[INFO] 2021-02-20 21:08:35 > Run name : ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-20 21:08:35 > {'config_path': 'src/configs/ILSVRC2012/ContraGAN256.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, 'LARS_optimizer': False, 'disable_debugging_API': False, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': False, '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': 10000, 'eval_type': 'valid'}
[INFO] 2021-02-20 21:08:35 > {'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': 'ContraGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 1536, 'nonlinear_embed': False, 'normalize_embed': True, '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': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, '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] 2021-02-20 21:08:35 > Load train datasets...
[INFO] 2021-02-20 21:08:40 > Train dataset size : 1281167
[INFO] 2021-02-20 21:08:40 > Load valid datasets...
[INFO] 2021-02-20 21:08:41 > Eval dataset size : 50000
[INFO] 2021-02-20 21:08:41 > Build model...
[INFO] 2021-02-20 21:08:41 > Modules are located on models.big_resnet.
[INFO] 2021-02-20 21:09:12 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-02-20 21:09:13 > Number of parameters: 70433988
[INFO] 2021-02-20 21:09:13 > 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] 2021-02-20 21:09:13 > Number of parameters: 90343202
[INFO] 2021-02-20 21:09:13 > 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)
(linear2): Linear(in_features=1536, out_features=1536, bias=True)
(embedding): Embedding(1000, 1536)
)
[INFO] 2021-02-20 21:13:20 > Calculate moments of valid dataset
[INFO] 2021-02-20 21:14:33 > Save calculated means and covariances to disk...
[INFO] 2021-02-20 21:14:33 > calculate inception score of valid dataset.
[INFO] 2021-02-20 21:15:30 > Inception score=173.24171447753906-Inception_std=nan
[INFO] 2021-02-20 21:15:30 > Start training....
[INFO] 2021-02-20 21:19:36 > Step: 100 Progress: 0.1% Elapsed: 0:04:06 temperature: 1.0 ada_p: No Discriminator_loss: 7.47376 Generator_loss: 5.68739
[INFO] 2021-02-20 21:23:23 > Step: 200 Progress: 0.1% Elapsed: 0:07:53 temperature: 1.0 ada_p: No Discriminator_loss: 7.06227 Generator_loss: 5.19838
[INFO] 2021-02-20 21:27:11 > Step: 300 Progress: 0.1% Elapsed: 0:11:41 temperature: 1.0 ada_p: No Discriminator_loss: 7.02717 Generator_loss: 6.363
[INFO] 2021-02-20 21:30:58 > Step: 400 Progress: 0.2% Elapsed: 0:15:28 temperature: 1.0 ada_p: No Discriminator_loss: 7.30094 Generator_loss: 5.90407
[INFO] 2021-02-20 21:34:46 > Step: 500 Progress: 0.2% Elapsed: 0:19:16 temperature: 1.0 ada_p: No Discriminator_loss: 7.08733 Generator_loss: 5.71347
[INFO] 2021-02-20 21:38:34 > Step: 600 Progress: 0.3% Elapsed: 0:23:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.88163 Generator_loss: 6.63448
[INFO] 2021-02-20 21:42:22 > Step: 700 Progress: 0.4% Elapsed: 0:26:52 temperature: 1.0 ada_p: No Discriminator_loss: 7.0539 Generator_loss: 6.41777
[INFO] 2021-02-20 21:46:09 > Step: 800 Progress: 0.4% Elapsed: 0:30:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.49477 Generator_loss: 4.61053
[INFO] 2021-02-20 21:49:57 > Step: 900 Progress: 0.4% Elapsed: 0:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.55702 Generator_loss: 6.68302
[INFO] 2021-02-20 21:53:45 > Step: 1000 Progress: 0.5% Elapsed: 0:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.66745 Generator_loss: 6.78327
[INFO] 2021-02-20 21:57:32 > Step: 1100 Progress: 0.5% Elapsed: 0:42:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.68186 Generator_loss: 5.39558
[INFO] 2021-02-20 22:01:20 > Step: 1200 Progress: 0.6% Elapsed: 0:45:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.39857 Generator_loss: 5.21004
[INFO] 2021-02-20 22:05:07 > Step: 1300 Progress: 0.7% Elapsed: 0:49:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.12846 Generator_loss: 5.68461
[INFO] 2021-02-20 22:08:55 > Step: 1400 Progress: 0.7% Elapsed: 0:53:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.20334 Generator_loss: 5.6225
[INFO] 2021-02-20 22:12:43 > Step: 1500 Progress: 0.8% Elapsed: 0:57:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.16044 Generator_loss: 5.232
[INFO] 2021-02-20 22:16:31 > Step: 1600 Progress: 0.8% Elapsed: 1:01:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.02397 Generator_loss: 4.82499
[INFO] 2021-02-20 22:20:19 > Step: 1700 Progress: 0.9% Elapsed: 1:04:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.43629 Generator_loss: 5.86295
[INFO] 2021-02-20 22:24:07 > Step: 1800 Progress: 0.9% Elapsed: 1:08:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.3647 Generator_loss: 5.57718
[INFO] 2021-02-20 22:27:54 > Step: 1900 Progress: 0.9% Elapsed: 1:12:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.2285 Generator_loss: 5.21836
[INFO] 2021-02-20 22:31:42 > Step: 2000 Progress: 1.0% Elapsed: 1:16:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.13226 Generator_loss: 5.1835
[INFO] 2021-02-20 22:35:30 > Step: 2100 Progress: 1.1% Elapsed: 1:20:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.295 Generator_loss: 5.24376
[INFO] 2021-02-20 22:39:18 > Step: 2200 Progress: 1.1% Elapsed: 1:23:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.17141 Generator_loss: 5.57421
[INFO] 2021-02-20 22:43:06 > Step: 2300 Progress: 1.1% Elapsed: 1:27:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.06213 Generator_loss: 5.75431
[INFO] 2021-02-20 22:46:54 > Step: 2400 Progress: 1.2% Elapsed: 1:31:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.20347 Generator_loss: 5.13625
[INFO] 2021-02-20 22:50:42 > Step: 2500 Progress: 1.2% Elapsed: 1:35:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.99916 Generator_loss: 4.948
[INFO] 2021-02-20 22:54:34 > Step: 2600 Progress: 1.3% Elapsed: 1:39:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.16895 Generator_loss: 5.17007
[INFO] 2021-02-20 22:58:22 > Step: 2700 Progress: 1.4% Elapsed: 1:42:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.12119 Generator_loss: 5.08095
[INFO] 2021-02-20 23:02:10 > Step: 2800 Progress: 1.4% Elapsed: 1:46:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.09806 Generator_loss: 5.81261
[INFO] 2021-02-20 23:05:58 > Step: 2900 Progress: 1.5% Elapsed: 1:50:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.15333 Generator_loss: 5.27119
[INFO] 2021-02-20 23:09:46 > Step: 3000 Progress: 1.5% Elapsed: 1:54:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.20096 Generator_loss: 5.62279
[INFO] 2021-02-20 23:13:35 > Step: 3100 Progress: 1.6% Elapsed: 1:58:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.05894 Generator_loss: 5.40782
[INFO] 2021-02-20 23:17:23 > Step: 3200 Progress: 1.6% Elapsed: 2:01:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.0715 Generator_loss: 5.5504
[INFO] 2021-02-20 23:21:11 > Step: 3300 Progress: 1.7% Elapsed: 2:05:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.71572 Generator_loss: 5.81254
[INFO] 2021-02-20 23:25:00 > Step: 3400 Progress: 1.7% Elapsed: 2:09:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.05644 Generator_loss: 5.45611
[INFO] 2021-02-20 23:28:48 > Step: 3500 Progress: 1.8% Elapsed: 2:13:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.74054 Generator_loss: 5.4326
[INFO] 2021-02-20 23:32:36 > Step: 3600 Progress: 1.8% Elapsed: 2:17:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.70841 Generator_loss: 5.55402
[INFO] 2021-02-20 23:36:24 > Step: 3700 Progress: 1.8% Elapsed: 2:20:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.15396 Generator_loss: 5.44167
[INFO] 2021-02-20 23:40:12 > Step: 3800 Progress: 1.9% Elapsed: 2:24:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.9868 Generator_loss: 5.8448
[INFO] 2021-02-20 23:44:00 > Step: 3900 Progress: 1.9% Elapsed: 2:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.05152 Generator_loss: 5.64723
[INFO] 2021-02-20 23:47:48 > Step: 4000 Progress: 2.0% Elapsed: 2:32:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.57659 Generator_loss: 5.62673
[INFO] 2021-02-20 23:51:37 > Step: 4100 Progress: 2.1% Elapsed: 2:36:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.6117 Generator_loss: 5.64639
[INFO] 2021-02-20 23:55:25 > Step: 4200 Progress: 2.1% Elapsed: 2:39:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.56909 Generator_loss: 5.71393
[INFO] 2021-02-20 23:59:13 > Step: 4300 Progress: 2.1% Elapsed: 2:43:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.82648 Generator_loss: 5.44368
[INFO] 2021-02-21 00:03:02 > Step: 4400 Progress: 2.2% Elapsed: 2:47:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.62373 Generator_loss: 5.5879
[INFO] 2021-02-21 00:06:51 > Step: 4500 Progress: 2.2% Elapsed: 2:51:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.80013 Generator_loss: 5.53241
[INFO] 2021-02-21 00:10:39 > Step: 4600 Progress: 2.3% Elapsed: 2:55:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.4291 Generator_loss: 6.23477
[INFO] 2021-02-21 00:14:27 > Step: 4700 Progress: 2.4% Elapsed: 2:58:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.69974 Generator_loss: 5.74164
[INFO] 2021-02-21 00:18:16 > Step: 4800 Progress: 2.4% Elapsed: 3:02:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.59367 Generator_loss: 5.84235
[INFO] 2021-02-21 00:22:05 > Step: 4900 Progress: 2.5% Elapsed: 3:06:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.79493 Generator_loss: 5.76193
[INFO] 2021-02-21 00:25:53 > Step: 5000 Progress: 2.5% Elapsed: 3:10:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.66132 Generator_loss: 5.79669
[INFO] 2021-02-21 00:29:45 > Step: 5100 Progress: 2.5% Elapsed: 3:14:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.67316 Generator_loss: 5.68072
[INFO] 2021-02-21 00:33:33 > Step: 5200 Progress: 2.6% Elapsed: 3:18:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.64375 Generator_loss: 5.80585
[INFO] 2021-02-21 00:37:21 > Step: 5300 Progress: 2.6% Elapsed: 3:21:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.58143 Generator_loss: 5.6846
[INFO] 2021-02-21 00:41:10 > Step: 5400 Progress: 2.7% Elapsed: 3:25:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.66504 Generator_loss: 5.82986
[INFO] 2021-02-21 00:44:58 > Step: 5500 Progress: 2.8% Elapsed: 3:29:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.60681 Generator_loss: 5.68068
[INFO] 2021-02-21 00:48:48 > Step: 5600 Progress: 2.8% Elapsed: 3:33:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.821 Generator_loss: 5.67333
[INFO] 2021-02-21 00:52:36 > Step: 5700 Progress: 2.9% Elapsed: 3:37:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.71505 Generator_loss: 5.64875
[INFO] 2021-02-21 00:56:24 > Step: 5800 Progress: 2.9% Elapsed: 3:40:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.70555 Generator_loss: 6.37336
[INFO] 2021-02-21 01:00:13 > Step: 5900 Progress: 2.9% Elapsed: 3:44:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.70239 Generator_loss: 5.66964
[INFO] 2021-02-21 01:04:01 > Step: 6000 Progress: 3.0% Elapsed: 3:48:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.33738 Generator_loss: 5.96527
[INFO] 2021-02-21 01:07:50 > Step: 6100 Progress: 3.0% Elapsed: 3:52:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.81752 Generator_loss: 5.64988
[INFO] 2021-02-21 01:11:39 > Step: 6200 Progress: 3.1% Elapsed: 3:56:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.51375 Generator_loss: 5.72314
[INFO] 2021-02-21 01:15:27 > Step: 6300 Progress: 3.1% Elapsed: 3:59:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.74 Generator_loss: 5.57064
[INFO] 2021-02-21 01:19:16 > Step: 6400 Progress: 3.2% Elapsed: 4:03:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.56962 Generator_loss: 5.88552
[INFO] 2021-02-21 01:23:05 > Step: 6500 Progress: 3.2% Elapsed: 4:07:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.43333 Generator_loss: 6.443
[INFO] 2021-02-21 01:26:53 > Step: 6600 Progress: 3.3% Elapsed: 4:11:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.38937 Generator_loss: 6.40246
[INFO] 2021-02-21 01:30:42 > Step: 6700 Progress: 3.4% Elapsed: 4:15:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.5843 Generator_loss: 5.76042
[INFO] 2021-02-21 01:34:30 > Step: 6800 Progress: 3.4% Elapsed: 4:19:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.63685 Generator_loss: 5.73143
[INFO] 2021-02-21 01:38:19 > Step: 6900 Progress: 3.5% Elapsed: 4:22:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.55004 Generator_loss: 5.8436
[INFO] 2021-02-21 01:42:07 > Step: 7000 Progress: 3.5% Elapsed: 4:26:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.62071 Generator_loss: 5.85883
[INFO] 2021-02-21 01:45:56 > Step: 7100 Progress: 3.5% Elapsed: 4:30:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.64066 Generator_loss: 5.85629
[INFO] 2021-02-21 01:49:45 > Step: 7200 Progress: 3.6% Elapsed: 4:34:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.51869 Generator_loss: 5.75115
[INFO] 2021-02-21 01:53:33 > Step: 7300 Progress: 3.6% Elapsed: 4:38:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.5455 Generator_loss: 5.87317
[INFO] 2021-02-21 01:57:22 > Step: 7400 Progress: 3.7% Elapsed: 4:41:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.81166 Generator_loss: 5.96341
[INFO] 2021-02-21 02:01:11 > Step: 7500 Progress: 3.8% Elapsed: 4:45:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.7403 Generator_loss: 5.56252
[INFO] 2021-02-21 02:05:03 > Step: 7600 Progress: 3.8% Elapsed: 4:49:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.49518 Generator_loss: 5.72996
[INFO] 2021-02-21 02:08:52 > Step: 7700 Progress: 3.9% Elapsed: 4:53:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.77958 Generator_loss: 6.01992
[INFO] 2021-02-21 02:12:41 > Step: 7800 Progress: 3.9% Elapsed: 4:57:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.77388 Generator_loss: 5.91599
[INFO] 2021-02-21 02:16:30 > Step: 7900 Progress: 4.0% Elapsed: 5:01:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.67232 Generator_loss: 5.86226
[INFO] 2021-02-21 02:20:19 > Step: 8000 Progress: 4.0% Elapsed: 5:04:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.55205 Generator_loss: 5.74382
[INFO] 2021-02-21 02:24:07 > Step: 8100 Progress: 4.0% Elapsed: 5:08:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.71738 Generator_loss: 5.97565
[INFO] 2021-02-21 02:27:57 > Step: 8200 Progress: 4.1% Elapsed: 5:12:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.69044 Generator_loss: 5.7908
[INFO] 2021-02-21 02:31:46 > Step: 8300 Progress: 4.2% Elapsed: 5:16:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.47848 Generator_loss: 5.65925
[INFO] 2021-02-21 02:35:34 > Step: 8400 Progress: 4.2% Elapsed: 5:20:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.46204 Generator_loss: 5.83104
[INFO] 2021-02-21 02:39:23 > Step: 8500 Progress: 4.2% Elapsed: 5:23:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.76954 Generator_loss: 5.44432
[INFO] 2021-02-21 02:43:12 > Step: 8600 Progress: 4.3% Elapsed: 5:27:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.66066 Generator_loss: 5.83158
[INFO] 2021-02-21 02:47:00 > Step: 8700 Progress: 4.3% Elapsed: 5:31:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.53432 Generator_loss: 5.82898
[INFO] 2021-02-21 02:50:49 > Step: 8800 Progress: 4.4% Elapsed: 5:35:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.68213 Generator_loss: 5.75823
[INFO] 2021-02-21 02:54:37 > Step: 8900 Progress: 4.5% Elapsed: 5:39:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.60052 Generator_loss: 5.83647
[INFO] 2021-02-21 02:58:26 > Step: 9000 Progress: 4.5% Elapsed: 5:42:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.8928 Generator_loss: 5.57909
[INFO] 2021-02-21 03:02:15 > Step: 9100 Progress: 4.5% Elapsed: 5:46:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.76009 Generator_loss: 5.84614
[INFO] 2021-02-21 03:06:03 > Step: 9200 Progress: 4.6% Elapsed: 5:50:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.53428 Generator_loss: 6.0749
[INFO] 2021-02-21 03:09:52 > Step: 9300 Progress: 4.7% Elapsed: 5:54:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.59954 Generator_loss: 5.87722
[INFO] 2021-02-21 03:13:40 > Step: 9400 Progress: 4.7% Elapsed: 5:58:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.59304 Generator_loss: 5.68887
[INFO] 2021-02-21 03:17:29 > Step: 9500 Progress: 4.8% Elapsed: 6:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.4157 Generator_loss: 6.01136
[INFO] 2021-02-21 03:21:17 > Step: 9600 Progress: 4.8% Elapsed: 6:05:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.52159 Generator_loss: 6.03692
[INFO] 2021-02-21 03:25:06 > Step: 9700 Progress: 4.9% Elapsed: 6:09:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.63729 Generator_loss: 5.42364
[INFO] 2021-02-21 03:28:55 > Step: 9800 Progress: 4.9% Elapsed: 6:13:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.62768 Generator_loss: 5.89667
[INFO] 2021-02-21 03:32:43 > Step: 9900 Progress: 5.0% Elapsed: 6:17:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.44132 Generator_loss: 6.03905
[INFO] 2021-02-21 03:36:32 > Step: 10000 Progress: 5.0% Elapsed: 6:21:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.89578 Generator_loss: 5.9393
[INFO] 2021-02-21 03:36:32 > Start Evaluation (10000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 03:36:32 > Start Evaluation FID score ...
[INFO] 2021-02-21 03:36:32 > Calculating FID Score....
[INFO] 2021-02-21 03:37:48 > Start Evaluation IS score ...
[INFO] 2021-02-21 03:37:48 > Calculating Inception Score....
[INFO] 2021-02-21 03:38:48 > Start Evaluation F Beta score ...
[INFO] 2021-02-21 03:38:48 > Calculate F_beta Score....
[INFO] 2021-02-21 03:52:26 > Calculate Accuracies....
[INFO] 2021-02-21 03:53:45 > Calculate Accuracies....
