Path: blob/master/logs/IMAGENET/BigGAN256-train-2021_01_24_03_52_15.log
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[INFO] 2021-01-24 03:52:15 > Run name : BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 03:52:15 > {'config_path': 'src/configs/ILSVRC2012/BigGAN256.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-24 03:52:15 > {'data_processing': {'dataset_name': 'imagenet', 'data_path': './data/ILSVRC2012', 'img_size': 128, 'num_classes': 1000, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 4, 'attention_after_nth_dis_block': 1, 'z_dim': 120, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 5e-05, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': 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': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2021-01-24 03:52:15 > Load train datasets...
[INFO] 2021-01-24 03:54:05 > Train dataset size : 1281167
[INFO] 2021-01-24 03:54:05 > Load valid datasets...
[INFO] 2021-01-24 03:54:05 > Eval dataset size : 50000
[INFO] 2021-01-24 03:54:05 > Build model...
[INFO] 2021-01-24 03:54:05 > Modules are located on models.big_resnet.
[INFO] 2021-01-24 03:54:13 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-24 03:54:13 > Number of parameters: 70433988
[INFO] 2021-01-24 03:54:13 > Generator(
(linear0): Linear(in_features=20, out_features=24576, bias=True)
(shared): Embedding(1000, 128)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=1536, bias=False)
(bias): Linear(in_features=148, out_features=1536, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=1536, bias=False)
(bias): Linear(in_features=148, out_features=1536, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1536, 1536, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(1): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=1536, bias=False)
(bias): Linear(in_features=148, out_features=1536, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=768, bias=False)
(bias): Linear(in_features=148, out_features=768, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1536, 768, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1536, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(2): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=768, bias=False)
(bias): Linear(in_features=148, out_features=768, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(768, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(768, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(3): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=192, bias=False)
(bias): Linear(in_features=148, out_features=192, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(4): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(5): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=192, bias=False)
(bias): Linear(in_features=148, out_features=192, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=96, bias=False)
(bias): Linear(in_features=148, out_features=96, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
)
(bn4): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(96, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2021-01-24 03:54:13 > Number of parameters: 87982370
[INFO] 2021-01-24 03:54:13 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 96, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(96, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(48, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(96, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 768, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(5): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(768, 1536, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(768, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(6): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=1536, out_features=1, bias=True)
(embedding): Embedding(1000, 1536)
)
[INFO] 2021-01-24 03:54:16 > Start training....
[INFO] 2021-01-24 03:58:51 > Step: 100 Progress: 0.1% Elapsed: 0:04:35 temperature: no ada_p: No Discriminator_loss: 1.80832 Generator_loss: -0.172313
[INFO] 2021-01-24 04:02:48 > Step: 200 Progress: 0.1% Elapsed: 0:08:32 temperature: no ada_p: No Discriminator_loss: 1.948 Generator_loss: -0.353398
[INFO] 2021-01-24 04:06:45 > Step: 300 Progress: 0.1% Elapsed: 0:12:29 temperature: no ada_p: No Discriminator_loss: 1.9961 Generator_loss: -0.214789
[INFO] 2021-01-24 04:10:42 > Step: 400 Progress: 0.2% Elapsed: 0:16:26 temperature: no ada_p: No Discriminator_loss: 1.68222 Generator_loss: 0.630479
[INFO] 2021-01-24 04:14:39 > Step: 500 Progress: 0.2% Elapsed: 0:20:23 temperature: no ada_p: No Discriminator_loss: 1.5396 Generator_loss: -0.682858
[INFO] 2021-01-24 04:18:36 > Step: 600 Progress: 0.3% Elapsed: 0:24:20 temperature: no ada_p: No Discriminator_loss: 1.82201 Generator_loss: -0.112153
[INFO] 2021-01-24 04:22:34 > Step: 700 Progress: 0.4% Elapsed: 0:28:18 temperature: no ada_p: No Discriminator_loss: 1.9213 Generator_loss: 0.261325
[INFO] 2021-01-24 04:26:31 > Step: 800 Progress: 0.4% Elapsed: 0:32:15 temperature: no ada_p: No Discriminator_loss: 1.66852 Generator_loss: 0.829292
[INFO] 2021-01-24 04:30:29 > Step: 900 Progress: 0.4% Elapsed: 0:36:12 temperature: no ada_p: No Discriminator_loss: 2.07261 Generator_loss: 0.0851672
[INFO] 2021-01-24 04:34:27 > Step: 1000 Progress: 0.5% Elapsed: 0:40:11 temperature: no ada_p: No Discriminator_loss: 1.38945 Generator_loss: 0.36607
[INFO] 2021-01-24 04:38:25 > Step: 1100 Progress: 0.5% Elapsed: 0:44:09 temperature: no ada_p: No Discriminator_loss: 1.62937 Generator_loss: 0.221507
[INFO] 2021-01-24 04:42:23 > Step: 1200 Progress: 0.6% Elapsed: 0:48:07 temperature: no ada_p: No Discriminator_loss: 1.56682 Generator_loss: 0.788073
[INFO] 2021-01-24 04:46:21 > Step: 1300 Progress: 0.7% Elapsed: 0:52:05 temperature: no ada_p: No Discriminator_loss: 1.37871 Generator_loss: 0.824559
[INFO] 2021-01-24 04:50:19 > Step: 1400 Progress: 0.7% Elapsed: 0:56:03 temperature: no ada_p: No Discriminator_loss: 1.56106 Generator_loss: 0.446398
[INFO] 2021-01-24 04:54:17 > Step: 1500 Progress: 0.8% Elapsed: 1:00:01 temperature: no ada_p: No Discriminator_loss: 1.64631 Generator_loss: -0.354938
[INFO] 2021-01-24 04:58:15 > Step: 1600 Progress: 0.8% Elapsed: 1:03:59 temperature: no ada_p: No Discriminator_loss: 1.17504 Generator_loss: 0.772787
[INFO] 2021-01-24 05:02:14 > Step: 1700 Progress: 0.9% Elapsed: 1:07:58 temperature: no ada_p: No Discriminator_loss: 1.42097 Generator_loss: 1.0856
[INFO] 2021-01-24 05:06:12 > Step: 1800 Progress: 0.9% Elapsed: 1:11:56 temperature: no ada_p: No Discriminator_loss: 1.30676 Generator_loss: 0.238479
[INFO] 2021-01-24 05:10:11 > Step: 1900 Progress: 0.9% Elapsed: 1:15:55 temperature: no ada_p: No Discriminator_loss: 1.23798 Generator_loss: 0.75499
[INFO] 2021-01-24 05:14:10 > Step: 2000 Progress: 1.0% Elapsed: 1:19:53 temperature: no ada_p: No Discriminator_loss: 1.13472 Generator_loss: -0.229386
[INFO] 2021-01-24 05:14:10 > Start Evaluation (2000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 05:14:10 > Calculating FID Score....
[INFO] 2021-01-24 05:16:29 > Calculating Inception Score....
[INFO] 2021-01-24 05:18:36 > Calculate F_beta Score....
[INFO] 2021-01-24 05:30:09 > Calculate Accuracies....
[INFO] 2021-01-24 05:32:05 > Calculate Accuracies....
[INFO] 2021-01-24 05:36:55 > F_8 score (Step: 2000, Using valid images): 0.21536648389736415
[INFO] 2021-01-24 05:36:55 > F_1/8 score (Step: 2000, Using valid images): 0.237311784682749
[INFO] 2021-01-24 05:36:55 > FID score (Step: 2000, Using valid moments): 134.89151858673688
[INFO] 2021-01-24 05:36:55 > Inception score (Step: 2000, 50000 generated images): 5.470184803009033
[INFO] 2021-01-24 05:36:55 > Best FID score (Step: 2000, Using valid moments): 134.89151858673688
[INFO] 2021-01-24 05:37:09 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 05:41:05 > Step: 2100 Progress: 1.1% Elapsed: 1:46:49 temperature: no ada_p: No Discriminator_loss: 1.39512 Generator_loss: 1.32506
[INFO] 2021-01-24 05:45:00 > Step: 2200 Progress: 1.1% Elapsed: 1:50:44 temperature: no ada_p: No Discriminator_loss: 1.02377 Generator_loss: 0.148045
[INFO] 2021-01-24 05:48:54 > Step: 2300 Progress: 1.1% Elapsed: 1:54:38 temperature: no ada_p: No Discriminator_loss: 1.2135 Generator_loss: -0.242036
[INFO] 2021-01-24 05:52:49 > Step: 2400 Progress: 1.2% Elapsed: 1:58:32 temperature: no ada_p: No Discriminator_loss: 1.48091 Generator_loss: 0.377069
[INFO] 2021-01-24 05:57:14 > Step: 2500 Progress: 1.2% Elapsed: 2:02:57 temperature: no ada_p: No Discriminator_loss: 1.1827 Generator_loss: 0.33089
[INFO] 2021-01-24 06:01:14 > Step: 2600 Progress: 1.3% Elapsed: 2:06:58 temperature: no ada_p: No Discriminator_loss: 1.16968 Generator_loss: -0.102661
[INFO] 2021-01-24 06:05:11 > Step: 2700 Progress: 1.4% Elapsed: 2:10:55 temperature: no ada_p: No Discriminator_loss: 0.990734 Generator_loss: 1.19224
[INFO] 2021-01-24 06:09:08 > Step: 2800 Progress: 1.4% Elapsed: 2:14:51 temperature: no ada_p: No Discriminator_loss: 1.34068 Generator_loss: 0.880921
[INFO] 2021-01-24 06:13:04 > Step: 2900 Progress: 1.5% Elapsed: 2:18:48 temperature: no ada_p: No Discriminator_loss: 1.09055 Generator_loss: -0.38067
[INFO] 2021-01-24 06:17:01 > Step: 3000 Progress: 1.5% Elapsed: 2:22:44 temperature: no ada_p: No Discriminator_loss: 1.14828 Generator_loss: 0.539671
[INFO] 2021-01-24 06:20:57 > Step: 3100 Progress: 1.6% Elapsed: 2:26:41 temperature: no ada_p: No Discriminator_loss: 1.29488 Generator_loss: 0.101573
[INFO] 2021-01-24 06:24:53 > Step: 3200 Progress: 1.6% Elapsed: 2:30:37 temperature: no ada_p: No Discriminator_loss: 1.16664 Generator_loss: 0.243612
[INFO] 2021-01-24 06:28:50 > Step: 3300 Progress: 1.7% Elapsed: 2:34:34 temperature: no ada_p: No Discriminator_loss: 1.34005 Generator_loss: 0.649942
[INFO] 2021-01-24 06:32:48 > Step: 3400 Progress: 1.7% Elapsed: 2:38:31 temperature: no ada_p: No Discriminator_loss: 1.16108 Generator_loss: 0.0335456
[INFO] 2021-01-24 06:36:44 > Step: 3500 Progress: 1.8% Elapsed: 2:42:28 temperature: no ada_p: No Discriminator_loss: 1.34193 Generator_loss: 1.12719
[INFO] 2021-01-24 06:40:40 > Step: 3600 Progress: 1.8% Elapsed: 2:46:23 temperature: no ada_p: No Discriminator_loss: 1.20435 Generator_loss: 0.443427
[INFO] 2021-01-24 06:44:36 > Step: 3700 Progress: 1.8% Elapsed: 2:50:20 temperature: no ada_p: No Discriminator_loss: 1.50293 Generator_loss: 0.680957
[INFO] 2021-01-24 06:48:32 > Step: 3800 Progress: 1.9% Elapsed: 2:54:16 temperature: no ada_p: No Discriminator_loss: 1.20392 Generator_loss: -0.138261
[INFO] 2021-01-24 06:52:28 > Step: 3900 Progress: 1.9% Elapsed: 2:58:12 temperature: no ada_p: No Discriminator_loss: 1.13964 Generator_loss: 0.04203
[INFO] 2021-01-24 06:56:25 > Step: 4000 Progress: 2.0% Elapsed: 3:02:09 temperature: no ada_p: No Discriminator_loss: 1.03932 Generator_loss: 0.781529
[INFO] 2021-01-24 06:56:25 > Start Evaluation (4000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 06:56:25 > Calculating FID Score....
[INFO] 2021-01-24 06:58:43 > Calculating Inception Score....
[INFO] 2021-01-24 07:00:50 > Calculate F_beta Score....
[INFO] 2021-01-24 07:12:17 > Calculate Accuracies....
[INFO] 2021-01-24 07:14:13 > Calculate Accuracies....
[INFO] 2021-01-24 07:19:06 > F_8 score (Step: 4000, Using valid images): 0.31297038057702165
[INFO] 2021-01-24 07:19:06 > F_1/8 score (Step: 4000, Using valid images): 0.45966841139711856
[INFO] 2021-01-24 07:19:06 > FID score (Step: 4000, Using valid moments): 109.4795838852499
[INFO] 2021-01-24 07:19:06 > Inception score (Step: 4000, 50000 generated images): 7.566925525665283
[INFO] 2021-01-24 07:19:06 > Best FID score (Step: 4000, Using valid moments): 109.4795838852499
[INFO] 2021-01-24 07:19:20 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 07:23:16 > Step: 4100 Progress: 2.1% Elapsed: 3:28:59 temperature: no ada_p: No Discriminator_loss: 1.28067 Generator_loss: -0.366692
[INFO] 2021-01-24 07:27:11 > Step: 4200 Progress: 2.1% Elapsed: 3:32:55 temperature: no ada_p: No Discriminator_loss: 0.957613 Generator_loss: 0.362314
[INFO] 2021-01-24 07:31:07 > Step: 4300 Progress: 2.1% Elapsed: 3:36:51 temperature: no ada_p: No Discriminator_loss: 0.915283 Generator_loss: 0.568138
[INFO] 2021-01-24 07:35:02 > Step: 4400 Progress: 2.2% Elapsed: 3:40:46 temperature: no ada_p: No Discriminator_loss: 1.18236 Generator_loss: 0.447612
[INFO] 2021-01-24 07:39:29 > Step: 4500 Progress: 2.2% Elapsed: 3:45:13 temperature: no ada_p: No Discriminator_loss: 1.02012 Generator_loss: 0.323677
[INFO] 2021-01-24 07:43:26 > Step: 4600 Progress: 2.3% Elapsed: 3:49:10 temperature: no ada_p: No Discriminator_loss: 0.910965 Generator_loss: 0.149057
[INFO] 2021-01-24 07:47:24 > Step: 4700 Progress: 2.4% Elapsed: 3:53:07 temperature: no ada_p: No Discriminator_loss: 1.04672 Generator_loss: 0.508034
[INFO] 2021-01-24 07:51:21 > Step: 4800 Progress: 2.4% Elapsed: 3:57:05 temperature: no ada_p: No Discriminator_loss: 0.891393 Generator_loss: 0.366575
[INFO] 2021-01-24 07:55:18 > Step: 4900 Progress: 2.5% Elapsed: 4:01:02 temperature: no ada_p: No Discriminator_loss: 0.849796 Generator_loss: 0.411259
[INFO] 2021-01-24 07:59:16 > Step: 5000 Progress: 2.5% Elapsed: 4:05:00 temperature: no ada_p: No Discriminator_loss: 0.735131 Generator_loss: 0.523082
[INFO] 2021-01-24 08:03:18 > Step: 5100 Progress: 2.5% Elapsed: 4:09:02 temperature: no ada_p: No Discriminator_loss: 1.01525 Generator_loss: 0.418041
[INFO] 2021-01-24 08:07:16 > Step: 5200 Progress: 2.6% Elapsed: 4:13:00 temperature: no ada_p: No Discriminator_loss: 0.949815 Generator_loss: 0.57794
[INFO] 2021-01-24 08:11:15 > Step: 5300 Progress: 2.6% Elapsed: 4:16:58 temperature: no ada_p: No Discriminator_loss: 0.947884 Generator_loss: 0.427542
[INFO] 2021-01-24 08:15:12 > Step: 5400 Progress: 2.7% Elapsed: 4:20:56 temperature: no ada_p: No Discriminator_loss: 0.990938 Generator_loss: 0.352973
[INFO] 2021-01-24 08:19:10 > Step: 5500 Progress: 2.8% Elapsed: 4:24:54 temperature: no ada_p: No Discriminator_loss: 1.07113 Generator_loss: 0.512417
[INFO] 2021-01-24 08:23:08 > Step: 5600 Progress: 2.8% Elapsed: 4:28:52 temperature: no ada_p: No Discriminator_loss: 1.11905 Generator_loss: 0.38293
[INFO] 2021-01-24 08:27:06 > Step: 5700 Progress: 2.9% Elapsed: 4:32:50 temperature: no ada_p: No Discriminator_loss: 0.820378 Generator_loss: 0.292485
[INFO] 2021-01-24 08:31:04 > Step: 5800 Progress: 2.9% Elapsed: 4:36:48 temperature: no ada_p: No Discriminator_loss: 1.09858 Generator_loss: 0.336802
[INFO] 2021-01-24 08:35:02 > Step: 5900 Progress: 2.9% Elapsed: 4:40:46 temperature: no ada_p: No Discriminator_loss: 0.85085 Generator_loss: 0.515252
[INFO] 2021-01-24 08:39:00 > Step: 6000 Progress: 3.0% Elapsed: 4:44:44 temperature: no ada_p: No Discriminator_loss: 0.870053 Generator_loss: 0.508586
[INFO] 2021-01-24 08:39:00 > Start Evaluation (6000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 08:39:00 > Calculating FID Score....
[INFO] 2021-01-24 08:41:18 > Calculating Inception Score....
[INFO] 2021-01-24 08:43:25 > Calculate F_beta Score....
[INFO] 2021-01-24 08:54:53 > Calculate Accuracies....
[INFO] 2021-01-24 08:56:49 > Calculate Accuracies....
[INFO] 2021-01-24 09:01:41 > F_8 score (Step: 6000, Using valid images): 0.4091086009900091
[INFO] 2021-01-24 09:01:41 > F_1/8 score (Step: 6000, Using valid images): 0.5619092985766666
[INFO] 2021-01-24 09:01:41 > FID score (Step: 6000, Using valid moments): 96.1936489122998
[INFO] 2021-01-24 09:01:41 > Inception score (Step: 6000, 50000 generated images): 8.939780235290527
[INFO] 2021-01-24 09:01:41 > Best FID score (Step: 6000, Using valid moments): 96.1936489122998
[INFO] 2021-01-24 09:01:55 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 09:05:51 > Step: 6100 Progress: 3.0% Elapsed: 5:11:35 temperature: no ada_p: No Discriminator_loss: 1.12536 Generator_loss: 0.45529
[INFO] 2021-01-24 09:09:47 > Step: 6200 Progress: 3.1% Elapsed: 5:15:31 temperature: no ada_p: No Discriminator_loss: 0.835357 Generator_loss: 0.519396
[INFO] 2021-01-24 09:13:43 > Step: 6300 Progress: 3.1% Elapsed: 5:19:27 temperature: no ada_p: No Discriminator_loss: 1.05353 Generator_loss: 0.652682
[INFO] 2021-01-24 09:17:39 > Step: 6400 Progress: 3.2% Elapsed: 5:23:23 temperature: no ada_p: No Discriminator_loss: 1.18554 Generator_loss: 0.274703
[INFO] 2021-01-24 09:22:06 > Step: 6500 Progress: 3.2% Elapsed: 5:27:49 temperature: no ada_p: No Discriminator_loss: 0.840679 Generator_loss: 0.381257
[INFO] 2021-01-24 09:26:03 > Step: 6600 Progress: 3.3% Elapsed: 5:31:47 temperature: no ada_p: No Discriminator_loss: 1.32706 Generator_loss: 0.733371
[INFO] 2021-01-24 09:29:59 > Step: 6700 Progress: 3.4% Elapsed: 5:35:43 temperature: no ada_p: No Discriminator_loss: 0.828934 Generator_loss: 0.522283
[INFO] 2021-01-24 09:33:56 > Step: 6800 Progress: 3.4% Elapsed: 5:39:40 temperature: no ada_p: No Discriminator_loss: 0.904665 Generator_loss: 0.253216
[INFO] 2021-01-24 09:37:53 > Step: 6900 Progress: 3.5% Elapsed: 5:43:36 temperature: no ada_p: No Discriminator_loss: 1.08765 Generator_loss: 0.144765
[INFO] 2021-01-24 09:41:50 > Step: 7000 Progress: 3.5% Elapsed: 5:47:34 temperature: no ada_p: No Discriminator_loss: 0.904098 Generator_loss: 0.685182
[INFO] 2021-01-24 09:45:48 > Step: 7100 Progress: 3.5% Elapsed: 5:51:32 temperature: no ada_p: No Discriminator_loss: 0.794995 Generator_loss: 0.730714
[INFO] 2021-01-24 09:49:46 > Step: 7200 Progress: 3.6% Elapsed: 5:55:30 temperature: no ada_p: No Discriminator_loss: 0.846898 Generator_loss: 0.85296
[INFO] 2021-01-24 09:53:44 > Step: 7300 Progress: 3.6% Elapsed: 5:59:27 temperature: no ada_p: No Discriminator_loss: 0.933842 Generator_loss: 0.8408
[INFO] 2021-01-24 09:57:41 > Step: 7400 Progress: 3.7% Elapsed: 6:03:25 temperature: no ada_p: No Discriminator_loss: 1.09868 Generator_loss: 0.631583
[INFO] 2021-01-24 10:01:39 > Step: 7500 Progress: 3.8% Elapsed: 6:07:23 temperature: no ada_p: No Discriminator_loss: 0.896229 Generator_loss: 0.775888
[INFO] 2021-01-24 10:05:40 > Step: 7600 Progress: 3.8% Elapsed: 6:11:24 temperature: no ada_p: No Discriminator_loss: 0.939871 Generator_loss: 0.503505
[INFO] 2021-01-24 10:09:38 > Step: 7700 Progress: 3.9% Elapsed: 6:15:21 temperature: no ada_p: No Discriminator_loss: 0.713642 Generator_loss: 0.686237
[INFO] 2021-01-24 10:13:35 > Step: 7800 Progress: 3.9% Elapsed: 6:19:19 temperature: no ada_p: No Discriminator_loss: 0.603689 Generator_loss: 0.877004
[INFO] 2021-01-24 10:17:32 > Step: 7900 Progress: 4.0% Elapsed: 6:23:16 temperature: no ada_p: No Discriminator_loss: 0.835078 Generator_loss: 0.752257
[INFO] 2021-01-24 10:21:30 > Step: 8000 Progress: 4.0% Elapsed: 6:27:13 temperature: no ada_p: No Discriminator_loss: 0.691297 Generator_loss: 0.683562
[INFO] 2021-01-24 10:21:30 > Start Evaluation (8000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 10:21:30 > Calculating FID Score....
[INFO] 2021-01-24 10:23:48 > Calculating Inception Score....
[INFO] 2021-01-24 10:25:55 > Calculate F_beta Score....
[INFO] 2021-01-24 10:37:29 > Calculate Accuracies....
[INFO] 2021-01-24 10:39:12 > Calculate Accuracies....
[INFO] 2021-01-24 10:44:04 > F_8 score (Step: 8000, Using valid images): 0.4323597245275325
[INFO] 2021-01-24 10:44:04 > F_1/8 score (Step: 8000, Using valid images): 0.6035671790582582
[INFO] 2021-01-24 10:44:04 > FID score (Step: 8000, Using valid moments): 91.71604873905858
[INFO] 2021-01-24 10:44:04 > Inception score (Step: 8000, 50000 generated images): 9.981613159179688
[INFO] 2021-01-24 10:44:04 > Best FID score (Step: 8000, Using valid moments): 91.71604873905858
[INFO] 2021-01-24 10:44:18 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 10:48:14 > Step: 8100 Progress: 4.0% Elapsed: 6:53:58 temperature: no ada_p: No Discriminator_loss: 0.726716 Generator_loss: 0.467895
[INFO] 2021-01-24 10:52:10 > Step: 8200 Progress: 4.1% Elapsed: 6:57:53 temperature: no ada_p: No Discriminator_loss: 0.946 Generator_loss: 1.49969
[INFO] 2021-01-24 10:56:05 > Step: 8300 Progress: 4.2% Elapsed: 7:01:49 temperature: no ada_p: No Discriminator_loss: 0.682174 Generator_loss: 0.960314
[INFO] 2021-01-24 11:00:18 > Step: 8400 Progress: 4.2% Elapsed: 7:06:02 temperature: no ada_p: No Discriminator_loss: 0.565756 Generator_loss: 0.95911
[INFO] 2021-01-24 11:04:16 > Step: 8500 Progress: 4.2% Elapsed: 7:10:00 temperature: no ada_p: No Discriminator_loss: 0.905745 Generator_loss: 0.627983
[INFO] 2021-01-24 11:08:13 > Step: 8600 Progress: 4.3% Elapsed: 7:13:57 temperature: no ada_p: No Discriminator_loss: 0.901413 Generator_loss: 0.446057
[INFO] 2021-01-24 11:12:10 > Step: 8700 Progress: 4.3% Elapsed: 7:17:54 temperature: no ada_p: No Discriminator_loss: 0.784577 Generator_loss: 0.772582
[INFO] 2021-01-24 11:16:08 > Step: 8800 Progress: 4.4% Elapsed: 7:21:52 temperature: no ada_p: No Discriminator_loss: 0.931756 Generator_loss: 0.793667
[INFO] 2021-01-24 11:20:05 > Step: 8900 Progress: 4.5% Elapsed: 7:25:49 temperature: no ada_p: No Discriminator_loss: 0.577876 Generator_loss: 0.556771
[INFO] 2021-01-24 11:24:03 > Step: 9000 Progress: 4.5% Elapsed: 7:29:47 temperature: no ada_p: No Discriminator_loss: 0.959902 Generator_loss: 0.547912
[INFO] 2021-01-24 11:28:01 > Step: 9100 Progress: 4.5% Elapsed: 7:33:45 temperature: no ada_p: No Discriminator_loss: 0.866205 Generator_loss: 0.752109
[INFO] 2021-01-24 11:31:59 > Step: 9200 Progress: 4.6% Elapsed: 7:37:42 temperature: no ada_p: No Discriminator_loss: 1.11509 Generator_loss: 0.445265
[INFO] 2021-01-24 11:35:57 > Step: 9300 Progress: 4.7% Elapsed: 7:41:41 temperature: no ada_p: No Discriminator_loss: 0.893274 Generator_loss: 0.64786
[INFO] 2021-01-24 11:39:54 > Step: 9400 Progress: 4.7% Elapsed: 7:45:38 temperature: no ada_p: No Discriminator_loss: 0.871981 Generator_loss: 0.599604
[INFO] 2021-01-24 11:43:52 > Step: 9500 Progress: 4.8% Elapsed: 7:49:36 temperature: no ada_p: No Discriminator_loss: 0.703589 Generator_loss: 0.749788
[INFO] 2021-01-24 11:47:50 > Step: 9600 Progress: 4.8% Elapsed: 7:53:33 temperature: no ada_p: No Discriminator_loss: 0.787772 Generator_loss: 0.684169
[INFO] 2021-01-24 11:51:47 > Step: 9700 Progress: 4.9% Elapsed: 7:57:31 temperature: no ada_p: No Discriminator_loss: 0.779354 Generator_loss: 0.737559
[INFO] 2021-01-24 11:55:46 > Step: 9800 Progress: 4.9% Elapsed: 8:01:30 temperature: no ada_p: No Discriminator_loss: 0.568261 Generator_loss: 0.844909
[INFO] 2021-01-24 11:59:44 > Step: 9900 Progress: 5.0% Elapsed: 8:05:28 temperature: no ada_p: No Discriminator_loss: 0.558987 Generator_loss: 0.496068
[INFO] 2021-01-24 12:03:42 > Step: 10000 Progress: 5.0% Elapsed: 8:09:26 temperature: no ada_p: No Discriminator_loss: 0.877678 Generator_loss: 0.882575
[INFO] 2021-01-24 12:03:42 > Start Evaluation (10000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 12:03:42 > Calculating FID Score....
[INFO] 2021-01-24 12:06:01 > Calculating Inception Score....
[INFO] 2021-01-24 12:08:08 > Calculate F_beta Score....
[INFO] 2021-01-24 12:19:36 > Calculate Accuracies....
[INFO] 2021-01-24 12:21:19 > Calculate Accuracies....
[INFO] 2021-01-24 12:26:10 > F_8 score (Step: 10000, Using valid images): 0.4541309793646225
[INFO] 2021-01-24 12:26:10 > F_1/8 score (Step: 10000, Using valid images): 0.6669849184761404
[INFO] 2021-01-24 12:26:10 > FID score (Step: 10000, Using valid moments): 83.54861630488904
[INFO] 2021-01-24 12:26:10 > Inception score (Step: 10000, 50000 generated images): 10.63332462310791
[INFO] 2021-01-24 12:26:10 > Best FID score (Step: 10000, Using valid moments): 83.54861630488904
[INFO] 2021-01-24 12:26:25 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 12:30:45 > Step: 10100 Progress: 5.1% Elapsed: 8:36:29 temperature: no ada_p: No Discriminator_loss: 0.738929 Generator_loss: 0.603756
[INFO] 2021-01-24 12:34:44 > Step: 10200 Progress: 5.1% Elapsed: 8:40:28 temperature: no ada_p: No Discriminator_loss: 0.776449 Generator_loss: 0.824905
[INFO] 2021-01-24 12:38:43 > Step: 10300 Progress: 5.1% Elapsed: 8:44:26 temperature: no ada_p: No Discriminator_loss: 0.696328 Generator_loss: 0.836081
[INFO] 2021-01-24 12:42:42 > Step: 10400 Progress: 5.2% Elapsed: 8:48:25 temperature: no ada_p: No Discriminator_loss: 0.727484 Generator_loss: 0.648928
[INFO] 2021-01-24 12:46:41 > Step: 10500 Progress: 5.2% Elapsed: 8:52:24 temperature: no ada_p: No Discriminator_loss: 0.666185 Generator_loss: 1.02278
[INFO] 2021-01-24 12:50:39 > Step: 10600 Progress: 5.3% Elapsed: 8:56:23 temperature: no ada_p: No Discriminator_loss: 0.813794 Generator_loss: 0.641305
[INFO] 2021-01-24 12:54:36 > Step: 10700 Progress: 5.3% Elapsed: 9:00:20 temperature: no ada_p: No Discriminator_loss: 0.655037 Generator_loss: 2.01847
[INFO] 2021-01-24 12:58:36 > Step: 10800 Progress: 5.4% Elapsed: 9:04:20 temperature: no ada_p: No Discriminator_loss: 0.87783 Generator_loss: 0.724316
[INFO] 2021-01-24 13:02:34 > Step: 10900 Progress: 5.5% Elapsed: 9:08:18 temperature: no ada_p: No Discriminator_loss: 0.879108 Generator_loss: 0.637288
[INFO] 2021-01-24 13:06:32 > Step: 11000 Progress: 5.5% Elapsed: 9:12:16 temperature: no ada_p: No Discriminator_loss: 0.665517 Generator_loss: 1.03513
[INFO] 2021-01-24 13:10:30 > Step: 11100 Progress: 5.5% Elapsed: 9:16:14 temperature: no ada_p: No Discriminator_loss: 0.707598 Generator_loss: 0.667286
[INFO] 2021-01-24 13:14:28 > Step: 11200 Progress: 5.6% Elapsed: 9:20:12 temperature: no ada_p: No Discriminator_loss: 0.759498 Generator_loss: 1.10354
[INFO] 2021-01-24 13:18:26 > Step: 11300 Progress: 5.7% Elapsed: 9:24:10 temperature: no ada_p: No Discriminator_loss: 0.732137 Generator_loss: 0.607033
[INFO] 2021-01-24 13:22:24 > Step: 11400 Progress: 5.7% Elapsed: 9:28:08 temperature: no ada_p: No Discriminator_loss: 0.503256 Generator_loss: 0.86344
[INFO] 2021-01-24 13:26:22 > Step: 11500 Progress: 5.8% Elapsed: 9:32:06 temperature: no ada_p: No Discriminator_loss: 0.496016 Generator_loss: 1.15173
[INFO] 2021-01-24 13:30:20 > Step: 11600 Progress: 5.8% Elapsed: 9:36:04 temperature: no ada_p: No Discriminator_loss: 0.875759 Generator_loss: 0.656005
[INFO] 2021-01-24 13:34:18 > Step: 11700 Progress: 5.9% Elapsed: 9:40:02 temperature: no ada_p: No Discriminator_loss: 0.625115 Generator_loss: 0.871212
[INFO] 2021-01-24 13:38:16 > Step: 11800 Progress: 5.9% Elapsed: 9:43:59 temperature: no ada_p: No Discriminator_loss: 0.914754 Generator_loss: 0.672385
[INFO] 2021-01-24 13:42:13 > Step: 11900 Progress: 5.9% Elapsed: 9:47:57 temperature: no ada_p: No Discriminator_loss: 0.486224 Generator_loss: 1.32068
[INFO] 2021-01-24 13:46:12 > Step: 12000 Progress: 6.0% Elapsed: 9:51:55 temperature: no ada_p: No Discriminator_loss: 0.622751 Generator_loss: 1.08131
[INFO] 2021-01-24 13:46:12 > Start Evaluation (12000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 13:46:12 > Calculating FID Score....
[INFO] 2021-01-24 13:48:30 > Calculating Inception Score....
[INFO] 2021-01-24 13:50:38 > Calculate F_beta Score....
[INFO] 2021-01-24 14:02:03 > Calculate Accuracies....
[INFO] 2021-01-24 14:04:00 > Calculate Accuracies....
[INFO] 2021-01-24 14:08:53 > F_8 score (Step: 12000, Using valid images): 0.47938983071987057
[INFO] 2021-01-24 14:08:53 > F_1/8 score (Step: 12000, Using valid images): 0.7105771328200445
[INFO] 2021-01-24 14:08:53 > FID score (Step: 12000, Using valid moments): 79.92753861831704
[INFO] 2021-01-24 14:08:53 > Inception score (Step: 12000, 50000 generated images): 10.883447647094727
[INFO] 2021-01-24 14:08:53 > Best FID score (Step: 12000, Using valid moments): 79.92753861831704
[INFO] 2021-01-24 14:09:08 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 14:13:03 > Step: 12100 Progress: 6.0% Elapsed: 10:18:47 temperature: no ada_p: No Discriminator_loss: 0.81364 Generator_loss: 0.825416
[INFO] 2021-01-24 14:16:59 > Step: 12200 Progress: 6.1% Elapsed: 10:22:42 temperature: no ada_p: No Discriminator_loss: 0.636204 Generator_loss: 1.04757
[INFO] 2021-01-24 14:20:54 > Step: 12300 Progress: 6.2% Elapsed: 10:26:37 temperature: no ada_p: No Discriminator_loss: 0.602303 Generator_loss: 0.685456
[INFO] 2021-01-24 14:24:49 > Step: 12400 Progress: 6.2% Elapsed: 10:30:33 temperature: no ada_p: No Discriminator_loss: 0.724078 Generator_loss: 1.14375
[INFO] 2021-01-24 14:29:16 > Step: 12500 Progress: 6.2% Elapsed: 10:35:00 temperature: no ada_p: No Discriminator_loss: 0.575401 Generator_loss: 1.70939
[INFO] 2021-01-24 14:33:20 > Step: 12600 Progress: 6.3% Elapsed: 10:39:04 temperature: no ada_p: No Discriminator_loss: 0.721421 Generator_loss: 0.75234
[INFO] 2021-01-24 14:37:19 > Step: 12700 Progress: 6.3% Elapsed: 10:43:03 temperature: no ada_p: No Discriminator_loss: 0.679922 Generator_loss: 1.12727
[INFO] 2021-01-24 14:41:19 > Step: 12800 Progress: 6.4% Elapsed: 10:47:03 temperature: no ada_p: No Discriminator_loss: 0.763759 Generator_loss: 0.920043
[INFO] 2021-01-24 14:45:17 > Step: 12900 Progress: 6.5% Elapsed: 10:51:01 temperature: no ada_p: No Discriminator_loss: 0.597286 Generator_loss: 0.893451
[INFO] 2021-01-24 14:49:16 > Step: 13000 Progress: 6.5% Elapsed: 10:55:00 temperature: no ada_p: No Discriminator_loss: 0.487018 Generator_loss: 1.1052
[INFO] 2021-01-24 14:53:15 > Step: 13100 Progress: 6.6% Elapsed: 10:58:59 temperature: no ada_p: No Discriminator_loss: 0.678297 Generator_loss: 0.962278
[INFO] 2021-01-24 14:57:14 > Step: 13200 Progress: 6.6% Elapsed: 11:02:57 temperature: no ada_p: No Discriminator_loss: 0.696329 Generator_loss: 1.17565
[INFO] 2021-01-24 15:01:12 > Step: 13300 Progress: 6.7% Elapsed: 11:06:56 temperature: no ada_p: No Discriminator_loss: 1.05921 Generator_loss: 0.971985
[INFO] 2021-01-24 15:05:11 > Step: 13400 Progress: 6.7% Elapsed: 11:10:55 temperature: no ada_p: No Discriminator_loss: 0.960689 Generator_loss: 0.594074
[INFO] 2021-01-24 15:09:10 > Step: 13500 Progress: 6.8% Elapsed: 11:14:54 temperature: no ada_p: No Discriminator_loss: 0.607284 Generator_loss: 1.35959
[INFO] 2021-01-24 15:13:09 > Step: 13600 Progress: 6.8% Elapsed: 11:18:53 temperature: no ada_p: No Discriminator_loss: 0.424041 Generator_loss: 1.12538
[INFO] 2021-01-24 15:17:08 > Step: 13700 Progress: 6.9% Elapsed: 11:22:52 temperature: no ada_p: No Discriminator_loss: 0.698349 Generator_loss: 2.03246
[INFO] 2021-01-24 15:21:06 > Step: 13800 Progress: 6.9% Elapsed: 11:26:50 temperature: no ada_p: No Discriminator_loss: 0.694892 Generator_loss: 0.745016
[INFO] 2021-01-24 15:25:05 > Step: 13900 Progress: 7.0% Elapsed: 11:30:49 temperature: no ada_p: No Discriminator_loss: 0.621905 Generator_loss: 0.690287
[INFO] 2021-01-24 15:29:03 > Step: 14000 Progress: 7.0% Elapsed: 11:34:47 temperature: no ada_p: No Discriminator_loss: 0.755072 Generator_loss: 0.566132
[INFO] 2021-01-24 15:29:03 > Start Evaluation (14000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 15:29:03 > Calculating FID Score....
[INFO] 2021-01-24 15:31:21 > Calculating Inception Score....
[INFO] 2021-01-24 15:33:29 > Calculate F_beta Score....
[INFO] 2021-01-24 15:44:52 > Calculate Accuracies....
[INFO] 2021-01-24 15:46:49 > Calculate Accuracies....
[INFO] 2021-01-24 15:51:40 > F_8 score (Step: 14000, Using valid images): 0.47628559114320546
[INFO] 2021-01-24 15:51:40 > F_1/8 score (Step: 14000, Using valid images): 0.7252474101206801
[INFO] 2021-01-24 15:51:40 > FID score (Step: 14000, Using valid moments): 76.41895168018573
[INFO] 2021-01-24 15:51:40 > Inception score (Step: 14000, 50000 generated images): 10.891802787780762
[INFO] 2021-01-24 15:51:40 > Best FID score (Step: 14000, Using valid moments): 76.41895168018573
[INFO] 2021-01-24 15:51:55 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 15:55:51 > Step: 14100 Progress: 7.0% Elapsed: 12:01:35 temperature: no ada_p: No Discriminator_loss: 0.618829 Generator_loss: 0.78708
[INFO] 2021-01-24 15:59:48 > Step: 14200 Progress: 7.1% Elapsed: 12:05:31 temperature: no ada_p: No Discriminator_loss: 0.81641 Generator_loss: 0.643356
[INFO] 2021-01-24 16:03:44 > Step: 14300 Progress: 7.1% Elapsed: 12:09:28 temperature: no ada_p: No Discriminator_loss: 0.840316 Generator_loss: 0.788212
[INFO] 2021-01-24 16:07:41 > Step: 14400 Progress: 7.2% Elapsed: 12:13:24 temperature: no ada_p: No Discriminator_loss: 0.603508 Generator_loss: 0.884872
[INFO] 2021-01-24 16:12:08 > Step: 14500 Progress: 7.2% Elapsed: 12:17:52 temperature: no ada_p: No Discriminator_loss: 0.663687 Generator_loss: 0.847805
[INFO] 2021-01-24 16:16:06 > Step: 14600 Progress: 7.3% Elapsed: 12:21:50 temperature: no ada_p: No Discriminator_loss: 0.616397 Generator_loss: 1.09022
[INFO] 2021-01-24 16:20:04 > Step: 14700 Progress: 7.3% Elapsed: 12:25:48 temperature: no ada_p: No Discriminator_loss: 0.706295 Generator_loss: 1.18509
[INFO] 2021-01-24 16:24:01 > Step: 14800 Progress: 7.4% Elapsed: 12:29:45 temperature: no ada_p: No Discriminator_loss: 0.694278 Generator_loss: 1.24194
[INFO] 2021-01-24 16:27:59 > Step: 14900 Progress: 7.4% Elapsed: 12:33:43 temperature: no ada_p: No Discriminator_loss: 0.69519 Generator_loss: 0.669336
[INFO] 2021-01-24 16:31:56 > Step: 15000 Progress: 7.5% Elapsed: 12:37:40 temperature: no ada_p: No Discriminator_loss: 0.588161 Generator_loss: 1.11201
[INFO] 2021-01-24 16:35:58 > Step: 15100 Progress: 7.5% Elapsed: 12:41:42 temperature: no ada_p: No Discriminator_loss: 0.811333 Generator_loss: 0.812998
[INFO] 2021-01-24 16:39:58 > Step: 15200 Progress: 7.6% Elapsed: 12:45:42 temperature: no ada_p: No Discriminator_loss: 0.647642 Generator_loss: 0.540126
[INFO] 2021-01-24 16:43:57 > Step: 15300 Progress: 7.6% Elapsed: 12:49:41 temperature: no ada_p: No Discriminator_loss: 0.548636 Generator_loss: 1.02266
[INFO] 2021-01-24 16:47:58 > Step: 15400 Progress: 7.7% Elapsed: 12:53:41 temperature: no ada_p: No Discriminator_loss: 0.456738 Generator_loss: 0.975812
[INFO] 2021-01-24 16:51:57 > Step: 15500 Progress: 7.8% Elapsed: 12:57:40 temperature: no ada_p: No Discriminator_loss: 0.427033 Generator_loss: 1.28071
[INFO] 2021-01-24 16:55:56 > Step: 15600 Progress: 7.8% Elapsed: 13:01:40 temperature: no ada_p: No Discriminator_loss: 0.544186 Generator_loss: 2.32933
[INFO] 2021-01-24 16:59:55 > Step: 15700 Progress: 7.8% Elapsed: 13:05:38 temperature: no ada_p: No Discriminator_loss: 0.766201 Generator_loss: 0.783923
[INFO] 2021-01-24 17:03:54 > Step: 15800 Progress: 7.9% Elapsed: 13:09:37 temperature: no ada_p: No Discriminator_loss: 0.509403 Generator_loss: 0.953924
[INFO] 2021-01-24 17:07:53 > Step: 15900 Progress: 8.0% Elapsed: 13:13:37 temperature: no ada_p: No Discriminator_loss: 0.657315 Generator_loss: 0.814449
[INFO] 2021-01-24 17:11:51 > Step: 16000 Progress: 8.0% Elapsed: 13:17:35 temperature: no ada_p: No Discriminator_loss: 0.385421 Generator_loss: 1.13477
[INFO] 2021-01-24 17:11:51 > Start Evaluation (16000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 17:11:51 > Calculating FID Score....
[INFO] 2021-01-24 17:14:10 > Calculating Inception Score....
[INFO] 2021-01-24 17:16:17 > Calculate F_beta Score....
[INFO] 2021-01-24 17:27:55 > Calculate Accuracies....
[INFO] 2021-01-24 17:29:39 > Calculate Accuracies....
[INFO] 2021-01-24 17:34:32 > F_8 score (Step: 16000, Using valid images): 0.5070953068066933
[INFO] 2021-01-24 17:34:32 > F_1/8 score (Step: 16000, Using valid images): 0.7155594001822861
[INFO] 2021-01-24 17:34:32 > FID score (Step: 16000, Using valid moments): 74.6006479753346
[INFO] 2021-01-24 17:34:32 > Inception score (Step: 16000, 50000 generated images): 11.633322715759277
[INFO] 2021-01-24 17:34:32 > Best FID score (Step: 16000, Using valid moments): 74.6006479753346
[INFO] 2021-01-24 17:34:47 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 17:38:43 > Step: 16100 Progress: 8.1% Elapsed: 13:44:26 temperature: no ada_p: No Discriminator_loss: 0.779953 Generator_loss: 0.823593
[INFO] 2021-01-24 17:42:56 > Step: 16200 Progress: 8.1% Elapsed: 13:48:40 temperature: no ada_p: No Discriminator_loss: 0.599163 Generator_loss: 1.16021
[INFO] 2021-01-24 17:46:54 > Step: 16300 Progress: 8.2% Elapsed: 13:52:37 temperature: no ada_p: No Discriminator_loss: 0.626241 Generator_loss: 0.86465
[INFO] 2021-01-24 17:50:52 > Step: 16400 Progress: 8.2% Elapsed: 13:56:36 temperature: no ada_p: No Discriminator_loss: 0.71243 Generator_loss: 1.09543
[INFO] 2021-01-24 17:54:50 > Step: 16500 Progress: 8.2% Elapsed: 14:00:34 temperature: no ada_p: No Discriminator_loss: 0.654185 Generator_loss: 1.08349
[INFO] 2021-01-24 17:58:48 > Step: 16600 Progress: 8.3% Elapsed: 14:04:32 temperature: no ada_p: No Discriminator_loss: 0.630474 Generator_loss: 0.811257
[INFO] 2021-01-24 18:02:46 > Step: 16700 Progress: 8.3% Elapsed: 14:08:29 temperature: no ada_p: No Discriminator_loss: 0.727845 Generator_loss: 1.04605
[INFO] 2021-01-24 18:06:44 > Step: 16800 Progress: 8.4% Elapsed: 14:12:27 temperature: no ada_p: No Discriminator_loss: 0.602087 Generator_loss: 1.67216
[INFO] 2021-01-24 18:10:42 > Step: 16900 Progress: 8.5% Elapsed: 14:16:25 temperature: no ada_p: No Discriminator_loss: 0.628552 Generator_loss: 0.973149
[INFO] 2021-01-24 18:14:40 > Step: 17000 Progress: 8.5% Elapsed: 14:20:23 temperature: no ada_p: No Discriminator_loss: 0.624608 Generator_loss: 0.720537
[INFO] 2021-01-24 18:18:38 > Step: 17100 Progress: 8.6% Elapsed: 14:24:22 temperature: no ada_p: No Discriminator_loss: 0.793557 Generator_loss: 1.12374
[INFO] 2021-01-24 18:22:37 > Step: 17200 Progress: 8.6% Elapsed: 14:28:21 temperature: no ada_p: No Discriminator_loss: 0.651089 Generator_loss: 0.955682
[INFO] 2021-01-24 18:26:34 > Step: 17300 Progress: 8.6% Elapsed: 14:32:18 temperature: no ada_p: No Discriminator_loss: 0.544112 Generator_loss: 1.15877
[INFO] 2021-01-24 18:30:32 > Step: 17400 Progress: 8.7% Elapsed: 14:36:16 temperature: no ada_p: No Discriminator_loss: 0.65107 Generator_loss: 0.77157
[INFO] 2021-01-24 18:34:30 > Step: 17500 Progress: 8.8% Elapsed: 14:40:14 temperature: no ada_p: No Discriminator_loss: 0.426077 Generator_loss: 1.52871
[INFO] 2021-01-24 18:38:33 > Step: 17600 Progress: 8.8% Elapsed: 14:44:16 temperature: no ada_p: No Discriminator_loss: 0.513097 Generator_loss: 0.864068
[INFO] 2021-01-24 18:42:32 > Step: 17700 Progress: 8.8% Elapsed: 14:48:16 temperature: no ada_p: No Discriminator_loss: 0.630209 Generator_loss: 0.723577
[INFO] 2021-01-24 18:46:30 > Step: 17800 Progress: 8.9% Elapsed: 14:52:14 temperature: no ada_p: No Discriminator_loss: 0.545511 Generator_loss: 1.10664
[INFO] 2021-01-24 18:50:29 > Step: 17900 Progress: 8.9% Elapsed: 14:56:13 temperature: no ada_p: No Discriminator_loss: 0.734328 Generator_loss: 0.773519
[INFO] 2021-01-24 18:54:28 > Step: 18000 Progress: 9.0% Elapsed: 15:00:12 temperature: no ada_p: No Discriminator_loss: 0.852722 Generator_loss: 0.754817
[INFO] 2021-01-24 18:54:28 > Start Evaluation (18000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 18:54:28 > Calculating FID Score....
[INFO] 2021-01-24 18:56:47 > Calculating Inception Score....
[INFO] 2021-01-24 18:58:54 > Calculate F_beta Score....
[INFO] 2021-01-24 19:10:20 > Calculate Accuracies....
[INFO] 2021-01-24 19:12:03 > Calculate Accuracies....
[INFO] 2021-01-24 19:16:55 > F_8 score (Step: 18000, Using valid images): 0.49843052042848357
[INFO] 2021-01-24 19:16:55 > F_1/8 score (Step: 18000, Using valid images): 0.7497806261511406
[INFO] 2021-01-24 19:16:55 > FID score (Step: 18000, Using valid moments): 71.93043110516379
[INFO] 2021-01-24 19:16:55 > Inception score (Step: 18000, 50000 generated images): 11.823270797729492
[INFO] 2021-01-24 19:16:55 > Best FID score (Step: 18000, Using valid moments): 71.93043110516379
[INFO] 2021-01-24 19:17:10 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 19:21:06 > Step: 18100 Progress: 9.0% Elapsed: 15:26:49 temperature: no ada_p: No Discriminator_loss: 0.679093 Generator_loss: 0.426458
[INFO] 2021-01-24 19:25:01 > Step: 18200 Progress: 9.1% Elapsed: 15:30:45 temperature: no ada_p: No Discriminator_loss: 0.898872 Generator_loss: 0.738485
[INFO] 2021-01-24 19:29:15 > Step: 18300 Progress: 9.2% Elapsed: 15:34:59 temperature: no ada_p: No Discriminator_loss: 0.57567 Generator_loss: 2.11279
[INFO] 2021-01-24 19:33:12 > Step: 18400 Progress: 9.2% Elapsed: 15:38:56 temperature: no ada_p: No Discriminator_loss: 0.611659 Generator_loss: 0.737333
[INFO] 2021-01-24 19:37:09 > Step: 18500 Progress: 9.2% Elapsed: 15:42:53 temperature: no ada_p: No Discriminator_loss: 0.597936 Generator_loss: 0.975008
[INFO] 2021-01-24 19:41:06 > Step: 18600 Progress: 9.3% Elapsed: 15:46:50 temperature: no ada_p: No Discriminator_loss: 0.53879 Generator_loss: 0.809898
[INFO] 2021-01-24 19:45:03 > Step: 18700 Progress: 9.3% Elapsed: 15:50:47 temperature: no ada_p: No Discriminator_loss: 0.793189 Generator_loss: 0.919998
[INFO] 2021-01-24 19:49:00 > Step: 18800 Progress: 9.4% Elapsed: 15:54:44 temperature: no ada_p: No Discriminator_loss: 0.596331 Generator_loss: 1.04098
[INFO] 2021-01-24 19:52:58 > Step: 18900 Progress: 9.4% Elapsed: 15:58:41 temperature: no ada_p: No Discriminator_loss: 0.607192 Generator_loss: 0.902099
[INFO] 2021-01-24 19:56:56 > Step: 19000 Progress: 9.5% Elapsed: 16:02:40 temperature: no ada_p: No Discriminator_loss: 0.452553 Generator_loss: 0.909678
[INFO] 2021-01-24 20:00:54 > Step: 19100 Progress: 9.6% Elapsed: 16:06:37 temperature: no ada_p: No Discriminator_loss: 0.537541 Generator_loss: 0.853532
[INFO] 2021-01-24 20:04:51 > Step: 19200 Progress: 9.6% Elapsed: 16:10:35 temperature: no ada_p: No Discriminator_loss: 0.558213 Generator_loss: 1.239
[INFO] 2021-01-24 20:08:50 > Step: 19300 Progress: 9.7% Elapsed: 16:14:33 temperature: no ada_p: No Discriminator_loss: 0.506375 Generator_loss: 1.33192
[INFO] 2021-01-24 20:12:47 > Step: 19400 Progress: 9.7% Elapsed: 16:18:31 temperature: no ada_p: No Discriminator_loss: 0.692772 Generator_loss: 0.958812
[INFO] 2021-01-24 20:16:44 > Step: 19500 Progress: 9.8% Elapsed: 16:22:28 temperature: no ada_p: No Discriminator_loss: 0.542424 Generator_loss: 0.855188
[INFO] 2021-01-24 20:20:41 > Step: 19600 Progress: 9.8% Elapsed: 16:26:25 temperature: no ada_p: No Discriminator_loss: 0.434676 Generator_loss: 1.0568
[INFO] 2021-01-24 20:24:39 > Step: 19700 Progress: 9.8% Elapsed: 16:30:22 temperature: no ada_p: No Discriminator_loss: 0.808391 Generator_loss: 0.731601
[INFO] 2021-01-24 20:28:37 > Step: 19800 Progress: 9.9% Elapsed: 16:34:21 temperature: no ada_p: No Discriminator_loss: 0.548475 Generator_loss: 1.18822
[INFO] 2021-01-24 20:32:35 > Step: 19900 Progress: 10.0% Elapsed: 16:38:18 temperature: no ada_p: No Discriminator_loss: 0.424214 Generator_loss: 1.3169
[INFO] 2021-01-24 20:36:33 > Step: 20000 Progress: 10.0% Elapsed: 16:42:16 temperature: no ada_p: No Discriminator_loss: 0.796698 Generator_loss: 0.987281
[INFO] 2021-01-24 20:36:33 > Start Evaluation (20000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 20:36:33 > Calculating FID Score....
[INFO] 2021-01-24 20:38:50 > Calculating Inception Score....
[INFO] 2021-01-24 20:40:58 > Calculate F_beta Score....
[INFO] 2021-01-24 20:52:28 > Calculate Accuracies....
[INFO] 2021-01-24 20:54:12 > Calculate Accuracies....
[INFO] 2021-01-24 20:59:05 > F_8 score (Step: 20000, Using valid images): 0.4944474829291547
[INFO] 2021-01-24 20:59:05 > F_1/8 score (Step: 20000, Using valid images): 0.7505444501146155
[INFO] 2021-01-24 20:59:05 > FID score (Step: 20000, Using valid moments): 69.1040882685478
[INFO] 2021-01-24 20:59:05 > Inception score (Step: 20000, 50000 generated images): 12.208796501159668
[INFO] 2021-01-24 20:59:05 > Best FID score (Step: 20000, Using valid moments): 69.1040882685478
[INFO] 2021-01-24 20:59:20 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 21:03:23 > Step: 20100 Progress: 10.1% Elapsed: 17:09:07 temperature: no ada_p: No Discriminator_loss: 0.45467 Generator_loss: 1.1842
[INFO] 2021-01-24 21:07:20 > Step: 20200 Progress: 10.1% Elapsed: 17:13:04 temperature: no ada_p: No Discriminator_loss: 0.626022 Generator_loss: 1.20775
[INFO] 2021-01-24 21:11:36 > Step: 20300 Progress: 10.2% Elapsed: 17:17:20 temperature: no ada_p: No Discriminator_loss: 0.49625 Generator_loss: 1.37836
[INFO] 2021-01-24 21:15:34 > Step: 20400 Progress: 10.2% Elapsed: 17:21:18 temperature: no ada_p: No Discriminator_loss: 0.343915 Generator_loss: 1.22122
[INFO] 2021-01-24 21:19:32 > Step: 20500 Progress: 10.2% Elapsed: 17:25:16 temperature: no ada_p: No Discriminator_loss: 0.615212 Generator_loss: 1.90149
[INFO] 2021-01-24 21:23:31 > Step: 20600 Progress: 10.3% Elapsed: 17:29:15 temperature: no ada_p: No Discriminator_loss: 0.53736 Generator_loss: 1.15563
[INFO] 2021-01-24 21:27:28 > Step: 20700 Progress: 10.3% Elapsed: 17:33:12 temperature: no ada_p: No Discriminator_loss: 0.390412 Generator_loss: 1.06383
[INFO] 2021-01-24 21:31:26 > Step: 20800 Progress: 10.4% Elapsed: 17:37:10 temperature: no ada_p: No Discriminator_loss: 0.755175 Generator_loss: 0.764667
[INFO] 2021-01-24 21:35:24 > Step: 20900 Progress: 10.4% Elapsed: 17:41:07 temperature: no ada_p: No Discriminator_loss: 0.592614 Generator_loss: 1.02899
[INFO] 2021-01-24 21:39:21 > Step: 21000 Progress: 10.5% Elapsed: 17:45:05 temperature: no ada_p: No Discriminator_loss: 0.55075 Generator_loss: 1.09927
[INFO] 2021-01-24 21:43:18 > Step: 21100 Progress: 10.5% Elapsed: 17:49:02 temperature: no ada_p: No Discriminator_loss: 0.531038 Generator_loss: 1.4274
[INFO] 2021-01-24 21:47:15 > Step: 21200 Progress: 10.6% Elapsed: 17:52:59 temperature: no ada_p: No Discriminator_loss: 0.405512 Generator_loss: 1.06202
[INFO] 2021-01-24 21:51:13 > Step: 21300 Progress: 10.7% Elapsed: 17:56:57 temperature: no ada_p: No Discriminator_loss: 0.62576 Generator_loss: 1.06898
[INFO] 2021-01-24 21:55:10 > Step: 21400 Progress: 10.7% Elapsed: 18:00:54 temperature: no ada_p: No Discriminator_loss: 0.475439 Generator_loss: 1.32824
[INFO] 2021-01-24 21:59:08 > Step: 21500 Progress: 10.8% Elapsed: 18:04:51 temperature: no ada_p: No Discriminator_loss: 0.353699 Generator_loss: 1.50893
[INFO] 2021-01-24 22:03:05 > Step: 21600 Progress: 10.8% Elapsed: 18:08:49 temperature: no ada_p: No Discriminator_loss: 0.465654 Generator_loss: 1.26972
[INFO] 2021-01-24 22:07:03 > Step: 21700 Progress: 10.8% Elapsed: 18:12:46 temperature: no ada_p: No Discriminator_loss: 0.541353 Generator_loss: 0.621182
[INFO] 2021-01-24 22:11:00 > Step: 21800 Progress: 10.9% Elapsed: 18:16:44 temperature: no ada_p: No Discriminator_loss: 0.549821 Generator_loss: 1.14916
[INFO] 2021-01-24 22:14:58 > Step: 21900 Progress: 10.9% Elapsed: 18:20:42 temperature: no ada_p: No Discriminator_loss: 0.481725 Generator_loss: 0.869069
[INFO] 2021-01-24 22:18:57 > Step: 22000 Progress: 11.0% Elapsed: 18:24:40 temperature: no ada_p: No Discriminator_loss: 0.374899 Generator_loss: 1.16335
[INFO] 2021-01-24 22:18:57 > Start Evaluation (22000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 22:18:57 > Calculating FID Score....
[INFO] 2021-01-24 22:21:16 > Calculating Inception Score....
[INFO] 2021-01-24 22:23:24 > Calculate F_beta Score....
[INFO] 2021-01-24 22:34:48 > Calculate Accuracies....
[INFO] 2021-01-24 22:36:31 > Calculate Accuracies....
[INFO] 2021-01-24 22:41:23 > F_8 score (Step: 22000, Using valid images): 0.5537893675401696
[INFO] 2021-01-24 22:41:23 > F_1/8 score (Step: 22000, Using valid images): 0.799633100891385
[INFO] 2021-01-24 22:41:23 > FID score (Step: 22000, Using valid moments): 65.29775377502273
[INFO] 2021-01-24 22:41:23 > Inception score (Step: 22000, 50000 generated images): 12.60860824584961
[INFO] 2021-01-24 22:41:23 > Best FID score (Step: 22000, Using valid moments): 65.29775377502273
[INFO] 2021-01-24 22:41:37 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-24 22:45:51 > Step: 22100 Progress: 11.1% Elapsed: 18:51:35 temperature: no ada_p: No Discriminator_loss: 0.878761 Generator_loss: 1.10444
[INFO] 2021-01-24 22:49:49 > Step: 22200 Progress: 11.1% Elapsed: 18:55:32 temperature: no ada_p: No Discriminator_loss: 0.472965 Generator_loss: 1.39173
[INFO] 2021-01-24 22:53:47 > Step: 22300 Progress: 11.2% Elapsed: 18:59:31 temperature: no ada_p: No Discriminator_loss: 0.323783 Generator_loss: 1.37198
[INFO] 2021-01-24 22:57:44 > Step: 22400 Progress: 11.2% Elapsed: 19:03:28 temperature: no ada_p: No Discriminator_loss: 0.323444 Generator_loss: 1.6552
[INFO] 2021-01-24 23:01:41 > Step: 22500 Progress: 11.2% Elapsed: 19:07:25 temperature: no ada_p: No Discriminator_loss: 0.579056 Generator_loss: 1.14987
[INFO] 2021-01-24 23:05:44 > Step: 22600 Progress: 11.3% Elapsed: 19:11:28 temperature: no ada_p: No Discriminator_loss: 0.59118 Generator_loss: 1.0662
[INFO] 2021-01-24 23:09:45 > Step: 22700 Progress: 11.3% Elapsed: 19:15:28 temperature: no ada_p: No Discriminator_loss: 0.77598 Generator_loss: 0.759899
[INFO] 2021-01-24 23:13:45 > Step: 22800 Progress: 11.4% Elapsed: 19:19:28 temperature: no ada_p: No Discriminator_loss: 0.646367 Generator_loss: 1.14848
[INFO] 2021-01-24 23:17:45 > Step: 22900 Progress: 11.5% Elapsed: 19:23:29 temperature: no ada_p: No Discriminator_loss: 0.554874 Generator_loss: 1.18161
[INFO] 2021-01-24 23:21:45 > Step: 23000 Progress: 11.5% Elapsed: 19:27:29 temperature: no ada_p: No Discriminator_loss: 0.474093 Generator_loss: 1.4544
[INFO] 2021-01-24 23:25:45 > Step: 23100 Progress: 11.6% Elapsed: 19:31:29 temperature: no ada_p: No Discriminator_loss: 0.639531 Generator_loss: 0.963248
[INFO] 2021-01-24 23:29:45 > Step: 23200 Progress: 11.6% Elapsed: 19:35:29 temperature: no ada_p: No Discriminator_loss: 0.448446 Generator_loss: 1.21553
[INFO] 2021-01-24 23:33:46 > Step: 23300 Progress: 11.7% Elapsed: 19:39:29 temperature: no ada_p: No Discriminator_loss: 0.703705 Generator_loss: 1.01155
[INFO] 2021-01-24 23:37:45 > Step: 23400 Progress: 11.7% Elapsed: 19:43:29 temperature: no ada_p: No Discriminator_loss: 0.534089 Generator_loss: 1.14776
[INFO] 2021-01-24 23:41:45 > Step: 23500 Progress: 11.8% Elapsed: 19:47:28 temperature: no ada_p: No Discriminator_loss: 0.468388 Generator_loss: 0.882702
[INFO] 2021-01-24 23:45:44 > Step: 23600 Progress: 11.8% Elapsed: 19:51:27 temperature: no ada_p: No Discriminator_loss: 0.555516 Generator_loss: 0.883707
[INFO] 2021-01-24 23:49:43 > Step: 23700 Progress: 11.8% Elapsed: 19:55:27 temperature: no ada_p: No Discriminator_loss: 0.490992 Generator_loss: 1.5148
[INFO] 2021-01-24 23:53:42 > Step: 23800 Progress: 11.9% Elapsed: 19:59:26 temperature: no ada_p: No Discriminator_loss: 0.550808 Generator_loss: 0.763173
[INFO] 2021-01-24 23:57:41 > Step: 23900 Progress: 11.9% Elapsed: 20:03:25 temperature: no ada_p: No Discriminator_loss: 0.553262 Generator_loss: 0.863934
[INFO] 2021-01-25 00:01:39 > Step: 24000 Progress: 12.0% Elapsed: 20:07:23 temperature: no ada_p: No Discriminator_loss: 0.60255 Generator_loss: 1.14329
[INFO] 2021-01-25 00:01:39 > Start Evaluation (24000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 00:01:39 > Calculating FID Score....
[INFO] 2021-01-25 00:03:58 > Calculating Inception Score....
[INFO] 2021-01-25 00:06:05 > Calculate F_beta Score....
[INFO] 2021-01-25 00:17:34 > Calculate Accuracies....
[INFO] 2021-01-25 00:19:17 > Calculate Accuracies....
[INFO] 2021-01-25 00:24:09 > F_8 score (Step: 24000, Using valid images): 0.5335307962537721
[INFO] 2021-01-25 00:24:09 > F_1/8 score (Step: 24000, Using valid images): 0.8044877093979613
[INFO] 2021-01-25 00:24:09 > FID score (Step: 24000, Using valid moments): 61.768194815641834
[INFO] 2021-01-25 00:24:09 > Inception score (Step: 24000, 50000 generated images): 12.9546537399292
[INFO] 2021-01-25 00:24:09 > Best FID score (Step: 24000, Using valid moments): 61.768194815641834
[INFO] 2021-01-25 00:24:24 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 00:28:40 > Step: 24100 Progress: 12.0% Elapsed: 20:34:23 temperature: no ada_p: No Discriminator_loss: 0.547409 Generator_loss: 1.07951
[INFO] 2021-01-25 00:32:38 > Step: 24200 Progress: 12.1% Elapsed: 20:38:22 temperature: no ada_p: No Discriminator_loss: 0.380521 Generator_loss: 1.38042
[INFO] 2021-01-25 00:36:36 > Step: 24300 Progress: 12.2% Elapsed: 20:42:20 temperature: no ada_p: No Discriminator_loss: 0.354686 Generator_loss: 1.28307
[INFO] 2021-01-25 00:40:35 > Step: 24400 Progress: 12.2% Elapsed: 20:46:19 temperature: no ada_p: No Discriminator_loss: 0.385896 Generator_loss: 1.41574
[INFO] 2021-01-25 00:44:33 > Step: 24500 Progress: 12.2% Elapsed: 20:50:17 temperature: no ada_p: No Discriminator_loss: 0.286073 Generator_loss: 2.00693
[INFO] 2021-01-25 00:48:32 > Step: 24600 Progress: 12.3% Elapsed: 20:54:16 temperature: no ada_p: No Discriminator_loss: 0.660949 Generator_loss: 0.215939
[INFO] 2021-01-25 00:52:31 > Step: 24700 Progress: 12.3% Elapsed: 20:58:15 temperature: no ada_p: No Discriminator_loss: 0.443006 Generator_loss: 1.1689
[INFO] 2021-01-25 00:56:30 > Step: 24800 Progress: 12.4% Elapsed: 21:02:13 temperature: no ada_p: No Discriminator_loss: 0.468145 Generator_loss: 1.29748
[INFO] 2021-01-25 01:00:29 > Step: 24900 Progress: 12.4% Elapsed: 21:06:13 temperature: no ada_p: No Discriminator_loss: 0.521476 Generator_loss: 1.30881
[INFO] 2021-01-25 01:04:28 > Step: 25000 Progress: 12.5% Elapsed: 21:10:11 temperature: no ada_p: No Discriminator_loss: 0.501518 Generator_loss: 1.22432
[INFO] 2021-01-25 01:08:31 > Step: 25100 Progress: 12.6% Elapsed: 21:14:15 temperature: no ada_p: No Discriminator_loss: 0.440686 Generator_loss: 1.16162
[INFO] 2021-01-25 01:12:32 > Step: 25200 Progress: 12.6% Elapsed: 21:18:16 temperature: no ada_p: No Discriminator_loss: 0.707443 Generator_loss: 1.06289
[INFO] 2021-01-25 01:16:32 > Step: 25300 Progress: 12.7% Elapsed: 21:22:16 temperature: no ada_p: No Discriminator_loss: 0.462161 Generator_loss: 1.24634
[INFO] 2021-01-25 01:20:33 > Step: 25400 Progress: 12.7% Elapsed: 21:26:17 temperature: no ada_p: No Discriminator_loss: 0.352716 Generator_loss: 2.26827
[INFO] 2021-01-25 01:24:33 > Step: 25500 Progress: 12.8% Elapsed: 21:30:17 temperature: no ada_p: No Discriminator_loss: 0.347014 Generator_loss: 1.54351
[INFO] 2021-01-25 01:28:32 > Step: 25600 Progress: 12.8% Elapsed: 21:34:16 temperature: no ada_p: No Discriminator_loss: 0.424351 Generator_loss: 1.15515
[INFO] 2021-01-25 01:32:32 > Step: 25700 Progress: 12.8% Elapsed: 21:38:16 temperature: no ada_p: No Discriminator_loss: 0.552375 Generator_loss: 1.09514
[INFO] 2021-01-25 01:36:31 > Step: 25800 Progress: 12.9% Elapsed: 21:42:15 temperature: no ada_p: No Discriminator_loss: 0.64359 Generator_loss: 0.990739
[INFO] 2021-01-25 01:40:31 > Step: 25900 Progress: 13.0% Elapsed: 21:46:15 temperature: no ada_p: No Discriminator_loss: 0.519241 Generator_loss: 2.04783
[INFO] 2021-01-25 01:44:30 > Step: 26000 Progress: 13.0% Elapsed: 21:50:14 temperature: no ada_p: No Discriminator_loss: 0.52152 Generator_loss: 1.24863
[INFO] 2021-01-25 01:44:30 > Start Evaluation (26000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 01:44:30 > Calculating FID Score....
