapsed: 4:24:42 temperature: no ada_p: No Discriminator_loss: 0.000362549 Generator_loss: 0.511865
[INFO] 2020-09-16 04:05:31 > Step: 192000 Progress: 96.0% Elapsed: 4:24:46 temperature: no ada_p: No Discriminator_loss: 0.000404787 Generator_loss: 0.513846
[INFO] 2020-09-16 04:05:31 > Start Evaluation (192000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:07:00 > F_8 score (Step: 192000, Using test images): 0.00013202800953975475
[INFO] 2020-09-16 04:07:00 > F_1/8 score (Step: 192000, Using test images): 0.007678110831709661
[INFO] 2020-09-16 04:07:00 > FID score (Step: 192000, Using test moments): 260.2315668490919
[INFO] 2020-09-16 04:07:00 > Inception score (Step: 192000, 10000 generated images): 2.0288658142089844
[INFO] 2020-09-16 04:07:00 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:07:00 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:07:04 > Step: 192100 Progress: 96.0% Elapsed: 4:26:18 temperature: no ada_p: No Discriminator_loss: 0.000221833 Generator_loss: 0.477049
[INFO] 2020-09-16 04:07:08 > Step: 192200 Progress: 96.1% Elapsed: 4:26:23 temperature: no ada_p: No Discriminator_loss: 0.000101506 Generator_loss: 0.501885
[INFO] 2020-09-16 04:07:12 > Step: 192300 Progress: 96.2% Elapsed: 4:26:26 temperature: no ada_p: No Discriminator_loss: 2.96261e-05 Generator_loss: 0.500526
[INFO] 2020-09-16 04:07:16 > Step: 192400 Progress: 96.2% Elapsed: 4:26:30 temperature: no ada_p: No Discriminator_loss: 0.00010438 Generator_loss: 0.507936
[INFO] 2020-09-16 04:07:19 > Step: 192500 Progress: 96.2% Elapsed: 4:26:34 temperature: no ada_p: No Discriminator_loss: 0.000315782 Generator_loss: 0.478512
[INFO] 2020-09-16 04:07:23 > Step: 192600 Progress: 96.3% Elapsed: 4:26:38 temperature: no ada_p: No Discriminator_loss: 3.5527e-05 Generator_loss: 0.50097
[INFO] 2020-09-16 04:07:27 > Step: 192700 Progress: 96.4% Elapsed: 4:26:42 temperature: no ada_p: No Discriminator_loss: 0.000384323 Generator_loss: 0.534295
[INFO] 2020-09-16 04:07:31 > Step: 192800 Progress: 96.4% Elapsed: 4:26:45 temperature: no ada_p: No Discriminator_loss: 0.000112156 Generator_loss: 0.497293
[INFO] 2020-09-16 04:07:35 > Step: 192900 Progress: 96.5% Elapsed: 4:26:49 temperature: no ada_p: No Discriminator_loss: 8.74734e-05 Generator_loss: 0.492383
[INFO] 2020-09-16 04:07:39 > Step: 193000 Progress: 96.5% Elapsed: 4:26:53 temperature: no ada_p: No Discriminator_loss: 5.29356e-05 Generator_loss: 0.501136
[INFO] 2020-09-16 04:07:43 > Step: 193100 Progress: 96.5% Elapsed: 4:26:57 temperature: no ada_p: No Discriminator_loss: 0.000224892 Generator_loss: 0.481252
[INFO] 2020-09-16 04:07:46 > Step: 193200 Progress: 96.6% Elapsed: 4:27:01 temperature: no ada_p: No Discriminator_loss: 6.21435e-05 Generator_loss: 0.493563
[INFO] 2020-09-16 04:07:50 > Step: 193300 Progress: 96.7% Elapsed: 4:27:05 temperature: no ada_p: No Discriminator_loss: 7.90929e-05 Generator_loss: 0.513865
[INFO] 2020-09-16 04:07:54 > Step: 193400 Progress: 96.7% Elapsed: 4:27:09 temperature: no ada_p: No Discriminator_loss: 0.000709693 Generator_loss: 0.533668
[INFO] 2020-09-16 04:07:58 > Step: 193500 Progress: 96.8% Elapsed: 4:27:12 temperature: no ada_p: No Discriminator_loss: 0.00051323 Generator_loss: 0.510018