[INFO] 2021-02-21 04:00:05 > F_8 score (Step: 10000, Using valid images): 0.3978422218675434
[INFO] 2021-02-21 04:00:05 > F_1/8 score (Step: 10000, Using valid images): 0.47360188071189163
[INFO] 2021-02-21 04:00:05 > FID score (Step: 10000, Using valid moments): 102.34712951952213
[INFO] 2021-02-21 04:00:05 > Inception score (Step: 10000, 50000 generated images): 9.047901153564453
[INFO] 2021-02-21 04:00:05 > Best FID score (Step: 10000, Using valid moments): 102.34712951952213
[INFO] 2021-02-21 04:00:13 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 04:04:03 > Step: 10100 Progress: 5.1% Elapsed: 6:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.61549 Generator_loss: 5.59227
[INFO] 2021-02-21 04:07:50 > Step: 10200 Progress: 5.1% Elapsed: 6:52:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.47054 Generator_loss: 6.01183
[INFO] 2021-02-21 04:11:38 > Step: 10300 Progress: 5.1% Elapsed: 6:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.4844 Generator_loss: 5.90196
[INFO] 2021-02-21 04:15:26 > Step: 10400 Progress: 5.2% Elapsed: 6:59:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.71673 Generator_loss: 5.55152
[INFO] 2021-02-21 04:19:13 > Step: 10500 Progress: 5.2% Elapsed: 7:03:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.57823 Generator_loss: 6.02412
[INFO] 2021-02-21 04:23:01 > Step: 10600 Progress: 5.3% Elapsed: 7:07:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.74227 Generator_loss: 5.91932
[INFO] 2021-02-21 04:26:48 > Step: 10700 Progress: 5.3% Elapsed: 7:11:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.32951 Generator_loss: 6.06626
[INFO] 2021-02-21 04:30:36 > Step: 10800 Progress: 5.4% Elapsed: 7:15:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.52856 Generator_loss: 5.99517
[INFO] 2021-02-21 04:34:24 > Step: 10900 Progress: 5.5% Elapsed: 7:18:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.88051 Generator_loss: 5.39238
[INFO] 2021-02-21 04:38:12 > Step: 11000 Progress: 5.5% Elapsed: 7:22:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.60257 Generator_loss: 5.85679
[INFO] 2021-02-21 04:42:00 > Step: 11100 Progress: 5.5% Elapsed: 7:26:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.48181 Generator_loss: 5.90159
[INFO] 2021-02-21 04:45:47 > Step: 11200 Progress: 5.6% Elapsed: 7:30:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.52478 Generator_loss: 5.68404
[INFO] 2021-02-21 04:49:35 > Step: 11300 Progress: 5.7% Elapsed: 7:34:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.38363 Generator_loss: 5.70954
[INFO] 2021-02-21 04:53:51 > Step: 11400 Progress: 5.7% Elapsed: 7:38:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.3916 Generator_loss: 5.77909
[INFO] 2021-02-21 04:57:39 > Step: 11500 Progress: 5.8% Elapsed: 7:42:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.45814 Generator_loss: 6.0028
[INFO] 2021-02-21 05:01:28 > Step: 11600 Progress: 5.8% Elapsed: 7:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.2064 Generator_loss: 6.49754
[INFO] 2021-02-21 05:05:16 > Step: 11700 Progress: 5.9% Elapsed: 7:49:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.68127 Generator_loss: 5.98729
[INFO] 2021-02-21 05:09:05 > Step: 11800 Progress: 5.9% Elapsed: 7:53:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.53479 Generator_loss: 5.87083
[INFO] 2021-02-21 05:12:54 > Step: 11900 Progress: 5.9% Elapsed: 7:57:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.54363 Generator_loss: 5.85797
[INFO] 2021-02-21 05:16:42 > Step: 12000 Progress: 6.0% Elapsed: 8:01:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.55418 Generator_loss: 5.78515
[INFO] 2021-02-21 05:20:31 > Step: 12100 Progress: 6.0% Elapsed: 8:05:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.51689 Generator_loss: 5.86771
[INFO] 2021-02-21 05:24:19 > Step: 12200 Progress: 6.1% Elapsed: 8:08:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.45934 Generator_loss: 5.83361
[INFO] 2021-02-21 05:28:08 > Step: 12300 Progress: 6.2% Elapsed: 8:12:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.72423 Generator_loss: 5.92938
[INFO] 2021-02-21 05:31:57 > Step: 12400 Progress: 6.2% Elapsed: 8:16:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.38219 Generator_loss: 5.7864
[INFO] 2021-02-21 05:35:45 > Step: 12500 Progress: 6.2% Elapsed: 8:20:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.44239 Generator_loss: 5.94229
[INFO] 2021-02-21 05:39:39 > Step: 12600 Progress: 6.3% Elapsed: 8:24:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.38677 Generator_loss: 5.96589
[INFO] 2021-02-21 05:43:27 > Step: 12700 Progress: 6.3% Elapsed: 8:27:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.23961 Generator_loss: 6.00821
[INFO] 2021-02-21 05:47:15 > Step: 12800 Progress: 6.4% Elapsed: 8:31:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.36818 Generator_loss: 6.42155
[INFO] 2021-02-21 05:51:04 > Step: 12900 Progress: 6.5% Elapsed: 8:35:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.671 Generator_loss: 5.78141
[INFO] 2021-02-21 05:54:52 > Step: 13000 Progress: 6.5% Elapsed: 8:39:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.40353 Generator_loss: 6.13112
[INFO] 2021-02-21 05:58:40 > Step: 13100 Progress: 6.6% Elapsed: 8:43:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.66685 Generator_loss: 5.95615
[INFO] 2021-02-21 06:02:29 > Step: 13200 Progress: 6.6% Elapsed: 8:46:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.36453 Generator_loss: 5.83562
[INFO] 2021-02-21 06:06:18 > Step: 13300 Progress: 6.7% Elapsed: 8:50:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.72367 Generator_loss: 5.69284
[INFO] 2021-02-21 06:10:06 > Step: 13400 Progress: 6.7% Elapsed: 8:54:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.36953 Generator_loss: 6.54372
[INFO] 2021-02-21 06:13:54 > Step: 13500 Progress: 6.8% Elapsed: 8:58:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.24973 Generator_loss: 6.1977
[INFO] 2021-02-21 06:17:43 > Step: 13600 Progress: 6.8% Elapsed: 9:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.39923 Generator_loss: 5.81003
[INFO] 2021-02-21 06:21:32 > Step: 13700 Progress: 6.9% Elapsed: 9:06:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.54835 Generator_loss: 5.88355
[INFO] 2021-02-21 06:25:20 > Step: 13800 Progress: 6.9% Elapsed: 9:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.48226 Generator_loss: 5.76783
[INFO] 2021-02-21 06:29:09 > Step: 13900 Progress: 7.0% Elapsed: 9:13:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.35625 Generator_loss: 6.02004
[INFO] 2021-02-21 06:32:58 > Step: 14000 Progress: 7.0% Elapsed: 9:17:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.32664 Generator_loss: 6.27177
[INFO] 2021-02-21 06:36:46 > Step: 14100 Progress: 7.0% Elapsed: 9:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.33913 Generator_loss: 6.07489
[INFO] 2021-02-21 06:40:35 > Step: 14200 Progress: 7.1% Elapsed: 9:25:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.34456 Generator_loss: 5.96744
[INFO] 2021-02-21 06:44:23 > Step: 14300 Progress: 7.1% Elapsed: 9:28:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.46317 Generator_loss: 5.73075
[INFO] 2021-02-21 06:48:12 > Step: 14400 Progress: 7.2% Elapsed: 9:32:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.6067 Generator_loss: 5.58613
[INFO] 2021-02-21 06:52:00 > Step: 14500 Progress: 7.2% Elapsed: 9:36:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.39823 Generator_loss: 5.86266
[INFO] 2021-02-21 06:55:49 > Step: 14600 Progress: 7.3% Elapsed: 9:40:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.39154 Generator_loss: 5.98653
[INFO] 2021-02-21 06:59:38 > Step: 14700 Progress: 7.3% Elapsed: 9:44:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.63467 Generator_loss: 5.82919
[INFO] 2021-02-21 07:03:26 > Step: 14800 Progress: 7.4% Elapsed: 9:47:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.49369 Generator_loss: 5.90726
[INFO] 2021-02-21 07:07:15 > Step: 14900 Progress: 7.4% Elapsed: 9:51:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.39954 Generator_loss: 5.69192
[INFO] 2021-02-21 07:11:04 > Step: 15000 Progress: 7.5% Elapsed: 9:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.31042 Generator_loss: 6.08007
[INFO] 2021-02-21 07:14:56 > Step: 15100 Progress: 7.5% Elapsed: 9:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.24395 Generator_loss: 5.94674
[INFO] 2021-02-21 07:18:45 > Step: 15200 Progress: 7.6% Elapsed: 10:03:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.31582 Generator_loss: 6.06186
[INFO] 2021-02-21 07:22:34 > Step: 15300 Progress: 7.6% Elapsed: 10:07:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.70501 Generator_loss: 5.83366
[INFO] 2021-02-21 07:26:22 > Step: 15400 Progress: 7.7% Elapsed: 10:10:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.28351 Generator_loss: 5.99659
[INFO] 2021-02-21 07:30:11 > Step: 15500 Progress: 7.8% Elapsed: 10:14:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.45195 Generator_loss: 6.09586
[INFO] 2021-02-21 07:34:00 > Step: 15600 Progress: 7.8% Elapsed: 10:18:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.33257 Generator_loss: 5.99524
[INFO] 2021-02-21 07:37:49 > Step: 15700 Progress: 7.8% Elapsed: 10:22:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.382 Generator_loss: 5.95735
[INFO] 2021-02-21 07:41:38 > Step: 15800 Progress: 7.9% Elapsed: 10:26:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.34306 Generator_loss: 5.89781
[INFO] 2021-02-21 07:45:26 > Step: 15900 Progress: 8.0% Elapsed: 10:29:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.13727 Generator_loss: 6.54094
[INFO] 2021-02-21 07:49:15 > Step: 16000 Progress: 8.0% Elapsed: 10:33:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.36533 Generator_loss: 5.89231
[INFO] 2021-02-21 07:53:04 > Step: 16100 Progress: 8.1% Elapsed: 10:37:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.43185 Generator_loss: 5.95367
[INFO] 2021-02-21 07:56:53 > Step: 16200 Progress: 8.1% Elapsed: 10:41:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.32991 Generator_loss: 6.11029
[INFO] 2021-02-21 08:00:41 > Step: 16300 Progress: 8.2% Elapsed: 10:45:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.39281 Generator_loss: 5.9911
[INFO] 2021-02-21 08:04:30 > Step: 16400 Progress: 8.2% Elapsed: 10:49:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.23903 Generator_loss: 6.10904
[INFO] 2021-02-21 08:08:19 > Step: 16500 Progress: 8.2% Elapsed: 10:52:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.24634 Generator_loss: 6.1255
[INFO] 2021-02-21 08:12:08 > Step: 16600 Progress: 8.3% Elapsed: 10:56:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.34409 Generator_loss: 6.18421
[INFO] 2021-02-21 08:15:56 > Step: 16700 Progress: 8.3% Elapsed: 11:00:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.5438 Generator_loss: 5.73834
[INFO] 2021-02-21 08:19:45 > Step: 16800 Progress: 8.4% Elapsed: 11:04:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.69473 Generator_loss: 5.83429
[INFO] 2021-02-21 08:23:34 > Step: 16900 Progress: 8.5% Elapsed: 11:08:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.33765 Generator_loss: 6.02617
[INFO] 2021-02-21 08:27:23 > Step: 17000 Progress: 8.5% Elapsed: 11:11:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.32373 Generator_loss: 5.92952
[INFO] 2021-02-21 08:31:12 > Step: 17100 Progress: 8.6% Elapsed: 11:15:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.51038 Generator_loss: 5.71906
[INFO] 2021-02-21 08:35:01 > Step: 17200 Progress: 8.6% Elapsed: 11:19:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.53528 Generator_loss: 5.75337
[INFO] 2021-02-21 08:38:49 > Step: 17300 Progress: 8.6% Elapsed: 11:23:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.31306 Generator_loss: 5.9747
[INFO] 2021-02-21 08:42:38 > Step: 17400 Progress: 8.7% Elapsed: 11:27:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.29025 Generator_loss: 6.55784
[INFO] 2021-02-21 08:46:27 > Step: 17500 Progress: 8.8% Elapsed: 11:30:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.21731 Generator_loss: 6.43052
[INFO] 2021-02-21 08:50:19 > Step: 17600 Progress: 8.8% Elapsed: 11:34:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.28761 Generator_loss: 6.15318
[INFO] 2021-02-21 08:54:08 > Step: 17700 Progress: 8.8% Elapsed: 11:38:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.18497 Generator_loss: 5.95889
[INFO] 2021-02-21 08:57:57 > Step: 17800 Progress: 8.9% Elapsed: 11:42:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.23012 Generator_loss: 5.7805
[INFO] 2021-02-21 09:01:45 > Step: 17900 Progress: 8.9% Elapsed: 11:46:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.12742 Generator_loss: 6.34884
[INFO] 2021-02-21 09:05:34 > Step: 18000 Progress: 9.0% Elapsed: 11:50:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.15488 Generator_loss: 6.39498
[INFO] 2021-02-21 09:09:23 > Step: 18100 Progress: 9.0% Elapsed: 11:53:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.23487 Generator_loss: 5.9891
[INFO] 2021-02-21 09:13:12 > Step: 18200 Progress: 9.1% Elapsed: 11:57:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.43528 Generator_loss: 5.78899
[INFO] 2021-02-21 09:17:00 > Step: 18300 Progress: 9.2% Elapsed: 12:01:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.28905 Generator_loss: 5.96085
[INFO] 2021-02-21 09:20:48 > Step: 18400 Progress: 9.2% Elapsed: 12:05:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.48233 Generator_loss: 5.87019
[INFO] 2021-02-21 09:24:37 > Step: 18500 Progress: 9.2% Elapsed: 12:09:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.38186 Generator_loss: 5.92538
[INFO] 2021-02-21 09:28:25 > Step: 18600 Progress: 9.3% Elapsed: 12:12:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.20964 Generator_loss: 6.22919
[INFO] 2021-02-21 09:32:14 > Step: 18700 Progress: 9.3% Elapsed: 12:16:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.42862 Generator_loss: 5.46972
[INFO] 2021-02-21 09:36:02 > Step: 18800 Progress: 9.4% Elapsed: 12:20:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.38264 Generator_loss: 5.87394
[INFO] 2021-02-21 09:39:51 > Step: 18900 Progress: 9.4% Elapsed: 12:24:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.37993 Generator_loss: 5.97314
[INFO] 2021-02-21 09:43:40 > Step: 19000 Progress: 9.5% Elapsed: 12:28:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.44529 Generator_loss: 5.77881
[INFO] 2021-02-21 09:47:29 > Step: 19100 Progress: 9.6% Elapsed: 12:31:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.28966 Generator_loss: 6.26161
[INFO] 2021-02-21 09:51:17 > Step: 19200 Progress: 9.6% Elapsed: 12:35:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.28617 Generator_loss: 5.93402
[INFO] 2021-02-21 09:55:06 > Step: 19300 Progress: 9.7% Elapsed: 12:39:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.20127 Generator_loss: 6.07594
[INFO] 2021-02-21 09:58:54 > Step: 19400 Progress: 9.7% Elapsed: 12:43:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.42907 Generator_loss: 5.90057
[INFO] 2021-02-21 10:02:42 > Step: 19500 Progress: 9.8% Elapsed: 12:47:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.44688 Generator_loss: 5.81431
[INFO] 2021-02-21 10:06:29 > Step: 19600 Progress: 9.8% Elapsed: 12:50:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.20832 Generator_loss: 6.13596
[INFO] 2021-02-21 10:10:17 > Step: 19700 Progress: 9.8% Elapsed: 12:54:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.22939 Generator_loss: 6.06941
[INFO] 2021-02-21 10:14:05 > Step: 19800 Progress: 9.9% Elapsed: 12:58:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.12076 Generator_loss: 6.40348
[INFO] 2021-02-21 10:17:52 > Step: 19900 Progress: 10.0% Elapsed: 13:02:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.15113 Generator_loss: 6.04587
[INFO] 2021-02-21 10:21:40 > Step: 20000 Progress: 10.0% Elapsed: 13:06:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.23642 Generator_loss: 6.12289
[INFO] 2021-02-21 10:21:40 > Start Evaluation (20000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 10:21:40 > Start Evaluation FID score ...
[INFO] 2021-02-21 10:21:40 > Calculating FID Score....
[INFO] 2021-02-21 10:22:54 > Start Evaluation IS score ...
[INFO] 2021-02-21 10:22:54 > Calculating Inception Score....
[INFO] 2021-02-21 10:23:55 > Start Evaluation F Beta score ...
[INFO] 2021-02-21 10:23:55 > Calculate F_beta Score....
[INFO] 2021-02-21 10:37:01 > Calculate Accuracies....
[INFO] 2021-02-21 10:38:17 > Calculate Accuracies....
[INFO] 2021-02-21 10:44:40 > F_8 score (Step: 20000, Using valid images): 0.5013178702520207
[INFO] 2021-02-21 10:44:40 > F_1/8 score (Step: 20000, Using valid images): 0.5991395247770677
[INFO] 2021-02-21 10:44:40 > FID score (Step: 20000, Using valid moments): 86.606241813726
[INFO] 2021-02-21 10:44:40 > Inception score (Step: 20000, 50000 generated images): 10.576443672180176
[INFO] 2021-02-21 10:44:40 > Best FID score (Step: 20000, Using valid moments): 86.606241813726
[INFO] 2021-02-21 10:44:47 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 10:48:38 > Step: 20100 Progress: 10.1% Elapsed: 13:33:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.2883 Generator_loss: 6.12938
[INFO] 2021-02-21 10:52:25 > Step: 20200 Progress: 10.1% Elapsed: 13:36:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.30453 Generator_loss: 6.09166
[INFO] 2021-02-21 10:56:12 > Step: 20300 Progress: 10.2% Elapsed: 13:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.30201 Generator_loss: 5.95434
[INFO] 2021-02-21 11:00:00 > Step: 20400 Progress: 10.2% Elapsed: 13:44:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.73066 Generator_loss: 5.87525
[INFO] 2021-02-21 11:03:47 > Step: 20500 Progress: 10.2% Elapsed: 13:48:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.35853 Generator_loss: 5.72359
[INFO] 2021-02-21 11:07:34 > Step: 20600 Progress: 10.3% Elapsed: 13:52:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.03984 Generator_loss: 6.49264
[INFO] 2021-02-21 11:11:20 > Step: 20700 Progress: 10.3% Elapsed: 13:55:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.18465 Generator_loss: 6.57307
[INFO] 2021-02-21 11:15:06 > Step: 20800 Progress: 10.4% Elapsed: 13:59:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.51055 Generator_loss: 6.10052
[INFO] 2021-02-21 11:18:52 > Step: 20900 Progress: 10.4% Elapsed: 14:03:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.49472 Generator_loss: 5.90163
[INFO] 2021-02-21 11:22:38 > Step: 21000 Progress: 10.5% Elapsed: 14:07:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.13749 Generator_loss: 6.44742
[INFO] 2021-02-21 11:26:24 > Step: 21100 Progress: 10.5% Elapsed: 14:10:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.30476 Generator_loss: 6.02995
[INFO] 2021-02-21 11:30:11 > Step: 21200 Progress: 10.6% Elapsed: 14:14:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.34746 Generator_loss: 5.99667
[INFO] 2021-02-21 11:34:28 > Step: 21300 Progress: 10.7% Elapsed: 14:18:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.14232 Generator_loss: 6.18475
[INFO] 2021-02-21 11:38:14 > Step: 21400 Progress: 10.7% Elapsed: 14:22:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.42345 Generator_loss: 5.99887
[INFO] 2021-02-21 11:42:01 > Step: 21500 Progress: 10.8% Elapsed: 14:26:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.57803 Generator_loss: 5.5408
[INFO] 2021-02-21 11:45:48 > Step: 21600 Progress: 10.8% Elapsed: 14:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.33398 Generator_loss: 5.83355
[INFO] 2021-02-21 11:49:35 > Step: 21700 Progress: 10.8% Elapsed: 14:34:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.09434 Generator_loss: 6.27549
[INFO] 2021-02-21 11:53:22 > Step: 21800 Progress: 10.9% Elapsed: 14:37:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.29219 Generator_loss: 5.82156
[INFO] 2021-02-21 11:57:09 > Step: 21900 Progress: 10.9% Elapsed: 14:41:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.35761 Generator_loss: 5.9968
[INFO] 2021-02-21 12:00:56 > Step: 22000 Progress: 11.0% Elapsed: 14:45:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.25885 Generator_loss: 5.9278
[INFO] 2021-02-21 12:04:43 > Step: 22100 Progress: 11.1% Elapsed: 14:49:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.4543 Generator_loss: 5.9118
[INFO] 2021-02-21 12:08:30 > Step: 22200 Progress: 11.1% Elapsed: 14:53:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.22759 Generator_loss: 6.20647
[INFO] 2021-02-21 12:12:18 > Step: 22300 Progress: 11.2% Elapsed: 14:56:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.4659 Generator_loss: 5.89839
[INFO] 2021-02-21 12:16:04 > Step: 22400 Progress: 11.2% Elapsed: 15:00:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.23793 Generator_loss: 6.00481
[INFO] 2021-02-21 12:19:50 > Step: 22500 Progress: 11.2% Elapsed: 15:04:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.45953 Generator_loss: 5.91134
[INFO] 2021-02-21 12:23:42 > Step: 22600 Progress: 11.3% Elapsed: 15:08:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.40287 Generator_loss: 5.9602
[INFO] 2021-02-21 12:27:30 > Step: 22700 Progress: 11.3% Elapsed: 15:12:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.24328 Generator_loss: 5.97976
[INFO] 2021-02-21 12:31:19 > Step: 22800 Progress: 11.4% Elapsed: 15:15:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.21187 Generator_loss: 6.10262
[INFO] 2021-02-21 12:35:07 > Step: 22900 Progress: 11.5% Elapsed: 15:19:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.36595 Generator_loss: 6.1337
[INFO] 2021-02-21 12:38:54 > Step: 23000 Progress: 11.5% Elapsed: 15:23:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.31028 Generator_loss: 5.9412
[INFO] 2021-02-21 12:42:42 > Step: 23100 Progress: 11.6% Elapsed: 15:27:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.33951 Generator_loss: 5.93861
[INFO] 2021-02-21 12:46:29 > Step: 23200 Progress: 11.6% Elapsed: 15:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.31775 Generator_loss: 6.47206
[INFO] 2021-02-21 12:50:17 > Step: 23300 Progress: 11.7% Elapsed: 15:34:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.4954 Generator_loss: 5.80538
[INFO] 2021-02-21 12:54:05 > Step: 23400 Progress: 11.7% Elapsed: 15:38:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.08702 Generator_loss: 6.34395
[INFO] 2021-02-21 12:57:53 > Step: 23500 Progress: 11.8% Elapsed: 15:42:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.37085 Generator_loss: 5.87989
[INFO] 2021-02-21 13:01:40 > Step: 23600 Progress: 11.8% Elapsed: 15:46:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.64066 Generator_loss: 5.79878
[INFO] 2021-02-21 13:05:28 > Step: 23700 Progress: 11.8% Elapsed: 15:49:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.24808 Generator_loss: 5.84579
[INFO] 2021-02-21 13:09:15 > Step: 23800 Progress: 11.9% Elapsed: 15:53:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.16919 Generator_loss: 6.48627
[INFO] 2021-02-21 13:13:03 > Step: 23900 Progress: 11.9% Elapsed: 15:57:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.68281 Generator_loss: 5.59888
[INFO] 2021-02-21 13:16:52 > Step: 24000 Progress: 12.0% Elapsed: 16:01:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.36861 Generator_loss: 6.34337
[INFO] 2021-02-21 13:20:39 > Step: 24100 Progress: 12.0% Elapsed: 16:05:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.24444 Generator_loss: 6.0074
[INFO] 2021-02-21 13:24:27 > Step: 24200 Progress: 12.1% Elapsed: 16:08:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.27877 Generator_loss: 5.72811
[INFO] 2021-02-21 13:28:15 > Step: 24300 Progress: 12.2% Elapsed: 16:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.23603 Generator_loss: 5.966
[INFO] 2021-02-21 13:32:03 > Step: 24400 Progress: 12.2% Elapsed: 16:16:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.11996 Generator_loss: 6.025
[INFO] 2021-02-21 13:35:51 > Step: 24500 Progress: 12.2% Elapsed: 16:20:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.35602 Generator_loss: 5.70607
[INFO] 2021-02-21 13:39:39 > Step: 24600 Progress: 12.3% Elapsed: 16:24:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.10049 Generator_loss: 6.214
[INFO] 2021-02-21 13:43:27 > Step: 24700 Progress: 12.3% Elapsed: 16:27:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.40559 Generator_loss: 5.7541
[INFO] 2021-02-21 13:47:14 > Step: 24800 Progress: 12.4% Elapsed: 16:31:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.36092 Generator_loss: 6.01325
[INFO] 2021-02-21 13:51:02 > Step: 24900 Progress: 12.4% Elapsed: 16:35:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.21496 Generator_loss: 6.14479
[INFO] 2021-02-21 13:54:50 > Step: 25000 Progress: 12.5% Elapsed: 16:39:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.33224 Generator_loss: 5.75272
[INFO] 2021-02-21 13:58:42 > Step: 25100 Progress: 12.6% Elapsed: 16:43:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.60206 Generator_loss: 5.52988
[INFO] 2021-02-21 14:02:30 > Step: 25200 Progress: 12.6% Elapsed: 16:47:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.61885 Generator_loss: 5.66513
[INFO] 2021-02-21 14:06:17 > Step: 25300 Progress: 12.7% Elapsed: 16:50:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.34569 Generator_loss: 5.94746
[INFO] 2021-02-21 14:10:05 > Step: 25400 Progress: 12.7% Elapsed: 16:54:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.4149 Generator_loss: 5.80082
[INFO] 2021-02-21 14:13:53 > Step: 25500 Progress: 12.8% Elapsed: 16:58:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.47861 Generator_loss: 5.75722
[INFO] 2021-02-21 14:17:42 > Step: 25600 Progress: 12.8% Elapsed: 17:02:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.29598 Generator_loss: 5.94232
[INFO] 2021-02-21 14:21:30 > Step: 25700 Progress: 12.8% Elapsed: 17:06:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.05562 Generator_loss: 6.2436
[INFO] 2021-02-21 14:25:18 > Step: 25800 Progress: 12.9% Elapsed: 17:09:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.17932 Generator_loss: 6.10149
[INFO] 2021-02-21 14:29:06 > Step: 25900 Progress: 13.0% Elapsed: 17:13:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.29687 Generator_loss: 6.00762
[INFO] 2021-02-21 14:32:53 > Step: 26000 Progress: 13.0% Elapsed: 17:17:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.3674 Generator_loss: 5.76855
[INFO] 2021-02-21 14:36:41 > Step: 26100 Progress: 13.1% Elapsed: 17:21:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.38621 Generator_loss: 5.93727
[INFO] 2021-02-21 14:40:29 > Step: 26200 Progress: 13.1% Elapsed: 17:24:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.2609 Generator_loss: 6.0648
[INFO] 2021-02-21 14:44:17 > Step: 26300 Progress: 13.2% Elapsed: 17:28:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.08737 Generator_loss: 6.19112
[INFO] 2021-02-21 14:48:05 > Step: 26400 Progress: 13.2% Elapsed: 17:32:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.25257 Generator_loss: 6.22127
[INFO] 2021-02-21 14:51:53 > Step: 26500 Progress: 13.2% Elapsed: 17:36:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.27869 Generator_loss: 5.97233
[INFO] 2021-02-21 14:55:40 > Step: 26600 Progress: 13.3% Elapsed: 17:40:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.40338 Generator_loss: 5.74919
[INFO] 2021-02-21 14:59:28 > Step: 26700 Progress: 13.4% Elapsed: 17:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.35378 Generator_loss: 6.04818
[INFO] 2021-02-21 15:03:16 > Step: 26800 Progress: 13.4% Elapsed: 17:47:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.53892 Generator_loss: 5.94349
[INFO] 2021-02-21 15:07:04 > Step: 26900 Progress: 13.5% Elapsed: 17:51:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.18354 Generator_loss: 6.3119
[INFO] 2021-02-21 15:10:52 > Step: 27000 Progress: 13.5% Elapsed: 17:55:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.14978 Generator_loss: 5.89356
[INFO] 2021-02-21 15:14:39 > Step: 27100 Progress: 13.6% Elapsed: 17:59:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.31189 Generator_loss: 5.78471
[INFO] 2021-02-21 15:18:27 > Step: 27200 Progress: 13.6% Elapsed: 18:02:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.23154 Generator_loss: 6.01157
[INFO] 2021-02-21 15:22:15 > Step: 27300 Progress: 13.7% Elapsed: 18:06:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.08663 Generator_loss: 6.27192
[INFO] 2021-02-21 15:26:03 > Step: 27400 Progress: 13.7% Elapsed: 18:10:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.31356 Generator_loss: 5.89537
[INFO] 2021-02-21 15:29:50 > Step: 27500 Progress: 13.8% Elapsed: 18:14:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.24365 Generator_loss: 6.04099
[INFO] 2021-02-21 15:33:42 > Step: 27600 Progress: 13.8% Elapsed: 18:18:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.28746 Generator_loss: 6.14013
[INFO] 2021-02-21 15:37:29 > Step: 27700 Progress: 13.9% Elapsed: 18:21:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.37677 Generator_loss: 5.9664
[INFO] 2021-02-21 15:41:18 > Step: 27800 Progress: 13.9% Elapsed: 18:25:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.17099 Generator_loss: 6.02813
[INFO] 2021-02-21 15:45:06 > Step: 27900 Progress: 14.0% Elapsed: 18:29:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.26997 Generator_loss: 6.05444
[INFO] 2021-02-21 15:48:53 > Step: 28000 Progress: 14.0% Elapsed: 18:33:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.15394 Generator_loss: 6.20182
[INFO] 2021-02-21 15:52:41 > Step: 28100 Progress: 14.1% Elapsed: 18:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.17112 Generator_loss: 5.96137
[INFO] 2021-02-21 15:56:29 > Step: 28200 Progress: 14.1% Elapsed: 18:40:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.27724 Generator_loss: 5.94362
[INFO] 2021-02-21 16:00:16 > Step: 28300 Progress: 14.1% Elapsed: 18:44:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.30755 Generator_loss: 5.96189
[INFO] 2021-02-21 16:04:05 > Step: 28400 Progress: 14.2% Elapsed: 18:48:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.29154 Generator_loss: 5.83738
[INFO] 2021-02-21 16:07:52 > Step: 28500 Progress: 14.2% Elapsed: 18:52:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.09773 Generator_loss: 6.32061
[INFO] 2021-02-21 16:11:40 > Step: 28600 Progress: 14.3% Elapsed: 18:56:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.20981 Generator_loss: 6.31188
[INFO] 2021-02-21 16:15:27 > Step: 28700 Progress: 14.3% Elapsed: 18:59:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.28109 Generator_loss: 6.04915
[INFO] 2021-02-21 16:19:15 > Step: 28800 Progress: 14.4% Elapsed: 19:03:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.38544 Generator_loss: 5.92067
[INFO] 2021-02-21 16:23:03 > Step: 28900 Progress: 14.4% Elapsed: 19:07:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.34409 Generator_loss: 5.8407
[INFO] 2021-02-21 16:26:51 > Step: 29000 Progress: 14.5% Elapsed: 19:11:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.38391 Generator_loss: 5.95504
[INFO] 2021-02-21 16:30:40 > Step: 29100 Progress: 14.5% Elapsed: 19:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.28637 Generator_loss: 6.12648
[INFO] 2021-02-21 16:34:28 > Step: 29200 Progress: 14.6% Elapsed: 19:18:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.10238 Generator_loss: 6.19373
[INFO] 2021-02-21 16:38:15 > Step: 29300 Progress: 14.6% Elapsed: 19:22:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.15797 Generator_loss: 6.44453
[INFO] 2021-02-21 16:42:03 > Step: 29400 Progress: 14.7% Elapsed: 19:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.67744 Generator_loss: 5.87075
[INFO] 2021-02-21 16:45:51 > Step: 29500 Progress: 14.8% Elapsed: 19:30:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.15018 Generator_loss: 6.15653
[INFO] 2021-02-21 16:49:39 > Step: 29600 Progress: 14.8% Elapsed: 19:34:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.53126 Generator_loss: 5.85588
[INFO] 2021-02-21 16:53:27 > Step: 29700 Progress: 14.8% Elapsed: 19:37:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.04112 Generator_loss: 6.58311
[INFO] 2021-02-21 16:57:15 > Step: 29800 Progress: 14.9% Elapsed: 19:41:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.34367 Generator_loss: 5.9395
[INFO] 2021-02-21 17:01:03 > Step: 29900 Progress: 14.9% Elapsed: 19:45:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.2917 Generator_loss: 5.91999
[INFO] 2021-02-21 17:04:50 > Step: 30000 Progress: 15.0% Elapsed: 19:49:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.89434 Generator_loss: 5.77889
[INFO] 2021-02-21 17:04:50 > Start Evaluation (30000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 17:04:50 > Start Evaluation FID score ...