[INFO] 2021-01-25 01:46:49 > Calculating Inception Score....
[INFO] 2021-01-25 01:48:56 > Calculate F_beta Score....
[INFO] 2021-01-25 02:00:20 > Calculate Accuracies....
[INFO] 2021-01-25 02:02:03 > Calculate Accuracies....
[INFO] 2021-01-25 02:06:57 > F_8 score (Step: 26000, Using valid images): 0.5469185476409599
[INFO] 2021-01-25 02:06:57 > F_1/8 score (Step: 26000, Using valid images): 0.8325792586113269
[INFO] 2021-01-25 02:06:57 > FID score (Step: 26000, Using valid moments): 58.958801915966546
[INFO] 2021-01-25 02:06:57 > Inception score (Step: 26000, 50000 generated images): 13.341318130493164
[INFO] 2021-01-25 02:06:57 > Best FID score (Step: 26000, Using valid moments): 58.958801915966546
[INFO] 2021-01-25 02:07:12 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 02:11:26 > Step: 26100 Progress: 13.1% Elapsed: 22:17:09 temperature: no ada_p: No Discriminator_loss: 0.455939 Generator_loss: 1.28725
[INFO] 2021-01-25 02:15:25 > Step: 26200 Progress: 13.1% Elapsed: 22:21:09 temperature: no ada_p: No Discriminator_loss: 0.617152 Generator_loss: 0.980136
[INFO] 2021-01-25 02:19:24 > Step: 26300 Progress: 13.2% Elapsed: 22:25:08 temperature: no ada_p: No Discriminator_loss: 0.530398 Generator_loss: 1.15759
[INFO] 2021-01-25 02:23:22 > Step: 26400 Progress: 13.2% Elapsed: 22:29:06 temperature: no ada_p: No Discriminator_loss: 0.54476 Generator_loss: 1.25309
[INFO] 2021-01-25 02:27:21 > Step: 26500 Progress: 13.2% Elapsed: 22:33:05 temperature: no ada_p: No Discriminator_loss: 0.340979 Generator_loss: 1.12327
[INFO] 2021-01-25 02:31:20 > Step: 26600 Progress: 13.3% Elapsed: 22:37:03 temperature: no ada_p: No Discriminator_loss: 0.4042 Generator_loss: 1.62725
[INFO] 2021-01-25 02:35:18 > Step: 26700 Progress: 13.4% Elapsed: 22:41:02 temperature: no ada_p: No Discriminator_loss: 0.571394 Generator_loss: 1.08953
[INFO] 2021-01-25 02:39:17 > Step: 26800 Progress: 13.4% Elapsed: 22:45:01 temperature: no ada_p: No Discriminator_loss: 0.473748 Generator_loss: 1.36192
[INFO] 2021-01-25 02:43:16 > Step: 26900 Progress: 13.5% Elapsed: 22:49:00 temperature: no ada_p: No Discriminator_loss: 0.37593 Generator_loss: 1.52227
[INFO] 2021-01-25 02:47:15 > Step: 27000 Progress: 13.5% Elapsed: 22:52:59 temperature: no ada_p: No Discriminator_loss: 0.851802 Generator_loss: 0.690863
[INFO] 2021-01-25 02:51:13 > Step: 27100 Progress: 13.6% Elapsed: 22:56:57 temperature: no ada_p: No Discriminator_loss: 0.698395 Generator_loss: 0.870445
[INFO] 2021-01-25 02:55:11 > Step: 27200 Progress: 13.6% Elapsed: 23:00:55 temperature: no ada_p: No Discriminator_loss: 1.00168 Generator_loss: 0.42045
[INFO] 2021-01-25 02:59:09 > Step: 27300 Progress: 13.7% Elapsed: 23:04:53 temperature: no ada_p: No Discriminator_loss: 0.61148 Generator_loss: 1.15499
[INFO] 2021-01-25 03:03:08 > Step: 27400 Progress: 13.7% Elapsed: 23:08:51 temperature: no ada_p: No Discriminator_loss: 0.32843 Generator_loss: 1.25774
[INFO] 2021-01-25 03:07:06 > Step: 27500 Progress: 13.8% Elapsed: 23:12:50 temperature: no ada_p: No Discriminator_loss: 0.524129 Generator_loss: 1.01565
[INFO] 2021-01-25 03:11:10 > Step: 27600 Progress: 13.8% Elapsed: 23:16:53 temperature: no ada_p: No Discriminator_loss: 0.372845 Generator_loss: 1.00307
[INFO] 2021-01-25 03:15:09 > Step: 27700 Progress: 13.9% Elapsed: 23:20:53 temperature: no ada_p: No Discriminator_loss: 0.382034 Generator_loss: 1.36249
[INFO] 2021-01-25 03:19:09 > Step: 27800 Progress: 13.9% Elapsed: 23:24:53 temperature: no ada_p: No Discriminator_loss: 0.698513 Generator_loss: 1.2511
[INFO] 2021-01-25 03:23:09 > Step: 27900 Progress: 14.0% Elapsed: 23:28:53 temperature: no ada_p: No Discriminator_loss: 0.512376 Generator_loss: 1.15126
[INFO] 2021-01-25 03:27:09 > Step: 28000 Progress: 14.0% Elapsed: 23:32:52 temperature: no ada_p: No Discriminator_loss: 0.42686 Generator_loss: 1.0571
[INFO] 2021-01-25 03:27:09 > Start Evaluation (28000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 03:27:09 > Calculating FID Score....
[INFO] 2021-01-25 03:29:27 > Calculating Inception Score....
[INFO] 2021-01-25 03:31:35 > Calculate F_beta Score....
[INFO] 2021-01-25 03:43:03 > Calculate Accuracies....
[INFO] 2021-01-25 03:44:47 > Calculate Accuracies....
[INFO] 2021-01-25 03:49:41 > F_8 score (Step: 28000, Using valid images): 0.6079405162610794
[INFO] 2021-01-25 03:49:41 > F_1/8 score (Step: 28000, Using valid images): 0.8288584854022861
[INFO] 2021-01-25 03:49:41 > FID score (Step: 28000, Using valid moments): 56.46263209618553
[INFO] 2021-01-25 03:49:41 > Inception score (Step: 28000, 50000 generated images): 13.511155128479004
[INFO] 2021-01-25 03:49:41 > Best FID score (Step: 28000, Using valid moments): 56.46263209618553
[INFO] 2021-01-25 03:49:55 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 03:53:52 > Step: 28100 Progress: 14.1% Elapsed: 23:59:36 temperature: no ada_p: No Discriminator_loss: 1.84727 Generator_loss: 0.491583
[INFO] 2021-01-25 03:57:49 > Step: 28200 Progress: 14.1% Elapsed: 1 day, 0:03:33 temperature: no ada_p: No Discriminator_loss: 0.528618 Generator_loss: 1.41304
[INFO] 2021-01-25 04:02:03 > Step: 28300 Progress: 14.1% Elapsed: 1 day, 0:07:47 temperature: no ada_p: No Discriminator_loss: 0.47521 Generator_loss: 1.25329
[INFO] 2021-01-25 04:06:01 > Step: 28400 Progress: 14.2% Elapsed: 1 day, 0:11:45 temperature: no ada_p: No Discriminator_loss: 0.422106 Generator_loss: 1.26356
[INFO] 2021-01-25 04:09:59 > Step: 28500 Progress: 14.2% Elapsed: 1 day, 0:15:43 temperature: no ada_p: No Discriminator_loss: 0.478403 Generator_loss: 1.33519
[INFO] 2021-01-25 04:13:57 > Step: 28600 Progress: 14.3% Elapsed: 1 day, 0:19:41 temperature: no ada_p: No Discriminator_loss: 0.650809 Generator_loss: 0.80574
[INFO] 2021-01-25 04:17:56 > Step: 28700 Progress: 14.3% Elapsed: 1 day, 0:23:40 temperature: no ada_p: No Discriminator_loss: 0.416557 Generator_loss: 1.37344
[INFO] 2021-01-25 04:21:54 > Step: 28800 Progress: 14.4% Elapsed: 1 day, 0:27:38 temperature: no ada_p: No Discriminator_loss: 0.327931 Generator_loss: 1.66502
[INFO] 2021-01-25 04:25:53 > Step: 28900 Progress: 14.4% Elapsed: 1 day, 0:31:37 temperature: no ada_p: No Discriminator_loss: 0.449255 Generator_loss: 1.17759
[INFO] 2021-01-25 04:29:50 > Step: 29000 Progress: 14.5% Elapsed: 1 day, 0:35:34 temperature: no ada_p: No Discriminator_loss: 0.483137 Generator_loss: 1.36159
[INFO] 2021-01-25 04:33:49 > Step: 29100 Progress: 14.5% Elapsed: 1 day, 0:39:32 temperature: no ada_p: No Discriminator_loss: 0.522284 Generator_loss: 1.24
[INFO] 2021-01-25 04:37:47 > Step: 29200 Progress: 14.6% Elapsed: 1 day, 0:43:31 temperature: no ada_p: No Discriminator_loss: 0.72319 Generator_loss: 1.07496
[INFO] 2021-01-25 04:41:45 > Step: 29300 Progress: 14.6% Elapsed: 1 day, 0:47:29 temperature: no ada_p: No Discriminator_loss: 0.312837 Generator_loss: 1.5816
[INFO] 2021-01-25 04:45:43 > Step: 29400 Progress: 14.7% Elapsed: 1 day, 0:51:27 temperature: no ada_p: No Discriminator_loss: 0.4767 Generator_loss: 0.761127
[INFO] 2021-01-25 04:49:41 > Step: 29500 Progress: 14.8% Elapsed: 1 day, 0:55:24 temperature: no ada_p: No Discriminator_loss: 0.396141 Generator_loss: 1.5257
[INFO] 2021-01-25 04:53:39 > Step: 29600 Progress: 14.8% Elapsed: 1 day, 0:59:23 temperature: no ada_p: No Discriminator_loss: 0.507156 Generator_loss: 1.08519
[INFO] 2021-01-25 04:57:37 > Step: 29700 Progress: 14.8% Elapsed: 1 day, 1:03:21 temperature: no ada_p: No Discriminator_loss: 0.379808 Generator_loss: 0.938095
[INFO] 2021-01-25 05:01:35 > Step: 29800 Progress: 14.9% Elapsed: 1 day, 1:07:18 temperature: no ada_p: No Discriminator_loss: 0.393446 Generator_loss: 1.67939
[INFO] 2021-01-25 05:05:33 > Step: 29900 Progress: 14.9% Elapsed: 1 day, 1:11:17 temperature: no ada_p: No Discriminator_loss: 0.382273 Generator_loss: 1.30922
[INFO] 2021-01-25 05:09:31 > Step: 30000 Progress: 15.0% Elapsed: 1 day, 1:15:15 temperature: no ada_p: No Discriminator_loss: 0.445795 Generator_loss: 1.27895
[INFO] 2021-01-25 05:09:31 > Start Evaluation (30000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 05:09:31 > Calculating FID Score....
[INFO] 2021-01-25 05:11:50 > Calculating Inception Score....
[INFO] 2021-01-25 05:13:58 > Calculate F_beta Score....
[INFO] 2021-01-25 05:25:25 > Calculate Accuracies....
[INFO] 2021-01-25 05:27:09 > Calculate Accuracies....
[INFO] 2021-01-25 05:32:15 > F_8 score (Step: 30000, Using valid images): 0.5811514875460527
[INFO] 2021-01-25 05:32:15 > F_1/8 score (Step: 30000, Using valid images): 0.8524060968884617
[INFO] 2021-01-25 05:32:15 > FID score (Step: 30000, Using valid moments): 54.5740531752067
[INFO] 2021-01-25 05:32:15 > Inception score (Step: 30000, 50000 generated images): 13.82572078704834
[INFO] 2021-01-25 05:32:15 > Best FID score (Step: 30000, Using valid moments): 54.5740531752067
[INFO] 2021-01-25 05:32:29 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 05:36:33 > Step: 30100 Progress: 15.0% Elapsed: 1 day, 1:42:16 temperature: no ada_p: No Discriminator_loss: 0.483752 Generator_loss: 1.52638
[INFO] 2021-01-25 05:40:30 > Step: 30200 Progress: 15.1% Elapsed: 1 day, 1:46:14 temperature: no ada_p: No Discriminator_loss: 0.494339 Generator_loss: 0.74788
[INFO] 2021-01-25 05:44:27 > Step: 30300 Progress: 15.2% Elapsed: 1 day, 1:50:11 temperature: no ada_p: No Discriminator_loss: 0.354263 Generator_loss: 1.69176
[INFO] 2021-01-25 05:48:24 > Step: 30400 Progress: 15.2% Elapsed: 1 day, 1:54:08 temperature: no ada_p: No Discriminator_loss: 0.417335 Generator_loss: 1.04447
[INFO] 2021-01-25 05:52:54 > Step: 30500 Progress: 15.2% Elapsed: 1 day, 1:58:38 temperature: no ada_p: No Discriminator_loss: 0.290578 Generator_loss: 1.53572
[INFO] 2021-01-25 05:56:54 > Step: 30600 Progress: 15.3% Elapsed: 1 day, 2:02:38 temperature: no ada_p: No Discriminator_loss: 0.469125 Generator_loss: 1.22171
[INFO] 2021-01-25 06:00:53 > Step: 30700 Progress: 15.3% Elapsed: 1 day, 2:06:37 temperature: no ada_p: No Discriminator_loss: 0.544733 Generator_loss: 1.08303
[INFO] 2021-01-25 06:04:53 > Step: 30800 Progress: 15.4% Elapsed: 1 day, 2:10:36 temperature: no ada_p: No Discriminator_loss: 0.369917 Generator_loss: 1.44349
[INFO] 2021-01-25 06:08:52 > Step: 30900 Progress: 15.4% Elapsed: 1 day, 2:14:36 temperature: no ada_p: No Discriminator_loss: 0.453005 Generator_loss: 1.10475
[INFO] 2021-01-25 06:12:52 > Step: 31000 Progress: 15.5% Elapsed: 1 day, 2:18:35 temperature: no ada_p: No Discriminator_loss: 0.605411 Generator_loss: 1.14129
[INFO] 2021-01-25 06:16:51 > Step: 31100 Progress: 15.6% Elapsed: 1 day, 2:22:35 temperature: no ada_p: No Discriminator_loss: 0.639011 Generator_loss: 1.06723
[INFO] 2021-01-25 06:20:51 > Step: 31200 Progress: 15.6% Elapsed: 1 day, 2:26:35 temperature: no ada_p: No Discriminator_loss: 0.812108 Generator_loss: 0.506865
[INFO] 2021-01-25 06:24:51 > Step: 31300 Progress: 15.7% Elapsed: 1 day, 2:30:35 temperature: no ada_p: No Discriminator_loss: 0.338359 Generator_loss: 1.34406
[INFO] 2021-01-25 06:28:50 > Step: 31400 Progress: 15.7% Elapsed: 1 day, 2:34:34 temperature: no ada_p: No Discriminator_loss: 0.507675 Generator_loss: 2.08872
[INFO] 2021-01-25 06:32:48 > Step: 31500 Progress: 15.8% Elapsed: 1 day, 2:38:32 temperature: no ada_p: No Discriminator_loss: 0.494571 Generator_loss: 2.45329
[INFO] 2021-01-25 06:36:47 > Step: 31600 Progress: 15.8% Elapsed: 1 day, 2:42:31 temperature: no ada_p: No Discriminator_loss: 0.334852 Generator_loss: 2.10821
[INFO] 2021-01-25 06:40:46 > Step: 31700 Progress: 15.8% Elapsed: 1 day, 2:46:30 temperature: no ada_p: No Discriminator_loss: 0.403284 Generator_loss: 1.49222
[INFO] 2021-01-25 06:44:45 > Step: 31800 Progress: 15.9% Elapsed: 1 day, 2:50:29 temperature: no ada_p: No Discriminator_loss: 0.495595 Generator_loss: 2.19883
[INFO] 2021-01-25 06:48:43 > Step: 31900 Progress: 16.0% Elapsed: 1 day, 2:54:27 temperature: no ada_p: No Discriminator_loss: 0.340566 Generator_loss: 1.23
[INFO] 2021-01-25 06:52:41 > Step: 32000 Progress: 16.0% Elapsed: 1 day, 2:58:25 temperature: no ada_p: No Discriminator_loss: 0.40063 Generator_loss: 1.16208
[INFO] 2021-01-25 06:52:41 > Start Evaluation (32000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 06:52:41 > Calculating FID Score....
[INFO] 2021-01-25 06:55:00 > Calculating Inception Score....
[INFO] 2021-01-25 06:57:07 > Calculate F_beta Score....
[INFO] 2021-01-25 07:08:37 > Calculate Accuracies....
[INFO] 2021-01-25 07:10:21 > Calculate Accuracies....
[INFO] 2021-01-25 07:15:12 > F_8 score (Step: 32000, Using valid images): 0.6468342989948578
[INFO] 2021-01-25 07:15:12 > F_1/8 score (Step: 32000, Using valid images): 0.855736793853561
[INFO] 2021-01-25 07:15:12 > FID score (Step: 32000, Using valid moments): 53.64356083544516
[INFO] 2021-01-25 07:15:12 > Inception score (Step: 32000, 50000 generated images): 14.055073738098145
[INFO] 2021-01-25 07:15:12 > Best FID score (Step: 32000, Using valid moments): 53.64356083544516
[INFO] 2021-01-25 07:15:27 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 07:19:24 > Step: 32100 Progress: 16.1% Elapsed: 1 day, 3:25:08 temperature: no ada_p: No Discriminator_loss: 0.56452 Generator_loss: 1.06582
[INFO] 2021-01-25 07:23:38 > Step: 32200 Progress: 16.1% Elapsed: 1 day, 3:29:22 temperature: no ada_p: No Discriminator_loss: 0.310323 Generator_loss: 1.5785
[INFO] 2021-01-25 07:27:37 > Step: 32300 Progress: 16.2% Elapsed: 1 day, 3:33:21 temperature: no ada_p: No Discriminator_loss: 0.454259 Generator_loss: 1.04972
[INFO] 2021-01-25 07:31:35 > Step: 32400 Progress: 16.2% Elapsed: 1 day, 3:37:19 temperature: no ada_p: No Discriminator_loss: 0.350765 Generator_loss: 1.72834
[INFO] 2021-01-25 07:35:33 > Step: 32500 Progress: 16.2% Elapsed: 1 day, 3:41:17 temperature: no ada_p: No Discriminator_loss: 0.325254 Generator_loss: 1.22085
[INFO] 2021-01-25 07:39:37 > Step: 32600 Progress: 16.3% Elapsed: 1 day, 3:45:20 temperature: no ada_p: No Discriminator_loss: 0.456529 Generator_loss: 1.21129
[INFO] 2021-01-25 07:43:35 > Step: 32700 Progress: 16.4% Elapsed: 1 day, 3:49:19 temperature: no ada_p: No Discriminator_loss: 0.445492 Generator_loss: 1.24942
[INFO] 2021-01-25 07:47:34 > Step: 32800 Progress: 16.4% Elapsed: 1 day, 3:53:18 temperature: no ada_p: No Discriminator_loss: 0.666041 Generator_loss: 0.472422
[INFO] 2021-01-25 07:51:33 > Step: 32900 Progress: 16.4% Elapsed: 1 day, 3:57:17 temperature: no ada_p: No Discriminator_loss: 0.701829 Generator_loss: 2.05649
[INFO] 2021-01-25 07:55:31 > Step: 33000 Progress: 16.5% Elapsed: 1 day, 4:01:15 temperature: no ada_p: No Discriminator_loss: 0.575796 Generator_loss: 0.861666
[INFO] 2021-01-25 07:59:30 > Step: 33100 Progress: 16.6% Elapsed: 1 day, 4:05:14 temperature: no ada_p: No Discriminator_loss: 0.520781 Generator_loss: 1.01587
[INFO] 2021-01-25 08:03:29 > Step: 33200 Progress: 16.6% Elapsed: 1 day, 4:09:13 temperature: no ada_p: No Discriminator_loss: 0.595046 Generator_loss: 1.04316
[INFO] 2021-01-25 08:07:29 > Step: 33300 Progress: 16.7% Elapsed: 1 day, 4:13:13 temperature: no ada_p: No Discriminator_loss: 0.575022 Generator_loss: 1.33886
[INFO] 2021-01-25 08:11:28 > Step: 33400 Progress: 16.7% Elapsed: 1 day, 4:17:12 temperature: no ada_p: No Discriminator_loss: 0.361705 Generator_loss: 1.27276
[INFO] 2021-01-25 08:15:27 > Step: 33500 Progress: 16.8% Elapsed: 1 day, 4:21:11 temperature: no ada_p: No Discriminator_loss: 0.499698 Generator_loss: 1.19087
[INFO] 2021-01-25 08:19:26 > Step: 33600 Progress: 16.8% Elapsed: 1 day, 4:25:10 temperature: no ada_p: No Discriminator_loss: 0.485201 Generator_loss: 1.24472
[INFO] 2021-01-25 08:23:25 > Step: 33700 Progress: 16.9% Elapsed: 1 day, 4:29:09 temperature: no ada_p: No Discriminator_loss: 0.355208 Generator_loss: 1.21855
[INFO] 2021-01-25 08:27:24 > Step: 33800 Progress: 16.9% Elapsed: 1 day, 4:33:08 temperature: no ada_p: No Discriminator_loss: 0.736731 Generator_loss: 1.06734
[INFO] 2021-01-25 08:31:23 > Step: 33900 Progress: 17.0% Elapsed: 1 day, 4:37:07 temperature: no ada_p: No Discriminator_loss: 0.568216 Generator_loss: 1.03263
[INFO] 2021-01-25 08:35:22 > Step: 34000 Progress: 17.0% Elapsed: 1 day, 4:41:06 temperature: no ada_p: No Discriminator_loss: 0.572478 Generator_loss: 1.03208
[INFO] 2021-01-25 08:35:22 > Start Evaluation (34000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 08:35:22 > Calculating FID Score....
[INFO] 2021-01-25 08:37:40 > Calculating Inception Score....
[INFO] 2021-01-25 08:39:48 > Calculate F_beta Score....
[INFO] 2021-01-25 08:51:17 > Calculate Accuracies....
[INFO] 2021-01-25 08:53:00 > Calculate Accuracies....
[INFO] 2021-01-25 08:57:52 > F_8 score (Step: 34000, Using valid images): 0.6482229628312551
[INFO] 2021-01-25 08:57:52 > F_1/8 score (Step: 34000, Using valid images): 0.8637592874104923
[INFO] 2021-01-25 08:57:52 > FID score (Step: 34000, Using valid moments): 51.61140433708647
[INFO] 2021-01-25 08:57:52 > Inception score (Step: 34000, 50000 generated images): 14.293394088745117
[INFO] 2021-01-25 08:57:52 > Best FID score (Step: 34000, Using valid moments): 51.61140433708647
[INFO] 2021-01-25 08:58:07 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 09:02:02 > Step: 34100 Progress: 17.1% Elapsed: 1 day, 5:07:46 temperature: no ada_p: No Discriminator_loss: 0.387286 Generator_loss: 1.44122
[INFO] 2021-01-25 09:06:08 > Step: 34200 Progress: 17.1% Elapsed: 1 day, 5:11:52 temperature: no ada_p: No Discriminator_loss: 0.927922 Generator_loss: 0.926674
[INFO] 2021-01-25 09:09:59 > Step: 34300 Progress: 17.2% Elapsed: 1 day, 5:15:43 temperature: no ada_p: No Discriminator_loss: 0.43947 Generator_loss: 1.27893
[INFO] 2021-01-25 09:13:52 > Step: 34400 Progress: 17.2% Elapsed: 1 day, 5:19:36 temperature: no ada_p: No Discriminator_loss: 0.374941 Generator_loss: 1.24457
[INFO] 2021-01-25 09:17:44 > Step: 34500 Progress: 17.2% Elapsed: 1 day, 5:23:28 temperature: no ada_p: No Discriminator_loss: 0.483048 Generator_loss: 1.24617
[INFO] 2021-01-25 09:21:40 > Step: 34600 Progress: 17.3% Elapsed: 1 day, 5:27:24 temperature: no ada_p: No Discriminator_loss: 0.279792 Generator_loss: 2.08515
[INFO] 2021-01-25 09:25:38 > Step: 34700 Progress: 17.3% Elapsed: 1 day, 5:31:22 temperature: no ada_p: No Discriminator_loss: 0.314861 Generator_loss: 1.49293
[INFO] 2021-01-25 09:29:36 > Step: 34800 Progress: 17.4% Elapsed: 1 day, 5:35:20 temperature: no ada_p: No Discriminator_loss: 0.448104 Generator_loss: 1.26086
[INFO] 2021-01-25 09:33:33 > Step: 34900 Progress: 17.4% Elapsed: 1 day, 5:39:17 temperature: no ada_p: No Discriminator_loss: 0.332482 Generator_loss: 1.49021
[INFO] 2021-01-25 09:37:31 > Step: 35000 Progress: 17.5% Elapsed: 1 day, 5:43:15 temperature: no ada_p: No Discriminator_loss: 0.542803 Generator_loss: 1.08593
[INFO] 2021-01-25 09:41:34 > Step: 35100 Progress: 17.5% Elapsed: 1 day, 5:47:18 temperature: no ada_p: No Discriminator_loss: 0.522124 Generator_loss: 1.03849
[INFO] 2021-01-25 09:45:33 > Step: 35200 Progress: 17.6% Elapsed: 1 day, 5:51:17 temperature: no ada_p: No Discriminator_loss: 0.391812 Generator_loss: 1.09581
[INFO] 2021-01-25 09:49:32 > Step: 35300 Progress: 17.6% Elapsed: 1 day, 5:55:16 temperature: no ada_p: No Discriminator_loss: 0.375099 Generator_loss: 1.32499
[INFO] 2021-01-25 09:53:31 > Step: 35400 Progress: 17.7% Elapsed: 1 day, 5:59:15 temperature: no ada_p: No Discriminator_loss: 0.456622 Generator_loss: 1.03274
[INFO] 2021-01-25 09:57:30 > Step: 35500 Progress: 17.8% Elapsed: 1 day, 6:03:14 temperature: no ada_p: No Discriminator_loss: 0.406373 Generator_loss: 2.12921
[INFO] 2021-01-25 10:01:29 > Step: 35600 Progress: 17.8% Elapsed: 1 day, 6:07:13 temperature: no ada_p: No Discriminator_loss: 0.412169 Generator_loss: 1.22528
[INFO] 2021-01-25 10:05:28 > Step: 35700 Progress: 17.8% Elapsed: 1 day, 6:11:12 temperature: no ada_p: No Discriminator_loss: 0.333109 Generator_loss: 1.67151
[INFO] 2021-01-25 10:09:27 > Step: 35800 Progress: 17.9% Elapsed: 1 day, 6:15:11 temperature: no ada_p: No Discriminator_loss: 0.270676 Generator_loss: 1.54852
[INFO] 2021-01-25 10:13:25 > Step: 35900 Progress: 17.9% Elapsed: 1 day, 6:19:09 temperature: no ada_p: No Discriminator_loss: 0.548486 Generator_loss: 1.08244
[INFO] 2021-01-25 10:17:23 > Step: 36000 Progress: 18.0% Elapsed: 1 day, 6:23:07 temperature: no ada_p: No Discriminator_loss: 0.534261 Generator_loss: 0.785985
[INFO] 2021-01-25 10:17:23 > Start Evaluation (36000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 10:17:23 > Calculating FID Score....
[INFO] 2021-01-25 10:19:41 > Calculating Inception Score....
[INFO] 2021-01-25 10:21:49 > Calculate F_beta Score....
[INFO] 2021-01-25 10:33:13 > Calculate Accuracies....
[INFO] 2021-01-25 10:34:56 > Calculate Accuracies....
[INFO] 2021-01-25 10:39:49 > F_8 score (Step: 36000, Using valid images): 0.6209367450125239
[INFO] 2021-01-25 10:39:49 > F_1/8 score (Step: 36000, Using valid images): 0.8679193222048894
[INFO] 2021-01-25 10:39:49 > FID score (Step: 36000, Using valid moments): 50.59722570239677
[INFO] 2021-01-25 10:39:49 > Inception score (Step: 36000, 50000 generated images): 14.539372444152832
[INFO] 2021-01-25 10:39:49 > Best FID score (Step: 36000, Using valid moments): 50.59722570239677
[INFO] 2021-01-25 10:40:04 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 10:44:00 > Step: 36100 Progress: 18.1% Elapsed: 1 day, 6:49:44 temperature: no ada_p: No Discriminator_loss: 0.463789 Generator_loss: 1.19023
[INFO] 2021-01-25 10:47:57 > Step: 36200 Progress: 18.1% Elapsed: 1 day, 6:53:41 temperature: no ada_p: No Discriminator_loss: 0.301788 Generator_loss: 1.58416
[INFO] 2021-01-25 10:52:13 > Step: 36300 Progress: 18.1% Elapsed: 1 day, 6:57:56 temperature: no ada_p: No Discriminator_loss: 0.515235 Generator_loss: 1.15418
[INFO] 2021-01-25 10:56:10 > Step: 36400 Progress: 18.2% Elapsed: 1 day, 7:01:54 temperature: no ada_p: No Discriminator_loss: 0.573568 Generator_loss: 0.896076
[INFO] 2021-01-25 11:00:08 > Step: 36500 Progress: 18.2% Elapsed: 1 day, 7:05:52 temperature: no ada_p: No Discriminator_loss: 0.399823 Generator_loss: 1.56067
[INFO] 2021-01-25 11:04:06 > Step: 36600 Progress: 18.3% Elapsed: 1 day, 7:09:50 temperature: no ada_p: No Discriminator_loss: 0.368804 Generator_loss: 1.00031
[INFO] 2021-01-25 11:08:04 > Step: 36700 Progress: 18.4% Elapsed: 1 day, 7:13:47 temperature: no ada_p: No Discriminator_loss: 0.446943 Generator_loss: 1.61287
[INFO] 2021-01-25 11:12:01 > Step: 36800 Progress: 18.4% Elapsed: 1 day, 7:17:44 temperature: no ada_p: No Discriminator_loss: 0.549186 Generator_loss: 1.16996
[INFO] 2021-01-25 11:15:57 > Step: 36900 Progress: 18.4% Elapsed: 1 day, 7:21:40 temperature: no ada_p: No Discriminator_loss: 0.34654 Generator_loss: 1.49887
[INFO] 2021-01-25 11:19:54 > Step: 37000 Progress: 18.5% Elapsed: 1 day, 7:25:38 temperature: no ada_p: No Discriminator_loss: 0.718383 Generator_loss: 1.19843
[INFO] 2021-01-25 11:23:52 > Step: 37100 Progress: 18.6% Elapsed: 1 day, 7:29:36 temperature: no ada_p: No Discriminator_loss: 0.398348 Generator_loss: 1.34559
[INFO] 2021-01-25 11:27:48 > Step: 37200 Progress: 18.6% Elapsed: 1 day, 7:33:32 temperature: no ada_p: No Discriminator_loss: 0.52624 Generator_loss: 1.09362
[INFO] 2021-01-25 11:31:46 > Step: 37300 Progress: 18.6% Elapsed: 1 day, 7:37:30 temperature: no ada_p: No Discriminator_loss: 0.494112 Generator_loss: 1.12464
[INFO] 2021-01-25 11:35:45 > Step: 37400 Progress: 18.7% Elapsed: 1 day, 7:41:29 temperature: no ada_p: No Discriminator_loss: 0.452131 Generator_loss: 1.18593
[INFO] 2021-01-25 11:39:43 > Step: 37500 Progress: 18.8% Elapsed: 1 day, 7:45:27 temperature: no ada_p: No Discriminator_loss: 0.312585 Generator_loss: 1.042
[INFO] 2021-01-25 11:43:47 > Step: 37600 Progress: 18.8% Elapsed: 1 day, 7:49:31 temperature: no ada_p: No Discriminator_loss: 0.391212 Generator_loss: 1.13341
[INFO] 2021-01-25 11:47:46 > Step: 37700 Progress: 18.9% Elapsed: 1 day, 7:53:29 temperature: no ada_p: No Discriminator_loss: 0.284981 Generator_loss: 1.67499
[INFO] 2021-01-25 11:51:45 > Step: 37800 Progress: 18.9% Elapsed: 1 day, 7:57:29 temperature: no ada_p: No Discriminator_loss: 0.375764 Generator_loss: 1.17111
[INFO] 2021-01-25 11:55:44 > Step: 37900 Progress: 18.9% Elapsed: 1 day, 8:01:28 temperature: no ada_p: No Discriminator_loss: 0.392041 Generator_loss: 1.40175
[INFO] 2021-01-25 11:59:44 > Step: 38000 Progress: 19.0% Elapsed: 1 day, 8:05:28 temperature: no ada_p: No Discriminator_loss: 0.459036 Generator_loss: 1.2505
[INFO] 2021-01-25 11:59:44 > Start Evaluation (38000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 11:59:44 > Calculating FID Score....
[INFO] 2021-01-25 12:02:02 > Calculating Inception Score....
[INFO] 2021-01-25 12:04:10 > Calculate F_beta Score....
[INFO] 2021-01-25 12:15:36 > Calculate Accuracies....
[INFO] 2021-01-25 12:17:34 > Calculate Accuracies....
[INFO] 2021-01-25 12:22:25 > F_8 score (Step: 38000, Using valid images): 0.6375561751954996
[INFO] 2021-01-25 12:22:25 > F_1/8 score (Step: 38000, Using valid images): 0.8640228879414026
[INFO] 2021-01-25 12:22:25 > FID score (Step: 38000, Using valid moments): 49.95427628169364
[INFO] 2021-01-25 12:22:25 > Inception score (Step: 38000, 50000 generated images): 14.848971366882324
[INFO] 2021-01-25 12:22:25 > Best FID score (Step: 38000, Using valid moments): 49.95427628169364
[INFO] 2021-01-25 12:22:40 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 12:26:37 > Step: 38100 Progress: 19.1% Elapsed: 1 day, 8:32:20 temperature: no ada_p: No Discriminator_loss: 0.318053 Generator_loss: 1.51607
[INFO] 2021-01-25 12:30:34 > Step: 38200 Progress: 19.1% Elapsed: 1 day, 8:36:17 temperature: no ada_p: No Discriminator_loss: 0.378621 Generator_loss: 2.08526
[INFO] 2021-01-25 12:34:29 > Step: 38300 Progress: 19.1% Elapsed: 1 day, 8:40:13 temperature: no ada_p: No Discriminator_loss: 0.28973 Generator_loss: 1.96703
[INFO] 2021-01-25 12:38:26 > Step: 38400 Progress: 19.2% Elapsed: 1 day, 8:44:10 temperature: no ada_p: No Discriminator_loss: 0.5468 Generator_loss: 1.29364
[INFO] 2021-01-25 12:42:55 > Step: 38500 Progress: 19.2% Elapsed: 1 day, 8:48:39 temperature: no ada_p: No Discriminator_loss: 0.891261 Generator_loss: 0.707736
[INFO] 2021-01-25 12:46:54 > Step: 38600 Progress: 19.3% Elapsed: 1 day, 8:52:38 temperature: no ada_p: No Discriminator_loss: 0.360214 Generator_loss: 1.57756
[INFO] 2021-01-25 12:50:53 > Step: 38700 Progress: 19.4% Elapsed: 1 day, 8:56:36 temperature: no ada_p: No Discriminator_loss: 0.385388 Generator_loss: 1.51365
[INFO] 2021-01-25 12:54:52 > Step: 38800 Progress: 19.4% Elapsed: 1 day, 9:00:35 temperature: no ada_p: No Discriminator_loss: 0.292246 Generator_loss: 1.73621
[INFO] 2021-01-25 12:58:50 > Step: 38900 Progress: 19.4% Elapsed: 1 day, 9:04:34 temperature: no ada_p: No Discriminator_loss: 0.386405 Generator_loss: 1.30558
[INFO] 2021-01-25 13:02:49 > Step: 39000 Progress: 19.5% Elapsed: 1 day, 9:08:32 temperature: no ada_p: No Discriminator_loss: 0.384402 Generator_loss: 1.41224
[INFO] 2021-01-25 13:06:47 > Step: 39100 Progress: 19.6% Elapsed: 1 day, 9:12:30 temperature: no ada_p: No Discriminator_loss: 0.423064 Generator_loss: 1.21621
[INFO] 2021-01-25 13:10:45 > Step: 39200 Progress: 19.6% Elapsed: 1 day, 9:16:29 temperature: no ada_p: No Discriminator_loss: 0.42106 Generator_loss: 1.47275
[INFO] 2021-01-25 13:14:44 > Step: 39300 Progress: 19.7% Elapsed: 1 day, 9:20:27 temperature: no ada_p: No Discriminator_loss: 0.393196 Generator_loss: 1.3795
[INFO] 2021-01-25 13:18:42 > Step: 39400 Progress: 19.7% Elapsed: 1 day, 9:24:25 temperature: no ada_p: No Discriminator_loss: 0.258983 Generator_loss: 2.06875
[INFO] 2021-01-25 13:22:40 > Step: 39500 Progress: 19.8% Elapsed: 1 day, 9:28:24 temperature: no ada_p: No Discriminator_loss: 0.310439 Generator_loss: 1.65353
[INFO] 2021-01-25 13:26:38 > Step: 39600 Progress: 19.8% Elapsed: 1 day, 9:32:22 temperature: no ada_p: No Discriminator_loss: 0.447404 Generator_loss: 1.11588
[INFO] 2021-01-25 13:30:37 > Step: 39700 Progress: 19.9% Elapsed: 1 day, 9:36:21 temperature: no ada_p: No Discriminator_loss: 0.444574 Generator_loss: 1.15292
[INFO] 2021-01-25 13:34:35 > Step: 39800 Progress: 19.9% Elapsed: 1 day, 9:40:19 temperature: no ada_p: No Discriminator_loss: 0.30386 Generator_loss: 1.80804
[INFO] 2021-01-25 13:38:34 > Step: 39900 Progress: 20.0% Elapsed: 1 day, 9:44:17 temperature: no ada_p: No Discriminator_loss: 0.72521 Generator_loss: 1.04491
[INFO] 2021-01-25 13:42:32 > Step: 40000 Progress: 20.0% Elapsed: 1 day, 9:48:16 temperature: no ada_p: No Discriminator_loss: 0.381632 Generator_loss: 1.53563
[INFO] 2021-01-25 13:42:32 > Start Evaluation (40000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 13:42:32 > Calculating FID Score....
[INFO] 2021-01-25 13:44:50 > Calculating Inception Score....
[INFO] 2021-01-25 13:46:58 > Calculate F_beta Score....
[INFO] 2021-01-25 13:58:26 > Calculate Accuracies....
[INFO] 2021-01-25 14:00:09 > Calculate Accuracies....
[INFO] 2021-01-25 14:04:59 > F_8 score (Step: 40000, Using valid images): 0.6667065923214318
[INFO] 2021-01-25 14:04:59 > F_1/8 score (Step: 40000, Using valid images): 0.8696339278452062
[INFO] 2021-01-25 14:04:59 > FID score (Step: 40000, Using valid moments): 49.06864900504871
[INFO] 2021-01-25 14:04:59 > Inception score (Step: 40000, 50000 generated images): 14.942187309265137
[INFO] 2021-01-25 14:04:59 > Best FID score (Step: 40000, Using valid moments): 49.06864900504871
[INFO] 2021-01-25 14:05:14 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 14:09:17 > Step: 40100 Progress: 20.1% Elapsed: 1 day, 10:15:01 temperature: no ada_p: No Discriminator_loss: 0.350913 Generator_loss: 1.39406
[INFO] 2021-01-25 14:13:34 > Step: 40200 Progress: 20.1% Elapsed: 1 day, 10:19:17 temperature: no ada_p: No Discriminator_loss: 0.343438 Generator_loss: 1.37674
[INFO] 2021-01-25 14:17:33 > Step: 40300 Progress: 20.2% Elapsed: 1 day, 10:23:17 temperature: no ada_p: No Discriminator_loss: 0.26722 Generator_loss: 2.1409
[INFO] 2021-01-25 14:21:31 > Step: 40400 Progress: 20.2% Elapsed: 1 day, 10:27:15 temperature: no ada_p: No Discriminator_loss: 0.454526 Generator_loss: 1.37429
[INFO] 2021-01-25 14:25:30 > Step: 40500 Progress: 20.2% Elapsed: 1 day, 10:31:14 temperature: no ada_p: No Discriminator_loss: 0.399733 Generator_loss: 1.12649
[INFO] 2021-01-25 14:29:28 > Step: 40600 Progress: 20.3% Elapsed: 1 day, 10:35:12 temperature: no ada_p: No Discriminator_loss: 0.326255 Generator_loss: 1.51326
[INFO] 2021-01-25 14:33:27 > Step: 40700 Progress: 20.3% Elapsed: 1 day, 10:39:11 temperature: no ada_p: No Discriminator_loss: 0.407258 Generator_loss: 1.23548
[INFO] 2021-01-25 14:37:26 > Step: 40800 Progress: 20.4% Elapsed: 1 day, 10:43:10 temperature: no ada_p: No Discriminator_loss: 0.517747 Generator_loss: 1.12801
[INFO] 2021-01-25 14:41:25 > Step: 40900 Progress: 20.4% Elapsed: 1 day, 10:47:09 temperature: no ada_p: No Discriminator_loss: 0.380564 Generator_loss: 1.18909
[INFO] 2021-01-25 14:45:24 > Step: 41000 Progress: 20.5% Elapsed: 1 day, 10:51:08 temperature: no ada_p: No Discriminator_loss: 0.674242 Generator_loss: 0.789685
[INFO] 2021-01-25 14:49:22 > Step: 41100 Progress: 20.5% Elapsed: 1 day, 10:55:06 temperature: no ada_p: No Discriminator_loss: 0.285965 Generator_loss: 2.1023
[INFO] 2021-01-25 14:53:21 > Step: 41200 Progress: 20.6% Elapsed: 1 day, 10:59:05 temperature: no ada_p: No Discriminator_loss: 0.3193 Generator_loss: 1.63113
[INFO] 2021-01-25 14:57:19 > Step: 41300 Progress: 20.6% Elapsed: 1 day, 11:03:03 temperature: no ada_p: No Discriminator_loss: 0.416346 Generator_loss: 1.17096
[INFO] 2021-01-25 15:01:18 > Step: 41400 Progress: 20.7% Elapsed: 1 day, 11:07:02 temperature: no ada_p: No Discriminator_loss: 0.330529 Generator_loss: 1.41062
[INFO] 2021-01-25 15:05:16 > Step: 41500 Progress: 20.8% Elapsed: 1 day, 11:10:59 temperature: no ada_p: No Discriminator_loss: 0.418804 Generator_loss: 1.98215
[INFO] 2021-01-25 15:09:14 > Step: 41600 Progress: 20.8% Elapsed: 1 day, 11:14:58 temperature: no ada_p: No Discriminator_loss: 0.307974 Generator_loss: 1.7192
[INFO] 2021-01-25 15:13:13 > Step: 41700 Progress: 20.8% Elapsed: 1 day, 11:18:57 temperature: no ada_p: No Discriminator_loss: 0.521284 Generator_loss: 1.2312
[INFO] 2021-01-25 15:17:12 > Step: 41800 Progress: 20.9% Elapsed: 1 day, 11:22:56 temperature: no ada_p: No Discriminator_loss: 0.331956 Generator_loss: 1.73552
[INFO] 2021-01-25 15:21:11 > Step: 41900 Progress: 20.9% Elapsed: 1 day, 11:26:55 temperature: no ada_p: No Discriminator_loss: 0.387829 Generator_loss: 1.43202
[INFO] 2021-01-25 15:25:10 > Step: 42000 Progress: 21.0% Elapsed: 1 day, 11:30:54 temperature: no ada_p: No Discriminator_loss: 0.546494 Generator_loss: 1.20101
[INFO] 2021-01-25 15:25:10 > Start Evaluation (42000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 15:25:10 > Calculating FID Score....
[INFO] 2021-01-25 15:27:29 > Calculating Inception Score....
[INFO] 2021-01-25 15:29:37 > Calculate F_beta Score....
[INFO] 2021-01-25 15:41:03 > Calculate Accuracies....
[INFO] 2021-01-25 15:42:46 > Calculate Accuracies....
[INFO] 2021-01-25 15:47:40 > F_8 score (Step: 42000, Using valid images): 0.6340888095630639
[INFO] 2021-01-25 15:47:40 > F_1/8 score (Step: 42000, Using valid images): 0.8679824390907879
[INFO] 2021-01-25 15:47:40 > FID score (Step: 42000, Using valid moments): 47.97100368819997
[INFO] 2021-01-25 15:47:40 > Inception score (Step: 42000, 50000 generated images): 15.27741527557373
[INFO] 2021-01-25 15:47:40 > Best FID score (Step: 42000, Using valid moments): 47.97100368819997
[INFO] 2021-01-25 15:47:54 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 15:51:51 > Step: 42100 Progress: 21.1% Elapsed: 1 day, 11:57:35 temperature: no ada_p: No Discriminator_loss: 0.50193 Generator_loss: 1.33487
[INFO] 2021-01-25 15:55:47 > Step: 42200 Progress: 21.1% Elapsed: 1 day, 12:01:31 temperature: no ada_p: No Discriminator_loss: 0.369912 Generator_loss: 1.56543
[INFO] 2021-01-25 16:00:01 > Step: 42300 Progress: 21.1% Elapsed: 1 day, 12:05:45 temperature: no ada_p: No Discriminator_loss: 0.44777 Generator_loss: 1.17491
[INFO] 2021-01-25 16:03:59 > Step: 42400 Progress: 21.2% Elapsed: 1 day, 12:09:43 temperature: no ada_p: No Discriminator_loss: 0.44568 Generator_loss: 1.32187
[INFO] 2021-01-25 16:07:58 > Step: 42500 Progress: 21.2% Elapsed: 1 day, 12:13:42 temperature: no ada_p: No Discriminator_loss: 0.410415 Generator_loss: 1.51712
[INFO] 2021-01-25 16:12:02 > Step: 42600 Progress: 21.3% Elapsed: 1 day, 12:17:46 temperature: no ada_p: No Discriminator_loss: 0.519115 Generator_loss: 1.22082
[INFO] 2021-01-25 16:16:01 > Step: 42700 Progress: 21.3% Elapsed: 1 day, 12:21:44 temperature: no ada_p: No Discriminator_loss: 0.39933 Generator_loss: 1.36282
[INFO] 2021-01-25 16:19:59 > Step: 42800 Progress: 21.4% Elapsed: 1 day, 12:25:43 temperature: no ada_p: No Discriminator_loss: 0.386043 Generator_loss: 1.38682
[INFO] 2021-01-25 16:23:57 > Step: 42900 Progress: 21.4% Elapsed: 1 day, 12:29:41 temperature: no ada_p: No Discriminator_loss: 0.406515 Generator_loss: 1.53262
[INFO] 2021-01-25 16:27:56 > Step: 43000 Progress: 21.5% Elapsed: 1 day, 12:33:39 temperature: no ada_p: No Discriminator_loss: 0.543937 Generator_loss: 1.25034
[INFO] 2021-01-25 16:31:54 > Step: 43100 Progress: 21.6% Elapsed: 1 day, 12:37:38 temperature: no ada_p: No Discriminator_loss: 0.383419 Generator_loss: 1.52732
[INFO] 2021-01-25 16:35:53 > Step: 43200 Progress: 21.6% Elapsed: 1 day, 12:41:37 temperature: no ada_p: No Discriminator_loss: 0.333835 Generator_loss: 1.58269
[INFO] 2021-01-25 16:39:51 > Step: 43300 Progress: 21.6% Elapsed: 1 day, 12:45:35 temperature: no ada_p: No Discriminator_loss: 0.511696 Generator_loss: 1.36948
[INFO] 2021-01-25 16:43:50 > Step: 43400 Progress: 21.7% Elapsed: 1 day, 12:49:34 temperature: no ada_p: No Discriminator_loss: 0.470767 Generator_loss: 1.16527
[INFO] 2021-01-25 16:47:48 > Step: 43500 Progress: 21.8% Elapsed: 1 day, 12:53:32 temperature: no ada_p: No Discriminator_loss: 0.38507 Generator_loss: 1.19874
[INFO] 2021-01-25 16:51:46 > Step: 43600 Progress: 21.8% Elapsed: 1 day, 12:57:30 temperature: no ada_p: No Discriminator_loss: 0.347059 Generator_loss: 1.42643
[INFO] 2021-01-25 16:55:44 > Step: 43700 Progress: 21.9% Elapsed: 1 day, 13:01:28 temperature: no ada_p: No Discriminator_loss: 0.377808 Generator_loss: 1.46062
[INFO] 2021-01-25 16:59:42 > Step: 43800 Progress: 21.9% Elapsed: 1 day, 13:05:26 temperature: no ada_p: No Discriminator_loss: 0.421472 Generator_loss: 1.26547
[INFO] 2021-01-25 17:03:41 > Step: 43900 Progress: 21.9% Elapsed: 1 day, 13:09:25 temperature: no ada_p: No Discriminator_loss: 0.501657 Generator_loss: 2.41058
[INFO] 2021-01-25 17:07:40 > Step: 44000 Progress: 22.0% Elapsed: 1 day, 13:13:24 temperature: no ada_p: No Discriminator_loss: 0.40824 Generator_loss: 1.42069
[INFO] 2021-01-25 17:07:40 > Start Evaluation (44000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 17:07:40 > Calculating FID Score....
[INFO] 2021-01-25 17:09:59 > Calculating Inception Score....
[INFO] 2021-01-25 17:12:06 > Calculate F_beta Score....
[INFO] 2021-01-25 17:23:36 > Calculate Accuracies....
[INFO] 2021-01-25 17:25:19 > Calculate Accuracies....
[INFO] 2021-01-25 17:30:11 > F_8 score (Step: 44000, Using valid images): 0.6739825540806768
[INFO] 2021-01-25 17:30:11 > F_1/8 score (Step: 44000, Using valid images): 0.8734860167853977
[INFO] 2021-01-25 17:30:11 > FID score (Step: 44000, Using valid moments): 47.51161004306789
[INFO] 2021-01-25 17:30:11 > Inception score (Step: 44000, 50000 generated images): 15.42892837524414
[INFO] 2021-01-25 17:30:11 > Best FID score (Step: 44000, Using valid moments): 47.51161004306789
[INFO] 2021-01-25 17:30:25 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 17:34:22 > Step: 44100 Progress: 22.1% Elapsed: 1 day, 13:40:06 temperature: no ada_p: No Discriminator_loss: 0.346548 Generator_loss: 1.26201
[INFO] 2021-01-25 17:38:37 > Step: 44200 Progress: 22.1% Elapsed: 1 day, 13:44:21 temperature: no ada_p: No Discriminator_loss: 0.597608 Generator_loss: 1.26008
[INFO] 2021-01-25 17:42:36 > Step: 44300 Progress: 22.1% Elapsed: 1 day, 13:48:20 temperature: no ada_p: No Discriminator_loss: 0.532602 Generator_loss: 1.0591
[INFO] 2021-01-25 17:46:35 > Step: 44400 Progress: 22.2% Elapsed: 1 day, 13:52:19 temperature: no ada_p: No Discriminator_loss: 0.823836 Generator_loss: 0.926953
[INFO] 2021-01-25 17:50:34 > Step: 44500 Progress: 22.2% Elapsed: 1 day, 13:56:18 temperature: no ada_p: No Discriminator_loss: 0.694383 Generator_loss: 1.06865
[INFO] 2021-01-25 17:54:32 > Step: 44600 Progress: 22.3% Elapsed: 1 day, 14:00:16 temperature: no ada_p: No Discriminator_loss: 0.294313 Generator_loss: 2.0468
[INFO] 2021-01-25 17:58:31 > Step: 44700 Progress: 22.4% Elapsed: 1 day, 14:04:15 temperature: no ada_p: No Discriminator_loss: 0.361147 Generator_loss: 2.3461
[INFO] 2021-01-25 18:02:30 > Step: 44800 Progress: 22.4% Elapsed: 1 day, 14:08:14 temperature: no ada_p: No Discriminator_loss: 0.319441 Generator_loss: 2.53334
[INFO] 2021-01-25 18:06:28 > Step: 44900 Progress: 22.4% Elapsed: 1 day, 14:12:12 temperature: no ada_p: No Discriminator_loss: 0.374624 Generator_loss: 1.39571
[INFO] 2021-01-25 18:10:26 > Step: 45000 Progress: 22.5% Elapsed: 1 day, 14:16:10 temperature: no ada_p: No Discriminator_loss: 0.304101 Generator_loss: 2.14214
[INFO] 2021-01-25 18:14:30 > Step: 45100 Progress: 22.6% Elapsed: 1 day, 14:20:14 temperature: no ada_p: No Discriminator_loss: 0.537122 Generator_loss: 0.895413
[INFO] 2021-01-25 18:18:30 > Step: 45200 Progress: 22.6% Elapsed: 1 day, 14:24:13 temperature: no ada_p: No Discriminator_loss: 0.409115 Generator_loss: 1.34424
[INFO] 2021-01-25 18:22:29 > Step: 45300 Progress: 22.7% Elapsed: 1 day, 14:28:13 temperature: no ada_p: No Discriminator_loss: 0.473356 Generator_loss: 1.37916
[INFO] 2021-01-25 18:26:29 > Step: 45400 Progress: 22.7% Elapsed: 1 day, 14:32:13 temperature: no ada_p: No Discriminator_loss: 0.684261 Generator_loss: 1.07511
[INFO] 2021-01-25 18:30:28 > Step: 45500 Progress: 22.8% Elapsed: 1 day, 14:36:12 temperature: no ada_p: No Discriminator_loss: 0.864846 Generator_loss: 0.900127
[INFO] 2021-01-25 18:34:27 > Step: 45600 Progress: 22.8% Elapsed: 1 day, 14:40:11 temperature: no ada_p: No Discriminator_loss: 0.323712 Generator_loss: 1.46039
[INFO] 2021-01-25 18:38:27 > Step: 45700 Progress: 22.9% Elapsed: 1 day, 14:44:11 temperature: no ada_p: No Discriminator_loss: 0.31499 Generator_loss: 1.13629
[INFO] 2021-01-25 18:42:26 > Step: 45800 Progress: 22.9% Elapsed: 1 day, 14:48:09 temperature: no ada_p: No Discriminator_loss: 0.303198 Generator_loss: 1.68777
[INFO] 2021-01-25 18:46:24 > Step: 45900 Progress: 22.9% Elapsed: 1 day, 14:52:08 temperature: no ada_p: No Discriminator_loss: 0.377346 Generator_loss: 1.3548
[INFO] 2021-01-25 18:50:22 > Step: 46000 Progress: 23.0% Elapsed: 1 day, 14:56:06 temperature: no ada_p: No Discriminator_loss: 0.502026 Generator_loss: 0.937279
[INFO] 2021-01-25 18:50:22 > Start Evaluation (46000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 18:50:22 > Calculating FID Score....
[INFO] 2021-01-25 18:52:41 > Calculating Inception Score....
[INFO] 2021-01-25 18:54:49 > Calculate F_beta Score....
[INFO] 2021-01-25 19:06:20 > Calculate Accuracies....
[INFO] 2021-01-25 19:08:04 > Calculate Accuracies....
[INFO] 2021-01-25 19:12:57 > F_8 score (Step: 46000, Using valid images): 0.7024353898164836
[INFO] 2021-01-25 19:12:57 > F_1/8 score (Step: 46000, Using valid images): 0.8753389445671728
[INFO] 2021-01-25 19:12:57 > FID score (Step: 46000, Using valid moments): 46.32404085969307
[INFO] 2021-01-25 19:12:57 > Inception score (Step: 46000, 50000 generated images): 15.704668045043945
[INFO] 2021-01-25 19:12:57 > Best FID score (Step: 46000, Using valid moments): 46.32404085969307
[INFO] 2021-01-25 19:13:12 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 19:17:09 > Step: 46100 Progress: 23.1% Elapsed: 1 day, 15:22:53 temperature: no ada_p: No Discriminator_loss: 0.891738 Generator_loss: 0.870231
[INFO] 2021-01-25 19:21:24 > Step: 46200 Progress: 23.1% Elapsed: 1 day, 15:27:08 temperature: no ada_p: No Discriminator_loss: 0.351433 Generator_loss: 2.40501
[INFO] 2021-01-25 19:25:22 > Step: 46300 Progress: 23.2% Elapsed: 1 day, 15:31:06 temperature: no ada_p: No Discriminator_loss: 0.424191 Generator_loss: 1.17216
[INFO] 2021-01-25 19:29:20 > Step: 46400 Progress: 23.2% Elapsed: 1 day, 15:35:03 temperature: no ada_p: No Discriminator_loss: 0.408995 Generator_loss: 1.20262
[INFO] 2021-01-25 19:33:17 > Step: 46500 Progress: 23.2% Elapsed: 1 day, 15:39:01 temperature: no ada_p: No Discriminator_loss: 1.21103 Generator_loss: -0.133042
[INFO] 2021-01-25 19:37:16 > Step: 46600 Progress: 23.3% Elapsed: 1 day, 15:43:00 temperature: no ada_p: No Discriminator_loss: 0.30842 Generator_loss: 1.92544
[INFO] 2021-01-25 19:41:13 > Step: 46700 Progress: 23.4% Elapsed: 1 day, 15:46:57 temperature: no ada_p: No Discriminator_loss: 0.423222 Generator_loss: 1.09923
[INFO] 2021-01-25 19:45:11 > Step: 46800 Progress: 23.4% Elapsed: 1 day, 15:50:54 temperature: no ada_p: No Discriminator_loss: 0.317906 Generator_loss: 2.15355
[INFO] 2021-01-25 19:49:09 > Step: 46900 Progress: 23.4% Elapsed: 1 day, 15:54:53 temperature: no ada_p: No Discriminator_loss: 0.331944 Generator_loss: 2.39896
[INFO] 2021-01-25 19:53:07 > Step: 47000 Progress: 23.5% Elapsed: 1 day, 15:58:51 temperature: no ada_p: No Discriminator_loss: 0.289715 Generator_loss: 2.13585
[INFO] 2021-01-25 19:57:05 > Step: 47100 Progress: 23.5% Elapsed: 1 day, 16:02:49 temperature: no ada_p: No Discriminator_loss: 0.313718 Generator_loss: 1.51109
[INFO] 2021-01-25 20:01:03 > Step: 47200 Progress: 23.6% Elapsed: 1 day, 16:06:46 temperature: no ada_p: No Discriminator_loss: 0.572969 Generator_loss: 0.979261
[INFO] 2021-01-25 20:05:00 > Step: 47300 Progress: 23.6% Elapsed: 1 day, 16:10:44 temperature: no ada_p: No Discriminator_loss: 0.335571 Generator_loss: 2.13235
[INFO] 2021-01-25 20:08:58 > Step: 47400 Progress: 23.7% Elapsed: 1 day, 16:14:41 temperature: no ada_p: No Discriminator_loss: 0.337571 Generator_loss: 1.44429
[INFO] 2021-01-25 20:12:55 > Step: 47500 Progress: 23.8% Elapsed: 1 day, 16:18:39 temperature: no ada_p: No Discriminator_loss: 0.291395 Generator_loss: 1.45026
[INFO] 2021-01-25 20:16:59 > Step: 47600 Progress: 23.8% Elapsed: 1 day, 16:22:43 temperature: no ada_p: No Discriminator_loss: 0.424977 Generator_loss: 1.51442
[INFO] 2021-01-25 20:21:00 > Step: 47700 Progress: 23.8% Elapsed: 1 day, 16:26:43 temperature: no ada_p: No Discriminator_loss: 0.42954 Generator_loss: 1.24122
[INFO] 2021-01-25 20:25:00 > Step: 47800 Progress: 23.9% Elapsed: 1 day, 16:30:43 temperature: no ada_p: No Discriminator_loss: 0.286263 Generator_loss: 1.16554
[INFO] 2021-01-25 20:28:59 > Step: 47900 Progress: 23.9% Elapsed: 1 day, 16:34:43 temperature: no ada_p: No Discriminator_loss: 0.307609 Generator_loss: 2.24963
[INFO] 2021-01-25 20:32:58 > Step: 48000 Progress: 24.0% Elapsed: 1 day, 16:38:42 temperature: no ada_p: No Discriminator_loss: 0.388955 Generator_loss: 1.32845
[INFO] 2021-01-25 20:32:58 > Start Evaluation (48000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 20:32:58 > Calculating FID Score....
[INFO] 2021-01-25 20:35:17 > Calculating Inception Score....
[INFO] 2021-01-25 20:37:25 > Calculate F_beta Score....
[INFO] 2021-01-25 20:48:51 > Calculate Accuracies....
[INFO] 2021-01-25 20:50:34 > Calculate Accuracies....
[INFO] 2021-01-25 20:55:26 > F_8 score (Step: 48000, Using valid images): 0.6687245041663215
[INFO] 2021-01-25 20:55:26 > F_1/8 score (Step: 48000, Using valid images): 0.8911913769268244
[INFO] 2021-01-25 20:55:26 > FID score (Step: 48000, Using valid moments): 45.50153300516962
[INFO] 2021-01-25 20:55:26 > Inception score (Step: 48000, 50000 generated images): 15.8651123046875
[INFO] 2021-01-25 20:55:26 > Best FID score (Step: 48000, Using valid moments): 45.50153300516962
[INFO] 2021-01-25 20:55:41 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 21:00:01 > Step: 48100 Progress: 24.1% Elapsed: 1 day, 17:05:45 temperature: no ada_p: No Discriminator_loss: 0.454687 Generator_loss: 2.42316
[INFO] 2021-01-25 21:03:59 > Step: 48200 Progress: 24.1% Elapsed: 1 day, 17:09:43 temperature: no ada_p: No Discriminator_loss: 0.333736 Generator_loss: 1.492
[INFO] 2021-01-25 21:07:57 > Step: 48300 Progress: 24.1% Elapsed: 1 day, 17:13:41 temperature: no ada_p: No Discriminator_loss: 0.270374 Generator_loss: 1.45751
[INFO] 2021-01-25 21:11:55 > Step: 48400 Progress: 24.2% Elapsed: 1 day, 17:17:39 temperature: no ada_p: No Discriminator_loss: 0.406492 Generator_loss: 1.37564
[INFO] 2021-01-25 21:15:53 > Step: 48500 Progress: 24.2% Elapsed: 1 day, 17:21:37 temperature: no ada_p: No Discriminator_loss: 0.331736 Generator_loss: 1.37288
[INFO] 2021-01-25 21:19:52 > Step: 48600 Progress: 24.3% Elapsed: 1 day, 17:25:35 temperature: no ada_p: No Discriminator_loss: 0.469072 Generator_loss: 1.34193
[INFO] 2021-01-25 21:23:50 > Step: 48700 Progress: 24.3% Elapsed: 1 day, 17:29:33 temperature: no ada_p: No Discriminator_loss: 0.527189 Generator_loss: 1.01711
[INFO] 2021-01-25 21:27:48 > Step: 48800 Progress: 24.4% Elapsed: 1 day, 17:33:32 temperature: no ada_p: No Discriminator_loss: 0.415134 Generator_loss: 1.39736
[INFO] 2021-01-25 21:31:46 > Step: 48900 Progress: 24.4% Elapsed: 1 day, 17:37:30 temperature: no ada_p: No Discriminator_loss: 0.628288 Generator_loss: 0.963344
[INFO] 2021-01-25 21:35:44 > Step: 49000 Progress: 24.5% Elapsed: 1 day, 17:41:28 temperature: no ada_p: No Discriminator_loss: 0.634279 Generator_loss: 0.888618
[INFO] 2021-01-25 21:39:42 > Step: 49100 Progress: 24.6% Elapsed: 1 day, 17:45:26 temperature: no ada_p: No Discriminator_loss: 0.371662 Generator_loss: 1.33881
[INFO] 2021-01-25 21:43:41 > Step: 49200 Progress: 24.6% Elapsed: 1 day, 17:49:24 temperature: no ada_p: No Discriminator_loss: 0.270023 Generator_loss: 1.41105
[INFO] 2021-01-25 21:47:39 > Step: 49300 Progress: 24.6% Elapsed: 1 day, 17:53:23 temperature: no ada_p: No Discriminator_loss: 0.353171 Generator_loss: 1.42679
[INFO] 2021-01-25 21:51:37 > Step: 49400 Progress: 24.7% Elapsed: 1 day, 17:57:20 temperature: no ada_p: No Discriminator_loss: 0.545229 Generator_loss: 1.20591
[INFO] 2021-01-25 21:55:35 > Step: 49500 Progress: 24.8% Elapsed: 1 day, 18:01:19 temperature: no ada_p: No Discriminator_loss: 0.539594 Generator_loss: 1.34884
[INFO] 2021-01-25 21:59:33 > Step: 49600 Progress: 24.8% Elapsed: 1 day, 18:05:17 temperature: no ada_p: No Discriminator_loss: 0.375696 Generator_loss: 1.09355
[INFO] 2021-01-25 22:03:32 > Step: 49700 Progress: 24.9% Elapsed: 1 day, 18:09:16 temperature: no ada_p: No Discriminator_loss: 0.85057 Generator_loss: 1.13389
[INFO] 2021-01-25 22:07:31 > Step: 49800 Progress: 24.9% Elapsed: 1 day, 18:13:14 temperature: no ada_p: No Discriminator_loss: 0.630375 Generator_loss: 1.06927
[INFO] 2021-01-25 22:11:29 > Step: 49900 Progress: 24.9% Elapsed: 1 day, 18:17:13 temperature: no ada_p: No Discriminator_loss: 0.400905 Generator_loss: 1.52482
[INFO] 2021-01-25 22:15:27 > Step: 50000 Progress: 25.0% Elapsed: 1 day, 18:21:10 temperature: no ada_p: No Discriminator_loss: 0.492745 Generator_loss: 2.37664
[INFO] 2021-01-25 22:15:27 > Start Evaluation (50000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 22:15:27 > Calculating FID Score....
[INFO] 2021-01-25 22:17:45 > Calculating Inception Score....
[INFO] 2021-01-25 22:19:53 > Calculate F_beta Score....
[INFO] 2021-01-25 22:31:23 > Calculate Accuracies....
[INFO] 2021-01-25 22:33:06 > Calculate Accuracies....