[INFO] 2020-09-16 04:08:02 > Step: 193600 Progress: 96.8% Elapsed: 4:27:16 temperature: no ada_p: No Discriminator_loss: 9.63743e-05 Generator_loss: 0.501891
[INFO] 2020-09-16 04:08:06 > Step: 193700 Progress: 96.9% Elapsed: 4:27:21 temperature: no ada_p: No Discriminator_loss: 0.000421503 Generator_loss: 0.503217
[INFO] 2020-09-16 04:08:10 > Step: 193800 Progress: 96.9% Elapsed: 4:27:24 temperature: no ada_p: No Discriminator_loss: 7.62494e-05 Generator_loss: 0.489424
[INFO] 2020-09-16 04:08:14 > Step: 193900 Progress: 97.0% Elapsed: 4:27:28 temperature: no ada_p: No Discriminator_loss: 0.000848674 Generator_loss: 0.502918
[INFO] 2020-09-16 04:08:17 > Step: 194000 Progress: 97.0% Elapsed: 4:27:32 temperature: no ada_p: No Discriminator_loss: 0.000121406 Generator_loss: 0.489311
[INFO] 2020-09-16 04:08:17 > Start Evaluation (194000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:09:46 > F_8 score (Step: 194000, Using test images): 0.011339558401487747
[INFO] 2020-09-16 04:09:46 > F_1/8 score (Step: 194000, Using test images): 0.008868061771545374
[INFO] 2020-09-16 04:09:46 > FID score (Step: 194000, Using test moments): 272.0716445067251
[INFO] 2020-09-16 04:09:46 > Inception score (Step: 194000, 10000 generated images): 1.7435007095336914
[INFO] 2020-09-16 04:09:46 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:09:46 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:09:51 > Step: 194100 Progress: 97.0% Elapsed: 4:29:05 temperature: no ada_p: No Discriminator_loss: 6.30526e-05 Generator_loss: 0.500381
[INFO] 2020-09-16 04:09:54 > Step: 194200 Progress: 97.1% Elapsed: 4:29:09 temperature: no ada_p: No Discriminator_loss: 6.15459e-05 Generator_loss: 0.501878
[INFO] 2020-09-16 04:09:58 > Step: 194300 Progress: 97.2% Elapsed: 4:29:12 temperature: no ada_p: No Discriminator_loss: 8.20021e-05 Generator_loss: 0.477296
[INFO] 2020-09-16 04:10:02 > Step: 194400 Progress: 97.2% Elapsed: 4:29:16 temperature: no ada_p: No Discriminator_loss: 0.000251512 Generator_loss: 0.490411
[INFO] 2020-09-16 04:10:06 > Step: 194500 Progress: 97.2% Elapsed: 4:29:20 temperature: no ada_p: No Discriminator_loss: 4.51947e-05 Generator_loss: 0.490054
[INFO] 2020-09-16 04:10:10 > Step: 194600 Progress: 97.3% Elapsed: 4:29:24 temperature: no ada_p: No Discriminator_loss: 7.82964e-05 Generator_loss: 0.505995
[INFO] 2020-09-16 04:10:13 > Step: 194700 Progress: 97.4% Elapsed: 4:29:28 temperature: no ada_p: No Discriminator_loss: 7.75479e-05 Generator_loss: 0.506703
[INFO] 2020-09-16 04:10:17 > Step: 194800 Progress: 97.4% Elapsed: 4:29:32 temperature: no ada_p: No Discriminator_loss: 0.000173128 Generator_loss: 0.497925
[INFO] 2020-09-16 04:10:21 > Step: 194900 Progress: 97.5% Elapsed: 4:29:36 temperature: no ada_p: No Discriminator_loss: 0.000104225 Generator_loss: 0.490751
[INFO] 2020-09-16 04:10:25 > Step: 195000 Progress: 97.5% Elapsed: 4:29:39 temperature: no ada_p: No Discriminator_loss: 0.0002484 Generator_loss: 0.505993
[INFO] 2020-09-16 04:10:29 > Step: 195100 Progress: 97.5% Elapsed: 4:29:43 temperature: no ada_p: No Discriminator_loss: 9.13961e-05 Generator_loss: 0.508456