[INFO] 2021-02-21 17:04:50 > Calculating FID Score....
[INFO] 2021-02-21 17:06:05 > Start Evaluation IS score ...
[INFO] 2021-02-21 17:06:05 > Calculating Inception Score....
[INFO] 2021-02-21 17:07:05 > Start Evaluation F Beta score ...
[INFO] 2021-02-21 17:07:05 > Calculate F_beta Score....
[INFO] 2021-02-21 17:20:17 > Calculate Accuracies....
[INFO] 2021-02-21 17:21:34 > Calculate Accuracies....
[INFO] 2021-02-21 17:27:53 > F_8 score (Step: 30000, Using valid images): 0.5136544879692874
[INFO] 2021-02-21 17:27:53 > F_1/8 score (Step: 30000, Using valid images): 0.6867006861692394
[INFO] 2021-02-21 17:27:53 > FID score (Step: 30000, Using valid moments): 70.19643745527605
[INFO] 2021-02-21 17:27:53 > Inception score (Step: 30000, 50000 generated images): 12.659643173217773
[INFO] 2021-02-21 17:27:53 > Best FID score (Step: 30000, Using valid moments): 70.19643745527605
[INFO] 2021-02-21 17:28:00 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 17:31:52 > Step: 30100 Progress: 15.0% Elapsed: 20:16:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.05155 Generator_loss: 6.20151
[INFO] 2021-02-21 17:35:39 > Step: 30200 Progress: 15.1% Elapsed: 20:20:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.47695 Generator_loss: 5.79782
[INFO] 2021-02-21 17:39:27 > Step: 30300 Progress: 15.2% Elapsed: 20:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.02515 Generator_loss: 6.40599
[INFO] 2021-02-21 17:43:33 > Step: 30400 Progress: 15.2% Elapsed: 20:28:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.36418 Generator_loss: 5.97274
[INFO] 2021-02-21 17:47:21 > Step: 30500 Progress: 15.2% Elapsed: 20:31:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.19326 Generator_loss: 6.03908
[INFO] 2021-02-21 17:51:09 > Step: 30600 Progress: 15.3% Elapsed: 20:35:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.15559 Generator_loss: 6.38265
[INFO] 2021-02-21 17:54:57 > Step: 30700 Progress: 15.3% Elapsed: 20:39:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.12741 Generator_loss: 6.59032
[INFO] 2021-02-21 17:58:44 > Step: 30800 Progress: 15.4% Elapsed: 20:43:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.27531 Generator_loss: 6.49408
[INFO] 2021-02-21 18:02:32 > Step: 30900 Progress: 15.4% Elapsed: 20:47:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.28838 Generator_loss: 6.12299
[INFO] 2021-02-21 18:06:20 > Step: 31000 Progress: 15.5% Elapsed: 20:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.28347 Generator_loss: 6.15947
[INFO] 2021-02-21 18:10:08 > Step: 31100 Progress: 15.6% Elapsed: 20:54:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.12922 Generator_loss: 6.23659
[INFO] 2021-02-21 18:13:56 > Step: 31200 Progress: 15.6% Elapsed: 20:58:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.36957 Generator_loss: 6.7195
[INFO] 2021-02-21 18:17:43 > Step: 31300 Progress: 15.7% Elapsed: 21:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.44033 Generator_loss: 5.97841
[INFO] 2021-02-21 18:21:31 > Step: 31400 Progress: 15.7% Elapsed: 21:06:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.12908 Generator_loss: 6.32009
[INFO] 2021-02-21 18:25:20 > Step: 31500 Progress: 15.8% Elapsed: 21:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.0962 Generator_loss: 5.99568
[INFO] 2021-02-21 18:29:08 > Step: 31600 Progress: 15.8% Elapsed: 21:13:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.08896 Generator_loss: 6.20694
[INFO] 2021-02-21 18:32:56 > Step: 31700 Progress: 15.8% Elapsed: 21:17:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.25247 Generator_loss: 5.81306
[INFO] 2021-02-21 18:36:44 > Step: 31800 Progress: 15.9% Elapsed: 21:21:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.17325 Generator_loss: 6.35757
[INFO] 2021-02-21 18:40:32 > Step: 31900 Progress: 16.0% Elapsed: 21:25:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.21564 Generator_loss: 5.96355
[INFO] 2021-02-21 18:44:21 > Step: 32000 Progress: 16.0% Elapsed: 21:28:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.03802 Generator_loss: 6.34164
[INFO] 2021-02-21 18:48:09 > Step: 32100 Progress: 16.1% Elapsed: 21:32:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.18154 Generator_loss: 5.96444
[INFO] 2021-02-21 18:51:58 > Step: 32200 Progress: 16.1% Elapsed: 21:36:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.18579 Generator_loss: 6.13574
[INFO] 2021-02-21 18:55:46 > Step: 32300 Progress: 16.2% Elapsed: 21:40:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.35457 Generator_loss: 6.05285
[INFO] 2021-02-21 18:59:34 > Step: 32400 Progress: 16.2% Elapsed: 21:44:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.16543 Generator_loss: 6.12303
[INFO] 2021-02-21 19:03:22 > Step: 32500 Progress: 16.2% Elapsed: 21:47:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.10238 Generator_loss: 6.20554
[INFO] 2021-02-21 19:07:15 > Step: 32600 Progress: 16.3% Elapsed: 21:51:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.0999 Generator_loss: 6.07568
[INFO] 2021-02-21 19:11:04 > Step: 32700 Progress: 16.4% Elapsed: 21:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.13936 Generator_loss: 6.131
[INFO] 2021-02-21 19:14:52 > Step: 32800 Progress: 16.4% Elapsed: 21:59:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.20239 Generator_loss: 6.01947
[INFO] 2021-02-21 19:18:41 > Step: 32900 Progress: 16.4% Elapsed: 22:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.32076 Generator_loss: 5.94062
[INFO] 2021-02-21 19:22:29 > Step: 33000 Progress: 16.5% Elapsed: 22:06:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.28047 Generator_loss: 6.04741
[INFO] 2021-02-21 19:26:17 > Step: 33100 Progress: 16.6% Elapsed: 22:10:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.3496 Generator_loss: 5.94781
[INFO] 2021-02-21 19:30:05 > Step: 33200 Progress: 16.6% Elapsed: 22:14:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.20924 Generator_loss: 5.92055
[INFO] 2021-02-21 19:33:54 > Step: 33300 Progress: 16.7% Elapsed: 22:18:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.21588 Generator_loss: 6.19786
[INFO] 2021-02-21 19:37:42 > Step: 33400 Progress: 16.7% Elapsed: 22:22:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.27875 Generator_loss: 6.02719
[INFO] 2021-02-21 19:41:30 > Step: 33500 Progress: 16.8% Elapsed: 22:26:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.10643 Generator_loss: 6.5457
[INFO] 2021-02-21 19:45:19 > Step: 33600 Progress: 16.8% Elapsed: 22:29:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.26658 Generator_loss: 6.03168
[INFO] 2021-02-21 19:49:07 > Step: 33700 Progress: 16.9% Elapsed: 22:33:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.0798 Generator_loss: 6.3885
[INFO] 2021-02-21 19:52:56 > Step: 33800 Progress: 16.9% Elapsed: 22:37:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.39332 Generator_loss: 6.03879
[INFO] 2021-02-21 19:56:44 > Step: 33900 Progress: 17.0% Elapsed: 22:41:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.14021 Generator_loss: 6.20322
[INFO] 2021-02-21 20:00:32 > Step: 34000 Progress: 17.0% Elapsed: 22:45:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.09532 Generator_loss: 6.47567
[INFO] 2021-02-21 20:04:21 > Step: 34100 Progress: 17.1% Elapsed: 22:48:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.13878 Generator_loss: 6.3769
[INFO] 2021-02-21 20:08:09 > Step: 34200 Progress: 17.1% Elapsed: 22:52:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.29317 Generator_loss: 5.9889
[INFO] 2021-02-21 20:11:58 > Step: 34300 Progress: 17.2% Elapsed: 22:56:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.09485 Generator_loss: 6.31649
[INFO] 2021-02-21 20:15:46 > Step: 34400 Progress: 17.2% Elapsed: 23:00:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.09831 Generator_loss: 6.31191
[INFO] 2021-02-21 20:19:34 > Step: 34500 Progress: 17.2% Elapsed: 23:04:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.20673 Generator_loss: 5.98918
[INFO] 2021-02-21 20:23:22 > Step: 34600 Progress: 17.3% Elapsed: 23:07:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.56494 Generator_loss: 5.93731
[INFO] 2021-02-21 20:27:10 > Step: 34700 Progress: 17.3% Elapsed: 23:11:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.03194 Generator_loss: 6.49179
[INFO] 2021-02-21 20:30:58 > Step: 34800 Progress: 17.4% Elapsed: 23:15:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.38373 Generator_loss: 5.96955
[INFO] 2021-02-21 20:34:47 > Step: 34900 Progress: 17.4% Elapsed: 23:19:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.15426 Generator_loss: 6.23223
[INFO] 2021-02-21 20:38:35 > Step: 35000 Progress: 17.5% Elapsed: 23:23:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.07036 Generator_loss: 6.38467
[INFO] 2021-02-21 20:42:26 > Step: 35100 Progress: 17.5% Elapsed: 23:26:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.11514 Generator_loss: 6.68027
[INFO] 2021-02-21 20:46:15 > Step: 35200 Progress: 17.6% Elapsed: 23:30:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.16605 Generator_loss: 6.10298
[INFO] 2021-02-21 20:50:03 > Step: 35300 Progress: 17.6% Elapsed: 23:34:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.29572 Generator_loss: 6.45219
[INFO] 2021-02-21 20:53:50 > Step: 35400 Progress: 17.7% Elapsed: 23:38:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.14585 Generator_loss: 6.62538
[INFO] 2021-02-21 20:57:39 > Step: 35500 Progress: 17.8% Elapsed: 23:42:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.15845 Generator_loss: 5.94217
[INFO] 2021-02-21 21:01:27 > Step: 35600 Progress: 17.8% Elapsed: 23:45:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.06746 Generator_loss: 6.28141
[INFO] 2021-02-21 21:05:15 > Step: 35700 Progress: 17.8% Elapsed: 23:49:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.30422 Generator_loss: 6.02137
[INFO] 2021-02-21 21:09:04 > Step: 35800 Progress: 17.9% Elapsed: 23:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.24561 Generator_loss: 5.98001
[INFO] 2021-02-21 21:12:52 > Step: 35900 Progress: 17.9% Elapsed: 23:57:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.0775 Generator_loss: 6.40101
[INFO] 2021-02-21 21:16:39 > Step: 36000 Progress: 18.0% Elapsed: 1 day, 0:01:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.27999 Generator_loss: 6.18003
[INFO] 2021-02-21 21:20:27 > Step: 36100 Progress: 18.1% Elapsed: 1 day, 0:04:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.04727 Generator_loss: 6.28657
[INFO] 2021-02-21 21:24:15 > Step: 36200 Progress: 18.1% Elapsed: 1 day, 0:08:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.08966 Generator_loss: 6.14284
[INFO] 2021-02-21 21:28:03 > Step: 36300 Progress: 18.1% Elapsed: 1 day, 0:12:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.25269 Generator_loss: 6.20099
[INFO] 2021-02-21 21:31:51 > Step: 36400 Progress: 18.2% Elapsed: 1 day, 0:16:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.15676 Generator_loss: 6.12451
[INFO] 2021-02-21 21:35:39 > Step: 36500 Progress: 18.2% Elapsed: 1 day, 0:20:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.09109 Generator_loss: 6.43937
[INFO] 2021-02-21 21:39:27 > Step: 36600 Progress: 18.3% Elapsed: 1 day, 0:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.79462 Generator_loss: 5.80056
[INFO] 2021-02-21 21:43:15 > Step: 36700 Progress: 18.4% Elapsed: 1 day, 0:27:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.41256 Generator_loss: 5.96121
[INFO] 2021-02-21 21:47:03 > Step: 36800 Progress: 18.4% Elapsed: 1 day, 0:31:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.05075 Generator_loss: 6.36022
[INFO] 2021-02-21 21:50:51 > Step: 36900 Progress: 18.4% Elapsed: 1 day, 0:35:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.13126 Generator_loss: 6.08407
[INFO] 2021-02-21 21:54:39 > Step: 37000 Progress: 18.5% Elapsed: 1 day, 0:39:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.01868 Generator_loss: 6.18073
[INFO] 2021-02-21 21:58:27 > Step: 37100 Progress: 18.6% Elapsed: 1 day, 0:42:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.26267 Generator_loss: 5.94035
[INFO] 2021-02-21 22:02:15 > Step: 37200 Progress: 18.6% Elapsed: 1 day, 0:46:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.11207 Generator_loss: 6.33365
[INFO] 2021-02-21 22:06:04 > Step: 37300 Progress: 18.6% Elapsed: 1 day, 0:50:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.2997 Generator_loss: 5.82954
[INFO] 2021-02-21 22:09:52 > Step: 37400 Progress: 18.7% Elapsed: 1 day, 0:54:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.18945 Generator_loss: 6.2154
[INFO] 2021-02-21 22:13:40 > Step: 37500 Progress: 18.8% Elapsed: 1 day, 0:58:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.35028 Generator_loss: 6.19939
[INFO] 2021-02-21 22:17:32 > Step: 37600 Progress: 18.8% Elapsed: 1 day, 1:02:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.20258 Generator_loss: 6.01062
[INFO] 2021-02-21 22:21:20 > Step: 37700 Progress: 18.9% Elapsed: 1 day, 1:05:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.98773 Generator_loss: 6.27408
[INFO] 2021-02-21 22:25:07 > Step: 37800 Progress: 18.9% Elapsed: 1 day, 1:09:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.28536 Generator_loss: 6.07578
[INFO] 2021-02-21 22:28:55 > Step: 37900 Progress: 18.9% Elapsed: 1 day, 1:13:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.0776 Generator_loss: 6.63166
[INFO] 2021-02-21 22:32:43 > Step: 38000 Progress: 19.0% Elapsed: 1 day, 1:17:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.99677 Generator_loss: 6.09053
[INFO] 2021-02-21 22:36:31 > Step: 38100 Progress: 19.1% Elapsed: 1 day, 1:21:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.24304 Generator_loss: 6.1091
[INFO] 2021-02-21 22:40:19 > Step: 38200 Progress: 19.1% Elapsed: 1 day, 1:24:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.20614 Generator_loss: 5.94099
[INFO] 2021-02-21 22:44:07 > Step: 38300 Progress: 19.1% Elapsed: 1 day, 1:28:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.15014 Generator_loss: 6.3009
[INFO] 2021-02-21 22:47:55 > Step: 38400 Progress: 19.2% Elapsed: 1 day, 1:32:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.1578 Generator_loss: 5.98558
[INFO] 2021-02-21 22:51:43 > Step: 38500 Progress: 19.2% Elapsed: 1 day, 1:36:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.07948 Generator_loss: 6.17212
[INFO] 2021-02-21 22:55:31 > Step: 38600 Progress: 19.3% Elapsed: 1 day, 1:40:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.10417 Generator_loss: 6.22869
[INFO] 2021-02-21 22:59:19 > Step: 38700 Progress: 19.4% Elapsed: 1 day, 1:43:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.07529 Generator_loss: 6.64336
[INFO] 2021-02-21 23:03:07 > Step: 38800 Progress: 19.4% Elapsed: 1 day, 1:47:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.25276 Generator_loss: 6.13442
[INFO] 2021-02-21 23:06:55 > Step: 38900 Progress: 19.4% Elapsed: 1 day, 1:51:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.11438 Generator_loss: 6.10336
[INFO] 2021-02-21 23:10:43 > Step: 39000 Progress: 19.5% Elapsed: 1 day, 1:55:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.17888 Generator_loss: 6.39192
[INFO] 2021-02-21 23:14:31 > Step: 39100 Progress: 19.6% Elapsed: 1 day, 1:59:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.369 Generator_loss: 5.84534
[INFO] 2021-02-21 23:18:19 > Step: 39200 Progress: 19.6% Elapsed: 1 day, 2:02:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.27153 Generator_loss: 6.18144
[INFO] 2021-02-21 23:22:07 > Step: 39300 Progress: 19.7% Elapsed: 1 day, 2:06:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.10056 Generator_loss: 6.16416
[INFO] 2021-02-21 23:25:55 > Step: 39400 Progress: 19.7% Elapsed: 1 day, 2:10:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.12949 Generator_loss: 6.20841
[INFO] 2021-02-21 23:29:43 > Step: 39500 Progress: 19.8% Elapsed: 1 day, 2:14:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.0778 Generator_loss: 6.14455
[INFO] 2021-02-21 23:33:31 > Step: 39600 Progress: 19.8% Elapsed: 1 day, 2:18:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.20052 Generator_loss: 5.99851
[INFO] 2021-02-21 23:37:20 > Step: 39700 Progress: 19.9% Elapsed: 1 day, 2:21:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.08284 Generator_loss: 6.01853
[INFO] 2021-02-21 23:41:08 > Step: 39800 Progress: 19.9% Elapsed: 1 day, 2:25:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.34302 Generator_loss: 5.85601
[INFO] 2021-02-21 23:44:58 > Step: 39900 Progress: 20.0% Elapsed: 1 day, 2:29:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.14532 Generator_loss: 6.19045
[INFO] 2021-02-21 23:48:47 > Step: 40000 Progress: 20.0% Elapsed: 1 day, 2:33:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.13558 Generator_loss: 6.52147
[INFO] 2021-02-21 23:48:47 > Start Evaluation (40000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-21 23:48:47 > Start Evaluation FID score ...