[INFO] 2021-01-25 22:38:00 > F_8 score (Step: 50000, Using valid images): 0.6925094435005964
[INFO] 2021-01-25 22:38:00 > F_1/8 score (Step: 50000, Using valid images): 0.892484634471917
[INFO] 2021-01-25 22:38:00 > FID score (Step: 50000, Using valid moments): 44.835843221908476
[INFO] 2021-01-25 22:38:00 > Inception score (Step: 50000, 50000 generated images): 16.094694137573242
[INFO] 2021-01-25 22:38:00 > Best FID score (Step: 50000, Using valid moments): 44.835843221908476
[INFO] 2021-01-25 22:38:15 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 22:42:18 > Step: 50100 Progress: 25.1% Elapsed: 1 day, 18:48:02 temperature: no ada_p: No Discriminator_loss: 0.361678 Generator_loss: 1.35219
[INFO] 2021-01-25 22:46:16 > Step: 50200 Progress: 25.1% Elapsed: 1 day, 18:52:00 temperature: no ada_p: No Discriminator_loss: 0.330624 Generator_loss: 1.17342
[INFO] 2021-01-25 22:50:13 > Step: 50300 Progress: 25.1% Elapsed: 1 day, 18:55:57 temperature: no ada_p: No Discriminator_loss: 0.468997 Generator_loss: 1.05932
[INFO] 2021-01-25 22:54:36 > Step: 50400 Progress: 25.2% Elapsed: 1 day, 19:00:20 temperature: no ada_p: No Discriminator_loss: 0.290507 Generator_loss: 1.52193
[INFO] 2021-01-25 22:58:35 > Step: 50500 Progress: 25.2% Elapsed: 1 day, 19:04:19 temperature: no ada_p: No Discriminator_loss: 0.244484 Generator_loss: 1.91554
[INFO] 2021-01-25 23:02:34 > Step: 50600 Progress: 25.3% Elapsed: 1 day, 19:08:18 temperature: no ada_p: No Discriminator_loss: 0.336619 Generator_loss: 1.48502
[INFO] 2021-01-25 23:06:34 > Step: 50700 Progress: 25.4% Elapsed: 1 day, 19:12:18 temperature: no ada_p: No Discriminator_loss: 0.493797 Generator_loss: 1.29696
[INFO] 2021-01-25 23:10:34 > Step: 50800 Progress: 25.4% Elapsed: 1 day, 19:16:17 temperature: no ada_p: No Discriminator_loss: 0.534253 Generator_loss: 1.52196
[INFO] 2021-01-25 23:14:33 > Step: 50900 Progress: 25.4% Elapsed: 1 day, 19:20:17 temperature: no ada_p: No Discriminator_loss: 0.37332 Generator_loss: 1.2626
[INFO] 2021-01-25 23:18:33 > Step: 51000 Progress: 25.5% Elapsed: 1 day, 19:24:17 temperature: no ada_p: No Discriminator_loss: 0.452316 Generator_loss: 1.051
[INFO] 2021-01-25 23:22:32 > Step: 51100 Progress: 25.6% Elapsed: 1 day, 19:28:16 temperature: no ada_p: No Discriminator_loss: 0.43076 Generator_loss: 1.52314
[INFO] 2021-01-25 23:26:31 > Step: 51200 Progress: 25.6% Elapsed: 1 day, 19:32:15 temperature: no ada_p: No Discriminator_loss: 0.444839 Generator_loss: 1.19807
[INFO] 2021-01-25 23:30:30 > Step: 51300 Progress: 25.7% Elapsed: 1 day, 19:36:13 temperature: no ada_p: No Discriminator_loss: 0.357612 Generator_loss: 1.29806
[INFO] 2021-01-25 23:34:29 > Step: 51400 Progress: 25.7% Elapsed: 1 day, 19:40:13 temperature: no ada_p: No Discriminator_loss: 0.400806 Generator_loss: 1.40495
[INFO] 2021-01-25 23:38:28 > Step: 51500 Progress: 25.8% Elapsed: 1 day, 19:44:12 temperature: no ada_p: No Discriminator_loss: 0.39454 Generator_loss: 1.81144
[INFO] 2021-01-25 23:42:27 > Step: 51600 Progress: 25.8% Elapsed: 1 day, 19:48:11 temperature: no ada_p: No Discriminator_loss: 0.391995 Generator_loss: 1.47724
[INFO] 2021-01-25 23:46:27 > Step: 51700 Progress: 25.9% Elapsed: 1 day, 19:52:11 temperature: no ada_p: No Discriminator_loss: 0.31845 Generator_loss: 2.30582
[INFO] 2021-01-25 23:50:26 > Step: 51800 Progress: 25.9% Elapsed: 1 day, 19:56:10 temperature: no ada_p: No Discriminator_loss: 0.55542 Generator_loss: 0.98131
[INFO] 2021-01-25 23:54:25 > Step: 51900 Progress: 25.9% Elapsed: 1 day, 20:00:09 temperature: no ada_p: No Discriminator_loss: 0.442567 Generator_loss: 1.27255
[INFO] 2021-01-25 23:58:23 > Step: 52000 Progress: 26.0% Elapsed: 1 day, 20:04:07 temperature: no ada_p: No Discriminator_loss: 0.374952 Generator_loss: 1.32458
[INFO] 2021-01-25 23:58:23 > Start Evaluation (52000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-25 23:58:23 > Calculating FID Score....
[INFO] 2021-01-26 00:00:42 > Calculating Inception Score....
[INFO] 2021-01-26 00:02:49 > Calculate F_beta Score....
[INFO] 2021-01-26 00:14:22 > Calculate Accuracies....
[INFO] 2021-01-26 00:16:05 > Calculate Accuracies....
[INFO] 2021-01-26 00:20:57 > F_8 score (Step: 52000, Using valid images): 0.7080585336666536
[INFO] 2021-01-26 00:20:57 > F_1/8 score (Step: 52000, Using valid images): 0.8888814101343582
[INFO] 2021-01-26 00:20:57 > FID score (Step: 52000, Using valid moments): 44.024763166072034
[INFO] 2021-01-26 00:20:57 > Inception score (Step: 52000, 50000 generated images): 16.256858825683594
[INFO] 2021-01-26 00:20:57 > Best FID score (Step: 52000, Using valid moments): 44.024763166072034
[INFO] 2021-01-26 00:21:11 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 00:25:26 > Step: 52100 Progress: 26.1% Elapsed: 1 day, 20:31:10 temperature: no ada_p: No Discriminator_loss: 0.43 Generator_loss: 0.930787
[INFO] 2021-01-26 00:29:25 > Step: 52200 Progress: 26.1% Elapsed: 1 day, 20:35:08 temperature: no ada_p: No Discriminator_loss: 0.392879 Generator_loss: 1.35073
[INFO] 2021-01-26 00:33:23 > Step: 52300 Progress: 26.2% Elapsed: 1 day, 20:39:07 temperature: no ada_p: No Discriminator_loss: 0.914906 Generator_loss: 0.597377
[INFO] 2021-01-26 00:37:21 > Step: 52400 Progress: 26.2% Elapsed: 1 day, 20:43:05 temperature: no ada_p: No Discriminator_loss: 0.674862 Generator_loss: 2.2354
[INFO] 2021-01-26 00:41:19 > Step: 52500 Progress: 26.2% Elapsed: 1 day, 20:47:03 temperature: no ada_p: No Discriminator_loss: 0.497533 Generator_loss: 1.36843
[INFO] 2021-01-26 00:45:22 > Step: 52600 Progress: 26.3% Elapsed: 1 day, 20:51:06 temperature: no ada_p: No Discriminator_loss: 0.541552 Generator_loss: 1.28251
[INFO] 2021-01-26 00:49:21 > Step: 52700 Progress: 26.4% Elapsed: 1 day, 20:55:05 temperature: no ada_p: No Discriminator_loss: 0.310258 Generator_loss: 1.73793
[INFO] 2021-01-26 00:53:19 > Step: 52800 Progress: 26.4% Elapsed: 1 day, 20:59:03 temperature: no ada_p: No Discriminator_loss: 0.428225 Generator_loss: 1.41103
[INFO] 2021-01-26 00:57:18 > Step: 52900 Progress: 26.5% Elapsed: 1 day, 21:03:02 temperature: no ada_p: No Discriminator_loss: 0.277241 Generator_loss: 1.5953
[INFO] 2021-01-26 01:01:17 > Step: 53000 Progress: 26.5% Elapsed: 1 day, 21:07:01 temperature: no ada_p: No Discriminator_loss: 0.409938 Generator_loss: 1.18965
[INFO] 2021-01-26 01:05:16 > Step: 53100 Progress: 26.6% Elapsed: 1 day, 21:10:59 temperature: no ada_p: No Discriminator_loss: 0.310893 Generator_loss: 2.02963
[INFO] 2021-01-26 01:09:14 > Step: 53200 Progress: 26.6% Elapsed: 1 day, 21:14:58 temperature: no ada_p: No Discriminator_loss: 0.493679 Generator_loss: 2.50897
[INFO] 2021-01-26 01:13:14 > Step: 53300 Progress: 26.7% Elapsed: 1 day, 21:18:58 temperature: no ada_p: No Discriminator_loss: 0.356852 Generator_loss: 1.55824
[INFO] 2021-01-26 01:17:13 > Step: 53400 Progress: 26.7% Elapsed: 1 day, 21:22:57 temperature: no ada_p: No Discriminator_loss: 0.711918 Generator_loss: 0.621588
[INFO] 2021-01-26 01:21:11 > Step: 53500 Progress: 26.8% Elapsed: 1 day, 21:26:55 temperature: no ada_p: No Discriminator_loss: 0.429275 Generator_loss: 0.959314
[INFO] 2021-01-26 01:25:10 > Step: 53600 Progress: 26.8% Elapsed: 1 day, 21:30:53 temperature: no ada_p: No Discriminator_loss: 0.334906 Generator_loss: 1.49489
[INFO] 2021-01-26 01:29:09 > Step: 53700 Progress: 26.9% Elapsed: 1 day, 21:34:52 temperature: no ada_p: No Discriminator_loss: 0.439958 Generator_loss: 1.39588
[INFO] 2021-01-26 01:33:07 > Step: 53800 Progress: 26.9% Elapsed: 1 day, 21:38:51 temperature: no ada_p: No Discriminator_loss: 0.577353 Generator_loss: 0.865396
[INFO] 2021-01-26 01:37:05 > Step: 53900 Progress: 27.0% Elapsed: 1 day, 21:42:49 temperature: no ada_p: No Discriminator_loss: 0.50238 Generator_loss: 1.25732
[INFO] 2021-01-26 01:41:04 > Step: 54000 Progress: 27.0% Elapsed: 1 day, 21:46:48 temperature: no ada_p: No Discriminator_loss: 0.295841 Generator_loss: 1.752
[INFO] 2021-01-26 01:41:04 > Start Evaluation (54000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 01:41:04 > Calculating FID Score....
[INFO] 2021-01-26 01:43:23 > Calculating Inception Score....
[INFO] 2021-01-26 01:45:30 > Calculate F_beta Score....
[INFO] 2021-01-26 01:57:01 > Calculate Accuracies....
[INFO] 2021-01-26 01:58:45 > Calculate Accuracies....
[INFO] 2021-01-26 02:03:39 > F_8 score (Step: 54000, Using valid images): 0.7223922169312996
[INFO] 2021-01-26 02:03:39 > F_1/8 score (Step: 54000, Using valid images): 0.8951209516889187
[INFO] 2021-01-26 02:03:39 > FID score (Step: 54000, Using valid moments): 43.43720583673053
[INFO] 2021-01-26 02:03:39 > Inception score (Step: 54000, 50000 generated images): 16.659133911132812
[INFO] 2021-01-26 02:03:39 > Best FID score (Step: 54000, Using valid moments): 43.43720583673053
[INFO] 2021-01-26 02:03:54 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 02:07:51 > Step: 54100 Progress: 27.1% Elapsed: 1 day, 22:13:34 temperature: no ada_p: No Discriminator_loss: 0.385959 Generator_loss: 1.9779
[INFO] 2021-01-26 02:11:47 > Step: 54200 Progress: 27.1% Elapsed: 1 day, 22:17:31 temperature: no ada_p: No Discriminator_loss: 0.425285 Generator_loss: 1.35849
[INFO] 2021-01-26 02:16:02 > Step: 54300 Progress: 27.2% Elapsed: 1 day, 22:21:46 temperature: no ada_p: No Discriminator_loss: 0.365927 Generator_loss: 1.68347
[INFO] 2021-01-26 02:20:00 > Step: 54400 Progress: 27.2% Elapsed: 1 day, 22:25:44 temperature: no ada_p: No Discriminator_loss: 0.383095 Generator_loss: 2.35063
[INFO] 2021-01-26 02:23:59 > Step: 54500 Progress: 27.3% Elapsed: 1 day, 22:29:42 temperature: no ada_p: No Discriminator_loss: 0.331322 Generator_loss: 1.61837
[INFO] 2021-01-26 02:27:57 > Step: 54600 Progress: 27.3% Elapsed: 1 day, 22:33:41 temperature: no ada_p: No Discriminator_loss: 0.294703 Generator_loss: 1.39906
[INFO] 2021-01-26 02:31:55 > Step: 54700 Progress: 27.4% Elapsed: 1 day, 22:37:39 temperature: no ada_p: No Discriminator_loss: 0.400997 Generator_loss: 1.27374
[INFO] 2021-01-26 02:35:53 > Step: 54800 Progress: 27.4% Elapsed: 1 day, 22:41:37 temperature: no ada_p: No Discriminator_loss: 0.547479 Generator_loss: 1.22178
[INFO] 2021-01-26 02:39:52 > Step: 54900 Progress: 27.5% Elapsed: 1 day, 22:45:36 temperature: no ada_p: No Discriminator_loss: 0.393934 Generator_loss: 1.03902
[INFO] 2021-01-26 02:43:50 > Step: 55000 Progress: 27.5% Elapsed: 1 day, 22:49:34 temperature: no ada_p: No Discriminator_loss: 0.357695 Generator_loss: 1.30535
[INFO] 2021-01-26 02:47:54 > Step: 55100 Progress: 27.6% Elapsed: 1 day, 22:53:38 temperature: no ada_p: No Discriminator_loss: 0.273185 Generator_loss: 1.63895
[INFO] 2021-01-26 02:51:54 > Step: 55200 Progress: 27.6% Elapsed: 1 day, 22:57:37 temperature: no ada_p: No Discriminator_loss: 0.288251 Generator_loss: 1.62979
[INFO] 2021-01-26 02:55:53 > Step: 55300 Progress: 27.7% Elapsed: 1 day, 23:01:36 temperature: no ada_p: No Discriminator_loss: 0.551829 Generator_loss: 1.22074
[INFO] 2021-01-26 02:59:52 > Step: 55400 Progress: 27.7% Elapsed: 1 day, 23:05:36 temperature: no ada_p: No Discriminator_loss: 0.359677 Generator_loss: 1.97034
[INFO] 2021-01-26 03:03:52 > Step: 55500 Progress: 27.8% Elapsed: 1 day, 23:09:36 temperature: no ada_p: No Discriminator_loss: 0.332953 Generator_loss: 2.13133
[INFO] 2021-01-26 03:07:51 > Step: 55600 Progress: 27.8% Elapsed: 1 day, 23:13:35 temperature: no ada_p: No Discriminator_loss: 0.299462 Generator_loss: 2.25848
[INFO] 2021-01-26 03:11:51 > Step: 55700 Progress: 27.9% Elapsed: 1 day, 23:17:35 temperature: no ada_p: No Discriminator_loss: 0.344101 Generator_loss: 1.56015
[INFO] 2021-01-26 03:15:51 > Step: 55800 Progress: 27.9% Elapsed: 1 day, 23:21:35 temperature: no ada_p: No Discriminator_loss: 0.323402 Generator_loss: 2.31799
[INFO] 2021-01-26 03:19:51 > Step: 55900 Progress: 28.0% Elapsed: 1 day, 23:25:35 temperature: no ada_p: No Discriminator_loss: 0.34442 Generator_loss: 1.54034
[INFO] 2021-01-26 03:23:51 > Step: 56000 Progress: 28.0% Elapsed: 1 day, 23:29:35 temperature: no ada_p: No Discriminator_loss: 0.353212 Generator_loss: 1.57667
[INFO] 2021-01-26 03:23:51 > Start Evaluation (56000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 03:23:51 > Calculating FID Score....
[INFO] 2021-01-26 03:26:10 > Calculating Inception Score....
[INFO] 2021-01-26 03:28:18 > Calculate F_beta Score....
[INFO] 2021-01-26 03:39:55 > Calculate Accuracies....
[INFO] 2021-01-26 03:41:39 > Calculate Accuracies....
[INFO] 2021-01-26 03:46:31 > F_8 score (Step: 56000, Using valid images): 0.6738985545674014
[INFO] 2021-01-26 03:46:31 > F_1/8 score (Step: 56000, Using valid images): 0.8951979727464009
[INFO] 2021-01-26 03:46:31 > FID score (Step: 56000, Using valid moments): 42.5613111388069
[INFO] 2021-01-26 03:46:31 > Inception score (Step: 56000, 50000 generated images): 16.782743453979492
[INFO] 2021-01-26 03:46:31 > Best FID score (Step: 56000, Using valid moments): 42.5613111388069
[INFO] 2021-01-26 03:46:45 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 03:50:43 > Step: 56100 Progress: 28.1% Elapsed: 1 day, 23:56:26 temperature: no ada_p: No Discriminator_loss: 0.381317 Generator_loss: 1.41349
[INFO] 2021-01-26 03:54:57 > Step: 56200 Progress: 28.1% Elapsed: 2 days, 0:00:41 temperature: no ada_p: No Discriminator_loss: 0.29681 Generator_loss: 1.95443
[INFO] 2021-01-26 03:58:54 > Step: 56300 Progress: 28.1% Elapsed: 2 days, 0:04:38 temperature: no ada_p: No Discriminator_loss: 0.500519 Generator_loss: 1.15382
[INFO] 2021-01-26 04:02:53 > Step: 56400 Progress: 28.2% Elapsed: 2 days, 0:08:37 temperature: no ada_p: No Discriminator_loss: 0.442061 Generator_loss: 1.20199
[INFO] 2021-01-26 04:06:53 > Step: 56500 Progress: 28.2% Elapsed: 2 days, 0:12:36 temperature: no ada_p: No Discriminator_loss: 0.48067 Generator_loss: 1.15301
[INFO] 2021-01-26 04:10:52 > Step: 56600 Progress: 28.3% Elapsed: 2 days, 0:16:35 temperature: no ada_p: No Discriminator_loss: 0.474797 Generator_loss: 1.42415
[INFO] 2021-01-26 04:14:50 > Step: 56700 Progress: 28.3% Elapsed: 2 days, 0:20:34 temperature: no ada_p: No Discriminator_loss: 0.294291 Generator_loss: 1.88543
[INFO] 2021-01-26 04:18:49 > Step: 56800 Progress: 28.4% Elapsed: 2 days, 0:24:33 temperature: no ada_p: No Discriminator_loss: 0.811925 Generator_loss: 0.782039
[INFO] 2021-01-26 04:22:47 > Step: 56900 Progress: 28.4% Elapsed: 2 days, 0:28:31 temperature: no ada_p: No Discriminator_loss: 0.259387 Generator_loss: 2.31824
[INFO] 2021-01-26 04:26:45 > Step: 57000 Progress: 28.5% Elapsed: 2 days, 0:32:29 temperature: no ada_p: No Discriminator_loss: 0.425933 Generator_loss: 1.43812
[INFO] 2021-01-26 04:30:43 > Step: 57100 Progress: 28.5% Elapsed: 2 days, 0:36:27 temperature: no ada_p: No Discriminator_loss: 0.311005 Generator_loss: 1.69016
[INFO] 2021-01-26 04:34:41 > Step: 57200 Progress: 28.6% Elapsed: 2 days, 0:40:25 temperature: no ada_p: No Discriminator_loss: 0.435134 Generator_loss: 1.0279
[INFO] 2021-01-26 04:38:39 > Step: 57300 Progress: 28.6% Elapsed: 2 days, 0:44:23 temperature: no ada_p: No Discriminator_loss: 0.344816 Generator_loss: 1.81912
[INFO] 2021-01-26 04:42:38 > Step: 57400 Progress: 28.7% Elapsed: 2 days, 0:48:21 temperature: no ada_p: No Discriminator_loss: 0.287646 Generator_loss: 2.12923
[INFO] 2021-01-26 04:46:36 > Step: 57500 Progress: 28.7% Elapsed: 2 days, 0:52:19 temperature: no ada_p: No Discriminator_loss: 0.357822 Generator_loss: 2.333
[INFO] 2021-01-26 04:50:40 > Step: 57600 Progress: 28.8% Elapsed: 2 days, 0:56:24 temperature: no ada_p: No Discriminator_loss: 0.410903 Generator_loss: 1.46744
[INFO] 2021-01-26 04:54:41 > Step: 57700 Progress: 28.8% Elapsed: 2 days, 1:00:24 temperature: no ada_p: No Discriminator_loss: 0.320084 Generator_loss: 1.54574
[INFO] 2021-01-26 04:58:41 > Step: 57800 Progress: 28.9% Elapsed: 2 days, 1:04:24 temperature: no ada_p: No Discriminator_loss: 0.444581 Generator_loss: 1.913
[INFO] 2021-01-26 05:02:41 > Step: 57900 Progress: 28.9% Elapsed: 2 days, 1:08:24 temperature: no ada_p: No Discriminator_loss: 0.305164 Generator_loss: 1.30822
[INFO] 2021-01-26 05:06:41 > Step: 58000 Progress: 29.0% Elapsed: 2 days, 1:12:24 temperature: no ada_p: No Discriminator_loss: 0.287314 Generator_loss: 1.79406
[INFO] 2021-01-26 05:06:41 > Start Evaluation (58000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 05:06:41 > Calculating FID Score....
[INFO] 2021-01-26 05:09:00 > Calculating Inception Score....
[INFO] 2021-01-26 05:11:08 > Calculate F_beta Score....
[INFO] 2021-01-26 05:22:34 > Calculate Accuracies....
[INFO] 2021-01-26 05:24:17 > Calculate Accuracies....
[INFO] 2021-01-26 05:29:10 > F_8 score (Step: 58000, Using valid images): 0.7065304217505692
[INFO] 2021-01-26 05:29:10 > F_1/8 score (Step: 58000, Using valid images): 0.8944124368326942
[INFO] 2021-01-26 05:29:10 > FID score (Step: 58000, Using valid moments): 42.23785334553611
[INFO] 2021-01-26 05:29:10 > Inception score (Step: 58000, 50000 generated images): 17.0455322265625
[INFO] 2021-01-26 05:29:10 > Best FID score (Step: 58000, Using valid moments): 42.23785334553611
[INFO] 2021-01-26 05:29:24 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 05:33:41 > Step: 58100 Progress: 29.0% Elapsed: 2 days, 1:39:25 temperature: no ada_p: No Discriminator_loss: 0.336325 Generator_loss: 1.46356
[INFO] 2021-01-26 05:37:40 > Step: 58200 Progress: 29.1% Elapsed: 2 days, 1:43:24 temperature: no ada_p: No Discriminator_loss: 0.259666 Generator_loss: 1.63525
[INFO] 2021-01-26 05:41:40 > Step: 58300 Progress: 29.1% Elapsed: 2 days, 1:47:23 temperature: no ada_p: No Discriminator_loss: 0.399414 Generator_loss: 1.18463
[INFO] 2021-01-26 05:45:39 > Step: 58400 Progress: 29.2% Elapsed: 2 days, 1:51:23 temperature: no ada_p: No Discriminator_loss: 0.373823 Generator_loss: 1.50215
[INFO] 2021-01-26 05:49:38 > Step: 58500 Progress: 29.2% Elapsed: 2 days, 1:55:22 temperature: no ada_p: No Discriminator_loss: 0.252245 Generator_loss: 2.08921
[INFO] 2021-01-26 05:53:37 > Step: 58600 Progress: 29.3% Elapsed: 2 days, 1:59:21 temperature: no ada_p: No Discriminator_loss: 0.34945 Generator_loss: 1.28948
[INFO] 2021-01-26 05:57:36 > Step: 58700 Progress: 29.3% Elapsed: 2 days, 2:03:19 temperature: no ada_p: No Discriminator_loss: 0.398116 Generator_loss: 1.44912
[INFO] 2021-01-26 06:01:34 > Step: 58800 Progress: 29.4% Elapsed: 2 days, 2:07:18 temperature: no ada_p: No Discriminator_loss: 0.37768 Generator_loss: 1.40612
[INFO] 2021-01-26 06:05:33 > Step: 58900 Progress: 29.4% Elapsed: 2 days, 2:11:16 temperature: no ada_p: No Discriminator_loss: 0.682144 Generator_loss: 1.15569
[INFO] 2021-01-26 06:09:31 > Step: 59000 Progress: 29.5% Elapsed: 2 days, 2:15:15 temperature: no ada_p: No Discriminator_loss: 0.553044 Generator_loss: 2.33908
[INFO] 2021-01-26 06:13:30 > Step: 59100 Progress: 29.5% Elapsed: 2 days, 2:19:14 temperature: no ada_p: No Discriminator_loss: 0.342957 Generator_loss: 1.4816
[INFO] 2021-01-26 06:17:29 > Step: 59200 Progress: 29.6% Elapsed: 2 days, 2:23:13 temperature: no ada_p: No Discriminator_loss: 0.348817 Generator_loss: 2.09597
[INFO] 2021-01-26 06:21:28 > Step: 59300 Progress: 29.6% Elapsed: 2 days, 2:27:12 temperature: no ada_p: No Discriminator_loss: 0.514787 Generator_loss: 1.13235
[INFO] 2021-01-26 06:25:27 > Step: 59400 Progress: 29.7% Elapsed: 2 days, 2:31:11 temperature: no ada_p: No Discriminator_loss: 0.44907 Generator_loss: 1.58429
[INFO] 2021-01-26 06:29:26 > Step: 59500 Progress: 29.8% Elapsed: 2 days, 2:35:09 temperature: no ada_p: No Discriminator_loss: 0.267078 Generator_loss: 1.67941
[INFO] 2021-01-26 06:33:24 > Step: 59600 Progress: 29.8% Elapsed: 2 days, 2:39:08 temperature: no ada_p: No Discriminator_loss: 0.603159 Generator_loss: 1.19526
[INFO] 2021-01-26 06:37:23 > Step: 59700 Progress: 29.8% Elapsed: 2 days, 2:43:07 temperature: no ada_p: No Discriminator_loss: 0.359259 Generator_loss: 1.67062
[INFO] 2021-01-26 06:41:22 > Step: 59800 Progress: 29.9% Elapsed: 2 days, 2:47:06 temperature: no ada_p: No Discriminator_loss: 0.540479 Generator_loss: 1.20494
[INFO] 2021-01-26 06:45:22 > Step: 59900 Progress: 29.9% Elapsed: 2 days, 2:51:06 temperature: no ada_p: No Discriminator_loss: 0.394734 Generator_loss: 1.12528
[INFO] 2021-01-26 06:49:21 > Step: 60000 Progress: 30.0% Elapsed: 2 days, 2:55:05 temperature: no ada_p: No Discriminator_loss: 0.34631 Generator_loss: 1.46676
[INFO] 2021-01-26 06:49:21 > Start Evaluation (60000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 06:49:21 > Calculating FID Score....
[INFO] 2021-01-26 06:51:40 > Calculating Inception Score....
[INFO] 2021-01-26 06:53:48 > Calculate F_beta Score....
[INFO] 2021-01-26 07:05:14 > Calculate Accuracies....
[INFO] 2021-01-26 07:06:57 > Calculate Accuracies....
[INFO] 2021-01-26 07:11:48 > F_8 score (Step: 60000, Using valid images): 0.7557841686072123
[INFO] 2021-01-26 07:11:48 > F_1/8 score (Step: 60000, Using valid images): 0.8947435591335996
[INFO] 2021-01-26 07:11:48 > FID score (Step: 60000, Using valid moments): 41.86966445208316
[INFO] 2021-01-26 07:11:48 > Inception score (Step: 60000, 50000 generated images): 17.341360092163086
[INFO] 2021-01-26 07:11:48 > Best FID score (Step: 60000, Using valid moments): 41.86966445208316
[INFO] 2021-01-26 07:12:02 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 07:16:05 > Step: 60100 Progress: 30.0% Elapsed: 2 days, 3:21:49 temperature: no ada_p: No Discriminator_loss: 0.257 Generator_loss: 1.8639
[INFO] 2021-01-26 07:20:03 > Step: 60200 Progress: 30.1% Elapsed: 2 days, 3:25:47 temperature: no ada_p: No Discriminator_loss: 0.468219 Generator_loss: 1.07686
[INFO] 2021-01-26 07:24:20 > Step: 60300 Progress: 30.1% Elapsed: 2 days, 3:30:04 temperature: no ada_p: No Discriminator_loss: 0.324788 Generator_loss: 2.51221
[INFO] 2021-01-26 07:28:18 > Step: 60400 Progress: 30.2% Elapsed: 2 days, 3:34:02 temperature: no ada_p: No Discriminator_loss: 0.253311 Generator_loss: 1.52186
[INFO] 2021-01-26 07:32:17 > Step: 60500 Progress: 30.2% Elapsed: 2 days, 3:38:01 temperature: no ada_p: No Discriminator_loss: 0.490682 Generator_loss: 1.32938
[INFO] 2021-01-26 07:36:16 > Step: 60600 Progress: 30.3% Elapsed: 2 days, 3:41:59 temperature: no ada_p: No Discriminator_loss: 0.299281 Generator_loss: 1.42068
[INFO] 2021-01-26 07:40:14 > Step: 60700 Progress: 30.3% Elapsed: 2 days, 3:45:58 temperature: no ada_p: No Discriminator_loss: 0.359931 Generator_loss: 1.45592
[INFO] 2021-01-26 07:44:12 > Step: 60800 Progress: 30.4% Elapsed: 2 days, 3:49:56 temperature: no ada_p: No Discriminator_loss: 0.704248 Generator_loss: 1.0082
[INFO] 2021-01-26 07:48:09 > Step: 60900 Progress: 30.4% Elapsed: 2 days, 3:53:53 temperature: no ada_p: No Discriminator_loss: 0.567005 Generator_loss: 1.08246
[INFO] 2021-01-26 07:52:07 > Step: 61000 Progress: 30.5% Elapsed: 2 days, 3:57:51 temperature: no ada_p: No Discriminator_loss: 0.321057 Generator_loss: 1.53817
[INFO] 2021-01-26 07:56:06 > Step: 61100 Progress: 30.6% Elapsed: 2 days, 4:01:50 temperature: no ada_p: No Discriminator_loss: 0.281607 Generator_loss: 2.29886
[INFO] 2021-01-26 08:00:05 > Step: 61200 Progress: 30.6% Elapsed: 2 days, 4:05:48 temperature: no ada_p: No Discriminator_loss: 0.336605 Generator_loss: 2.05791
[INFO] 2021-01-26 08:04:03 > Step: 61300 Progress: 30.6% Elapsed: 2 days, 4:09:47 temperature: no ada_p: No Discriminator_loss: 0.333878 Generator_loss: 1.28904
[INFO] 2021-01-26 08:08:02 > Step: 61400 Progress: 30.7% Elapsed: 2 days, 4:13:46 temperature: no ada_p: No Discriminator_loss: 0.278468 Generator_loss: 2.24232
[INFO] 2021-01-26 08:12:00 > Step: 61500 Progress: 30.8% Elapsed: 2 days, 4:17:44 temperature: no ada_p: No Discriminator_loss: 0.497446 Generator_loss: 1.24905
[INFO] 2021-01-26 08:15:59 > Step: 61600 Progress: 30.8% Elapsed: 2 days, 4:21:43 temperature: no ada_p: No Discriminator_loss: 0.345348 Generator_loss: 2.16872
[INFO] 2021-01-26 08:19:57 > Step: 61700 Progress: 30.9% Elapsed: 2 days, 4:25:41 temperature: no ada_p: No Discriminator_loss: 0.258019 Generator_loss: 1.82979
[INFO] 2021-01-26 08:23:56 > Step: 61800 Progress: 30.9% Elapsed: 2 days, 4:29:40 temperature: no ada_p: No Discriminator_loss: 0.464364 Generator_loss: 1.35161
[INFO] 2021-01-26 08:27:55 > Step: 61900 Progress: 30.9% Elapsed: 2 days, 4:33:38 temperature: no ada_p: No Discriminator_loss: 0.449246 Generator_loss: 1.57164
[INFO] 2021-01-26 08:31:52 > Step: 62000 Progress: 31.0% Elapsed: 2 days, 4:37:36 temperature: no ada_p: No Discriminator_loss: 0.6053 Generator_loss: 1.03775
[INFO] 2021-01-26 08:31:52 > Start Evaluation (62000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 08:31:52 > Calculating FID Score....
[INFO] 2021-01-26 08:34:11 > Calculating Inception Score....
[INFO] 2021-01-26 08:36:19 > Calculate F_beta Score....
[INFO] 2021-01-26 08:47:43 > Calculate Accuracies....
[INFO] 2021-01-26 08:49:41 > Calculate Accuracies....
[INFO] 2021-01-26 08:54:35 > F_8 score (Step: 62000, Using valid images): 0.7289988015682672
[INFO] 2021-01-26 08:54:35 > F_1/8 score (Step: 62000, Using valid images): 0.8991264880891563
[INFO] 2021-01-26 08:54:35 > FID score (Step: 62000, Using valid moments): 41.17077179824997
[INFO] 2021-01-26 08:54:35 > Inception score (Step: 62000, 50000 generated images): 17.516653060913086
[INFO] 2021-01-26 08:54:35 > Best FID score (Step: 62000, Using valid moments): 41.17077179824997
[INFO] 2021-01-26 08:54:50 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 08:58:47 > Step: 62100 Progress: 31.1% Elapsed: 2 days, 5:04:31 temperature: no ada_p: No Discriminator_loss: 0.409355 Generator_loss: 2.28575
[INFO] 2021-01-26 09:02:44 > Step: 62200 Progress: 31.1% Elapsed: 2 days, 5:08:28 temperature: no ada_p: No Discriminator_loss: 0.307868 Generator_loss: 2.10582
[INFO] 2021-01-26 09:06:41 > Step: 62300 Progress: 31.1% Elapsed: 2 days, 5:12:25 temperature: no ada_p: No Discriminator_loss: 0.305757 Generator_loss: 1.69352
[INFO] 2021-01-26 09:10:38 > Step: 62400 Progress: 31.2% Elapsed: 2 days, 5:16:22 temperature: no ada_p: No Discriminator_loss: 0.435321 Generator_loss: 1.70308
[INFO] 2021-01-26 09:15:07 > Step: 62500 Progress: 31.2% Elapsed: 2 days, 5:20:51 temperature: no ada_p: No Discriminator_loss: 0.450507 Generator_loss: 1.48453
[INFO] 2021-01-26 09:19:11 > Step: 62600 Progress: 31.3% Elapsed: 2 days, 5:24:55 temperature: no ada_p: No Discriminator_loss: 0.208074 Generator_loss: 1.87508
[INFO] 2021-01-26 09:23:12 > Step: 62700 Progress: 31.4% Elapsed: 2 days, 5:28:56 temperature: no ada_p: No Discriminator_loss: 0.435417 Generator_loss: 1.13885
[INFO] 2021-01-26 09:27:12 > Step: 62800 Progress: 31.4% Elapsed: 2 days, 5:32:56 temperature: no ada_p: No Discriminator_loss: 0.323596 Generator_loss: 2.09422
[INFO] 2021-01-26 09:31:13 > Step: 62900 Progress: 31.4% Elapsed: 2 days, 5:36:56 temperature: no ada_p: No Discriminator_loss: 0.439092 Generator_loss: 2.36599
[INFO] 2021-01-26 09:35:13 > Step: 63000 Progress: 31.5% Elapsed: 2 days, 5:40:57 temperature: no ada_p: No Discriminator_loss: 0.324572 Generator_loss: 2.1266
[INFO] 2021-01-26 09:39:12 > Step: 63100 Progress: 31.6% Elapsed: 2 days, 5:44:56 temperature: no ada_p: No Discriminator_loss: 0.294665 Generator_loss: 2.3287
[INFO] 2021-01-26 09:43:12 > Step: 63200 Progress: 31.6% Elapsed: 2 days, 5:48:55 temperature: no ada_p: No Discriminator_loss: 0.304227 Generator_loss: 1.67183
[INFO] 2021-01-26 09:47:11 > Step: 63300 Progress: 31.6% Elapsed: 2 days, 5:52:55 temperature: no ada_p: No Discriminator_loss: 1.36231 Generator_loss: -0.0936811
[INFO] 2021-01-26 09:51:10 > Step: 63400 Progress: 31.7% Elapsed: 2 days, 5:56:54 temperature: no ada_p: No Discriminator_loss: 0.650959 Generator_loss: 1.14296
[INFO] 2021-01-26 09:55:10 > Step: 63500 Progress: 31.8% Elapsed: 2 days, 6:00:54 temperature: no ada_p: No Discriminator_loss: 0.370035 Generator_loss: 1.46267
[INFO] 2021-01-26 09:59:10 > Step: 63600 Progress: 31.8% Elapsed: 2 days, 6:04:54 temperature: no ada_p: No Discriminator_loss: 0.469316 Generator_loss: 1.23221
[INFO] 2021-01-26 10:03:10 > Step: 63700 Progress: 31.9% Elapsed: 2 days, 6:08:53 temperature: no ada_p: No Discriminator_loss: 0.615358 Generator_loss: 0.633569
[INFO] 2021-01-26 10:07:09 > Step: 63800 Progress: 31.9% Elapsed: 2 days, 6:12:52 temperature: no ada_p: No Discriminator_loss: 0.307465 Generator_loss: 2.16798
[INFO] 2021-01-26 10:11:08 > Step: 63900 Progress: 31.9% Elapsed: 2 days, 6:16:51 temperature: no ada_p: No Discriminator_loss: 0.518782 Generator_loss: 1.13313
[INFO] 2021-01-26 10:15:07 > Step: 64000 Progress: 32.0% Elapsed: 2 days, 6:20:51 temperature: no ada_p: No Discriminator_loss: 0.456552 Generator_loss: 1.41851
[INFO] 2021-01-26 10:15:07 > Start Evaluation (64000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 10:15:07 > Calculating FID Score....
[INFO] 2021-01-26 10:17:26 > Calculating Inception Score....
[INFO] 2021-01-26 10:19:33 > Calculate F_beta Score....
[INFO] 2021-01-26 10:31:06 > Calculate Accuracies....
[INFO] 2021-01-26 10:32:50 > Calculate Accuracies....
[INFO] 2021-01-26 10:37:44 > F_8 score (Step: 64000, Using valid images): 0.7494096064041191
[INFO] 2021-01-26 10:37:44 > F_1/8 score (Step: 64000, Using valid images): 0.8983204550576457
[INFO] 2021-01-26 10:37:44 > FID score (Step: 64000, Using valid moments): 40.53065160754409
[INFO] 2021-01-26 10:37:44 > Inception score (Step: 64000, 50000 generated images): 17.65105438232422
[INFO] 2021-01-26 10:37:44 > Best FID score (Step: 64000, Using valid moments): 40.53065160754409
[INFO] 2021-01-26 10:37:59 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 10:41:57 > Step: 64100 Progress: 32.0% Elapsed: 2 days, 6:47:41 temperature: no ada_p: No Discriminator_loss: 0.522416 Generator_loss: 1.14921
[INFO] 2021-01-26 10:45:55 > Step: 64200 Progress: 32.1% Elapsed: 2 days, 6:51:38 temperature: no ada_p: No Discriminator_loss: 0.30007 Generator_loss: 1.28658
[INFO] 2021-01-26 10:50:11 > Step: 64300 Progress: 32.1% Elapsed: 2 days, 6:55:54 temperature: no ada_p: No Discriminator_loss: 0.329803 Generator_loss: 2.40653
[INFO] 2021-01-26 10:54:10 > Step: 64400 Progress: 32.2% Elapsed: 2 days, 6:59:53 temperature: no ada_p: No Discriminator_loss: 0.246921 Generator_loss: 2.26484
[INFO] 2021-01-26 10:58:09 > Step: 64500 Progress: 32.2% Elapsed: 2 days, 7:03:53 temperature: no ada_p: No Discriminator_loss: 0.239405 Generator_loss: 1.78537
[INFO] 2021-01-26 11:02:08 > Step: 64600 Progress: 32.3% Elapsed: 2 days, 7:07:51 temperature: no ada_p: No Discriminator_loss: 0.285537 Generator_loss: 1.27924
[INFO] 2021-01-26 11:06:06 > Step: 64700 Progress: 32.4% Elapsed: 2 days, 7:11:50 temperature: no ada_p: No Discriminator_loss: 0.216337 Generator_loss: 2.42843
[INFO] 2021-01-26 11:10:05 > Step: 64800 Progress: 32.4% Elapsed: 2 days, 7:15:49 temperature: no ada_p: No Discriminator_loss: 0.312445 Generator_loss: 1.62093
[INFO] 2021-01-26 11:14:04 > Step: 64900 Progress: 32.5% Elapsed: 2 days, 7:19:48 temperature: no ada_p: No Discriminator_loss: 0.433035 Generator_loss: 2.29192
[INFO] 2021-01-26 11:18:02 > Step: 65000 Progress: 32.5% Elapsed: 2 days, 7:23:46 temperature: no ada_p: No Discriminator_loss: 0.325318 Generator_loss: 1.68456
[INFO] 2021-01-26 11:22:06 > Step: 65100 Progress: 32.6% Elapsed: 2 days, 7:27:50 temperature: no ada_p: No Discriminator_loss: 0.3492 Generator_loss: 2.74263
[INFO] 2021-01-26 11:26:06 > Step: 65200 Progress: 32.6% Elapsed: 2 days, 7:31:50 temperature: no ada_p: No Discriminator_loss: 0.288914 Generator_loss: 1.38712
[INFO] 2021-01-26 11:30:06 > Step: 65300 Progress: 32.6% Elapsed: 2 days, 7:35:50 temperature: no ada_p: No Discriminator_loss: 0.472232 Generator_loss: 1.23246
[INFO] 2021-01-26 11:34:06 > Step: 65400 Progress: 32.7% Elapsed: 2 days, 7:39:49 temperature: no ada_p: No Discriminator_loss: 0.304257 Generator_loss: 1.48511
[INFO] 2021-01-26 11:38:05 > Step: 65500 Progress: 32.8% Elapsed: 2 days, 7:43:49 temperature: no ada_p: No Discriminator_loss: 0.321154 Generator_loss: 1.52562
[INFO] 2021-01-26 11:42:04 > Step: 65600 Progress: 32.8% Elapsed: 2 days, 7:47:48 temperature: no ada_p: No Discriminator_loss: 0.353693 Generator_loss: 1.41841
[INFO] 2021-01-26 11:46:04 > Step: 65700 Progress: 32.9% Elapsed: 2 days, 7:51:47 temperature: no ada_p: No Discriminator_loss: 0.421921 Generator_loss: 1.48852
[INFO] 2021-01-26 11:50:04 > Step: 65800 Progress: 32.9% Elapsed: 2 days, 7:55:47 temperature: no ada_p: No Discriminator_loss: 0.272021 Generator_loss: 1.87595
[INFO] 2021-01-26 11:54:04 > Step: 65900 Progress: 33.0% Elapsed: 2 days, 7:59:48 temperature: no ada_p: No Discriminator_loss: 0.331375 Generator_loss: 1.47195
[INFO] 2021-01-26 11:58:04 > Step: 66000 Progress: 33.0% Elapsed: 2 days, 8:03:48 temperature: no ada_p: No Discriminator_loss: 0.370448 Generator_loss: 1.66556
[INFO] 2021-01-26 11:58:04 > Start Evaluation (66000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 11:58:04 > Calculating FID Score....
[INFO] 2021-01-26 12:00:22 > Calculating Inception Score....
[INFO] 2021-01-26 12:02:30 > Calculate F_beta Score....
[INFO] 2021-01-26 12:14:00 > Calculate Accuracies....
[INFO] 2021-01-26 12:15:44 > Calculate Accuracies....
[INFO] 2021-01-26 12:20:37 > F_8 score (Step: 66000, Using valid images): 0.7630099659461645
[INFO] 2021-01-26 12:20:37 > F_1/8 score (Step: 66000, Using valid images): 0.9057914160048371
[INFO] 2021-01-26 12:20:37 > FID score (Step: 66000, Using valid moments): 40.338577093646904
[INFO] 2021-01-26 12:20:37 > Inception score (Step: 66000, 50000 generated images): 18.00798988342285
[INFO] 2021-01-26 12:20:37 > Best FID score (Step: 66000, Using valid moments): 40.338577093646904
[INFO] 2021-01-26 12:20:52 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 12:25:08 > Step: 66100 Progress: 33.1% Elapsed: 2 days, 8:30:52 temperature: no ada_p: No Discriminator_loss: 0.601859 Generator_loss: 0.931164
[INFO] 2021-01-26 12:29:07 > Step: 66200 Progress: 33.1% Elapsed: 2 days, 8:34:51 temperature: no ada_p: No Discriminator_loss: 0.24083 Generator_loss: 1.93879
[INFO] 2021-01-26 12:33:06 > Step: 66300 Progress: 33.1% Elapsed: 2 days, 8:38:50 temperature: no ada_p: No Discriminator_loss: 0.326953 Generator_loss: 1.3222
[INFO] 2021-01-26 12:37:06 > Step: 66400 Progress: 33.2% Elapsed: 2 days, 8:42:49 temperature: no ada_p: No Discriminator_loss: 0.297274 Generator_loss: 1.75379
[INFO] 2021-01-26 12:41:04 > Step: 66500 Progress: 33.2% Elapsed: 2 days, 8:46:48 temperature: no ada_p: No Discriminator_loss: 0.268387 Generator_loss: 1.80419
[INFO] 2021-01-26 12:45:04 > Step: 66600 Progress: 33.3% Elapsed: 2 days, 8:50:48 temperature: no ada_p: No Discriminator_loss: 0.322787 Generator_loss: 1.5605
[INFO] 2021-01-26 12:49:02 > Step: 66700 Progress: 33.4% Elapsed: 2 days, 8:54:46 temperature: no ada_p: No Discriminator_loss: 0.520594 Generator_loss: 1.0384
[INFO] 2021-01-26 12:53:02 > Step: 66800 Progress: 33.4% Elapsed: 2 days, 8:58:45 temperature: no ada_p: No Discriminator_loss: 0.340618 Generator_loss: 1.66265
[INFO] 2021-01-26 12:57:00 > Step: 66900 Progress: 33.5% Elapsed: 2 days, 9:02:44 temperature: no ada_p: No Discriminator_loss: 0.420123 Generator_loss: 1.06901
[INFO] 2021-01-26 13:00:59 > Step: 67000 Progress: 33.5% Elapsed: 2 days, 9:06:43 temperature: no ada_p: No Discriminator_loss: 0.512991 Generator_loss: 0.766465
[INFO] 2021-01-26 13:04:59 > Step: 67100 Progress: 33.6% Elapsed: 2 days, 9:10:43 temperature: no ada_p: No Discriminator_loss: 0.289862 Generator_loss: 2.2802
[INFO] 2021-01-26 13:08:57 > Step: 67200 Progress: 33.6% Elapsed: 2 days, 9:14:41 temperature: no ada_p: No Discriminator_loss: 0.393579 Generator_loss: 1.42733
[INFO] 2021-01-26 13:12:56 > Step: 67300 Progress: 33.7% Elapsed: 2 days, 9:18:40 temperature: no ada_p: No Discriminator_loss: 0.399462 Generator_loss: 1.24286
[INFO] 2021-01-26 13:16:54 > Step: 67400 Progress: 33.7% Elapsed: 2 days, 9:22:38 temperature: no ada_p: No Discriminator_loss: 0.401639 Generator_loss: 1.46309
[INFO] 2021-01-26 13:20:53 > Step: 67500 Progress: 33.8% Elapsed: 2 days, 9:26:37 temperature: no ada_p: No Discriminator_loss: 0.372166 Generator_loss: 1.48089
[INFO] 2021-01-26 13:24:57 > Step: 67600 Progress: 33.8% Elapsed: 2 days, 9:30:40 temperature: no ada_p: No Discriminator_loss: 0.316167 Generator_loss: 2.10476
[INFO] 2021-01-26 13:28:57 > Step: 67700 Progress: 33.9% Elapsed: 2 days, 9:34:40 temperature: no ada_p: No Discriminator_loss: 0.361068 Generator_loss: 1.17264
[INFO] 2021-01-26 13:32:56 > Step: 67800 Progress: 33.9% Elapsed: 2 days, 9:38:40 temperature: no ada_p: No Discriminator_loss: 0.303298 Generator_loss: 1.51107
[INFO] 2021-01-26 13:36:56 > Step: 67900 Progress: 34.0% Elapsed: 2 days, 9:42:40 temperature: no ada_p: No Discriminator_loss: 0.320999 Generator_loss: 1.82038
[INFO] 2021-01-26 13:40:56 > Step: 68000 Progress: 34.0% Elapsed: 2 days, 9:46:40 temperature: no ada_p: No Discriminator_loss: 0.316489 Generator_loss: 1.68993
[INFO] 2021-01-26 13:40:56 > Start Evaluation (68000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 13:40:56 > Calculating FID Score....
[INFO] 2021-01-26 13:43:15 > Calculating Inception Score....
[INFO] 2021-01-26 13:45:23 > Calculate F_beta Score....
[INFO] 2021-01-26 13:56:52 > Calculate Accuracies....
[INFO] 2021-01-26 13:58:36 > Calculate Accuracies....
[INFO] 2021-01-26 14:03:41 > F_8 score (Step: 68000, Using valid images): 0.7634631766086366
[INFO] 2021-01-26 14:03:41 > F_1/8 score (Step: 68000, Using valid images): 0.9062401951762112
[INFO] 2021-01-26 14:03:41 > FID score (Step: 68000, Using valid moments): 39.45827161346983
[INFO] 2021-01-26 14:03:41 > Inception score (Step: 68000, 50000 generated images): 18.07294464111328
[INFO] 2021-01-26 14:03:41 > Best FID score (Step: 68000, Using valid moments): 39.45827161346983
[INFO] 2021-01-26 14:03:55 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 14:07:53 > Step: 68100 Progress: 34.1% Elapsed: 2 days, 10:13:37 temperature: no ada_p: No Discriminator_loss: 0.349453 Generator_loss: 1.60231
[INFO] 2021-01-26 14:11:51 > Step: 68200 Progress: 34.1% Elapsed: 2 days, 10:17:34 temperature: no ada_p: No Discriminator_loss: 0.381024 Generator_loss: 1.22174
[INFO] 2021-01-26 14:15:48 > Step: 68300 Progress: 34.2% Elapsed: 2 days, 10:21:32 temperature: no ada_p: No Discriminator_loss: 0.388108 Generator_loss: 1.17177
[INFO] 2021-01-26 14:19:44 > Step: 68400 Progress: 34.2% Elapsed: 2 days, 10:25:28 temperature: no ada_p: No Discriminator_loss: 0.430564 Generator_loss: 1.39344
[INFO] 2021-01-26 14:24:12 > Step: 68500 Progress: 34.2% Elapsed: 2 days, 10:29:56 temperature: no ada_p: No Discriminator_loss: 0.256983 Generator_loss: 1.87957
[INFO] 2021-01-26 14:28:11 > Step: 68600 Progress: 34.3% Elapsed: 2 days, 10:33:55 temperature: no ada_p: No Discriminator_loss: 0.360008 Generator_loss: 1.36098
[INFO] 2021-01-26 14:32:10 > Step: 68700 Progress: 34.4% Elapsed: 2 days, 10:37:54 temperature: no ada_p: No Discriminator_loss: 0.360601 Generator_loss: 1.5206
[INFO] 2021-01-26 14:36:10 > Step: 68800 Progress: 34.4% Elapsed: 2 days, 10:41:53 temperature: no ada_p: No Discriminator_loss: 0.387326 Generator_loss: 1.1549
[INFO] 2021-01-26 14:40:08 > Step: 68900 Progress: 34.4% Elapsed: 2 days, 10:45:52 temperature: no ada_p: No Discriminator_loss: 0.300318 Generator_loss: 1.93735
[INFO] 2021-01-26 14:44:06 > Step: 69000 Progress: 34.5% Elapsed: 2 days, 10:49:50 temperature: no ada_p: No Discriminator_loss: 0.263677 Generator_loss: 1.6848
[INFO] 2021-01-26 14:48:04 > Step: 69100 Progress: 34.5% Elapsed: 2 days, 10:53:48 temperature: no ada_p: No Discriminator_loss: 0.2986 Generator_loss: 1.6731
[INFO] 2021-01-26 14:52:03 > Step: 69200 Progress: 34.6% Elapsed: 2 days, 10:57:47 temperature: no ada_p: No Discriminator_loss: 0.450586 Generator_loss: 1.09721
[INFO] 2021-01-26 14:56:01 > Step: 69300 Progress: 34.6% Elapsed: 2 days, 11:01:45 temperature: no ada_p: No Discriminator_loss: 0.349542 Generator_loss: 1.52742
[INFO] 2021-01-26 14:59:59 > Step: 69400 Progress: 34.7% Elapsed: 2 days, 11:05:43 temperature: no ada_p: No Discriminator_loss: 0.247118 Generator_loss: 1.61491
[INFO] 2021-01-26 15:03:57 > Step: 69500 Progress: 34.8% Elapsed: 2 days, 11:09:41 temperature: no ada_p: No Discriminator_loss: 0.354695 Generator_loss: 1.49819
[INFO] 2021-01-26 15:07:56 > Step: 69600 Progress: 34.8% Elapsed: 2 days, 11:13:40 temperature: no ada_p: No Discriminator_loss: 0.392146 Generator_loss: 1.20541
[INFO] 2021-01-26 15:11:55 > Step: 69700 Progress: 34.8% Elapsed: 2 days, 11:17:38 temperature: no ada_p: No Discriminator_loss: 0.293268 Generator_loss: 1.75083
[INFO] 2021-01-26 15:15:53 > Step: 69800 Progress: 34.9% Elapsed: 2 days, 11:21:37 temperature: no ada_p: No Discriminator_loss: 0.314267 Generator_loss: 1.80507
[INFO] 2021-01-26 15:19:52 > Step: 69900 Progress: 34.9% Elapsed: 2 days, 11:25:35 temperature: no ada_p: No Discriminator_loss: 0.325305 Generator_loss: 1.7646
[INFO] 2021-01-26 15:23:50 > Step: 70000 Progress: 35.0% Elapsed: 2 days, 11:29:34 temperature: no ada_p: No Discriminator_loss: 0.311268 Generator_loss: 1.6198
[INFO] 2021-01-26 15:23:50 > Start Evaluation (70000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 15:23:50 > Calculating FID Score....
[INFO] 2021-01-26 15:26:08 > Calculating Inception Score....
[INFO] 2021-01-26 15:28:16 > Calculate F_beta Score....
[INFO] 2021-01-26 15:39:45 > Calculate Accuracies....
[INFO] 2021-01-26 15:41:29 > Calculate Accuracies....
[INFO] 2021-01-26 15:46:21 > F_8 score (Step: 70000, Using valid images): 0.7696755703472302
[INFO] 2021-01-26 15:46:21 > F_1/8 score (Step: 70000, Using valid images): 0.9103537104297136
[INFO] 2021-01-26 15:46:21 > FID score (Step: 70000, Using valid moments): 39.366361223921274
[INFO] 2021-01-26 15:46:21 > Inception score (Step: 70000, 50000 generated images): 18.404094696044922
[INFO] 2021-01-26 15:46:21 > Best FID score (Step: 70000, Using valid moments): 39.366361223921274
[INFO] 2021-01-26 15:46:36 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 15:50:40 > Step: 70100 Progress: 35.0% Elapsed: 2 days, 11:56:24 temperature: no ada_p: No Discriminator_loss: 0.391048 Generator_loss: 1.59745
[INFO] 2021-01-26 15:54:57 > Step: 70200 Progress: 35.1% Elapsed: 2 days, 12:00:41 temperature: no ada_p: No Discriminator_loss: 0.31109 Generator_loss: 1.56943
[INFO] 2021-01-26 15:58:57 > Step: 70300 Progress: 35.1% Elapsed: 2 days, 12:04:41 temperature: no ada_p: No Discriminator_loss: 0.296375 Generator_loss: 1.65786
[INFO] 2021-01-26 16:02:56 > Step: 70400 Progress: 35.2% Elapsed: 2 days, 12:08:40 temperature: no ada_p: No Discriminator_loss: 0.480308 Generator_loss: 1.55821
[INFO] 2021-01-26 16:06:55 > Step: 70500 Progress: 35.2% Elapsed: 2 days, 12:12:39 temperature: no ada_p: No Discriminator_loss: 0.391573 Generator_loss: 1.38679
[INFO] 2021-01-26 16:10:53 > Step: 70600 Progress: 35.3% Elapsed: 2 days, 12:16:37 temperature: no ada_p: No Discriminator_loss: 0.326188 Generator_loss: 1.30338
[INFO] 2021-01-26 16:14:52 > Step: 70700 Progress: 35.4% Elapsed: 2 days, 12:20:36 temperature: no ada_p: No Discriminator_loss: 0.453207 Generator_loss: 1.25615
[INFO] 2021-01-26 16:18:51 > Step: 70800 Progress: 35.4% Elapsed: 2 days, 12:24:35 temperature: no ada_p: No Discriminator_loss: 0.439595 Generator_loss: 1.35038
[INFO] 2021-01-26 16:22:50 > Step: 70900 Progress: 35.4% Elapsed: 2 days, 12:28:34 temperature: no ada_p: No Discriminator_loss: 0.364321 Generator_loss: 1.33474
[INFO] 2021-01-26 16:26:50 > Step: 71000 Progress: 35.5% Elapsed: 2 days, 12:32:33 temperature: no ada_p: No Discriminator_loss: 0.354886 Generator_loss: 2.27908
[INFO] 2021-01-26 16:30:49 > Step: 71100 Progress: 35.5% Elapsed: 2 days, 12:36:33 temperature: no ada_p: No Discriminator_loss: 0.301224 Generator_loss: 1.70635
[INFO] 2021-01-26 16:34:48 > Step: 71200 Progress: 35.6% Elapsed: 2 days, 12:40:32 temperature: no ada_p: No Discriminator_loss: 0.27377 Generator_loss: 1.76492
[INFO] 2021-01-26 16:38:48 > Step: 71300 Progress: 35.6% Elapsed: 2 days, 12:44:32 temperature: no ada_p: No Discriminator_loss: 0.316497 Generator_loss: 1.84201
[INFO] 2021-01-26 16:42:47 > Step: 71400 Progress: 35.7% Elapsed: 2 days, 12:48:31 temperature: no ada_p: No Discriminator_loss: 0.46593 Generator_loss: 0.902634
[INFO] 2021-01-26 16:46:46 > Step: 71500 Progress: 35.8% Elapsed: 2 days, 12:52:30 temperature: no ada_p: No Discriminator_loss: 0.407535 Generator_loss: 0.867524
[INFO] 2021-01-26 16:50:45 > Step: 71600 Progress: 35.8% Elapsed: 2 days, 12:56:29 temperature: no ada_p: No Discriminator_loss: 0.302915 Generator_loss: 2.21216
[INFO] 2021-01-26 16:54:45 > Step: 71700 Progress: 35.9% Elapsed: 2 days, 13:00:29 temperature: no ada_p: No Discriminator_loss: 0.331744 Generator_loss: 1.26778
[INFO] 2021-01-26 16:58:44 > Step: 71800 Progress: 35.9% Elapsed: 2 days, 13:04:28 temperature: no ada_p: No Discriminator_loss: 0.235836 Generator_loss: 1.51842
[INFO] 2021-01-26 17:02:43 > Step: 71900 Progress: 35.9% Elapsed: 2 days, 13:08:27 temperature: no ada_p: No Discriminator_loss: 0.272928 Generator_loss: 1.32147
[INFO] 2021-01-26 17:06:43 > Step: 72000 Progress: 36.0% Elapsed: 2 days, 13:12:27 temperature: no ada_p: No Discriminator_loss: 0.392482 Generator_loss: 2.18638
[INFO] 2021-01-26 17:06:43 > Start Evaluation (72000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 17:06:43 > Calculating FID Score....
[INFO] 2021-01-26 17:09:02 > Calculating Inception Score....
[INFO] 2021-01-26 17:11:10 > Calculate F_beta Score....
[INFO] 2021-01-26 17:22:37 > Calculate Accuracies....
[INFO] 2021-01-26 17:24:21 > Calculate Accuracies....
[INFO] 2021-01-26 17:29:14 > F_8 score (Step: 72000, Using valid images): 0.7495971655764161
[INFO] 2021-01-26 17:29:14 > F_1/8 score (Step: 72000, Using valid images): 0.9056430703479581
[INFO] 2021-01-26 17:29:14 > FID score (Step: 72000, Using valid moments): 38.46883268296227
[INFO] 2021-01-26 17:29:14 > Inception score (Step: 72000, 50000 generated images): 18.373193740844727
[INFO] 2021-01-26 17:29:14 > Best FID score (Step: 72000, Using valid moments): 38.46883268296227
[INFO] 2021-01-26 17:29:29 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 17:33:44 > Step: 72100 Progress: 36.0% Elapsed: 2 days, 13:39:28 temperature: no ada_p: No Discriminator_loss: 0.510162 Generator_loss: 1.21038
[INFO] 2021-01-26 17:37:43 > Step: 72200 Progress: 36.1% Elapsed: 2 days, 13:43:27 temperature: no ada_p: No Discriminator_loss: 0.393281 Generator_loss: 1.91692
[INFO] 2021-01-26 17:41:42 > Step: 72300 Progress: 36.1% Elapsed: 2 days, 13:47:26 temperature: no ada_p: No Discriminator_loss: 0.267007 Generator_loss: 1.47581
[INFO] 2021-01-26 17:45:40 > Step: 72400 Progress: 36.2% Elapsed: 2 days, 13:51:24 temperature: no ada_p: No Discriminator_loss: 0.377987 Generator_loss: 1.23819
[INFO] 2021-01-26 17:49:38 > Step: 72500 Progress: 36.2% Elapsed: 2 days, 13:55:22 temperature: no ada_p: No Discriminator_loss: 0.642402 Generator_loss: 1.16887
[INFO] 2021-01-26 17:53:43 > Step: 72600 Progress: 36.3% Elapsed: 2 days, 13:59:27 temperature: no ada_p: No Discriminator_loss: 0.452161 Generator_loss: 1.09289
[INFO] 2021-01-26 17:57:43 > Step: 72700 Progress: 36.4% Elapsed: 2 days, 14:03:26 temperature: no ada_p: No Discriminator_loss: 0.332513 Generator_loss: 2.48017
[INFO] 2021-01-26 18:01:42 > Step: 72800 Progress: 36.4% Elapsed: 2 days, 14:07:25 temperature: no ada_p: No Discriminator_loss: 0.279692 Generator_loss: 2.06145
[INFO] 2021-01-26 18:05:40 > Step: 72900 Progress: 36.4% Elapsed: 2 days, 14:11:24 temperature: no ada_p: No Discriminator_loss: 0.295769 Generator_loss: 2.2051
[INFO] 2021-01-26 18:09:40 > Step: 73000 Progress: 36.5% Elapsed: 2 days, 14:15:24 temperature: no ada_p: No Discriminator_loss: 0.406891 Generator_loss: 2.12137
[INFO] 2021-01-26 18:13:39 > Step: 73100 Progress: 36.5% Elapsed: 2 days, 14:19:23 temperature: no ada_p: No Discriminator_loss: 0.306027 Generator_loss: 2.01279
[INFO] 2021-01-26 18:17:39 > Step: 73200 Progress: 36.6% Elapsed: 2 days, 14:23:23 temperature: no ada_p: No Discriminator_loss: 0.748283 Generator_loss: 0.768704
[INFO] 2021-01-26 18:21:38 > Step: 73300 Progress: 36.6% Elapsed: 2 days, 14:27:22 temperature: no ada_p: No Discriminator_loss: 0.335845 Generator_loss: 1.5859
[INFO] 2021-01-26 18:25:37 > Step: 73400 Progress: 36.7% Elapsed: 2 days, 14:31:21 temperature: no ada_p: No Discriminator_loss: 0.464305 Generator_loss: 1.36823
[INFO] 2021-01-26 18:29:36 > Step: 73500 Progress: 36.8% Elapsed: 2 days, 14:35:20 temperature: no ada_p: No Discriminator_loss: 0.381375 Generator_loss: 1.69704
[INFO] 2021-01-26 18:33:34 > Step: 73600 Progress: 36.8% Elapsed: 2 days, 14:39:18 temperature: no ada_p: No Discriminator_loss: 0.528574 Generator_loss: 1.28468
[INFO] 2021-01-26 18:37:33 > Step: 73700 Progress: 36.9% Elapsed: 2 days, 14:43:17 temperature: no ada_p: No Discriminator_loss: 0.346867 Generator_loss: 1.308
[INFO] 2021-01-26 18:41:32 > Step: 73800 Progress: 36.9% Elapsed: 2 days, 14:47:16 temperature: no ada_p: No Discriminator_loss: 0.280888 Generator_loss: 2.1255
[INFO] 2021-01-26 18:45:32 > Step: 73900 Progress: 37.0% Elapsed: 2 days, 14:51:16 temperature: no ada_p: No Discriminator_loss: 0.512094 Generator_loss: 0.741722
[INFO] 2021-01-26 18:49:31 > Step: 74000 Progress: 37.0% Elapsed: 2 days, 14:55:14 temperature: no ada_p: No Discriminator_loss: 0.316059 Generator_loss: 1.42298
[INFO] 2021-01-26 18:49:31 > Start Evaluation (74000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 18:49:31 > Calculating FID Score....
[INFO] 2021-01-26 18:51:50 > Calculating Inception Score....
[INFO] 2021-01-26 18:53:57 > Calculate F_beta Score....
[INFO] 2021-01-26 19:05:20 > Calculate Accuracies....
[INFO] 2021-01-26 19:07:17 > Calculate Accuracies....
[INFO] 2021-01-26 19:12:10 > F_8 score (Step: 74000, Using valid images): 0.7820278985378719
[INFO] 2021-01-26 19:12:10 > F_1/8 score (Step: 74000, Using valid images): 0.910294674489006
[INFO] 2021-01-26 19:12:10 > FID score (Step: 74000, Using valid moments): 38.36008969015194
[INFO] 2021-01-26 19:12:10 > Inception score (Step: 74000, 50000 generated images): 18.434900283813477
[INFO] 2021-01-26 19:12:10 > Best FID score (Step: 74000, Using valid moments): 38.36008969015194
[INFO] 2021-01-26 19:12:25 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 19:16:22 > Step: 74100 Progress: 37.0% Elapsed: 2 days, 15:22:06 temperature: no ada_p: No Discriminator_loss: 0.355276 Generator_loss: 2.3863
[INFO] 2021-01-26 19:20:19 > Step: 74200 Progress: 37.1% Elapsed: 2 days, 15:26:03 temperature: no ada_p: No Discriminator_loss: 0.544481 Generator_loss: 1.12921
[INFO] 2021-01-26 19:24:15 > Step: 74300 Progress: 37.1% Elapsed: 2 days, 15:29:59 temperature: no ada_p: No Discriminator_loss: 0.632278 Generator_loss: 0.736538
[INFO] 2021-01-26 19:28:10 > Step: 74400 Progress: 37.2% Elapsed: 2 days, 15:33:54 temperature: no ada_p: No Discriminator_loss: 0.308886 Generator_loss: 1.62715
[INFO] 2021-01-26 19:32:39 > Step: 74500 Progress: 37.2% Elapsed: 2 days, 15:38:22 temperature: no ada_p: No Discriminator_loss: 0.291468 Generator_loss: 2.02805
[INFO] 2021-01-26 19:36:38 > Step: 74600 Progress: 37.3% Elapsed: 2 days, 15:42:22 temperature: no ada_p: No Discriminator_loss: 0.222105 Generator_loss: 2.03721
[INFO] 2021-01-26 19:40:36 > Step: 74700 Progress: 37.4% Elapsed: 2 days, 15:46:20 temperature: no ada_p: No Discriminator_loss: 0.251842 Generator_loss: 1.83062
[INFO] 2021-01-26 19:44:35 > Step: 74800 Progress: 37.4% Elapsed: 2 days, 15:50:19 temperature: no ada_p: No Discriminator_loss: 0.401584 Generator_loss: 1.15479
[INFO] 2021-01-26 19:48:34 > Step: 74900 Progress: 37.5% Elapsed: 2 days, 15:54:18 temperature: no ada_p: No Discriminator_loss: 0.386441 Generator_loss: 1.18053
[INFO] 2021-01-26 19:52:33 > Step: 75000 Progress: 37.5% Elapsed: 2 days, 15:58:17 temperature: no ada_p: No Discriminator_loss: 0.324734 Generator_loss: 1.79021
[INFO] 2021-01-26 19:56:37 > Step: 75100 Progress: 37.5% Elapsed: 2 days, 16:02:21 temperature: no ada_p: No Discriminator_loss: 0.738167 Generator_loss: 0.832354
[INFO] 2021-01-26 20:00:37 > Step: 75200 Progress: 37.6% Elapsed: 2 days, 16:06:21 temperature: no ada_p: No Discriminator_loss: 0.3664 Generator_loss: 1.39855
[INFO] 2021-01-26 20:04:38 > Step: 75300 Progress: 37.6% Elapsed: 2 days, 16:10:22 temperature: no ada_p: No Discriminator_loss: 0.268263 Generator_loss: 2.13744
[INFO] 2021-01-26 20:08:38 > Step: 75400 Progress: 37.7% Elapsed: 2 days, 16:14:22 temperature: no ada_p: No Discriminator_loss: 0.220725 Generator_loss: 2.41514
[INFO] 2021-01-26 20:12:38 > Step: 75500 Progress: 37.8% Elapsed: 2 days, 16:18:22 temperature: no ada_p: No Discriminator_loss: 0.397325 Generator_loss: 2.56952
[INFO] 2021-01-26 20:16:38 > Step: 75600 Progress: 37.8% Elapsed: 2 days, 16:22:22 temperature: no ada_p: No Discriminator_loss: 0.364135 Generator_loss: 1.59179
[INFO] 2021-01-26 20:20:39 > Step: 75700 Progress: 37.9% Elapsed: 2 days, 16:26:22 temperature: no ada_p: No Discriminator_loss: 0.263016 Generator_loss: 1.97617
[INFO] 2021-01-26 20:24:39 > Step: 75800 Progress: 37.9% Elapsed: 2 days, 16:30:23 temperature: no ada_p: No Discriminator_loss: 0.364567 Generator_loss: 1.11863
[INFO] 2021-01-26 20:28:40 > Step: 75900 Progress: 38.0% Elapsed: 2 days, 16:34:24 temperature: no ada_p: No Discriminator_loss: 0.395677 Generator_loss: 1.40238
[INFO] 2021-01-26 20:32:40 > Step: 76000 Progress: 38.0% Elapsed: 2 days, 16:38:24 temperature: no ada_p: No Discriminator_loss: 0.401576 Generator_loss: 1.36926
[INFO] 2021-01-26 20:32:40 > Start Evaluation (76000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 20:32:40 > Calculating FID Score....