[INFO] 2020-09-16 04:10:32 > Step: 195200 Progress: 97.6% Elapsed: 4:29:47 temperature: no ada_p: No Discriminator_loss: 3.06827e-05 Generator_loss: 0.503703
[INFO] 2020-09-16 04:10:37 > Step: 195300 Progress: 97.7% Elapsed: 4:29:51 temperature: no ada_p: No Discriminator_loss: 6.50501e-05 Generator_loss: 0.511233
[INFO] 2020-09-16 04:10:40 > Step: 195400 Progress: 97.7% Elapsed: 4:29:55 temperature: no ada_p: No Discriminator_loss: 6.94888e-05 Generator_loss: 0.498603
[INFO] 2020-09-16 04:10:44 > Step: 195500 Progress: 97.8% Elapsed: 4:29:59 temperature: no ada_p: No Discriminator_loss: 2.26456e-05 Generator_loss: 0.50303
[INFO] 2020-09-16 04:10:48 > Step: 195600 Progress: 97.8% Elapsed: 4:30:02 temperature: no ada_p: No Discriminator_loss: 2.21257e-05 Generator_loss: 0.494687
[INFO] 2020-09-16 04:10:52 > Step: 195700 Progress: 97.9% Elapsed: 4:30:06 temperature: no ada_p: No Discriminator_loss: 4.77157e-05 Generator_loss: 0.498474
[INFO] 2020-09-16 04:10:56 > Step: 195800 Progress: 97.9% Elapsed: 4:30:10 temperature: no ada_p: No Discriminator_loss: 6.94368e-05 Generator_loss: 0.505831
[INFO] 2020-09-16 04:10:59 > Step: 195900 Progress: 98.0% Elapsed: 4:30:14 temperature: no ada_p: No Discriminator_loss: 0.000305045 Generator_loss: 0.489391
[INFO] 2020-09-16 04:11:03 > Step: 196000 Progress: 98.0% Elapsed: 4:30:18 temperature: no ada_p: No Discriminator_loss: 3.15167e-05 Generator_loss: 0.495488
[INFO] 2020-09-16 04:11:03 > Start Evaluation (196000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:12:33 > F_8 score (Step: 196000, Using test images): 1.0156000731526428e-05
[INFO] 2020-09-16 04:12:33 > F_1/8 score (Step: 196000, Using test images): 0.0005906234121118889
[INFO] 2020-09-16 04:12:33 > FID score (Step: 196000, Using test moments): 307.4097041834592
[INFO] 2020-09-16 04:12:33 > Inception score (Step: 196000, 10000 generated images): 1.8161640167236328
[INFO] 2020-09-16 04:12:33 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:12:33 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:12:37 > Step: 196100 Progress: 98.0% Elapsed: 4:31:52 temperature: no ada_p: No Discriminator_loss: 4.40761e-05 Generator_loss: 0.501511
[INFO] 2020-09-16 04:12:41 > Step: 196200 Progress: 98.1% Elapsed: 4:31:55 temperature: no ada_p: No Discriminator_loss: 1.80161e-05 Generator_loss: 0.503992
[INFO] 2020-09-16 04:12:45 > Step: 196300 Progress: 98.2% Elapsed: 4:31:59 temperature: no ada_p: No Discriminator_loss: 0.0015477 Generator_loss: 0.456474
[INFO] 2020-09-16 04:12:48 > Step: 196400 Progress: 98.2% Elapsed: 4:32:03 temperature: no ada_p: No Discriminator_loss: 4.90784e-05 Generator_loss: 0.513509
[INFO] 2020-09-16 04:12:53 > Step: 196500 Progress: 98.2% Elapsed: 4:32:07 temperature: no ada_p: No Discriminator_loss: 0.000442921 Generator_loss: 0.480563
[INFO] 2020-09-16 04:12:56 > Step: 196600 Progress: 98.3% Elapsed: 4:32:11 temperature: no ada_p: No Discriminator_loss: 0.000291363 Generator_loss: 0.475842
[INFO] 2020-09-16 04:13:00 > Step: 196700 Progress: 98.4% Elapsed: 4:32:15 temperature: no ada_p: No Discriminator_loss: 4.40182e-05 Generator_loss: 0.497023