[INFO] 2021-02-21 23:48:47 > Calculating FID Score....
[INFO] 2021-02-21 23:50:03 > Start Evaluation IS score ...
[INFO] 2021-02-21 23:50:03 > Calculating Inception Score....
[INFO] 2021-02-21 23:51:04 > Start Evaluation F Beta score ...
[INFO] 2021-02-21 23:51:04 > Calculate F_beta Score....
[INFO] 2021-02-22 00:04:11 > Calculate Accuracies....
[INFO] 2021-02-22 00:05:28 > Calculate Accuracies....
[INFO] 2021-02-22 00:11:48 > F_8 score (Step: 40000, Using valid images): 0.544327256184011
[INFO] 2021-02-22 00:11:48 > F_1/8 score (Step: 40000, Using valid images): 0.7119455113812765
[INFO] 2021-02-22 00:11:48 > FID score (Step: 40000, Using valid moments): 64.90893037449274
[INFO] 2021-02-22 00:11:48 > Inception score (Step: 40000, 50000 generated images): 13.746240615844727
[INFO] 2021-02-22 00:11:48 > Best FID score (Step: 40000, Using valid moments): 64.90893037449274
[INFO] 2021-02-22 00:11:55 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 00:15:45 > Step: 40100 Progress: 20.1% Elapsed: 1 day, 3:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.16077 Generator_loss: 6.14215
[INFO] 2021-02-22 00:19:33 > Step: 40200 Progress: 20.1% Elapsed: 1 day, 3:04:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.00183 Generator_loss: 6.72474
[INFO] 2021-02-22 00:23:21 > Step: 40300 Progress: 20.2% Elapsed: 1 day, 3:07:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.26301 Generator_loss: 5.91268
[INFO] 2021-02-22 00:27:10 > Step: 40400 Progress: 20.2% Elapsed: 1 day, 3:11:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.21824 Generator_loss: 5.79094
[INFO] 2021-02-22 00:30:57 > Step: 40500 Progress: 20.2% Elapsed: 1 day, 3:15:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.14668 Generator_loss: 6.08706
[INFO] 2021-02-22 00:34:45 > Step: 40600 Progress: 20.3% Elapsed: 1 day, 3:19:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.01606 Generator_loss: 6.50676
[INFO] 2021-02-22 00:38:52 > Step: 40700 Progress: 20.3% Elapsed: 1 day, 3:23:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.97037 Generator_loss: 6.62912
[INFO] 2021-02-22 00:42:40 > Step: 40800 Progress: 20.4% Elapsed: 1 day, 3:27:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.01534 Generator_loss: 6.62869
[INFO] 2021-02-22 00:46:29 > Step: 40900 Progress: 20.4% Elapsed: 1 day, 3:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.15178 Generator_loss: 6.09659
[INFO] 2021-02-22 00:50:18 > Step: 41000 Progress: 20.5% Elapsed: 1 day, 3:34:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.1372 Generator_loss: 5.86216
[INFO] 2021-02-22 00:54:06 > Step: 41100 Progress: 20.5% Elapsed: 1 day, 3:38:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.67514 Generator_loss: 5.77892
[INFO] 2021-02-22 00:57:55 > Step: 41200 Progress: 20.6% Elapsed: 1 day, 3:42:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.17361 Generator_loss: 6.1235
[INFO] 2021-02-22 01:01:43 > Step: 41300 Progress: 20.6% Elapsed: 1 day, 3:46:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.10543 Generator_loss: 6.0512
[INFO] 2021-02-22 01:05:32 > Step: 41400 Progress: 20.7% Elapsed: 1 day, 3:50:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.19599 Generator_loss: 6.07129
[INFO] 2021-02-22 01:09:20 > Step: 41500 Progress: 20.8% Elapsed: 1 day, 3:53:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.16993 Generator_loss: 5.90154
[INFO] 2021-02-22 01:13:08 > Step: 41600 Progress: 20.8% Elapsed: 1 day, 3:57:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.352 Generator_loss: 5.25947
[INFO] 2021-02-22 01:16:56 > Step: 41700 Progress: 20.8% Elapsed: 1 day, 4:01:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.35937 Generator_loss: 5.97781
[INFO] 2021-02-22 01:20:44 > Step: 41800 Progress: 20.9% Elapsed: 1 day, 4:05:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.15923 Generator_loss: 6.03984
[INFO] 2021-02-22 01:24:33 > Step: 41900 Progress: 20.9% Elapsed: 1 day, 4:09:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.26952 Generator_loss: 6.07482
[INFO] 2021-02-22 01:28:21 > Step: 42000 Progress: 21.0% Elapsed: 1 day, 4:12:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.10792 Generator_loss: 6.15056
[INFO] 2021-02-22 01:32:09 > Step: 42100 Progress: 21.1% Elapsed: 1 day, 4:16:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.06296 Generator_loss: 6.23929
[INFO] 2021-02-22 01:35:57 > Step: 42200 Progress: 21.1% Elapsed: 1 day, 4:20:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.0585 Generator_loss: 6.26239
[INFO] 2021-02-22 01:39:46 > Step: 42300 Progress: 21.1% Elapsed: 1 day, 4:24:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.13536 Generator_loss: 5.82622
[INFO] 2021-02-22 01:43:34 > Step: 42400 Progress: 21.2% Elapsed: 1 day, 4:28:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.25286 Generator_loss: 5.90151
[INFO] 2021-02-22 01:47:23 > Step: 42500 Progress: 21.2% Elapsed: 1 day, 4:31:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.18182 Generator_loss: 6.19503
[INFO] 2021-02-22 01:51:16 > Step: 42600 Progress: 21.3% Elapsed: 1 day, 4:35:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.57954 Generator_loss: 5.21755
[INFO] 2021-02-22 01:55:05 > Step: 42700 Progress: 21.3% Elapsed: 1 day, 4:39:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.09183 Generator_loss: 6.14043
[INFO] 2021-02-22 01:58:54 > Step: 42800 Progress: 21.4% Elapsed: 1 day, 4:43:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.10217 Generator_loss: 6.24005
[INFO] 2021-02-22 02:02:42 > Step: 42900 Progress: 21.4% Elapsed: 1 day, 4:47:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.22101 Generator_loss: 6.10067
[INFO] 2021-02-22 02:06:31 > Step: 43000 Progress: 21.5% Elapsed: 1 day, 4:51:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.27179 Generator_loss: 6.03899
[INFO] 2021-02-22 02:10:20 > Step: 43100 Progress: 21.6% Elapsed: 1 day, 4:54:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.25459 Generator_loss: 6.118
[INFO] 2021-02-22 02:14:09 > Step: 43200 Progress: 21.6% Elapsed: 1 day, 4:58:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.13134 Generator_loss: 6.02594
[INFO] 2021-02-22 02:17:58 > Step: 43300 Progress: 21.6% Elapsed: 1 day, 5:02:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.01272 Generator_loss: 6.16095
[INFO] 2021-02-22 02:21:48 > Step: 43400 Progress: 21.7% Elapsed: 1 day, 5:06:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.11851 Generator_loss: 6.13422
[INFO] 2021-02-22 02:25:37 > Step: 43500 Progress: 21.8% Elapsed: 1 day, 5:10:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.01842 Generator_loss: 6.63731
[INFO] 2021-02-22 02:29:26 > Step: 43600 Progress: 21.8% Elapsed: 1 day, 5:13:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.10707 Generator_loss: 6.46618
[INFO] 2021-02-22 02:33:14 > Step: 43700 Progress: 21.9% Elapsed: 1 day, 5:17:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.42861 Generator_loss: 5.81585
[INFO] 2021-02-22 02:37:03 > Step: 43800 Progress: 21.9% Elapsed: 1 day, 5:21:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.17771 Generator_loss: 5.99894
[INFO] 2021-02-22 02:40:53 > Step: 43900 Progress: 21.9% Elapsed: 1 day, 5:25:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.07584 Generator_loss: 6.17814
[INFO] 2021-02-22 02:44:41 > Step: 44000 Progress: 22.0% Elapsed: 1 day, 5:29:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.14576 Generator_loss: 6.06104
[INFO] 2021-02-22 02:48:30 > Step: 44100 Progress: 22.1% Elapsed: 1 day, 5:33:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.20795 Generator_loss: 6.05659
[INFO] 2021-02-22 02:52:20 > Step: 44200 Progress: 22.1% Elapsed: 1 day, 5:36:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.23801 Generator_loss: 6.07551
[INFO] 2021-02-22 02:56:08 > Step: 44300 Progress: 22.1% Elapsed: 1 day, 5:40:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.00476 Generator_loss: 6.1404
[INFO] 2021-02-22 02:59:57 > Step: 44400 Progress: 22.2% Elapsed: 1 day, 5:44:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.08951 Generator_loss: 6.2208
[INFO] 2021-02-22 03:03:46 > Step: 44500 Progress: 22.2% Elapsed: 1 day, 5:48:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.13701 Generator_loss: 5.96101
[INFO] 2021-02-22 03:07:35 > Step: 44600 Progress: 22.3% Elapsed: 1 day, 5:52:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.1607 Generator_loss: 6.26319
[INFO] 2021-02-22 03:11:24 > Step: 44700 Progress: 22.4% Elapsed: 1 day, 5:55:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.11869 Generator_loss: 6.16975
[INFO] 2021-02-22 03:15:13 > Step: 44800 Progress: 22.4% Elapsed: 1 day, 5:59:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.03285 Generator_loss: 6.29793
[INFO] 2021-02-22 03:19:02 > Step: 44900 Progress: 22.4% Elapsed: 1 day, 6:03:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.31757 Generator_loss: 6.05101
[INFO] 2021-02-22 03:22:51 > Step: 45000 Progress: 22.5% Elapsed: 1 day, 6:07:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.23647 Generator_loss: 5.96617
[INFO] 2021-02-22 03:26:43 > Step: 45100 Progress: 22.6% Elapsed: 1 day, 6:11:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.07422 Generator_loss: 6.21632
[INFO] 2021-02-22 03:30:32 > Step: 45200 Progress: 22.6% Elapsed: 1 day, 6:15:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.12074 Generator_loss: 6.28864
[INFO] 2021-02-22 03:34:21 > Step: 45300 Progress: 22.7% Elapsed: 1 day, 6:18:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.13611 Generator_loss: 6.22546
[INFO] 2021-02-22 03:38:10 > Step: 45400 Progress: 22.7% Elapsed: 1 day, 6:22:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.12673 Generator_loss: 6.13617
[INFO] 2021-02-22 03:41:59 > Step: 45500 Progress: 22.8% Elapsed: 1 day, 6:26:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.12738 Generator_loss: 6.16564
[INFO] 2021-02-22 03:45:48 > Step: 45600 Progress: 22.8% Elapsed: 1 day, 6:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.01929 Generator_loss: 6.05605
[INFO] 2021-02-22 03:49:37 > Step: 45700 Progress: 22.9% Elapsed: 1 day, 6:34:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.01947 Generator_loss: 6.40309
[INFO] 2021-02-22 03:53:26 > Step: 45800 Progress: 22.9% Elapsed: 1 day, 6:37:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.16297 Generator_loss: 6.72509
[INFO] 2021-02-22 03:57:15 > Step: 45900 Progress: 22.9% Elapsed: 1 day, 6:41:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.04441 Generator_loss: 6.22261
[INFO] 2021-02-22 04:01:04 > Step: 46000 Progress: 23.0% Elapsed: 1 day, 6:45:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.03553 Generator_loss: 6.21187
[INFO] 2021-02-22 04:04:52 > Step: 46100 Progress: 23.1% Elapsed: 1 day, 6:49:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.11314 Generator_loss: 6.17019
[INFO] 2021-02-22 04:08:41 > Step: 46200 Progress: 23.1% Elapsed: 1 day, 6:53:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.22485 Generator_loss: 5.9085
[INFO] 2021-02-22 04:12:31 > Step: 46300 Progress: 23.2% Elapsed: 1 day, 6:57:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.10517 Generator_loss: 6.28221
[INFO] 2021-02-22 04:16:19 > Step: 46400 Progress: 23.2% Elapsed: 1 day, 7:00:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.06092 Generator_loss: 6.25033
[INFO] 2021-02-22 04:20:08 > Step: 46500 Progress: 23.2% Elapsed: 1 day, 7:04:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.13497 Generator_loss: 6.07487
[INFO] 2021-02-22 04:23:57 > Step: 46600 Progress: 23.3% Elapsed: 1 day, 7:08:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.00144 Generator_loss: 6.13049
[INFO] 2021-02-22 04:27:45 > Step: 46700 Progress: 23.4% Elapsed: 1 day, 7:12:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.18526 Generator_loss: 5.99132
[INFO] 2021-02-22 04:31:34 > Step: 46800 Progress: 23.4% Elapsed: 1 day, 7:16:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.06406 Generator_loss: 6.06167
[INFO] 2021-02-22 04:35:23 > Step: 46900 Progress: 23.4% Elapsed: 1 day, 7:19:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.94992 Generator_loss: 6.21247
[INFO] 2021-02-22 04:39:12 > Step: 47000 Progress: 23.5% Elapsed: 1 day, 7:23:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.45032 Generator_loss: 5.76139
[INFO] 2021-02-22 04:43:01 > Step: 47100 Progress: 23.5% Elapsed: 1 day, 7:27:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.02759 Generator_loss: 6.03233
[INFO] 2021-02-22 04:46:50 > Step: 47200 Progress: 23.6% Elapsed: 1 day, 7:31:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.20869 Generator_loss: 6.04563
[INFO] 2021-02-22 04:50:39 > Step: 47300 Progress: 23.6% Elapsed: 1 day, 7:35:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.25778 Generator_loss: 5.70551
[INFO] 2021-02-22 04:54:28 > Step: 47400 Progress: 23.7% Elapsed: 1 day, 7:38:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.23976 Generator_loss: 5.94907
[INFO] 2021-02-22 04:58:17 > Step: 47500 Progress: 23.8% Elapsed: 1 day, 7:42:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.99506 Generator_loss: 6.22019
[INFO] 2021-02-22 05:02:09 > Step: 47600 Progress: 23.8% Elapsed: 1 day, 7:46:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.00467 Generator_loss: 6.22136
[INFO] 2021-02-22 05:05:58 > Step: 47700 Progress: 23.8% Elapsed: 1 day, 7:50:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.19981 Generator_loss: 5.81114
[INFO] 2021-02-22 05:09:47 > Step: 47800 Progress: 23.9% Elapsed: 1 day, 7:54:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.07491 Generator_loss: 6.43727
[INFO] 2021-02-22 05:13:36 > Step: 47900 Progress: 23.9% Elapsed: 1 day, 7:58:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.03015 Generator_loss: 6.5055
[INFO] 2021-02-22 05:17:25 > Step: 48000 Progress: 24.0% Elapsed: 1 day, 8:01:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.03534 Generator_loss: 6.09113
[INFO] 2021-02-22 05:21:13 > Step: 48100 Progress: 24.1% Elapsed: 1 day, 8:05:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.03744 Generator_loss: 6.22275
[INFO] 2021-02-22 05:25:02 > Step: 48200 Progress: 24.1% Elapsed: 1 day, 8:09:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.03949 Generator_loss: 6.43559
[INFO] 2021-02-22 05:28:51 > Step: 48300 Progress: 24.1% Elapsed: 1 day, 8:13:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.16778 Generator_loss: 6.07853
[INFO] 2021-02-22 05:32:40 > Step: 48400 Progress: 24.2% Elapsed: 1 day, 8:17:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.01304 Generator_loss: 6.24566
[INFO] 2021-02-22 05:36:29 > Step: 48500 Progress: 24.2% Elapsed: 1 day, 8:20:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.12084 Generator_loss: 6.51318
[INFO] 2021-02-22 05:40:18 > Step: 48600 Progress: 24.3% Elapsed: 1 day, 8:24:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.02575 Generator_loss: 6.17282
[INFO] 2021-02-22 05:44:06 > Step: 48700 Progress: 24.3% Elapsed: 1 day, 8:28:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.06592 Generator_loss: 6.16143
[INFO] 2021-02-22 05:47:55 > Step: 48800 Progress: 24.4% Elapsed: 1 day, 8:32:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.99627 Generator_loss: 6.18451
[INFO] 2021-02-22 05:51:44 > Step: 48900 Progress: 24.4% Elapsed: 1 day, 8:36:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.95894 Generator_loss: 6.52805
[INFO] 2021-02-22 05:55:32 > Step: 49000 Progress: 24.5% Elapsed: 1 day, 8:40:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.26015 Generator_loss: 5.94535
[INFO] 2021-02-22 05:59:21 > Step: 49100 Progress: 24.6% Elapsed: 1 day, 8:43:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.006 Generator_loss: 6.63337
[INFO] 2021-02-22 06:03:10 > Step: 49200 Progress: 24.6% Elapsed: 1 day, 8:47:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.95642 Generator_loss: 6.58352
[INFO] 2021-02-22 06:06:59 > Step: 49300 Progress: 24.6% Elapsed: 1 day, 8:51:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.16746 Generator_loss: 5.98424
[INFO] 2021-02-22 06:10:48 > Step: 49400 Progress: 24.7% Elapsed: 1 day, 8:55:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.30615 Generator_loss: 5.73819
[INFO] 2021-02-22 06:14:37 > Step: 49500 Progress: 24.8% Elapsed: 1 day, 8:59:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.08546 Generator_loss: 6.24706
[INFO] 2021-02-22 06:18:26 > Step: 49600 Progress: 24.8% Elapsed: 1 day, 9:02:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.00104 Generator_loss: 6.2795
[INFO] 2021-02-22 06:22:15 > Step: 49700 Progress: 24.9% Elapsed: 1 day, 9:06:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.02014 Generator_loss: 6.3654
[INFO] 2021-02-22 06:26:04 > Step: 49800 Progress: 24.9% Elapsed: 1 day, 9:10:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.19441 Generator_loss: 5.91212
[INFO] 2021-02-22 06:29:53 > Step: 49900 Progress: 24.9% Elapsed: 1 day, 9:14:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.06459 Generator_loss: 6.01172
[INFO] 2021-02-22 06:33:41 > Step: 50000 Progress: 25.0% Elapsed: 1 day, 9:18:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.06186 Generator_loss: 6.59504
[INFO] 2021-02-22 06:33:41 > Start Evaluation (50000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 06:33:41 > Start Evaluation FID score ...
[INFO] 2021-02-22 06:33:41 > Calculating FID Score....
[INFO] 2021-02-22 06:34:56 > Start Evaluation IS score ...
[INFO] 2021-02-22 06:34:56 > Calculating Inception Score....
[INFO] 2021-02-22 06:35:58 > Start Evaluation F Beta score ...
[INFO] 2021-02-22 06:35:58 > Calculate F_beta Score....
[INFO] 2021-02-22 06:49:08 > Calculate Accuracies....
[INFO] 2021-02-22 06:50:25 > Calculate Accuracies....