[INFO] 2021-01-26 20:34:59 > Calculating Inception Score....
[INFO] 2021-01-26 20:37:07 > Calculate F_beta Score....
[INFO] 2021-01-26 20:48:36 > Calculate Accuracies....
[INFO] 2021-01-26 20:50:20 > Calculate Accuracies....
[INFO] 2021-01-26 20:55:12 > F_8 score (Step: 76000, Using valid images): 0.7960235475693721
[INFO] 2021-01-26 20:55:12 > F_1/8 score (Step: 76000, Using valid images): 0.9097820333974627
[INFO] 2021-01-26 20:55:12 > FID score (Step: 76000, Using valid moments): 37.9766918673821
[INFO] 2021-01-26 20:55:12 > Inception score (Step: 76000, 50000 generated images): 18.70299530029297
[INFO] 2021-01-26 20:55:12 > Best FID score (Step: 76000, Using valid moments): 37.9766918673821
[INFO] 2021-01-26 20:55:26 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 20:59:25 > Step: 76100 Progress: 38.0% Elapsed: 2 days, 17:05:08 temperature: no ada_p: No Discriminator_loss: 0.394215 Generator_loss: 1.41313
[INFO] 2021-01-26 21:03:22 > Step: 76200 Progress: 38.1% Elapsed: 2 days, 17:09:05 temperature: no ada_p: No Discriminator_loss: 0.331391 Generator_loss: 1.99081
[INFO] 2021-01-26 21:07:38 > Step: 76300 Progress: 38.1% Elapsed: 2 days, 17:13:21 temperature: no ada_p: No Discriminator_loss: 0.342905 Generator_loss: 1.767
[INFO] 2021-01-26 21:11:38 > Step: 76400 Progress: 38.2% Elapsed: 2 days, 17:17:22 temperature: no ada_p: No Discriminator_loss: 0.301789 Generator_loss: 1.85666
[INFO] 2021-01-26 21:15:37 > Step: 76500 Progress: 38.2% Elapsed: 2 days, 17:21:21 temperature: no ada_p: No Discriminator_loss: 0.389578 Generator_loss: 1.35722
[INFO] 2021-01-26 21:19:37 > Step: 76600 Progress: 38.3% Elapsed: 2 days, 17:25:21 temperature: no ada_p: No Discriminator_loss: 0.355641 Generator_loss: 1.8339
[INFO] 2021-01-26 21:23:37 > Step: 76700 Progress: 38.4% Elapsed: 2 days, 17:29:20 temperature: no ada_p: No Discriminator_loss: 0.386177 Generator_loss: 1.21675
[INFO] 2021-01-26 21:27:35 > Step: 76800 Progress: 38.4% Elapsed: 2 days, 17:33:19 temperature: no ada_p: No Discriminator_loss: 0.324024 Generator_loss: 1.6276
[INFO] 2021-01-26 21:31:35 > Step: 76900 Progress: 38.5% Elapsed: 2 days, 17:37:18 temperature: no ada_p: No Discriminator_loss: 0.456768 Generator_loss: 1.45835
[INFO] 2021-01-26 21:35:33 > Step: 77000 Progress: 38.5% Elapsed: 2 days, 17:41:17 temperature: no ada_p: No Discriminator_loss: 1.48536 Generator_loss: 0.543007
[INFO] 2021-01-26 21:39:33 > Step: 77100 Progress: 38.6% Elapsed: 2 days, 17:45:16 temperature: no ada_p: No Discriminator_loss: 0.889967 Generator_loss: 0.676866
[INFO] 2021-01-26 21:43:32 > Step: 77200 Progress: 38.6% Elapsed: 2 days, 17:49:16 temperature: no ada_p: No Discriminator_loss: 0.527185 Generator_loss: 2.3823
[INFO] 2021-01-26 21:47:31 > Step: 77300 Progress: 38.6% Elapsed: 2 days, 17:53:15 temperature: no ada_p: No Discriminator_loss: 0.268071 Generator_loss: 1.82319
[INFO] 2021-01-26 21:51:30 > Step: 77400 Progress: 38.7% Elapsed: 2 days, 17:57:14 temperature: no ada_p: No Discriminator_loss: 0.377877 Generator_loss: 1.95921
[INFO] 2021-01-26 21:55:29 > Step: 77500 Progress: 38.8% Elapsed: 2 days, 18:01:12 temperature: no ada_p: No Discriminator_loss: 0.276483 Generator_loss: 1.94707
[INFO] 2021-01-26 21:59:33 > Step: 77600 Progress: 38.8% Elapsed: 2 days, 18:05:16 temperature: no ada_p: No Discriminator_loss: 0.385101 Generator_loss: 1.51743
[INFO] 2021-01-26 22:03:32 > Step: 77700 Progress: 38.9% Elapsed: 2 days, 18:09:16 temperature: no ada_p: No Discriminator_loss: 0.245871 Generator_loss: 2.03681
[INFO] 2021-01-26 22:07:32 > Step: 77800 Progress: 38.9% Elapsed: 2 days, 18:13:15 temperature: no ada_p: No Discriminator_loss: 0.309914 Generator_loss: 1.43931
[INFO] 2021-01-26 22:11:32 > Step: 77900 Progress: 39.0% Elapsed: 2 days, 18:17:15 temperature: no ada_p: No Discriminator_loss: 0.282026 Generator_loss: 1.78892
[INFO] 2021-01-26 22:15:31 > Step: 78000 Progress: 39.0% Elapsed: 2 days, 18:21:15 temperature: no ada_p: No Discriminator_loss: 0.361002 Generator_loss: 1.46251
[INFO] 2021-01-26 22:15:31 > Start Evaluation (78000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 22:15:31 > Calculating FID Score....
[INFO] 2021-01-26 22:17:50 > Calculating Inception Score....
[INFO] 2021-01-26 22:19:58 > Calculate F_beta Score....
[INFO] 2021-01-26 22:31:23 > Calculate Accuracies....
[INFO] 2021-01-26 22:33:07 > Calculate Accuracies....
[INFO] 2021-01-26 22:38:00 > F_8 score (Step: 78000, Using valid images): 0.7807749138174171
[INFO] 2021-01-26 22:38:00 > F_1/8 score (Step: 78000, Using valid images): 0.9100527752905777
[INFO] 2021-01-26 22:38:00 > FID score (Step: 78000, Using valid moments): 37.34570381165378
[INFO] 2021-01-26 22:38:00 > Inception score (Step: 78000, 50000 generated images): 19.197317123413086
[INFO] 2021-01-26 22:38:00 > Best FID score (Step: 78000, Using valid moments): 37.34570381165378
[INFO] 2021-01-26 22:38:15 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 22:42:30 > Step: 78100 Progress: 39.1% Elapsed: 2 days, 18:48:14 temperature: no ada_p: No Discriminator_loss: 0.196489 Generator_loss: 2.25917
[INFO] 2021-01-26 22:46:30 > Step: 78200 Progress: 39.1% Elapsed: 2 days, 18:52:13 temperature: no ada_p: No Discriminator_loss: 0.244952 Generator_loss: 2.13834
[INFO] 2021-01-26 22:50:29 > Step: 78300 Progress: 39.1% Elapsed: 2 days, 18:56:13 temperature: no ada_p: No Discriminator_loss: 0.368585 Generator_loss: 1.40736
[INFO] 2021-01-26 22:54:28 > Step: 78400 Progress: 39.2% Elapsed: 2 days, 19:00:12 temperature: no ada_p: No Discriminator_loss: 0.307135 Generator_loss: 1.70319
[INFO] 2021-01-26 22:58:27 > Step: 78500 Progress: 39.2% Elapsed: 2 days, 19:04:11 temperature: no ada_p: No Discriminator_loss: 0.51411 Generator_loss: 1.27397
[INFO] 2021-01-26 23:02:26 > Step: 78600 Progress: 39.3% Elapsed: 2 days, 19:08:10 temperature: no ada_p: No Discriminator_loss: 0.389559 Generator_loss: 2.73915
[INFO] 2021-01-26 23:06:25 > Step: 78700 Progress: 39.4% Elapsed: 2 days, 19:12:09 temperature: no ada_p: No Discriminator_loss: 0.336732 Generator_loss: 1.4451
[INFO] 2021-01-26 23:10:25 > Step: 78800 Progress: 39.4% Elapsed: 2 days, 19:16:08 temperature: no ada_p: No Discriminator_loss: 0.451364 Generator_loss: 1.0569
[INFO] 2021-01-26 23:14:24 > Step: 78900 Progress: 39.5% Elapsed: 2 days, 19:20:07 temperature: no ada_p: No Discriminator_loss: 0.302243 Generator_loss: 1.68156
[INFO] 2021-01-26 23:18:23 > Step: 79000 Progress: 39.5% Elapsed: 2 days, 19:24:07 temperature: no ada_p: No Discriminator_loss: 0.40984 Generator_loss: 1.58981
[INFO] 2021-01-26 23:22:22 > Step: 79100 Progress: 39.6% Elapsed: 2 days, 19:28:06 temperature: no ada_p: No Discriminator_loss: 0.290622 Generator_loss: 1.87816
[INFO] 2021-01-26 23:26:22 > Step: 79200 Progress: 39.6% Elapsed: 2 days, 19:32:06 temperature: no ada_p: No Discriminator_loss: 0.470892 Generator_loss: 1.03159
[INFO] 2021-01-26 23:30:21 > Step: 79300 Progress: 39.6% Elapsed: 2 days, 19:36:05 temperature: no ada_p: No Discriminator_loss: 0.338086 Generator_loss: 2.26603
[INFO] 2021-01-26 23:34:20 > Step: 79400 Progress: 39.7% Elapsed: 2 days, 19:40:04 temperature: no ada_p: No Discriminator_loss: 0.346691 Generator_loss: 2.00726
[INFO] 2021-01-26 23:38:20 > Step: 79500 Progress: 39.8% Elapsed: 2 days, 19:44:03 temperature: no ada_p: No Discriminator_loss: 0.440847 Generator_loss: 1.16941
[INFO] 2021-01-26 23:42:19 > Step: 79600 Progress: 39.8% Elapsed: 2 days, 19:48:02 temperature: no ada_p: No Discriminator_loss: 0.34743 Generator_loss: 1.98319
[INFO] 2021-01-26 23:46:17 > Step: 79700 Progress: 39.9% Elapsed: 2 days, 19:52:01 temperature: no ada_p: No Discriminator_loss: 0.36223 Generator_loss: 1.34704
[INFO] 2021-01-26 23:50:16 > Step: 79800 Progress: 39.9% Elapsed: 2 days, 19:56:00 temperature: no ada_p: No Discriminator_loss: 0.479573 Generator_loss: 1.29414
[INFO] 2021-01-26 23:54:14 > Step: 79900 Progress: 40.0% Elapsed: 2 days, 19:59:58 temperature: no ada_p: No Discriminator_loss: 0.278286 Generator_loss: 1.85626
[INFO] 2021-01-26 23:58:13 > Step: 80000 Progress: 40.0% Elapsed: 2 days, 20:03:56 temperature: no ada_p: No Discriminator_loss: 0.388306 Generator_loss: 1.50694
[INFO] 2021-01-26 23:58:13 > Start Evaluation (80000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-26 23:58:13 > Calculating FID Score....
[INFO] 2021-01-27 00:00:31 > Calculating Inception Score....
[INFO] 2021-01-27 00:02:39 > Calculate F_beta Score....
[INFO] 2021-01-27 00:14:10 > Calculate Accuracies....
[INFO] 2021-01-27 00:15:54 > Calculate Accuracies....
[INFO] 2021-01-27 00:20:46 > F_8 score (Step: 80000, Using valid images): 0.7962295550812352
[INFO] 2021-01-27 00:20:46 > F_1/8 score (Step: 80000, Using valid images): 0.9013505688557715
[INFO] 2021-01-27 00:20:46 > FID score (Step: 80000, Using valid moments): 37.41001092200196
[INFO] 2021-01-27 00:20:46 > Inception score (Step: 80000, 50000 generated images): 19.054244995117188
[INFO] 2021-01-27 00:20:46 > Best FID score (Step: 78000, Using valid moments): 37.34570381165378
[INFO] 2021-01-27 00:20:54 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 00:24:58 > Step: 80100 Progress: 40.1% Elapsed: 2 days, 20:30:42 temperature: no ada_p: No Discriminator_loss: 0.75953 Generator_loss: 0.927447
[INFO] 2021-01-27 00:28:57 > Step: 80200 Progress: 40.1% Elapsed: 2 days, 20:34:41 temperature: no ada_p: No Discriminator_loss: 0.371963 Generator_loss: 2.13539
[INFO] 2021-01-27 00:32:56 > Step: 80300 Progress: 40.2% Elapsed: 2 days, 20:38:40 temperature: no ada_p: No Discriminator_loss: 0.301885 Generator_loss: 2.2972
[INFO] 2021-01-27 00:37:12 > Step: 80400 Progress: 40.2% Elapsed: 2 days, 20:42:56 temperature: no ada_p: No Discriminator_loss: 0.492753 Generator_loss: 1.33297
[INFO] 2021-01-27 00:41:12 > Step: 80500 Progress: 40.2% Elapsed: 2 days, 20:46:56 temperature: no ada_p: No Discriminator_loss: 0.35064 Generator_loss: 1.55896
[INFO] 2021-01-27 00:45:12 > Step: 80600 Progress: 40.3% Elapsed: 2 days, 20:50:56 temperature: no ada_p: No Discriminator_loss: 0.359015 Generator_loss: 1.48035
[INFO] 2021-01-27 00:49:12 > Step: 80700 Progress: 40.4% Elapsed: 2 days, 20:54:55 temperature: no ada_p: No Discriminator_loss: 0.261004 Generator_loss: 1.57972
[INFO] 2021-01-27 00:53:10 > Step: 80800 Progress: 40.4% Elapsed: 2 days, 20:58:54 temperature: no ada_p: No Discriminator_loss: 0.283483 Generator_loss: 2.4629
[INFO] 2021-01-27 00:57:09 > Step: 80900 Progress: 40.5% Elapsed: 2 days, 21:02:53 temperature: no ada_p: No Discriminator_loss: 0.519875 Generator_loss: 1.21521
[INFO] 2021-01-27 01:01:08 > Step: 81000 Progress: 40.5% Elapsed: 2 days, 21:06:52 temperature: no ada_p: No Discriminator_loss: 0.304506 Generator_loss: 2.33857
[INFO] 2021-01-27 01:05:08 > Step: 81100 Progress: 40.6% Elapsed: 2 days, 21:10:52 temperature: no ada_p: No Discriminator_loss: 0.262708 Generator_loss: 1.57758
[INFO] 2021-01-27 01:09:07 > Step: 81200 Progress: 40.6% Elapsed: 2 days, 21:14:50 temperature: no ada_p: No Discriminator_loss: 0.399409 Generator_loss: 1.15066
[INFO] 2021-01-27 01:13:06 > Step: 81300 Progress: 40.6% Elapsed: 2 days, 21:18:50 temperature: no ada_p: No Discriminator_loss: 0.22051 Generator_loss: 2.04906
[INFO] 2021-01-27 01:17:05 > Step: 81400 Progress: 40.7% Elapsed: 2 days, 21:22:48 temperature: no ada_p: No Discriminator_loss: 0.40272 Generator_loss: 1.31786
[INFO] 2021-01-27 01:21:03 > Step: 81500 Progress: 40.8% Elapsed: 2 days, 21:26:46 temperature: no ada_p: No Discriminator_loss: 0.357706 Generator_loss: 1.61329
[INFO] 2021-01-27 01:25:00 > Step: 81600 Progress: 40.8% Elapsed: 2 days, 21:30:44 temperature: no ada_p: No Discriminator_loss: 0.290727 Generator_loss: 1.40226
[INFO] 2021-01-27 01:28:57 > Step: 81700 Progress: 40.8% Elapsed: 2 days, 21:34:41 temperature: no ada_p: No Discriminator_loss: 0.483383 Generator_loss: 2.17646
[INFO] 2021-01-27 01:32:55 > Step: 81800 Progress: 40.9% Elapsed: 2 days, 21:38:39 temperature: no ada_p: No Discriminator_loss: 0.357209 Generator_loss: 1.14719
[INFO] 2021-01-27 01:36:53 > Step: 81900 Progress: 40.9% Elapsed: 2 days, 21:42:37 temperature: no ada_p: No Discriminator_loss: 0.262706 Generator_loss: 1.60328
[INFO] 2021-01-27 01:40:51 > Step: 82000 Progress: 41.0% Elapsed: 2 days, 21:46:35 temperature: no ada_p: No Discriminator_loss: 0.60584 Generator_loss: 1.21742
[INFO] 2021-01-27 01:40:51 > Start Evaluation (82000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 01:40:51 > Calculating FID Score....
[INFO] 2021-01-27 01:43:10 > Calculating Inception Score....
[INFO] 2021-01-27 01:45:18 > Calculate F_beta Score....
[INFO] 2021-01-27 01:56:47 > Calculate Accuracies....
[INFO] 2021-01-27 01:58:52 > Calculate Accuracies....
[INFO] 2021-01-27 02:03:45 > F_8 score (Step: 82000, Using valid images): 0.7974698280146532
[INFO] 2021-01-27 02:03:45 > F_1/8 score (Step: 82000, Using valid images): 0.9068572517924387
[INFO] 2021-01-27 02:03:45 > FID score (Step: 82000, Using valid moments): 36.68745918299396
[INFO] 2021-01-27 02:03:45 > Inception score (Step: 82000, 50000 generated images): 19.276704788208008
[INFO] 2021-01-27 02:03:45 > Best FID score (Step: 82000, Using valid moments): 36.68745918299396
[INFO] 2021-01-27 02:03:59 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 02:07:56 > Step: 82100 Progress: 41.0% Elapsed: 2 days, 22:13:39 temperature: no ada_p: No Discriminator_loss: 0.259553 Generator_loss: 1.35737
[INFO] 2021-01-27 02:11:52 > Step: 82200 Progress: 41.1% Elapsed: 2 days, 22:17:36 temperature: no ada_p: No Discriminator_loss: 0.386436 Generator_loss: 1.44984
[INFO] 2021-01-27 02:15:49 > Step: 82300 Progress: 41.1% Elapsed: 2 days, 22:21:32 temperature: no ada_p: No Discriminator_loss: 0.33424 Generator_loss: 1.62198
[INFO] 2021-01-27 02:19:46 > Step: 82400 Progress: 41.2% Elapsed: 2 days, 22:25:29 temperature: no ada_p: No Discriminator_loss: 0.307218 Generator_loss: 1.74987
[INFO] 2021-01-27 02:24:20 > Step: 82500 Progress: 41.2% Elapsed: 2 days, 22:30:04 temperature: no ada_p: No Discriminator_loss: 0.254989 Generator_loss: 1.7016
[INFO] 2021-01-27 02:28:25 > Step: 82600 Progress: 41.3% Elapsed: 2 days, 22:34:08 temperature: no ada_p: No Discriminator_loss: 0.412063 Generator_loss: 1.36474
[INFO] 2021-01-27 02:32:24 > Step: 82700 Progress: 41.3% Elapsed: 2 days, 22:38:08 temperature: no ada_p: No Discriminator_loss: 0.304058 Generator_loss: 2.39217
[INFO] 2021-01-27 02:36:24 > Step: 82800 Progress: 41.4% Elapsed: 2 days, 22:42:08 temperature: no ada_p: No Discriminator_loss: 0.369086 Generator_loss: 1.4387
[INFO] 2021-01-27 02:40:24 > Step: 82900 Progress: 41.4% Elapsed: 2 days, 22:46:08 temperature: no ada_p: No Discriminator_loss: 0.338895 Generator_loss: 1.37984
[INFO] 2021-01-27 02:44:24 > Step: 83000 Progress: 41.5% Elapsed: 2 days, 22:50:08 temperature: no ada_p: No Discriminator_loss: 0.289546 Generator_loss: 1.57924
[INFO] 2021-01-27 02:48:25 > Step: 83100 Progress: 41.5% Elapsed: 2 days, 22:54:08 temperature: no ada_p: No Discriminator_loss: 0.427035 Generator_loss: 1.20354
[INFO] 2021-01-27 02:52:25 > Step: 83200 Progress: 41.6% Elapsed: 2 days, 22:58:09 temperature: no ada_p: No Discriminator_loss: 0.344486 Generator_loss: 1.49608
[INFO] 2021-01-27 02:56:25 > Step: 83300 Progress: 41.6% Elapsed: 2 days, 23:02:08 temperature: no ada_p: No Discriminator_loss: 0.36059 Generator_loss: 1.552
[INFO] 2021-01-27 03:00:25 > Step: 83400 Progress: 41.7% Elapsed: 2 days, 23:06:09 temperature: no ada_p: No Discriminator_loss: 0.245356 Generator_loss: 2.47708
[INFO] 2021-01-27 03:04:25 > Step: 83500 Progress: 41.8% Elapsed: 2 days, 23:10:08 temperature: no ada_p: No Discriminator_loss: 0.639662 Generator_loss: 1.21954
[INFO] 2021-01-27 03:08:25 > Step: 83600 Progress: 41.8% Elapsed: 2 days, 23:14:09 temperature: no ada_p: No Discriminator_loss: 0.374735 Generator_loss: 1.58721
[INFO] 2021-01-27 03:12:25 > Step: 83700 Progress: 41.9% Elapsed: 2 days, 23:18:08 temperature: no ada_p: No Discriminator_loss: 0.558802 Generator_loss: 1.09453
[INFO] 2021-01-27 03:16:24 > Step: 83800 Progress: 41.9% Elapsed: 2 days, 23:22:08 temperature: no ada_p: No Discriminator_loss: 0.258777 Generator_loss: 1.60024
[INFO] 2021-01-27 03:20:23 > Step: 83900 Progress: 41.9% Elapsed: 2 days, 23:26:07 temperature: no ada_p: No Discriminator_loss: 0.354137 Generator_loss: 1.55031
[INFO] 2021-01-27 03:24:23 > Step: 84000 Progress: 42.0% Elapsed: 2 days, 23:30:07 temperature: no ada_p: No Discriminator_loss: 0.397715 Generator_loss: 1.28049
[INFO] 2021-01-27 03:24:23 > Start Evaluation (84000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 03:24:23 > Calculating FID Score....
[INFO] 2021-01-27 03:26:42 > Calculating Inception Score....
[INFO] 2021-01-27 03:28:50 > Calculate F_beta Score....
[INFO] 2021-01-27 03:40:19 > Calculate Accuracies....
[INFO] 2021-01-27 03:42:03 > Calculate Accuracies....
[INFO] 2021-01-27 03:47:05 > F_8 score (Step: 84000, Using valid images): 0.7954472690703271
[INFO] 2021-01-27 03:47:05 > F_1/8 score (Step: 84000, Using valid images): 0.9131457715317478
[INFO] 2021-01-27 03:47:05 > FID score (Step: 84000, Using valid moments): 36.44589522757053
[INFO] 2021-01-27 03:47:05 > Inception score (Step: 84000, 50000 generated images): 19.467750549316406
[INFO] 2021-01-27 03:47:05 > Best FID score (Step: 84000, Using valid moments): 36.44589522757053
[INFO] 2021-01-27 03:47:19 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 03:51:18 > Step: 84100 Progress: 42.0% Elapsed: 2 days, 23:57:01 temperature: no ada_p: No Discriminator_loss: 0.309525 Generator_loss: 2.17532
[INFO] 2021-01-27 03:55:15 > Step: 84200 Progress: 42.1% Elapsed: 3 days, 0:00:59 temperature: no ada_p: No Discriminator_loss: 0.246509 Generator_loss: 2.10204
[INFO] 2021-01-27 03:59:12 > Step: 84300 Progress: 42.1% Elapsed: 3 days, 0:04:56 temperature: no ada_p: No Discriminator_loss: 0.394765 Generator_loss: 2.12299
[INFO] 2021-01-27 04:03:09 > Step: 84400 Progress: 42.2% Elapsed: 3 days, 0:08:52 temperature: no ada_p: No Discriminator_loss: 0.371589 Generator_loss: 1.57709
[INFO] 2021-01-27 04:07:36 > Step: 84500 Progress: 42.2% Elapsed: 3 days, 0:13:20 temperature: no ada_p: No Discriminator_loss: 0.52519 Generator_loss: 1.00734
[INFO] 2021-01-27 04:11:35 > Step: 84600 Progress: 42.3% Elapsed: 3 days, 0:17:19 temperature: no ada_p: No Discriminator_loss: 0.281314 Generator_loss: 2.06679
[INFO] 2021-01-27 04:15:34 > Step: 84700 Progress: 42.4% Elapsed: 3 days, 0:21:18 temperature: no ada_p: No Discriminator_loss: 0.308029 Generator_loss: 2.31823
[INFO] 2021-01-27 04:19:33 > Step: 84800 Progress: 42.4% Elapsed: 3 days, 0:25:16 temperature: no ada_p: No Discriminator_loss: 0.374535 Generator_loss: 1.51084
[INFO] 2021-01-27 04:23:31 > Step: 84900 Progress: 42.4% Elapsed: 3 days, 0:29:15 temperature: no ada_p: No Discriminator_loss: 0.308851 Generator_loss: 1.66001
[INFO] 2021-01-27 04:27:30 > Step: 85000 Progress: 42.5% Elapsed: 3 days, 0:33:14 temperature: no ada_p: No Discriminator_loss: 0.243662 Generator_loss: 1.92105
[INFO] 2021-01-27 04:31:35 > Step: 85100 Progress: 42.5% Elapsed: 3 days, 0:37:19 temperature: no ada_p: No Discriminator_loss: 0.397956 Generator_loss: 1.46532
[INFO] 2021-01-27 04:35:36 > Step: 85200 Progress: 42.6% Elapsed: 3 days, 0:41:20 temperature: no ada_p: No Discriminator_loss: 0.252314 Generator_loss: 1.7825
[INFO] 2021-01-27 04:39:36 > Step: 85300 Progress: 42.6% Elapsed: 3 days, 0:45:20 temperature: no ada_p: No Discriminator_loss: 0.659596 Generator_loss: 1.10131
[INFO] 2021-01-27 04:43:37 > Step: 85400 Progress: 42.7% Elapsed: 3 days, 0:49:21 temperature: no ada_p: No Discriminator_loss: 0.693239 Generator_loss: 0.877557
[INFO] 2021-01-27 04:47:37 > Step: 85500 Progress: 42.8% Elapsed: 3 days, 0:53:21 temperature: no ada_p: No Discriminator_loss: 0.489118 Generator_loss: 1.27397
[INFO] 2021-01-27 04:51:37 > Step: 85600 Progress: 42.8% Elapsed: 3 days, 0:57:20 temperature: no ada_p: No Discriminator_loss: 0.315902 Generator_loss: 1.48959
[INFO] 2021-01-27 04:55:35 > Step: 85700 Progress: 42.9% Elapsed: 3 days, 1:01:19 temperature: no ada_p: No Discriminator_loss: 0.452564 Generator_loss: 1.41503
[INFO] 2021-01-27 04:59:34 > Step: 85800 Progress: 42.9% Elapsed: 3 days, 1:05:18 temperature: no ada_p: No Discriminator_loss: 0.335264 Generator_loss: 1.63259
[INFO] 2021-01-27 05:03:34 > Step: 85900 Progress: 43.0% Elapsed: 3 days, 1:09:18 temperature: no ada_p: No Discriminator_loss: 0.355683 Generator_loss: 1.47176
[INFO] 2021-01-27 05:07:35 > Step: 86000 Progress: 43.0% Elapsed: 3 days, 1:13:18 temperature: no ada_p: No Discriminator_loss: 0.340887 Generator_loss: 1.51889
[INFO] 2021-01-27 05:07:35 > Start Evaluation (86000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 05:07:35 > Calculating FID Score....
[INFO] 2021-01-27 05:09:53 > Calculating Inception Score....
[INFO] 2021-01-27 05:12:01 > Calculate F_beta Score....
[INFO] 2021-01-27 05:23:29 > Calculate Accuracies....
[INFO] 2021-01-27 05:25:27 > Calculate Accuracies....
[INFO] 2021-01-27 05:30:19 > F_8 score (Step: 86000, Using valid images): 0.7873081813942215
[INFO] 2021-01-27 05:30:19 > F_1/8 score (Step: 86000, Using valid images): 0.9151518389921149
[INFO] 2021-01-27 05:30:19 > FID score (Step: 86000, Using valid moments): 36.07980459562964
[INFO] 2021-01-27 05:30:19 > Inception score (Step: 86000, 50000 generated images): 19.746917724609375
[INFO] 2021-01-27 05:30:19 > Best FID score (Step: 86000, Using valid moments): 36.07980459562964
[INFO] 2021-01-27 05:30:34 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 05:34:32 > Step: 86100 Progress: 43.0% Elapsed: 3 days, 1:40:16 temperature: no ada_p: No Discriminator_loss: 0.396688 Generator_loss: 1.54368
[INFO] 2021-01-27 05:38:30 > Step: 86200 Progress: 43.1% Elapsed: 3 days, 1:44:14 temperature: no ada_p: No Discriminator_loss: 0.422802 Generator_loss: 1.31216
[INFO] 2021-01-27 05:42:27 > Step: 86300 Progress: 43.1% Elapsed: 3 days, 1:48:11 temperature: no ada_p: No Discriminator_loss: 0.332698 Generator_loss: 1.58311
[INFO] 2021-01-27 05:46:25 > Step: 86400 Progress: 43.2% Elapsed: 3 days, 1:52:08 temperature: no ada_p: No Discriminator_loss: 0.341088 Generator_loss: 1.62452
[INFO] 2021-01-27 05:50:54 > Step: 86500 Progress: 43.2% Elapsed: 3 days, 1:56:37 temperature: no ada_p: No Discriminator_loss: 0.261029 Generator_loss: 1.65882
[INFO] 2021-01-27 05:54:53 > Step: 86600 Progress: 43.3% Elapsed: 3 days, 2:00:36 temperature: no ada_p: No Discriminator_loss: 0.3488 Generator_loss: 1.61953
[INFO] 2021-01-27 05:58:53 > Step: 86700 Progress: 43.4% Elapsed: 3 days, 2:04:36 temperature: no ada_p: No Discriminator_loss: 0.375406 Generator_loss: 2.4973
[INFO] 2021-01-27 06:02:52 > Step: 86800 Progress: 43.4% Elapsed: 3 days, 2:08:36 temperature: no ada_p: No Discriminator_loss: 0.160927 Generator_loss: 2.13042
[INFO] 2021-01-27 06:06:51 > Step: 86900 Progress: 43.5% Elapsed: 3 days, 2:12:35 temperature: no ada_p: No Discriminator_loss: 0.346351 Generator_loss: 1.62957
[INFO] 2021-01-27 06:10:51 > Step: 87000 Progress: 43.5% Elapsed: 3 days, 2:16:35 temperature: no ada_p: No Discriminator_loss: 0.253653 Generator_loss: 1.75482
[INFO] 2021-01-27 06:14:51 > Step: 87100 Progress: 43.5% Elapsed: 3 days, 2:20:34 temperature: no ada_p: No Discriminator_loss: 0.36949 Generator_loss: 1.32208
[INFO] 2021-01-27 06:18:50 > Step: 87200 Progress: 43.6% Elapsed: 3 days, 2:24:34 temperature: no ada_p: No Discriminator_loss: 0.25508 Generator_loss: 1.45097
[INFO] 2021-01-27 06:22:49 > Step: 87300 Progress: 43.6% Elapsed: 3 days, 2:28:33 temperature: no ada_p: No Discriminator_loss: 0.320147 Generator_loss: 1.55216
[INFO] 2021-01-27 06:26:48 > Step: 87400 Progress: 43.7% Elapsed: 3 days, 2:32:32 temperature: no ada_p: No Discriminator_loss: 0.418529 Generator_loss: 1.05898
[INFO] 2021-01-27 06:30:48 > Step: 87500 Progress: 43.8% Elapsed: 3 days, 2:36:32 temperature: no ada_p: No Discriminator_loss: 0.187089 Generator_loss: 2.24462
[INFO] 2021-01-27 06:34:53 > Step: 87600 Progress: 43.8% Elapsed: 3 days, 2:40:37 temperature: no ada_p: No Discriminator_loss: 0.391275 Generator_loss: 1.51402
[INFO] 2021-01-27 06:38:53 > Step: 87700 Progress: 43.9% Elapsed: 3 days, 2:44:37 temperature: no ada_p: No Discriminator_loss: 0.277513 Generator_loss: 2.04064
[INFO] 2021-01-27 06:42:52 > Step: 87800 Progress: 43.9% Elapsed: 3 days, 2:48:36 temperature: no ada_p: No Discriminator_loss: 0.282179 Generator_loss: 1.73563
[INFO] 2021-01-27 06:46:53 > Step: 87900 Progress: 44.0% Elapsed: 3 days, 2:52:37 temperature: no ada_p: No Discriminator_loss: 0.327094 Generator_loss: 1.3293
[INFO] 2021-01-27 06:50:53 > Step: 88000 Progress: 44.0% Elapsed: 3 days, 2:56:37 temperature: no ada_p: No Discriminator_loss: 0.238364 Generator_loss: 2.26361
[INFO] 2021-01-27 06:50:53 > Start Evaluation (88000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 06:50:53 > Calculating FID Score....
[INFO] 2021-01-27 06:53:12 > Calculating Inception Score....
[INFO] 2021-01-27 06:55:20 > Calculate F_beta Score....
[INFO] 2021-01-27 07:06:47 > Calculate Accuracies....
[INFO] 2021-01-27 07:08:31 > Calculate Accuracies....
[INFO] 2021-01-27 07:13:23 > F_8 score (Step: 88000, Using valid images): 0.8107451403308252
[INFO] 2021-01-27 07:13:23 > F_1/8 score (Step: 88000, Using valid images): 0.910583850461763
[INFO] 2021-01-27 07:13:23 > FID score (Step: 88000, Using valid moments): 35.590917055494344
[INFO] 2021-01-27 07:13:23 > Inception score (Step: 88000, 50000 generated images): 19.718656539916992
[INFO] 2021-01-27 07:13:23 > Best FID score (Step: 88000, Using valid moments): 35.590917055494344
[INFO] 2021-01-27 07:13:38 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 07:17:55 > Step: 88100 Progress: 44.0% Elapsed: 3 days, 3:23:39 temperature: no ada_p: No Discriminator_loss: 0.32136 Generator_loss: 1.52184
[INFO] 2021-01-27 07:21:55 > Step: 88200 Progress: 44.1% Elapsed: 3 days, 3:27:39 temperature: no ada_p: No Discriminator_loss: 0.259518 Generator_loss: 2.10086
[INFO] 2021-01-27 07:25:55 > Step: 88300 Progress: 44.1% Elapsed: 3 days, 3:31:39 temperature: no ada_p: No Discriminator_loss: 0.300602 Generator_loss: 2.10812
[INFO] 2021-01-27 07:29:54 > Step: 88400 Progress: 44.2% Elapsed: 3 days, 3:35:38 temperature: no ada_p: No Discriminator_loss: 0.300422 Generator_loss: 1.37096
[INFO] 2021-01-27 07:33:54 > Step: 88500 Progress: 44.2% Elapsed: 3 days, 3:39:37 temperature: no ada_p: No Discriminator_loss: 0.267518 Generator_loss: 1.76417
[INFO] 2021-01-27 07:37:53 > Step: 88600 Progress: 44.3% Elapsed: 3 days, 3:43:37 temperature: no ada_p: No Discriminator_loss: 0.444879 Generator_loss: 1.1883
[INFO] 2021-01-27 07:41:52 > Step: 88700 Progress: 44.4% Elapsed: 3 days, 3:47:36 temperature: no ada_p: No Discriminator_loss: 0.336645 Generator_loss: 1.73968
[INFO] 2021-01-27 07:45:51 > Step: 88800 Progress: 44.4% Elapsed: 3 days, 3:51:35 temperature: no ada_p: No Discriminator_loss: 0.402632 Generator_loss: 1.54759
[INFO] 2021-01-27 07:49:50 > Step: 88900 Progress: 44.5% Elapsed: 3 days, 3:55:34 temperature: no ada_p: No Discriminator_loss: 0.315711 Generator_loss: 1.46987
[INFO] 2021-01-27 07:53:49 > Step: 89000 Progress: 44.5% Elapsed: 3 days, 3:59:33 temperature: no ada_p: No Discriminator_loss: 0.256666 Generator_loss: 2.20829
[INFO] 2021-01-27 07:57:49 > Step: 89100 Progress: 44.5% Elapsed: 3 days, 4:03:33 temperature: no ada_p: No Discriminator_loss: 0.461127 Generator_loss: 1.34786
[INFO] 2021-01-27 08:01:47 > Step: 89200 Progress: 44.6% Elapsed: 3 days, 4:07:31 temperature: no ada_p: No Discriminator_loss: 0.517769 Generator_loss: 1.2197
[INFO] 2021-01-27 08:05:46 > Step: 89300 Progress: 44.6% Elapsed: 3 days, 4:11:29 temperature: no ada_p: No Discriminator_loss: 0.333532 Generator_loss: 1.58158
[INFO] 2021-01-27 08:09:45 > Step: 89400 Progress: 44.7% Elapsed: 3 days, 4:15:28 temperature: no ada_p: No Discriminator_loss: 0.527533 Generator_loss: 1.2214
[INFO] 2021-01-27 08:13:43 > Step: 89500 Progress: 44.8% Elapsed: 3 days, 4:19:27 temperature: no ada_p: No Discriminator_loss: 0.263016 Generator_loss: 1.76279
[INFO] 2021-01-27 08:17:43 > Step: 89600 Progress: 44.8% Elapsed: 3 days, 4:23:26 temperature: no ada_p: No Discriminator_loss: 0.377221 Generator_loss: 1.37043
[INFO] 2021-01-27 08:21:42 > Step: 89700 Progress: 44.9% Elapsed: 3 days, 4:27:26 temperature: no ada_p: No Discriminator_loss: 0.275034 Generator_loss: 1.99446
[INFO] 2021-01-27 08:25:41 > Step: 89800 Progress: 44.9% Elapsed: 3 days, 4:31:25 temperature: no ada_p: No Discriminator_loss: 0.281333 Generator_loss: 1.73916
[INFO] 2021-01-27 08:29:40 > Step: 89900 Progress: 45.0% Elapsed: 3 days, 4:35:23 temperature: no ada_p: No Discriminator_loss: 0.280932 Generator_loss: 1.56395
[INFO] 2021-01-27 08:33:38 > Step: 90000 Progress: 45.0% Elapsed: 3 days, 4:39:21 temperature: no ada_p: No Discriminator_loss: 0.280513 Generator_loss: 1.31088
[INFO] 2021-01-27 08:33:38 > Start Evaluation (90000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 08:33:38 > Calculating FID Score....
[INFO] 2021-01-27 08:35:57 > Calculating Inception Score....
[INFO] 2021-01-27 08:38:05 > Calculate F_beta Score....
[INFO] 2021-01-27 08:49:34 > Calculate Accuracies....
[INFO] 2021-01-27 08:51:17 > Calculate Accuracies....
[INFO] 2021-01-27 08:56:11 > F_8 score (Step: 90000, Using valid images): 0.8195589344862688
[INFO] 2021-01-27 08:56:11 > F_1/8 score (Step: 90000, Using valid images): 0.9155521086766918
[INFO] 2021-01-27 08:56:11 > FID score (Step: 90000, Using valid moments): 35.42229656723259
[INFO] 2021-01-27 08:56:11 > Inception score (Step: 90000, 50000 generated images): 19.91642951965332
[INFO] 2021-01-27 08:56:11 > Best FID score (Step: 90000, Using valid moments): 35.42229656723259
[INFO] 2021-01-27 08:56:26 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 09:00:32 > Step: 90100 Progress: 45.1% Elapsed: 3 days, 5:06:15 temperature: no ada_p: No Discriminator_loss: 0.336755 Generator_loss: 2.28822
[INFO] 2021-01-27 09:04:31 > Step: 90200 Progress: 45.1% Elapsed: 3 days, 5:10:15 temperature: no ada_p: No Discriminator_loss: 0.407804 Generator_loss: 1.60356
[INFO] 2021-01-27 09:08:50 > Step: 90300 Progress: 45.1% Elapsed: 3 days, 5:14:34 temperature: no ada_p: No Discriminator_loss: 0.231326 Generator_loss: 2.16149
[INFO] 2021-01-27 09:12:51 > Step: 90400 Progress: 45.2% Elapsed: 3 days, 5:18:34 temperature: no ada_p: No Discriminator_loss: 0.354246 Generator_loss: 1.20484
[INFO] 2021-01-27 09:16:50 > Step: 90500 Progress: 45.2% Elapsed: 3 days, 5:22:34 temperature: no ada_p: No Discriminator_loss: 0.309723 Generator_loss: 1.48464
[INFO] 2021-01-27 09:20:50 > Step: 90600 Progress: 45.3% Elapsed: 3 days, 5:26:34 temperature: no ada_p: No Discriminator_loss: 0.220112 Generator_loss: 1.9386
[INFO] 2021-01-27 09:24:50 > Step: 90700 Progress: 45.4% Elapsed: 3 days, 5:30:33 temperature: no ada_p: No Discriminator_loss: 0.273251 Generator_loss: 2.31806
[INFO] 2021-01-27 09:28:49 > Step: 90800 Progress: 45.4% Elapsed: 3 days, 5:34:33 temperature: no ada_p: No Discriminator_loss: 0.292835 Generator_loss: 1.81995
[INFO] 2021-01-27 09:32:48 > Step: 90900 Progress: 45.5% Elapsed: 3 days, 5:38:32 temperature: no ada_p: No Discriminator_loss: 0.247546 Generator_loss: 2.27968
[INFO] 2021-01-27 09:36:48 > Step: 91000 Progress: 45.5% Elapsed: 3 days, 5:42:32 temperature: no ada_p: No Discriminator_loss: 0.389574 Generator_loss: 1.22359
[INFO] 2021-01-27 09:40:47 > Step: 91100 Progress: 45.6% Elapsed: 3 days, 5:46:31 temperature: no ada_p: No Discriminator_loss: 0.23394 Generator_loss: 1.8986
[INFO] 2021-01-27 09:44:47 > Step: 91200 Progress: 45.6% Elapsed: 3 days, 5:50:30 temperature: no ada_p: No Discriminator_loss: 0.289758 Generator_loss: 1.82505
[INFO] 2021-01-27 09:48:46 > Step: 91300 Progress: 45.6% Elapsed: 3 days, 5:54:30 temperature: no ada_p: No Discriminator_loss: 0.364472 Generator_loss: 1.14276
[INFO] 2021-01-27 09:52:45 > Step: 91400 Progress: 45.7% Elapsed: 3 days, 5:58:29 temperature: no ada_p: No Discriminator_loss: 0.288135 Generator_loss: 1.45497
[INFO] 2021-01-27 09:56:44 > Step: 91500 Progress: 45.8% Elapsed: 3 days, 6:02:28 temperature: no ada_p: No Discriminator_loss: 0.316545 Generator_loss: 1.51838
[INFO] 2021-01-27 10:00:44 > Step: 91600 Progress: 45.8% Elapsed: 3 days, 6:06:28 temperature: no ada_p: No Discriminator_loss: 0.461265 Generator_loss: 1.42347
[INFO] 2021-01-27 10:04:43 > Step: 91700 Progress: 45.9% Elapsed: 3 days, 6:10:27 temperature: no ada_p: No Discriminator_loss: 0.660133 Generator_loss: 1.08704
[INFO] 2021-01-27 10:08:43 > Step: 91800 Progress: 45.9% Elapsed: 3 days, 6:14:27 temperature: no ada_p: No Discriminator_loss: 0.325014 Generator_loss: 1.56766
[INFO] 2021-01-27 10:12:42 > Step: 91900 Progress: 46.0% Elapsed: 3 days, 6:18:26 temperature: no ada_p: No Discriminator_loss: 0.33629 Generator_loss: 1.55983
[INFO] 2021-01-27 10:16:41 > Step: 92000 Progress: 46.0% Elapsed: 3 days, 6:22:25 temperature: no ada_p: No Discriminator_loss: 0.353025 Generator_loss: 1.31016
[INFO] 2021-01-27 10:16:41 > Start Evaluation (92000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 10:16:41 > Calculating FID Score....
[INFO] 2021-01-27 10:19:01 > Calculating Inception Score....
[INFO] 2021-01-27 10:21:09 > Calculate F_beta Score....
[INFO] 2021-01-27 10:32:35 > Calculate Accuracies....
[INFO] 2021-01-27 10:34:19 > Calculate Accuracies....
[INFO] 2021-01-27 10:39:11 > F_8 score (Step: 92000, Using valid images): 0.8030612286088898
[INFO] 2021-01-27 10:39:11 > F_1/8 score (Step: 92000, Using valid images): 0.9175958421892657
[INFO] 2021-01-27 10:39:11 > FID score (Step: 92000, Using valid moments): 35.11989981744665
[INFO] 2021-01-27 10:39:11 > Inception score (Step: 92000, 50000 generated images): 20.382055282592773
[INFO] 2021-01-27 10:39:11 > Best FID score (Step: 92000, Using valid moments): 35.11989981744665
[INFO] 2021-01-27 10:39:25 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 10:43:42 > Step: 92100 Progress: 46.1% Elapsed: 3 days, 6:49:26 temperature: no ada_p: No Discriminator_loss: 0.251726 Generator_loss: 1.7969
[INFO] 2021-01-27 10:47:42 > Step: 92200 Progress: 46.1% Elapsed: 3 days, 6:53:26 temperature: no ada_p: No Discriminator_loss: 0.401398 Generator_loss: 1.55091
[INFO] 2021-01-27 10:51:42 > Step: 92300 Progress: 46.2% Elapsed: 3 days, 6:57:25 temperature: no ada_p: No Discriminator_loss: 0.324582 Generator_loss: 1.39717
[INFO] 2021-01-27 10:55:41 > Step: 92400 Progress: 46.2% Elapsed: 3 days, 7:01:25 temperature: no ada_p: No Discriminator_loss: 0.256662 Generator_loss: 1.80043
[INFO] 2021-01-27 10:59:41 > Step: 92500 Progress: 46.2% Elapsed: 3 days, 7:05:25 temperature: no ada_p: No Discriminator_loss: 0.484267 Generator_loss: 1.33355
[INFO] 2021-01-27 11:03:46 > Step: 92600 Progress: 46.3% Elapsed: 3 days, 7:09:30 temperature: no ada_p: No Discriminator_loss: 0.570306 Generator_loss: 1.29696
[INFO] 2021-01-27 11:07:47 > Step: 92700 Progress: 46.4% Elapsed: 3 days, 7:13:31 temperature: no ada_p: No Discriminator_loss: 0.410394 Generator_loss: 1.30389
[INFO] 2021-01-27 11:11:48 > Step: 92800 Progress: 46.4% Elapsed: 3 days, 7:17:31 temperature: no ada_p: No Discriminator_loss: 0.433934 Generator_loss: 1.14619
[INFO] 2021-01-27 11:15:48 > Step: 92900 Progress: 46.5% Elapsed: 3 days, 7:21:32 temperature: no ada_p: No Discriminator_loss: 0.395223 Generator_loss: 1.02762
[INFO] 2021-01-27 11:19:48 > Step: 93000 Progress: 46.5% Elapsed: 3 days, 7:25:32 temperature: no ada_p: No Discriminator_loss: 0.300923 Generator_loss: 1.62699
[INFO] 2021-01-27 11:23:47 > Step: 93100 Progress: 46.6% Elapsed: 3 days, 7:29:31 temperature: no ada_p: No Discriminator_loss: 0.368057 Generator_loss: 1.6691
[INFO] 2021-01-27 11:27:46 > Step: 93200 Progress: 46.6% Elapsed: 3 days, 7:33:30 temperature: no ada_p: No Discriminator_loss: 0.329988 Generator_loss: 1.29528
[INFO] 2021-01-27 11:31:46 > Step: 93300 Progress: 46.7% Elapsed: 3 days, 7:37:30 temperature: no ada_p: No Discriminator_loss: 0.424667 Generator_loss: 1.16521
[INFO] 2021-01-27 11:35:45 > Step: 93400 Progress: 46.7% Elapsed: 3 days, 7:41:29 temperature: no ada_p: No Discriminator_loss: 0.418238 Generator_loss: 1.78573
[INFO] 2021-01-27 11:39:45 > Step: 93500 Progress: 46.8% Elapsed: 3 days, 7:45:29 temperature: no ada_p: No Discriminator_loss: 0.240316 Generator_loss: 1.79125
[INFO] 2021-01-27 11:43:44 > Step: 93600 Progress: 46.8% Elapsed: 3 days, 7:49:28 temperature: no ada_p: No Discriminator_loss: 0.410756 Generator_loss: 2.67417
[INFO] 2021-01-27 11:47:44 > Step: 93700 Progress: 46.9% Elapsed: 3 days, 7:53:27 temperature: no ada_p: No Discriminator_loss: 0.54838 Generator_loss: 1.10842
[INFO] 2021-01-27 11:51:43 > Step: 93800 Progress: 46.9% Elapsed: 3 days, 7:57:27 temperature: no ada_p: No Discriminator_loss: 0.424881 Generator_loss: 1.49707
[INFO] 2021-01-27 11:55:42 > Step: 93900 Progress: 46.9% Elapsed: 3 days, 8:01:26 temperature: no ada_p: No Discriminator_loss: 0.350547 Generator_loss: 1.54493
[INFO] 2021-01-27 11:59:41 > Step: 94000 Progress: 47.0% Elapsed: 3 days, 8:05:24 temperature: no ada_p: No Discriminator_loss: 0.287769 Generator_loss: 2.28001
[INFO] 2021-01-27 11:59:41 > Start Evaluation (94000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 11:59:41 > Calculating FID Score....
[INFO] 2021-01-27 12:01:59 > Calculating Inception Score....
[INFO] 2021-01-27 12:04:07 > Calculate F_beta Score....
[INFO] 2021-01-27 12:15:38 > Calculate Accuracies....
[INFO] 2021-01-27 12:17:22 > Calculate Accuracies....
[INFO] 2021-01-27 12:22:15 > F_8 score (Step: 94000, Using valid images): 0.8044664519727979
[INFO] 2021-01-27 12:22:15 > F_1/8 score (Step: 94000, Using valid images): 0.9165870221915846
[INFO] 2021-01-27 12:22:15 > FID score (Step: 94000, Using valid moments): 34.8600072988026
[INFO] 2021-01-27 12:22:15 > Inception score (Step: 94000, 50000 generated images): 20.712085723876953
[INFO] 2021-01-27 12:22:15 > Best FID score (Step: 94000, Using valid moments): 34.8600072988026
[INFO] 2021-01-27 12:22:29 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 12:26:27 > Step: 94100 Progress: 47.0% Elapsed: 3 days, 8:32:11 temperature: no ada_p: No Discriminator_loss: 0.298742 Generator_loss: 1.89403
[INFO] 2021-01-27 12:30:42 > Step: 94200 Progress: 47.1% Elapsed: 3 days, 8:36:26 temperature: no ada_p: No Discriminator_loss: 0.342675 Generator_loss: 1.56687
[INFO] 2021-01-27 12:34:42 > Step: 94300 Progress: 47.1% Elapsed: 3 days, 8:40:26 temperature: no ada_p: No Discriminator_loss: 0.30218 Generator_loss: 2.37024
[INFO] 2021-01-27 12:38:41 > Step: 94400 Progress: 47.2% Elapsed: 3 days, 8:44:25 temperature: no ada_p: No Discriminator_loss: 0.520098 Generator_loss: 2.27254
[INFO] 2021-01-27 12:42:41 > Step: 94500 Progress: 47.2% Elapsed: 3 days, 8:48:25 temperature: no ada_p: No Discriminator_loss: 0.427842 Generator_loss: 1.14917
[INFO] 2021-01-27 12:46:41 > Step: 94600 Progress: 47.3% Elapsed: 3 days, 8:52:24 temperature: no ada_p: No Discriminator_loss: 0.28884 Generator_loss: 2.03719
[INFO] 2021-01-27 12:50:40 > Step: 94700 Progress: 47.3% Elapsed: 3 days, 8:56:24 temperature: no ada_p: No Discriminator_loss: 0.440719 Generator_loss: 0.950331
[INFO] 2021-01-27 12:54:39 > Step: 94800 Progress: 47.4% Elapsed: 3 days, 9:00:23 temperature: no ada_p: No Discriminator_loss: 0.537638 Generator_loss: 1.20758
[INFO] 2021-01-27 12:58:39 > Step: 94900 Progress: 47.4% Elapsed: 3 days, 9:04:22 temperature: no ada_p: No Discriminator_loss: 0.288914 Generator_loss: 1.76676
[INFO] 2021-01-27 13:02:38 > Step: 95000 Progress: 47.5% Elapsed: 3 days, 9:08:22 temperature: no ada_p: No Discriminator_loss: 0.32836 Generator_loss: 1.64403
[INFO] 2021-01-27 13:06:42 > Step: 95100 Progress: 47.5% Elapsed: 3 days, 9:12:26 temperature: no ada_p: No Discriminator_loss: 0.188826 Generator_loss: 2.19328
[INFO] 2021-01-27 13:10:44 > Step: 95200 Progress: 47.6% Elapsed: 3 days, 9:16:28 temperature: no ada_p: No Discriminator_loss: 0.190731 Generator_loss: 1.75437
[INFO] 2021-01-27 13:14:45 > Step: 95300 Progress: 47.6% Elapsed: 3 days, 9:20:29 temperature: no ada_p: No Discriminator_loss: 0.27079 Generator_loss: 2.37148
[INFO] 2021-01-27 13:18:46 > Step: 95400 Progress: 47.7% Elapsed: 3 days, 9:24:29 temperature: no ada_p: No Discriminator_loss: 0.462479 Generator_loss: 1.06153
[INFO] 2021-01-27 13:22:46 > Step: 95500 Progress: 47.8% Elapsed: 3 days, 9:28:29 temperature: no ada_p: No Discriminator_loss: 0.435704 Generator_loss: 1.444
[INFO] 2021-01-27 13:26:46 > Step: 95600 Progress: 47.8% Elapsed: 3 days, 9:32:30 temperature: no ada_p: No Discriminator_loss: 0.324833 Generator_loss: 1.68564
[INFO] 2021-01-27 13:30:46 > Step: 95700 Progress: 47.9% Elapsed: 3 days, 9:36:30 temperature: no ada_p: No Discriminator_loss: 0.262791 Generator_loss: 2.25676
[INFO] 2021-01-27 13:34:47 > Step: 95800 Progress: 47.9% Elapsed: 3 days, 9:40:30 temperature: no ada_p: No Discriminator_loss: 0.260301 Generator_loss: 1.90715
[INFO] 2021-01-27 13:38:46 > Step: 95900 Progress: 47.9% Elapsed: 3 days, 9:44:30 temperature: no ada_p: No Discriminator_loss: 0.253174 Generator_loss: 1.92324
[INFO] 2021-01-27 13:42:46 > Step: 96000 Progress: 48.0% Elapsed: 3 days, 9:48:30 temperature: no ada_p: No Discriminator_loss: 0.377202 Generator_loss: 1.31038
[INFO] 2021-01-27 13:42:46 > Start Evaluation (96000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 13:42:46 > Calculating FID Score....
[INFO] 2021-01-27 13:45:05 > Calculating Inception Score....
[INFO] 2021-01-27 13:47:13 > Calculate F_beta Score....
[INFO] 2021-01-27 13:58:41 > Calculate Accuracies....
[INFO] 2021-01-27 14:00:25 > Calculate Accuracies....
[INFO] 2021-01-27 14:05:17 > F_8 score (Step: 96000, Using valid images): 0.8133982824037882
[INFO] 2021-01-27 14:05:17 > F_1/8 score (Step: 96000, Using valid images): 0.912890631732278
[INFO] 2021-01-27 14:05:17 > FID score (Step: 96000, Using valid moments): 34.661758773842394
[INFO] 2021-01-27 14:05:17 > Inception score (Step: 96000, 50000 generated images): 20.284875869750977
[INFO] 2021-01-27 14:05:17 > Best FID score (Step: 96000, Using valid moments): 34.661758773842394
[INFO] 2021-01-27 14:05:31 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 14:09:30 > Step: 96100 Progress: 48.0% Elapsed: 3 days, 10:15:14 temperature: no ada_p: No Discriminator_loss: 0.377265 Generator_loss: 1.4049
[INFO] 2021-01-27 14:13:28 > Step: 96200 Progress: 48.1% Elapsed: 3 days, 10:19:12 temperature: no ada_p: No Discriminator_loss: 0.412745 Generator_loss: 1.61698
[INFO] 2021-01-27 14:17:26 > Step: 96300 Progress: 48.1% Elapsed: 3 days, 10:23:10 temperature: no ada_p: No Discriminator_loss: 0.277576 Generator_loss: 1.59998
[INFO] 2021-01-27 14:21:42 > Step: 96400 Progress: 48.2% Elapsed: 3 days, 10:27:26 temperature: no ada_p: No Discriminator_loss: 0.349161 Generator_loss: 1.33651
[INFO] 2021-01-27 14:25:41 > Step: 96500 Progress: 48.2% Elapsed: 3 days, 10:31:25 temperature: no ada_p: No Discriminator_loss: 0.402031 Generator_loss: 1.27088
[INFO] 2021-01-27 14:29:42 > Step: 96600 Progress: 48.3% Elapsed: 3 days, 10:35:25 temperature: no ada_p: No Discriminator_loss: 0.303528 Generator_loss: 1.83889
[INFO] 2021-01-27 14:33:41 > Step: 96700 Progress: 48.4% Elapsed: 3 days, 10:39:25 temperature: no ada_p: No Discriminator_loss: 0.247458 Generator_loss: 2.36475
[INFO] 2021-01-27 14:37:40 > Step: 96800 Progress: 48.4% Elapsed: 3 days, 10:43:24 temperature: no ada_p: No Discriminator_loss: 0.299015 Generator_loss: 1.41833
[INFO] 2021-01-27 14:41:40 > Step: 96900 Progress: 48.4% Elapsed: 3 days, 10:47:23 temperature: no ada_p: No Discriminator_loss: 0.376845 Generator_loss: 1.39399
[INFO] 2021-01-27 14:45:38 > Step: 97000 Progress: 48.5% Elapsed: 3 days, 10:51:22 temperature: no ada_p: No Discriminator_loss: 0.309913 Generator_loss: 1.92348
[INFO] 2021-01-27 14:49:38 > Step: 97100 Progress: 48.5% Elapsed: 3 days, 10:55:21 temperature: no ada_p: No Discriminator_loss: 0.537759 Generator_loss: 1.21267
[INFO] 2021-01-27 14:53:37 > Step: 97200 Progress: 48.6% Elapsed: 3 days, 10:59:21 temperature: no ada_p: No Discriminator_loss: 0.523324 Generator_loss: 1.29927
[INFO] 2021-01-27 14:57:36 > Step: 97300 Progress: 48.6% Elapsed: 3 days, 11:03:20 temperature: no ada_p: No Discriminator_loss: 0.271603 Generator_loss: 1.92935
[INFO] 2021-01-27 15:01:36 > Step: 97400 Progress: 48.7% Elapsed: 3 days, 11:07:20 temperature: no ada_p: No Discriminator_loss: 0.302942 Generator_loss: 1.70112
[INFO] 2021-01-27 15:05:36 > Step: 97500 Progress: 48.8% Elapsed: 3 days, 11:11:19 temperature: no ada_p: No Discriminator_loss: 0.399402 Generator_loss: 1.2997
[INFO] 2021-01-27 15:09:40 > Step: 97600 Progress: 48.8% Elapsed: 3 days, 11:15:23 temperature: no ada_p: No Discriminator_loss: 0.305638 Generator_loss: 2.71034
[INFO] 2021-01-27 15:13:41 > Step: 97700 Progress: 48.9% Elapsed: 3 days, 11:19:24 temperature: no ada_p: No Discriminator_loss: 0.302393 Generator_loss: 1.19301
[INFO] 2021-01-27 15:17:41 > Step: 97800 Progress: 48.9% Elapsed: 3 days, 11:23:25 temperature: no ada_p: No Discriminator_loss: 0.306923 Generator_loss: 1.69689
[INFO] 2021-01-27 15:21:41 > Step: 97900 Progress: 48.9% Elapsed: 3 days, 11:27:25 temperature: no ada_p: No Discriminator_loss: 0.312705 Generator_loss: 1.57191
[INFO] 2021-01-27 15:25:41 > Step: 98000 Progress: 49.0% Elapsed: 3 days, 11:31:25 temperature: no ada_p: No Discriminator_loss: 0.378946 Generator_loss: 2.18421
[INFO] 2021-01-27 15:25:41 > Start Evaluation (98000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 15:25:41 > Calculating FID Score....
[INFO] 2021-01-27 15:28:00 > Calculating Inception Score....
[INFO] 2021-01-27 15:30:08 > Calculate F_beta Score....
[INFO] 2021-01-27 15:41:34 > Calculate Accuracies....
[INFO] 2021-01-27 15:43:32 > Calculate Accuracies....
[INFO] 2021-01-27 15:48:24 > F_8 score (Step: 98000, Using valid images): 0.8213091352483654
[INFO] 2021-01-27 15:48:24 > F_1/8 score (Step: 98000, Using valid images): 0.9171689825943065
[INFO] 2021-01-27 15:48:24 > FID score (Step: 98000, Using valid moments): 34.419702456455354
[INFO] 2021-01-27 15:48:24 > Inception score (Step: 98000, 50000 generated images): 20.507640838623047
[INFO] 2021-01-27 15:48:24 > Best FID score (Step: 98000, Using valid moments): 34.419702456455354
[INFO] 2021-01-27 15:48:38 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 15:52:37 > Step: 98100 Progress: 49.0% Elapsed: 3 days, 11:58:21 temperature: no ada_p: No Discriminator_loss: 0.363991 Generator_loss: 1.30246
[INFO] 2021-01-27 15:56:35 > Step: 98200 Progress: 49.1% Elapsed: 3 days, 12:02:19 temperature: no ada_p: No Discriminator_loss: 0.274426 Generator_loss: 1.47024
[INFO] 2021-01-27 16:00:33 > Step: 98300 Progress: 49.1% Elapsed: 3 days, 12:06:17 temperature: no ada_p: No Discriminator_loss: 0.432323 Generator_loss: 1.25694
[INFO] 2021-01-27 16:04:31 > Step: 98400 Progress: 49.2% Elapsed: 3 days, 12:10:15 temperature: no ada_p: No Discriminator_loss: 0.408416 Generator_loss: 1.38679
[INFO] 2021-01-27 16:08:59 > Step: 98500 Progress: 49.2% Elapsed: 3 days, 12:14:43 temperature: no ada_p: No Discriminator_loss: 0.467938 Generator_loss: 0.594659
[INFO] 2021-01-27 16:12:58 > Step: 98600 Progress: 49.3% Elapsed: 3 days, 12:18:42 temperature: no ada_p: No Discriminator_loss: 0.398117 Generator_loss: 1.29893
[INFO] 2021-01-27 16:16:58 > Step: 98700 Progress: 49.4% Elapsed: 3 days, 12:22:42 temperature: no ada_p: No Discriminator_loss: 0.261678 Generator_loss: 2.40988
[INFO] 2021-01-27 16:20:58 > Step: 98800 Progress: 49.4% Elapsed: 3 days, 12:26:42 temperature: no ada_p: No Discriminator_loss: 0.317131 Generator_loss: 1.42947
[INFO] 2021-01-27 16:24:58 > Step: 98900 Progress: 49.5% Elapsed: 3 days, 12:30:42 temperature: no ada_p: No Discriminator_loss: 0.251135 Generator_loss: 2.25943
[INFO] 2021-01-27 16:28:57 > Step: 99000 Progress: 49.5% Elapsed: 3 days, 12:34:41 temperature: no ada_p: No Discriminator_loss: 0.224372 Generator_loss: 1.92845
[INFO] 2021-01-27 16:32:57 > Step: 99100 Progress: 49.5% Elapsed: 3 days, 12:38:41 temperature: no ada_p: No Discriminator_loss: 0.306878 Generator_loss: 1.53793
[INFO] 2021-01-27 16:36:56 > Step: 99200 Progress: 49.6% Elapsed: 3 days, 12:42:40 temperature: no ada_p: No Discriminator_loss: 0.254908 Generator_loss: 1.78127
[INFO] 2021-01-27 16:40:57 > Step: 99300 Progress: 49.6% Elapsed: 3 days, 12:46:40 temperature: no ada_p: No Discriminator_loss: 0.214543 Generator_loss: 1.8085
[INFO] 2021-01-27 16:44:56 > Step: 99400 Progress: 49.7% Elapsed: 3 days, 12:50:40 temperature: no ada_p: No Discriminator_loss: 0.418389 Generator_loss: 1.25889
[INFO] 2021-01-27 16:48:55 > Step: 99500 Progress: 49.8% Elapsed: 3 days, 12:54:39 temperature: no ada_p: No Discriminator_loss: 0.313714 Generator_loss: 1.68344
[INFO] 2021-01-27 16:52:54 > Step: 99600 Progress: 49.8% Elapsed: 3 days, 12:58:38 temperature: no ada_p: No Discriminator_loss: 0.272623 Generator_loss: 1.73912
[INFO] 2021-01-27 16:56:54 > Step: 99700 Progress: 49.9% Elapsed: 3 days, 13:02:37 temperature: no ada_p: No Discriminator_loss: 0.336926 Generator_loss: 2.59258
[INFO] 2021-01-27 17:00:53 > Step: 99800 Progress: 49.9% Elapsed: 3 days, 13:06:37 temperature: no ada_p: No Discriminator_loss: 0.318417 Generator_loss: 1.39882
[INFO] 2021-01-27 17:04:53 > Step: 99900 Progress: 50.0% Elapsed: 3 days, 13:10:37 temperature: no ada_p: No Discriminator_loss: 0.358081 Generator_loss: 1.36928
[INFO] 2021-01-27 17:08:53 > Step: 100000 Progress: 50.0% Elapsed: 3 days, 13:14:37 temperature: no ada_p: No Discriminator_loss: 0.374707 Generator_loss: 1.2986
[INFO] 2021-01-27 17:08:53 > Start Evaluation (100000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 17:08:53 > Calculating FID Score....
[INFO] 2021-01-27 17:11:11 > Calculating Inception Score....
[INFO] 2021-01-27 17:13:20 > Calculate F_beta Score....
[INFO] 2021-01-27 17:24:49 > Calculate Accuracies....
[INFO] 2021-01-27 17:26:33 > Calculate Accuracies....