[INFO] 2020-09-16 04:13:04 > Step: 196800 Progress: 98.4% Elapsed: 4:32:18 temperature: no ada_p: No Discriminator_loss: 0.000317915 Generator_loss: 0.502599
[INFO] 2020-09-16 04:13:08 > Step: 196900 Progress: 98.5% Elapsed: 4:32:22 temperature: no ada_p: No Discriminator_loss: 0.000282948 Generator_loss: 0.501823
[INFO] 2020-09-16 04:13:12 > Step: 197000 Progress: 98.5% Elapsed: 4:32:26 temperature: no ada_p: No Discriminator_loss: 4.76937e-05 Generator_loss: 0.499431
[INFO] 2020-09-16 04:13:15 > Step: 197100 Progress: 98.6% Elapsed: 4:32:30 temperature: no ada_p: No Discriminator_loss: 2.56759e-05 Generator_loss: 0.50588
[INFO] 2020-09-16 04:13:19 > Step: 197200 Progress: 98.6% Elapsed: 4:32:34 temperature: no ada_p: No Discriminator_loss: 0.000443071 Generator_loss: 0.492738
[INFO] 2020-09-16 04:13:23 > Step: 197300 Progress: 98.7% Elapsed: 4:32:38 temperature: no ada_p: No Discriminator_loss: 0.000122677 Generator_loss: 0.492367
[INFO] 2020-09-16 04:13:27 > Step: 197400 Progress: 98.7% Elapsed: 4:32:42 temperature: no ada_p: No Discriminator_loss: 3.8125e-05 Generator_loss: 0.49967
[INFO] 2020-09-16 04:13:31 > Step: 197500 Progress: 98.8% Elapsed: 4:32:45 temperature: no ada_p: No Discriminator_loss: 8.94434e-05 Generator_loss: 0.494493
[INFO] 2020-09-16 04:13:35 > Step: 197600 Progress: 98.8% Elapsed: 4:32:49 temperature: no ada_p: No Discriminator_loss: 5.3738e-05 Generator_loss: 0.49751
[INFO] 2020-09-16 04:13:39 > Step: 197700 Progress: 98.9% Elapsed: 4:32:53 temperature: no ada_p: No Discriminator_loss: 3.79248e-05 Generator_loss: 0.49794
[INFO] 2020-09-16 04:13:42 > Step: 197800 Progress: 98.9% Elapsed: 4:32:57 temperature: no ada_p: No Discriminator_loss: 0.000145845 Generator_loss: 0.496829
[INFO] 2020-09-16 04:13:46 > Step: 197900 Progress: 99.0% Elapsed: 4:33:01 temperature: no ada_p: No Discriminator_loss: 0.000103003 Generator_loss: 0.504118
[INFO] 2020-09-16 04:13:50 > Step: 198000 Progress: 99.0% Elapsed: 4:33:05 temperature: no ada_p: No Discriminator_loss: 3.47764e-05 Generator_loss: 0.501334
[INFO] 2020-09-16 04:13:50 > Start Evaluation (198000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:15:19 > F_8 score (Step: 198000, Using test images): 0.0001624920236599615
[INFO] 2020-09-16 04:15:19 > F_1/8 score (Step: 198000, Using test images): 0.008658998233743028
[INFO] 2020-09-16 04:15:19 > FID score (Step: 198000, Using test moments): 321.102482850225
[INFO] 2020-09-16 04:15:19 > Inception score (Step: 198000, 10000 generated images): 1.478337287902832
[INFO] 2020-09-16 04:15:19 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:15:20 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:15:23 > Step: 198100 Progress: 99.1% Elapsed: 4:34:38 temperature: no ada_p: No Discriminator_loss: 0.00029573 Generator_loss: 0.51585
[INFO] 2020-09-16 04:15:27 > Step: 198200 Progress: 99.1% Elapsed: 4:34:41 temperature: no ada_p: No Discriminator_loss: 6.35831e-05 Generator_loss: 0.493116
[INFO] 2020-09-16 04:15:31 > Step: 198300 Progress: 99.2% Elapsed: 4:34:45 temperature: no ada_p: No Discriminator_loss: 0.000353537 Generator_loss: 0.514387
[INFO] 2020-09-16 04:15:35 > Step: 198400 Progress: 99.2% Elapsed: 4:34:49 temperature: no ada_p: No Discriminator_loss: 2.94095e-05 Generator_loss: 0.505487