[INFO] 2021-02-22 06:56:46 > F_8 score (Step: 50000, Using valid images): 0.5321817457212351
[INFO] 2021-02-22 06:56:46 > F_1/8 score (Step: 50000, Using valid images): 0.7190109961397075
[INFO] 2021-02-22 06:56:46 > FID score (Step: 50000, Using valid moments): 62.25328218970208
[INFO] 2021-02-22 06:56:46 > Inception score (Step: 50000, 50000 generated images): 14.74788761138916
[INFO] 2021-02-22 06:56:46 > Best FID score (Step: 50000, Using valid moments): 62.25328218970208
[INFO] 2021-02-22 06:56:53 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 07:00:46 > Step: 50100 Progress: 25.1% Elapsed: 1 day, 9:45:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.01133 Generator_loss: 6.29488
[INFO] 2021-02-22 07:04:34 > Step: 50200 Progress: 25.1% Elapsed: 1 day, 9:49:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.16964 Generator_loss: 5.982
[INFO] 2021-02-22 07:08:22 > Step: 50300 Progress: 25.1% Elapsed: 1 day, 9:52:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.09118 Generator_loss: 6.21525
[INFO] 2021-02-22 07:12:10 > Step: 50400 Progress: 25.2% Elapsed: 1 day, 9:56:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.12363 Generator_loss: 6.11715
[INFO] 2021-02-22 07:15:58 > Step: 50500 Progress: 25.2% Elapsed: 1 day, 10:00:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.03652 Generator_loss: 6.70519
[INFO] 2021-02-22 07:19:46 > Step: 50600 Progress: 25.3% Elapsed: 1 day, 10:04:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.09509 Generator_loss: 6.32008
[INFO] 2021-02-22 07:23:35 > Step: 50700 Progress: 25.4% Elapsed: 1 day, 10:08:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.06899 Generator_loss: 6.22663
[INFO] 2021-02-22 07:27:23 > Step: 50800 Progress: 25.4% Elapsed: 1 day, 10:11:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.03466 Generator_loss: 6.46442
[INFO] 2021-02-22 07:31:11 > Step: 50900 Progress: 25.4% Elapsed: 1 day, 10:15:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.11307 Generator_loss: 6.65875
[INFO] 2021-02-22 07:34:59 > Step: 51000 Progress: 25.5% Elapsed: 1 day, 10:19:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.13903 Generator_loss: 5.98846
[INFO] 2021-02-22 07:38:47 > Step: 51100 Progress: 25.6% Elapsed: 1 day, 10:23:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.05935 Generator_loss: 6.17622
[INFO] 2021-02-22 07:42:36 > Step: 51200 Progress: 25.6% Elapsed: 1 day, 10:27:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.9901 Generator_loss: 6.18684
[INFO] 2021-02-22 07:46:43 > Step: 51300 Progress: 25.7% Elapsed: 1 day, 10:31:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.96325 Generator_loss: 6.29019
[INFO] 2021-02-22 07:50:31 > Step: 51400 Progress: 25.7% Elapsed: 1 day, 10:35:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.97326 Generator_loss: 6.42697
[INFO] 2021-02-22 07:54:20 > Step: 51500 Progress: 25.8% Elapsed: 1 day, 10:38:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.13018 Generator_loss: 6.19051
[INFO] 2021-02-22 07:58:09 > Step: 51600 Progress: 25.8% Elapsed: 1 day, 10:42:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.08723 Generator_loss: 6.6899
[INFO] 2021-02-22 08:01:57 > Step: 51700 Progress: 25.9% Elapsed: 1 day, 10:46:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.29569 Generator_loss: 6.02585
[INFO] 2021-02-22 08:05:46 > Step: 51800 Progress: 25.9% Elapsed: 1 day, 10:50:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.03785 Generator_loss: 6.56231
[INFO] 2021-02-22 08:09:35 > Step: 51900 Progress: 25.9% Elapsed: 1 day, 10:54:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.30661 Generator_loss: 5.80565
[INFO] 2021-02-22 08:13:24 > Step: 52000 Progress: 26.0% Elapsed: 1 day, 10:57:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.93423 Generator_loss: 6.46937
[INFO] 2021-02-22 08:17:13 > Step: 52100 Progress: 26.1% Elapsed: 1 day, 11:01:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.05965 Generator_loss: 6.157
[INFO] 2021-02-22 08:21:02 > Step: 52200 Progress: 26.1% Elapsed: 1 day, 11:05:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.17729 Generator_loss: 6.14334
[INFO] 2021-02-22 08:24:51 > Step: 52300 Progress: 26.2% Elapsed: 1 day, 11:09:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.12172 Generator_loss: 5.83164
[INFO] 2021-02-22 08:28:40 > Step: 52400 Progress: 26.2% Elapsed: 1 day, 11:13:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.06141 Generator_loss: 6.00181
[INFO] 2021-02-22 08:32:29 > Step: 52500 Progress: 26.2% Elapsed: 1 day, 11:16:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.32602 Generator_loss: 5.81275
[INFO] 2021-02-22 08:36:22 > Step: 52600 Progress: 26.3% Elapsed: 1 day, 11:20:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.19646 Generator_loss: 6.06332
[INFO] 2021-02-22 08:40:11 > Step: 52700 Progress: 26.4% Elapsed: 1 day, 11:24:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.92909 Generator_loss: 6.43028
[INFO] 2021-02-22 08:44:00 > Step: 52800 Progress: 26.4% Elapsed: 1 day, 11:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.1626 Generator_loss: 6.0889
[INFO] 2021-02-22 08:47:49 > Step: 52900 Progress: 26.5% Elapsed: 1 day, 11:32:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.97494 Generator_loss: 6.50095
[INFO] 2021-02-22 08:51:38 > Step: 53000 Progress: 26.5% Elapsed: 1 day, 11:36:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.04943 Generator_loss: 6.50215
[INFO] 2021-02-22 08:55:27 > Step: 53100 Progress: 26.6% Elapsed: 1 day, 11:39:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.02833 Generator_loss: 6.74061
[INFO] 2021-02-22 08:59:16 > Step: 53200 Progress: 26.6% Elapsed: 1 day, 11:43:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.33408 Generator_loss: 5.37649
[INFO] 2021-02-22 09:03:05 > Step: 53300 Progress: 26.7% Elapsed: 1 day, 11:47:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.07977 Generator_loss: 6.51638
[INFO] 2021-02-22 09:06:54 > Step: 53400 Progress: 26.7% Elapsed: 1 day, 11:51:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.17007 Generator_loss: 6.17957
[INFO] 2021-02-22 09:10:43 > Step: 53500 Progress: 26.8% Elapsed: 1 day, 11:55:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.15196 Generator_loss: 5.97452
[INFO] 2021-02-22 09:14:32 > Step: 53600 Progress: 26.8% Elapsed: 1 day, 11:59:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.20089 Generator_loss: 5.94851
[INFO] 2021-02-22 09:18:20 > Step: 53700 Progress: 26.9% Elapsed: 1 day, 12:02:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.98512 Generator_loss: 6.47826
[INFO] 2021-02-22 09:22:09 > Step: 53800 Progress: 26.9% Elapsed: 1 day, 12:06:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.97317 Generator_loss: 6.27499
[INFO] 2021-02-22 09:25:58 > Step: 53900 Progress: 27.0% Elapsed: 1 day, 12:10:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.04463 Generator_loss: 6.4179
[INFO] 2021-02-22 09:29:47 > Step: 54000 Progress: 27.0% Elapsed: 1 day, 12:14:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.19266 Generator_loss: 6.05346
[INFO] 2021-02-22 09:33:36 > Step: 54100 Progress: 27.1% Elapsed: 1 day, 12:18:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.27231 Generator_loss: 5.99652
[INFO] 2021-02-22 09:37:25 > Step: 54200 Progress: 27.1% Elapsed: 1 day, 12:21:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.9704 Generator_loss: 6.43523
[INFO] 2021-02-22 09:41:14 > Step: 54300 Progress: 27.2% Elapsed: 1 day, 12:25:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.27341 Generator_loss: 5.97461
[INFO] 2021-02-22 09:45:03 > Step: 54400 Progress: 27.2% Elapsed: 1 day, 12:29:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.11706 Generator_loss: 6.07529
[INFO] 2021-02-22 09:48:52 > Step: 54500 Progress: 27.3% Elapsed: 1 day, 12:33:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.1506 Generator_loss: 6.00594
[INFO] 2021-02-22 09:52:41 > Step: 54600 Progress: 27.3% Elapsed: 1 day, 12:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.15432 Generator_loss: 5.97685
[INFO] 2021-02-22 09:56:29 > Step: 54700 Progress: 27.4% Elapsed: 1 day, 12:40:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.99249 Generator_loss: 6.33237
[INFO] 2021-02-22 10:00:18 > Step: 54800 Progress: 27.4% Elapsed: 1 day, 12:44:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.0133 Generator_loss: 6.43999
[INFO] 2021-02-22 10:04:07 > Step: 54900 Progress: 27.5% Elapsed: 1 day, 12:48:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.095 Generator_loss: 6.24829
[INFO] 2021-02-22 10:07:56 > Step: 55000 Progress: 27.5% Elapsed: 1 day, 12:52:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.36692 Generator_loss: 5.99982
[INFO] 2021-02-22 10:11:48 > Step: 55100 Progress: 27.6% Elapsed: 1 day, 12:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.06502 Generator_loss: 6.08699
[INFO] 2021-02-22 10:15:37 > Step: 55200 Progress: 27.6% Elapsed: 1 day, 13:00:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.24713 Generator_loss: 5.93189
[INFO] 2021-02-22 10:19:26 > Step: 55300 Progress: 27.7% Elapsed: 1 day, 13:03:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.02183 Generator_loss: 6.47812
[INFO] 2021-02-22 10:23:15 > Step: 55400 Progress: 27.7% Elapsed: 1 day, 13:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.13189 Generator_loss: 6.03888
[INFO] 2021-02-22 10:27:04 > Step: 55500 Progress: 27.8% Elapsed: 1 day, 13:11:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.04327 Generator_loss: 6.22004
[INFO] 2021-02-22 10:30:53 > Step: 55600 Progress: 27.8% Elapsed: 1 day, 13:15:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.08427 Generator_loss: 5.99502
[INFO] 2021-02-22 10:34:41 > Step: 55700 Progress: 27.9% Elapsed: 1 day, 13:19:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.03427 Generator_loss: 6.0784
[INFO] 2021-02-22 10:38:30 > Step: 55800 Progress: 27.9% Elapsed: 1 day, 13:23:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.98526 Generator_loss: 6.46442
[INFO] 2021-02-22 10:42:18 > Step: 55900 Progress: 28.0% Elapsed: 1 day, 13:26:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.03764 Generator_loss: 6.13631
[INFO] 2021-02-22 10:46:07 > Step: 56000 Progress: 28.0% Elapsed: 1 day, 13:30:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.94919 Generator_loss: 6.49842
[INFO] 2021-02-22 10:49:56 > Step: 56100 Progress: 28.1% Elapsed: 1 day, 13:34:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.00146 Generator_loss: 6.19433
[INFO] 2021-02-22 10:53:44 > Step: 56200 Progress: 28.1% Elapsed: 1 day, 13:38:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.40062 Generator_loss: 6.53825
[INFO] 2021-02-22 10:57:33 > Step: 56300 Progress: 28.1% Elapsed: 1 day, 13:42:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.14335 Generator_loss: 6.08294
[INFO] 2021-02-22 11:01:21 > Step: 56400 Progress: 28.2% Elapsed: 1 day, 13:45:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.12197 Generator_loss: 6.08191
[INFO] 2021-02-22 11:05:12 > Step: 56500 Progress: 28.2% Elapsed: 1 day, 13:49:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.06901 Generator_loss: 6.03618
[INFO] 2021-02-22 11:09:02 > Step: 56600 Progress: 28.3% Elapsed: 1 day, 13:53:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.06672 Generator_loss: 6.2388
[INFO] 2021-02-22 11:12:53 > Step: 56700 Progress: 28.3% Elapsed: 1 day, 13:57:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.09537 Generator_loss: 6.03419
[INFO] 2021-02-22 11:16:44 > Step: 56800 Progress: 28.4% Elapsed: 1 day, 14:01:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.1206 Generator_loss: 5.9855
[INFO] 2021-02-22 11:20:35 > Step: 56900 Progress: 28.4% Elapsed: 1 day, 14:05:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.0056 Generator_loss: 6.48507
[INFO] 2021-02-22 11:24:27 > Step: 57000 Progress: 28.5% Elapsed: 1 day, 14:08:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.01101 Generator_loss: 6.22598
[INFO] 2021-02-22 11:28:18 > Step: 57100 Progress: 28.5% Elapsed: 1 day, 14:12:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.08638 Generator_loss: 6.2052
[INFO] 2021-02-22 11:32:10 > Step: 57200 Progress: 28.6% Elapsed: 1 day, 14:16:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.18087 Generator_loss: 5.92536
[INFO] 2021-02-22 11:36:03 > Step: 57300 Progress: 28.6% Elapsed: 1 day, 14:20:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.0591 Generator_loss: 6.34448
[INFO] 2021-02-22 11:39:55 > Step: 57400 Progress: 28.7% Elapsed: 1 day, 14:24:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.95947 Generator_loss: 6.56313
[INFO] 2021-02-22 11:43:47 > Step: 57500 Progress: 28.7% Elapsed: 1 day, 14:28:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.18985 Generator_loss: 5.9419
[INFO] 2021-02-22 11:47:43 > Step: 57600 Progress: 28.8% Elapsed: 1 day, 14:32:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.07028 Generator_loss: 6.04666
[INFO] 2021-02-22 11:51:36 > Step: 57700 Progress: 28.8% Elapsed: 1 day, 14:36:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.04481 Generator_loss: 6.16732
[INFO] 2021-02-22 11:55:27 > Step: 57800 Progress: 28.9% Elapsed: 1 day, 14:39:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.03923 Generator_loss: 6.63125
[INFO] 2021-02-22 11:59:19 > Step: 57900 Progress: 28.9% Elapsed: 1 day, 14:43:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.11313 Generator_loss: 6.11078
[INFO] 2021-02-22 12:03:12 > Step: 58000 Progress: 29.0% Elapsed: 1 day, 14:47:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.31138 Generator_loss: 6.07956
[INFO] 2021-02-22 12:07:04 > Step: 58100 Progress: 29.0% Elapsed: 1 day, 14:51:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.0702 Generator_loss: 6.04716
[INFO] 2021-02-22 12:10:56 > Step: 58200 Progress: 29.1% Elapsed: 1 day, 14:55:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.02917 Generator_loss: 5.92949
[INFO] 2021-02-22 12:14:48 > Step: 58300 Progress: 29.1% Elapsed: 1 day, 14:59:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.93617 Generator_loss: 6.58612
[INFO] 2021-02-22 12:18:40 > Step: 58400 Progress: 29.2% Elapsed: 1 day, 15:03:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.04221 Generator_loss: 6.63136
[INFO] 2021-02-22 12:22:32 > Step: 58500 Progress: 29.2% Elapsed: 1 day, 15:07:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.0054 Generator_loss: 6.38062
[INFO] 2021-02-22 12:26:24 > Step: 58600 Progress: 29.3% Elapsed: 1 day, 15:10:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.14732 Generator_loss: 6.57346
[INFO] 2021-02-22 12:30:16 > Step: 58700 Progress: 29.3% Elapsed: 1 day, 15:14:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.02654 Generator_loss: 6.37865
[INFO] 2021-02-22 12:34:09 > Step: 58800 Progress: 29.4% Elapsed: 1 day, 15:18:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.24925 Generator_loss: 6.03098
[INFO] 2021-02-22 12:38:01 > Step: 58900 Progress: 29.4% Elapsed: 1 day, 15:22:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.95723 Generator_loss: 6.6306
[INFO] 2021-02-22 12:41:53 > Step: 59000 Progress: 29.5% Elapsed: 1 day, 15:26:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.36617 Generator_loss: 5.85673
[INFO] 2021-02-22 12:45:45 > Step: 59100 Progress: 29.5% Elapsed: 1 day, 15:30:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.94819 Generator_loss: 6.32601
[INFO] 2021-02-22 12:49:37 > Step: 59200 Progress: 29.6% Elapsed: 1 day, 15:34:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.1071 Generator_loss: 6.04245
[INFO] 2021-02-22 12:53:30 > Step: 59300 Progress: 29.6% Elapsed: 1 day, 15:38:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.24542 Generator_loss: 5.81296
[INFO] 2021-02-22 12:57:23 > Step: 59400 Progress: 29.7% Elapsed: 1 day, 15:41:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.00985 Generator_loss: 6.36312
[INFO] 2021-02-22 13:01:15 > Step: 59500 Progress: 29.8% Elapsed: 1 day, 15:45:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.11849 Generator_loss: 6.1307
[INFO] 2021-02-22 13:05:07 > Step: 59600 Progress: 29.8% Elapsed: 1 day, 15:49:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.02994 Generator_loss: 6.1588
[INFO] 2021-02-22 13:08:59 > Step: 59700 Progress: 29.8% Elapsed: 1 day, 15:53:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.08636 Generator_loss: 6.27762
[INFO] 2021-02-22 13:12:52 > Step: 59800 Progress: 29.9% Elapsed: 1 day, 15:57:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.10781 Generator_loss: 6.00397
[INFO] 2021-02-22 13:16:44 > Step: 59900 Progress: 29.9% Elapsed: 1 day, 16:01:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.01234 Generator_loss: 6.31747
[INFO] 2021-02-22 13:20:35 > Step: 60000 Progress: 30.0% Elapsed: 1 day, 16:05:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.01462 Generator_loss: 6.19957
[INFO] 2021-02-22 13:20:35 > Start Evaluation (60000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 13:20:35 > Start Evaluation FID score ...
[INFO] 2021-02-22 13:20:35 > Calculating FID Score....
[INFO] 2021-02-22 13:21:54 > Start Evaluation IS score ...
[INFO] 2021-02-22 13:21:54 > Calculating Inception Score....
[INFO] 2021-02-22 13:22:57 > Start Evaluation F Beta score ...
[INFO] 2021-02-22 13:22:57 > Calculate F_beta Score....
[INFO] 2021-02-22 13:36:21 > Calculate Accuracies....
[INFO] 2021-02-22 13:37:41 > Calculate Accuracies....
[INFO] 2021-02-22 13:44:10 > F_8 score (Step: 60000, Using valid images): 0.580602963511551
[INFO] 2021-02-22 13:44:10 > F_1/8 score (Step: 60000, Using valid images): 0.7150814486269845
[INFO] 2021-02-22 13:44:10 > FID score (Step: 60000, Using valid moments): 60.38544475604181
[INFO] 2021-02-22 13:44:10 > Inception score (Step: 60000, 50000 generated images): 15.345391273498535
[INFO] 2021-02-22 13:44:10 > Best FID score (Step: 60000, Using valid moments): 60.38544475604181
[INFO] 2021-02-22 13:44:19 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 13:48:14 > Step: 60100 Progress: 30.0% Elapsed: 1 day, 16:32:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.02087 Generator_loss: 5.93529
[INFO] 2021-02-22 13:52:05 > Step: 60200 Progress: 30.1% Elapsed: 1 day, 16:36:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.19664 Generator_loss: 6.0798
[INFO] 2021-02-22 13:55:57 > Step: 60300 Progress: 30.1% Elapsed: 1 day, 16:40:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.17831 Generator_loss: 6.01606
[INFO] 2021-02-22 13:59:48 > Step: 60400 Progress: 30.2% Elapsed: 1 day, 16:44:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.07307 Generator_loss: 6.2076
[INFO] 2021-02-22 14:03:59 > Step: 60500 Progress: 30.2% Elapsed: 1 day, 16:48:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.06138 Generator_loss: 6.17557
[INFO] 2021-02-22 14:07:51 > Step: 60600 Progress: 30.3% Elapsed: 1 day, 16:52:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.04362 Generator_loss: 6.40416
[INFO] 2021-02-22 14:11:44 > Step: 60700 Progress: 30.3% Elapsed: 1 day, 16:56:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.24281 Generator_loss: 5.8953
[INFO] 2021-02-22 14:15:36 > Step: 60800 Progress: 30.4% Elapsed: 1 day, 17:00:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.02365 Generator_loss: 6.13938
[INFO] 2021-02-22 14:19:28 > Step: 60900 Progress: 30.4% Elapsed: 1 day, 17:03:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.2079 Generator_loss: 5.79653
[INFO] 2021-02-22 14:23:20 > Step: 61000 Progress: 30.5% Elapsed: 1 day, 17:07:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.0742 Generator_loss: 6.01185
[INFO] 2021-02-22 14:27:13 > Step: 61100 Progress: 30.6% Elapsed: 1 day, 17:11:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.06362 Generator_loss: 6.25461
[INFO] 2021-02-22 14:31:05 > Step: 61200 Progress: 30.6% Elapsed: 1 day, 17:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.0767 Generator_loss: 6.13494
[INFO] 2021-02-22 14:34:58 > Step: 61300 Progress: 30.6% Elapsed: 1 day, 17:19:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.02651 Generator_loss: 6.14857
[INFO] 2021-02-22 14:38:50 > Step: 61400 Progress: 30.7% Elapsed: 1 day, 17:23:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.03478 Generator_loss: 6.51512
[INFO] 2021-02-22 14:42:42 > Step: 61500 Progress: 30.8% Elapsed: 1 day, 17:27:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.1415 Generator_loss: 6.14445
[INFO] 2021-02-22 14:46:35 > Step: 61600 Progress: 30.8% Elapsed: 1 day, 17:31:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.01882 Generator_loss: 6.15265
[INFO] 2021-02-22 14:50:27 > Step: 61700 Progress: 30.9% Elapsed: 1 day, 17:34:57 temperature: 1.0 ada_p: No Discriminator_loss: 7.16094 Generator_loss: 5.91486
[INFO] 2021-02-22 14:54:19 > Step: 61800 Progress: 30.9% Elapsed: 1 day, 17:38:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.04549 Generator_loss: 6.2683
[INFO] 2021-02-22 14:58:10 > Step: 61900 Progress: 30.9% Elapsed: 1 day, 17:42:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.98412 Generator_loss: 6.48826
[INFO] 2021-02-22 15:02:02 > Step: 62000 Progress: 31.0% Elapsed: 1 day, 17:46:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.11212 Generator_loss: 6.06465
[INFO] 2021-02-22 15:05:53 > Step: 62100 Progress: 31.1% Elapsed: 1 day, 17:50:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.95372 Generator_loss: 6.42268
[INFO] 2021-02-22 15:09:44 > Step: 62200 Progress: 31.1% Elapsed: 1 day, 17:54:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.13628 Generator_loss: 6.01807
[INFO] 2021-02-22 15:13:38 > Step: 62300 Progress: 31.1% Elapsed: 1 day, 17:58:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.05635 Generator_loss: 6.26319
[INFO] 2021-02-22 15:17:30 > Step: 62400 Progress: 31.2% Elapsed: 1 day, 18:02:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.01339 Generator_loss: 6.23822
[INFO] 2021-02-22 15:21:22 > Step: 62500 Progress: 31.2% Elapsed: 1 day, 18:05:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.00103 Generator_loss: 6.39918
[INFO] 2021-02-22 15:25:18 > Step: 62600 Progress: 31.3% Elapsed: 1 day, 18:09:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.97998 Generator_loss: 6.26209
[INFO] 2021-02-22 15:29:10 > Step: 62700 Progress: 31.4% Elapsed: 1 day, 18:13:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.00511 Generator_loss: 6.53149
[INFO] 2021-02-22 15:33:02 > Step: 62800 Progress: 31.4% Elapsed: 1 day, 18:17:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.10841 Generator_loss: 6.3155
[INFO] 2021-02-22 15:36:54 > Step: 62900 Progress: 31.4% Elapsed: 1 day, 18:21:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.95776 Generator_loss: 6.27106
[INFO] 2021-02-22 15:40:45 > Step: 63000 Progress: 31.5% Elapsed: 1 day, 18:25:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.1131 Generator_loss: 6.06904
[INFO] 2021-02-22 15:44:36 > Step: 63100 Progress: 31.6% Elapsed: 1 day, 18:29:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.1849 Generator_loss: 6.02514
[INFO] 2021-02-22 15:48:27 > Step: 63200 Progress: 31.6% Elapsed: 1 day, 18:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.9453 Generator_loss: 6.26532
[INFO] 2021-02-22 15:52:18 > Step: 63300 Progress: 31.6% Elapsed: 1 day, 18:36:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.05653 Generator_loss: 6.18351
[INFO] 2021-02-22 15:56:10 > Step: 63400 Progress: 31.7% Elapsed: 1 day, 18:40:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.10892 Generator_loss: 6.04262
[INFO] 2021-02-22 16:00:01 > Step: 63500 Progress: 31.8% Elapsed: 1 day, 18:44:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.09856 Generator_loss: 6.44507
[INFO] 2021-02-22 16:03:53 > Step: 63600 Progress: 31.8% Elapsed: 1 day, 18:48:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.94793 Generator_loss: 6.21656
[INFO] 2021-02-22 16:07:46 > Step: 63700 Progress: 31.9% Elapsed: 1 day, 18:52:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.09282 Generator_loss: 6.05934
[INFO] 2021-02-22 16:11:38 > Step: 63800 Progress: 31.9% Elapsed: 1 day, 18:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.01985 Generator_loss: 6.16901
[INFO] 2021-02-22 16:15:30 > Step: 63900 Progress: 31.9% Elapsed: 1 day, 19:00:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.06293 Generator_loss: 6.18355
[INFO] 2021-02-22 16:19:21 > Step: 64000 Progress: 32.0% Elapsed: 1 day, 19:03:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.01043 Generator_loss: 6.34307
[INFO] 2021-02-22 16:23:12 > Step: 64100 Progress: 32.0% Elapsed: 1 day, 19:07:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.98594 Generator_loss: 6.44038
[INFO] 2021-02-22 16:27:03 > Step: 64200 Progress: 32.1% Elapsed: 1 day, 19:11:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.0333 Generator_loss: 6.15523
[INFO] 2021-02-22 16:30:54 > Step: 64300 Progress: 32.1% Elapsed: 1 day, 19:15:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.92508 Generator_loss: 6.23601
[INFO] 2021-02-22 16:34:46 > Step: 64400 Progress: 32.2% Elapsed: 1 day, 19:19:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.01746 Generator_loss: 5.84882
[INFO] 2021-02-22 16:38:37 > Step: 64500 Progress: 32.2% Elapsed: 1 day, 19:23:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.14181 Generator_loss: 6.16386
[INFO] 2021-02-22 16:42:29 > Step: 64600 Progress: 32.3% Elapsed: 1 day, 19:26:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.23365 Generator_loss: 5.57016
[INFO] 2021-02-22 16:46:21 > Step: 64700 Progress: 32.4% Elapsed: 1 day, 19:30:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.04717 Generator_loss: 6.17993
[INFO] 2021-02-22 16:50:13 > Step: 64800 Progress: 32.4% Elapsed: 1 day, 19:34:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.04249 Generator_loss: 5.89343
[INFO] 2021-02-22 16:54:05 > Step: 64900 Progress: 32.5% Elapsed: 1 day, 19:38:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.04389 Generator_loss: 6.19408