[INFO] 2021-01-27 17:31:24 > F_8 score (Step: 100000, Using valid images): 0.8097383101391732
[INFO] 2021-01-27 17:31:24 > F_1/8 score (Step: 100000, Using valid images): 0.9209718489971259
[INFO] 2021-01-27 17:31:24 > FID score (Step: 100000, Using valid moments): 34.0781684296378
[INFO] 2021-01-27 17:31:24 > Inception score (Step: 100000, 50000 generated images): 20.823665618896484
[INFO] 2021-01-27 17:31:24 > Best FID score (Step: 100000, Using valid moments): 34.0781684296378
[INFO] 2021-01-27 17:31:38 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 17:35:43 > Step: 100100 Progress: 50.0% Elapsed: 3 days, 13:41:27 temperature: no ada_p: No Discriminator_loss: 0.279603 Generator_loss: 1.55281
[INFO] 2021-01-27 17:40:03 > Step: 100200 Progress: 50.1% Elapsed: 3 days, 13:45:47 temperature: no ada_p: No Discriminator_loss: 0.407896 Generator_loss: 1.27941
[INFO] 2021-01-27 17:44:03 > Step: 100300 Progress: 50.1% Elapsed: 3 days, 13:49:47 temperature: no ada_p: No Discriminator_loss: 0.265753 Generator_loss: 1.91361
[INFO] 2021-01-27 17:48:03 > Step: 100400 Progress: 50.2% Elapsed: 3 days, 13:53:47 temperature: no ada_p: No Discriminator_loss: 0.397654 Generator_loss: 1.55034
[INFO] 2021-01-27 17:52:03 > Step: 100500 Progress: 50.2% Elapsed: 3 days, 13:57:46 temperature: no ada_p: No Discriminator_loss: 0.295952 Generator_loss: 1.61859
[INFO] 2021-01-27 17:56:02 > Step: 100600 Progress: 50.3% Elapsed: 3 days, 14:01:45 temperature: no ada_p: No Discriminator_loss: 0.306907 Generator_loss: 2.33502
[INFO] 2021-01-27 18:00:01 > Step: 100700 Progress: 50.3% Elapsed: 3 days, 14:05:45 temperature: no ada_p: No Discriminator_loss: 0.325159 Generator_loss: 1.57762
[INFO] 2021-01-27 18:04:00 > Step: 100800 Progress: 50.4% Elapsed: 3 days, 14:09:44 temperature: no ada_p: No Discriminator_loss: 0.317137 Generator_loss: 1.39182
[INFO] 2021-01-27 18:08:00 > Step: 100900 Progress: 50.4% Elapsed: 3 days, 14:13:44 temperature: no ada_p: No Discriminator_loss: 0.369103 Generator_loss: 2.57616
[INFO] 2021-01-27 18:12:00 > Step: 101000 Progress: 50.5% Elapsed: 3 days, 14:17:44 temperature: no ada_p: No Discriminator_loss: 0.303274 Generator_loss: 1.46111
[INFO] 2021-01-27 18:16:01 > Step: 101100 Progress: 50.5% Elapsed: 3 days, 14:21:45 temperature: no ada_p: No Discriminator_loss: 0.338046 Generator_loss: 1.63468
[INFO] 2021-01-27 18:20:00 > Step: 101200 Progress: 50.6% Elapsed: 3 days, 14:25:44 temperature: no ada_p: No Discriminator_loss: 0.287244 Generator_loss: 1.72602
[INFO] 2021-01-27 18:24:00 > Step: 101300 Progress: 50.6% Elapsed: 3 days, 14:29:43 temperature: no ada_p: No Discriminator_loss: 0.246739 Generator_loss: 1.40693
[INFO] 2021-01-27 18:27:59 > Step: 101400 Progress: 50.7% Elapsed: 3 days, 14:33:43 temperature: no ada_p: No Discriminator_loss: 0.295255 Generator_loss: 2.30398
[INFO] 2021-01-27 18:31:59 > Step: 101500 Progress: 50.7% Elapsed: 3 days, 14:37:42 temperature: no ada_p: No Discriminator_loss: 0.422391 Generator_loss: 1.59285
[INFO] 2021-01-27 18:35:58 > Step: 101600 Progress: 50.8% Elapsed: 3 days, 14:41:42 temperature: no ada_p: No Discriminator_loss: 0.297263 Generator_loss: 2.17521
[INFO] 2021-01-27 18:39:57 > Step: 101700 Progress: 50.8% Elapsed: 3 days, 14:45:41 temperature: no ada_p: No Discriminator_loss: 0.275303 Generator_loss: 1.59769
[INFO] 2021-01-27 18:43:56 > Step: 101800 Progress: 50.9% Elapsed: 3 days, 14:49:40 temperature: no ada_p: No Discriminator_loss: 0.288219 Generator_loss: 2.36511
[INFO] 2021-01-27 18:47:56 > Step: 101900 Progress: 50.9% Elapsed: 3 days, 14:53:39 temperature: no ada_p: No Discriminator_loss: 0.480641 Generator_loss: 1.43847
[INFO] 2021-01-27 18:51:55 > Step: 102000 Progress: 51.0% Elapsed: 3 days, 14:57:39 temperature: no ada_p: No Discriminator_loss: 0.31061 Generator_loss: 1.91198
[INFO] 2021-01-27 18:51:55 > Start Evaluation (102000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 18:51:55 > Calculating FID Score....
[INFO] 2021-01-27 18:54:14 > Calculating Inception Score....
[INFO] 2021-01-27 18:56:22 > Calculate F_beta Score....
[INFO] 2021-01-27 19:07:57 > Calculate Accuracies....
[INFO] 2021-01-27 19:09:41 > Calculate Accuracies....
[INFO] 2021-01-27 19:14:35 > F_8 score (Step: 102000, Using valid images): 0.8217334048102489
[INFO] 2021-01-27 19:14:35 > F_1/8 score (Step: 102000, Using valid images): 0.9228483823598053
[INFO] 2021-01-27 19:14:35 > FID score (Step: 102000, Using valid moments): 33.90084395380131
[INFO] 2021-01-27 19:14:35 > Inception score (Step: 102000, 50000 generated images): 21.132614135742188
[INFO] 2021-01-27 19:14:35 > Best FID score (Step: 102000, Using valid moments): 33.90084395380131
[INFO] 2021-01-27 19:14:50 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 19:18:48 > Step: 102100 Progress: 51.0% Elapsed: 3 days, 15:24:32 temperature: no ada_p: No Discriminator_loss: 0.433132 Generator_loss: 1.47016
[INFO] 2021-01-27 19:22:46 > Step: 102200 Progress: 51.1% Elapsed: 3 days, 15:28:30 temperature: no ada_p: No Discriminator_loss: 0.342072 Generator_loss: 1.3842
[INFO] 2021-01-27 19:27:02 > Step: 102300 Progress: 51.1% Elapsed: 3 days, 15:32:46 temperature: no ada_p: No Discriminator_loss: 0.246441 Generator_loss: 2.42727
[INFO] 2021-01-27 19:31:01 > Step: 102400 Progress: 51.2% Elapsed: 3 days, 15:36:45 temperature: no ada_p: No Discriminator_loss: 0.739226 Generator_loss: 0.844301
[INFO] 2021-01-27 19:35:00 > Step: 102500 Progress: 51.2% Elapsed: 3 days, 15:40:44 temperature: no ada_p: No Discriminator_loss: 0.277823 Generator_loss: 2.22155
[INFO] 2021-01-27 19:39:05 > Step: 102600 Progress: 51.3% Elapsed: 3 days, 15:44:49 temperature: no ada_p: No Discriminator_loss: 0.256227 Generator_loss: 2.01782
[INFO] 2021-01-27 19:43:05 > Step: 102700 Progress: 51.3% Elapsed: 3 days, 15:48:49 temperature: no ada_p: No Discriminator_loss: 0.344065 Generator_loss: 1.36981
[INFO] 2021-01-27 19:47:05 > Step: 102800 Progress: 51.4% Elapsed: 3 days, 15:52:49 temperature: no ada_p: No Discriminator_loss: 0.346073 Generator_loss: 1.59284
[INFO] 2021-01-27 19:51:05 > Step: 102900 Progress: 51.4% Elapsed: 3 days, 15:56:48 temperature: no ada_p: No Discriminator_loss: 0.320537 Generator_loss: 1.31225
[INFO] 2021-01-27 19:55:04 > Step: 103000 Progress: 51.5% Elapsed: 3 days, 16:00:48 temperature: no ada_p: No Discriminator_loss: 0.338929 Generator_loss: 1.59565
[INFO] 2021-01-27 19:59:03 > Step: 103100 Progress: 51.5% Elapsed: 3 days, 16:04:47 temperature: no ada_p: No Discriminator_loss: 0.240142 Generator_loss: 2.11459
[INFO] 2021-01-27 20:03:02 > Step: 103200 Progress: 51.6% Elapsed: 3 days, 16:08:46 temperature: no ada_p: No Discriminator_loss: 0.281118 Generator_loss: 2.23849
[INFO] 2021-01-27 20:07:01 > Step: 103300 Progress: 51.6% Elapsed: 3 days, 16:12:45 temperature: no ada_p: No Discriminator_loss: 0.351522 Generator_loss: 1.73165
[INFO] 2021-01-27 20:11:01 > Step: 103400 Progress: 51.7% Elapsed: 3 days, 16:16:45 temperature: no ada_p: No Discriminator_loss: 0.215573 Generator_loss: 2.47446
[INFO] 2021-01-27 20:15:00 > Step: 103500 Progress: 51.7% Elapsed: 3 days, 16:20:44 temperature: no ada_p: No Discriminator_loss: 0.433253 Generator_loss: 1.00559
[INFO] 2021-01-27 20:18:59 > Step: 103600 Progress: 51.8% Elapsed: 3 days, 16:24:43 temperature: no ada_p: No Discriminator_loss: 0.194773 Generator_loss: 2.2743
[INFO] 2021-01-27 20:22:59 > Step: 103700 Progress: 51.8% Elapsed: 3 days, 16:28:42 temperature: no ada_p: No Discriminator_loss: 0.333606 Generator_loss: 1.42046
[INFO] 2021-01-27 20:26:58 > Step: 103800 Progress: 51.9% Elapsed: 3 days, 16:32:41 temperature: no ada_p: No Discriminator_loss: 0.1599 Generator_loss: 2.01905
[INFO] 2021-01-27 20:30:56 > Step: 103900 Progress: 51.9% Elapsed: 3 days, 16:36:40 temperature: no ada_p: No Discriminator_loss: 0.425115 Generator_loss: 1.53873
[INFO] 2021-01-27 20:34:55 > Step: 104000 Progress: 52.0% Elapsed: 3 days, 16:40:39 temperature: no ada_p: No Discriminator_loss: 0.400908 Generator_loss: 1.41785
[INFO] 2021-01-27 20:34:55 > Start Evaluation (104000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 20:34:55 > Calculating FID Score....
[INFO] 2021-01-27 20:37:14 > Calculating Inception Score....
[INFO] 2021-01-27 20:39:23 > Calculate F_beta Score....
[INFO] 2021-01-27 20:50:57 > Calculate Accuracies....
[INFO] 2021-01-27 20:52:41 > Calculate Accuracies....
[INFO] 2021-01-27 20:57:33 > F_8 score (Step: 104000, Using valid images): 0.8259954924532936
[INFO] 2021-01-27 20:57:34 > F_1/8 score (Step: 104000, Using valid images): 0.9204676158159217
[INFO] 2021-01-27 20:57:34 > FID score (Step: 104000, Using valid moments): 33.73391137357487
[INFO] 2021-01-27 20:57:34 > Inception score (Step: 104000, 50000 generated images): 20.846725463867188
[INFO] 2021-01-27 20:57:34 > Best FID score (Step: 104000, Using valid moments): 33.73391137357487
[INFO] 2021-01-27 20:57:48 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 21:01:47 > Step: 104100 Progress: 52.0% Elapsed: 3 days, 17:07:31 temperature: no ada_p: No Discriminator_loss: 0.32517 Generator_loss: 1.55544
[INFO] 2021-01-27 21:05:45 > Step: 104200 Progress: 52.1% Elapsed: 3 days, 17:11:29 temperature: no ada_p: No Discriminator_loss: 0.452666 Generator_loss: 1.21299
[INFO] 2021-01-27 21:09:43 > Step: 104300 Progress: 52.1% Elapsed: 3 days, 17:15:27 temperature: no ada_p: No Discriminator_loss: 0.296065 Generator_loss: 1.86978
[INFO] 2021-01-27 21:13:58 > Step: 104400 Progress: 52.2% Elapsed: 3 days, 17:19:41 temperature: no ada_p: No Discriminator_loss: 0.281046 Generator_loss: 2.41997
[INFO] 2021-01-27 21:17:57 > Step: 104500 Progress: 52.2% Elapsed: 3 days, 17:23:40 temperature: no ada_p: No Discriminator_loss: 0.587991 Generator_loss: 1.42356
[INFO] 2021-01-27 21:21:56 > Step: 104600 Progress: 52.3% Elapsed: 3 days, 17:27:40 temperature: no ada_p: No Discriminator_loss: 0.437219 Generator_loss: 1.31221
[INFO] 2021-01-27 21:25:54 > Step: 104700 Progress: 52.3% Elapsed: 3 days, 17:31:38 temperature: no ada_p: No Discriminator_loss: 0.439896 Generator_loss: 1.33382
[INFO] 2021-01-27 21:29:53 > Step: 104800 Progress: 52.4% Elapsed: 3 days, 17:35:37 temperature: no ada_p: No Discriminator_loss: 0.308715 Generator_loss: 2.30027
[INFO] 2021-01-27 21:33:52 > Step: 104900 Progress: 52.4% Elapsed: 3 days, 17:39:36 temperature: no ada_p: No Discriminator_loss: 0.302503 Generator_loss: 1.66841
[INFO] 2021-01-27 21:37:52 > Step: 105000 Progress: 52.5% Elapsed: 3 days, 17:43:36 temperature: no ada_p: No Discriminator_loss: 0.355938 Generator_loss: 2.31341
[INFO] 2021-01-27 21:41:57 > Step: 105100 Progress: 52.5% Elapsed: 3 days, 17:47:41 temperature: no ada_p: No Discriminator_loss: 0.278041 Generator_loss: 1.73715
[INFO] 2021-01-27 21:45:57 > Step: 105200 Progress: 52.6% Elapsed: 3 days, 17:51:41 temperature: no ada_p: No Discriminator_loss: 0.258979 Generator_loss: 1.89504
[INFO] 2021-01-27 21:49:57 > Step: 105300 Progress: 52.6% Elapsed: 3 days, 17:55:41 temperature: no ada_p: No Discriminator_loss: 0.331066 Generator_loss: 1.47235
[INFO] 2021-01-27 21:53:57 > Step: 105400 Progress: 52.7% Elapsed: 3 days, 17:59:41 temperature: no ada_p: No Discriminator_loss: 0.249526 Generator_loss: 2.16726
[INFO] 2021-01-27 21:57:57 > Step: 105500 Progress: 52.8% Elapsed: 3 days, 18:03:41 temperature: no ada_p: No Discriminator_loss: 0.299895 Generator_loss: 1.85449
[INFO] 2021-01-27 22:01:57 > Step: 105600 Progress: 52.8% Elapsed: 3 days, 18:07:41 temperature: no ada_p: No Discriminator_loss: 0.451736 Generator_loss: 1.46225
[INFO] 2021-01-27 22:05:56 > Step: 105700 Progress: 52.8% Elapsed: 3 days, 18:11:40 temperature: no ada_p: No Discriminator_loss: 0.27572 Generator_loss: 2.50215
[INFO] 2021-01-27 22:09:56 > Step: 105800 Progress: 52.9% Elapsed: 3 days, 18:15:40 temperature: no ada_p: No Discriminator_loss: 0.20798 Generator_loss: 2.12672
[INFO] 2021-01-27 22:13:55 > Step: 105900 Progress: 52.9% Elapsed: 3 days, 18:19:39 temperature: no ada_p: No Discriminator_loss: 0.431168 Generator_loss: 1.62047
[INFO] 2021-01-27 22:17:55 > Step: 106000 Progress: 53.0% Elapsed: 3 days, 18:23:39 temperature: no ada_p: No Discriminator_loss: 0.259482 Generator_loss: 1.73037
[INFO] 2021-01-27 22:17:55 > Start Evaluation (106000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 22:17:55 > Calculating FID Score....
[INFO] 2021-01-27 22:20:14 > Calculating Inception Score....
[INFO] 2021-01-27 22:22:21 > Calculate F_beta Score....
[INFO] 2021-01-27 22:33:51 > Calculate Accuracies....
[INFO] 2021-01-27 22:35:49 > Calculate Accuracies....
[INFO] 2021-01-27 22:40:41 > F_8 score (Step: 106000, Using valid images): 0.8438780509522622
[INFO] 2021-01-27 22:40:41 > F_1/8 score (Step: 106000, Using valid images): 0.9270524174616686
[INFO] 2021-01-27 22:40:41 > FID score (Step: 106000, Using valid moments): 33.39258324518198
[INFO] 2021-01-27 22:40:41 > Inception score (Step: 106000, 50000 generated images): 21.30747413635254
[INFO] 2021-01-27 22:40:41 > Best FID score (Step: 106000, Using valid moments): 33.39258324518198
[INFO] 2021-01-27 22:40:56 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-27 22:44:55 > Step: 106100 Progress: 53.0% Elapsed: 3 days, 18:50:39 temperature: no ada_p: No Discriminator_loss: 0.288083 Generator_loss: 2.34014
[INFO] 2021-01-27 22:48:53 > Step: 106200 Progress: 53.1% Elapsed: 3 days, 18:54:37 temperature: no ada_p: No Discriminator_loss: 0.324567 Generator_loss: 1.70265
[INFO] 2021-01-27 22:52:50 > Step: 106300 Progress: 53.1% Elapsed: 3 days, 18:58:34 temperature: no ada_p: No Discriminator_loss: 0.310171 Generator_loss: 1.95567
[INFO] 2021-01-27 22:56:48 > Step: 106400 Progress: 53.2% Elapsed: 3 days, 19:02:32 temperature: no ada_p: No Discriminator_loss: 0.466506 Generator_loss: 1.3155
[INFO] 2021-01-27 23:01:17 > Step: 106500 Progress: 53.2% Elapsed: 3 days, 19:07:00 temperature: no ada_p: No Discriminator_loss: 0.416469 Generator_loss: 1.60738
[INFO] 2021-01-27 23:05:15 > Step: 106600 Progress: 53.3% Elapsed: 3 days, 19:10:59 temperature: no ada_p: No Discriminator_loss: 0.27134 Generator_loss: 1.50099
[INFO] 2021-01-27 23:09:13 > Step: 106700 Progress: 53.3% Elapsed: 3 days, 19:14:57 temperature: no ada_p: No Discriminator_loss: 0.324033 Generator_loss: 1.39595
[INFO] 2021-01-27 23:13:12 > Step: 106800 Progress: 53.4% Elapsed: 3 days, 19:18:56 temperature: no ada_p: No Discriminator_loss: 0.325821 Generator_loss: 1.45973
[INFO] 2021-01-27 23:17:12 > Step: 106900 Progress: 53.4% Elapsed: 3 days, 19:22:55 temperature: no ada_p: No Discriminator_loss: 0.246407 Generator_loss: 1.60115
[INFO] 2021-01-27 23:21:11 > Step: 107000 Progress: 53.5% Elapsed: 3 days, 19:26:54 temperature: no ada_p: No Discriminator_loss: 0.529079 Generator_loss: 1.05618
[INFO] 2021-01-27 23:25:09 > Step: 107100 Progress: 53.5% Elapsed: 3 days, 19:30:53 temperature: no ada_p: No Discriminator_loss: 0.239511 Generator_loss: 1.91869
[INFO] 2021-01-27 23:29:08 > Step: 107200 Progress: 53.6% Elapsed: 3 days, 19:34:52 temperature: no ada_p: No Discriminator_loss: 0.247269 Generator_loss: 2.10676
[INFO] 2021-01-27 23:33:07 > Step: 107300 Progress: 53.6% Elapsed: 3 days, 19:38:51 temperature: no ada_p: No Discriminator_loss: 0.358195 Generator_loss: 1.40459
[INFO] 2021-01-27 23:37:06 > Step: 107400 Progress: 53.7% Elapsed: 3 days, 19:42:49 temperature: no ada_p: No Discriminator_loss: 0.415562 Generator_loss: 1.51068
[INFO] 2021-01-27 23:41:03 > Step: 107500 Progress: 53.8% Elapsed: 3 days, 19:46:47 temperature: no ada_p: No Discriminator_loss: 0.316513 Generator_loss: 1.72172
[INFO] 2021-01-27 23:45:08 > Step: 107600 Progress: 53.8% Elapsed: 3 days, 19:50:52 temperature: no ada_p: No Discriminator_loss: 0.294549 Generator_loss: 2.44209
[INFO] 2021-01-27 23:49:08 > Step: 107700 Progress: 53.8% Elapsed: 3 days, 19:54:51 temperature: no ada_p: No Discriminator_loss: 0.212993 Generator_loss: 2.11548
[INFO] 2021-01-27 23:53:08 > Step: 107800 Progress: 53.9% Elapsed: 3 days, 19:58:52 temperature: no ada_p: No Discriminator_loss: 0.328169 Generator_loss: 1.42187
[INFO] 2021-01-27 23:57:09 > Step: 107900 Progress: 53.9% Elapsed: 3 days, 20:02:52 temperature: no ada_p: No Discriminator_loss: 0.359921 Generator_loss: 1.62908
[INFO] 2021-01-28 00:01:09 > Step: 108000 Progress: 54.0% Elapsed: 3 days, 20:06:53 temperature: no ada_p: No Discriminator_loss: 0.25122 Generator_loss: 2.46777
[INFO] 2021-01-28 00:01:09 > Start Evaluation (108000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 00:01:09 > Calculating FID Score....
[INFO] 2021-01-28 00:03:28 > Calculating Inception Score....
[INFO] 2021-01-28 00:05:36 > Calculate F_beta Score....
[INFO] 2021-01-28 00:17:15 > Calculate Accuracies....
[INFO] 2021-01-28 00:18:59 > Calculate Accuracies....
[INFO] 2021-01-28 00:23:51 > F_8 score (Step: 108000, Using valid images): 0.8302026069171982
[INFO] 2021-01-28 00:23:51 > F_1/8 score (Step: 108000, Using valid images): 0.9255616799029004
[INFO] 2021-01-28 00:23:51 > FID score (Step: 108000, Using valid moments): 33.120939464421326
[INFO] 2021-01-28 00:23:51 > Inception score (Step: 108000, 50000 generated images): 21.573793411254883
[INFO] 2021-01-28 00:23:51 > Best FID score (Step: 108000, Using valid moments): 33.120939464421326
[INFO] 2021-01-28 00:24:06 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 00:28:04 > Step: 108100 Progress: 54.0% Elapsed: 3 days, 20:33:48 temperature: no ada_p: No Discriminator_loss: 0.293033 Generator_loss: 1.66154
[INFO] 2021-01-28 00:32:01 > Step: 108200 Progress: 54.1% Elapsed: 3 days, 20:37:44 temperature: no ada_p: No Discriminator_loss: 0.213839 Generator_loss: 1.95169
[INFO] 2021-01-28 00:35:57 > Step: 108300 Progress: 54.1% Elapsed: 3 days, 20:41:41 temperature: no ada_p: No Discriminator_loss: 0.285966 Generator_loss: 1.5639
[INFO] 2021-01-28 00:40:11 > Step: 108400 Progress: 54.2% Elapsed: 3 days, 20:45:55 temperature: no ada_p: No Discriminator_loss: 0.37695 Generator_loss: 1.50112
[INFO] 2021-01-28 00:44:11 > Step: 108500 Progress: 54.2% Elapsed: 3 days, 20:49:54 temperature: no ada_p: No Discriminator_loss: 0.341923 Generator_loss: 1.50836
[INFO] 2021-01-28 00:48:10 > Step: 108600 Progress: 54.3% Elapsed: 3 days, 20:53:54 temperature: no ada_p: No Discriminator_loss: 0.248366 Generator_loss: 2.27343
[INFO] 2021-01-28 00:52:10 > Step: 108700 Progress: 54.4% Elapsed: 3 days, 20:57:53 temperature: no ada_p: No Discriminator_loss: 0.392538 Generator_loss: 1.46033
[INFO] 2021-01-28 00:56:09 > Step: 108800 Progress: 54.4% Elapsed: 3 days, 21:01:53 temperature: no ada_p: No Discriminator_loss: 0.325364 Generator_loss: 1.53059
[INFO] 2021-01-28 01:00:08 > Step: 108900 Progress: 54.4% Elapsed: 3 days, 21:05:52 temperature: no ada_p: No Discriminator_loss: 0.529505 Generator_loss: 1.06677
[INFO] 2021-01-28 01:04:08 > Step: 109000 Progress: 54.5% Elapsed: 3 days, 21:09:51 temperature: no ada_p: No Discriminator_loss: 0.268444 Generator_loss: 1.35757
[INFO] 2021-01-28 01:08:07 > Step: 109100 Progress: 54.5% Elapsed: 3 days, 21:13:51 temperature: no ada_p: No Discriminator_loss: 0.320886 Generator_loss: 1.70828
[INFO] 2021-01-28 01:12:07 > Step: 109200 Progress: 54.6% Elapsed: 3 days, 21:17:51 temperature: no ada_p: No Discriminator_loss: 0.528838 Generator_loss: 1.07638
[INFO] 2021-01-28 01:16:06 > Step: 109300 Progress: 54.6% Elapsed: 3 days, 21:21:50 temperature: no ada_p: No Discriminator_loss: 0.352434 Generator_loss: 1.45953
[INFO] 2021-01-28 01:20:06 > Step: 109400 Progress: 54.7% Elapsed: 3 days, 21:25:50 temperature: no ada_p: No Discriminator_loss: 0.299017 Generator_loss: 2.64879
[INFO] 2021-01-28 01:24:05 > Step: 109500 Progress: 54.8% Elapsed: 3 days, 21:29:49 temperature: no ada_p: No Discriminator_loss: 0.478714 Generator_loss: 1.2666
[INFO] 2021-01-28 01:28:05 > Step: 109600 Progress: 54.8% Elapsed: 3 days, 21:33:49 temperature: no ada_p: No Discriminator_loss: 0.48373 Generator_loss: 1.05208
[INFO] 2021-01-28 01:32:05 > Step: 109700 Progress: 54.9% Elapsed: 3 days, 21:37:48 temperature: no ada_p: No Discriminator_loss: 0.245219 Generator_loss: 1.58114
[INFO] 2021-01-28 01:36:04 > Step: 109800 Progress: 54.9% Elapsed: 3 days, 21:41:48 temperature: no ada_p: No Discriminator_loss: 0.233452 Generator_loss: 1.58818
[INFO] 2021-01-28 01:40:04 > Step: 109900 Progress: 54.9% Elapsed: 3 days, 21:45:48 temperature: no ada_p: No Discriminator_loss: 0.340398 Generator_loss: 1.63663
[INFO] 2021-01-28 01:44:04 > Step: 110000 Progress: 55.0% Elapsed: 3 days, 21:49:47 temperature: no ada_p: No Discriminator_loss: 0.361383 Generator_loss: 1.51431
[INFO] 2021-01-28 01:44:04 > Start Evaluation (110000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 01:44:04 > Calculating FID Score....
[INFO] 2021-01-28 01:46:22 > Calculating Inception Score....
[INFO] 2021-01-28 01:48:30 > Calculate F_beta Score....
[INFO] 2021-01-28 02:00:03 > Calculate Accuracies....
[INFO] 2021-01-28 02:02:00 > Calculate Accuracies....
[INFO] 2021-01-28 02:06:51 > F_8 score (Step: 110000, Using valid images): 0.8385655344698986
[INFO] 2021-01-28 02:06:51 > F_1/8 score (Step: 110000, Using valid images): 0.9184806767932621
[INFO] 2021-01-28 02:06:51 > FID score (Step: 110000, Using valid moments): 32.59855665355133
[INFO] 2021-01-28 02:06:51 > Inception score (Step: 110000, 50000 generated images): 21.596675872802734
[INFO] 2021-01-28 02:06:51 > Best FID score (Step: 110000, Using valid moments): 32.59855665355133
[INFO] 2021-01-28 02:07:05 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 02:11:11 > Step: 110100 Progress: 55.0% Elapsed: 3 days, 22:16:54 temperature: no ada_p: No Discriminator_loss: 0.260732 Generator_loss: 2.05839
[INFO] 2021-01-28 02:15:10 > Step: 110200 Progress: 55.1% Elapsed: 3 days, 22:20:53 temperature: no ada_p: No Discriminator_loss: 0.277949 Generator_loss: 1.50641
[INFO] 2021-01-28 02:19:09 > Step: 110300 Progress: 55.1% Elapsed: 3 days, 22:24:52 temperature: no ada_p: No Discriminator_loss: 0.359206 Generator_loss: 1.61235
[INFO] 2021-01-28 02:23:07 > Step: 110400 Progress: 55.2% Elapsed: 3 days, 22:28:51 temperature: no ada_p: No Discriminator_loss: 0.254086 Generator_loss: 1.97782
[INFO] 2021-01-28 02:27:39 > Step: 110500 Progress: 55.2% Elapsed: 3 days, 22:33:23 temperature: no ada_p: No Discriminator_loss: 0.189312 Generator_loss: 2.33656
[INFO] 2021-01-28 02:31:39 > Step: 110600 Progress: 55.3% Elapsed: 3 days, 22:37:23 temperature: no ada_p: No Discriminator_loss: 0.489169 Generator_loss: 1.31527
[INFO] 2021-01-28 02:35:40 > Step: 110700 Progress: 55.4% Elapsed: 3 days, 22:41:24 temperature: no ada_p: No Discriminator_loss: 0.232744 Generator_loss: 2.32876
[INFO] 2021-01-28 02:39:40 > Step: 110800 Progress: 55.4% Elapsed: 3 days, 22:45:24 temperature: no ada_p: No Discriminator_loss: 0.25576 Generator_loss: 1.74173
[INFO] 2021-01-28 02:43:40 > Step: 110900 Progress: 55.5% Elapsed: 3 days, 22:49:23 temperature: no ada_p: No Discriminator_loss: 0.409215 Generator_loss: 1.56381
[INFO] 2021-01-28 02:47:40 > Step: 111000 Progress: 55.5% Elapsed: 3 days, 22:53:23 temperature: no ada_p: No Discriminator_loss: 0.251205 Generator_loss: 2.79254
[INFO] 2021-01-28 02:51:39 > Step: 111100 Progress: 55.5% Elapsed: 3 days, 22:57:23 temperature: no ada_p: No Discriminator_loss: 0.285283 Generator_loss: 1.90827
[INFO] 2021-01-28 02:55:39 > Step: 111200 Progress: 55.6% Elapsed: 3 days, 23:01:23 temperature: no ada_p: No Discriminator_loss: 0.35365 Generator_loss: 1.52782
[INFO] 2021-01-28 02:59:40 > Step: 111300 Progress: 55.6% Elapsed: 3 days, 23:05:23 temperature: no ada_p: No Discriminator_loss: 0.26222 Generator_loss: 2.26204
[INFO] 2021-01-28 03:03:39 > Step: 111400 Progress: 55.7% Elapsed: 3 days, 23:09:23 temperature: no ada_p: No Discriminator_loss: 0.224705 Generator_loss: 2.1019
[INFO] 2021-01-28 03:07:38 > Step: 111500 Progress: 55.8% Elapsed: 3 days, 23:13:22 temperature: no ada_p: No Discriminator_loss: 0.406149 Generator_loss: 1.40496
[INFO] 2021-01-28 03:11:38 > Step: 111600 Progress: 55.8% Elapsed: 3 days, 23:17:22 temperature: no ada_p: No Discriminator_loss: 0.291681 Generator_loss: 1.61798
[INFO] 2021-01-28 03:15:37 > Step: 111700 Progress: 55.9% Elapsed: 3 days, 23:21:21 temperature: no ada_p: No Discriminator_loss: 0.254256 Generator_loss: 2.23862
[INFO] 2021-01-28 03:19:36 > Step: 111800 Progress: 55.9% Elapsed: 3 days, 23:25:20 temperature: no ada_p: No Discriminator_loss: 0.454349 Generator_loss: 2.5859
[INFO] 2021-01-28 03:23:35 > Step: 111900 Progress: 56.0% Elapsed: 3 days, 23:29:19 temperature: no ada_p: No Discriminator_loss: 0.344792 Generator_loss: 2.46029
[INFO] 2021-01-28 03:27:35 > Step: 112000 Progress: 56.0% Elapsed: 3 days, 23:33:19 temperature: no ada_p: No Discriminator_loss: 0.229429 Generator_loss: 1.79586
[INFO] 2021-01-28 03:27:35 > Start Evaluation (112000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 03:27:35 > Calculating FID Score....
[INFO] 2021-01-28 03:29:53 > Calculating Inception Score....
[INFO] 2021-01-28 03:32:02 > Calculate F_beta Score....
[INFO] 2021-01-28 03:43:29 > Calculate Accuracies....
[INFO] 2021-01-28 03:45:12 > Calculate Accuracies....
[INFO] 2021-01-28 03:50:06 > F_8 score (Step: 112000, Using valid images): 0.8341111440088281
[INFO] 2021-01-28 03:50:06 > F_1/8 score (Step: 112000, Using valid images): 0.9218711187360749
[INFO] 2021-01-28 03:50:06 > FID score (Step: 112000, Using valid moments): 32.39605307729727
[INFO] 2021-01-28 03:50:06 > Inception score (Step: 112000, 50000 generated images): 21.922954559326172
[INFO] 2021-01-28 03:50:06 > Best FID score (Step: 112000, Using valid moments): 32.39605307729727
[INFO] 2021-01-28 03:50:20 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 03:54:36 > Step: 112100 Progress: 56.0% Elapsed: 4 days, 0:00:20 temperature: no ada_p: No Discriminator_loss: 0.30162 Generator_loss: 1.4079
[INFO] 2021-01-28 03:58:36 > Step: 112200 Progress: 56.1% Elapsed: 4 days, 0:04:19 temperature: no ada_p: No Discriminator_loss: 0.270685 Generator_loss: 1.69242
[INFO] 2021-01-28 04:02:35 > Step: 112300 Progress: 56.1% Elapsed: 4 days, 0:08:19 temperature: no ada_p: No Discriminator_loss: 0.268711 Generator_loss: 2.38035
[INFO] 2021-01-28 04:06:34 > Step: 112400 Progress: 56.2% Elapsed: 4 days, 0:12:18 temperature: no ada_p: No Discriminator_loss: 0.943409 Generator_loss: 0.716157
[INFO] 2021-01-28 04:10:32 > Step: 112500 Progress: 56.2% Elapsed: 4 days, 0:16:16 temperature: no ada_p: No Discriminator_loss: 0.482774 Generator_loss: 1.56384
[INFO] 2021-01-28 04:14:37 > Step: 112600 Progress: 56.3% Elapsed: 4 days, 0:20:21 temperature: no ada_p: No Discriminator_loss: 0.307764 Generator_loss: 1.4852
[INFO] 2021-01-28 04:18:39 > Step: 112700 Progress: 56.4% Elapsed: 4 days, 0:24:22 temperature: no ada_p: No Discriminator_loss: 0.273028 Generator_loss: 2.39015
[INFO] 2021-01-28 04:22:39 > Step: 112800 Progress: 56.4% Elapsed: 4 days, 0:28:23 temperature: no ada_p: No Discriminator_loss: 0.29401 Generator_loss: 1.8706
[INFO] 2021-01-28 04:26:38 > Step: 112900 Progress: 56.5% Elapsed: 4 days, 0:32:22 temperature: no ada_p: No Discriminator_loss: 0.283288 Generator_loss: 2.4478
[INFO] 2021-01-28 04:30:38 > Step: 113000 Progress: 56.5% Elapsed: 4 days, 0:36:22 temperature: no ada_p: No Discriminator_loss: 0.248082 Generator_loss: 1.87763
[INFO] 2021-01-28 04:34:39 > Step: 113100 Progress: 56.5% Elapsed: 4 days, 0:40:23 temperature: no ada_p: No Discriminator_loss: 0.406715 Generator_loss: 2.32508
[INFO] 2021-01-28 04:38:39 > Step: 113200 Progress: 56.6% Elapsed: 4 days, 0:44:23 temperature: no ada_p: No Discriminator_loss: 0.32783 Generator_loss: 1.97975
[INFO] 2021-01-28 04:42:40 > Step: 113300 Progress: 56.6% Elapsed: 4 days, 0:48:24 temperature: no ada_p: No Discriminator_loss: 0.362928 Generator_loss: 1.29798
[INFO] 2021-01-28 04:46:41 > Step: 113400 Progress: 56.7% Elapsed: 4 days, 0:52:25 temperature: no ada_p: No Discriminator_loss: 0.494268 Generator_loss: 1.16783
[INFO] 2021-01-28 04:50:41 > Step: 113500 Progress: 56.8% Elapsed: 4 days, 0:56:25 temperature: no ada_p: No Discriminator_loss: 0.269554 Generator_loss: 1.89079
[INFO] 2021-01-28 04:54:41 > Step: 113600 Progress: 56.8% Elapsed: 4 days, 1:00:25 temperature: no ada_p: No Discriminator_loss: 0.378306 Generator_loss: 2.42619
[INFO] 2021-01-28 04:58:40 > Step: 113700 Progress: 56.9% Elapsed: 4 days, 1:04:24 temperature: no ada_p: No Discriminator_loss: 0.4637 Generator_loss: 1.50065
[INFO] 2021-01-28 05:02:40 > Step: 113800 Progress: 56.9% Elapsed: 4 days, 1:08:24 temperature: no ada_p: No Discriminator_loss: 0.270618 Generator_loss: 1.87264
[INFO] 2021-01-28 05:06:41 > Step: 113900 Progress: 57.0% Elapsed: 4 days, 1:12:25 temperature: no ada_p: No Discriminator_loss: 0.453947 Generator_loss: 1.16698
[INFO] 2021-01-28 05:10:40 > Step: 114000 Progress: 57.0% Elapsed: 4 days, 1:16:24 temperature: no ada_p: No Discriminator_loss: 0.310783 Generator_loss: 1.19405
[INFO] 2021-01-28 05:10:40 > Start Evaluation (114000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 05:10:40 > Calculating FID Score....
[INFO] 2021-01-28 05:12:59 > Calculating Inception Score....
[INFO] 2021-01-28 05:15:07 > Calculate F_beta Score....
[INFO] 2021-01-28 05:26:36 > Calculate Accuracies....
[INFO] 2021-01-28 05:28:33 > Calculate Accuracies....
[INFO] 2021-01-28 05:33:25 > F_8 score (Step: 114000, Using valid images): 0.8447236325808665
[INFO] 2021-01-28 05:33:25 > F_1/8 score (Step: 114000, Using valid images): 0.926259290526469
[INFO] 2021-01-28 05:33:25 > FID score (Step: 114000, Using valid moments): 32.174385918460814
[INFO] 2021-01-28 05:33:25 > Inception score (Step: 114000, 50000 generated images): 21.863624572753906
[INFO] 2021-01-28 05:33:25 > Best FID score (Step: 114000, Using valid moments): 32.174385918460814
[INFO] 2021-01-28 05:33:40 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 05:37:39 > Step: 114100 Progress: 57.0% Elapsed: 4 days, 1:43:23 temperature: no ada_p: No Discriminator_loss: 0.226054 Generator_loss: 1.85463
[INFO] 2021-01-28 05:41:37 > Step: 114200 Progress: 57.1% Elapsed: 4 days, 1:47:21 temperature: no ada_p: No Discriminator_loss: 0.296027 Generator_loss: 1.5174
[INFO] 2021-01-28 05:45:34 > Step: 114300 Progress: 57.1% Elapsed: 4 days, 1:51:18 temperature: no ada_p: No Discriminator_loss: 0.425047 Generator_loss: 1.31852
[INFO] 2021-01-28 05:49:33 > Step: 114400 Progress: 57.2% Elapsed: 4 days, 1:55:16 temperature: no ada_p: No Discriminator_loss: 0.325366 Generator_loss: 2.50427
[INFO] 2021-01-28 05:54:02 > Step: 114500 Progress: 57.2% Elapsed: 4 days, 1:59:46 temperature: no ada_p: No Discriminator_loss: 0.44395 Generator_loss: 1.07516
[INFO] 2021-01-28 05:58:02 > Step: 114600 Progress: 57.3% Elapsed: 4 days, 2:03:46 temperature: no ada_p: No Discriminator_loss: 0.392664 Generator_loss: 1.36926
[INFO] 2021-01-28 06:02:02 > Step: 114700 Progress: 57.4% Elapsed: 4 days, 2:07:46 temperature: no ada_p: No Discriminator_loss: 0.248277 Generator_loss: 1.9368
[INFO] 2021-01-28 06:06:02 > Step: 114800 Progress: 57.4% Elapsed: 4 days, 2:11:46 temperature: no ada_p: No Discriminator_loss: 0.272391 Generator_loss: 2.6455
[INFO] 2021-01-28 06:10:02 > Step: 114900 Progress: 57.5% Elapsed: 4 days, 2:15:46 temperature: no ada_p: No Discriminator_loss: 0.348553 Generator_loss: 1.41845
[INFO] 2021-01-28 06:14:02 > Step: 115000 Progress: 57.5% Elapsed: 4 days, 2:19:46 temperature: no ada_p: No Discriminator_loss: 0.281897 Generator_loss: 1.28718
[INFO] 2021-01-28 06:18:07 > Step: 115100 Progress: 57.6% Elapsed: 4 days, 2:23:51 temperature: no ada_p: No Discriminator_loss: 0.497039 Generator_loss: 2.51599
[INFO] 2021-01-28 06:22:07 > Step: 115200 Progress: 57.6% Elapsed: 4 days, 2:27:50 temperature: no ada_p: No Discriminator_loss: 0.340789 Generator_loss: 1.48033
[INFO] 2021-01-28 06:26:07 > Step: 115300 Progress: 57.6% Elapsed: 4 days, 2:31:51 temperature: no ada_p: No Discriminator_loss: 0.288645 Generator_loss: 1.81813
[INFO] 2021-01-28 06:30:07 > Step: 115400 Progress: 57.7% Elapsed: 4 days, 2:35:51 temperature: no ada_p: No Discriminator_loss: 0.246543 Generator_loss: 1.77682
[INFO] 2021-01-28 06:34:06 > Step: 115500 Progress: 57.8% Elapsed: 4 days, 2:39:50 temperature: no ada_p: No Discriminator_loss: 0.216405 Generator_loss: 1.6312
[INFO] 2021-01-28 06:38:06 > Step: 115600 Progress: 57.8% Elapsed: 4 days, 2:43:50 temperature: no ada_p: No Discriminator_loss: 0.467301 Generator_loss: 1.73077
[INFO] 2021-01-28 06:42:06 > Step: 115700 Progress: 57.9% Elapsed: 4 days, 2:47:50 temperature: no ada_p: No Discriminator_loss: 0.294665 Generator_loss: 1.72414
[INFO] 2021-01-28 06:46:05 > Step: 115800 Progress: 57.9% Elapsed: 4 days, 2:51:49 temperature: no ada_p: No Discriminator_loss: 0.253568 Generator_loss: 1.47023
[INFO] 2021-01-28 06:50:05 > Step: 115900 Progress: 58.0% Elapsed: 4 days, 2:55:49 temperature: no ada_p: No Discriminator_loss: 0.37875 Generator_loss: 1.54034
[INFO] 2021-01-28 06:54:04 > Step: 116000 Progress: 58.0% Elapsed: 4 days, 2:59:48 temperature: no ada_p: No Discriminator_loss: 0.348358 Generator_loss: 1.85796
[INFO] 2021-01-28 06:54:04 > Start Evaluation (116000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 06:54:04 > Calculating FID Score....
[INFO] 2021-01-28 06:56:23 > Calculating Inception Score....
[INFO] 2021-01-28 06:58:31 > Calculate F_beta Score....
[INFO] 2021-01-28 07:10:01 > Calculate Accuracies....
[INFO] 2021-01-28 07:11:58 > Calculate Accuracies....
[INFO] 2021-01-28 07:16:50 > F_8 score (Step: 116000, Using valid images): 0.8567191331771058
[INFO] 2021-01-28 07:16:50 > F_1/8 score (Step: 116000, Using valid images): 0.9277959728388138
[INFO] 2021-01-28 07:16:50 > FID score (Step: 116000, Using valid moments): 32.13627707331676
[INFO] 2021-01-28 07:16:50 > Inception score (Step: 116000, 50000 generated images): 22.14616584777832
[INFO] 2021-01-28 07:16:50 > Best FID score (Step: 116000, Using valid moments): 32.13627707331676
[INFO] 2021-01-28 07:17:05 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 07:21:03 > Step: 116100 Progress: 58.1% Elapsed: 4 days, 3:26:46 temperature: no ada_p: No Discriminator_loss: 0.377728 Generator_loss: 1.47572
[INFO] 2021-01-28 07:24:59 > Step: 116200 Progress: 58.1% Elapsed: 4 days, 3:30:43 temperature: no ada_p: No Discriminator_loss: 0.237156 Generator_loss: 1.57132
[INFO] 2021-01-28 07:28:56 > Step: 116300 Progress: 58.1% Elapsed: 4 days, 3:34:40 temperature: no ada_p: No Discriminator_loss: 0.290571 Generator_loss: 1.81187
[INFO] 2021-01-28 07:32:52 > Step: 116400 Progress: 58.2% Elapsed: 4 days, 3:38:36 temperature: no ada_p: No Discriminator_loss: 0.403531 Generator_loss: 1.14949
[INFO] 2021-01-28 07:37:21 > Step: 116500 Progress: 58.2% Elapsed: 4 days, 3:43:04 temperature: no ada_p: No Discriminator_loss: 0.432662 Generator_loss: 1.33148
[INFO] 2021-01-28 07:41:20 > Step: 116600 Progress: 58.3% Elapsed: 4 days, 3:47:04 temperature: no ada_p: No Discriminator_loss: 0.28701 Generator_loss: 1.79362
[INFO] 2021-01-28 07:45:19 > Step: 116700 Progress: 58.4% Elapsed: 4 days, 3:51:03 temperature: no ada_p: No Discriminator_loss: 0.254386 Generator_loss: 1.9408
[INFO] 2021-01-28 07:49:19 > Step: 116800 Progress: 58.4% Elapsed: 4 days, 3:55:03 temperature: no ada_p: No Discriminator_loss: 0.300963 Generator_loss: 1.84108
[INFO] 2021-01-28 07:53:18 > Step: 116900 Progress: 58.5% Elapsed: 4 days, 3:59:02 temperature: no ada_p: No Discriminator_loss: 0.253426 Generator_loss: 1.78331
[INFO] 2021-01-28 07:57:16 > Step: 117000 Progress: 58.5% Elapsed: 4 days, 4:03:00 temperature: no ada_p: No Discriminator_loss: 0.231761 Generator_loss: 1.8931
[INFO] 2021-01-28 08:01:15 > Step: 117100 Progress: 58.6% Elapsed: 4 days, 4:06:59 temperature: no ada_p: No Discriminator_loss: 0.238906 Generator_loss: 2.22801
[INFO] 2021-01-28 08:05:14 > Step: 117200 Progress: 58.6% Elapsed: 4 days, 4:10:58 temperature: no ada_p: No Discriminator_loss: 0.508144 Generator_loss: 2.3933
[INFO] 2021-01-28 08:09:13 > Step: 117300 Progress: 58.7% Elapsed: 4 days, 4:14:57 temperature: no ada_p: No Discriminator_loss: 0.328561 Generator_loss: 1.7276
[INFO] 2021-01-28 08:13:12 > Step: 117400 Progress: 58.7% Elapsed: 4 days, 4:18:56 temperature: no ada_p: No Discriminator_loss: 0.276955 Generator_loss: 1.52112
[INFO] 2021-01-28 08:17:11 > Step: 117500 Progress: 58.8% Elapsed: 4 days, 4:22:55 temperature: no ada_p: No Discriminator_loss: 0.240331 Generator_loss: 2.0506
[INFO] 2021-01-28 08:21:15 > Step: 117600 Progress: 58.8% Elapsed: 4 days, 4:26:59 temperature: no ada_p: No Discriminator_loss: 0.358875 Generator_loss: 1.72987
[INFO] 2021-01-28 08:25:16 > Step: 117700 Progress: 58.9% Elapsed: 4 days, 4:31:00 temperature: no ada_p: No Discriminator_loss: 0.231308 Generator_loss: 1.86103
[INFO] 2021-01-28 08:29:17 > Step: 117800 Progress: 58.9% Elapsed: 4 days, 4:35:01 temperature: no ada_p: No Discriminator_loss: 0.266699 Generator_loss: 1.75551
[INFO] 2021-01-28 08:33:17 > Step: 117900 Progress: 59.0% Elapsed: 4 days, 4:39:01 temperature: no ada_p: No Discriminator_loss: 0.185769 Generator_loss: 1.95208
[INFO] 2021-01-28 08:37:16 > Step: 118000 Progress: 59.0% Elapsed: 4 days, 4:43:00 temperature: no ada_p: No Discriminator_loss: 0.201821 Generator_loss: 1.90627
[INFO] 2021-01-28 08:37:16 > Start Evaluation (118000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 08:37:16 > Calculating FID Score....
[INFO] 2021-01-28 08:39:35 > Calculating Inception Score....
[INFO] 2021-01-28 08:41:43 > Calculate F_beta Score....
[INFO] 2021-01-28 08:53:20 > Calculate Accuracies....
[INFO] 2021-01-28 08:55:18 > Calculate Accuracies....
[INFO] 2021-01-28 09:00:12 > F_8 score (Step: 118000, Using valid images): 0.8497537058459028
[INFO] 2021-01-28 09:00:12 > F_1/8 score (Step: 118000, Using valid images): 0.9223212184273911
[INFO] 2021-01-28 09:00:12 > FID score (Step: 118000, Using valid moments): 31.728423458489658
[INFO] 2021-01-28 09:00:12 > Inception score (Step: 118000, 50000 generated images): 22.178640365600586
[INFO] 2021-01-28 09:00:12 > Best FID score (Step: 118000, Using valid moments): 31.728423458489658
[INFO] 2021-01-28 09:00:26 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 09:04:25 > Step: 118100 Progress: 59.1% Elapsed: 4 days, 5:10:09 temperature: no ada_p: No Discriminator_loss: 0.316333 Generator_loss: 1.60062
[INFO] 2021-01-28 09:08:22 > Step: 118200 Progress: 59.1% Elapsed: 4 days, 5:14:06 temperature: no ada_p: No Discriminator_loss: 0.350254 Generator_loss: 2.60369
[INFO] 2021-01-28 09:12:19 > Step: 118300 Progress: 59.2% Elapsed: 4 days, 5:18:02 temperature: no ada_p: No Discriminator_loss: 0.287628 Generator_loss: 2.42311
[INFO] 2021-01-28 09:16:16 > Step: 118400 Progress: 59.2% Elapsed: 4 days, 5:22:00 temperature: no ada_p: No Discriminator_loss: 0.429257 Generator_loss: 1.32135
[INFO] 2021-01-28 09:20:45 > Step: 118500 Progress: 59.2% Elapsed: 4 days, 5:26:29 temperature: no ada_p: No Discriminator_loss: 0.445254 Generator_loss: 1.23841
[INFO] 2021-01-28 09:24:44 > Step: 118600 Progress: 59.3% Elapsed: 4 days, 5:30:28 temperature: no ada_p: No Discriminator_loss: 0.380949 Generator_loss: 1.71544
[INFO] 2021-01-28 09:28:43 > Step: 118700 Progress: 59.4% Elapsed: 4 days, 5:34:26 temperature: no ada_p: No Discriminator_loss: 0.283456 Generator_loss: 1.47546
[INFO] 2021-01-28 09:32:42 > Step: 118800 Progress: 59.4% Elapsed: 4 days, 5:38:26 temperature: no ada_p: No Discriminator_loss: 0.402922 Generator_loss: 1.48142
[INFO] 2021-01-28 09:36:41 > Step: 118900 Progress: 59.5% Elapsed: 4 days, 5:42:25 temperature: no ada_p: No Discriminator_loss: 0.418414 Generator_loss: 1.65643
[INFO] 2021-01-28 09:40:40 > Step: 119000 Progress: 59.5% Elapsed: 4 days, 5:46:24 temperature: no ada_p: No Discriminator_loss: 0.316999 Generator_loss: 1.58984
[INFO] 2021-01-28 09:44:39 > Step: 119100 Progress: 59.6% Elapsed: 4 days, 5:50:23 temperature: no ada_p: No Discriminator_loss: 0.262141 Generator_loss: 1.88761
[INFO] 2021-01-28 09:48:39 > Step: 119200 Progress: 59.6% Elapsed: 4 days, 5:54:22 temperature: no ada_p: No Discriminator_loss: 0.479417 Generator_loss: 1.16875
[INFO] 2021-01-28 09:52:38 > Step: 119300 Progress: 59.7% Elapsed: 4 days, 5:58:21 temperature: no ada_p: No Discriminator_loss: 0.317685 Generator_loss: 1.60292
[INFO] 2021-01-28 09:56:37 > Step: 119400 Progress: 59.7% Elapsed: 4 days, 6:02:21 temperature: no ada_p: No Discriminator_loss: 0.483384 Generator_loss: 2.36847
[INFO] 2021-01-28 10:00:36 > Step: 119500 Progress: 59.8% Elapsed: 4 days, 6:06:20 temperature: no ada_p: No Discriminator_loss: 0.380622 Generator_loss: 1.35131
[INFO] 2021-01-28 10:04:35 > Step: 119600 Progress: 59.8% Elapsed: 4 days, 6:10:19 temperature: no ada_p: No Discriminator_loss: 0.243147 Generator_loss: 2.35427
[INFO] 2021-01-28 10:08:35 > Step: 119700 Progress: 59.9% Elapsed: 4 days, 6:14:19 temperature: no ada_p: No Discriminator_loss: 0.369059 Generator_loss: 1.4734
[INFO] 2021-01-28 10:12:34 > Step: 119800 Progress: 59.9% Elapsed: 4 days, 6:18:17 temperature: no ada_p: No Discriminator_loss: 0.318217 Generator_loss: 1.87206
[INFO] 2021-01-28 10:16:33 > Step: 119900 Progress: 60.0% Elapsed: 4 days, 6:22:17 temperature: no ada_p: No Discriminator_loss: 0.248796 Generator_loss: 2.50183
[INFO] 2021-01-28 10:20:32 > Step: 120000 Progress: 60.0% Elapsed: 4 days, 6:26:15 temperature: no ada_p: No Discriminator_loss: 0.251085 Generator_loss: 2.34282
[INFO] 2021-01-28 10:20:32 > Start Evaluation (120000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 10:20:32 > Calculating FID Score....
[INFO] 2021-01-28 10:22:50 > Calculating Inception Score....
[INFO] 2021-01-28 10:24:58 > Calculate F_beta Score....
[INFO] 2021-01-28 10:36:29 > Calculate Accuracies....
[INFO] 2021-01-28 10:38:13 > Calculate Accuracies....
[INFO] 2021-01-28 10:43:06 > F_8 score (Step: 120000, Using valid images): 0.8418929534755651
[INFO] 2021-01-28 10:43:06 > F_1/8 score (Step: 120000, Using valid images): 0.9302295565414841
[INFO] 2021-01-28 10:43:06 > FID score (Step: 120000, Using valid moments): 31.474358765011175
[INFO] 2021-01-28 10:43:06 > Inception score (Step: 120000, 50000 generated images): 22.209299087524414
[INFO] 2021-01-28 10:43:06 > Best FID score (Step: 120000, Using valid moments): 31.474358765011175
[INFO] 2021-01-28 10:43:20 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 10:47:25 > Step: 120100 Progress: 60.1% Elapsed: 4 days, 6:53:08 temperature: no ada_p: No Discriminator_loss: 0.28587 Generator_loss: 2.03916
[INFO] 2021-01-28 10:51:45 > Step: 120200 Progress: 60.1% Elapsed: 4 days, 6:57:29 temperature: no ada_p: No Discriminator_loss: 0.282345 Generator_loss: 1.57172
[INFO] 2021-01-28 10:55:44 > Step: 120300 Progress: 60.2% Elapsed: 4 days, 7:01:28 temperature: no ada_p: No Discriminator_loss: 0.375819 Generator_loss: 1.61412
[INFO] 2021-01-28 10:59:44 > Step: 120400 Progress: 60.2% Elapsed: 4 days, 7:05:28 temperature: no ada_p: No Discriminator_loss: 0.412095 Generator_loss: 1.47562
[INFO] 2021-01-28 11:03:44 > Step: 120500 Progress: 60.2% Elapsed: 4 days, 7:09:27 temperature: no ada_p: No Discriminator_loss: 0.324909 Generator_loss: 1.85926
[INFO] 2021-01-28 11:07:44 > Step: 120600 Progress: 60.3% Elapsed: 4 days, 7:13:27 temperature: no ada_p: No Discriminator_loss: 0.212615 Generator_loss: 1.91177
[INFO] 2021-01-28 11:11:43 > Step: 120700 Progress: 60.4% Elapsed: 4 days, 7:17:26 temperature: no ada_p: No Discriminator_loss: 0.286921 Generator_loss: 1.69336
[INFO] 2021-01-28 11:15:42 > Step: 120800 Progress: 60.4% Elapsed: 4 days, 7:21:26 temperature: no ada_p: No Discriminator_loss: 0.232026 Generator_loss: 1.79416
[INFO] 2021-01-28 11:19:41 > Step: 120900 Progress: 60.5% Elapsed: 4 days, 7:25:25 temperature: no ada_p: No Discriminator_loss: 0.253568 Generator_loss: 2.09174
[INFO] 2021-01-28 11:23:41 > Step: 121000 Progress: 60.5% Elapsed: 4 days, 7:29:25 temperature: no ada_p: No Discriminator_loss: 0.428019 Generator_loss: 1.5677
[INFO] 2021-01-28 11:27:41 > Step: 121100 Progress: 60.6% Elapsed: 4 days, 7:33:24 temperature: no ada_p: No Discriminator_loss: 0.349898 Generator_loss: 1.40757
[INFO] 2021-01-28 11:31:40 > Step: 121200 Progress: 60.6% Elapsed: 4 days, 7:37:24 temperature: no ada_p: No Discriminator_loss: 0.405057 Generator_loss: 1.4807
[INFO] 2021-01-28 11:35:40 > Step: 121300 Progress: 60.7% Elapsed: 4 days, 7:41:24 temperature: no ada_p: No Discriminator_loss: 0.373436 Generator_loss: 1.37436
[INFO] 2021-01-28 11:39:39 > Step: 121400 Progress: 60.7% Elapsed: 4 days, 7:45:23 temperature: no ada_p: No Discriminator_loss: 0.19681 Generator_loss: 1.95357
[INFO] 2021-01-28 11:43:39 > Step: 121500 Progress: 60.8% Elapsed: 4 days, 7:49:22 temperature: no ada_p: No Discriminator_loss: 0.307601 Generator_loss: 1.25135
[INFO] 2021-01-28 11:47:38 > Step: 121600 Progress: 60.8% Elapsed: 4 days, 7:53:21 temperature: no ada_p: No Discriminator_loss: 0.405575 Generator_loss: 1.50088
[INFO] 2021-01-28 11:51:37 > Step: 121700 Progress: 60.9% Elapsed: 4 days, 7:57:21 temperature: no ada_p: No Discriminator_loss: 0.519003 Generator_loss: 1.40822
[INFO] 2021-01-28 11:55:37 > Step: 121800 Progress: 60.9% Elapsed: 4 days, 8:01:20 temperature: no ada_p: No Discriminator_loss: 0.279676 Generator_loss: 1.92773
[INFO] 2021-01-28 11:59:36 > Step: 121900 Progress: 61.0% Elapsed: 4 days, 8:05:20 temperature: no ada_p: No Discriminator_loss: 0.800288 Generator_loss: 1.07345
[INFO] 2021-01-28 12:03:35 > Step: 122000 Progress: 61.0% Elapsed: 4 days, 8:09:19 temperature: no ada_p: No Discriminator_loss: 0.228402 Generator_loss: 1.7681
[INFO] 2021-01-28 12:03:35 > Start Evaluation (122000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 12:03:35 > Calculating FID Score....
[INFO] 2021-01-28 12:05:54 > Calculating Inception Score....
[INFO] 2021-01-28 12:08:03 > Calculate F_beta Score....
[INFO] 2021-01-28 12:19:32 > Calculate Accuracies....
[INFO] 2021-01-28 12:21:16 > Calculate Accuracies....
[INFO] 2021-01-28 12:26:07 > F_8 score (Step: 122000, Using valid images): 0.8558415278781911
[INFO] 2021-01-28 12:26:07 > F_1/8 score (Step: 122000, Using valid images): 0.925810615776184
[INFO] 2021-01-28 12:26:07 > FID score (Step: 122000, Using valid moments): 31.683341398746734
[INFO] 2021-01-28 12:26:07 > Inception score (Step: 122000, 50000 generated images): 22.41068458557129
[INFO] 2021-01-28 12:26:07 > Best FID score (Step: 120000, Using valid moments): 31.474358765011175
[INFO] 2021-01-28 12:26:14 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 12:30:33 > Step: 122100 Progress: 61.1% Elapsed: 4 days, 8:36:17 temperature: no ada_p: No Discriminator_loss: 0.335389 Generator_loss: 1.5206
[INFO] 2021-01-28 12:34:33 > Step: 122200 Progress: 61.1% Elapsed: 4 days, 8:40:17 temperature: no ada_p: No Discriminator_loss: 0.352132 Generator_loss: 2.27745
[INFO] 2021-01-28 12:38:32 > Step: 122300 Progress: 61.2% Elapsed: 4 days, 8:44:16 temperature: no ada_p: No Discriminator_loss: 0.219312 Generator_loss: 1.81143
[INFO] 2021-01-28 12:42:32 > Step: 122400 Progress: 61.2% Elapsed: 4 days, 8:48:16 temperature: no ada_p: No Discriminator_loss: 0.28124 Generator_loss: 2.50723
[INFO] 2021-01-28 12:46:31 > Step: 122500 Progress: 61.3% Elapsed: 4 days, 8:52:15 temperature: no ada_p: No Discriminator_loss: 0.260498 Generator_loss: 1.8391
[INFO] 2021-01-28 12:50:35 > Step: 122600 Progress: 61.3% Elapsed: 4 days, 8:56:19 temperature: no ada_p: No Discriminator_loss: 0.283119 Generator_loss: 1.86142
[INFO] 2021-01-28 12:54:37 > Step: 122700 Progress: 61.4% Elapsed: 4 days, 9:00:21 temperature: no ada_p: No Discriminator_loss: 0.207621 Generator_loss: 2.79197
[INFO] 2021-01-28 12:58:38 > Step: 122800 Progress: 61.4% Elapsed: 4 days, 9:04:22 temperature: no ada_p: No Discriminator_loss: 0.301633 Generator_loss: 1.57947
[INFO] 2021-01-28 13:02:38 > Step: 122900 Progress: 61.5% Elapsed: 4 days, 9:08:22 temperature: no ada_p: No Discriminator_loss: 0.456408 Generator_loss: 1.2565
[INFO] 2021-01-28 13:06:39 > Step: 123000 Progress: 61.5% Elapsed: 4 days, 9:12:23 temperature: no ada_p: No Discriminator_loss: 0.29036 Generator_loss: 1.81722
[INFO] 2021-01-28 13:10:40 > Step: 123100 Progress: 61.6% Elapsed: 4 days, 9:16:24 temperature: no ada_p: No Discriminator_loss: 0.406668 Generator_loss: 1.17397
[INFO] 2021-01-28 13:14:40 > Step: 123200 Progress: 61.6% Elapsed: 4 days, 9:20:24 temperature: no ada_p: No Discriminator_loss: 0.307092 Generator_loss: 1.63237
[INFO] 2021-01-28 13:18:41 > Step: 123300 Progress: 61.7% Elapsed: 4 days, 9:24:25 temperature: no ada_p: No Discriminator_loss: 0.32661 Generator_loss: 1.54619
[INFO] 2021-01-28 13:22:43 > Step: 123400 Progress: 61.7% Elapsed: 4 days, 9:28:26 temperature: no ada_p: No Discriminator_loss: 0.2461 Generator_loss: 1.68673
[INFO] 2021-01-28 13:26:43 > Step: 123500 Progress: 61.8% Elapsed: 4 days, 9:32:27 temperature: no ada_p: No Discriminator_loss: 0.378145 Generator_loss: 1.46617
[INFO] 2021-01-28 13:30:45 > Step: 123600 Progress: 61.8% Elapsed: 4 days, 9:36:28 temperature: no ada_p: No Discriminator_loss: 0.424589 Generator_loss: 1.46457
[INFO] 2021-01-28 13:34:45 > Step: 123700 Progress: 61.9% Elapsed: 4 days, 9:40:29 temperature: no ada_p: No Discriminator_loss: 0.428346 Generator_loss: 1.25485
[INFO] 2021-01-28 13:38:45 > Step: 123800 Progress: 61.9% Elapsed: 4 days, 9:44:29 temperature: no ada_p: No Discriminator_loss: 0.392293 Generator_loss: 1.51958
[INFO] 2021-01-28 13:42:45 > Step: 123900 Progress: 62.0% Elapsed: 4 days, 9:48:29 temperature: no ada_p: No Discriminator_loss: 0.377706 Generator_loss: 1.47318
[INFO] 2021-01-28 13:46:46 > Step: 124000 Progress: 62.0% Elapsed: 4 days, 9:52:30 temperature: no ada_p: No Discriminator_loss: 0.272602 Generator_loss: 2.79987
[INFO] 2021-01-28 13:46:46 > Start Evaluation (124000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 13:46:46 > Calculating FID Score....
[INFO] 2021-01-28 13:49:05 > Calculating Inception Score....
[INFO] 2021-01-28 13:51:13 > Calculate F_beta Score....
[INFO] 2021-01-28 14:02:45 > Calculate Accuracies....
[INFO] 2021-01-28 14:04:29 > Calculate Accuracies....
[INFO] 2021-01-28 14:09:20 > F_8 score (Step: 124000, Using valid images): 0.8451035633828445
[INFO] 2021-01-28 14:09:20 > F_1/8 score (Step: 124000, Using valid images): 0.9274035349275372
[INFO] 2021-01-28 14:09:20 > FID score (Step: 124000, Using valid moments): 31.309975261956083
[INFO] 2021-01-28 14:09:20 > Inception score (Step: 124000, 50000 generated images): 22.476394653320312
[INFO] 2021-01-28 14:09:20 > Best FID score (Step: 124000, Using valid moments): 31.309975261956083
[INFO] 2021-01-28 14:09:34 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 14:13:53 > Step: 124100 Progress: 62.1% Elapsed: 4 days, 10:19:37 temperature: no ada_p: No Discriminator_loss: 0.254158 Generator_loss: 2.08956
[INFO] 2021-01-28 14:17:53 > Step: 124200 Progress: 62.1% Elapsed: 4 days, 10:23:36 temperature: no ada_p: No Discriminator_loss: 0.694827 Generator_loss: 0.936464
[INFO] 2021-01-28 14:21:52 > Step: 124300 Progress: 62.2% Elapsed: 4 days, 10:27:36 temperature: no ada_p: No Discriminator_loss: 0.216133 Generator_loss: 2.10703
[INFO] 2021-01-28 14:25:52 > Step: 124400 Progress: 62.2% Elapsed: 4 days, 10:31:35 temperature: no ada_p: No Discriminator_loss: 0.254622 Generator_loss: 1.66133
[INFO] 2021-01-28 14:29:52 > Step: 124500 Progress: 62.3% Elapsed: 4 days, 10:35:35 temperature: no ada_p: No Discriminator_loss: 0.236903 Generator_loss: 1.94907
[INFO] 2021-01-28 14:33:51 > Step: 124600 Progress: 62.3% Elapsed: 4 days, 10:39:35 temperature: no ada_p: No Discriminator_loss: 0.323834 Generator_loss: 1.65772
[INFO] 2021-01-28 14:37:51 > Step: 124700 Progress: 62.4% Elapsed: 4 days, 10:43:34 temperature: no ada_p: No Discriminator_loss: 0.263059 Generator_loss: 1.85203
[INFO] 2021-01-28 14:41:50 > Step: 124800 Progress: 62.4% Elapsed: 4 days, 10:47:33 temperature: no ada_p: No Discriminator_loss: 0.323621 Generator_loss: 1.41926
[INFO] 2021-01-28 14:45:49 > Step: 124900 Progress: 62.5% Elapsed: 4 days, 10:51:33 temperature: no ada_p: No Discriminator_loss: 0.249299 Generator_loss: 1.98101
[INFO] 2021-01-28 14:49:49 > Step: 125000 Progress: 62.5% Elapsed: 4 days, 10:55:33 temperature: no ada_p: No Discriminator_loss: 0.28521 Generator_loss: 1.63381
[INFO] 2021-01-28 14:53:49 > Step: 125100 Progress: 62.5% Elapsed: 4 days, 10:59:33 temperature: no ada_p: No Discriminator_loss: 0.282898 Generator_loss: 1.90984
[INFO] 2021-01-28 14:57:55 > Step: 125200 Progress: 62.6% Elapsed: 4 days, 11:03:39 temperature: no ada_p: No Discriminator_loss: 0.215944 Generator_loss: 2.10111
[INFO] 2021-01-28 15:01:56 > Step: 125300 Progress: 62.6% Elapsed: 4 days, 11:07:39 temperature: no ada_p: No Discriminator_loss: 0.258408 Generator_loss: 2.19253
[INFO] 2021-01-28 15:05:56 > Step: 125400 Progress: 62.7% Elapsed: 4 days, 11:11:39 temperature: no ada_p: No Discriminator_loss: 0.237548 Generator_loss: 1.66932
[INFO] 2021-01-28 15:09:56 > Step: 125500 Progress: 62.7% Elapsed: 4 days, 11:15:39 temperature: no ada_p: No Discriminator_loss: 0.301616 Generator_loss: 2.62882
[INFO] 2021-01-28 15:13:56 > Step: 125600 Progress: 62.8% Elapsed: 4 days, 11:19:39 temperature: no ada_p: No Discriminator_loss: 0.362567 Generator_loss: 1.51235
[INFO] 2021-01-28 15:17:56 > Step: 125700 Progress: 62.8% Elapsed: 4 days, 11:23:39 temperature: no ada_p: No Discriminator_loss: 0.273707 Generator_loss: 2.28228
[INFO] 2021-01-28 15:21:56 > Step: 125800 Progress: 62.9% Elapsed: 4 days, 11:27:40 temperature: no ada_p: No Discriminator_loss: 0.322272 Generator_loss: 1.69381
[INFO] 2021-01-28 15:25:57 > Step: 125900 Progress: 62.9% Elapsed: 4 days, 11:31:41 temperature: no ada_p: No Discriminator_loss: 0.25721 Generator_loss: 2.64839
[INFO] 2021-01-28 15:29:58 > Step: 126000 Progress: 63.0% Elapsed: 4 days, 11:35:41 temperature: no ada_p: No Discriminator_loss: 0.38997 Generator_loss: 2.47929
[INFO] 2021-01-28 15:29:58 > Start Evaluation (126000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 15:29:58 > Calculating FID Score....