[INFO] 2020-09-16 04:15:39 > Step: 198500 Progress: 99.2% Elapsed: 4:34:53 temperature: no ada_p: No Discriminator_loss: 7.78491e-05 Generator_loss: 0.490561
[INFO] 2020-09-16 04:15:42 > Step: 198600 Progress: 99.3% Elapsed: 4:34:57 temperature: no ada_p: No Discriminator_loss: 0.00475998 Generator_loss: 0.506546
[INFO] 2020-09-16 04:15:46 > Step: 198700 Progress: 99.4% Elapsed: 4:35:00 temperature: no ada_p: No Discriminator_loss: 3.83348e-05 Generator_loss: 0.502043
[INFO] 2020-09-16 04:15:50 > Step: 198800 Progress: 99.4% Elapsed: 4:35:05 temperature: no ada_p: No Discriminator_loss: 2.29766e-05 Generator_loss: 0.496595
[INFO] 2020-09-16 04:15:54 > Step: 198900 Progress: 99.5% Elapsed: 4:35:08 temperature: no ada_p: No Discriminator_loss: 2.61504e-05 Generator_loss: 0.499725
[INFO] 2020-09-16 04:15:58 > Step: 199000 Progress: 99.5% Elapsed: 4:35:12 temperature: no ada_p: No Discriminator_loss: 2.95355e-05 Generator_loss: 0.493788
[INFO] 2020-09-16 04:16:01 > Step: 199100 Progress: 99.6% Elapsed: 4:35:16 temperature: no ada_p: No Discriminator_loss: 3.16364e-05 Generator_loss: 0.510713
[INFO] 2020-09-16 04:16:05 > Step: 199200 Progress: 99.6% Elapsed: 4:35:20 temperature: no ada_p: No Discriminator_loss: 0.000142039 Generator_loss: 0.486627
[INFO] 2020-09-16 04:16:09 > Step: 199300 Progress: 99.7% Elapsed: 4:35:24 temperature: no ada_p: No Discriminator_loss: 0.000103488 Generator_loss: 0.50855
[INFO] 2020-09-16 04:16:13 > Step: 199400 Progress: 99.7% Elapsed: 4:35:27 temperature: no ada_p: No Discriminator_loss: 0.000370094 Generator_loss: 0.528802
[INFO] 2020-09-16 04:16:17 > Step: 199500 Progress: 99.8% Elapsed: 4:35:31 temperature: no ada_p: No Discriminator_loss: 5.14679e-05 Generator_loss: 0.510655
[INFO] 2020-09-16 04:16:21 > Step: 199600 Progress: 99.8% Elapsed: 4:35:35 temperature: no ada_p: No Discriminator_loss: 0.000692435 Generator_loss: 0.536223
[INFO] 2020-09-16 04:16:25 > Step: 199700 Progress: 99.9% Elapsed: 4:35:39 temperature: no ada_p: No Discriminator_loss: 0.000288079 Generator_loss: 0.493301
[INFO] 2020-09-16 04:16:28 > Step: 199800 Progress: 99.9% Elapsed: 4:35:43 temperature: no ada_p: No Discriminator_loss: 0.00140944 Generator_loss: 0.456823
[INFO] 2020-09-16 04:16:32 > Step: 199900 Progress: 100.0% Elapsed: 4:35:47 temperature: no ada_p: No Discriminator_loss: 7.56395e-05 Generator_loss: 0.488929
[INFO] 2020-09-16 04:16:36 > Step: 200000 Progress: 100.0% Elapsed: 4:35:51 temperature: no ada_p: No Discriminator_loss: 3.1928e-05 Generator_loss: 0.506222
[INFO] 2020-09-16 04:16:36 > Start Evaluation (200000 Step): LSGAN-train-2020_09_15_23_40_37
[INFO] 2020-09-16 04:18:04 > F_8 score (Step: 200000, Using test images): 0.0
[INFO] 2020-09-16 04:18:04 > F_1/8 score (Step: 200000, Using test images): 0.0
[INFO] 2020-09-16 04:18:04 > FID score (Step: 200000, Using test moments): 330.93090054045535
[INFO] 2020-09-16 04:18:04 > Inception score (Step: 200000, 10000 generated images): 1.2900371551513672
[INFO] 2020-09-16 04:18:04 > Best FID score (Step: 22000, Using test moments): 66.68568685899766
[INFO] 2020-09-16 04:18:04 > Saved model to checkpoints/LSGAN-train-2020_09_15_23_40_37