[INFO] 2021-02-22 16:57:57 > Step: 65000 Progress: 32.5% Elapsed: 1 day, 19:42:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.42393 Generator_loss: 5.84119
[INFO] 2021-02-22 17:01:53 > Step: 65100 Progress: 32.6% Elapsed: 1 day, 19:46:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.98968 Generator_loss: 6.41098
[INFO] 2021-02-22 17:05:44 > Step: 65200 Progress: 32.6% Elapsed: 1 day, 19:50:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.95085 Generator_loss: 6.23883
[INFO] 2021-02-22 17:09:35 > Step: 65300 Progress: 32.6% Elapsed: 1 day, 19:54:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.166 Generator_loss: 6.07125
[INFO] 2021-02-22 17:13:27 > Step: 65400 Progress: 32.7% Elapsed: 1 day, 19:57:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.08408 Generator_loss: 5.94584
[INFO] 2021-02-22 17:17:19 > Step: 65500 Progress: 32.8% Elapsed: 1 day, 20:01:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.1091 Generator_loss: 6.09569
[INFO] 2021-02-22 17:21:11 > Step: 65600 Progress: 32.8% Elapsed: 1 day, 20:05:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.91542 Generator_loss: 6.48114
[INFO] 2021-02-22 17:25:03 > Step: 65700 Progress: 32.9% Elapsed: 1 day, 20:09:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.9874 Generator_loss: 6.39021
[INFO] 2021-02-22 17:28:55 > Step: 65800 Progress: 32.9% Elapsed: 1 day, 20:13:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.9616 Generator_loss: 6.31673
[INFO] 2021-02-22 17:32:47 > Step: 65900 Progress: 33.0% Elapsed: 1 day, 20:17:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.13341 Generator_loss: 6.02269
[INFO] 2021-02-22 17:36:39 > Step: 66000 Progress: 33.0% Elapsed: 1 day, 20:21:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.01062 Generator_loss: 6.07063
[INFO] 2021-02-22 17:40:31 > Step: 66100 Progress: 33.1% Elapsed: 1 day, 20:25:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.17103 Generator_loss: 6.02726
[INFO] 2021-02-22 17:44:23 > Step: 66200 Progress: 33.1% Elapsed: 1 day, 20:28:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.94602 Generator_loss: 6.54384
[INFO] 2021-02-22 17:48:15 > Step: 66300 Progress: 33.1% Elapsed: 1 day, 20:32:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.22002 Generator_loss: 5.81684
[INFO] 2021-02-22 17:52:05 > Step: 66400 Progress: 33.2% Elapsed: 1 day, 20:36:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.00967 Generator_loss: 6.16887
[INFO] 2021-02-22 17:55:57 > Step: 66500 Progress: 33.2% Elapsed: 1 day, 20:40:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.01106 Generator_loss: 6.27861
[INFO] 2021-02-22 17:59:49 > Step: 66600 Progress: 33.3% Elapsed: 1 day, 20:44:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.92923 Generator_loss: 6.45368
[INFO] 2021-02-22 18:03:41 > Step: 66700 Progress: 33.4% Elapsed: 1 day, 20:48:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.04997 Generator_loss: 5.87841
[INFO] 2021-02-22 18:07:33 > Step: 66800 Progress: 33.4% Elapsed: 1 day, 20:52:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.25908 Generator_loss: 5.99957
[INFO] 2021-02-22 18:11:25 > Step: 66900 Progress: 33.5% Elapsed: 1 day, 20:55:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.0271 Generator_loss: 6.13902
[INFO] 2021-02-22 18:15:15 > Step: 67000 Progress: 33.5% Elapsed: 1 day, 20:59:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.15851 Generator_loss: 6.01697
[INFO] 2021-02-22 18:19:05 > Step: 67100 Progress: 33.6% Elapsed: 1 day, 21:03:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.03582 Generator_loss: 6.37253
[INFO] 2021-02-22 18:22:57 > Step: 67200 Progress: 33.6% Elapsed: 1 day, 21:07:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.15196 Generator_loss: 6.04485
[INFO] 2021-02-22 18:26:49 > Step: 67300 Progress: 33.7% Elapsed: 1 day, 21:11:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.27865 Generator_loss: 5.83469
[INFO] 2021-02-22 18:30:42 > Step: 67400 Progress: 33.7% Elapsed: 1 day, 21:15:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.06861 Generator_loss: 6.11417
[INFO] 2021-02-22 18:34:33 > Step: 67500 Progress: 33.8% Elapsed: 1 day, 21:19:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.13569 Generator_loss: 5.98584
[INFO] 2021-02-22 18:38:29 > Step: 67600 Progress: 33.8% Elapsed: 1 day, 21:22:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.96016 Generator_loss: 6.65143
[INFO] 2021-02-22 18:42:18 > Step: 67700 Progress: 33.9% Elapsed: 1 day, 21:26:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.14996 Generator_loss: 6.09203
[INFO] 2021-02-22 18:46:11 > Step: 67800 Progress: 33.9% Elapsed: 1 day, 21:30:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.02492 Generator_loss: 6.28857
[INFO] 2021-02-22 18:50:03 > Step: 67900 Progress: 34.0% Elapsed: 1 day, 21:34:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.074 Generator_loss: 5.98781
[INFO] 2021-02-22 18:53:55 > Step: 68000 Progress: 34.0% Elapsed: 1 day, 21:38:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.97398 Generator_loss: 6.32286
[INFO] 2021-02-22 18:57:47 > Step: 68100 Progress: 34.1% Elapsed: 1 day, 21:42:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.30424 Generator_loss: 5.92322
[INFO] 2021-02-22 19:01:39 > Step: 68200 Progress: 34.1% Elapsed: 1 day, 21:46:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.09036 Generator_loss: 6.12119
[INFO] 2021-02-22 19:05:28 > Step: 68300 Progress: 34.2% Elapsed: 1 day, 21:49:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.0027 Generator_loss: 6.07366
[INFO] 2021-02-22 19:09:18 > Step: 68400 Progress: 34.2% Elapsed: 1 day, 21:53:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.00306 Generator_loss: 6.3909
[INFO] 2021-02-22 19:13:10 > Step: 68500 Progress: 34.2% Elapsed: 1 day, 21:57:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.07798 Generator_loss: 6.09009
[INFO] 2021-02-22 19:17:01 > Step: 68600 Progress: 34.3% Elapsed: 1 day, 22:01:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.05154 Generator_loss: 6.063
[INFO] 2021-02-22 19:20:52 > Step: 68700 Progress: 34.4% Elapsed: 1 day, 22:05:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.01097 Generator_loss: 6.21314
[INFO] 2021-02-22 19:24:44 > Step: 68800 Progress: 34.4% Elapsed: 1 day, 22:09:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.09892 Generator_loss: 5.97032
[INFO] 2021-02-22 19:28:36 > Step: 68900 Progress: 34.4% Elapsed: 1 day, 22:13:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.05553 Generator_loss: 6.26956
[INFO] 2021-02-22 19:32:27 > Step: 69000 Progress: 34.5% Elapsed: 1 day, 22:16:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.98984 Generator_loss: 6.39778
[INFO] 2021-02-22 19:36:17 > Step: 69100 Progress: 34.5% Elapsed: 1 day, 22:20:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.97432 Generator_loss: 6.27515
[INFO] 2021-02-22 19:40:08 > Step: 69200 Progress: 34.6% Elapsed: 1 day, 22:24:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.94753 Generator_loss: 6.1465
[INFO] 2021-02-22 19:44:00 > Step: 69300 Progress: 34.6% Elapsed: 1 day, 22:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.28189 Generator_loss: 5.6204
[INFO] 2021-02-22 19:47:52 > Step: 69400 Progress: 34.7% Elapsed: 1 day, 22:32:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.01257 Generator_loss: 6.31947
[INFO] 2021-02-22 19:51:45 > Step: 69500 Progress: 34.8% Elapsed: 1 day, 22:36:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.2111 Generator_loss: 5.9306
[INFO] 2021-02-22 19:55:37 > Step: 69600 Progress: 34.8% Elapsed: 1 day, 22:40:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.98052 Generator_loss: 6.11901
[INFO] 2021-02-22 19:59:28 > Step: 69700 Progress: 34.8% Elapsed: 1 day, 22:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.12434 Generator_loss: 5.98364
[INFO] 2021-02-22 20:03:18 > Step: 69800 Progress: 34.9% Elapsed: 1 day, 22:47:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.04282 Generator_loss: 5.99922
[INFO] 2021-02-22 20:07:10 > Step: 69900 Progress: 34.9% Elapsed: 1 day, 22:51:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.98907 Generator_loss: 6.18781
[INFO] 2021-02-22 20:11:02 > Step: 70000 Progress: 35.0% Elapsed: 1 day, 22:55:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.07796 Generator_loss: 6.19389
[INFO] 2021-02-22 20:11:02 > Start Evaluation (70000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 20:11:02 > Start Evaluation FID score ...
[INFO] 2021-02-22 20:11:02 > Calculating FID Score....
[INFO] 2021-02-22 20:12:20 > Start Evaluation IS score ...
[INFO] 2021-02-22 20:12:20 > Calculating Inception Score....
[INFO] 2021-02-22 20:13:23 > Start Evaluation F Beta score ...
[INFO] 2021-02-22 20:13:23 > Calculate F_beta Score....
[INFO] 2021-02-22 20:27:29 > Calculate Accuracies....
[INFO] 2021-02-22 20:28:48 > Calculate Accuracies....
[INFO] 2021-02-22 20:35:21 > F_8 score (Step: 70000, Using valid images): 0.5493300340333513
[INFO] 2021-02-22 20:35:21 > F_1/8 score (Step: 70000, Using valid images): 0.7079148330028179
[INFO] 2021-02-22 20:35:21 > FID score (Step: 70000, Using valid moments): 62.75621204121188
[INFO] 2021-02-22 20:35:21 > Inception score (Step: 70000, 50000 generated images): 15.645279884338379
[INFO] 2021-02-22 20:35:21 > Best FID score (Step: 60000, Using valid moments): 60.38544475604181
[INFO] 2021-02-22 20:35:25 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-22 20:39:20 > Step: 70100 Progress: 35.0% Elapsed: 1 day, 23:23:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.01168 Generator_loss: 6.28082
[INFO] 2021-02-22 20:43:11 > Step: 70200 Progress: 35.1% Elapsed: 1 day, 23:27:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.01508 Generator_loss: 6.2193
[INFO] 2021-02-22 20:47:01 > Step: 70300 Progress: 35.1% Elapsed: 1 day, 23:31:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.03012 Generator_loss: 6.14338
[INFO] 2021-02-22 20:50:48 > Step: 70400 Progress: 35.2% Elapsed: 1 day, 23:35:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.90132 Generator_loss: 6.41045
[INFO] 2021-02-22 20:54:39 > Step: 70500 Progress: 35.2% Elapsed: 1 day, 23:39:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.18983 Generator_loss: 6.03834
[INFO] 2021-02-22 20:58:29 > Step: 70600 Progress: 35.3% Elapsed: 1 day, 23:42:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.93996 Generator_loss: 6.30489
[INFO] 2021-02-22 21:02:40 > Step: 70700 Progress: 35.4% Elapsed: 1 day, 23:47:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.92518 Generator_loss: 6.36177
[INFO] 2021-02-22 21:06:31 > Step: 70800 Progress: 35.4% Elapsed: 1 day, 23:51:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.96478 Generator_loss: 6.32473
[INFO] 2021-02-22 21:10:23 > Step: 70900 Progress: 35.4% Elapsed: 1 day, 23:54:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.98691 Generator_loss: 6.32561
[INFO] 2021-02-22 21:14:12 > Step: 71000 Progress: 35.5% Elapsed: 1 day, 23:58:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.0385 Generator_loss: 6.34438
[INFO] 2021-02-22 21:18:02 > Step: 71100 Progress: 35.5% Elapsed: 2 days, 0:02:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.01648 Generator_loss: 6.18221
[INFO] 2021-02-22 21:21:53 > Step: 71200 Progress: 35.6% Elapsed: 2 days, 0:06:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.14308 Generator_loss: 5.9936
[INFO] 2021-02-22 21:25:44 > Step: 71300 Progress: 35.6% Elapsed: 2 days, 0:10:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.90273 Generator_loss: 6.42052
[INFO] 2021-02-22 21:29:35 > Step: 71400 Progress: 35.7% Elapsed: 2 days, 0:14:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.13237 Generator_loss: 5.90916
[INFO] 2021-02-22 21:33:26 > Step: 71500 Progress: 35.8% Elapsed: 2 days, 0:17:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.00511 Generator_loss: 6.40525
[INFO] 2021-02-22 21:37:14 > Step: 71600 Progress: 35.8% Elapsed: 2 days, 0:21:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.05125 Generator_loss: 6.12683
[INFO] 2021-02-22 21:41:06 > Step: 71700 Progress: 35.9% Elapsed: 2 days, 0:25:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.02803 Generator_loss: 6.30907
[INFO] 2021-02-22 21:44:56 > Step: 71800 Progress: 35.9% Elapsed: 2 days, 0:29:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.04658 Generator_loss: 6.0927
[INFO] 2021-02-22 21:48:47 > Step: 71900 Progress: 35.9% Elapsed: 2 days, 0:33:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.11583 Generator_loss: 6.13016
[INFO] 2021-02-22 21:52:38 > Step: 72000 Progress: 36.0% Elapsed: 2 days, 0:37:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.01369 Generator_loss: 6.13418
[INFO] 2021-02-22 21:56:28 > Step: 72100 Progress: 36.0% Elapsed: 2 days, 0:40:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.97082 Generator_loss: 6.22012
[INFO] 2021-02-22 22:00:17 > Step: 72200 Progress: 36.1% Elapsed: 2 days, 0:44:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.96939 Generator_loss: 6.31906
[INFO] 2021-02-22 22:04:10 > Step: 72300 Progress: 36.1% Elapsed: 2 days, 0:48:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.02017 Generator_loss: 6.06522
[INFO] 2021-02-22 22:08:02 > Step: 72400 Progress: 36.2% Elapsed: 2 days, 0:52:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.93595 Generator_loss: 6.3322
[INFO] 2021-02-22 22:11:54 > Step: 72500 Progress: 36.2% Elapsed: 2 days, 0:56:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.02258 Generator_loss: 6.02204
[INFO] 2021-02-22 22:15:51 > Step: 72600 Progress: 36.3% Elapsed: 2 days, 1:00:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.85364 Generator_loss: 6.53545
[INFO] 2021-02-22 22:19:43 > Step: 72700 Progress: 36.4% Elapsed: 2 days, 1:04:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.20369 Generator_loss: 5.83993
[INFO] 2021-02-22 22:23:35 > Step: 72800 Progress: 36.4% Elapsed: 2 days, 1:08:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.90157 Generator_loss: 6.31382
[INFO] 2021-02-22 22:27:27 > Step: 72900 Progress: 36.4% Elapsed: 2 days, 1:11:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.93695 Generator_loss: 6.21095
[INFO] 2021-02-22 22:31:19 > Step: 73000 Progress: 36.5% Elapsed: 2 days, 1:15:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.9514 Generator_loss: 6.42915
[INFO] 2021-02-22 22:35:12 > Step: 73100 Progress: 36.5% Elapsed: 2 days, 1:19:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.90313 Generator_loss: 6.2669
[INFO] 2021-02-22 22:39:04 > Step: 73200 Progress: 36.6% Elapsed: 2 days, 1:23:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.28876 Generator_loss: 5.96186
[INFO] 2021-02-22 22:42:55 > Step: 73300 Progress: 36.6% Elapsed: 2 days, 1:27:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.29704 Generator_loss: 5.63542
[INFO] 2021-02-22 22:46:47 > Step: 73400 Progress: 36.7% Elapsed: 2 days, 1:31:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.15202 Generator_loss: 5.95966
[INFO] 2021-02-22 22:50:40 > Step: 73500 Progress: 36.8% Elapsed: 2 days, 1:35:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.02155 Generator_loss: 6.16077
[INFO] 2021-02-22 22:54:32 > Step: 73600 Progress: 36.8% Elapsed: 2 days, 1:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.08617 Generator_loss: 6.10033
[INFO] 2021-02-22 22:58:25 > Step: 73700 Progress: 36.9% Elapsed: 2 days, 1:42:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.99281 Generator_loss: 6.26982
[INFO] 2021-02-22 23:02:17 > Step: 73800 Progress: 36.9% Elapsed: 2 days, 1:46:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.01369 Generator_loss: 6.07752
[INFO] 2021-02-22 23:06:09 > Step: 73900 Progress: 37.0% Elapsed: 2 days, 1:50:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.05151 Generator_loss: 6.09776
[INFO] 2021-02-22 23:10:00 > Step: 74000 Progress: 37.0% Elapsed: 2 days, 1:54:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.95993 Generator_loss: 6.21148
[INFO] 2021-02-22 23:13:52 > Step: 74100 Progress: 37.0% Elapsed: 2 days, 1:58:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.41162 Generator_loss: 5.85084
[INFO] 2021-02-22 23:17:44 > Step: 74200 Progress: 37.1% Elapsed: 2 days, 2:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.0156 Generator_loss: 5.89862
[INFO] 2021-02-22 23:21:35 > Step: 74300 Progress: 37.1% Elapsed: 2 days, 2:06:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.07035 Generator_loss: 6.17651
[INFO] 2021-02-22 23:25:26 > Step: 74400 Progress: 37.2% Elapsed: 2 days, 2:09:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.06915 Generator_loss: 6.48861
[INFO] 2021-02-22 23:29:18 > Step: 74500 Progress: 37.2% Elapsed: 2 days, 2:13:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.02812 Generator_loss: 6.1536
[INFO] 2021-02-22 23:33:10 > Step: 74600 Progress: 37.3% Elapsed: 2 days, 2:17:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.97814 Generator_loss: 6.60488
[INFO] 2021-02-22 23:37:02 > Step: 74700 Progress: 37.4% Elapsed: 2 days, 2:21:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.8989 Generator_loss: 6.20975
[INFO] 2021-02-22 23:40:53 > Step: 74800 Progress: 37.4% Elapsed: 2 days, 2:25:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.93609 Generator_loss: 6.25196
[INFO] 2021-02-22 23:44:44 > Step: 74900 Progress: 37.5% Elapsed: 2 days, 2:29:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.01392 Generator_loss: 6.10067
[INFO] 2021-02-22 23:48:35 > Step: 75000 Progress: 37.5% Elapsed: 2 days, 2:33:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.00554 Generator_loss: 6.13543
[INFO] 2021-02-22 23:52:29 > Step: 75100 Progress: 37.5% Elapsed: 2 days, 2:36:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.02503 Generator_loss: 6.4211
[INFO] 2021-02-22 23:56:21 > Step: 75200 Progress: 37.6% Elapsed: 2 days, 2:40:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.94365 Generator_loss: 6.07166
[INFO] 2021-02-23 00:00:12 > Step: 75300 Progress: 37.6% Elapsed: 2 days, 2:44:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.95317 Generator_loss: 6.28445
[INFO] 2021-02-23 00:04:04 > Step: 75400 Progress: 37.7% Elapsed: 2 days, 2:48:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.0052 Generator_loss: 6.05634
[INFO] 2021-02-23 00:07:56 > Step: 75500 Progress: 37.8% Elapsed: 2 days, 2:52:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.00374 Generator_loss: 6.1575
[INFO] 2021-02-23 00:11:48 > Step: 75600 Progress: 37.8% Elapsed: 2 days, 2:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.97284 Generator_loss: 6.3913
[INFO] 2021-02-23 00:15:40 > Step: 75700 Progress: 37.9% Elapsed: 2 days, 3:00:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.16414 Generator_loss: 5.9308
[INFO] 2021-02-23 00:19:32 > Step: 75800 Progress: 37.9% Elapsed: 2 days, 3:04:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.92423 Generator_loss: 6.30936
[INFO] 2021-02-23 00:23:24 > Step: 75900 Progress: 38.0% Elapsed: 2 days, 3:07:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.1584 Generator_loss: 6.32483
[INFO] 2021-02-23 00:27:17 > Step: 76000 Progress: 38.0% Elapsed: 2 days, 3:11:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.93453 Generator_loss: 6.55047
[INFO] 2021-02-23 00:31:09 > Step: 76100 Progress: 38.0% Elapsed: 2 days, 3:15:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.26382 Generator_loss: 5.88568
[INFO] 2021-02-23 00:35:01 > Step: 76200 Progress: 38.1% Elapsed: 2 days, 3:19:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.96302 Generator_loss: 6.00606
[INFO] 2021-02-23 00:38:54 > Step: 76300 Progress: 38.1% Elapsed: 2 days, 3:23:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.05491 Generator_loss: 6.05819
[INFO] 2021-02-23 00:42:46 > Step: 76400 Progress: 38.2% Elapsed: 2 days, 3:27:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.93503 Generator_loss: 6.22977
[INFO] 2021-02-23 00:46:38 > Step: 76500 Progress: 38.2% Elapsed: 2 days, 3:31:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.09206 Generator_loss: 6.00908
[INFO] 2021-02-23 00:50:31 > Step: 76600 Progress: 38.3% Elapsed: 2 days, 3:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.97503 Generator_loss: 6.22783
[INFO] 2021-02-23 00:54:23 > Step: 76700 Progress: 38.4% Elapsed: 2 days, 3:38:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.92132 Generator_loss: 6.56514
[INFO] 2021-02-23 00:58:15 > Step: 76800 Progress: 38.4% Elapsed: 2 days, 3:42:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.06744 Generator_loss: 5.88638
[INFO] 2021-02-23 01:02:06 > Step: 76900 Progress: 38.5% Elapsed: 2 days, 3:46:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.04441 Generator_loss: 6.26089
[INFO] 2021-02-23 01:05:58 > Step: 77000 Progress: 38.5% Elapsed: 2 days, 3:50:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.99399 Generator_loss: 6.31561
[INFO] 2021-02-23 01:09:48 > Step: 77100 Progress: 38.6% Elapsed: 2 days, 3:54:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.1192 Generator_loss: 6.12228
[INFO] 2021-02-23 01:13:40 > Step: 77200 Progress: 38.6% Elapsed: 2 days, 3:58:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.99583 Generator_loss: 6.26678
[INFO] 2021-02-23 01:17:32 > Step: 77300 Progress: 38.6% Elapsed: 2 days, 4:02:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.05303 Generator_loss: 6.08813
[INFO] 2021-02-23 01:21:24 > Step: 77400 Progress: 38.7% Elapsed: 2 days, 4:05:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.98712 Generator_loss: 6.39833
[INFO] 2021-02-23 01:25:16 > Step: 77500 Progress: 38.8% Elapsed: 2 days, 4:09:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.91082 Generator_loss: 6.35902
[INFO] 2021-02-23 01:29:12 > Step: 77600 Progress: 38.8% Elapsed: 2 days, 4:13:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.28513 Generator_loss: 5.73728
[INFO] 2021-02-23 01:33:04 > Step: 77700 Progress: 38.9% Elapsed: 2 days, 4:17:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.99686 Generator_loss: 6.14862
[INFO] 2021-02-23 01:36:56 > Step: 77800 Progress: 38.9% Elapsed: 2 days, 4:21:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.93689 Generator_loss: 6.20302
[INFO] 2021-02-23 01:40:48 > Step: 77900 Progress: 39.0% Elapsed: 2 days, 4:25:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.98237 Generator_loss: 5.87737
[INFO] 2021-02-23 01:44:40 > Step: 78000 Progress: 39.0% Elapsed: 2 days, 4:29:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.96725 Generator_loss: 6.43768
[INFO] 2021-02-23 01:48:32 > Step: 78100 Progress: 39.1% Elapsed: 2 days, 4:33:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.9972 Generator_loss: 6.14867
[INFO] 2021-02-23 01:52:25 > Step: 78200 Progress: 39.1% Elapsed: 2 days, 4:36:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.01012 Generator_loss: 6.35257
[INFO] 2021-02-23 01:56:17 > Step: 78300 Progress: 39.1% Elapsed: 2 days, 4:40:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.9827 Generator_loss: 6.1059
[INFO] 2021-02-23 02:00:09 > Step: 78400 Progress: 39.2% Elapsed: 2 days, 4:44:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.05167 Generator_loss: 6.13607
[INFO] 2021-02-23 02:04:01 > Step: 78500 Progress: 39.2% Elapsed: 2 days, 4:48:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.07889 Generator_loss: 5.91437
[INFO] 2021-02-23 02:07:53 > Step: 78600 Progress: 39.3% Elapsed: 2 days, 4:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.12428 Generator_loss: 6.00526
[INFO] 2021-02-23 02:11:45 > Step: 78700 Progress: 39.4% Elapsed: 2 days, 4:56:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.05424 Generator_loss: 6.15237
[INFO] 2021-02-23 02:15:37 > Step: 78800 Progress: 39.4% Elapsed: 2 days, 5:00:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.93702 Generator_loss: 6.29626
[INFO] 2021-02-23 02:19:29 > Step: 78900 Progress: 39.5% Elapsed: 2 days, 5:03:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.98731 Generator_loss: 6.17601
[INFO] 2021-02-23 02:23:22 > Step: 79000 Progress: 39.5% Elapsed: 2 days, 5:07:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.0343 Generator_loss: 6.04482
[INFO] 2021-02-23 02:27:13 > Step: 79100 Progress: 39.6% Elapsed: 2 days, 5:11:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.97674 Generator_loss: 6.12165
[INFO] 2021-02-23 02:31:06 > Step: 79200 Progress: 39.6% Elapsed: 2 days, 5:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.01402 Generator_loss: 6.21979
[INFO] 2021-02-23 02:34:58 > Step: 79300 Progress: 39.6% Elapsed: 2 days, 5:19:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.18312 Generator_loss: 5.95122
[INFO] 2021-02-23 02:38:50 > Step: 79400 Progress: 39.7% Elapsed: 2 days, 5:23:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.99477 Generator_loss: 6.4003
[INFO] 2021-02-23 02:42:42 > Step: 79500 Progress: 39.8% Elapsed: 2 days, 5:27:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.93962 Generator_loss: 6.54064
[INFO] 2021-02-23 02:46:33 > Step: 79600 Progress: 39.8% Elapsed: 2 days, 5:31:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.14351 Generator_loss: 5.99372
[INFO] 2021-02-23 02:50:25 > Step: 79700 Progress: 39.9% Elapsed: 2 days, 5:34:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.03227 Generator_loss: 6.07628
[INFO] 2021-02-23 02:54:17 > Step: 79800 Progress: 39.9% Elapsed: 2 days, 5:38:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.09841 Generator_loss: 5.76655
[INFO] 2021-02-23 02:58:09 > Step: 79900 Progress: 40.0% Elapsed: 2 days, 5:42:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.92225 Generator_loss: 6.46483
[INFO] 2021-02-23 03:02:01 > Step: 80000 Progress: 40.0% Elapsed: 2 days, 5:46:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.93722 Generator_loss: 6.45335
[INFO] 2021-02-23 03:02:01 > Start Evaluation (80000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-23 03:02:01 > Start Evaluation FID score ...