[INFO] 2021-01-28 15:32:17 > Calculating Inception Score....
[INFO] 2021-01-28 15:34:25 > Calculate F_beta Score....
[INFO] 2021-01-28 15:45:52 > Calculate Accuracies....
[INFO] 2021-01-28 15:47:49 > Calculate Accuracies....
[INFO] 2021-01-28 15:52:40 > F_8 score (Step: 126000, Using valid images): 0.8576783706007163
[INFO] 2021-01-28 15:52:40 > F_1/8 score (Step: 126000, Using valid images): 0.9261465685525391
[INFO] 2021-01-28 15:52:40 > FID score (Step: 126000, Using valid moments): 31.22536911542204
[INFO] 2021-01-28 15:52:40 > Inception score (Step: 126000, 50000 generated images): 22.75525665283203
[INFO] 2021-01-28 15:52:40 > Best FID score (Step: 126000, Using valid moments): 31.22536911542204
[INFO] 2021-01-28 15:52:55 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 15:56:54 > Step: 126100 Progress: 63.0% Elapsed: 4 days, 12:02:38 temperature: no ada_p: No Discriminator_loss: 0.283212 Generator_loss: 2.3197
[INFO] 2021-01-28 16:00:51 > Step: 126200 Progress: 63.1% Elapsed: 4 days, 12:06:34 temperature: no ada_p: No Discriminator_loss: 0.415093 Generator_loss: 1.55464
[INFO] 2021-01-28 16:04:47 > Step: 126300 Progress: 63.1% Elapsed: 4 days, 12:10:31 temperature: no ada_p: No Discriminator_loss: 0.296365 Generator_loss: 1.77309
[INFO] 2021-01-28 16:08:45 > Step: 126400 Progress: 63.2% Elapsed: 4 days, 12:14:28 temperature: no ada_p: No Discriminator_loss: 0.317668 Generator_loss: 1.70047
[INFO] 2021-01-28 16:13:13 > Step: 126500 Progress: 63.2% Elapsed: 4 days, 12:18:57 temperature: no ada_p: No Discriminator_loss: 0.299923 Generator_loss: 1.83189
[INFO] 2021-01-28 16:17:12 > Step: 126600 Progress: 63.3% Elapsed: 4 days, 12:22:56 temperature: no ada_p: No Discriminator_loss: 0.371142 Generator_loss: 1.45676
[INFO] 2021-01-28 16:21:11 > Step: 126700 Progress: 63.3% Elapsed: 4 days, 12:26:55 temperature: no ada_p: No Discriminator_loss: 0.309765 Generator_loss: 1.73075
[INFO] 2021-01-28 16:25:10 > Step: 126800 Progress: 63.4% Elapsed: 4 days, 12:30:54 temperature: no ada_p: No Discriminator_loss: 0.21453 Generator_loss: 1.82593
[INFO] 2021-01-28 16:29:09 > Step: 126900 Progress: 63.4% Elapsed: 4 days, 12:34:53 temperature: no ada_p: No Discriminator_loss: 0.405151 Generator_loss: 1.59998
[INFO] 2021-01-28 16:33:08 > Step: 127000 Progress: 63.5% Elapsed: 4 days, 12:38:52 temperature: no ada_p: No Discriminator_loss: 0.284343 Generator_loss: 1.7601
[INFO] 2021-01-28 16:37:07 > Step: 127100 Progress: 63.5% Elapsed: 4 days, 12:42:51 temperature: no ada_p: No Discriminator_loss: 0.263899 Generator_loss: 1.65007
[INFO] 2021-01-28 16:41:06 > Step: 127200 Progress: 63.6% Elapsed: 4 days, 12:46:50 temperature: no ada_p: No Discriminator_loss: 0.316518 Generator_loss: 1.65043
[INFO] 2021-01-28 16:45:05 > Step: 127300 Progress: 63.6% Elapsed: 4 days, 12:50:49 temperature: no ada_p: No Discriminator_loss: 0.726875 Generator_loss: 1.14739
[INFO] 2021-01-28 16:49:04 > Step: 127400 Progress: 63.7% Elapsed: 4 days, 12:54:48 temperature: no ada_p: No Discriminator_loss: 0.210526 Generator_loss: 1.73137
[INFO] 2021-01-28 16:53:02 > Step: 127500 Progress: 63.7% Elapsed: 4 days, 12:58:46 temperature: no ada_p: No Discriminator_loss: 0.328011 Generator_loss: 1.59475
[INFO] 2021-01-28 16:57:00 > Step: 127600 Progress: 63.8% Elapsed: 4 days, 13:02:44 temperature: no ada_p: No Discriminator_loss: 0.314189 Generator_loss: 2.35057
[INFO] 2021-01-28 17:01:07 > Step: 127700 Progress: 63.8% Elapsed: 4 days, 13:06:51 temperature: no ada_p: No Discriminator_loss: 0.329394 Generator_loss: 1.76819
[INFO] 2021-01-28 17:05:08 > Step: 127800 Progress: 63.9% Elapsed: 4 days, 13:10:52 temperature: no ada_p: No Discriminator_loss: 0.406229 Generator_loss: 2.63334
[INFO] 2021-01-28 17:09:09 > Step: 127900 Progress: 63.9% Elapsed: 4 days, 13:14:53 temperature: no ada_p: No Discriminator_loss: 0.300602 Generator_loss: 1.90986
[INFO] 2021-01-28 17:13:11 > Step: 128000 Progress: 64.0% Elapsed: 4 days, 13:18:54 temperature: no ada_p: No Discriminator_loss: 0.349515 Generator_loss: 1.90311
[INFO] 2021-01-28 17:13:11 > Start Evaluation (128000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 17:13:11 > Calculating FID Score....
[INFO] 2021-01-28 17:15:30 > Calculating Inception Score....
[INFO] 2021-01-28 17:17:39 > Calculate F_beta Score....
[INFO] 2021-01-28 17:29:13 > Calculate Accuracies....
[INFO] 2021-01-28 17:30:57 > Calculate Accuracies....
[INFO] 2021-01-28 17:35:49 > F_8 score (Step: 128000, Using valid images): 0.8560221660153097
[INFO] 2021-01-28 17:35:49 > F_1/8 score (Step: 128000, Using valid images): 0.9282748693521298
[INFO] 2021-01-28 17:35:49 > FID score (Step: 128000, Using valid moments): 31.273710055677554
[INFO] 2021-01-28 17:35:49 > Inception score (Step: 128000, 50000 generated images): 22.863536834716797
[INFO] 2021-01-28 17:35:49 > Best FID score (Step: 126000, Using valid moments): 31.22536911542204
[INFO] 2021-01-28 17:35:56 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 17:39:55 > Step: 128100 Progress: 64.0% Elapsed: 4 days, 13:45:39 temperature: no ada_p: No Discriminator_loss: 0.284142 Generator_loss: 1.57686
[INFO] 2021-01-28 17:44:10 > Step: 128200 Progress: 64.1% Elapsed: 4 days, 13:49:54 temperature: no ada_p: No Discriminator_loss: 0.271789 Generator_loss: 1.91104
[INFO] 2021-01-28 17:48:09 > Step: 128300 Progress: 64.1% Elapsed: 4 days, 13:53:53 temperature: no ada_p: No Discriminator_loss: 0.390684 Generator_loss: 1.43506
[INFO] 2021-01-28 17:52:10 > Step: 128400 Progress: 64.2% Elapsed: 4 days, 13:57:53 temperature: no ada_p: No Discriminator_loss: 0.347657 Generator_loss: 2.31367
[INFO] 2021-01-28 17:56:09 > Step: 128500 Progress: 64.2% Elapsed: 4 days, 14:01:53 temperature: no ada_p: No Discriminator_loss: 0.440421 Generator_loss: 2.37087
[INFO] 2021-01-28 18:00:09 > Step: 128600 Progress: 64.3% Elapsed: 4 days, 14:05:52 temperature: no ada_p: No Discriminator_loss: 0.37845 Generator_loss: 2.71792
[INFO] 2021-01-28 18:04:08 > Step: 128700 Progress: 64.3% Elapsed: 4 days, 14:09:52 temperature: no ada_p: No Discriminator_loss: 0.271099 Generator_loss: 1.16338
[INFO] 2021-01-28 18:08:07 > Step: 128800 Progress: 64.4% Elapsed: 4 days, 14:13:51 temperature: no ada_p: No Discriminator_loss: 0.270023 Generator_loss: 1.59089
[INFO] 2021-01-28 18:12:06 > Step: 128900 Progress: 64.5% Elapsed: 4 days, 14:17:50 temperature: no ada_p: No Discriminator_loss: 0.275041 Generator_loss: 1.62783
[INFO] 2021-01-28 18:16:05 > Step: 129000 Progress: 64.5% Elapsed: 4 days, 14:21:49 temperature: no ada_p: No Discriminator_loss: 0.307463 Generator_loss: 1.87226
[INFO] 2021-01-28 18:20:04 > Step: 129100 Progress: 64.5% Elapsed: 4 days, 14:25:48 temperature: no ada_p: No Discriminator_loss: 0.290117 Generator_loss: 2.53656
[INFO] 2021-01-28 18:24:02 > Step: 129200 Progress: 64.6% Elapsed: 4 days, 14:29:46 temperature: no ada_p: No Discriminator_loss: 0.268909 Generator_loss: 1.57871
[INFO] 2021-01-28 18:28:01 > Step: 129300 Progress: 64.6% Elapsed: 4 days, 14:33:45 temperature: no ada_p: No Discriminator_loss: 0.211281 Generator_loss: 2.00832
[INFO] 2021-01-28 18:32:00 > Step: 129400 Progress: 64.7% Elapsed: 4 days, 14:37:44 temperature: no ada_p: No Discriminator_loss: 0.446974 Generator_loss: 1.44361
[INFO] 2021-01-28 18:35:58 > Step: 129500 Progress: 64.8% Elapsed: 4 days, 14:41:42 temperature: no ada_p: No Discriminator_loss: 0.284301 Generator_loss: 1.94129
[INFO] 2021-01-28 18:39:56 > Step: 129600 Progress: 64.8% Elapsed: 4 days, 14:45:40 temperature: no ada_p: No Discriminator_loss: 0.406069 Generator_loss: 1.64457
[INFO] 2021-01-28 18:43:55 > Step: 129700 Progress: 64.8% Elapsed: 4 days, 14:49:39 temperature: no ada_p: No Discriminator_loss: 0.237026 Generator_loss: 2.10132
[INFO] 2021-01-28 18:47:54 > Step: 129800 Progress: 64.9% Elapsed: 4 days, 14:53:37 temperature: no ada_p: No Discriminator_loss: 0.379191 Generator_loss: 1.89308
[INFO] 2021-01-28 18:51:52 > Step: 129900 Progress: 65.0% Elapsed: 4 days, 14:57:36 temperature: no ada_p: No Discriminator_loss: 0.332843 Generator_loss: 2.50626
[INFO] 2021-01-28 18:55:51 > Step: 130000 Progress: 65.0% Elapsed: 4 days, 15:01:35 temperature: no ada_p: No Discriminator_loss: 0.260025 Generator_loss: 2.03604
[INFO] 2021-01-28 18:55:51 > Start Evaluation (130000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 18:55:51 > Calculating FID Score....
[INFO] 2021-01-28 18:58:09 > Calculating Inception Score....
[INFO] 2021-01-28 19:00:17 > Calculate F_beta Score....
[INFO] 2021-01-28 19:11:46 > Calculate Accuracies....
[INFO] 2021-01-28 19:13:30 > Calculate Accuracies....
[INFO] 2021-01-28 19:18:21 > F_8 score (Step: 130000, Using valid images): 0.873331515681111
[INFO] 2021-01-28 19:18:21 > F_1/8 score (Step: 130000, Using valid images): 0.9255172446632595
[INFO] 2021-01-28 19:18:21 > FID score (Step: 130000, Using valid moments): 30.532183365678293
[INFO] 2021-01-28 19:18:21 > Inception score (Step: 130000, 50000 generated images): 22.90816879272461
[INFO] 2021-01-28 19:18:21 > Best FID score (Step: 130000, Using valid moments): 30.532183365678293
[INFO] 2021-01-28 19:18:36 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 19:22:54 > Step: 130100 Progress: 65.0% Elapsed: 4 days, 15:28:38 temperature: no ada_p: No Discriminator_loss: 0.239606 Generator_loss: 1.82768
[INFO] 2021-01-28 19:27:02 > Step: 130200 Progress: 65.1% Elapsed: 4 days, 15:32:45 temperature: no ada_p: No Discriminator_loss: 0.412894 Generator_loss: 1.44873
[INFO] 2021-01-28 19:31:01 > Step: 130300 Progress: 65.1% Elapsed: 4 days, 15:36:45 temperature: no ada_p: No Discriminator_loss: 0.438633 Generator_loss: 1.628
[INFO] 2021-01-28 19:35:01 > Step: 130400 Progress: 65.2% Elapsed: 4 days, 15:40:45 temperature: no ada_p: No Discriminator_loss: 0.356963 Generator_loss: 1.27104
[INFO] 2021-01-28 19:39:01 > Step: 130500 Progress: 65.2% Elapsed: 4 days, 15:44:45 temperature: no ada_p: No Discriminator_loss: 0.32668 Generator_loss: 1.63288
[INFO] 2021-01-28 19:43:01 > Step: 130600 Progress: 65.3% Elapsed: 4 days, 15:48:45 temperature: no ada_p: No Discriminator_loss: 0.450363 Generator_loss: 1.4714
[INFO] 2021-01-28 19:47:01 > Step: 130700 Progress: 65.3% Elapsed: 4 days, 15:52:44 temperature: no ada_p: No Discriminator_loss: 0.333169 Generator_loss: 2.38382
[INFO] 2021-01-28 19:51:01 > Step: 130800 Progress: 65.4% Elapsed: 4 days, 15:56:45 temperature: no ada_p: No Discriminator_loss: 0.236394 Generator_loss: 1.87594
[INFO] 2021-01-28 19:55:01 > Step: 130900 Progress: 65.5% Elapsed: 4 days, 16:00:45 temperature: no ada_p: No Discriminator_loss: 0.273635 Generator_loss: 2.35207
[INFO] 2021-01-28 19:59:02 > Step: 131000 Progress: 65.5% Elapsed: 4 days, 16:04:45 temperature: no ada_p: No Discriminator_loss: 0.251119 Generator_loss: 1.89689
[INFO] 2021-01-28 20:03:02 > Step: 131100 Progress: 65.5% Elapsed: 4 days, 16:08:46 temperature: no ada_p: No Discriminator_loss: 0.237993 Generator_loss: 2.49747
[INFO] 2021-01-28 20:07:03 > Step: 131200 Progress: 65.6% Elapsed: 4 days, 16:12:46 temperature: no ada_p: No Discriminator_loss: 0.274213 Generator_loss: 1.53437
[INFO] 2021-01-28 20:11:03 > Step: 131300 Progress: 65.6% Elapsed: 4 days, 16:16:47 temperature: no ada_p: No Discriminator_loss: 0.242436 Generator_loss: 2.41536
[INFO] 2021-01-28 20:15:03 > Step: 131400 Progress: 65.7% Elapsed: 4 days, 16:20:47 temperature: no ada_p: No Discriminator_loss: 0.257126 Generator_loss: 2.00772
[INFO] 2021-01-28 20:19:04 > Step: 131500 Progress: 65.8% Elapsed: 4 days, 16:24:47 temperature: no ada_p: No Discriminator_loss: 0.307645 Generator_loss: 2.43706
[INFO] 2021-01-28 20:23:04 > Step: 131600 Progress: 65.8% Elapsed: 4 days, 16:28:48 temperature: no ada_p: No Discriminator_loss: 0.314686 Generator_loss: 1.31979
[INFO] 2021-01-28 20:27:04 > Step: 131700 Progress: 65.8% Elapsed: 4 days, 16:32:48 temperature: no ada_p: No Discriminator_loss: 0.25185 Generator_loss: 1.66823
[INFO] 2021-01-28 20:31:04 > Step: 131800 Progress: 65.9% Elapsed: 4 days, 16:36:48 temperature: no ada_p: No Discriminator_loss: 0.35337 Generator_loss: 1.72492
[INFO] 2021-01-28 20:35:04 > Step: 131900 Progress: 66.0% Elapsed: 4 days, 16:40:48 temperature: no ada_p: No Discriminator_loss: 0.258833 Generator_loss: 1.66006
[INFO] 2021-01-28 20:39:04 > Step: 132000 Progress: 66.0% Elapsed: 4 days, 16:44:48 temperature: no ada_p: No Discriminator_loss: 0.275467 Generator_loss: 2.5593
[INFO] 2021-01-28 20:39:04 > Start Evaluation (132000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 20:39:04 > Calculating FID Score....
[INFO] 2021-01-28 20:41:23 > Calculating Inception Score....
[INFO] 2021-01-28 20:43:31 > Calculate F_beta Score....
[INFO] 2021-01-28 20:54:59 > Calculate Accuracies....
[INFO] 2021-01-28 20:56:43 > Calculate Accuracies....
[INFO] 2021-01-28 21:01:34 > F_8 score (Step: 132000, Using valid images): 0.8560440111121935
[INFO] 2021-01-28 21:01:34 > F_1/8 score (Step: 132000, Using valid images): 0.9289528705324426
[INFO] 2021-01-28 21:01:34 > FID score (Step: 132000, Using valid moments): 30.548032226361613
[INFO] 2021-01-28 21:01:34 > Inception score (Step: 132000, 50000 generated images): 22.805185317993164
[INFO] 2021-01-28 21:01:34 > Best FID score (Step: 130000, Using valid moments): 30.532183365678293
[INFO] 2021-01-28 21:01:41 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 21:05:58 > Step: 132100 Progress: 66.0% Elapsed: 4 days, 17:11:42 temperature: no ada_p: No Discriminator_loss: 0.275207 Generator_loss: 1.29438
[INFO] 2021-01-28 21:09:58 > Step: 132200 Progress: 66.1% Elapsed: 4 days, 17:15:42 temperature: no ada_p: No Discriminator_loss: 0.408369 Generator_loss: 1.31455
[INFO] 2021-01-28 21:13:58 > Step: 132300 Progress: 66.1% Elapsed: 4 days, 17:19:42 temperature: no ada_p: No Discriminator_loss: 0.461938 Generator_loss: 1.41855
[INFO] 2021-01-28 21:17:58 > Step: 132400 Progress: 66.2% Elapsed: 4 days, 17:23:42 temperature: no ada_p: No Discriminator_loss: 0.386498 Generator_loss: 1.29892
[INFO] 2021-01-28 21:21:58 > Step: 132500 Progress: 66.2% Elapsed: 4 days, 17:27:42 temperature: no ada_p: No Discriminator_loss: 0.247881 Generator_loss: 1.91047
[INFO] 2021-01-28 21:25:59 > Step: 132600 Progress: 66.3% Elapsed: 4 days, 17:31:42 temperature: no ada_p: No Discriminator_loss: 0.336294 Generator_loss: 1.64388
[INFO] 2021-01-28 21:30:04 > Step: 132700 Progress: 66.3% Elapsed: 4 days, 17:35:48 temperature: no ada_p: No Discriminator_loss: 0.303476 Generator_loss: 1.56174
[INFO] 2021-01-28 21:34:06 > Step: 132800 Progress: 66.4% Elapsed: 4 days, 17:39:50 temperature: no ada_p: No Discriminator_loss: 0.148656 Generator_loss: 2.25451
[INFO] 2021-01-28 21:38:07 > Step: 132900 Progress: 66.5% Elapsed: 4 days, 17:43:51 temperature: no ada_p: No Discriminator_loss: 0.259459 Generator_loss: 2.31926
[INFO] 2021-01-28 21:42:07 > Step: 133000 Progress: 66.5% Elapsed: 4 days, 17:47:51 temperature: no ada_p: No Discriminator_loss: 0.284761 Generator_loss: 1.71705
[INFO] 2021-01-28 21:46:09 > Step: 133100 Progress: 66.5% Elapsed: 4 days, 17:51:52 temperature: no ada_p: No Discriminator_loss: 0.236776 Generator_loss: 1.7016
[INFO] 2021-01-28 21:50:09 > Step: 133200 Progress: 66.6% Elapsed: 4 days, 17:55:53 temperature: no ada_p: No Discriminator_loss: 0.239564 Generator_loss: 1.97356
[INFO] 2021-01-28 21:54:09 > Step: 133300 Progress: 66.6% Elapsed: 4 days, 17:59:53 temperature: no ada_p: No Discriminator_loss: 0.269551 Generator_loss: 1.61464
[INFO] 2021-01-28 21:58:10 > Step: 133400 Progress: 66.7% Elapsed: 4 days, 18:03:54 temperature: no ada_p: No Discriminator_loss: 0.241007 Generator_loss: 1.42551
[INFO] 2021-01-28 22:02:10 > Step: 133500 Progress: 66.8% Elapsed: 4 days, 18:07:54 temperature: no ada_p: No Discriminator_loss: 0.22753 Generator_loss: 1.77941
[INFO] 2021-01-28 22:06:11 > Step: 133600 Progress: 66.8% Elapsed: 4 days, 18:11:55 temperature: no ada_p: No Discriminator_loss: 0.346647 Generator_loss: 1.43225
[INFO] 2021-01-28 22:10:11 > Step: 133700 Progress: 66.8% Elapsed: 4 days, 18:15:55 temperature: no ada_p: No Discriminator_loss: 0.318686 Generator_loss: 2.73675
[INFO] 2021-01-28 22:14:10 > Step: 133800 Progress: 66.9% Elapsed: 4 days, 18:19:54 temperature: no ada_p: No Discriminator_loss: 0.167919 Generator_loss: 1.83621
[INFO] 2021-01-28 22:18:10 > Step: 133900 Progress: 67.0% Elapsed: 4 days, 18:23:54 temperature: no ada_p: No Discriminator_loss: 0.268283 Generator_loss: 1.76264
[INFO] 2021-01-28 22:22:10 > Step: 134000 Progress: 67.0% Elapsed: 4 days, 18:27:54 temperature: no ada_p: No Discriminator_loss: 0.244379 Generator_loss: 1.86531
[INFO] 2021-01-28 22:22:10 > Start Evaluation (134000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 22:22:10 > Calculating FID Score....
[INFO] 2021-01-28 22:24:29 > Calculating Inception Score....
[INFO] 2021-01-28 22:26:37 > Calculate F_beta Score....
[INFO] 2021-01-28 22:38:04 > Calculate Accuracies....
[INFO] 2021-01-28 22:40:04 > Calculate Accuracies....
[INFO] 2021-01-28 22:45:00 > F_8 score (Step: 134000, Using valid images): 0.8702497753757048
[INFO] 2021-01-28 22:45:00 > F_1/8 score (Step: 134000, Using valid images): 0.9330866572651607
[INFO] 2021-01-28 22:45:00 > FID score (Step: 134000, Using valid moments): 30.35041380947166
[INFO] 2021-01-28 22:45:00 > Inception score (Step: 134000, 50000 generated images): 23.12041664123535
[INFO] 2021-01-28 22:45:00 > Best FID score (Step: 134000, Using valid moments): 30.35041380947166
[INFO] 2021-01-28 22:45:14 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-28 22:49:13 > Step: 134100 Progress: 67.0% Elapsed: 4 days, 18:54:57 temperature: no ada_p: No Discriminator_loss: 0.263385 Generator_loss: 1.62807
[INFO] 2021-01-28 22:53:11 > Step: 134200 Progress: 67.1% Elapsed: 4 days, 18:58:55 temperature: no ada_p: No Discriminator_loss: 0.207175 Generator_loss: 1.68684
[INFO] 2021-01-28 22:57:09 > Step: 134300 Progress: 67.2% Elapsed: 4 days, 19:02:53 temperature: no ada_p: No Discriminator_loss: 0.344497 Generator_loss: 1.49284
[INFO] 2021-01-28 23:01:06 > Step: 134400 Progress: 67.2% Elapsed: 4 days, 19:06:50 temperature: no ada_p: No Discriminator_loss: 0.604016 Generator_loss: 1.4632
[INFO] 2021-01-28 23:05:41 > Step: 134500 Progress: 67.2% Elapsed: 4 days, 19:11:24 temperature: no ada_p: No Discriminator_loss: 0.378545 Generator_loss: 1.16719
[INFO] 2021-01-28 23:09:41 > Step: 134600 Progress: 67.3% Elapsed: 4 days, 19:15:25 temperature: no ada_p: No Discriminator_loss: 0.255915 Generator_loss: 2.29283
[INFO] 2021-01-28 23:13:39 > Step: 134700 Progress: 67.3% Elapsed: 4 days, 19:19:22 temperature: no ada_p: No Discriminator_loss: 0.41818 Generator_loss: 1.54398
[INFO] 2021-01-28 23:17:38 > Step: 134800 Progress: 67.4% Elapsed: 4 days, 19:23:22 temperature: no ada_p: No Discriminator_loss: 0.265593 Generator_loss: 2.05143
[INFO] 2021-01-28 23:21:37 > Step: 134900 Progress: 67.5% Elapsed: 4 days, 19:27:21 temperature: no ada_p: No Discriminator_loss: 0.294466 Generator_loss: 1.70278
[INFO] 2021-01-28 23:25:37 > Step: 135000 Progress: 67.5% Elapsed: 4 days, 19:31:21 temperature: no ada_p: No Discriminator_loss: 0.284809 Generator_loss: 2.28751
[INFO] 2021-01-28 23:29:37 > Step: 135100 Progress: 67.5% Elapsed: 4 days, 19:35:21 temperature: no ada_p: No Discriminator_loss: 0.274423 Generator_loss: 2.23841
[INFO] 2021-01-28 23:33:43 > Step: 135200 Progress: 67.6% Elapsed: 4 days, 19:39:27 temperature: no ada_p: No Discriminator_loss: 0.214328 Generator_loss: 2.01566
[INFO] 2021-01-28 23:37:42 > Step: 135300 Progress: 67.7% Elapsed: 4 days, 19:43:26 temperature: no ada_p: No Discriminator_loss: 0.334791 Generator_loss: 1.56414
[INFO] 2021-01-28 23:41:42 > Step: 135400 Progress: 67.7% Elapsed: 4 days, 19:47:25 temperature: no ada_p: No Discriminator_loss: 0.61856 Generator_loss: 0.933274
[INFO] 2021-01-28 23:45:41 > Step: 135500 Progress: 67.8% Elapsed: 4 days, 19:51:24 temperature: no ada_p: No Discriminator_loss: 0.273701 Generator_loss: 1.7685
[INFO] 2021-01-28 23:49:40 > Step: 135600 Progress: 67.8% Elapsed: 4 days, 19:55:24 temperature: no ada_p: No Discriminator_loss: 0.244428 Generator_loss: 2.09065
[INFO] 2021-01-28 23:53:39 > Step: 135700 Progress: 67.8% Elapsed: 4 days, 19:59:23 temperature: no ada_p: No Discriminator_loss: 0.246486 Generator_loss: 1.86238
[INFO] 2021-01-28 23:57:38 > Step: 135800 Progress: 67.9% Elapsed: 4 days, 20:03:22 temperature: no ada_p: No Discriminator_loss: 0.261097 Generator_loss: 1.64197
[INFO] 2021-01-29 00:01:38 > Step: 135900 Progress: 68.0% Elapsed: 4 days, 20:07:22 temperature: no ada_p: No Discriminator_loss: 0.272079 Generator_loss: 1.37472
[INFO] 2021-01-29 00:05:37 > Step: 136000 Progress: 68.0% Elapsed: 4 days, 20:11:21 temperature: no ada_p: No Discriminator_loss: 0.387951 Generator_loss: 1.21452
[INFO] 2021-01-29 00:05:37 > Start Evaluation (136000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 00:05:37 > Calculating FID Score....
[INFO] 2021-01-29 00:07:56 > Calculating Inception Score....
[INFO] 2021-01-29 00:10:05 > Calculate F_beta Score....
[INFO] 2021-01-29 00:21:36 > Calculate Accuracies....
[INFO] 2021-01-29 00:23:20 > Calculate Accuracies....
[INFO] 2021-01-29 00:28:10 > F_8 score (Step: 136000, Using valid images): 0.8553225443599416
[INFO] 2021-01-29 00:28:10 > F_1/8 score (Step: 136000, Using valid images): 0.9326844470237654
[INFO] 2021-01-29 00:28:10 > FID score (Step: 136000, Using valid moments): 30.252411943408674
[INFO] 2021-01-29 00:28:10 > Inception score (Step: 136000, 50000 generated images): 23.44346046447754
[INFO] 2021-01-29 00:28:10 > Best FID score (Step: 136000, Using valid moments): 30.252411943408674
[INFO] 2021-01-29 00:28:24 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 00:32:24 > Step: 136100 Progress: 68.0% Elapsed: 4 days, 20:38:07 temperature: no ada_p: No Discriminator_loss: 0.19134 Generator_loss: 1.9812
[INFO] 2021-01-29 00:36:21 > Step: 136200 Progress: 68.1% Elapsed: 4 days, 20:42:05 temperature: no ada_p: No Discriminator_loss: 0.450825 Generator_loss: 1.314
[INFO] 2021-01-29 00:40:37 > Step: 136300 Progress: 68.2% Elapsed: 4 days, 20:46:21 temperature: no ada_p: No Discriminator_loss: 0.248715 Generator_loss: 2.34082
[INFO] 2021-01-29 00:44:37 > Step: 136400 Progress: 68.2% Elapsed: 4 days, 20:50:21 temperature: no ada_p: No Discriminator_loss: 0.3728 Generator_loss: 1.50209
[INFO] 2021-01-29 00:48:37 > Step: 136500 Progress: 68.2% Elapsed: 4 days, 20:54:21 temperature: no ada_p: No Discriminator_loss: 0.51521 Generator_loss: 1.20917
[INFO] 2021-01-29 00:52:37 > Step: 136600 Progress: 68.3% Elapsed: 4 days, 20:58:20 temperature: no ada_p: No Discriminator_loss: 0.455677 Generator_loss: 1.43036
[INFO] 2021-01-29 00:56:35 > Step: 136700 Progress: 68.3% Elapsed: 4 days, 21:02:19 temperature: no ada_p: No Discriminator_loss: 0.209074 Generator_loss: 1.83741
[INFO] 2021-01-29 01:00:34 > Step: 136800 Progress: 68.4% Elapsed: 4 days, 21:06:18 temperature: no ada_p: No Discriminator_loss: 0.335472 Generator_loss: 1.4845
[INFO] 2021-01-29 01:04:33 > Step: 136900 Progress: 68.5% Elapsed: 4 days, 21:10:17 temperature: no ada_p: No Discriminator_loss: 0.360789 Generator_loss: 1.52462
[INFO] 2021-01-29 01:08:31 > Step: 137000 Progress: 68.5% Elapsed: 4 days, 21:14:15 temperature: no ada_p: No Discriminator_loss: 0.402194 Generator_loss: 1.5021
[INFO] 2021-01-29 01:12:29 > Step: 137100 Progress: 68.5% Elapsed: 4 days, 21:18:13 temperature: no ada_p: No Discriminator_loss: 0.369421 Generator_loss: 1.49082
[INFO] 2021-01-29 01:16:27 > Step: 137200 Progress: 68.6% Elapsed: 4 days, 21:22:11 temperature: no ada_p: No Discriminator_loss: 0.317848 Generator_loss: 1.64075
[INFO] 2021-01-29 01:20:27 > Step: 137300 Progress: 68.7% Elapsed: 4 days, 21:26:10 temperature: no ada_p: No Discriminator_loss: 0.323018 Generator_loss: 1.53705
[INFO] 2021-01-29 01:24:25 > Step: 137400 Progress: 68.7% Elapsed: 4 days, 21:30:09 temperature: no ada_p: No Discriminator_loss: 0.375877 Generator_loss: 1.60963
[INFO] 2021-01-29 01:28:25 > Step: 137500 Progress: 68.8% Elapsed: 4 days, 21:34:08 temperature: no ada_p: No Discriminator_loss: 0.600536 Generator_loss: 0.78694
[INFO] 2021-01-29 01:32:24 > Step: 137600 Progress: 68.8% Elapsed: 4 days, 21:38:07 temperature: no ada_p: No Discriminator_loss: 0.292664 Generator_loss: 2.75829
[INFO] 2021-01-29 01:36:29 > Step: 137700 Progress: 68.8% Elapsed: 4 days, 21:42:13 temperature: no ada_p: No Discriminator_loss: 0.229329 Generator_loss: 2.0544
[INFO] 2021-01-29 01:40:29 > Step: 137800 Progress: 68.9% Elapsed: 4 days, 21:46:13 temperature: no ada_p: No Discriminator_loss: 0.380518 Generator_loss: 1.13522
[INFO] 2021-01-29 01:44:29 > Step: 137900 Progress: 69.0% Elapsed: 4 days, 21:50:13 temperature: no ada_p: No Discriminator_loss: 0.28635 Generator_loss: 1.99516
[INFO] 2021-01-29 01:48:29 > Step: 138000 Progress: 69.0% Elapsed: 4 days, 21:54:13 temperature: no ada_p: No Discriminator_loss: 0.313866 Generator_loss: 1.55964
[INFO] 2021-01-29 01:48:29 > Start Evaluation (138000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 01:48:29 > Calculating FID Score....
[INFO] 2021-01-29 01:50:48 > Calculating Inception Score....
[INFO] 2021-01-29 01:52:56 > Calculate F_beta Score....
[INFO] 2021-01-29 02:04:31 > Calculate Accuracies....
[INFO] 2021-01-29 02:06:15 > Calculate Accuracies....
[INFO] 2021-01-29 02:11:08 > F_8 score (Step: 138000, Using valid images): 0.873658033515798
[INFO] 2021-01-29 02:11:08 > F_1/8 score (Step: 138000, Using valid images): 0.9285098724493327
[INFO] 2021-01-29 02:11:08 > FID score (Step: 138000, Using valid moments): 30.125871601938172
[INFO] 2021-01-29 02:11:08 > Inception score (Step: 138000, 50000 generated images): 23.255897521972656
[INFO] 2021-01-29 02:11:08 > Best FID score (Step: 138000, Using valid moments): 30.125871601938172
[INFO] 2021-01-29 02:11:23 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 02:15:21 > Step: 138100 Progress: 69.0% Elapsed: 4 days, 22:21:05 temperature: no ada_p: No Discriminator_loss: 0.205265 Generator_loss: 2.08343
[INFO] 2021-01-29 02:19:36 > Step: 138200 Progress: 69.1% Elapsed: 4 days, 22:25:20 temperature: no ada_p: No Discriminator_loss: 0.317522 Generator_loss: 1.55625
[INFO] 2021-01-29 02:23:36 > Step: 138300 Progress: 69.2% Elapsed: 4 days, 22:29:19 temperature: no ada_p: No Discriminator_loss: 0.25244 Generator_loss: 2.45822
[INFO] 2021-01-29 02:27:35 > Step: 138400 Progress: 69.2% Elapsed: 4 days, 22:33:19 temperature: no ada_p: No Discriminator_loss: 0.232701 Generator_loss: 1.81885
[INFO] 2021-01-29 02:31:34 > Step: 138500 Progress: 69.2% Elapsed: 4 days, 22:37:18 temperature: no ada_p: No Discriminator_loss: 0.212759 Generator_loss: 2.01887
[INFO] 2021-01-29 02:35:33 > Step: 138600 Progress: 69.3% Elapsed: 4 days, 22:41:17 temperature: no ada_p: No Discriminator_loss: 0.247778 Generator_loss: 1.94442
[INFO] 2021-01-29 02:39:33 > Step: 138700 Progress: 69.3% Elapsed: 4 days, 22:45:16 temperature: no ada_p: No Discriminator_loss: 0.28424 Generator_loss: 2.19
[INFO] 2021-01-29 02:43:31 > Step: 138800 Progress: 69.4% Elapsed: 4 days, 22:49:15 temperature: no ada_p: No Discriminator_loss: 0.223088 Generator_loss: 1.96284
[INFO] 2021-01-29 02:47:30 > Step: 138900 Progress: 69.5% Elapsed: 4 days, 22:53:14 temperature: no ada_p: No Discriminator_loss: 0.466021 Generator_loss: 1.26045
[INFO] 2021-01-29 02:51:29 > Step: 139000 Progress: 69.5% Elapsed: 4 days, 22:57:13 temperature: no ada_p: No Discriminator_loss: 0.299989 Generator_loss: 1.47568
[INFO] 2021-01-29 02:55:28 > Step: 139100 Progress: 69.5% Elapsed: 4 days, 23:01:12 temperature: no ada_p: No Discriminator_loss: 0.28547 Generator_loss: 1.76591
[INFO] 2021-01-29 02:59:26 > Step: 139200 Progress: 69.6% Elapsed: 4 days, 23:05:10 temperature: no ada_p: No Discriminator_loss: 0.211153 Generator_loss: 1.64597
[INFO] 2021-01-29 03:03:26 > Step: 139300 Progress: 69.7% Elapsed: 4 days, 23:09:09 temperature: no ada_p: No Discriminator_loss: 0.2666 Generator_loss: 1.68556
[INFO] 2021-01-29 03:07:24 > Step: 139400 Progress: 69.7% Elapsed: 4 days, 23:13:08 temperature: no ada_p: No Discriminator_loss: 0.242951 Generator_loss: 1.87477
[INFO] 2021-01-29 03:11:24 > Step: 139500 Progress: 69.8% Elapsed: 4 days, 23:17:08 temperature: no ada_p: No Discriminator_loss: 0.482609 Generator_loss: 0.984278
[INFO] 2021-01-29 03:15:23 > Step: 139600 Progress: 69.8% Elapsed: 4 days, 23:21:07 temperature: no ada_p: No Discriminator_loss: 0.365613 Generator_loss: 1.43595
[INFO] 2021-01-29 03:19:22 > Step: 139700 Progress: 69.8% Elapsed: 4 days, 23:25:06 temperature: no ada_p: No Discriminator_loss: 0.480989 Generator_loss: 1.20319
[INFO] 2021-01-29 03:23:20 > Step: 139800 Progress: 69.9% Elapsed: 4 days, 23:29:04 temperature: no ada_p: No Discriminator_loss: 0.407477 Generator_loss: 2.73735
[INFO] 2021-01-29 03:27:18 > Step: 139900 Progress: 70.0% Elapsed: 4 days, 23:33:02 temperature: no ada_p: No Discriminator_loss: 0.731779 Generator_loss: 0.813956
[INFO] 2021-01-29 03:31:17 > Step: 140000 Progress: 70.0% Elapsed: 4 days, 23:37:01 temperature: no ada_p: No Discriminator_loss: 0.20101 Generator_loss: 2.08408
[INFO] 2021-01-29 03:31:17 > Start Evaluation (140000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 03:31:17 > Calculating FID Score....
[INFO] 2021-01-29 03:33:36 > Calculating Inception Score....
[INFO] 2021-01-29 03:35:44 > Calculate F_beta Score....
[INFO] 2021-01-29 03:47:19 > Calculate Accuracies....
[INFO] 2021-01-29 03:49:04 > Calculate Accuracies....
[INFO] 2021-01-29 03:53:57 > F_8 score (Step: 140000, Using valid images): 0.8445186523310567
[INFO] 2021-01-29 03:53:57 > F_1/8 score (Step: 140000, Using valid images): 0.9352224406541008
[INFO] 2021-01-29 03:53:57 > FID score (Step: 140000, Using valid moments): 29.909986918031223
[INFO] 2021-01-29 03:53:57 > Inception score (Step: 140000, 50000 generated images): 23.731258392333984
[INFO] 2021-01-29 03:53:57 > Best FID score (Step: 140000, Using valid moments): 29.909986918031223
[INFO] 2021-01-29 03:54:11 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 03:58:12 > Step: 140100 Progress: 70.0% Elapsed: 5 days, 0:03:56 temperature: no ada_p: No Discriminator_loss: 0.232475 Generator_loss: 1.74436
[INFO] 2021-01-29 04:02:37 > Step: 140200 Progress: 70.1% Elapsed: 5 days, 0:08:21 temperature: no ada_p: No Discriminator_loss: 0.250812 Generator_loss: 1.98335
[INFO] 2021-01-29 04:06:37 > Step: 140300 Progress: 70.2% Elapsed: 5 days, 0:12:20 temperature: no ada_p: No Discriminator_loss: 0.222452 Generator_loss: 2.07749
[INFO] 2021-01-29 04:10:37 > Step: 140400 Progress: 70.2% Elapsed: 5 days, 0:16:21 temperature: no ada_p: No Discriminator_loss: 0.251469 Generator_loss: 1.73864
[INFO] 2021-01-29 04:14:36 > Step: 140500 Progress: 70.2% Elapsed: 5 days, 0:20:20 temperature: no ada_p: No Discriminator_loss: 0.521525 Generator_loss: 1.52138
[INFO] 2021-01-29 04:18:36 > Step: 140600 Progress: 70.3% Elapsed: 5 days, 0:24:20 temperature: no ada_p: No Discriminator_loss: 0.502941 Generator_loss: 1.42777
[INFO] 2021-01-29 04:22:36 > Step: 140700 Progress: 70.3% Elapsed: 5 days, 0:28:20 temperature: no ada_p: No Discriminator_loss: 0.219635 Generator_loss: 1.81269
[INFO] 2021-01-29 04:26:35 > Step: 140800 Progress: 70.4% Elapsed: 5 days, 0:32:19 temperature: no ada_p: No Discriminator_loss: 0.211795 Generator_loss: 2.62013
[INFO] 2021-01-29 04:30:34 > Step: 140900 Progress: 70.5% Elapsed: 5 days, 0:36:17 temperature: no ada_p: No Discriminator_loss: 0.236504 Generator_loss: 1.97039
[INFO] 2021-01-29 04:34:33 > Step: 141000 Progress: 70.5% Elapsed: 5 days, 0:40:16 temperature: no ada_p: No Discriminator_loss: 0.241851 Generator_loss: 2.06315
[INFO] 2021-01-29 04:38:31 > Step: 141100 Progress: 70.5% Elapsed: 5 days, 0:44:15 temperature: no ada_p: No Discriminator_loss: 0.274175 Generator_loss: 1.93353
[INFO] 2021-01-29 04:42:30 > Step: 141200 Progress: 70.6% Elapsed: 5 days, 0:48:14 temperature: no ada_p: No Discriminator_loss: 0.253299 Generator_loss: 1.73563
[INFO] 2021-01-29 04:46:29 > Step: 141300 Progress: 70.7% Elapsed: 5 days, 0:52:13 temperature: no ada_p: No Discriminator_loss: 0.234403 Generator_loss: 1.91806
[INFO] 2021-01-29 04:50:28 > Step: 141400 Progress: 70.7% Elapsed: 5 days, 0:56:12 temperature: no ada_p: No Discriminator_loss: 0.329526 Generator_loss: 1.85741
[INFO] 2021-01-29 04:54:27 > Step: 141500 Progress: 70.8% Elapsed: 5 days, 1:00:11 temperature: no ada_p: No Discriminator_loss: 0.200633 Generator_loss: 1.75155
[INFO] 2021-01-29 04:58:27 > Step: 141600 Progress: 70.8% Elapsed: 5 days, 1:04:10 temperature: no ada_p: No Discriminator_loss: 0.312806 Generator_loss: 1.46092
[INFO] 2021-01-29 05:02:26 > Step: 141700 Progress: 70.9% Elapsed: 5 days, 1:08:10 temperature: no ada_p: No Discriminator_loss: 0.330618 Generator_loss: 1.65959
[INFO] 2021-01-29 05:06:26 > Step: 141800 Progress: 70.9% Elapsed: 5 days, 1:12:10 temperature: no ada_p: No Discriminator_loss: 0.260482 Generator_loss: 2.25314
[INFO] 2021-01-29 05:10:26 > Step: 141900 Progress: 71.0% Elapsed: 5 days, 1:16:10 temperature: no ada_p: No Discriminator_loss: 0.275135 Generator_loss: 1.91014
[INFO] 2021-01-29 05:14:25 > Step: 142000 Progress: 71.0% Elapsed: 5 days, 1:20:09 temperature: no ada_p: No Discriminator_loss: 0.375992 Generator_loss: 1.77974
[INFO] 2021-01-29 05:14:25 > Start Evaluation (142000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 05:14:25 > Calculating FID Score....
[INFO] 2021-01-29 05:16:44 > Calculating Inception Score....
[INFO] 2021-01-29 05:18:52 > Calculate F_beta Score....
[INFO] 2021-01-29 05:30:25 > Calculate Accuracies....
[INFO] 2021-01-29 05:32:08 > Calculate Accuracies....
[INFO] 2021-01-29 05:36:59 > F_8 score (Step: 142000, Using valid images): 0.8718282341320719
[INFO] 2021-01-29 05:36:59 > F_1/8 score (Step: 142000, Using valid images): 0.9319115574433862
[INFO] 2021-01-29 05:36:59 > FID score (Step: 142000, Using valid moments): 29.75547446727751
[INFO] 2021-01-29 05:36:59 > Inception score (Step: 142000, 50000 generated images): 23.776107788085938
[INFO] 2021-01-29 05:36:59 > Best FID score (Step: 142000, Using valid moments): 29.75547446727751
[INFO] 2021-01-29 05:37:13 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 05:41:12 > Step: 142100 Progress: 71.0% Elapsed: 5 days, 1:46:56 temperature: no ada_p: No Discriminator_loss: 0.26676 Generator_loss: 2.30699
[INFO] 2021-01-29 05:45:10 > Step: 142200 Progress: 71.1% Elapsed: 5 days, 1:50:54 temperature: no ada_p: No Discriminator_loss: 0.324956 Generator_loss: 2.63651
[INFO] 2021-01-29 05:49:25 > Step: 142300 Progress: 71.2% Elapsed: 5 days, 1:55:09 temperature: no ada_p: No Discriminator_loss: 0.355185 Generator_loss: 1.53563
[INFO] 2021-01-29 05:53:24 > Step: 142400 Progress: 71.2% Elapsed: 5 days, 1:59:08 temperature: no ada_p: No Discriminator_loss: 0.334817 Generator_loss: 2.01124
[INFO] 2021-01-29 05:57:24 > Step: 142500 Progress: 71.2% Elapsed: 5 days, 2:03:08 temperature: no ada_p: No Discriminator_loss: 0.518789 Generator_loss: 1.34845
[INFO] 2021-01-29 06:01:23 > Step: 142600 Progress: 71.3% Elapsed: 5 days, 2:07:07 temperature: no ada_p: No Discriminator_loss: 0.331704 Generator_loss: 1.85212
[INFO] 2021-01-29 06:05:29 > Step: 142700 Progress: 71.4% Elapsed: 5 days, 2:11:13 temperature: no ada_p: No Discriminator_loss: 0.221558 Generator_loss: 2.39711
[INFO] 2021-01-29 06:09:31 > Step: 142800 Progress: 71.4% Elapsed: 5 days, 2:15:14 temperature: no ada_p: No Discriminator_loss: 0.36753 Generator_loss: 1.57916
[INFO] 2021-01-29 06:13:31 > Step: 142900 Progress: 71.5% Elapsed: 5 days, 2:19:14 temperature: no ada_p: No Discriminator_loss: 0.307071 Generator_loss: 1.91907
[INFO] 2021-01-29 06:17:30 > Step: 143000 Progress: 71.5% Elapsed: 5 days, 2:23:14 temperature: no ada_p: No Discriminator_loss: 0.262801 Generator_loss: 1.63902
[INFO] 2021-01-29 06:21:30 > Step: 143100 Progress: 71.5% Elapsed: 5 days, 2:27:14 temperature: no ada_p: No Discriminator_loss: 0.424956 Generator_loss: 1.17206
[INFO] 2021-01-29 06:25:30 > Step: 143200 Progress: 71.6% Elapsed: 5 days, 2:31:14 temperature: no ada_p: No Discriminator_loss: 0.448702 Generator_loss: 1.44991
[INFO] 2021-01-29 06:29:30 > Step: 143300 Progress: 71.7% Elapsed: 5 days, 2:35:14 temperature: no ada_p: No Discriminator_loss: 0.329181 Generator_loss: 1.56106
[INFO] 2021-01-29 06:33:29 > Step: 143400 Progress: 71.7% Elapsed: 5 days, 2:39:13 temperature: no ada_p: No Discriminator_loss: 0.302905 Generator_loss: 1.47891
[INFO] 2021-01-29 06:37:28 > Step: 143500 Progress: 71.8% Elapsed: 5 days, 2:43:12 temperature: no ada_p: No Discriminator_loss: 0.20266 Generator_loss: 2.10796
[INFO] 2021-01-29 06:41:28 > Step: 143600 Progress: 71.8% Elapsed: 5 days, 2:47:12 temperature: no ada_p: No Discriminator_loss: 0.205913 Generator_loss: 1.99437
[INFO] 2021-01-29 06:45:28 > Step: 143700 Progress: 71.9% Elapsed: 5 days, 2:51:11 temperature: no ada_p: No Discriminator_loss: 0.310996 Generator_loss: 1.64929
[INFO] 2021-01-29 06:49:28 > Step: 143800 Progress: 71.9% Elapsed: 5 days, 2:55:11 temperature: no ada_p: No Discriminator_loss: 0.213632 Generator_loss: 2.36933
[INFO] 2021-01-29 06:53:27 > Step: 143900 Progress: 72.0% Elapsed: 5 days, 2:59:10 temperature: no ada_p: No Discriminator_loss: 0.28201 Generator_loss: 1.83682
[INFO] 2021-01-29 06:57:26 > Step: 144000 Progress: 72.0% Elapsed: 5 days, 3:03:10 temperature: no ada_p: No Discriminator_loss: 0.349181 Generator_loss: 1.75159
[INFO] 2021-01-29 06:57:26 > Start Evaluation (144000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 06:57:26 > Calculating FID Score....
[INFO] 2021-01-29 06:59:45 > Calculating Inception Score....
[INFO] 2021-01-29 07:01:53 > Calculate F_beta Score....
[INFO] 2021-01-29 07:13:21 > Calculate Accuracies....
[INFO] 2021-01-29 07:15:18 > Calculate Accuracies....
[INFO] 2021-01-29 07:20:09 > F_8 score (Step: 144000, Using valid images): 0.871113284970831
[INFO] 2021-01-29 07:20:09 > F_1/8 score (Step: 144000, Using valid images): 0.9288747478412123
[INFO] 2021-01-29 07:20:09 > FID score (Step: 144000, Using valid moments): 29.59724938827833
[INFO] 2021-01-29 07:20:09 > Inception score (Step: 144000, 50000 generated images): 24.03288459777832
[INFO] 2021-01-29 07:20:09 > Best FID score (Step: 144000, Using valid moments): 29.59724938827833
[INFO] 2021-01-29 07:20:23 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 07:24:23 > Step: 144100 Progress: 72.0% Elapsed: 5 days, 3:30:07 temperature: no ada_p: No Discriminator_loss: 0.316139 Generator_loss: 1.38663
[INFO] 2021-01-29 07:28:20 > Step: 144200 Progress: 72.1% Elapsed: 5 days, 3:34:03 temperature: no ada_p: No Discriminator_loss: 0.338737 Generator_loss: 1.4413
[INFO] 2021-01-29 07:32:17 > Step: 144300 Progress: 72.2% Elapsed: 5 days, 3:38:01 temperature: no ada_p: No Discriminator_loss: 0.255022 Generator_loss: 2.60571
[INFO] 2021-01-29 07:36:14 > Step: 144400 Progress: 72.2% Elapsed: 5 days, 3:41:58 temperature: no ada_p: No Discriminator_loss: 0.257907 Generator_loss: 2.07189
[INFO] 2021-01-29 07:40:42 > Step: 144500 Progress: 72.2% Elapsed: 5 days, 3:46:26 temperature: no ada_p: No Discriminator_loss: 0.437121 Generator_loss: 1.36423
[INFO] 2021-01-29 07:44:41 > Step: 144600 Progress: 72.3% Elapsed: 5 days, 3:50:25 temperature: no ada_p: No Discriminator_loss: 0.292321 Generator_loss: 1.61969
[INFO] 2021-01-29 07:48:40 > Step: 144700 Progress: 72.4% Elapsed: 5 days, 3:54:24 temperature: no ada_p: No Discriminator_loss: 0.344522 Generator_loss: 1.60612
[INFO] 2021-01-29 07:52:39 > Step: 144800 Progress: 72.4% Elapsed: 5 days, 3:58:23 temperature: no ada_p: No Discriminator_loss: 0.341374 Generator_loss: 2.70123
[INFO] 2021-01-29 07:56:38 > Step: 144900 Progress: 72.5% Elapsed: 5 days, 4:02:22 temperature: no ada_p: No Discriminator_loss: 0.476722 Generator_loss: 1.79725
[INFO] 2021-01-29 08:00:37 > Step: 145000 Progress: 72.5% Elapsed: 5 days, 4:06:21 temperature: no ada_p: No Discriminator_loss: 0.205704 Generator_loss: 2.12756
[INFO] 2021-01-29 08:04:36 > Step: 145100 Progress: 72.5% Elapsed: 5 days, 4:10:20 temperature: no ada_p: No Discriminator_loss: 0.249719 Generator_loss: 2.10488
[INFO] 2021-01-29 08:08:41 > Step: 145200 Progress: 72.6% Elapsed: 5 days, 4:14:25 temperature: no ada_p: No Discriminator_loss: 0.243615 Generator_loss: 2.02158
[INFO] 2021-01-29 08:12:42 > Step: 145300 Progress: 72.7% Elapsed: 5 days, 4:18:25 temperature: no ada_p: No Discriminator_loss: 0.194913 Generator_loss: 2.21246
[INFO] 2021-01-29 08:16:43 > Step: 145400 Progress: 72.7% Elapsed: 5 days, 4:22:26 temperature: no ada_p: No Discriminator_loss: 0.29563 Generator_loss: 1.97282
[INFO] 2021-01-29 08:20:43 > Step: 145500 Progress: 72.8% Elapsed: 5 days, 4:26:27 temperature: no ada_p: No Discriminator_loss: 0.202748 Generator_loss: 1.92404
[INFO] 2021-01-29 08:24:43 > Step: 145600 Progress: 72.8% Elapsed: 5 days, 4:30:26 temperature: no ada_p: No Discriminator_loss: 0.283721 Generator_loss: 1.71471
[INFO] 2021-01-29 08:28:42 > Step: 145700 Progress: 72.9% Elapsed: 5 days, 4:34:26 temperature: no ada_p: No Discriminator_loss: 0.233218 Generator_loss: 2.23106
[INFO] 2021-01-29 08:32:42 > Step: 145800 Progress: 72.9% Elapsed: 5 days, 4:38:26 temperature: no ada_p: No Discriminator_loss: 0.468139 Generator_loss: 1.69193
[INFO] 2021-01-29 08:36:42 > Step: 145900 Progress: 73.0% Elapsed: 5 days, 4:42:26 temperature: no ada_p: No Discriminator_loss: 0.244183 Generator_loss: 1.72814
[INFO] 2021-01-29 08:40:42 > Step: 146000 Progress: 73.0% Elapsed: 5 days, 4:46:26 temperature: no ada_p: No Discriminator_loss: 0.342382 Generator_loss: 1.97955
[INFO] 2021-01-29 08:40:42 > Start Evaluation (146000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 08:40:42 > Calculating FID Score....
[INFO] 2021-01-29 08:43:01 > Calculating Inception Score....
[INFO] 2021-01-29 08:45:09 > Calculate F_beta Score....
[INFO] 2021-01-29 08:56:38 > Calculate Accuracies....
[INFO] 2021-01-29 08:58:35 > Calculate Accuracies....
[INFO] 2021-01-29 09:03:27 > F_8 score (Step: 146000, Using valid images): 0.8597381306240062
[INFO] 2021-01-29 09:03:27 > F_1/8 score (Step: 146000, Using valid images): 0.9355553402255088
[INFO] 2021-01-29 09:03:27 > FID score (Step: 146000, Using valid moments): 29.44926345453308
[INFO] 2021-01-29 09:03:27 > Inception score (Step: 146000, 50000 generated images): 24.023128509521484
[INFO] 2021-01-29 09:03:27 > Best FID score (Step: 146000, Using valid moments): 29.44926345453308
[INFO] 2021-01-29 09:03:42 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 09:07:40 > Step: 146100 Progress: 73.0% Elapsed: 5 days, 5:13:24 temperature: no ada_p: No Discriminator_loss: 0.365677 Generator_loss: 1.48739
[INFO] 2021-01-29 09:11:37 > Step: 146200 Progress: 73.1% Elapsed: 5 days, 5:17:21 temperature: no ada_p: No Discriminator_loss: 0.215502 Generator_loss: 1.83752
[INFO] 2021-01-29 09:15:34 > Step: 146300 Progress: 73.2% Elapsed: 5 days, 5:21:18 temperature: no ada_p: No Discriminator_loss: 0.331876 Generator_loss: 2.57911
[INFO] 2021-01-29 09:19:32 > Step: 146400 Progress: 73.2% Elapsed: 5 days, 5:25:15 temperature: no ada_p: No Discriminator_loss: 0.382026 Generator_loss: 1.29591
[INFO] 2021-01-29 09:24:01 > Step: 146500 Progress: 73.2% Elapsed: 5 days, 5:29:44 temperature: no ada_p: No Discriminator_loss: 0.505598 Generator_loss: 1.21912
[INFO] 2021-01-29 09:28:00 > Step: 146600 Progress: 73.3% Elapsed: 5 days, 5:33:44 temperature: no ada_p: No Discriminator_loss: 0.240206 Generator_loss: 1.95475
[INFO] 2021-01-29 09:31:59 > Step: 146700 Progress: 73.4% Elapsed: 5 days, 5:37:43 temperature: no ada_p: No Discriminator_loss: 0.341781 Generator_loss: 1.5903
[INFO] 2021-01-29 09:35:59 > Step: 146800 Progress: 73.4% Elapsed: 5 days, 5:41:42 temperature: no ada_p: No Discriminator_loss: 0.215418 Generator_loss: 2.26016
[INFO] 2021-01-29 09:39:58 > Step: 146900 Progress: 73.5% Elapsed: 5 days, 5:45:42 temperature: no ada_p: No Discriminator_loss: 0.361851 Generator_loss: 1.38711
[INFO] 2021-01-29 09:43:57 > Step: 147000 Progress: 73.5% Elapsed: 5 days, 5:49:41 temperature: no ada_p: No Discriminator_loss: 0.290283 Generator_loss: 1.61193
[INFO] 2021-01-29 09:47:57 > Step: 147100 Progress: 73.6% Elapsed: 5 days, 5:53:41 temperature: no ada_p: No Discriminator_loss: 0.306879 Generator_loss: 2.46964
[INFO] 2021-01-29 09:51:56 > Step: 147200 Progress: 73.6% Elapsed: 5 days, 5:57:40 temperature: no ada_p: No Discriminator_loss: 0.281574 Generator_loss: 1.55499
[INFO] 2021-01-29 09:55:55 > Step: 147300 Progress: 73.7% Elapsed: 5 days, 6:01:39 temperature: no ada_p: No Discriminator_loss: 0.649321 Generator_loss: 0.114058
[INFO] 2021-01-29 09:59:53 > Step: 147400 Progress: 73.7% Elapsed: 5 days, 6:05:37 temperature: no ada_p: No Discriminator_loss: 0.209725 Generator_loss: 2.32365
[INFO] 2021-01-29 10:03:52 > Step: 147500 Progress: 73.8% Elapsed: 5 days, 6:09:36 temperature: no ada_p: No Discriminator_loss: 0.420308 Generator_loss: 2.12575
[INFO] 2021-01-29 10:07:50 > Step: 147600 Progress: 73.8% Elapsed: 5 days, 6:13:34 temperature: no ada_p: No Discriminator_loss: 0.495612 Generator_loss: 2.7404
[INFO] 2021-01-29 10:11:56 > Step: 147700 Progress: 73.9% Elapsed: 5 days, 6:17:39 temperature: no ada_p: No Discriminator_loss: 0.256746 Generator_loss: 1.84735
[INFO] 2021-01-29 10:15:57 > Step: 147800 Progress: 73.9% Elapsed: 5 days, 6:21:41 temperature: no ada_p: No Discriminator_loss: 0.238025 Generator_loss: 1.75757
[INFO] 2021-01-29 10:19:57 > Step: 147900 Progress: 74.0% Elapsed: 5 days, 6:25:41 temperature: no ada_p: No Discriminator_loss: 0.21699 Generator_loss: 1.86
[INFO] 2021-01-29 10:23:57 > Step: 148000 Progress: 74.0% Elapsed: 5 days, 6:29:41 temperature: no ada_p: No Discriminator_loss: 0.307356 Generator_loss: 1.39244
[INFO] 2021-01-29 10:23:57 > Start Evaluation (148000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 10:23:57 > Calculating FID Score....
[INFO] 2021-01-29 10:26:16 > Calculating Inception Score....
[INFO] 2021-01-29 10:28:24 > Calculate F_beta Score....
[INFO] 2021-01-29 10:39:59 > Calculate Accuracies....
[INFO] 2021-01-29 10:41:43 > Calculate Accuracies....
[INFO] 2021-01-29 10:46:36 > F_8 score (Step: 148000, Using valid images): 0.8809996025528624
[INFO] 2021-01-29 10:46:36 > F_1/8 score (Step: 148000, Using valid images): 0.9353021301167712
[INFO] 2021-01-29 10:46:36 > FID score (Step: 148000, Using valid moments): 29.40373235146319
[INFO] 2021-01-29 10:46:36 > Inception score (Step: 148000, 50000 generated images): 23.9942684173584
[INFO] 2021-01-29 10:46:36 > Best FID score (Step: 148000, Using valid moments): 29.40373235146319
[INFO] 2021-01-29 10:46:51 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 10:50:50 > Step: 148100 Progress: 74.1% Elapsed: 5 days, 6:56:34 temperature: no ada_p: No Discriminator_loss: 0.268903 Generator_loss: 2.35072
[INFO] 2021-01-29 10:55:06 > Step: 148200 Progress: 74.1% Elapsed: 5 days, 7:00:50 temperature: no ada_p: No Discriminator_loss: 0.346102 Generator_loss: 1.52491
[INFO] 2021-01-29 10:59:06 > Step: 148300 Progress: 74.2% Elapsed: 5 days, 7:04:49 temperature: no ada_p: No Discriminator_loss: 0.248229 Generator_loss: 1.90742
[INFO] 2021-01-29 11:03:06 > Step: 148400 Progress: 74.2% Elapsed: 5 days, 7:08:50 temperature: no ada_p: No Discriminator_loss: 0.381834 Generator_loss: 2.67291
[INFO] 2021-01-29 11:07:05 > Step: 148500 Progress: 74.2% Elapsed: 5 days, 7:12:49 temperature: no ada_p: No Discriminator_loss: 0.301531 Generator_loss: 1.70464
[INFO] 2021-01-29 11:11:04 > Step: 148600 Progress: 74.3% Elapsed: 5 days, 7:16:48 temperature: no ada_p: No Discriminator_loss: 0.366081 Generator_loss: 1.55479
[INFO] 2021-01-29 11:15:03 > Step: 148700 Progress: 74.4% Elapsed: 5 days, 7:20:47 temperature: no ada_p: No Discriminator_loss: 0.387792 Generator_loss: 1.14469
[INFO] 2021-01-29 11:19:01 > Step: 148800 Progress: 74.4% Elapsed: 5 days, 7:24:45 temperature: no ada_p: No Discriminator_loss: 0.434639 Generator_loss: 1.35556
[INFO] 2021-01-29 11:23:00 > Step: 148900 Progress: 74.5% Elapsed: 5 days, 7:28:44 temperature: no ada_p: No Discriminator_loss: 0.200893 Generator_loss: 2.54622
[INFO] 2021-01-29 11:27:00 > Step: 149000 Progress: 74.5% Elapsed: 5 days, 7:32:43 temperature: no ada_p: No Discriminator_loss: 0.234153 Generator_loss: 2.73836
[INFO] 2021-01-29 11:30:59 > Step: 149100 Progress: 74.6% Elapsed: 5 days, 7:36:42 temperature: no ada_p: No Discriminator_loss: 0.253813 Generator_loss: 1.88295
[INFO] 2021-01-29 11:34:58 > Step: 149200 Progress: 74.6% Elapsed: 5 days, 7:40:42 temperature: no ada_p: No Discriminator_loss: 0.526816 Generator_loss: 1.34395
[INFO] 2021-01-29 11:38:56 > Step: 149300 Progress: 74.7% Elapsed: 5 days, 7:44:40 temperature: no ada_p: No Discriminator_loss: 0.276733 Generator_loss: 2.39043
[INFO] 2021-01-29 11:42:56 > Step: 149400 Progress: 74.7% Elapsed: 5 days, 7:48:39 temperature: no ada_p: No Discriminator_loss: 0.258281 Generator_loss: 1.75222
[INFO] 2021-01-29 11:46:55 > Step: 149500 Progress: 74.8% Elapsed: 5 days, 7:52:38 temperature: no ada_p: No Discriminator_loss: 0.293389 Generator_loss: 1.73707
[INFO] 2021-01-29 11:50:53 > Step: 149600 Progress: 74.8% Elapsed: 5 days, 7:56:37 temperature: no ada_p: No Discriminator_loss: 0.34018 Generator_loss: 2.83187
[INFO] 2021-01-29 11:54:52 > Step: 149700 Progress: 74.9% Elapsed: 5 days, 8:00:36 temperature: no ada_p: No Discriminator_loss: 0.229658 Generator_loss: 2.17816
[INFO] 2021-01-29 11:58:51 > Step: 149800 Progress: 74.9% Elapsed: 5 days, 8:04:35 temperature: no ada_p: No Discriminator_loss: 0.215986 Generator_loss: 1.66064
[INFO] 2021-01-29 12:02:50 > Step: 149900 Progress: 75.0% Elapsed: 5 days, 8:08:34 temperature: no ada_p: No Discriminator_loss: 0.275518 Generator_loss: 1.58733
[INFO] 2021-01-29 12:06:50 > Step: 150000 Progress: 75.0% Elapsed: 5 days, 8:12:33 temperature: no ada_p: No Discriminator_loss: 0.344547 Generator_loss: 1.25774
[INFO] 2021-01-29 12:06:50 > Start Evaluation (150000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 12:06:50 > Calculating FID Score....
[INFO] 2021-01-29 12:09:09 > Calculating Inception Score....
[INFO] 2021-01-29 12:11:17 > Calculate F_beta Score....
[INFO] 2021-01-29 12:22:42 > Calculate Accuracies....
[INFO] 2021-01-29 12:24:39 > Calculate Accuracies....