[INFO] 2021-02-23 03:02:01 > Calculating FID Score....
[INFO] 2021-02-23 03:03:19 > Start Evaluation IS score ...
[INFO] 2021-02-23 03:03:19 > Calculating Inception Score....
[INFO] 2021-02-23 03:04:21 > Start Evaluation F Beta score ...
[INFO] 2021-02-23 03:04:21 > Calculate F_beta Score....
[INFO] 2021-02-23 03:18:59 > Calculate Accuracies....
[INFO] 2021-02-23 03:20:19 > Calculate Accuracies....
[INFO] 2021-02-23 03:26:48 > F_8 score (Step: 80000, Using valid images): 0.590745360974391
[INFO] 2021-02-23 03:26:48 > F_1/8 score (Step: 80000, Using valid images): 0.6629399337189412
[INFO] 2021-02-23 03:26:48 > FID score (Step: 80000, Using valid moments): 70.24895783259228
[INFO] 2021-02-23 03:26:48 > Inception score (Step: 80000, 50000 generated images): 15.23951530456543
[INFO] 2021-02-23 03:26:48 > Best FID score (Step: 60000, Using valid moments): 60.38544475604181
[INFO] 2021-02-23 03:26:53 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-23 03:30:47 > Step: 80100 Progress: 40.1% Elapsed: 2 days, 6:15:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.12802 Generator_loss: 5.85555
[INFO] 2021-02-23 03:34:38 > Step: 80200 Progress: 40.1% Elapsed: 2 days, 6:19:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.03082 Generator_loss: 6.17064
[INFO] 2021-02-23 03:38:30 > Step: 80300 Progress: 40.2% Elapsed: 2 days, 6:22:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.02789 Generator_loss: 6.19102
[INFO] 2021-02-23 03:42:50 > Step: 80400 Progress: 40.2% Elapsed: 2 days, 6:27:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.03155 Generator_loss: 5.96624
[INFO] 2021-02-23 03:46:42 > Step: 80500 Progress: 40.2% Elapsed: 2 days, 6:31:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.04514 Generator_loss: 6.05144
[INFO] 2021-02-23 03:50:33 > Step: 80600 Progress: 40.3% Elapsed: 2 days, 6:35:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.09615 Generator_loss: 5.92148
[INFO] 2021-02-23 03:54:25 > Step: 80700 Progress: 40.4% Elapsed: 2 days, 6:38:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.08664 Generator_loss: 5.97665
[INFO] 2021-02-23 03:58:17 > Step: 80800 Progress: 40.4% Elapsed: 2 days, 6:42:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.96753 Generator_loss: 6.06437
[INFO] 2021-02-23 04:02:09 > Step: 80900 Progress: 40.5% Elapsed: 2 days, 6:46:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.91152 Generator_loss: 6.17383
[INFO] 2021-02-23 04:06:01 > Step: 81000 Progress: 40.5% Elapsed: 2 days, 6:50:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.38659 Generator_loss: 5.89584
[INFO] 2021-02-23 04:09:52 > Step: 81100 Progress: 40.6% Elapsed: 2 days, 6:54:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.99123 Generator_loss: 6.30572
[INFO] 2021-02-23 04:13:44 > Step: 81200 Progress: 40.6% Elapsed: 2 days, 6:58:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.89921 Generator_loss: 6.43385
[INFO] 2021-02-23 04:17:36 > Step: 81300 Progress: 40.6% Elapsed: 2 days, 7:02:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.04368 Generator_loss: 6.26267
[INFO] 2021-02-23 04:21:28 > Step: 81400 Progress: 40.7% Elapsed: 2 days, 7:05:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.95699 Generator_loss: 5.9941
[INFO] 2021-02-23 04:25:19 > Step: 81500 Progress: 40.8% Elapsed: 2 days, 7:09:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.98642 Generator_loss: 6.01332
[INFO] 2021-02-23 04:29:11 > Step: 81600 Progress: 40.8% Elapsed: 2 days, 7:13:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.91008 Generator_loss: 5.96699
[INFO] 2021-02-23 04:33:03 > Step: 81700 Progress: 40.8% Elapsed: 2 days, 7:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 7.05937 Generator_loss: 7.30047
[INFO] 2021-02-23 04:36:56 > Step: 81800 Progress: 40.9% Elapsed: 2 days, 7:21:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.98307 Generator_loss: 6.04989
[INFO] 2021-02-23 04:40:48 > Step: 81900 Progress: 40.9% Elapsed: 2 days, 7:25:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.8993 Generator_loss: 6.24911
[INFO] 2021-02-23 04:44:40 > Step: 82000 Progress: 41.0% Elapsed: 2 days, 7:29:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.91936 Generator_loss: 6.32828
[INFO] 2021-02-23 04:48:32 > Step: 82100 Progress: 41.0% Elapsed: 2 days, 7:33:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.90865 Generator_loss: 6.25694
[INFO] 2021-02-23 04:52:24 > Step: 82200 Progress: 41.1% Elapsed: 2 days, 7:36:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.86995 Generator_loss: 6.34107
[INFO] 2021-02-23 04:56:16 > Step: 82300 Progress: 41.1% Elapsed: 2 days, 7:40:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.92027 Generator_loss: 6.32026
[INFO] 2021-02-23 05:00:08 > Step: 82400 Progress: 41.2% Elapsed: 2 days, 7:44:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.27168 Generator_loss: 5.76058
[INFO] 2021-02-23 05:04:00 > Step: 82500 Progress: 41.2% Elapsed: 2 days, 7:48:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.09888 Generator_loss: 5.80072
[INFO] 2021-02-23 05:07:56 > Step: 82600 Progress: 41.3% Elapsed: 2 days, 7:52:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.96612 Generator_loss: 5.9952
[INFO] 2021-02-23 05:11:49 > Step: 82700 Progress: 41.3% Elapsed: 2 days, 7:56:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.9517 Generator_loss: 6.13932
[INFO] 2021-02-23 05:15:41 > Step: 82800 Progress: 41.4% Elapsed: 2 days, 8:00:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.94959 Generator_loss: 6.38071
[INFO] 2021-02-23 05:19:33 > Step: 82900 Progress: 41.4% Elapsed: 2 days, 8:04:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.92685 Generator_loss: 6.13424
[INFO] 2021-02-23 05:23:25 > Step: 83000 Progress: 41.5% Elapsed: 2 days, 8:07:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.89432 Generator_loss: 6.28593
[INFO] 2021-02-23 05:27:18 > Step: 83100 Progress: 41.5% Elapsed: 2 days, 8:11:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.91877 Generator_loss: 6.05528
[INFO] 2021-02-23 05:31:10 > Step: 83200 Progress: 41.6% Elapsed: 2 days, 8:15:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.9419 Generator_loss: 6.19452
[INFO] 2021-02-23 05:35:02 > Step: 83300 Progress: 41.6% Elapsed: 2 days, 8:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.06151 Generator_loss: 6.23643
[INFO] 2021-02-23 05:38:54 > Step: 83400 Progress: 41.7% Elapsed: 2 days, 8:23:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.02092 Generator_loss: 6.09857
[INFO] 2021-02-23 05:42:46 > Step: 83500 Progress: 41.8% Elapsed: 2 days, 8:27:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.95719 Generator_loss: 6.11144
[INFO] 2021-02-23 05:46:38 > Step: 83600 Progress: 41.8% Elapsed: 2 days, 8:31:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.02355 Generator_loss: 6.10075
[INFO] 2021-02-23 05:50:31 > Step: 83700 Progress: 41.9% Elapsed: 2 days, 8:35:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.96006 Generator_loss: 6.11531
[INFO] 2021-02-23 05:54:23 > Step: 83800 Progress: 41.9% Elapsed: 2 days, 8:38:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.93593 Generator_loss: 6.1885
[INFO] 2021-02-23 05:58:15 > Step: 83900 Progress: 41.9% Elapsed: 2 days, 8:42:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.12085 Generator_loss: 6.17301
[INFO] 2021-02-23 06:02:07 > Step: 84000 Progress: 42.0% Elapsed: 2 days, 8:46:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.88247 Generator_loss: 6.14279
[INFO] 2021-02-23 06:05:59 > Step: 84100 Progress: 42.0% Elapsed: 2 days, 8:50:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.92109 Generator_loss: 6.18184
[INFO] 2021-02-23 06:09:51 > Step: 84200 Progress: 42.1% Elapsed: 2 days, 8:54:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.99584 Generator_loss: 6.09069
[INFO] 2021-02-23 06:13:43 > Step: 84300 Progress: 42.1% Elapsed: 2 days, 8:58:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.95446 Generator_loss: 6.1585
[INFO] 2021-02-23 06:17:35 > Step: 84400 Progress: 42.2% Elapsed: 2 days, 9:02:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.99586 Generator_loss: 6.06261
[INFO] 2021-02-23 06:21:28 > Step: 84500 Progress: 42.2% Elapsed: 2 days, 9:05:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.97253 Generator_loss: 5.97281
[INFO] 2021-02-23 06:25:19 > Step: 84600 Progress: 42.3% Elapsed: 2 days, 9:09:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.94804 Generator_loss: 6.32452
[INFO] 2021-02-23 06:29:11 > Step: 84700 Progress: 42.4% Elapsed: 2 days, 9:13:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.96267 Generator_loss: 6.12388
[INFO] 2021-02-23 06:33:03 > Step: 84800 Progress: 42.4% Elapsed: 2 days, 9:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.9246 Generator_loss: 6.14888
[INFO] 2021-02-23 06:36:55 > Step: 84900 Progress: 42.4% Elapsed: 2 days, 9:21:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.0094 Generator_loss: 5.92977
[INFO] 2021-02-23 06:40:47 > Step: 85000 Progress: 42.5% Elapsed: 2 days, 9:25:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.88913 Generator_loss: 6.21602
[INFO] 2021-02-23 06:44:44 > Step: 85100 Progress: 42.5% Elapsed: 2 days, 9:29:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.01578 Generator_loss: 5.96113
[INFO] 2021-02-23 06:48:36 > Step: 85200 Progress: 42.6% Elapsed: 2 days, 9:33:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.88819 Generator_loss: 6.34579
[INFO] 2021-02-23 06:52:28 > Step: 85300 Progress: 42.6% Elapsed: 2 days, 9:36:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.2255 Generator_loss: 5.81584
[INFO] 2021-02-23 06:56:20 > Step: 85400 Progress: 42.7% Elapsed: 2 days, 9:40:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.89642 Generator_loss: 6.087
[INFO] 2021-02-23 07:00:13 > Step: 85500 Progress: 42.8% Elapsed: 2 days, 9:44:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.99426 Generator_loss: 6.01796
[INFO] 2021-02-23 07:04:05 > Step: 85600 Progress: 42.8% Elapsed: 2 days, 9:48:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.90401 Generator_loss: 6.34513
[INFO] 2021-02-23 07:07:56 > Step: 85700 Progress: 42.9% Elapsed: 2 days, 9:52:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.88898 Generator_loss: 6.17619
[INFO] 2021-02-23 07:11:48 > Step: 85800 Progress: 42.9% Elapsed: 2 days, 9:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.98845 Generator_loss: 6.31489
[INFO] 2021-02-23 07:15:40 > Step: 85900 Progress: 43.0% Elapsed: 2 days, 10:00:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.05083 Generator_loss: 6.10117
[INFO] 2021-02-23 07:19:32 > Step: 86000 Progress: 43.0% Elapsed: 2 days, 10:04:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.9708 Generator_loss: 6.31987
[INFO] 2021-02-23 07:23:24 > Step: 86100 Progress: 43.0% Elapsed: 2 days, 10:07:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.93352 Generator_loss: 6.38631
[INFO] 2021-02-23 07:27:16 > Step: 86200 Progress: 43.1% Elapsed: 2 days, 10:11:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.8922 Generator_loss: 6.24443
[INFO] 2021-02-23 07:31:08 > Step: 86300 Progress: 43.1% Elapsed: 2 days, 10:15:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.03252 Generator_loss: 6.10018
[INFO] 2021-02-23 07:35:00 > Step: 86400 Progress: 43.2% Elapsed: 2 days, 10:19:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.99069 Generator_loss: 6.10178
[INFO] 2021-02-23 07:38:52 > Step: 86500 Progress: 43.2% Elapsed: 2 days, 10:23:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.98235 Generator_loss: 6.03568
[INFO] 2021-02-23 07:42:43 > Step: 86600 Progress: 43.3% Elapsed: 2 days, 10:27:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.97119 Generator_loss: 6.01332
[INFO] 2021-02-23 07:46:34 > Step: 86700 Progress: 43.4% Elapsed: 2 days, 10:31:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.10057 Generator_loss: 5.9905
[INFO] 2021-02-23 07:50:25 > Step: 86800 Progress: 43.4% Elapsed: 2 days, 10:34:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.98186 Generator_loss: 6.09732
[INFO] 2021-02-23 07:54:16 > Step: 86900 Progress: 43.5% Elapsed: 2 days, 10:38:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.91195 Generator_loss: 6.07098
[INFO] 2021-02-23 07:58:07 > Step: 87000 Progress: 43.5% Elapsed: 2 days, 10:42:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.86943 Generator_loss: 6.3823
[INFO] 2021-02-23 08:01:58 > Step: 87100 Progress: 43.5% Elapsed: 2 days, 10:46:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.98351 Generator_loss: 5.95181
[INFO] 2021-02-23 08:05:50 > Step: 87200 Progress: 43.6% Elapsed: 2 days, 10:50:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.91358 Generator_loss: 6.14978
[INFO] 2021-02-23 08:09:43 > Step: 87300 Progress: 43.6% Elapsed: 2 days, 10:54:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.86473 Generator_loss: 6.18694
[INFO] 2021-02-23 08:13:35 > Step: 87400 Progress: 43.7% Elapsed: 2 days, 10:58:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.92522 Generator_loss: 6.14904
[INFO] 2021-02-23 08:17:27 > Step: 87500 Progress: 43.8% Elapsed: 2 days, 11:01:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.9944 Generator_loss: 6.40017
[INFO] 2021-02-23 08:21:22 > Step: 87600 Progress: 43.8% Elapsed: 2 days, 11:05:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.00698 Generator_loss: 6.01792
[INFO] 2021-02-23 08:25:15 > Step: 87700 Progress: 43.9% Elapsed: 2 days, 11:09:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.89839 Generator_loss: 6.03368
[INFO] 2021-02-23 08:29:07 > Step: 87800 Progress: 43.9% Elapsed: 2 days, 11:13:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.9016 Generator_loss: 6.37994
[INFO] 2021-02-23 08:32:59 > Step: 87900 Progress: 44.0% Elapsed: 2 days, 11:17:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.88697 Generator_loss: 6.06352
[INFO] 2021-02-23 08:36:51 > Step: 88000 Progress: 44.0% Elapsed: 2 days, 11:21:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.9155 Generator_loss: 6.20347
[INFO] 2021-02-23 08:40:43 > Step: 88100 Progress: 44.0% Elapsed: 2 days, 11:25:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.94417 Generator_loss: 6.18961
[INFO] 2021-02-23 08:44:36 > Step: 88200 Progress: 44.1% Elapsed: 2 days, 11:29:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.01876 Generator_loss: 5.92301
[INFO] 2021-02-23 08:48:28 > Step: 88300 Progress: 44.1% Elapsed: 2 days, 11:32:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.85899 Generator_loss: 6.26162
[INFO] 2021-02-23 08:52:20 > Step: 88400 Progress: 44.2% Elapsed: 2 days, 11:36:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.045 Generator_loss: 5.92607
[INFO] 2021-02-23 08:56:12 > Step: 88500 Progress: 44.2% Elapsed: 2 days, 11:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.88602 Generator_loss: 6.05301
[INFO] 2021-02-23 09:00:02 > Step: 88600 Progress: 44.3% Elapsed: 2 days, 11:44:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.89507 Generator_loss: 6.40207
[INFO] 2021-02-23 09:03:54 > Step: 88700 Progress: 44.4% Elapsed: 2 days, 11:48:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.83741 Generator_loss: 6.22803
[INFO] 2021-02-23 09:07:45 > Step: 88800 Progress: 44.4% Elapsed: 2 days, 11:52:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.97426 Generator_loss: 6.20987
[INFO] 2021-02-23 09:11:36 > Step: 88900 Progress: 44.5% Elapsed: 2 days, 11:56:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.8976 Generator_loss: 6.26204
[INFO] 2021-02-23 09:15:27 > Step: 89000 Progress: 44.5% Elapsed: 2 days, 11:59:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.92757 Generator_loss: 6.13161
[INFO] 2021-02-23 09:19:19 > Step: 89100 Progress: 44.5% Elapsed: 2 days, 12:03:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.96441 Generator_loss: 6.05318
[INFO] 2021-02-23 09:23:11 > Step: 89200 Progress: 44.6% Elapsed: 2 days, 12:07:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.99622 Generator_loss: 6.0512
[INFO] 2021-02-23 09:27:03 > Step: 89300 Progress: 44.6% Elapsed: 2 days, 12:11:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.86266 Generator_loss: 6.1296
[INFO] 2021-02-23 09:30:55 > Step: 89400 Progress: 44.7% Elapsed: 2 days, 12:15:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.86114 Generator_loss: 6.21185
[INFO] 2021-02-23 09:34:48 > Step: 89500 Progress: 44.8% Elapsed: 2 days, 12:19:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.94148 Generator_loss: 5.97761
[INFO] 2021-02-23 09:38:40 > Step: 89600 Progress: 44.8% Elapsed: 2 days, 12:23:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.88568 Generator_loss: 6.18203
[INFO] 2021-02-23 09:42:33 > Step: 89700 Progress: 44.9% Elapsed: 2 days, 12:27:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.93721 Generator_loss: 6.13719
[INFO] 2021-02-23 09:46:25 > Step: 89800 Progress: 44.9% Elapsed: 2 days, 12:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.88539 Generator_loss: 6.20645
[INFO] 2021-02-23 09:50:17 > Step: 89900 Progress: 45.0% Elapsed: 2 days, 12:34:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.92238 Generator_loss: 6.0885
[INFO] 2021-02-23 09:54:09 > Step: 90000 Progress: 45.0% Elapsed: 2 days, 12:38:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.84563 Generator_loss: 6.06762
[INFO] 2021-02-23 09:54:09 > Start Evaluation (90000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-23 09:54:09 > Start Evaluation FID score ...