[INFO] 2021-01-29 12:29:31 > F_8 score (Step: 150000, Using valid images): 0.8831671932178394
[INFO] 2021-01-29 12:29:31 > F_1/8 score (Step: 150000, Using valid images): 0.9352417107976453
[INFO] 2021-01-29 12:29:31 > FID score (Step: 150000, Using valid moments): 29.294440908548438
[INFO] 2021-01-29 12:29:31 > Inception score (Step: 150000, 50000 generated images): 24.09199333190918
[INFO] 2021-01-29 12:29:31 > Best FID score (Step: 150000, Using valid moments): 29.294440908548438
[INFO] 2021-01-29 12:29:45 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 12:33:44 > Step: 150100 Progress: 75.0% Elapsed: 5 days, 8:39:28 temperature: no ada_p: No Discriminator_loss: 0.349899 Generator_loss: 2.46771
[INFO] 2021-01-29 12:37:50 > Step: 150200 Progress: 75.1% Elapsed: 5 days, 8:43:33 temperature: no ada_p: No Discriminator_loss: 0.415132 Generator_loss: 1.27609
[INFO] 2021-01-29 12:41:48 > Step: 150300 Progress: 75.1% Elapsed: 5 days, 8:47:32 temperature: no ada_p: No Discriminator_loss: 0.301379 Generator_loss: 2.15566
[INFO] 2021-01-29 12:45:46 > Step: 150400 Progress: 75.2% Elapsed: 5 days, 8:51:30 temperature: no ada_p: No Discriminator_loss: 0.313642 Generator_loss: 1.66013
[INFO] 2021-01-29 12:50:30 > Step: 150500 Progress: 75.2% Elapsed: 5 days, 8:56:14 temperature: no ada_p: No Discriminator_loss: 0.265155 Generator_loss: 1.75423
[INFO] 2021-01-29 12:54:31 > Step: 150600 Progress: 75.3% Elapsed: 5 days, 9:00:14 temperature: no ada_p: No Discriminator_loss: 0.232581 Generator_loss: 1.68574
[INFO] 2021-01-29 12:58:31 > Step: 150700 Progress: 75.3% Elapsed: 5 days, 9:04:15 temperature: no ada_p: No Discriminator_loss: 0.484128 Generator_loss: 1.25898
[INFO] 2021-01-29 13:02:32 > Step: 150800 Progress: 75.4% Elapsed: 5 days, 9:08:16 temperature: no ada_p: No Discriminator_loss: 0.258919 Generator_loss: 1.51528
[INFO] 2021-01-29 13:06:32 > Step: 150900 Progress: 75.4% Elapsed: 5 days, 9:12:16 temperature: no ada_p: No Discriminator_loss: 0.449047 Generator_loss: 1.57665
[INFO] 2021-01-29 13:10:32 > Step: 151000 Progress: 75.5% Elapsed: 5 days, 9:16:16 temperature: no ada_p: No Discriminator_loss: 0.42267 Generator_loss: 1.22473
[INFO] 2021-01-29 13:14:31 > Step: 151100 Progress: 75.5% Elapsed: 5 days, 9:20:15 temperature: no ada_p: No Discriminator_loss: 0.318212 Generator_loss: 1.96165
[INFO] 2021-01-29 13:18:31 > Step: 151200 Progress: 75.6% Elapsed: 5 days, 9:24:15 temperature: no ada_p: No Discriminator_loss: 0.244238 Generator_loss: 1.95919
[INFO] 2021-01-29 13:22:31 > Step: 151300 Progress: 75.6% Elapsed: 5 days, 9:28:15 temperature: no ada_p: No Discriminator_loss: 0.204732 Generator_loss: 1.68856
[INFO] 2021-01-29 13:26:30 > Step: 151400 Progress: 75.7% Elapsed: 5 days, 9:32:14 temperature: no ada_p: No Discriminator_loss: 0.266439 Generator_loss: 1.60526
[INFO] 2021-01-29 13:30:30 > Step: 151500 Progress: 75.8% Elapsed: 5 days, 9:36:13 temperature: no ada_p: No Discriminator_loss: 0.242475 Generator_loss: 2.4416
[INFO] 2021-01-29 13:34:30 > Step: 151600 Progress: 75.8% Elapsed: 5 days, 9:40:13 temperature: no ada_p: No Discriminator_loss: 0.234161 Generator_loss: 2.40937
[INFO] 2021-01-29 13:38:29 > Step: 151700 Progress: 75.8% Elapsed: 5 days, 9:44:13 temperature: no ada_p: No Discriminator_loss: 0.243148 Generator_loss: 2.43264
[INFO] 2021-01-29 13:42:28 > Step: 151800 Progress: 75.9% Elapsed: 5 days, 9:48:12 temperature: no ada_p: No Discriminator_loss: 0.234787 Generator_loss: 1.75027
[INFO] 2021-01-29 13:46:27 > Step: 151900 Progress: 75.9% Elapsed: 5 days, 9:52:11 temperature: no ada_p: No Discriminator_loss: 0.303415 Generator_loss: 1.56523
[INFO] 2021-01-29 13:50:27 > Step: 152000 Progress: 76.0% Elapsed: 5 days, 9:56:11 temperature: no ada_p: No Discriminator_loss: 0.259803 Generator_loss: 1.94264
[INFO] 2021-01-29 13:50:27 > Start Evaluation (152000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 13:50:27 > Calculating FID Score....
[INFO] 2021-01-29 13:52:46 > Calculating Inception Score....
[INFO] 2021-01-29 13:54:54 > Calculate F_beta Score....
[INFO] 2021-01-29 14:06:31 > Calculate Accuracies....
[INFO] 2021-01-29 14:08:15 > Calculate Accuracies....
[INFO] 2021-01-29 14:13:07 > F_8 score (Step: 152000, Using valid images): 0.8731303724240643
[INFO] 2021-01-29 14:13:07 > F_1/8 score (Step: 152000, Using valid images): 0.9321060558782256
[INFO] 2021-01-29 14:13:07 > FID score (Step: 152000, Using valid moments): 29.089323584126248
[INFO] 2021-01-29 14:13:07 > Inception score (Step: 152000, 50000 generated images): 24.45342254638672
[INFO] 2021-01-29 14:13:07 > Best FID score (Step: 152000, Using valid moments): 29.089323584126248
[INFO] 2021-01-29 14:13:21 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 14:17:21 > Step: 152100 Progress: 76.0% Elapsed: 5 days, 10:23:05 temperature: no ada_p: No Discriminator_loss: 0.241473 Generator_loss: 1.88726
[INFO] 2021-01-29 14:21:18 > Step: 152200 Progress: 76.1% Elapsed: 5 days, 10:27:02 temperature: no ada_p: No Discriminator_loss: 0.244561 Generator_loss: 2.16304
[INFO] 2021-01-29 14:25:16 > Step: 152300 Progress: 76.1% Elapsed: 5 days, 10:31:00 temperature: no ada_p: No Discriminator_loss: 0.174719 Generator_loss: 1.91303
[INFO] 2021-01-29 14:29:32 > Step: 152400 Progress: 76.2% Elapsed: 5 days, 10:35:16 temperature: no ada_p: No Discriminator_loss: 0.238795 Generator_loss: 1.97288
[INFO] 2021-01-29 14:33:31 > Step: 152500 Progress: 76.2% Elapsed: 5 days, 10:39:15 temperature: no ada_p: No Discriminator_loss: 0.366731 Generator_loss: 1.61333
[INFO] 2021-01-29 14:37:29 > Step: 152600 Progress: 76.3% Elapsed: 5 days, 10:43:13 temperature: no ada_p: No Discriminator_loss: 0.248562 Generator_loss: 2.24158
[INFO] 2021-01-29 14:41:35 > Step: 152700 Progress: 76.3% Elapsed: 5 days, 10:47:19 temperature: no ada_p: No Discriminator_loss: 0.206411 Generator_loss: 2.13064
[INFO] 2021-01-29 14:45:36 > Step: 152800 Progress: 76.4% Elapsed: 5 days, 10:51:19 temperature: no ada_p: No Discriminator_loss: 0.404651 Generator_loss: 1.19305
[INFO] 2021-01-29 14:49:36 > Step: 152900 Progress: 76.4% Elapsed: 5 days, 10:55:20 temperature: no ada_p: No Discriminator_loss: 0.286041 Generator_loss: 1.97987
[INFO] 2021-01-29 14:53:36 > Step: 153000 Progress: 76.5% Elapsed: 5 days, 10:59:20 temperature: no ada_p: No Discriminator_loss: 0.235535 Generator_loss: 2.10345
[INFO] 2021-01-29 14:57:36 > Step: 153100 Progress: 76.5% Elapsed: 5 days, 11:03:19 temperature: no ada_p: No Discriminator_loss: 0.267727 Generator_loss: 1.70953
[INFO] 2021-01-29 15:01:36 > Step: 153200 Progress: 76.6% Elapsed: 5 days, 11:07:20 temperature: no ada_p: No Discriminator_loss: 0.386036 Generator_loss: 1.73081
[INFO] 2021-01-29 15:05:37 > Step: 153300 Progress: 76.6% Elapsed: 5 days, 11:11:20 temperature: no ada_p: No Discriminator_loss: 0.328183 Generator_loss: 1.6237
[INFO] 2021-01-29 15:09:37 > Step: 153400 Progress: 76.7% Elapsed: 5 days, 11:15:21 temperature: no ada_p: No Discriminator_loss: 0.511036 Generator_loss: 1.17053
[INFO] 2021-01-29 15:13:37 > Step: 153500 Progress: 76.8% Elapsed: 5 days, 11:19:20 temperature: no ada_p: No Discriminator_loss: 0.298922 Generator_loss: 1.68433
[INFO] 2021-01-29 15:17:36 > Step: 153600 Progress: 76.8% Elapsed: 5 days, 11:23:20 temperature: no ada_p: No Discriminator_loss: 0.235883 Generator_loss: 2.0481
[INFO] 2021-01-29 15:21:36 > Step: 153700 Progress: 76.8% Elapsed: 5 days, 11:27:20 temperature: no ada_p: No Discriminator_loss: 0.22477 Generator_loss: 2.34219
[INFO] 2021-01-29 15:25:36 > Step: 153800 Progress: 76.9% Elapsed: 5 days, 11:31:20 temperature: no ada_p: No Discriminator_loss: 0.299722 Generator_loss: 1.78834
[INFO] 2021-01-29 15:29:36 > Step: 153900 Progress: 77.0% Elapsed: 5 days, 11:35:19 temperature: no ada_p: No Discriminator_loss: 0.248072 Generator_loss: 1.85051
[INFO] 2021-01-29 15:33:35 > Step: 154000 Progress: 77.0% Elapsed: 5 days, 11:39:19 temperature: no ada_p: No Discriminator_loss: 0.444502 Generator_loss: 1.38811
[INFO] 2021-01-29 15:33:35 > Start Evaluation (154000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 15:33:35 > Calculating FID Score....
[INFO] 2021-01-29 15:35:54 > Calculating Inception Score....
[INFO] 2021-01-29 15:38:02 > Calculate F_beta Score....
[INFO] 2021-01-29 15:49:29 > Calculate Accuracies....
[INFO] 2021-01-29 15:51:13 > Calculate Accuracies....
[INFO] 2021-01-29 15:56:04 > F_8 score (Step: 154000, Using valid images): 0.8874590370831146
[INFO] 2021-01-29 15:56:04 > F_1/8 score (Step: 154000, Using valid images): 0.9299075497288828
[INFO] 2021-01-29 15:56:04 > FID score (Step: 154000, Using valid moments): 28.695233821563306
[INFO] 2021-01-29 15:56:04 > Inception score (Step: 154000, 50000 generated images): 24.31302261352539
[INFO] 2021-01-29 15:56:04 > Best FID score (Step: 154000, Using valid moments): 28.695233821563306
[INFO] 2021-01-29 15:56:18 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 16:00:17 > Step: 154100 Progress: 77.0% Elapsed: 5 days, 12:06:01 temperature: no ada_p: No Discriminator_loss: 0.271132 Generator_loss: 2.24464
[INFO] 2021-01-29 16:04:15 > Step: 154200 Progress: 77.1% Elapsed: 5 days, 12:09:58 temperature: no ada_p: No Discriminator_loss: 0.370967 Generator_loss: 1.14551
[INFO] 2021-01-29 16:08:31 > Step: 154300 Progress: 77.1% Elapsed: 5 days, 12:14:15 temperature: no ada_p: No Discriminator_loss: 0.290209 Generator_loss: 2.41001
[INFO] 2021-01-29 16:12:29 > Step: 154400 Progress: 77.2% Elapsed: 5 days, 12:18:13 temperature: no ada_p: No Discriminator_loss: 0.331516 Generator_loss: 1.36867
[INFO] 2021-01-29 16:16:28 > Step: 154500 Progress: 77.2% Elapsed: 5 days, 12:22:12 temperature: no ada_p: No Discriminator_loss: 0.28153 Generator_loss: 1.68485
[INFO] 2021-01-29 16:20:27 > Step: 154600 Progress: 77.3% Elapsed: 5 days, 12:26:10 temperature: no ada_p: No Discriminator_loss: 0.258414 Generator_loss: 1.80523
[INFO] 2021-01-29 16:24:25 > Step: 154700 Progress: 77.3% Elapsed: 5 days, 12:30:09 temperature: no ada_p: No Discriminator_loss: 0.349673 Generator_loss: 1.73629
[INFO] 2021-01-29 16:28:24 > Step: 154800 Progress: 77.4% Elapsed: 5 days, 12:34:08 temperature: no ada_p: No Discriminator_loss: 0.267581 Generator_loss: 2.81027
[INFO] 2021-01-29 16:32:22 > Step: 154900 Progress: 77.5% Elapsed: 5 days, 12:38:06 temperature: no ada_p: No Discriminator_loss: 0.303352 Generator_loss: 2.74632
[INFO] 2021-01-29 16:36:21 > Step: 155000 Progress: 77.5% Elapsed: 5 days, 12:42:04 temperature: no ada_p: No Discriminator_loss: 0.27343 Generator_loss: 1.52922
[INFO] 2021-01-29 16:40:20 > Step: 155100 Progress: 77.5% Elapsed: 5 days, 12:46:03 temperature: no ada_p: No Discriminator_loss: 0.220726 Generator_loss: 2.03722
[INFO] 2021-01-29 16:44:26 > Step: 155200 Progress: 77.6% Elapsed: 5 days, 12:50:09 temperature: no ada_p: No Discriminator_loss: 0.343623 Generator_loss: 1.43079
[INFO] 2021-01-29 16:48:27 > Step: 155300 Progress: 77.6% Elapsed: 5 days, 12:54:11 temperature: no ada_p: No Discriminator_loss: 0.23221 Generator_loss: 1.99969
[INFO] 2021-01-29 16:52:28 > Step: 155400 Progress: 77.7% Elapsed: 5 days, 12:58:11 temperature: no ada_p: No Discriminator_loss: 0.201968 Generator_loss: 2.1228
[INFO] 2021-01-29 16:56:28 > Step: 155500 Progress: 77.8% Elapsed: 5 days, 13:02:12 temperature: no ada_p: No Discriminator_loss: 0.398802 Generator_loss: 1.3927
[INFO] 2021-01-29 17:00:28 > Step: 155600 Progress: 77.8% Elapsed: 5 days, 13:06:12 temperature: no ada_p: No Discriminator_loss: 0.216475 Generator_loss: 1.96067
[INFO] 2021-01-29 17:04:28 > Step: 155700 Progress: 77.8% Elapsed: 5 days, 13:10:12 temperature: no ada_p: No Discriminator_loss: 0.234543 Generator_loss: 1.94196
[INFO] 2021-01-29 17:08:28 > Step: 155800 Progress: 77.9% Elapsed: 5 days, 13:14:12 temperature: no ada_p: No Discriminator_loss: 0.26415 Generator_loss: 2.39066
[INFO] 2021-01-29 17:12:29 > Step: 155900 Progress: 78.0% Elapsed: 5 days, 13:18:12 temperature: no ada_p: No Discriminator_loss: 0.418334 Generator_loss: 1.14199
[INFO] 2021-01-29 17:16:29 > Step: 156000 Progress: 78.0% Elapsed: 5 days, 13:22:13 temperature: no ada_p: No Discriminator_loss: 0.254898 Generator_loss: 2.00225
[INFO] 2021-01-29 17:16:29 > Start Evaluation (156000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 17:16:29 > Calculating FID Score....
[INFO] 2021-01-29 17:18:48 > Calculating Inception Score....
[INFO] 2021-01-29 17:20:56 > Calculate F_beta Score....
[INFO] 2021-01-29 17:32:24 > Calculate Accuracies....
[INFO] 2021-01-29 17:34:08 > Calculate Accuracies....
[INFO] 2021-01-29 17:38:58 > F_8 score (Step: 156000, Using valid images): 0.8800178209591438
[INFO] 2021-01-29 17:38:58 > F_1/8 score (Step: 156000, Using valid images): 0.9408858961060743
[INFO] 2021-01-29 17:38:58 > FID score (Step: 156000, Using valid moments): 28.54996405862255
[INFO] 2021-01-29 17:38:58 > Inception score (Step: 156000, 50000 generated images): 24.46316146850586
[INFO] 2021-01-29 17:38:58 > Best FID score (Step: 156000, Using valid moments): 28.54996405862255
[INFO] 2021-01-29 17:39:13 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 17:43:30 > Step: 156100 Progress: 78.0% Elapsed: 5 days, 13:49:14 temperature: no ada_p: No Discriminator_loss: 0.286077 Generator_loss: 1.59736
[INFO] 2021-01-29 17:47:31 > Step: 156200 Progress: 78.1% Elapsed: 5 days, 13:53:15 temperature: no ada_p: No Discriminator_loss: 0.645337 Generator_loss: 0.853719
[INFO] 2021-01-29 17:51:31 > Step: 156300 Progress: 78.1% Elapsed: 5 days, 13:57:15 temperature: no ada_p: No Discriminator_loss: 0.450798 Generator_loss: 1.40534
[INFO] 2021-01-29 17:55:31 > Step: 156400 Progress: 78.2% Elapsed: 5 days, 14:01:15 temperature: no ada_p: No Discriminator_loss: 0.259738 Generator_loss: 2.36955
[INFO] 2021-01-29 17:59:29 > Step: 156500 Progress: 78.2% Elapsed: 5 days, 14:05:13 temperature: no ada_p: No Discriminator_loss: 0.338071 Generator_loss: 1.42371
[INFO] 2021-01-29 18:03:29 > Step: 156600 Progress: 78.3% Elapsed: 5 days, 14:09:12 temperature: no ada_p: No Discriminator_loss: 0.428747 Generator_loss: 1.48568
[INFO] 2021-01-29 18:07:27 > Step: 156700 Progress: 78.3% Elapsed: 5 days, 14:13:11 temperature: no ada_p: No Discriminator_loss: 0.387848 Generator_loss: 1.18353
[INFO] 2021-01-29 18:11:27 > Step: 156800 Progress: 78.4% Elapsed: 5 days, 14:17:10 temperature: no ada_p: No Discriminator_loss: 0.445961 Generator_loss: 1.40593
[INFO] 2021-01-29 18:15:26 > Step: 156900 Progress: 78.5% Elapsed: 5 days, 14:21:09 temperature: no ada_p: No Discriminator_loss: 0.2545 Generator_loss: 1.23149
[INFO] 2021-01-29 18:19:25 > Step: 157000 Progress: 78.5% Elapsed: 5 days, 14:25:08 temperature: no ada_p: No Discriminator_loss: 0.319388 Generator_loss: 1.72189
[INFO] 2021-01-29 18:23:24 > Step: 157100 Progress: 78.5% Elapsed: 5 days, 14:29:08 temperature: no ada_p: No Discriminator_loss: 0.362495 Generator_loss: 1.4995
[INFO] 2021-01-29 18:27:23 > Step: 157200 Progress: 78.6% Elapsed: 5 days, 14:33:07 temperature: no ada_p: No Discriminator_loss: 0.277637 Generator_loss: 1.99249
[INFO] 2021-01-29 18:31:22 > Step: 157300 Progress: 78.6% Elapsed: 5 days, 14:37:06 temperature: no ada_p: No Discriminator_loss: 0.268091 Generator_loss: 1.83092
[INFO] 2021-01-29 18:35:21 > Step: 157400 Progress: 78.7% Elapsed: 5 days, 14:41:05 temperature: no ada_p: No Discriminator_loss: 0.292299 Generator_loss: 2.56267
[INFO] 2021-01-29 18:39:21 > Step: 157500 Progress: 78.8% Elapsed: 5 days, 14:45:05 temperature: no ada_p: No Discriminator_loss: 0.294129 Generator_loss: 1.69287
[INFO] 2021-01-29 18:43:21 > Step: 157600 Progress: 78.8% Elapsed: 5 days, 14:49:04 temperature: no ada_p: No Discriminator_loss: 0.342618 Generator_loss: 1.26148
[INFO] 2021-01-29 18:47:26 > Step: 157700 Progress: 78.8% Elapsed: 5 days, 14:53:10 temperature: no ada_p: No Discriminator_loss: 0.223686 Generator_loss: 2.01223
[INFO] 2021-01-29 18:51:28 > Step: 157800 Progress: 78.9% Elapsed: 5 days, 14:57:12 temperature: no ada_p: No Discriminator_loss: 0.236163 Generator_loss: 1.756
[INFO] 2021-01-29 18:55:29 > Step: 157900 Progress: 79.0% Elapsed: 5 days, 15:01:12 temperature: no ada_p: No Discriminator_loss: 0.217939 Generator_loss: 2.69441
[INFO] 2021-01-29 18:59:30 > Step: 158000 Progress: 79.0% Elapsed: 5 days, 15:05:14 temperature: no ada_p: No Discriminator_loss: 0.439773 Generator_loss: 1.59572
[INFO] 2021-01-29 18:59:30 > Start Evaluation (158000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 18:59:30 > Calculating FID Score....
[INFO] 2021-01-29 19:01:49 > Calculating Inception Score....
[INFO] 2021-01-29 19:03:57 > Calculate F_beta Score....
[INFO] 2021-01-29 19:15:32 > Calculate Accuracies....
[INFO] 2021-01-29 19:17:16 > Calculate Accuracies....
[INFO] 2021-01-29 19:22:12 > F_8 score (Step: 158000, Using valid images): 0.8913656412898808
[INFO] 2021-01-29 19:22:12 > F_1/8 score (Step: 158000, Using valid images): 0.941184222250737
[INFO] 2021-01-29 19:22:12 > FID score (Step: 158000, Using valid moments): 28.3681803819444
[INFO] 2021-01-29 19:22:12 > Inception score (Step: 158000, 50000 generated images): 24.702804565429688
[INFO] 2021-01-29 19:22:12 > Best FID score (Step: 158000, Using valid moments): 28.3681803819444
[INFO] 2021-01-29 19:22:26 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 19:26:25 > Step: 158100 Progress: 79.0% Elapsed: 5 days, 15:32:09 temperature: no ada_p: No Discriminator_loss: 0.32955 Generator_loss: 2.83783
[INFO] 2021-01-29 19:30:23 > Step: 158200 Progress: 79.1% Elapsed: 5 days, 15:36:06 temperature: no ada_p: No Discriminator_loss: 0.170564 Generator_loss: 2.01628
[INFO] 2021-01-29 19:34:38 > Step: 158300 Progress: 79.1% Elapsed: 5 days, 15:40:22 temperature: no ada_p: No Discriminator_loss: 0.336534 Generator_loss: 1.96405
[INFO] 2021-01-29 19:38:37 > Step: 158400 Progress: 79.2% Elapsed: 5 days, 15:44:21 temperature: no ada_p: No Discriminator_loss: 0.282384 Generator_loss: 1.75322
[INFO] 2021-01-29 19:42:36 > Step: 158500 Progress: 79.2% Elapsed: 5 days, 15:48:20 temperature: no ada_p: No Discriminator_loss: 0.339032 Generator_loss: 1.56749
[INFO] 2021-01-29 19:46:35 > Step: 158600 Progress: 79.3% Elapsed: 5 days, 15:52:19 temperature: no ada_p: No Discriminator_loss: 0.22207 Generator_loss: 2.19321
[INFO] 2021-01-29 19:50:35 > Step: 158700 Progress: 79.3% Elapsed: 5 days, 15:56:19 temperature: no ada_p: No Discriminator_loss: 0.174648 Generator_loss: 2.31279
[INFO] 2021-01-29 19:54:34 > Step: 158800 Progress: 79.4% Elapsed: 5 days, 16:00:18 temperature: no ada_p: No Discriminator_loss: 0.237678 Generator_loss: 2.51663
[INFO] 2021-01-29 19:58:33 > Step: 158900 Progress: 79.5% Elapsed: 5 days, 16:04:17 temperature: no ada_p: No Discriminator_loss: 0.304641 Generator_loss: 1.49376
[INFO] 2021-01-29 20:02:32 > Step: 159000 Progress: 79.5% Elapsed: 5 days, 16:08:16 temperature: no ada_p: No Discriminator_loss: 0.441098 Generator_loss: 2.60157
[INFO] 2021-01-29 20:06:31 > Step: 159100 Progress: 79.5% Elapsed: 5 days, 16:12:15 temperature: no ada_p: No Discriminator_loss: 0.341011 Generator_loss: 1.41352
[INFO] 2021-01-29 20:10:30 > Step: 159200 Progress: 79.6% Elapsed: 5 days, 16:16:14 temperature: no ada_p: No Discriminator_loss: 0.350478 Generator_loss: 1.56784
[INFO] 2021-01-29 20:14:29 > Step: 159300 Progress: 79.7% Elapsed: 5 days, 16:20:13 temperature: no ada_p: No Discriminator_loss: 0.261097 Generator_loss: 2.14033
[INFO] 2021-01-29 20:18:29 > Step: 159400 Progress: 79.7% Elapsed: 5 days, 16:24:13 temperature: no ada_p: No Discriminator_loss: 0.4324 Generator_loss: 1.44338
[INFO] 2021-01-29 20:22:28 > Step: 159500 Progress: 79.8% Elapsed: 5 days, 16:28:12 temperature: no ada_p: No Discriminator_loss: 0.252574 Generator_loss: 2.03476
[INFO] 2021-01-29 20:26:27 > Step: 159600 Progress: 79.8% Elapsed: 5 days, 16:32:11 temperature: no ada_p: No Discriminator_loss: 0.286186 Generator_loss: 1.63339
[INFO] 2021-01-29 20:30:26 > Step: 159700 Progress: 79.8% Elapsed: 5 days, 16:36:10 temperature: no ada_p: No Discriminator_loss: 0.267571 Generator_loss: 2.02047
[INFO] 2021-01-29 20:34:25 > Step: 159800 Progress: 79.9% Elapsed: 5 days, 16:40:08 temperature: no ada_p: No Discriminator_loss: 0.321377 Generator_loss: 1.26835
[INFO] 2021-01-29 20:38:23 > Step: 159900 Progress: 80.0% Elapsed: 5 days, 16:44:07 temperature: no ada_p: No Discriminator_loss: 0.276614 Generator_loss: 2.57683
[INFO] 2021-01-29 20:42:23 > Step: 160000 Progress: 80.0% Elapsed: 5 days, 16:48:06 temperature: no ada_p: No Discriminator_loss: 0.41511 Generator_loss: 1.15764
[INFO] 2021-01-29 20:42:23 > Start Evaluation (160000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 20:42:23 > Calculating FID Score....
[INFO] 2021-01-29 20:44:42 > Calculating Inception Score....
[INFO] 2021-01-29 20:46:50 > Calculate F_beta Score....
[INFO] 2021-01-29 20:58:21 > Calculate Accuracies....
[INFO] 2021-01-29 21:00:05 > Calculate Accuracies....
[INFO] 2021-01-29 21:04:56 > F_8 score (Step: 160000, Using valid images): 0.8778813898615551
[INFO] 2021-01-29 21:04:56 > F_1/8 score (Step: 160000, Using valid images): 0.9323293035087117
[INFO] 2021-01-29 21:04:56 > FID score (Step: 160000, Using valid moments): 28.453659080620184
[INFO] 2021-01-29 21:04:56 > Inception score (Step: 160000, 50000 generated images): 24.938356399536133
[INFO] 2021-01-29 21:04:56 > Best FID score (Step: 158000, Using valid moments): 28.3681803819444
[INFO] 2021-01-29 21:05:04 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 21:09:03 > Step: 160100 Progress: 80.0% Elapsed: 5 days, 17:14:47 temperature: no ada_p: No Discriminator_loss: 0.22215 Generator_loss: 2.0135
[INFO] 2021-01-29 21:13:08 > Step: 160200 Progress: 80.1% Elapsed: 5 days, 17:18:52 temperature: no ada_p: No Discriminator_loss: 0.246341 Generator_loss: 1.73843
[INFO] 2021-01-29 21:17:26 > Step: 160300 Progress: 80.2% Elapsed: 5 days, 17:23:10 temperature: no ada_p: No Discriminator_loss: 0.307254 Generator_loss: 2.27759
[INFO] 2021-01-29 21:21:26 > Step: 160400 Progress: 80.2% Elapsed: 5 days, 17:27:09 temperature: no ada_p: No Discriminator_loss: 0.35757 Generator_loss: 1.55009
[INFO] 2021-01-29 21:25:25 > Step: 160500 Progress: 80.2% Elapsed: 5 days, 17:31:08 temperature: no ada_p: No Discriminator_loss: 0.231393 Generator_loss: 2.11503
[INFO] 2021-01-29 21:29:24 > Step: 160600 Progress: 80.3% Elapsed: 5 days, 17:35:07 temperature: no ada_p: No Discriminator_loss: 0.266865 Generator_loss: 2.19319
[INFO] 2021-01-29 21:33:22 > Step: 160700 Progress: 80.3% Elapsed: 5 days, 17:39:06 temperature: no ada_p: No Discriminator_loss: 0.41994 Generator_loss: 1.29286
[INFO] 2021-01-29 21:37:21 > Step: 160800 Progress: 80.4% Elapsed: 5 days, 17:43:04 temperature: no ada_p: No Discriminator_loss: 0.411122 Generator_loss: 1.34886
[INFO] 2021-01-29 21:41:19 > Step: 160900 Progress: 80.5% Elapsed: 5 days, 17:47:03 temperature: no ada_p: No Discriminator_loss: 0.479867 Generator_loss: 1.1034
[INFO] 2021-01-29 21:45:18 > Step: 161000 Progress: 80.5% Elapsed: 5 days, 17:51:02 temperature: no ada_p: No Discriminator_loss: 0.354159 Generator_loss: 1.63603
[INFO] 2021-01-29 21:49:18 > Step: 161100 Progress: 80.5% Elapsed: 5 days, 17:55:02 temperature: no ada_p: No Discriminator_loss: 0.231335 Generator_loss: 2.12778
[INFO] 2021-01-29 21:53:17 > Step: 161200 Progress: 80.6% Elapsed: 5 days, 17:59:01 temperature: no ada_p: No Discriminator_loss: 0.362017 Generator_loss: 1.71226
[INFO] 2021-01-29 21:57:16 > Step: 161300 Progress: 80.7% Elapsed: 5 days, 18:02:59 temperature: no ada_p: No Discriminator_loss: 0.364941 Generator_loss: 1.35418
[INFO] 2021-01-29 22:01:14 > Step: 161400 Progress: 80.7% Elapsed: 5 days, 18:06:58 temperature: no ada_p: No Discriminator_loss: 0.221923 Generator_loss: 1.95001
[INFO] 2021-01-29 22:05:13 > Step: 161500 Progress: 80.8% Elapsed: 5 days, 18:10:57 temperature: no ada_p: No Discriminator_loss: 0.264484 Generator_loss: 2.84425
[INFO] 2021-01-29 22:09:12 > Step: 161600 Progress: 80.8% Elapsed: 5 days, 18:14:56 temperature: no ada_p: No Discriminator_loss: 0.323307 Generator_loss: 2.51867
[INFO] 2021-01-29 22:13:11 > Step: 161700 Progress: 80.8% Elapsed: 5 days, 18:18:54 temperature: no ada_p: No Discriminator_loss: 0.43411 Generator_loss: 1.40466
[INFO] 2021-01-29 22:17:10 > Step: 161800 Progress: 80.9% Elapsed: 5 days, 18:22:54 temperature: no ada_p: No Discriminator_loss: 0.214673 Generator_loss: 2.45629
[INFO] 2021-01-29 22:21:09 > Step: 161900 Progress: 81.0% Elapsed: 5 days, 18:26:52 temperature: no ada_p: No Discriminator_loss: 0.370805 Generator_loss: 1.33033
[INFO] 2021-01-29 22:25:07 > Step: 162000 Progress: 81.0% Elapsed: 5 days, 18:30:51 temperature: no ada_p: No Discriminator_loss: 0.200392 Generator_loss: 2.16727
[INFO] 2021-01-29 22:25:07 > Start Evaluation (162000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 22:25:07 > Calculating FID Score....
[INFO] 2021-01-29 22:27:26 > Calculating Inception Score....
[INFO] 2021-01-29 22:29:35 > Calculate F_beta Score....
[INFO] 2021-01-29 22:41:03 > Calculate Accuracies....
[INFO] 2021-01-29 22:42:47 > Calculate Accuracies....
[INFO] 2021-01-29 22:47:37 > F_8 score (Step: 162000, Using valid images): 0.8947537177380345
[INFO] 2021-01-29 22:47:37 > F_1/8 score (Step: 162000, Using valid images): 0.9340736091672576
[INFO] 2021-01-29 22:47:37 > FID score (Step: 162000, Using valid moments): 28.215542012308447
[INFO] 2021-01-29 22:47:37 > Inception score (Step: 162000, 50000 generated images): 24.662094116210938
[INFO] 2021-01-29 22:47:37 > Best FID score (Step: 162000, Using valid moments): 28.215542012308447
[INFO] 2021-01-29 22:47:52 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-29 22:51:50 > Step: 162100 Progress: 81.0% Elapsed: 5 days, 18:57:33 temperature: no ada_p: No Discriminator_loss: 0.265112 Generator_loss: 2.59782
[INFO] 2021-01-29 22:55:46 > Step: 162200 Progress: 81.1% Elapsed: 5 days, 19:01:30 temperature: no ada_p: No Discriminator_loss: 0.25051 Generator_loss: 1.77547
[INFO] 2021-01-29 22:59:59 > Step: 162300 Progress: 81.2% Elapsed: 5 days, 19:05:43 temperature: no ada_p: No Discriminator_loss: 0.369542 Generator_loss: 2.12343
[INFO] 2021-01-29 23:03:56 > Step: 162400 Progress: 81.2% Elapsed: 5 days, 19:09:40 temperature: no ada_p: No Discriminator_loss: 0.299794 Generator_loss: 2.93195
[INFO] 2021-01-29 23:07:55 > Step: 162500 Progress: 81.2% Elapsed: 5 days, 19:13:38 temperature: no ada_p: No Discriminator_loss: 0.454929 Generator_loss: 1.64236
[INFO] 2021-01-29 23:11:52 > Step: 162600 Progress: 81.3% Elapsed: 5 days, 19:17:36 temperature: no ada_p: No Discriminator_loss: 0.443245 Generator_loss: 1.36599
[INFO] 2021-01-29 23:15:58 > Step: 162700 Progress: 81.3% Elapsed: 5 days, 19:21:42 temperature: no ada_p: No Discriminator_loss: 0.224585 Generator_loss: 1.87491
[INFO] 2021-01-29 23:19:58 > Step: 162800 Progress: 81.4% Elapsed: 5 days, 19:25:42 temperature: no ada_p: No Discriminator_loss: 0.280643 Generator_loss: 2.34348
[INFO] 2021-01-29 23:23:58 > Step: 162900 Progress: 81.5% Elapsed: 5 days, 19:29:41 temperature: no ada_p: No Discriminator_loss: 0.21967 Generator_loss: 2.20774
[INFO] 2021-01-29 23:27:58 > Step: 163000 Progress: 81.5% Elapsed: 5 days, 19:33:41 temperature: no ada_p: No Discriminator_loss: 0.288585 Generator_loss: 1.67201
[INFO] 2021-01-29 23:31:57 > Step: 163100 Progress: 81.5% Elapsed: 5 days, 19:37:41 temperature: no ada_p: No Discriminator_loss: 0.294141 Generator_loss: 2.47904
[INFO] 2021-01-29 23:35:57 > Step: 163200 Progress: 81.6% Elapsed: 5 days, 19:41:41 temperature: no ada_p: No Discriminator_loss: 0.269556 Generator_loss: 1.62476
[INFO] 2021-01-29 23:39:57 > Step: 163300 Progress: 81.7% Elapsed: 5 days, 19:45:40 temperature: no ada_p: No Discriminator_loss: 0.279987 Generator_loss: 2.0142
[INFO] 2021-01-29 23:43:57 > Step: 163400 Progress: 81.7% Elapsed: 5 days, 19:49:40 temperature: no ada_p: No Discriminator_loss: 0.61469 Generator_loss: 1.1529
[INFO] 2021-01-29 23:47:56 > Step: 163500 Progress: 81.8% Elapsed: 5 days, 19:53:40 temperature: no ada_p: No Discriminator_loss: 0.216676 Generator_loss: 1.85173
[INFO] 2021-01-29 23:51:56 > Step: 163600 Progress: 81.8% Elapsed: 5 days, 19:57:40 temperature: no ada_p: No Discriminator_loss: 0.358959 Generator_loss: 1.44017
[INFO] 2021-01-29 23:55:55 > Step: 163700 Progress: 81.8% Elapsed: 5 days, 20:01:38 temperature: no ada_p: No Discriminator_loss: 0.271705 Generator_loss: 2.06097
[INFO] 2021-01-29 23:59:54 > Step: 163800 Progress: 81.9% Elapsed: 5 days, 20:05:38 temperature: no ada_p: No Discriminator_loss: 0.433246 Generator_loss: 1.24721
[INFO] 2021-01-30 00:03:54 > Step: 163900 Progress: 82.0% Elapsed: 5 days, 20:09:38 temperature: no ada_p: No Discriminator_loss: 0.180251 Generator_loss: 1.828
[INFO] 2021-01-30 00:07:53 > Step: 164000 Progress: 82.0% Elapsed: 5 days, 20:13:36 temperature: no ada_p: No Discriminator_loss: 0.428832 Generator_loss: 1.13993
[INFO] 2021-01-30 00:07:53 > Start Evaluation (164000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 00:07:53 > Calculating FID Score....
[INFO] 2021-01-30 00:10:12 > Calculating Inception Score....
[INFO] 2021-01-30 00:12:20 > Calculate F_beta Score....
[INFO] 2021-01-30 00:23:52 > Calculate Accuracies....
[INFO] 2021-01-30 00:25:36 > Calculate Accuracies....
[INFO] 2021-01-30 00:30:30 > F_8 score (Step: 164000, Using valid images): 0.8795999272024305
[INFO] 2021-01-30 00:30:30 > F_1/8 score (Step: 164000, Using valid images): 0.9357058539699218
[INFO] 2021-01-30 00:30:30 > FID score (Step: 164000, Using valid moments): 28.18363567321518
[INFO] 2021-01-30 00:30:30 > Inception score (Step: 164000, 50000 generated images): 24.925731658935547
[INFO] 2021-01-30 00:30:30 > Best FID score (Step: 164000, Using valid moments): 28.18363567321518
[INFO] 2021-01-30 00:30:44 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 00:34:43 > Step: 164100 Progress: 82.0% Elapsed: 5 days, 20:40:27 temperature: no ada_p: No Discriminator_loss: 0.255003 Generator_loss: 2.17582
[INFO] 2021-01-30 00:38:59 > Step: 164200 Progress: 82.1% Elapsed: 5 days, 20:44:42 temperature: no ada_p: No Discriminator_loss: 0.232473 Generator_loss: 2.59414
[INFO] 2021-01-30 00:42:58 > Step: 164300 Progress: 82.2% Elapsed: 5 days, 20:48:42 temperature: no ada_p: No Discriminator_loss: 0.275516 Generator_loss: 2.31999
[INFO] 2021-01-30 00:46:58 > Step: 164400 Progress: 82.2% Elapsed: 5 days, 20:52:42 temperature: no ada_p: No Discriminator_loss: 0.545383 Generator_loss: 1.34243
[INFO] 2021-01-30 00:50:57 > Step: 164500 Progress: 82.2% Elapsed: 5 days, 20:56:40 temperature: no ada_p: No Discriminator_loss: 0.249521 Generator_loss: 1.81053
[INFO] 2021-01-30 00:54:56 > Step: 164600 Progress: 82.3% Elapsed: 5 days, 21:00:40 temperature: no ada_p: No Discriminator_loss: 0.227978 Generator_loss: 1.80301
[INFO] 2021-01-30 00:58:55 > Step: 164700 Progress: 82.3% Elapsed: 5 days, 21:04:39 temperature: no ada_p: No Discriminator_loss: 0.349948 Generator_loss: 2.5709
[INFO] 2021-01-30 01:02:53 > Step: 164800 Progress: 82.4% Elapsed: 5 days, 21:08:37 temperature: no ada_p: No Discriminator_loss: 0.470724 Generator_loss: 1.38187
[INFO] 2021-01-30 01:06:52 > Step: 164900 Progress: 82.5% Elapsed: 5 days, 21:12:36 temperature: no ada_p: No Discriminator_loss: 0.302306 Generator_loss: 1.44059
[INFO] 2021-01-30 01:10:50 > Step: 165000 Progress: 82.5% Elapsed: 5 days, 21:16:33 temperature: no ada_p: No Discriminator_loss: 0.18247 Generator_loss: 2.33274
[INFO] 2021-01-30 01:14:48 > Step: 165100 Progress: 82.5% Elapsed: 5 days, 21:20:31 temperature: no ada_p: No Discriminator_loss: 0.2372 Generator_loss: 1.90048
[INFO] 2021-01-30 01:18:54 > Step: 165200 Progress: 82.6% Elapsed: 5 days, 21:24:38 temperature: no ada_p: No Discriminator_loss: 0.248471 Generator_loss: 1.80887
[INFO] 2021-01-30 01:22:53 > Step: 165300 Progress: 82.7% Elapsed: 5 days, 21:28:37 temperature: no ada_p: No Discriminator_loss: 0.226586 Generator_loss: 2.186
[INFO] 2021-01-30 01:26:53 > Step: 165400 Progress: 82.7% Elapsed: 5 days, 21:32:37 temperature: no ada_p: No Discriminator_loss: 0.17494 Generator_loss: 2.28266
[INFO] 2021-01-30 01:30:53 > Step: 165500 Progress: 82.8% Elapsed: 5 days, 21:36:37 temperature: no ada_p: No Discriminator_loss: 0.194792 Generator_loss: 2.0029
[INFO] 2021-01-30 01:34:53 > Step: 165600 Progress: 82.8% Elapsed: 5 days, 21:40:37 temperature: no ada_p: No Discriminator_loss: 0.284797 Generator_loss: 1.3876
[INFO] 2021-01-30 01:38:53 > Step: 165700 Progress: 82.8% Elapsed: 5 days, 21:44:37 temperature: no ada_p: No Discriminator_loss: 0.247107 Generator_loss: 2.48492
[INFO] 2021-01-30 01:42:53 > Step: 165800 Progress: 82.9% Elapsed: 5 days, 21:48:36 temperature: no ada_p: No Discriminator_loss: 0.226436 Generator_loss: 2.52536
[INFO] 2021-01-30 01:46:52 > Step: 165900 Progress: 83.0% Elapsed: 5 days, 21:52:36 temperature: no ada_p: No Discriminator_loss: 0.330874 Generator_loss: 1.71301
[INFO] 2021-01-30 01:50:52 > Step: 166000 Progress: 83.0% Elapsed: 5 days, 21:56:36 temperature: no ada_p: No Discriminator_loss: 0.246373 Generator_loss: 2.36683
[INFO] 2021-01-30 01:50:52 > Start Evaluation (166000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 01:50:52 > Calculating FID Score....
[INFO] 2021-01-30 01:53:11 > Calculating Inception Score....
[INFO] 2021-01-30 01:55:19 > Calculate F_beta Score....
[INFO] 2021-01-30 02:06:42 > Calculate Accuracies....
[INFO] 2021-01-30 02:08:40 > Calculate Accuracies....
[INFO] 2021-01-30 02:13:28 > F_8 score (Step: 166000, Using valid images): 0.8740374163975227
[INFO] 2021-01-30 02:13:28 > F_1/8 score (Step: 166000, Using valid images): 0.9433066721703742
[INFO] 2021-01-30 02:13:28 > FID score (Step: 166000, Using valid moments): 28.10857860219187
[INFO] 2021-01-30 02:13:28 > Inception score (Step: 166000, 50000 generated images): 25.292770385742188
[INFO] 2021-01-30 02:13:28 > Best FID score (Step: 166000, Using valid moments): 28.10857860219187
[INFO] 2021-01-30 02:13:43 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 02:17:43 > Step: 166100 Progress: 83.0% Elapsed: 5 days, 22:23:27 temperature: no ada_p: No Discriminator_loss: 0.384779 Generator_loss: 1.41819
[INFO] 2021-01-30 02:21:42 > Step: 166200 Progress: 83.1% Elapsed: 5 days, 22:27:25 temperature: no ada_p: No Discriminator_loss: 0.259232 Generator_loss: 1.70818
[INFO] 2021-01-30 02:25:39 > Step: 166300 Progress: 83.2% Elapsed: 5 days, 22:31:23 temperature: no ada_p: No Discriminator_loss: 0.335819 Generator_loss: 1.32579
[INFO] 2021-01-30 02:29:37 > Step: 166400 Progress: 83.2% Elapsed: 5 days, 22:35:21 temperature: no ada_p: No Discriminator_loss: 0.391945 Generator_loss: 2.57349
[INFO] 2021-01-30 02:34:06 > Step: 166500 Progress: 83.2% Elapsed: 5 days, 22:39:50 temperature: no ada_p: No Discriminator_loss: 0.288608 Generator_loss: 1.78765
[INFO] 2021-01-30 02:38:06 > Step: 166600 Progress: 83.3% Elapsed: 5 days, 22:43:50 temperature: no ada_p: No Discriminator_loss: 0.224564 Generator_loss: 2.23129
[INFO] 2021-01-30 02:42:05 > Step: 166700 Progress: 83.4% Elapsed: 5 days, 22:47:48 temperature: no ada_p: No Discriminator_loss: 0.348633 Generator_loss: 2.71981
[INFO] 2021-01-30 02:46:04 > Step: 166800 Progress: 83.4% Elapsed: 5 days, 22:51:48 temperature: no ada_p: No Discriminator_loss: 0.245565 Generator_loss: 2.50551
[INFO] 2021-01-30 02:50:03 > Step: 166900 Progress: 83.5% Elapsed: 5 days, 22:55:47 temperature: no ada_p: No Discriminator_loss: 0.19765 Generator_loss: 1.93586
[INFO] 2021-01-30 02:54:01 > Step: 167000 Progress: 83.5% Elapsed: 5 days, 22:59:45 temperature: no ada_p: No Discriminator_loss: 0.314032 Generator_loss: 1.52575
[INFO] 2021-01-30 02:58:00 > Step: 167100 Progress: 83.5% Elapsed: 5 days, 23:03:44 temperature: no ada_p: No Discriminator_loss: 0.242379 Generator_loss: 1.8621
[INFO] 2021-01-30 03:01:59 > Step: 167200 Progress: 83.6% Elapsed: 5 days, 23:07:43 temperature: no ada_p: No Discriminator_loss: 0.281915 Generator_loss: 2.47598
[INFO] 2021-01-30 03:05:58 > Step: 167300 Progress: 83.7% Elapsed: 5 days, 23:11:42 temperature: no ada_p: No Discriminator_loss: 0.350264 Generator_loss: 1.33554
[INFO] 2021-01-30 03:09:57 > Step: 167400 Progress: 83.7% Elapsed: 5 days, 23:15:41 temperature: no ada_p: No Discriminator_loss: 0.27574 Generator_loss: 2.12892
[INFO] 2021-01-30 03:13:56 > Step: 167500 Progress: 83.8% Elapsed: 5 days, 23:19:40 temperature: no ada_p: No Discriminator_loss: 0.490154 Generator_loss: 1.17406
[INFO] 2021-01-30 03:17:55 > Step: 167600 Progress: 83.8% Elapsed: 5 days, 23:23:39 temperature: no ada_p: No Discriminator_loss: 0.332607 Generator_loss: 1.65723
[INFO] 2021-01-30 03:22:01 > Step: 167700 Progress: 83.9% Elapsed: 5 days, 23:27:45 temperature: no ada_p: No Discriminator_loss: 0.491508 Generator_loss: 1.39258
[INFO] 2021-01-30 03:26:02 > Step: 167800 Progress: 83.9% Elapsed: 5 days, 23:31:46 temperature: no ada_p: No Discriminator_loss: 0.243348 Generator_loss: 2.04621
[INFO] 2021-01-30 03:30:03 > Step: 167900 Progress: 84.0% Elapsed: 5 days, 23:35:46 temperature: no ada_p: No Discriminator_loss: 0.292233 Generator_loss: 3.02989
[INFO] 2021-01-30 03:34:02 > Step: 168000 Progress: 84.0% Elapsed: 5 days, 23:39:46 temperature: no ada_p: No Discriminator_loss: 0.234332 Generator_loss: 1.95208
[INFO] 2021-01-30 03:34:02 > Start Evaluation (168000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 03:34:02 > Calculating FID Score....
[INFO] 2021-01-30 03:36:22 > Calculating Inception Score....
[INFO] 2021-01-30 03:38:31 > Calculate F_beta Score....
[INFO] 2021-01-30 03:49:59 > Calculate Accuracies....
[INFO] 2021-01-30 03:51:43 > Calculate Accuracies....
[INFO] 2021-01-30 03:56:34 > F_8 score (Step: 168000, Using valid images): 0.900234282593318
[INFO] 2021-01-30 03:56:34 > F_1/8 score (Step: 168000, Using valid images): 0.9381767226561585
[INFO] 2021-01-30 03:56:34 > FID score (Step: 168000, Using valid moments): 27.88805056742558
[INFO] 2021-01-30 03:56:34 > Inception score (Step: 168000, 50000 generated images): 25.27478790283203
[INFO] 2021-01-30 03:56:34 > Best FID score (Step: 168000, Using valid moments): 27.88805056742558
[INFO] 2021-01-30 03:56:48 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 04:00:48 > Step: 168100 Progress: 84.0% Elapsed: 6 days, 0:06:31 temperature: no ada_p: No Discriminator_loss: 0.347035 Generator_loss: 1.34224
[INFO] 2021-01-30 04:05:03 > Step: 168200 Progress: 84.1% Elapsed: 6 days, 0:10:46 temperature: no ada_p: No Discriminator_loss: 0.374084 Generator_loss: 1.57298
[INFO] 2021-01-30 04:09:01 > Step: 168300 Progress: 84.2% Elapsed: 6 days, 0:14:45 temperature: no ada_p: No Discriminator_loss: 0.231971 Generator_loss: 1.5402
[INFO] 2021-01-30 04:13:00 > Step: 168400 Progress: 84.2% Elapsed: 6 days, 0:18:44 temperature: no ada_p: No Discriminator_loss: 0.329353 Generator_loss: 1.40575
[INFO] 2021-01-30 04:16:59 > Step: 168500 Progress: 84.2% Elapsed: 6 days, 0:22:43 temperature: no ada_p: No Discriminator_loss: 0.220147 Generator_loss: 2.08072
[INFO] 2021-01-30 04:20:58 > Step: 168600 Progress: 84.3% Elapsed: 6 days, 0:26:42 temperature: no ada_p: No Discriminator_loss: 0.259801 Generator_loss: 1.50104
[INFO] 2021-01-30 04:24:57 > Step: 168700 Progress: 84.4% Elapsed: 6 days, 0:30:41 temperature: no ada_p: No Discriminator_loss: 0.244204 Generator_loss: 1.59036
[INFO] 2021-01-30 04:28:56 > Step: 168800 Progress: 84.4% Elapsed: 6 days, 0:34:40 temperature: no ada_p: No Discriminator_loss: 0.319092 Generator_loss: 2.47907
[INFO] 2021-01-30 04:32:54 > Step: 168900 Progress: 84.5% Elapsed: 6 days, 0:38:38 temperature: no ada_p: No Discriminator_loss: 0.251732 Generator_loss: 1.70845
[INFO] 2021-01-30 04:36:53 > Step: 169000 Progress: 84.5% Elapsed: 6 days, 0:42:37 temperature: no ada_p: No Discriminator_loss: 0.517809 Generator_loss: 0.712026
[INFO] 2021-01-30 04:40:52 > Step: 169100 Progress: 84.5% Elapsed: 6 days, 0:46:36 temperature: no ada_p: No Discriminator_loss: 0.261423 Generator_loss: 1.85112
[INFO] 2021-01-30 04:44:50 > Step: 169200 Progress: 84.6% Elapsed: 6 days, 0:50:34 temperature: no ada_p: No Discriminator_loss: 0.22223 Generator_loss: 1.81828
[INFO] 2021-01-30 04:48:49 > Step: 169300 Progress: 84.7% Elapsed: 6 days, 0:54:33 temperature: no ada_p: No Discriminator_loss: 0.422703 Generator_loss: 1.41434
[INFO] 2021-01-30 04:52:47 > Step: 169400 Progress: 84.7% Elapsed: 6 days, 0:58:30 temperature: no ada_p: No Discriminator_loss: 0.456113 Generator_loss: 1.33575
[INFO] 2021-01-30 04:56:45 > Step: 169500 Progress: 84.8% Elapsed: 6 days, 1:02:29 temperature: no ada_p: No Discriminator_loss: 0.218075 Generator_loss: 2.39634
[INFO] 2021-01-30 05:00:43 > Step: 169600 Progress: 84.8% Elapsed: 6 days, 1:06:27 temperature: no ada_p: No Discriminator_loss: 0.302578 Generator_loss: 1.79942
[INFO] 2021-01-30 05:04:42 > Step: 169700 Progress: 84.9% Elapsed: 6 days, 1:10:26 temperature: no ada_p: No Discriminator_loss: 0.425436 Generator_loss: 1.19017
[INFO] 2021-01-30 05:08:41 > Step: 169800 Progress: 84.9% Elapsed: 6 days, 1:14:24 temperature: no ada_p: No Discriminator_loss: 0.20858 Generator_loss: 1.89007
[INFO] 2021-01-30 05:12:39 > Step: 169900 Progress: 85.0% Elapsed: 6 days, 1:18:23 temperature: no ada_p: No Discriminator_loss: 0.305824 Generator_loss: 2.54409
[INFO] 2021-01-30 05:16:37 > Step: 170000 Progress: 85.0% Elapsed: 6 days, 1:22:20 temperature: no ada_p: No Discriminator_loss: 0.298375 Generator_loss: 2.41834
[INFO] 2021-01-30 05:16:37 > Start Evaluation (170000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 05:16:37 > Calculating FID Score....
[INFO] 2021-01-30 05:18:55 > Calculating Inception Score....
[INFO] 2021-01-30 05:21:03 > Calculate F_beta Score....
[INFO] 2021-01-30 05:32:31 > Calculate Accuracies....
[INFO] 2021-01-30 05:34:27 > Calculate Accuracies....
[INFO] 2021-01-30 05:39:18 > F_8 score (Step: 170000, Using valid images): 0.8784964315121555
[INFO] 2021-01-30 05:39:19 > F_1/8 score (Step: 170000, Using valid images): 0.930282824464983
[INFO] 2021-01-30 05:39:19 > FID score (Step: 170000, Using valid moments): 27.828176124975244
[INFO] 2021-01-30 05:39:19 > Inception score (Step: 170000, 50000 generated images): 25.67781639099121
[INFO] 2021-01-30 05:39:19 > Best FID score (Step: 170000, Using valid moments): 27.828176124975244
[INFO] 2021-01-30 05:39:33 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 05:43:32 > Step: 170100 Progress: 85.0% Elapsed: 6 days, 1:49:16 temperature: no ada_p: No Discriminator_loss: 0.210643 Generator_loss: 1.79365
[INFO] 2021-01-30 05:47:37 > Step: 170200 Progress: 85.1% Elapsed: 6 days, 1:53:21 temperature: no ada_p: No Discriminator_loss: 0.185636 Generator_loss: 2.51638
[INFO] 2021-01-30 05:51:37 > Step: 170300 Progress: 85.2% Elapsed: 6 days, 1:57:21 temperature: no ada_p: No Discriminator_loss: 0.245074 Generator_loss: 1.83436
[INFO] 2021-01-30 05:55:36 > Step: 170400 Progress: 85.2% Elapsed: 6 days, 2:01:20 temperature: no ada_p: No Discriminator_loss: 0.257701 Generator_loss: 1.71992
[INFO] 2021-01-30 06:00:09 > Step: 170500 Progress: 85.2% Elapsed: 6 days, 2:05:52 temperature: no ada_p: No Discriminator_loss: 0.337659 Generator_loss: 1.56595
[INFO] 2021-01-30 06:04:09 > Step: 170600 Progress: 85.3% Elapsed: 6 days, 2:09:53 temperature: no ada_p: No Discriminator_loss: 0.337036 Generator_loss: 1.68066
[INFO] 2021-01-30 06:08:09 > Step: 170700 Progress: 85.4% Elapsed: 6 days, 2:13:53 temperature: no ada_p: No Discriminator_loss: 0.300273 Generator_loss: 1.53375
[INFO] 2021-01-30 06:12:09 > Step: 170800 Progress: 85.4% Elapsed: 6 days, 2:17:52 temperature: no ada_p: No Discriminator_loss: 0.285218 Generator_loss: 2.11073
[INFO] 2021-01-30 06:16:09 > Step: 170900 Progress: 85.5% Elapsed: 6 days, 2:21:52 temperature: no ada_p: No Discriminator_loss: 0.219335 Generator_loss: 2.1765
[INFO] 2021-01-30 06:20:07 > Step: 171000 Progress: 85.5% Elapsed: 6 days, 2:25:51 temperature: no ada_p: No Discriminator_loss: 0.208018 Generator_loss: 1.91519
[INFO] 2021-01-30 06:24:07 > Step: 171100 Progress: 85.5% Elapsed: 6 days, 2:29:51 temperature: no ada_p: No Discriminator_loss: 0.319222 Generator_loss: 1.67641
[INFO] 2021-01-30 06:28:07 > Step: 171200 Progress: 85.6% Elapsed: 6 days, 2:33:50 temperature: no ada_p: No Discriminator_loss: 0.309419 Generator_loss: 1.78851
[INFO] 2021-01-30 06:32:06 > Step: 171300 Progress: 85.7% Elapsed: 6 days, 2:37:50 temperature: no ada_p: No Discriminator_loss: 0.277968 Generator_loss: 1.81333
[INFO] 2021-01-30 06:36:05 > Step: 171400 Progress: 85.7% Elapsed: 6 days, 2:41:49 temperature: no ada_p: No Discriminator_loss: 0.219916 Generator_loss: 2.07337
[INFO] 2021-01-30 06:40:04 > Step: 171500 Progress: 85.8% Elapsed: 6 days, 2:45:47 temperature: no ada_p: No Discriminator_loss: 0.240242 Generator_loss: 2.58439
[INFO] 2021-01-30 06:44:03 > Step: 171600 Progress: 85.8% Elapsed: 6 days, 2:49:46 temperature: no ada_p: No Discriminator_loss: 0.204223 Generator_loss: 2.61142
[INFO] 2021-01-30 06:48:02 > Step: 171700 Progress: 85.9% Elapsed: 6 days, 2:53:46 temperature: no ada_p: No Discriminator_loss: 0.356893 Generator_loss: 1.58323
[INFO] 2021-01-30 06:52:01 > Step: 171800 Progress: 85.9% Elapsed: 6 days, 2:57:45 temperature: no ada_p: No Discriminator_loss: 0.233517 Generator_loss: 2.32815
[INFO] 2021-01-30 06:56:00 > Step: 171900 Progress: 86.0% Elapsed: 6 days, 3:01:44 temperature: no ada_p: No Discriminator_loss: 0.216124 Generator_loss: 1.52953
[INFO] 2021-01-30 06:59:59 > Step: 172000 Progress: 86.0% Elapsed: 6 days, 3:05:43 temperature: no ada_p: No Discriminator_loss: 0.262148 Generator_loss: 1.68049
[INFO] 2021-01-30 06:59:59 > Start Evaluation (172000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 06:59:59 > Calculating FID Score....
[INFO] 2021-01-30 07:02:18 > Calculating Inception Score....
[INFO] 2021-01-30 07:04:26 > Calculate F_beta Score....
[INFO] 2021-01-30 07:15:58 > Calculate Accuracies....
[INFO] 2021-01-30 07:17:42 > Calculate Accuracies....
[INFO] 2021-01-30 07:22:33 > F_8 score (Step: 172000, Using valid images): 0.8859326355080434
[INFO] 2021-01-30 07:22:33 > F_1/8 score (Step: 172000, Using valid images): 0.938308373719988
[INFO] 2021-01-30 07:22:33 > FID score (Step: 172000, Using valid moments): 27.657975566738855
[INFO] 2021-01-30 07:22:33 > Inception score (Step: 172000, 50000 generated images): 25.999088287353516
[INFO] 2021-01-30 07:22:33 > Best FID score (Step: 172000, Using valid moments): 27.657975566738855
[INFO] 2021-01-30 07:22:48 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 07:26:46 > Step: 172100 Progress: 86.1% Elapsed: 6 days, 3:32:30 temperature: no ada_p: No Discriminator_loss: 0.194408 Generator_loss: 2.42701
[INFO] 2021-01-30 07:30:43 > Step: 172200 Progress: 86.1% Elapsed: 6 days, 3:36:27 temperature: no ada_p: No Discriminator_loss: 0.204255 Generator_loss: 2.50385
[INFO] 2021-01-30 07:35:06 > Step: 172300 Progress: 86.2% Elapsed: 6 days, 3:40:49 temperature: no ada_p: No Discriminator_loss: 0.404268 Generator_loss: 1.34475
[INFO] 2021-01-30 07:39:05 > Step: 172400 Progress: 86.2% Elapsed: 6 days, 3:44:48 temperature: no ada_p: No Discriminator_loss: 0.411966 Generator_loss: 2.42126
[INFO] 2021-01-30 07:43:04 > Step: 172500 Progress: 86.2% Elapsed: 6 days, 3:48:47 temperature: no ada_p: No Discriminator_loss: 0.218971 Generator_loss: 2.6164
[INFO] 2021-01-30 07:47:03 > Step: 172600 Progress: 86.3% Elapsed: 6 days, 3:52:47 temperature: no ada_p: No Discriminator_loss: 0.274457 Generator_loss: 2.464
[INFO] 2021-01-30 07:51:09 > Step: 172700 Progress: 86.4% Elapsed: 6 days, 3:56:52 temperature: no ada_p: No Discriminator_loss: 0.310755 Generator_loss: 1.75471
[INFO] 2021-01-30 07:55:10 > Step: 172800 Progress: 86.4% Elapsed: 6 days, 4:00:54 temperature: no ada_p: No Discriminator_loss: 0.615775 Generator_loss: 0.824272
[INFO] 2021-01-30 07:59:10 > Step: 172900 Progress: 86.5% Elapsed: 6 days, 4:04:54 temperature: no ada_p: No Discriminator_loss: 0.293381 Generator_loss: 1.90294
[INFO] 2021-01-30 08:03:10 > Step: 173000 Progress: 86.5% Elapsed: 6 days, 4:08:54 temperature: no ada_p: No Discriminator_loss: 0.539491 Generator_loss: 0.960663
[INFO] 2021-01-30 08:07:11 > Step: 173100 Progress: 86.6% Elapsed: 6 days, 4:12:54 temperature: no ada_p: No Discriminator_loss: 0.257359 Generator_loss: 1.86918
[INFO] 2021-01-30 08:11:11 > Step: 173200 Progress: 86.6% Elapsed: 6 days, 4:16:55 temperature: no ada_p: No Discriminator_loss: 0.188498 Generator_loss: 2.02717
[INFO] 2021-01-30 08:15:11 > Step: 173300 Progress: 86.7% Elapsed: 6 days, 4:20:55 temperature: no ada_p: No Discriminator_loss: 0.311636 Generator_loss: 1.75753
[INFO] 2021-01-30 08:19:11 > Step: 173400 Progress: 86.7% Elapsed: 6 days, 4:24:55 temperature: no ada_p: No Discriminator_loss: 0.461107 Generator_loss: 1.58267
[INFO] 2021-01-30 08:23:10 > Step: 173500 Progress: 86.8% Elapsed: 6 days, 4:28:53 temperature: no ada_p: No Discriminator_loss: 0.304439 Generator_loss: 2.52719
[INFO] 2021-01-30 08:27:09 > Step: 173600 Progress: 86.8% Elapsed: 6 days, 4:32:53 temperature: no ada_p: No Discriminator_loss: 0.359238 Generator_loss: 1.54771
[INFO] 2021-01-30 08:31:08 > Step: 173700 Progress: 86.9% Elapsed: 6 days, 4:36:52 temperature: no ada_p: No Discriminator_loss: 0.301142 Generator_loss: 2.32669
[INFO] 2021-01-30 08:35:07 > Step: 173800 Progress: 86.9% Elapsed: 6 days, 4:40:51 temperature: no ada_p: No Discriminator_loss: 0.471011 Generator_loss: 1.02571
[INFO] 2021-01-30 08:39:06 > Step: 173900 Progress: 87.0% Elapsed: 6 days, 4:44:50 temperature: no ada_p: No Discriminator_loss: 0.209342 Generator_loss: 1.98451
[INFO] 2021-01-30 08:43:06 > Step: 174000 Progress: 87.0% Elapsed: 6 days, 4:48:50 temperature: no ada_p: No Discriminator_loss: 0.235716 Generator_loss: 2.28385
[INFO] 2021-01-30 08:43:06 > Start Evaluation (174000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 08:43:06 > Calculating FID Score....
[INFO] 2021-01-30 08:45:25 > Calculating Inception Score....
[INFO] 2021-01-30 08:47:34 > Calculate F_beta Score....
[INFO] 2021-01-30 08:58:56 > Calculate Accuracies....
[INFO] 2021-01-30 09:00:54 > Calculate Accuracies....
[INFO] 2021-01-30 09:05:45 > F_8 score (Step: 174000, Using valid images): 0.9045027028111751
[INFO] 2021-01-30 09:05:45 > F_1/8 score (Step: 174000, Using valid images): 0.9338074582208232
[INFO] 2021-01-30 09:05:45 > FID score (Step: 174000, Using valid moments): 27.466530779448817
[INFO] 2021-01-30 09:05:45 > Inception score (Step: 174000, 50000 generated images): 25.651077270507812
[INFO] 2021-01-30 09:05:45 > Best FID score (Step: 174000, Using valid moments): 27.466530779448817
[INFO] 2021-01-30 09:06:00 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 09:09:58 > Step: 174100 Progress: 87.1% Elapsed: 6 days, 5:15:42 temperature: no ada_p: No Discriminator_loss: 0.340833 Generator_loss: 2.42859
[INFO] 2021-01-30 09:13:57 > Step: 174200 Progress: 87.1% Elapsed: 6 days, 5:19:41 temperature: no ada_p: No Discriminator_loss: 0.374407 Generator_loss: 1.60362
[INFO] 2021-01-30 09:17:54 > Step: 174300 Progress: 87.2% Elapsed: 6 days, 5:23:38 temperature: no ada_p: No Discriminator_loss: 0.290482 Generator_loss: 1.5734
[INFO] 2021-01-30 09:21:51 > Step: 174400 Progress: 87.2% Elapsed: 6 days, 5:27:35 temperature: no ada_p: No Discriminator_loss: 0.328297 Generator_loss: 2.80154
[INFO] 2021-01-30 09:26:20 > Step: 174500 Progress: 87.2% Elapsed: 6 days, 5:32:04 temperature: no ada_p: No Discriminator_loss: 0.279304 Generator_loss: 1.58967
[INFO] 2021-01-30 09:30:19 > Step: 174600 Progress: 87.3% Elapsed: 6 days, 5:36:03 temperature: no ada_p: No Discriminator_loss: 0.394075 Generator_loss: 1.56935
[INFO] 2021-01-30 09:34:19 > Step: 174700 Progress: 87.4% Elapsed: 6 days, 5:40:02 temperature: no ada_p: No Discriminator_loss: 0.500304 Generator_loss: 1.04946
[INFO] 2021-01-30 09:38:17 > Step: 174800 Progress: 87.4% Elapsed: 6 days, 5:44:01 temperature: no ada_p: No Discriminator_loss: 0.327244 Generator_loss: 1.4759
[INFO] 2021-01-30 09:42:16 > Step: 174900 Progress: 87.5% Elapsed: 6 days, 5:48:00 temperature: no ada_p: No Discriminator_loss: 0.29997 Generator_loss: 1.82007
[INFO] 2021-01-30 09:46:15 > Step: 175000 Progress: 87.5% Elapsed: 6 days, 5:51:59 temperature: no ada_p: No Discriminator_loss: 0.30117 Generator_loss: 1.74539
[INFO] 2021-01-30 09:50:14 > Step: 175100 Progress: 87.5% Elapsed: 6 days, 5:55:57 temperature: no ada_p: No Discriminator_loss: 0.287953 Generator_loss: 2.08832
[INFO] 2021-01-30 09:54:19 > Step: 175200 Progress: 87.6% Elapsed: 6 days, 6:00:03 temperature: no ada_p: No Discriminator_loss: 0.243307 Generator_loss: 1.77492
[INFO] 2021-01-30 09:58:20 > Step: 175300 Progress: 87.6% Elapsed: 6 days, 6:04:04 temperature: no ada_p: No Discriminator_loss: 0.268269 Generator_loss: 1.79442
[INFO] 2021-01-30 10:02:22 > Step: 175400 Progress: 87.7% Elapsed: 6 days, 6:08:05 temperature: no ada_p: No Discriminator_loss: 0.349743 Generator_loss: 1.82338
[INFO] 2021-01-30 10:06:22 > Step: 175500 Progress: 87.8% Elapsed: 6 days, 6:12:06 temperature: no ada_p: No Discriminator_loss: 0.316639 Generator_loss: 1.75857
[INFO] 2021-01-30 10:10:22 > Step: 175600 Progress: 87.8% Elapsed: 6 days, 6:16:05 temperature: no ada_p: No Discriminator_loss: 0.205082 Generator_loss: 2.11914
[INFO] 2021-01-30 10:14:21 > Step: 175700 Progress: 87.8% Elapsed: 6 days, 6:20:05 temperature: no ada_p: No Discriminator_loss: 0.325191 Generator_loss: 1.70261
[INFO] 2021-01-30 10:18:21 > Step: 175800 Progress: 87.9% Elapsed: 6 days, 6:24:05 temperature: no ada_p: No Discriminator_loss: 0.218131 Generator_loss: 1.76756
[INFO] 2021-01-30 10:22:21 > Step: 175900 Progress: 87.9% Elapsed: 6 days, 6:28:05 temperature: no ada_p: No Discriminator_loss: 0.19739 Generator_loss: 1.83849
[INFO] 2021-01-30 10:26:22 > Step: 176000 Progress: 88.0% Elapsed: 6 days, 6:32:05 temperature: no ada_p: No Discriminator_loss: 0.32096 Generator_loss: 1.97768
[INFO] 2021-01-30 10:26:22 > Start Evaluation (176000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 10:26:22 > Calculating FID Score....
[INFO] 2021-01-30 10:28:41 > Calculating Inception Score....
[INFO] 2021-01-30 10:30:49 > Calculate F_beta Score....
[INFO] 2021-01-30 10:42:17 > Calculate Accuracies....
[INFO] 2021-01-30 10:44:16 > Calculate Accuracies....
[INFO] 2021-01-30 10:49:08 > F_8 score (Step: 176000, Using valid images): 0.8900612574867003
[INFO] 2021-01-30 10:49:08 > F_1/8 score (Step: 176000, Using valid images): 0.9400918064428972
[INFO] 2021-01-30 10:49:08 > FID score (Step: 176000, Using valid moments): 27.330593635432933
[INFO] 2021-01-30 10:49:08 > Inception score (Step: 176000, 50000 generated images): 25.769527435302734
[INFO] 2021-01-30 10:49:08 > Best FID score (Step: 176000, Using valid moments): 27.330593635432933
[INFO] 2021-01-30 10:49:22 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 10:53:21 > Step: 176100 Progress: 88.0% Elapsed: 6 days, 6:59:05 temperature: no ada_p: No Discriminator_loss: 0.313128 Generator_loss: 1.95239
[INFO] 2021-01-30 10:57:19 > Step: 176200 Progress: 88.1% Elapsed: 6 days, 7:03:03 temperature: no ada_p: No Discriminator_loss: 0.209953 Generator_loss: 2.17785
[INFO] 2021-01-30 11:01:18 > Step: 176300 Progress: 88.1% Elapsed: 6 days, 7:07:02 temperature: no ada_p: No Discriminator_loss: 0.285898 Generator_loss: 1.34221
[INFO] 2021-01-30 11:05:16 > Step: 176400 Progress: 88.2% Elapsed: 6 days, 7:11:00 temperature: no ada_p: No Discriminator_loss: 0.154392 Generator_loss: 2.05175
[INFO] 2021-01-30 11:09:46 > Step: 176500 Progress: 88.2% Elapsed: 6 days, 7:15:30 temperature: no ada_p: No Discriminator_loss: 0.243062 Generator_loss: 2.22226
[INFO] 2021-01-30 11:13:45 > Step: 176600 Progress: 88.3% Elapsed: 6 days, 7:19:29 temperature: no ada_p: No Discriminator_loss: 0.233298 Generator_loss: 2.14643
[INFO] 2021-01-30 11:17:44 > Step: 176700 Progress: 88.3% Elapsed: 6 days, 7:23:28 temperature: no ada_p: No Discriminator_loss: 0.280611 Generator_loss: 1.71657
[INFO] 2021-01-30 11:21:43 > Step: 176800 Progress: 88.4% Elapsed: 6 days, 7:27:27 temperature: no ada_p: No Discriminator_loss: 0.287258 Generator_loss: 1.5748
[INFO] 2021-01-30 11:25:43 > Step: 176900 Progress: 88.4% Elapsed: 6 days, 7:31:27 temperature: no ada_p: No Discriminator_loss: 0.339682 Generator_loss: 2.44663
[INFO] 2021-01-30 11:29:42 > Step: 177000 Progress: 88.5% Elapsed: 6 days, 7:35:25 temperature: no ada_p: No Discriminator_loss: 0.198786 Generator_loss: 1.95376
[INFO] 2021-01-30 11:33:41 > Step: 177100 Progress: 88.5% Elapsed: 6 days, 7:39:24 temperature: no ada_p: No Discriminator_loss: 0.232817 Generator_loss: 1.73896
[INFO] 2021-01-30 11:37:40 > Step: 177200 Progress: 88.6% Elapsed: 6 days, 7:43:24 temperature: no ada_p: No Discriminator_loss: 0.336203 Generator_loss: 1.43964
[INFO] 2021-01-30 11:41:39 > Step: 177300 Progress: 88.6% Elapsed: 6 days, 7:47:23 temperature: no ada_p: No Discriminator_loss: 0.400922 Generator_loss: 1.36466
[INFO] 2021-01-30 11:45:38 > Step: 177400 Progress: 88.7% Elapsed: 6 days, 7:51:21 temperature: no ada_p: No Discriminator_loss: 0.297669 Generator_loss: 2.25709
[INFO] 2021-01-30 11:49:36 > Step: 177500 Progress: 88.8% Elapsed: 6 days, 7:55:20 temperature: no ada_p: No Discriminator_loss: 0.336705 Generator_loss: 1.28249
[INFO] 2021-01-30 11:53:35 > Step: 177600 Progress: 88.8% Elapsed: 6 days, 7:59:19 temperature: no ada_p: No Discriminator_loss: 0.288758 Generator_loss: 1.72135
[INFO] 2021-01-30 11:57:40 > Step: 177700 Progress: 88.8% Elapsed: 6 days, 8:03:24 temperature: no ada_p: No Discriminator_loss: 0.248297 Generator_loss: 2.14568
[INFO] 2021-01-30 12:01:41 > Step: 177800 Progress: 88.9% Elapsed: 6 days, 8:07:25 temperature: no ada_p: No Discriminator_loss: 0.27335 Generator_loss: 2.57999
[INFO] 2021-01-30 12:05:40 > Step: 177900 Progress: 88.9% Elapsed: 6 days, 8:11:24 temperature: no ada_p: No Discriminator_loss: 0.188978 Generator_loss: 2.34182
[INFO] 2021-01-30 12:09:39 > Step: 178000 Progress: 89.0% Elapsed: 6 days, 8:15:22 temperature: no ada_p: No Discriminator_loss: 0.503332 Generator_loss: 1.33857
[INFO] 2021-01-30 12:09:39 > Start Evaluation (178000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 12:09:39 > Calculating FID Score....
[INFO] 2021-01-30 12:11:58 > Calculating Inception Score....
[INFO] 2021-01-30 12:14:05 > Calculate F_beta Score....
[INFO] 2021-01-30 12:25:34 > Calculate Accuracies....
[INFO] 2021-01-30 12:27:18 > Calculate Accuracies....
[INFO] 2021-01-30 12:32:10 > F_8 score (Step: 178000, Using valid images): 0.9048123089326995
[INFO] 2021-01-30 12:32:10 > F_1/8 score (Step: 178000, Using valid images): 0.9366609737981406
[INFO] 2021-01-30 12:32:10 > FID score (Step: 178000, Using valid moments): 27.18801289023338
[INFO] 2021-01-30 12:32:10 > Inception score (Step: 178000, 50000 generated images): 25.873458862304688
[INFO] 2021-01-30 12:32:10 > Best FID score (Step: 178000, Using valid moments): 27.18801289023338
[INFO] 2021-01-30 12:32:24 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 12:36:25 > Step: 178100 Progress: 89.0% Elapsed: 6 days, 8:42:08 temperature: no ada_p: No Discriminator_loss: 0.262958 Generator_loss: 1.84911
[INFO] 2021-01-30 12:40:40 > Step: 178200 Progress: 89.1% Elapsed: 6 days, 8:46:24 temperature: no ada_p: No Discriminator_loss: 0.389873 Generator_loss: 1.20402
[INFO] 2021-01-30 12:44:39 > Step: 178300 Progress: 89.1% Elapsed: 6 days, 8:50:23 temperature: no ada_p: No Discriminator_loss: 0.303075 Generator_loss: 1.4327
[INFO] 2021-01-30 12:48:39 > Step: 178400 Progress: 89.2% Elapsed: 6 days, 8:54:22 temperature: no ada_p: No Discriminator_loss: 0.215229 Generator_loss: 1.8946
[INFO] 2021-01-30 12:52:37 > Step: 178500 Progress: 89.2% Elapsed: 6 days, 8:58:21 temperature: no ada_p: No Discriminator_loss: 0.199917 Generator_loss: 1.94377
[INFO] 2021-01-30 12:56:35 > Step: 178600 Progress: 89.3% Elapsed: 6 days, 9:02:19 temperature: no ada_p: No Discriminator_loss: 0.299265 Generator_loss: 1.83929
[INFO] 2021-01-30 13:00:34 > Step: 178700 Progress: 89.3% Elapsed: 6 days, 9:06:17 temperature: no ada_p: No Discriminator_loss: 0.231696 Generator_loss: 2.36098
[INFO] 2021-01-30 13:04:31 > Step: 178800 Progress: 89.4% Elapsed: 6 days, 9:10:15 temperature: no ada_p: No Discriminator_loss: 0.403095 Generator_loss: 1.1733
[INFO] 2021-01-30 13:08:29 > Step: 178900 Progress: 89.5% Elapsed: 6 days, 9:14:13 temperature: no ada_p: No Discriminator_loss: 0.446148 Generator_loss: 1.31905
[INFO] 2021-01-30 13:12:27 > Step: 179000 Progress: 89.5% Elapsed: 6 days, 9:18:11 temperature: no ada_p: No Discriminator_loss: 0.204895 Generator_loss: 1.89807
[INFO] 2021-01-30 13:16:26 > Step: 179100 Progress: 89.5% Elapsed: 6 days, 9:22:09 temperature: no ada_p: No Discriminator_loss: 0.237107 Generator_loss: 1.75045
[INFO] 2021-01-30 13:20:24 > Step: 179200 Progress: 89.6% Elapsed: 6 days, 9:26:08 temperature: no ada_p: No Discriminator_loss: 0.389106 Generator_loss: 1.34044
[INFO] 2021-01-30 13:24:23 > Step: 179300 Progress: 89.6% Elapsed: 6 days, 9:30:07 temperature: no ada_p: No Discriminator_loss: 0.210249 Generator_loss: 2.00323
[INFO] 2021-01-30 13:28:21 > Step: 179400 Progress: 89.7% Elapsed: 6 days, 9:34:05 temperature: no ada_p: No Discriminator_loss: 0.331723 Generator_loss: 2.38143
[INFO] 2021-01-30 13:32:19 > Step: 179500 Progress: 89.8% Elapsed: 6 days, 9:38:03 temperature: no ada_p: No Discriminator_loss: 0.251542 Generator_loss: 1.74599
[INFO] 2021-01-30 13:36:17 > Step: 179600 Progress: 89.8% Elapsed: 6 days, 9:42:00 temperature: no ada_p: No Discriminator_loss: 0.423901 Generator_loss: 1.79431
[INFO] 2021-01-30 13:40:15 > Step: 179700 Progress: 89.8% Elapsed: 6 days, 9:45:59 temperature: no ada_p: No Discriminator_loss: 0.315727 Generator_loss: 1.32255
[INFO] 2021-01-30 13:44:13 > Step: 179800 Progress: 89.9% Elapsed: 6 days, 9:49:57 temperature: no ada_p: No Discriminator_loss: 0.239533 Generator_loss: 2.59608
[INFO] 2021-01-30 13:48:12 > Step: 179900 Progress: 90.0% Elapsed: 6 days, 9:53:56 temperature: no ada_p: No Discriminator_loss: 0.22505 Generator_loss: 1.85758
[INFO] 2021-01-30 13:52:09 > Step: 180000 Progress: 90.0% Elapsed: 6 days, 9:57:53 temperature: no ada_p: No Discriminator_loss: 0.172403 Generator_loss: 2.30667
[INFO] 2021-01-30 13:52:09 > Start Evaluation (180000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 13:52:09 > Calculating FID Score....
[INFO] 2021-01-30 13:54:28 > Calculating Inception Score....
[INFO] 2021-01-30 13:56:36 > Calculate F_beta Score....
[INFO] 2021-01-30 14:08:07 > Calculate Accuracies....
[INFO] 2021-01-30 14:09:51 > Calculate Accuracies....
[INFO] 2021-01-30 14:14:40 > F_8 score (Step: 180000, Using valid images): 0.886437799944427
[INFO] 2021-01-30 14:14:40 > F_1/8 score (Step: 180000, Using valid images): 0.935680012216583
[INFO] 2021-01-30 14:14:40 > FID score (Step: 180000, Using valid moments): 26.990232080365445
[INFO] 2021-01-30 14:14:40 > Inception score (Step: 180000, 50000 generated images): 26.215879440307617
[INFO] 2021-01-30 14:14:40 > Best FID score (Step: 180000, Using valid moments): 26.990232080365445
[INFO] 2021-01-30 14:14:54 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 14:18:53 > Step: 180100 Progress: 90.0% Elapsed: 6 days, 10:24:36 temperature: no ada_p: No Discriminator_loss: 0.236846 Generator_loss: 1.53321
[INFO] 2021-01-30 14:22:58 > Step: 180200 Progress: 90.1% Elapsed: 6 days, 10:28:42 temperature: no ada_p: No Discriminator_loss: 0.252247 Generator_loss: 2.66834
[INFO] 2021-01-30 14:27:17 > Step: 180300 Progress: 90.1% Elapsed: 6 days, 10:33:00 temperature: no ada_p: No Discriminator_loss: 0.222744 Generator_loss: 1.8808
[INFO] 2021-01-30 14:31:16 > Step: 180400 Progress: 90.2% Elapsed: 6 days, 10:37:00 temperature: no ada_p: No Discriminator_loss: 0.216757 Generator_loss: 2.38156
[INFO] 2021-01-30 14:35:15 > Step: 180500 Progress: 90.2% Elapsed: 6 days, 10:40:59 temperature: no ada_p: No Discriminator_loss: 0.235719 Generator_loss: 2.09889
[INFO] 2021-01-30 14:39:15 > Step: 180600 Progress: 90.3% Elapsed: 6 days, 10:44:59 temperature: no ada_p: No Discriminator_loss: 0.435758 Generator_loss: 1.31423
[INFO] 2021-01-30 14:43:15 > Step: 180700 Progress: 90.3% Elapsed: 6 days, 10:48:59 temperature: no ada_p: No Discriminator_loss: 0.17113 Generator_loss: 1.89879
[INFO] 2021-01-30 14:47:14 > Step: 180800 Progress: 90.4% Elapsed: 6 days, 10:52:58 temperature: no ada_p: No Discriminator_loss: 0.386149 Generator_loss: 1.5575
[INFO] 2021-01-30 14:51:13 > Step: 180900 Progress: 90.5% Elapsed: 6 days, 10:56:57 temperature: no ada_p: No Discriminator_loss: 0.25674 Generator_loss: 2.13699
[INFO] 2021-01-30 14:55:12 > Step: 181000 Progress: 90.5% Elapsed: 6 days, 11:00:56 temperature: no ada_p: No Discriminator_loss: 0.353845 Generator_loss: 2.45336
[INFO] 2021-01-30 14:59:11 > Step: 181100 Progress: 90.5% Elapsed: 6 days, 11:04:55 temperature: no ada_p: No Discriminator_loss: 0.176441 Generator_loss: 2.14838
[INFO] 2021-01-30 15:03:10 > Step: 181200 Progress: 90.6% Elapsed: 6 days, 11:08:53 temperature: no ada_p: No Discriminator_loss: 0.203174 Generator_loss: 1.77488
[INFO] 2021-01-30 15:07:09 > Step: 181300 Progress: 90.6% Elapsed: 6 days, 11:12:53 temperature: no ada_p: No Discriminator_loss: 0.411774 Generator_loss: 1.50192
[INFO] 2021-01-30 15:11:09 > Step: 181400 Progress: 90.7% Elapsed: 6 days, 11:16:53 temperature: no ada_p: No Discriminator_loss: 0.254464 Generator_loss: 2.4398
[INFO] 2021-01-30 15:15:08 > Step: 181500 Progress: 90.8% Elapsed: 6 days, 11:20:51 temperature: no ada_p: No Discriminator_loss: 0.358361 Generator_loss: 1.52501
[INFO] 2021-01-30 15:19:06 > Step: 181600 Progress: 90.8% Elapsed: 6 days, 11:24:50 temperature: no ada_p: No Discriminator_loss: 0.464286 Generator_loss: 1.15519
[INFO] 2021-01-30 15:23:05 > Step: 181700 Progress: 90.8% Elapsed: 6 days, 11:28:49 temperature: no ada_p: No Discriminator_loss: 0.222874 Generator_loss: 2.68373
[INFO] 2021-01-30 15:27:04 > Step: 181800 Progress: 90.9% Elapsed: 6 days, 11:32:48 temperature: no ada_p: No Discriminator_loss: 0.356586 Generator_loss: 1.37665
[INFO] 2021-01-30 15:31:02 > Step: 181900 Progress: 91.0% Elapsed: 6 days, 11:36:46 temperature: no ada_p: No Discriminator_loss: 0.335634 Generator_loss: 1.86399
[INFO] 2021-01-30 15:35:01 > Step: 182000 Progress: 91.0% Elapsed: 6 days, 11:40:45 temperature: no ada_p: No Discriminator_loss: 0.306742 Generator_loss: 1.69229
[INFO] 2021-01-30 15:35:01 > Start Evaluation (182000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 15:35:01 > Calculating FID Score....
[INFO] 2021-01-30 15:37:20 > Calculating Inception Score....
[INFO] 2021-01-30 15:39:27 > Calculate F_beta Score....
[INFO] 2021-01-30 15:50:52 > Calculate Accuracies....
[INFO] 2021-01-30 15:52:36 > Calculate Accuracies....
[INFO] 2021-01-30 15:57:27 > F_8 score (Step: 182000, Using valid images): 0.9064619184328224
[INFO] 2021-01-30 15:57:27 > F_1/8 score (Step: 182000, Using valid images): 0.9430888138599747
[INFO] 2021-01-30 15:57:27 > FID score (Step: 182000, Using valid moments): 27.138381261858058
[INFO] 2021-01-30 15:57:27 > Inception score (Step: 182000, 50000 generated images): 26.144590377807617
[INFO] 2021-01-30 15:57:27 > Best FID score (Step: 180000, Using valid moments): 26.990232080365445
[INFO] 2021-01-30 15:57:35 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 16:01:33 > Step: 182100 Progress: 91.0% Elapsed: 6 days, 12:07:17 temperature: no ada_p: No Discriminator_loss: 0.187973 Generator_loss: 2.10903
[INFO] 2021-01-30 16:05:30 > Step: 182200 Progress: 91.1% Elapsed: 6 days, 12:11:14 temperature: no ada_p: No Discriminator_loss: 0.30175 Generator_loss: 2.12331
[INFO] 2021-01-30 16:09:45 > Step: 182300 Progress: 91.1% Elapsed: 6 days, 12:15:29 temperature: no ada_p: No Discriminator_loss: 0.414027 Generator_loss: 1.49037
[INFO] 2021-01-30 16:13:43 > Step: 182400 Progress: 91.2% Elapsed: 6 days, 12:19:27 temperature: no ada_p: No Discriminator_loss: 0.482207 Generator_loss: 2.80009
[INFO] 2021-01-30 16:17:41 > Step: 182500 Progress: 91.2% Elapsed: 6 days, 12:23:25 temperature: no ada_p: No Discriminator_loss: 0.284202 Generator_loss: 1.5816
[INFO] 2021-01-30 16:21:40 > Step: 182600 Progress: 91.3% Elapsed: 6 days, 12:27:24 temperature: no ada_p: No Discriminator_loss: 0.241695 Generator_loss: 1.68057
[INFO] 2021-01-30 16:25:46 > Step: 182700 Progress: 91.3% Elapsed: 6 days, 12:31:30 temperature: no ada_p: No Discriminator_loss: 0.261802 Generator_loss: 1.48271
[INFO] 2021-01-30 16:29:47 > Step: 182800 Progress: 91.4% Elapsed: 6 days, 12:35:31 temperature: no ada_p: No Discriminator_loss: 0.237184 Generator_loss: 2.94229
[INFO] 2021-01-30 16:33:47 > Step: 182900 Progress: 91.5% Elapsed: 6 days, 12:39:31 temperature: no ada_p: No Discriminator_loss: 0.257741 Generator_loss: 1.91557
[INFO] 2021-01-30 16:37:47 > Step: 183000 Progress: 91.5% Elapsed: 6 days, 12:43:31 temperature: no ada_p: No Discriminator_loss: 0.211177 Generator_loss: 1.92787
[INFO] 2021-01-30 16:41:47 > Step: 183100 Progress: 91.5% Elapsed: 6 days, 12:47:30 temperature: no ada_p: No Discriminator_loss: 0.322006 Generator_loss: 1.61666
[INFO] 2021-01-30 16:45:46 > Step: 183200 Progress: 91.6% Elapsed: 6 days, 12:51:30 temperature: no ada_p: No Discriminator_loss: 0.311845 Generator_loss: 1.61275
[INFO] 2021-01-30 16:49:45 > Step: 183300 Progress: 91.6% Elapsed: 6 days, 12:55:29 temperature: no ada_p: No Discriminator_loss: 0.173724 Generator_loss: 2.24816
[INFO] 2021-01-30 16:53:45 > Step: 183400 Progress: 91.7% Elapsed: 6 days, 12:59:28 temperature: no ada_p: No Discriminator_loss: 0.464878 Generator_loss: 1.30173
[INFO] 2021-01-30 16:57:45 > Step: 183500 Progress: 91.8% Elapsed: 6 days, 13:03:29 temperature: no ada_p: No Discriminator_loss: 0.315317 Generator_loss: 1.88409
[INFO] 2021-01-30 17:01:45 > Step: 183600 Progress: 91.8% Elapsed: 6 days, 13:07:29 temperature: no ada_p: No Discriminator_loss: 0.235017 Generator_loss: 2.40641
[INFO] 2021-01-30 17:05:44 > Step: 183700 Progress: 91.8% Elapsed: 6 days, 13:11:28 temperature: no ada_p: No Discriminator_loss: 0.2605 Generator_loss: 1.86148
[INFO] 2021-01-30 17:09:44 > Step: 183800 Progress: 91.9% Elapsed: 6 days, 13:15:27 temperature: no ada_p: No Discriminator_loss: 0.207916 Generator_loss: 2.0858
[INFO] 2021-01-30 17:13:43 > Step: 183900 Progress: 92.0% Elapsed: 6 days, 13:19:27 temperature: no ada_p: No Discriminator_loss: 0.223029 Generator_loss: 2.72997
[INFO] 2021-01-30 17:17:43 > Step: 184000 Progress: 92.0% Elapsed: 6 days, 13:23:26 temperature: no ada_p: No Discriminator_loss: 0.194011 Generator_loss: 1.69948
[INFO] 2021-01-30 17:17:43 > Start Evaluation (184000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 17:17:43 > Calculating FID Score....
[INFO] 2021-01-30 17:20:02 > Calculating Inception Score....
[INFO] 2021-01-30 17:22:10 > Calculate F_beta Score....
[INFO] 2021-01-30 17:33:43 > Calculate Accuracies....
[INFO] 2021-01-30 17:35:27 > Calculate Accuracies....
[INFO] 2021-01-30 17:40:18 > F_8 score (Step: 184000, Using valid images): 0.9067828537452697
[INFO] 2021-01-30 17:40:18 > F_1/8 score (Step: 184000, Using valid images): 0.9377690192572696
[INFO] 2021-01-30 17:40:18 > FID score (Step: 184000, Using valid moments): 26.897221837201414
[INFO] 2021-01-30 17:40:18 > Inception score (Step: 184000, 50000 generated images): 26.317350387573242
[INFO] 2021-01-30 17:40:18 > Best FID score (Step: 184000, Using valid moments): 26.897221837201414
[INFO] 2021-01-30 17:40:33 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 17:44:52 > Step: 184100 Progress: 92.0% Elapsed: 6 days, 13:50:36 temperature: no ada_p: No Discriminator_loss: 0.219684 Generator_loss: 1.72618
[INFO] 2021-01-30 17:48:53 > Step: 184200 Progress: 92.1% Elapsed: 6 days, 13:54:37 temperature: no ada_p: No Discriminator_loss: 0.1943 Generator_loss: 1.88051
[INFO] 2021-01-30 17:52:53 > Step: 184300 Progress: 92.2% Elapsed: 6 days, 13:58:37 temperature: no ada_p: No Discriminator_loss: 0.335007 Generator_loss: 1.74567
[INFO] 2021-01-30 17:56:52 > Step: 184400 Progress: 92.2% Elapsed: 6 days, 14:02:36 temperature: no ada_p: No Discriminator_loss: 0.396625 Generator_loss: 1.61363
[INFO] 2021-01-30 18:00:52 > Step: 184500 Progress: 92.2% Elapsed: 6 days, 14:06:36 temperature: no ada_p: No Discriminator_loss: 0.236543 Generator_loss: 1.70936
[INFO] 2021-01-30 18:04:52 > Step: 184600 Progress: 92.3% Elapsed: 6 days, 14:10:36 temperature: no ada_p: No Discriminator_loss: 0.239108 Generator_loss: 2.35781
[INFO] 2021-01-30 18:08:52 > Step: 184700 Progress: 92.3% Elapsed: 6 days, 14:14:36 temperature: no ada_p: No Discriminator_loss: 0.187803 Generator_loss: 2.45497
[INFO] 2021-01-30 18:12:52 > Step: 184800 Progress: 92.4% Elapsed: 6 days, 14:18:36 temperature: no ada_p: No Discriminator_loss: 0.327762 Generator_loss: 1.68319
[INFO] 2021-01-30 18:16:51 > Step: 184900 Progress: 92.5% Elapsed: 6 days, 14:22:34 temperature: no ada_p: No Discriminator_loss: 0.28325 Generator_loss: 1.70507
[INFO] 2021-01-30 18:20:50 > Step: 185000 Progress: 92.5% Elapsed: 6 days, 14:26:33 temperature: no ada_p: No Discriminator_loss: 0.438711 Generator_loss: 1.50321
[INFO] 2021-01-30 18:24:49 > Step: 185100 Progress: 92.5% Elapsed: 6 days, 14:30:33 temperature: no ada_p: No Discriminator_loss: 0.384609 Generator_loss: 1.47672
[INFO] 2021-01-30 18:28:54 > Step: 185200 Progress: 92.6% Elapsed: 6 days, 14:34:38 temperature: no ada_p: No Discriminator_loss: 0.239817 Generator_loss: 2.39421
[INFO] 2021-01-30 18:32:55 > Step: 185300 Progress: 92.7% Elapsed: 6 days, 14:38:39 temperature: no ada_p: No Discriminator_loss: 0.208184 Generator_loss: 1.61996
[INFO] 2021-01-30 18:36:55 > Step: 185400 Progress: 92.7% Elapsed: 6 days, 14:42:39 temperature: no ada_p: No Discriminator_loss: 0.18321 Generator_loss: 1.78292
[INFO] 2021-01-30 18:40:55 > Step: 185500 Progress: 92.8% Elapsed: 6 days, 14:46:39 temperature: no ada_p: No Discriminator_loss: 0.247226 Generator_loss: 1.79727
[INFO] 2021-01-30 18:44:55 > Step: 185600 Progress: 92.8% Elapsed: 6 days, 14:50:39 temperature: no ada_p: No Discriminator_loss: 0.236491 Generator_loss: 1.8572
[INFO] 2021-01-30 18:48:55 > Step: 185700 Progress: 92.8% Elapsed: 6 days, 14:54:39 temperature: no ada_p: No Discriminator_loss: 0.278274 Generator_loss: 1.39738
[INFO] 2021-01-30 18:52:55 > Step: 185800 Progress: 92.9% Elapsed: 6 days, 14:58:38 temperature: no ada_p: No Discriminator_loss: 0.185101 Generator_loss: 2.48395
[INFO] 2021-01-30 18:56:54 > Step: 185900 Progress: 93.0% Elapsed: 6 days, 15:02:38 temperature: no ada_p: No Discriminator_loss: 0.35884 Generator_loss: 1.65841
[INFO] 2021-01-30 19:00:54 > Step: 186000 Progress: 93.0% Elapsed: 6 days, 15:06:37 temperature: no ada_p: No Discriminator_loss: 0.176914 Generator_loss: 1.98809
[INFO] 2021-01-30 19:00:54 > Start Evaluation (186000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 19:00:54 > Calculating FID Score....
[INFO] 2021-01-30 19:03:13 > Calculating Inception Score....
[INFO] 2021-01-30 19:05:21 > Calculate F_beta Score....
[INFO] 2021-01-30 19:16:47 > Calculate Accuracies....
[INFO] 2021-01-30 19:18:31 > Calculate Accuracies....
[INFO] 2021-01-30 19:23:21 > F_8 score (Step: 186000, Using valid images): 0.8987277650286044
[INFO] 2021-01-30 19:23:21 > F_1/8 score (Step: 186000, Using valid images): 0.9422523258564142
[INFO] 2021-01-30 19:23:21 > FID score (Step: 186000, Using valid moments): 26.755669488691524
[INFO] 2021-01-30 19:23:21 > Inception score (Step: 186000, 50000 generated images): 26.653268814086914
[INFO] 2021-01-30 19:23:21 > Best FID score (Step: 186000, Using valid moments): 26.755669488691524
[INFO] 2021-01-30 19:23:36 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 19:27:35 > Step: 186100 Progress: 93.0% Elapsed: 6 days, 15:33:19 temperature: no ada_p: No Discriminator_loss: 0.288585 Generator_loss: 1.66905
[INFO] 2021-01-30 19:31:52 > Step: 186200 Progress: 93.1% Elapsed: 6 days, 15:37:36 temperature: no ada_p: No Discriminator_loss: 0.204595 Generator_loss: 2.07509
[INFO] 2021-01-30 19:35:52 > Step: 186300 Progress: 93.2% Elapsed: 6 days, 15:41:36 temperature: no ada_p: No Discriminator_loss: 0.335474 Generator_loss: 2.56182
[INFO] 2021-01-30 19:39:52 > Step: 186400 Progress: 93.2% Elapsed: 6 days, 15:45:36 temperature: no ada_p: No Discriminator_loss: 0.323262 Generator_loss: 1.69143
[INFO] 2021-01-30 19:43:52 > Step: 186500 Progress: 93.2% Elapsed: 6 days, 15:49:35 temperature: no ada_p: No Discriminator_loss: 0.305542 Generator_loss: 1.38773
[INFO] 2021-01-30 19:47:51 > Step: 186600 Progress: 93.3% Elapsed: 6 days, 15:53:34 temperature: no ada_p: No Discriminator_loss: 0.400941 Generator_loss: 1.43761
[INFO] 2021-01-30 19:51:50 > Step: 186700 Progress: 93.3% Elapsed: 6 days, 15:57:34 temperature: no ada_p: No Discriminator_loss: 0.297174 Generator_loss: 1.79474
[INFO] 2021-01-30 19:55:49 > Step: 186800 Progress: 93.4% Elapsed: 6 days, 16:01:33 temperature: no ada_p: No Discriminator_loss: 0.206348 Generator_loss: 2.03165
[INFO] 2021-01-30 19:59:48 > Step: 186900 Progress: 93.5% Elapsed: 6 days, 16:05:32 temperature: no ada_p: No Discriminator_loss: 0.245497 Generator_loss: 1.72945
[INFO] 2021-01-30 20:03:47 > Step: 187000 Progress: 93.5% Elapsed: 6 days, 16:09:31 temperature: no ada_p: No Discriminator_loss: 0.242118 Generator_loss: 2.06624
[INFO] 2021-01-30 20:07:46 > Step: 187100 Progress: 93.5% Elapsed: 6 days, 16:13:30 temperature: no ada_p: No Discriminator_loss: 0.37801 Generator_loss: 1.60751
[INFO] 2021-01-30 20:11:45 > Step: 187200 Progress: 93.6% Elapsed: 6 days, 16:17:29 temperature: no ada_p: No Discriminator_loss: 0.314695 Generator_loss: 1.64383
[INFO] 2021-01-30 20:15:45 > Step: 187300 Progress: 93.7% Elapsed: 6 days, 16:21:29 temperature: no ada_p: No Discriminator_loss: 0.17669 Generator_loss: 1.72627
[INFO] 2021-01-30 20:19:44 > Step: 187400 Progress: 93.7% Elapsed: 6 days, 16:25:28 temperature: no ada_p: No Discriminator_loss: 0.295757 Generator_loss: 1.53302
[INFO] 2021-01-30 20:23:43 > Step: 187500 Progress: 93.8% Elapsed: 6 days, 16:29:27 temperature: no ada_p: No Discriminator_loss: 0.237022 Generator_loss: 1.79523
[INFO] 2021-01-30 20:27:42 > Step: 187600 Progress: 93.8% Elapsed: 6 days, 16:33:26 temperature: no ada_p: No Discriminator_loss: 0.288304 Generator_loss: 1.84251
[INFO] 2021-01-30 20:31:47 > Step: 187700 Progress: 93.8% Elapsed: 6 days, 16:37:31 temperature: no ada_p: No Discriminator_loss: 0.402104 Generator_loss: 1.34598
[INFO] 2021-01-30 20:35:48 > Step: 187800 Progress: 93.9% Elapsed: 6 days, 16:41:31 temperature: no ada_p: No Discriminator_loss: 0.201442 Generator_loss: 2.25086
[INFO] 2021-01-30 20:39:48 > Step: 187900 Progress: 94.0% Elapsed: 6 days, 16:45:32 temperature: no ada_p: No Discriminator_loss: 0.268742 Generator_loss: 2.28449
[INFO] 2021-01-30 20:43:47 > Step: 188000 Progress: 94.0% Elapsed: 6 days, 16:49:31 temperature: no ada_p: No Discriminator_loss: 0.286662 Generator_loss: 1.56068
[INFO] 2021-01-30 20:43:47 > Start Evaluation (188000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 20:43:47 > Calculating FID Score....
[INFO] 2021-01-30 20:46:07 > Calculating Inception Score....
[INFO] 2021-01-30 20:48:16 > Calculate F_beta Score....
[INFO] 2021-01-30 20:59:46 > Calculate Accuracies....
[INFO] 2021-01-30 21:01:30 > Calculate Accuracies....
[INFO] 2021-01-30 21:06:22 > F_8 score (Step: 188000, Using valid images): 0.8903896930121608
[INFO] 2021-01-30 21:06:22 > F_1/8 score (Step: 188000, Using valid images): 0.9384297809988873
[INFO] 2021-01-30 21:06:22 > FID score (Step: 188000, Using valid moments): 26.664868053653777
[INFO] 2021-01-30 21:06:22 > Inception score (Step: 188000, 50000 generated images): 26.597139358520508
[INFO] 2021-01-30 21:06:22 > Best FID score (Step: 188000, Using valid moments): 26.664868053653777
[INFO] 2021-01-30 21:06:36 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 21:10:36 > Step: 188100 Progress: 94.0% Elapsed: 6 days, 17:16:20 temperature: no ada_p: No Discriminator_loss: 0.288971 Generator_loss: 1.06745
[INFO] 2021-01-30 21:14:52 > Step: 188200 Progress: 94.1% Elapsed: 6 days, 17:20:35 temperature: no ada_p: No Discriminator_loss: 0.248546 Generator_loss: 1.71414
[INFO] 2021-01-30 21:18:51 > Step: 188300 Progress: 94.2% Elapsed: 6 days, 17:24:35 temperature: no ada_p: No Discriminator_loss: 0.28009 Generator_loss: 1.64143
[INFO] 2021-01-30 21:22:51 > Step: 188400 Progress: 94.2% Elapsed: 6 days, 17:28:35 temperature: no ada_p: No Discriminator_loss: 0.341057 Generator_loss: 1.71631
[INFO] 2021-01-30 21:26:51 > Step: 188500 Progress: 94.2% Elapsed: 6 days, 17:32:35 temperature: no ada_p: No Discriminator_loss: 0.384562 Generator_loss: 1.49938
[INFO] 2021-01-30 21:30:50 > Step: 188600 Progress: 94.3% Elapsed: 6 days, 17:36:34 temperature: no ada_p: No Discriminator_loss: 0.245942 Generator_loss: 2.01841
[INFO] 2021-01-30 21:34:49 > Step: 188700 Progress: 94.3% Elapsed: 6 days, 17:40:33 temperature: no ada_p: No Discriminator_loss: 0.207485 Generator_loss: 1.96963
[INFO] 2021-01-30 21:38:47 > Step: 188800 Progress: 94.4% Elapsed: 6 days, 17:44:31 temperature: no ada_p: No Discriminator_loss: 0.181695 Generator_loss: 2.18618
[INFO] 2021-01-30 21:42:46 > Step: 188900 Progress: 94.5% Elapsed: 6 days, 17:48:30 temperature: no ada_p: No Discriminator_loss: 0.300582 Generator_loss: 2.73407
[INFO] 2021-01-30 21:46:44 > Step: 189000 Progress: 94.5% Elapsed: 6 days, 17:52:28 temperature: no ada_p: No Discriminator_loss: 0.412509 Generator_loss: 1.5292
[INFO] 2021-01-30 21:50:42 > Step: 189100 Progress: 94.5% Elapsed: 6 days, 17:56:26 temperature: no ada_p: No Discriminator_loss: 0.346201 Generator_loss: 1.78706
[INFO] 2021-01-30 21:54:41 > Step: 189200 Progress: 94.6% Elapsed: 6 days, 18:00:24 temperature: no ada_p: No Discriminator_loss: 0.417334 Generator_loss: 1.3067
[INFO] 2021-01-30 21:58:40 > Step: 189300 Progress: 94.7% Elapsed: 6 days, 18:04:24 temperature: no ada_p: No Discriminator_loss: 0.400374 Generator_loss: 1.18504
[INFO] 2021-01-30 22:02:39 > Step: 189400 Progress: 94.7% Elapsed: 6 days, 18:08:23 temperature: no ada_p: No Discriminator_loss: 0.311744 Generator_loss: 2.64505
[INFO] 2021-01-30 22:06:38 > Step: 189500 Progress: 94.8% Elapsed: 6 days, 18:12:21 temperature: no ada_p: No Discriminator_loss: 0.193346 Generator_loss: 2.37698
[INFO] 2021-01-30 22:10:36 > Step: 189600 Progress: 94.8% Elapsed: 6 days, 18:16:20 temperature: no ada_p: No Discriminator_loss: 0.216266 Generator_loss: 2.05173
[INFO] 2021-01-30 22:14:35 > Step: 189700 Progress: 94.8% Elapsed: 6 days, 18:20:18 temperature: no ada_p: No Discriminator_loss: 0.250892 Generator_loss: 1.86301
[INFO] 2021-01-30 22:18:34 > Step: 189800 Progress: 94.9% Elapsed: 6 days, 18:24:18 temperature: no ada_p: No Discriminator_loss: 0.218288 Generator_loss: 1.91355
[INFO] 2021-01-30 22:22:33 > Step: 189900 Progress: 95.0% Elapsed: 6 days, 18:28:16 temperature: no ada_p: No Discriminator_loss: 0.287173 Generator_loss: 2.35087
[INFO] 2021-01-30 22:26:31 > Step: 190000 Progress: 95.0% Elapsed: 6 days, 18:32:15 temperature: no ada_p: No Discriminator_loss: 0.240009 Generator_loss: 2.51295
[INFO] 2021-01-30 22:26:31 > Start Evaluation (190000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 22:26:31 > Calculating FID Score....
[INFO] 2021-01-30 22:28:50 > Calculating Inception Score....
[INFO] 2021-01-30 22:30:58 > Calculate F_beta Score....
[INFO] 2021-01-30 22:42:34 > Calculate Accuracies....
[INFO] 2021-01-30 22:44:19 > Calculate Accuracies....
[INFO] 2021-01-30 22:49:10 > F_8 score (Step: 190000, Using valid images): 0.889605359860762
[INFO] 2021-01-30 22:49:10 > F_1/8 score (Step: 190000, Using valid images): 0.9399794019332768
[INFO] 2021-01-30 22:49:10 > FID score (Step: 190000, Using valid moments): 26.411542650718616
[INFO] 2021-01-30 22:49:10 > Inception score (Step: 190000, 50000 generated images): 26.660297393798828
[INFO] 2021-01-30 22:49:10 > Best FID score (Step: 190000, Using valid moments): 26.411542650718616
[INFO] 2021-01-30 22:49:24 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-30 22:53:24 > Step: 190100 Progress: 95.0% Elapsed: 6 days, 18:59:08 temperature: no ada_p: No Discriminator_loss: 0.204146 Generator_loss: 2.51571
[INFO] 2021-01-30 22:57:29 > Step: 190200 Progress: 95.1% Elapsed: 6 days, 19:03:13 temperature: no ada_p: No Discriminator_loss: 0.211945 Generator_loss: 2.19668
[INFO] 2021-01-30 23:01:47 > Step: 190300 Progress: 95.2% Elapsed: 6 days, 19:07:31 temperature: no ada_p: No Discriminator_loss: 0.447971 Generator_loss: 1.51049
[INFO] 2021-01-30 23:05:46 > Step: 190400 Progress: 95.2% Elapsed: 6 days, 19:11:30 temperature: no ada_p: No Discriminator_loss: 0.292712 Generator_loss: 2.60478
[INFO] 2021-01-30 23:09:46 > Step: 190500 Progress: 95.2% Elapsed: 6 days, 19:15:29 temperature: no ada_p: No Discriminator_loss: 0.222669 Generator_loss: 2.27021
[INFO] 2021-01-30 23:13:45 > Step: 190600 Progress: 95.3% Elapsed: 6 days, 19:19:29 temperature: no ada_p: No Discriminator_loss: 0.296913 Generator_loss: 1.75957
[INFO] 2021-01-30 23:17:44 > Step: 190700 Progress: 95.3% Elapsed: 6 days, 19:23:28 temperature: no ada_p: No Discriminator_loss: 0.301028 Generator_loss: 1.4769
[INFO] 2021-01-30 23:21:43 > Step: 190800 Progress: 95.4% Elapsed: 6 days, 19:27:27 temperature: no ada_p: No Discriminator_loss: 0.209995 Generator_loss: 2.06031
[INFO] 2021-01-30 23:25:42 > Step: 190900 Progress: 95.5% Elapsed: 6 days, 19:31:26 temperature: no ada_p: No Discriminator_loss: 0.206878 Generator_loss: 1.79964
[INFO] 2021-01-30 23:29:41 > Step: 191000 Progress: 95.5% Elapsed: 6 days, 19:35:25 temperature: no ada_p: No Discriminator_loss: 0.273482 Generator_loss: 1.715
[INFO] 2021-01-30 23:33:40 > Step: 191100 Progress: 95.5% Elapsed: 6 days, 19:39:23 temperature: no ada_p: No Discriminator_loss: 0.253224 Generator_loss: 2.5466
[INFO] 2021-01-30 23:37:39 > Step: 191200 Progress: 95.6% Elapsed: 6 days, 19:43:22 temperature: no ada_p: No Discriminator_loss: 0.186089 Generator_loss: 2.49078
[INFO] 2021-01-30 23:41:39 > Step: 191300 Progress: 95.7% Elapsed: 6 days, 19:47:22 temperature: no ada_p: No Discriminator_loss: 0.270351 Generator_loss: 2.41168
[INFO] 2021-01-30 23:45:38 > Step: 191400 Progress: 95.7% Elapsed: 6 days, 19:51:22 temperature: no ada_p: No Discriminator_loss: 0.216031 Generator_loss: 2.11465
[INFO] 2021-01-30 23:49:37 > Step: 191500 Progress: 95.8% Elapsed: 6 days, 19:55:21 temperature: no ada_p: No Discriminator_loss: 0.26316 Generator_loss: 2.58509
[INFO] 2021-01-30 23:53:37 > Step: 191600 Progress: 95.8% Elapsed: 6 days, 19:59:20 temperature: no ada_p: No Discriminator_loss: 0.411166 Generator_loss: 1.23928
[INFO] 2021-01-30 23:57:36 > Step: 191700 Progress: 95.9% Elapsed: 6 days, 20:03:20 temperature: no ada_p: No Discriminator_loss: 0.424143 Generator_loss: 1.49832
[INFO] 2021-01-31 00:01:35 > Step: 191800 Progress: 95.9% Elapsed: 6 days, 20:07:19 temperature: no ada_p: No Discriminator_loss: 0.234754 Generator_loss: 2.10557
[INFO] 2021-01-31 00:05:34 > Step: 191900 Progress: 96.0% Elapsed: 6 days, 20:11:18 temperature: no ada_p: No Discriminator_loss: 0.218257 Generator_loss: 2.41841
[INFO] 2021-01-31 00:09:34 > Step: 192000 Progress: 96.0% Elapsed: 6 days, 20:15:18 temperature: no ada_p: No Discriminator_loss: 0.279541 Generator_loss: 1.6711
[INFO] 2021-01-31 00:09:34 > Start Evaluation (192000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 00:09:34 > Calculating FID Score....
[INFO] 2021-01-31 00:11:53 > Calculating Inception Score....
[INFO] 2021-01-31 00:14:01 > Calculate F_beta Score....
[INFO] 2021-01-31 00:25:25 > Calculate Accuracies....
[INFO] 2021-01-31 00:27:22 > Calculate Accuracies....
[INFO] 2021-01-31 00:32:12 > F_8 score (Step: 192000, Using valid images): 0.896279695114229
[INFO] 2021-01-31 00:32:12 > F_1/8 score (Step: 192000, Using valid images): 0.9387424267473811
[INFO] 2021-01-31 00:32:12 > FID score (Step: 192000, Using valid moments): 26.363232543555114
[INFO] 2021-01-31 00:32:12 > Inception score (Step: 192000, 50000 generated images): 27.105024337768555
[INFO] 2021-01-31 00:32:12 > Best FID score (Step: 192000, Using valid moments): 26.363232543555114
[INFO] 2021-01-31 00:32:27 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 00:36:26 > Step: 192100 Progress: 96.0% Elapsed: 6 days, 20:42:10 temperature: no ada_p: No Discriminator_loss: 0.349994 Generator_loss: 1.56023
[INFO] 2021-01-31 00:40:24 > Step: 192200 Progress: 96.1% Elapsed: 6 days, 20:46:08 temperature: no ada_p: No Discriminator_loss: 0.223872 Generator_loss: 1.72111
[INFO] 2021-01-31 00:44:21 > Step: 192300 Progress: 96.2% Elapsed: 6 days, 20:50:05 temperature: no ada_p: No Discriminator_loss: 0.361411 Generator_loss: 1.53338
[INFO] 2021-01-31 00:48:18 > Step: 192400 Progress: 96.2% Elapsed: 6 days, 20:54:02 temperature: no ada_p: No Discriminator_loss: 0.25528 Generator_loss: 1.71105
[INFO] 2021-01-31 00:52:47 > Step: 192500 Progress: 96.2% Elapsed: 6 days, 20:58:31 temperature: no ada_p: No Discriminator_loss: 0.24069 Generator_loss: 1.60164
[INFO] 2021-01-31 00:56:46 > Step: 192600 Progress: 96.3% Elapsed: 6 days, 21:02:30 temperature: no ada_p: No Discriminator_loss: 0.338623 Generator_loss: 2.6775
[INFO] 2021-01-31 01:00:51 > Step: 192700 Progress: 96.4% Elapsed: 6 days, 21:06:35 temperature: no ada_p: No Discriminator_loss: 0.201447 Generator_loss: 2.03368
[INFO] 2021-01-31 01:04:52 > Step: 192800 Progress: 96.4% Elapsed: 6 days, 21:10:36 temperature: no ada_p: No Discriminator_loss: 0.354288 Generator_loss: 1.48887
[INFO] 2021-01-31 01:08:53 > Step: 192900 Progress: 96.5% Elapsed: 6 days, 21:14:37 temperature: no ada_p: No Discriminator_loss: 0.277901 Generator_loss: 2.64018
[INFO] 2021-01-31 01:12:54 > Step: 193000 Progress: 96.5% Elapsed: 6 days, 21:18:37 temperature: no ada_p: No Discriminator_loss: 0.287339 Generator_loss: 2.4954
[INFO] 2021-01-31 01:16:54 > Step: 193100 Progress: 96.5% Elapsed: 6 days, 21:22:37 temperature: no ada_p: No Discriminator_loss: 0.206792 Generator_loss: 2.10271
[INFO] 2021-01-31 01:20:53 > Step: 193200 Progress: 96.6% Elapsed: 6 days, 21:26:37 temperature: no ada_p: No Discriminator_loss: 0.236193 Generator_loss: 2.2897
[INFO] 2021-01-31 01:24:54 > Step: 193300 Progress: 96.7% Elapsed: 6 days, 21:30:38 temperature: no ada_p: No Discriminator_loss: 0.240821 Generator_loss: 2.15632
[INFO] 2021-01-31 01:28:55 > Step: 193400 Progress: 96.7% Elapsed: 6 days, 21:34:39 temperature: no ada_p: No Discriminator_loss: 0.277869 Generator_loss: 1.82951
[INFO] 2021-01-31 01:32:55 > Step: 193500 Progress: 96.8% Elapsed: 6 days, 21:38:39 temperature: no ada_p: No Discriminator_loss: 0.170002 Generator_loss: 2.0517
[INFO] 2021-01-31 01:36:55 > Step: 193600 Progress: 96.8% Elapsed: 6 days, 21:42:39 temperature: no ada_p: No Discriminator_loss: 0.194251 Generator_loss: 2.3579
[INFO] 2021-01-31 01:40:55 > Step: 193700 Progress: 96.9% Elapsed: 6 days, 21:46:39 temperature: no ada_p: No Discriminator_loss: 0.236675 Generator_loss: 1.81882
[INFO] 2021-01-31 01:44:55 > Step: 193800 Progress: 96.9% Elapsed: 6 days, 21:50:39 temperature: no ada_p: No Discriminator_loss: 0.251978 Generator_loss: 2.52793
[INFO] 2021-01-31 01:48:55 > Step: 193900 Progress: 97.0% Elapsed: 6 days, 21:54:39 temperature: no ada_p: No Discriminator_loss: 0.26634 Generator_loss: 2.03205
[INFO] 2021-01-31 01:52:54 > Step: 194000 Progress: 97.0% Elapsed: 6 days, 21:58:38 temperature: no ada_p: No Discriminator_loss: 0.253304 Generator_loss: 1.69406
[INFO] 2021-01-31 01:52:55 > Start Evaluation (194000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 01:52:55 > Calculating FID Score....
[INFO] 2021-01-31 01:55:13 > Calculating Inception Score....
[INFO] 2021-01-31 01:57:22 > Calculate F_beta Score....
[INFO] 2021-01-31 02:08:55 > Calculate Accuracies....
[INFO] 2021-01-31 02:10:40 > Calculate Accuracies....
[INFO] 2021-01-31 02:15:30 > F_8 score (Step: 194000, Using valid images): 0.8913274418567027
[INFO] 2021-01-31 02:15:30 > F_1/8 score (Step: 194000, Using valid images): 0.9362073613771636
[INFO] 2021-01-31 02:15:30 > FID score (Step: 194000, Using valid moments): 26.154902660789332
[INFO] 2021-01-31 02:15:30 > Inception score (Step: 194000, 50000 generated images): 27.148576736450195
[INFO] 2021-01-31 02:15:30 > Best FID score (Step: 194000, Using valid moments): 26.154902660789332
[INFO] 2021-01-31 02:15:44 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 02:19:44 > Step: 194100 Progress: 97.0% Elapsed: 6 days, 22:25:28 temperature: no ada_p: No Discriminator_loss: 0.252219 Generator_loss: 1.74899
[INFO] 2021-01-31 02:23:43 > Step: 194200 Progress: 97.1% Elapsed: 6 days, 22:29:27 temperature: no ada_p: No Discriminator_loss: 0.2795 Generator_loss: 1.68367
[INFO] 2021-01-31 02:28:00 > Step: 194300 Progress: 97.2% Elapsed: 6 days, 22:33:43 temperature: no ada_p: No Discriminator_loss: 0.229543 Generator_loss: 2.49853
[INFO] 2021-01-31 02:31:59 > Step: 194400 Progress: 97.2% Elapsed: 6 days, 22:37:43 temperature: no ada_p: No Discriminator_loss: 0.212196 Generator_loss: 1.9565
[INFO] 2021-01-31 02:35:58 > Step: 194500 Progress: 97.2% Elapsed: 6 days, 22:41:42 temperature: no ada_p: No Discriminator_loss: 0.342942 Generator_loss: 1.79756
[INFO] 2021-01-31 02:39:58 > Step: 194600 Progress: 97.3% Elapsed: 6 days, 22:45:41 temperature: no ada_p: No Discriminator_loss: 0.301625 Generator_loss: 1.6183
[INFO] 2021-01-31 02:43:56 > Step: 194700 Progress: 97.4% Elapsed: 6 days, 22:49:40 temperature: no ada_p: No Discriminator_loss: 0.271908 Generator_loss: 1.49132
[INFO] 2021-01-31 02:47:55 > Step: 194800 Progress: 97.4% Elapsed: 6 days, 22:53:39 temperature: no ada_p: No Discriminator_loss: 0.313199 Generator_loss: 1.78647
[INFO] 2021-01-31 02:51:55 > Step: 194900 Progress: 97.5% Elapsed: 6 days, 22:57:39 temperature: no ada_p: No Discriminator_loss: 0.234601 Generator_loss: 2.0206
[INFO] 2021-01-31 02:55:54 > Step: 195000 Progress: 97.5% Elapsed: 6 days, 23:01:38 temperature: no ada_p: No Discriminator_loss: 0.240186 Generator_loss: 1.89137
[INFO] 2021-01-31 02:59:54 > Step: 195100 Progress: 97.5% Elapsed: 6 days, 23:05:37 temperature: no ada_p: No Discriminator_loss: 0.309987 Generator_loss: 1.85624
[INFO] 2021-01-31 03:04:00 > Step: 195200 Progress: 97.6% Elapsed: 6 days, 23:09:44 temperature: no ada_p: No Discriminator_loss: 0.254752 Generator_loss: 1.40514
[INFO] 2021-01-31 03:07:59 > Step: 195300 Progress: 97.7% Elapsed: 6 days, 23:13:43 temperature: no ada_p: No Discriminator_loss: 0.439176 Generator_loss: 1.20148
[INFO] 2021-01-31 03:12:01 > Step: 195400 Progress: 97.7% Elapsed: 6 days, 23:17:45 temperature: no ada_p: No Discriminator_loss: 0.238306 Generator_loss: 1.82599
[INFO] 2021-01-31 03:16:01 > Step: 195500 Progress: 97.8% Elapsed: 6 days, 23:21:44 temperature: no ada_p: No Discriminator_loss: 0.250221 Generator_loss: 1.92881
[INFO] 2021-01-31 03:20:01 > Step: 195600 Progress: 97.8% Elapsed: 6 days, 23:25:44 temperature: no ada_p: No Discriminator_loss: 0.26425 Generator_loss: 1.67656
[INFO] 2021-01-31 03:24:01 > Step: 195700 Progress: 97.9% Elapsed: 6 days, 23:29:44 temperature: no ada_p: No Discriminator_loss: 0.330202 Generator_loss: 1.37031
[INFO] 2021-01-31 03:28:01 > Step: 195800 Progress: 97.9% Elapsed: 6 days, 23:33:45 temperature: no ada_p: No Discriminator_loss: 0.253372 Generator_loss: 1.83114
[INFO] 2021-01-31 03:32:01 > Step: 195900 Progress: 98.0% Elapsed: 6 days, 23:37:45 temperature: no ada_p: No Discriminator_loss: 0.190732 Generator_loss: 2.21234
[INFO] 2021-01-31 03:35:59 > Step: 196000 Progress: 98.0% Elapsed: 6 days, 23:41:43 temperature: no ada_p: No Discriminator_loss: 0.154936 Generator_loss: 2.44644
[INFO] 2021-01-31 03:35:59 > Start Evaluation (196000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 03:35:59 > Calculating FID Score....
[INFO] 2021-01-31 03:38:19 > Calculating Inception Score....
[INFO] 2021-01-31 03:40:27 > Calculate F_beta Score....
[INFO] 2021-01-31 03:51:56 > Calculate Accuracies....
[INFO] 2021-01-31 03:53:41 > Calculate Accuracies....
[INFO] 2021-01-31 03:58:33 > F_8 score (Step: 196000, Using valid images): 0.9046683228122604
[INFO] 2021-01-31 03:58:33 > F_1/8 score (Step: 196000, Using valid images): 0.9437795689209137
[INFO] 2021-01-31 03:58:33 > FID score (Step: 196000, Using valid moments): 26.43295138815074
[INFO] 2021-01-31 03:58:33 > Inception score (Step: 196000, 50000 generated images): 27.39691162109375
[INFO] 2021-01-31 03:58:33 > Best FID score (Step: 194000, Using valid moments): 26.154902660789332
[INFO] 2021-01-31 03:58:40 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 04:02:40 > Step: 196100 Progress: 98.0% Elapsed: 7 days, 0:08:23 temperature: no ada_p: No Discriminator_loss: 0.300551 Generator_loss: 1.5871
[INFO] 2021-01-31 04:06:38 > Step: 196200 Progress: 98.1% Elapsed: 7 days, 0:12:21 temperature: no ada_p: No Discriminator_loss: 0.283139 Generator_loss: 2.63926
[INFO] 2021-01-31 04:10:35 > Step: 196300 Progress: 98.2% Elapsed: 7 days, 0:16:19 temperature: no ada_p: No Discriminator_loss: 0.223137 Generator_loss: 1.98034
[INFO] 2021-01-31 04:15:00 > Step: 196400 Progress: 98.2% Elapsed: 7 days, 0:20:44 temperature: no ada_p: No Discriminator_loss: 0.160752 Generator_loss: 2.05971
[INFO] 2021-01-31 04:18:59 > Step: 196500 Progress: 98.2% Elapsed: 7 days, 0:24:43 temperature: no ada_p: No Discriminator_loss: 0.278934 Generator_loss: 2.6
[INFO] 2021-01-31 04:22:58 > Step: 196600 Progress: 98.3% Elapsed: 7 days, 0:28:42 temperature: no ada_p: No Discriminator_loss: 0.246725 Generator_loss: 2.07118
[INFO] 2021-01-31 04:26:58 > Step: 196700 Progress: 98.4% Elapsed: 7 days, 0:32:42 temperature: no ada_p: No Discriminator_loss: 0.238864 Generator_loss: 1.92983
[INFO] 2021-01-31 04:30:57 > Step: 196800 Progress: 98.4% Elapsed: 7 days, 0:36:41 temperature: no ada_p: No Discriminator_loss: 0.405039 Generator_loss: 1.31152
[INFO] 2021-01-31 04:34:57 > Step: 196900 Progress: 98.5% Elapsed: 7 days, 0:40:40 temperature: no ada_p: No Discriminator_loss: 0.261962 Generator_loss: 1.61898
[INFO] 2021-01-31 04:38:56 > Step: 197000 Progress: 98.5% Elapsed: 7 days, 0:44:40 temperature: no ada_p: No Discriminator_loss: 0.24751 Generator_loss: 1.78685
[INFO] 2021-01-31 04:42:56 > Step: 197100 Progress: 98.6% Elapsed: 7 days, 0:48:40 temperature: no ada_p: No Discriminator_loss: 0.278428 Generator_loss: 1.64469
[INFO] 2021-01-31 04:46:56 > Step: 197200 Progress: 98.6% Elapsed: 7 days, 0:52:40 temperature: no ada_p: No Discriminator_loss: 0.276899 Generator_loss: 2.58423
[INFO] 2021-01-31 04:50:56 > Step: 197300 Progress: 98.7% Elapsed: 7 days, 0:56:40 temperature: no ada_p: No Discriminator_loss: 0.286169 Generator_loss: 1.70354
[INFO] 2021-01-31 04:54:55 > Step: 197400 Progress: 98.7% Elapsed: 7 days, 1:00:39 temperature: no ada_p: No Discriminator_loss: 0.260033 Generator_loss: 1.66852
[INFO] 2021-01-31 04:58:53 > Step: 197500 Progress: 98.8% Elapsed: 7 days, 1:04:37 temperature: no ada_p: No Discriminator_loss: 0.236837 Generator_loss: 2.17223
[INFO] 2021-01-31 05:02:52 > Step: 197600 Progress: 98.8% Elapsed: 7 days, 1:08:36 temperature: no ada_p: No Discriminator_loss: 0.275591 Generator_loss: 1.77962
[INFO] 2021-01-31 05:06:57 > Step: 197700 Progress: 98.9% Elapsed: 7 days, 1:12:41 temperature: no ada_p: No Discriminator_loss: 0.392965 Generator_loss: 1.52461
[INFO] 2021-01-31 05:10:57 > Step: 197800 Progress: 98.9% Elapsed: 7 days, 1:16:41 temperature: no ada_p: No Discriminator_loss: 0.35431 Generator_loss: 1.53153
[INFO] 2021-01-31 05:14:59 > Step: 197900 Progress: 99.0% Elapsed: 7 days, 1:20:43 temperature: no ada_p: No Discriminator_loss: 0.211211 Generator_loss: 2.43482
[INFO] 2021-01-31 05:18:59 > Step: 198000 Progress: 99.0% Elapsed: 7 days, 1:24:43 temperature: no ada_p: No Discriminator_loss: 0.207424 Generator_loss: 2.1862
[INFO] 2021-01-31 05:18:59 > Start Evaluation (198000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 05:18:59 > Calculating FID Score....
[INFO] 2021-01-31 05:21:19 > Calculating Inception Score....
[INFO] 2021-01-31 05:23:27 > Calculate F_beta Score....
[INFO] 2021-01-31 05:34:52 > Calculate Accuracies....
[INFO] 2021-01-31 05:36:36 > Calculate Accuracies....
[INFO] 2021-01-31 05:41:26 > F_8 score (Step: 198000, Using valid images): 0.8985084933876734
[INFO] 2021-01-31 05:41:26 > F_1/8 score (Step: 198000, Using valid images): 0.9367303116842048
[INFO] 2021-01-31 05:41:26 > FID score (Step: 198000, Using valid moments): 26.165991686809093
[INFO] 2021-01-31 05:41:26 > Inception score (Step: 198000, 50000 generated images): 27.267553329467773
[INFO] 2021-01-31 05:41:26 > Best FID score (Step: 194000, Using valid moments): 26.154902660789332
[INFO] 2021-01-31 05:41:33 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 05:45:33 > Step: 198100 Progress: 99.1% Elapsed: 7 days, 1:51:17 temperature: no ada_p: No Discriminator_loss: 0.495649 Generator_loss: 0.983404
[INFO] 2021-01-31 05:49:50 > Step: 198200 Progress: 99.1% Elapsed: 7 days, 1:55:34 temperature: no ada_p: No Discriminator_loss: 0.321228 Generator_loss: 1.69241
[INFO] 2021-01-31 05:53:50 > Step: 198300 Progress: 99.2% Elapsed: 7 days, 1:59:34 temperature: no ada_p: No Discriminator_loss: 0.174979 Generator_loss: 2.33126
[INFO] 2021-01-31 05:57:50 > Step: 198400 Progress: 99.2% Elapsed: 7 days, 2:03:34 temperature: no ada_p: No Discriminator_loss: 0.243015 Generator_loss: 1.70256
[INFO] 2021-01-31 06:01:50 > Step: 198500 Progress: 99.2% Elapsed: 7 days, 2:07:34 temperature: no ada_p: No Discriminator_loss: 0.279823 Generator_loss: 2.66115
[INFO] 2021-01-31 06:05:50 > Step: 198600 Progress: 99.3% Elapsed: 7 days, 2:11:33 temperature: no ada_p: No Discriminator_loss: 0.295542 Generator_loss: 2.84424
[INFO] 2021-01-31 06:09:50 > Step: 198700 Progress: 99.4% Elapsed: 7 days, 2:15:34 temperature: no ada_p: No Discriminator_loss: 0.229051 Generator_loss: 2.01302
[INFO] 2021-01-31 06:13:50 > Step: 198800 Progress: 99.4% Elapsed: 7 days, 2:19:34 temperature: no ada_p: No Discriminator_loss: 0.182406 Generator_loss: 1.97701
[INFO] 2021-01-31 06:17:49 > Step: 198900 Progress: 99.5% Elapsed: 7 days, 2:23:33 temperature: no ada_p: No Discriminator_loss: 0.168162 Generator_loss: 2.31006
[INFO] 2021-01-31 06:21:47 > Step: 199000 Progress: 99.5% Elapsed: 7 days, 2:27:31 temperature: no ada_p: No Discriminator_loss: 0.23131 Generator_loss: 2.81296
[INFO] 2021-01-31 06:25:45 > Step: 199100 Progress: 99.6% Elapsed: 7 days, 2:31:29 temperature: no ada_p: No Discriminator_loss: 0.231939 Generator_loss: 1.69607
[INFO] 2021-01-31 06:29:43 > Step: 199200 Progress: 99.6% Elapsed: 7 days, 2:35:27 temperature: no ada_p: No Discriminator_loss: 0.200611 Generator_loss: 2.26531
[INFO] 2021-01-31 06:33:41 > Step: 199300 Progress: 99.7% Elapsed: 7 days, 2:39:25 temperature: no ada_p: No Discriminator_loss: 0.167225 Generator_loss: 2.3446
[INFO] 2021-01-31 06:37:40 > Step: 199400 Progress: 99.7% Elapsed: 7 days, 2:43:24 temperature: no ada_p: No Discriminator_loss: 0.269646 Generator_loss: 2.66766
[INFO] 2021-01-31 06:41:40 > Step: 199500 Progress: 99.8% Elapsed: 7 days, 2:47:24 temperature: no ada_p: No Discriminator_loss: 0.201885 Generator_loss: 2.28805
[INFO] 2021-01-31 06:45:38 > Step: 199600 Progress: 99.8% Elapsed: 7 days, 2:51:22 temperature: no ada_p: No Discriminator_loss: 0.205207 Generator_loss: 1.99887
[INFO] 2021-01-31 06:49:38 > Step: 199700 Progress: 99.9% Elapsed: 7 days, 2:55:21 temperature: no ada_p: No Discriminator_loss: 0.298146 Generator_loss: 1.53243
[INFO] 2021-01-31 06:53:37 > Step: 199800 Progress: 99.9% Elapsed: 7 days, 2:59:21 temperature: no ada_p: No Discriminator_loss: 0.193491 Generator_loss: 2.36556
[INFO] 2021-01-31 06:57:36 > Step: 199900 Progress: 100.0% Elapsed: 7 days, 3:03:20 temperature: no ada_p: No Discriminator_loss: 0.210418 Generator_loss: 2.05238
[INFO] 2021-01-31 07:01:35 > Step: 200000 Progress: 100.0% Elapsed: 7 days, 3:07:19 temperature: no ada_p: No Discriminator_loss: 0.295585 Generator_loss: 1.71898
[INFO] 2021-01-31 07:01:35 > Start Evaluation (200000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 07:01:35 > Calculating FID Score....
[INFO] 2021-01-31 07:03:54 > Calculating Inception Score....
[INFO] 2021-01-31 07:06:03 > Calculate F_beta Score....
[INFO] 2021-01-31 07:17:30 > Calculate Accuracies....
[INFO] 2021-01-31 07:19:15 > Calculate Accuracies....
[INFO] 2021-01-31 07:24:06 > F_8 score (Step: 200000, Using valid images): 0.8938418781481403
[INFO] 2021-01-31 07:24:06 > F_1/8 score (Step: 200000, Using valid images): 0.9396801881828964
[INFO] 2021-01-31 07:24:06 > FID score (Step: 200000, Using valid moments): 26.024749503073224
[INFO] 2021-01-31 07:24:06 > Inception score (Step: 200000, 50000 generated images): 27.62676239013672
[INFO] 2021-01-31 07:24:06 > Best FID score (Step: 200000, Using valid moments): 26.024749503073224
[INFO] 2021-01-31 07:24:20 > Save model to checkpoints/BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 07:24:24 > Start Evaluation (200000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 07:24:24 > Calculating FID Score....
[INFO] 2021-01-31 07:29:00 > Generator checkpoint is ./checkpoints/BigGAN256-train-2021_01_24_03_52_15/model=G-best-weights-step=200000.pth
[INFO] 2021-01-31 07:29:00 > Discriminator checkpoint is ./checkpoints/BigGAN256-train-2021_01_24_03_52_15/model=D-best-weights-step=200000.pth
[INFO] 2021-01-31 07:29:02 > Start Evaluation (200000 Step): BigGAN256-train-2021_01_24_03_52_15
[INFO] 2021-01-31 07:29:02 > Calculating FID Score....
[INFO] 2021-01-31 07:31:20 > Calculating Inception Score....
[INFO] 2021-01-31 07:33:12 > Calculate F_beta Score....
[INFO] 2021-01-31 07:44:36 > Calculate Accuracies....
[INFO] 2021-01-31 07:46:07 > Calculate Accuracies....
[INFO] 2021-01-31 07:50:58 > F_8 score (Step: 200000, Using valid images): 0.9211462653316034
[INFO] 2021-01-31 07:50:58 > F_1/8 score (Step: 200000, Using valid images): 0.9414347720160817
[INFO] 2021-01-31 07:50:58 > FID score (Step: 200000, Using valid moments): 24.68412953995238
[INFO] 2021-01-31 07:50:58 > Inception score (Step: 200000, 50000 generated images): 28.63335609436035
[INFO] 2021-01-31 07:50:58 > Best FID score (Step: 200000, Using valid moments): 24.68412953995238