[INFO] 2021-02-23 09:54:09 > Calculating FID Score....
[INFO] 2021-02-23 09:55:29 > Start Evaluation IS score ...
[INFO] 2021-02-23 09:55:29 > Calculating Inception Score....
[INFO] 2021-02-23 09:56:31 > Start Evaluation F Beta score ...
[INFO] 2021-02-23 09:56:31 > Calculate F_beta Score....
[INFO] 2021-02-23 10:10:48 > Calculate Accuracies....
[INFO] 2021-02-23 10:12:08 > Calculate Accuracies....
[INFO] 2021-02-23 10:18:43 > F_8 score (Step: 90000, Using valid images): 0.5547686321634491
[INFO] 2021-02-23 10:18:43 > F_1/8 score (Step: 90000, Using valid images): 0.5658219612974544
[INFO] 2021-02-23 10:18:43 > FID score (Step: 90000, Using valid moments): 83.86185976555566
[INFO] 2021-02-23 10:18:43 > Inception score (Step: 90000, 50000 generated images): 15.04889965057373
[INFO] 2021-02-23 10:18:43 > Best FID score (Step: 60000, Using valid moments): 60.38544475604181
[INFO] 2021-02-23 10:18:47 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-23 10:22:41 > Step: 90100 Progress: 45.1% Elapsed: 2 days, 13:07:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.81646 Generator_loss: 6.19829
[INFO] 2021-02-23 10:26:32 > Step: 90200 Progress: 45.1% Elapsed: 2 days, 13:11:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.84779 Generator_loss: 6.20781
[INFO] 2021-02-23 10:30:23 > Step: 90300 Progress: 45.1% Elapsed: 2 days, 13:14:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.94972 Generator_loss: 6.11874
[INFO] 2021-02-23 10:34:13 > Step: 90400 Progress: 45.2% Elapsed: 2 days, 13:18:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.9034 Generator_loss: 6.33127
[INFO] 2021-02-23 10:38:04 > Step: 90500 Progress: 45.2% Elapsed: 2 days, 13:22:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.97582 Generator_loss: 6.1413
[INFO] 2021-02-23 10:41:54 > Step: 90600 Progress: 45.3% Elapsed: 2 days, 13:26:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.95446 Generator_loss: 6.31812
[INFO] 2021-02-23 10:45:45 > Step: 90700 Progress: 45.4% Elapsed: 2 days, 13:30:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.88549 Generator_loss: 6.26355
[INFO] 2021-02-23 10:49:36 > Step: 90800 Progress: 45.4% Elapsed: 2 days, 13:34:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.90624 Generator_loss: 6.31631
[INFO] 2021-02-23 10:53:26 > Step: 90900 Progress: 45.5% Elapsed: 2 days, 13:37:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.87333 Generator_loss: 6.22297
[INFO] 2021-02-23 10:57:18 > Step: 91000 Progress: 45.5% Elapsed: 2 days, 13:41:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.90147 Generator_loss: 6.14487
[INFO] 2021-02-23 11:01:09 > Step: 91100 Progress: 45.6% Elapsed: 2 days, 13:45:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.86412 Generator_loss: 6.55526
[INFO] 2021-02-23 11:05:00 > Step: 91200 Progress: 45.6% Elapsed: 2 days, 13:49:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.8981 Generator_loss: 6.38319
[INFO] 2021-02-23 11:08:49 > Step: 91300 Progress: 45.6% Elapsed: 2 days, 13:53:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.92991 Generator_loss: 6.42892
[INFO] 2021-02-23 11:12:39 > Step: 91400 Progress: 45.7% Elapsed: 2 days, 13:57:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.9356 Generator_loss: 6.26071
[INFO] 2021-02-23 11:16:28 > Step: 91500 Progress: 45.8% Elapsed: 2 days, 14:00:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.96373 Generator_loss: 6.02793
[INFO] 2021-02-23 11:20:17 > Step: 91600 Progress: 45.8% Elapsed: 2 days, 14:04:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.95108 Generator_loss: 6.14298
[INFO] 2021-02-23 11:24:07 > Step: 91700 Progress: 45.9% Elapsed: 2 days, 14:08:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.9046 Generator_loss: 6.23153
[INFO] 2021-02-23 11:28:24 > Step: 91800 Progress: 45.9% Elapsed: 2 days, 14:12:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.95753 Generator_loss: 6.16701
[INFO] 2021-02-23 11:32:16 > Step: 91900 Progress: 46.0% Elapsed: 2 days, 14:16:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.89926 Generator_loss: 6.30553
[INFO] 2021-02-23 11:36:07 > Step: 92000 Progress: 46.0% Elapsed: 2 days, 14:20:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.00258 Generator_loss: 6.0485
[INFO] 2021-02-23 11:39:58 > Step: 92100 Progress: 46.1% Elapsed: 2 days, 14:24:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.90375 Generator_loss: 6.44369
[INFO] 2021-02-23 11:43:50 > Step: 92200 Progress: 46.1% Elapsed: 2 days, 14:28:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.87471 Generator_loss: 6.15186
[INFO] 2021-02-23 11:47:42 > Step: 92300 Progress: 46.2% Elapsed: 2 days, 14:32:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.86764 Generator_loss: 6.1878
[INFO] 2021-02-23 11:51:34 > Step: 92400 Progress: 46.2% Elapsed: 2 days, 14:36:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.8478 Generator_loss: 6.13844
[INFO] 2021-02-23 11:55:26 > Step: 92500 Progress: 46.2% Elapsed: 2 days, 14:39:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.89801 Generator_loss: 6.35556
[INFO] 2021-02-23 11:59:22 > Step: 92600 Progress: 46.3% Elapsed: 2 days, 14:43:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.89809 Generator_loss: 6.21341
[INFO] 2021-02-23 12:03:14 > Step: 92700 Progress: 46.4% Elapsed: 2 days, 14:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.99707 Generator_loss: 5.96754
[INFO] 2021-02-23 12:07:04 > Step: 92800 Progress: 46.4% Elapsed: 2 days, 14:51:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.08925 Generator_loss: 5.67382
[INFO] 2021-02-23 12:10:55 > Step: 92900 Progress: 46.5% Elapsed: 2 days, 14:55:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.87846 Generator_loss: 6.22993
[INFO] 2021-02-23 12:14:46 > Step: 93000 Progress: 46.5% Elapsed: 2 days, 14:59:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.89065 Generator_loss: 6.25527
[INFO] 2021-02-23 12:18:37 > Step: 93100 Progress: 46.6% Elapsed: 2 days, 15:03:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.03761 Generator_loss: 5.97115
[INFO] 2021-02-23 12:22:30 > Step: 93200 Progress: 46.6% Elapsed: 2 days, 15:06:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.89161 Generator_loss: 6.37566
[INFO] 2021-02-23 12:26:22 > Step: 93300 Progress: 46.7% Elapsed: 2 days, 15:10:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.89254 Generator_loss: 6.34416
[INFO] 2021-02-23 12:30:16 > Step: 93400 Progress: 46.7% Elapsed: 2 days, 15:14:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.92871 Generator_loss: 6.13108
[INFO] 2021-02-23 12:34:09 > Step: 93500 Progress: 46.8% Elapsed: 2 days, 15:18:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.90882 Generator_loss: 6.18076
[INFO] 2021-02-23 12:38:02 > Step: 93600 Progress: 46.8% Elapsed: 2 days, 15:22:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.8687 Generator_loss: 6.37932
[INFO] 2021-02-23 12:41:55 > Step: 93700 Progress: 46.9% Elapsed: 2 days, 15:26:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.97786 Generator_loss: 5.9902
[INFO] 2021-02-23 12:45:49 > Step: 93800 Progress: 46.9% Elapsed: 2 days, 15:30:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.8377 Generator_loss: 6.24218
[INFO] 2021-02-23 12:49:42 > Step: 93900 Progress: 46.9% Elapsed: 2 days, 15:34:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.87488 Generator_loss: 6.09507
[INFO] 2021-02-23 12:53:35 > Step: 94000 Progress: 47.0% Elapsed: 2 days, 15:38:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.8348 Generator_loss: 6.19201
[INFO] 2021-02-23 12:57:26 > Step: 94100 Progress: 47.0% Elapsed: 2 days, 15:41:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.89825 Generator_loss: 6.3333
[INFO] 2021-02-23 13:01:18 > Step: 94200 Progress: 47.1% Elapsed: 2 days, 15:45:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.83876 Generator_loss: 6.29212
[INFO] 2021-02-23 13:05:12 > Step: 94300 Progress: 47.1% Elapsed: 2 days, 15:49:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.85521 Generator_loss: 6.34778
[INFO] 2021-02-23 13:09:05 > Step: 94400 Progress: 47.2% Elapsed: 2 days, 15:53:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.87075 Generator_loss: 6.21915
[INFO] 2021-02-23 13:12:58 > Step: 94500 Progress: 47.2% Elapsed: 2 days, 15:57:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.89867 Generator_loss: 5.99695
[INFO] 2021-02-23 13:16:52 > Step: 94600 Progress: 47.3% Elapsed: 2 days, 16:01:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.91652 Generator_loss: 6.42719
[INFO] 2021-02-23 13:20:44 > Step: 94700 Progress: 47.3% Elapsed: 2 days, 16:05:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.96695 Generator_loss: 6.06062
[INFO] 2021-02-23 13:24:38 > Step: 94800 Progress: 47.4% Elapsed: 2 days, 16:09:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.83751 Generator_loss: 6.25906
[INFO] 2021-02-23 13:28:31 > Step: 94900 Progress: 47.4% Elapsed: 2 days, 16:13:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.90003 Generator_loss: 6.27466
[INFO] 2021-02-23 13:32:24 > Step: 95000 Progress: 47.5% Elapsed: 2 days, 16:16:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.90893 Generator_loss: 6.23104
[INFO] 2021-02-23 13:36:19 > Step: 95100 Progress: 47.5% Elapsed: 2 days, 16:20:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.90713 Generator_loss: 6.06244
[INFO] 2021-02-23 13:40:10 > Step: 95200 Progress: 47.6% Elapsed: 2 days, 16:24:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.84558 Generator_loss: 6.2109
[INFO] 2021-02-23 13:44:01 > Step: 95300 Progress: 47.6% Elapsed: 2 days, 16:28:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.85144 Generator_loss: 6.11725
[INFO] 2021-02-23 13:47:54 > Step: 95400 Progress: 47.7% Elapsed: 2 days, 16:32:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.86369 Generator_loss: 6.18554
[INFO] 2021-02-23 13:51:46 > Step: 95500 Progress: 47.8% Elapsed: 2 days, 16:36:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.88224 Generator_loss: 6.09301
[INFO] 2021-02-23 13:55:39 > Step: 95600 Progress: 47.8% Elapsed: 2 days, 16:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.88658 Generator_loss: 6.08692
[INFO] 2021-02-23 13:59:32 > Step: 95700 Progress: 47.9% Elapsed: 2 days, 16:44:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.8426 Generator_loss: 6.17932
[INFO] 2021-02-23 14:03:24 > Step: 95800 Progress: 47.9% Elapsed: 2 days, 16:47:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.93287 Generator_loss: 6.14917
[INFO] 2021-02-23 14:07:17 > Step: 95900 Progress: 47.9% Elapsed: 2 days, 16:51:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.89767 Generator_loss: 6.02798
[INFO] 2021-02-23 14:11:10 > Step: 96000 Progress: 48.0% Elapsed: 2 days, 16:55:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.8379 Generator_loss: 6.32044
[INFO] 2021-02-23 14:15:03 > Step: 96100 Progress: 48.0% Elapsed: 2 days, 16:59:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.87194 Generator_loss: 6.14097
[INFO] 2021-02-23 14:18:54 > Step: 96200 Progress: 48.1% Elapsed: 2 days, 17:03:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.8922 Generator_loss: 6.09684
[INFO] 2021-02-23 14:22:46 > Step: 96300 Progress: 48.1% Elapsed: 2 days, 17:07:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.89233 Generator_loss: 6.01682
[INFO] 2021-02-23 14:26:38 > Step: 96400 Progress: 48.2% Elapsed: 2 days, 17:11:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.84357 Generator_loss: 6.09488
[INFO] 2021-02-23 14:30:31 > Step: 96500 Progress: 48.2% Elapsed: 2 days, 17:15:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.87313 Generator_loss: 6.1209
[INFO] 2021-02-23 14:34:23 > Step: 96600 Progress: 48.3% Elapsed: 2 days, 17:18:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.90247 Generator_loss: 6.02566
[INFO] 2021-02-23 14:38:16 > Step: 96700 Progress: 48.4% Elapsed: 2 days, 17:22:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.86648 Generator_loss: 6.15333
[INFO] 2021-02-23 14:42:09 > Step: 96800 Progress: 48.4% Elapsed: 2 days, 17:26:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.83088 Generator_loss: 6.18407
[INFO] 2021-02-23 14:46:01 > Step: 96900 Progress: 48.4% Elapsed: 2 days, 17:30:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.86981 Generator_loss: 6.18506
[INFO] 2021-02-23 14:49:53 > Step: 97000 Progress: 48.5% Elapsed: 2 days, 17:34:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.93113 Generator_loss: 6.2457
[INFO] 2021-02-23 14:53:45 > Step: 97100 Progress: 48.5% Elapsed: 2 days, 17:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.85358 Generator_loss: 6.14057
[INFO] 2021-02-23 14:57:37 > Step: 97200 Progress: 48.6% Elapsed: 2 days, 17:42:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.86477 Generator_loss: 6.19888
[INFO] 2021-02-23 15:01:29 > Step: 97300 Progress: 48.6% Elapsed: 2 days, 17:45:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.85981 Generator_loss: 6.10489
[INFO] 2021-02-23 15:05:21 > Step: 97400 Progress: 48.7% Elapsed: 2 days, 17:49:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.90024 Generator_loss: 6.14645
[INFO] 2021-02-23 15:09:13 > Step: 97500 Progress: 48.8% Elapsed: 2 days, 17:53:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.88928 Generator_loss: 6.12331
[INFO] 2021-02-23 15:13:09 > Step: 97600 Progress: 48.8% Elapsed: 2 days, 17:57:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.97929 Generator_loss: 6.15232
[INFO] 2021-02-23 15:17:00 > Step: 97700 Progress: 48.9% Elapsed: 2 days, 18:01:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.89975 Generator_loss: 6.07438
[INFO] 2021-02-23 15:20:51 > Step: 97800 Progress: 48.9% Elapsed: 2 days, 18:05:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.91863 Generator_loss: 6.25845
[INFO] 2021-02-23 15:24:42 > Step: 97900 Progress: 48.9% Elapsed: 2 days, 18:09:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.04714 Generator_loss: 5.96617
[INFO] 2021-02-23 15:28:33 > Step: 98000 Progress: 49.0% Elapsed: 2 days, 18:13:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.94111 Generator_loss: 6.17885
[INFO] 2021-02-23 15:32:25 > Step: 98100 Progress: 49.0% Elapsed: 2 days, 18:16:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.83203 Generator_loss: 6.31808
[INFO] 2021-02-23 15:36:17 > Step: 98200 Progress: 49.1% Elapsed: 2 days, 18:20:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.91035 Generator_loss: 6.26432
[INFO] 2021-02-23 15:40:10 > Step: 98300 Progress: 49.1% Elapsed: 2 days, 18:24:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.9617 Generator_loss: 6.28282
[INFO] 2021-02-23 15:44:01 > Step: 98400 Progress: 49.2% Elapsed: 2 days, 18:28:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.88654 Generator_loss: 6.26701
[INFO] 2021-02-23 15:47:52 > Step: 98500 Progress: 49.2% Elapsed: 2 days, 18:32:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.83235 Generator_loss: 6.18709
[INFO] 2021-02-23 15:51:43 > Step: 98600 Progress: 49.3% Elapsed: 2 days, 18:36:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.86933 Generator_loss: 6.3286
[INFO] 2021-02-23 15:55:34 > Step: 98700 Progress: 49.4% Elapsed: 2 days, 18:40:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.84194 Generator_loss: 6.069
[INFO] 2021-02-23 15:59:26 > Step: 98800 Progress: 49.4% Elapsed: 2 days, 18:43:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.89277 Generator_loss: 6.1405
[INFO] 2021-02-23 16:03:19 > Step: 98900 Progress: 49.5% Elapsed: 2 days, 18:47:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.86988 Generator_loss: 6.1396
[INFO] 2021-02-23 16:07:11 > Step: 99000 Progress: 49.5% Elapsed: 2 days, 18:51:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.85899 Generator_loss: 6.23855
[INFO] 2021-02-23 16:11:04 > Step: 99100 Progress: 49.5% Elapsed: 2 days, 18:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.89566 Generator_loss: 6.32946
[INFO] 2021-02-23 16:14:57 > Step: 99200 Progress: 49.6% Elapsed: 2 days, 18:59:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.84965 Generator_loss: 6.29854
[INFO] 2021-02-23 16:18:50 > Step: 99300 Progress: 49.6% Elapsed: 2 days, 19:03:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.89316 Generator_loss: 6.09008
[INFO] 2021-02-23 16:22:44 > Step: 99400 Progress: 49.7% Elapsed: 2 days, 19:07:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.83282 Generator_loss: 6.13388
[INFO] 2021-02-23 16:26:36 > Step: 99500 Progress: 49.8% Elapsed: 2 days, 19:11:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.87184 Generator_loss: 6.20809
[INFO] 2021-02-23 16:30:28 > Step: 99600 Progress: 49.8% Elapsed: 2 days, 19:14:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.86616 Generator_loss: 6.17352
[INFO] 2021-02-23 16:34:20 > Step: 99700 Progress: 49.9% Elapsed: 2 days, 19:18:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.91773 Generator_loss: 6.1536
[INFO] 2021-02-23 16:38:13 > Step: 99800 Progress: 49.9% Elapsed: 2 days, 19:22:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.87546 Generator_loss: 6.25496
[INFO] 2021-02-23 16:42:05 > Step: 99900 Progress: 50.0% Elapsed: 2 days, 19:26:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.93619 Generator_loss: 5.91653
[INFO] 2021-02-23 16:45:58 > Step: 100000 Progress: 50.0% Elapsed: 2 days, 19:30:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.88613 Generator_loss: 6.24134
[INFO] 2021-02-23 16:45:58 > Start Evaluation (100000 Step): ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-23 16:45:58 > Start Evaluation FID score ...
[INFO] 2021-02-23 16:45:58 > Calculating FID Score....
[INFO] 2021-02-23 16:47:18 > Start Evaluation IS score ...
[INFO] 2021-02-23 16:47:18 > Calculating Inception Score....
[INFO] 2021-02-23 16:48:21 > Start Evaluation F Beta score ...
[INFO] 2021-02-23 16:48:21 > Calculate F_beta Score....
[INFO] 2021-02-23 17:02:10 > Calculate Accuracies....
[INFO] 2021-02-23 17:03:30 > Calculate Accuracies....
[INFO] 2021-02-23 17:09:58 > F_8 score (Step: 100000, Using valid images): 0.5647498118120066
[INFO] 2021-02-23 17:09:58 > F_1/8 score (Step: 100000, Using valid images): 0.41189299143070984
[INFO] 2021-02-23 17:09:58 > FID score (Step: 100000, Using valid moments): 106.83836304696894
[INFO] 2021-02-23 17:09:58 > Inception score (Step: 100000, 50000 generated images): 12.470245361328125
[INFO] 2021-02-23 17:09:58 > Best FID score (Step: 60000, Using valid moments): 60.38544475604181
[INFO] 2021-02-23 17:10:01 > Save model to checkpoints/ContraGAN256-train-2021_02_20_21_08_34
[INFO] 2021-02-23 17:13:56 > Step: 100100 Progress: 50.0% Elapsed: 2 days, 19:58:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.87462 Generator_loss: 6.22005
[INFO] 2021-02-23 17:17:47 > Step: 100200 Progress: 50.1% Elapsed: 2 days, 20:02:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.86102 Generator_loss: 6.13267
[INFO] 2021-02-23 17:21:39 > Step: 100300 Progress: 50.1% Elapsed: 2 days, 20:06:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.87268 Generator_loss: 6.22166
[INFO] 2021-02-23 17:25:31 > Step: 100400 Progress: 50.2% Elapsed: 2 days, 20:10:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.8299 Generator_loss: 6.1568
[INFO] 2021-02-23 17:29:23 > Step: 100500 Progress: 50.2% Elapsed: 2 days, 20:13:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.87357 Generator_loss: 6.29569
[INFO] 2021-02-23 17:33:15 > Step: 100600 Progress: 50.3% Elapsed: 2 days, 20:17:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.81752 Generator_loss: 6.24262
[INFO] 2021-02-23 17:37:07 > Step: 100700 Progress: 50.3% Elapsed: 2 days, 20:21:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.91245 Generator_loss: 6.25011
[INFO] 2021-02-23 17:40:59 > Step: 100800 Progress: 50.4% Elapsed: 2 days, 20:25:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.8524 Generator_loss: 6.1212
[INFO] 2021-02-23 17:44:52 > Step: 100900 Progress: 50.4% Elapsed: 2 days, 20:29:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.84331 Generator_loss: 6.15091
[INFO] 2021-02-23 17:48:43 > Step: 101000 Progress: 50.5% Elapsed: 2 days, 20:33:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.85256 Generator_loss: 6.31234
[INFO] 2021-02-23 17:52:33 > Step: 101100 Progress: 50.5% Elapsed: 2 days, 20:37:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.00685 Generator_loss: 5.99287
[INFO] 2021-02-23 17:56:24 > Step: 101200 Progress: 50.6% Elapsed: 2 days, 20:40:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.93036 Generator_loss: 6.1156
[INFO] 2021-02-23 18:00:17 > Step: 101300 Progress: 50.6% Elapsed: 2 days, 20:44:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.84466 Generator_loss: 6.19562
[INFO] 2021-02-23 18:04:09 > Step: 101400 Progress: 50.7% Elapsed: 2 days, 20:48:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.86936 Generator_loss: 6.19606
[INFO] 2021-02-23 18:08:01 > Step: 101500 Progress: 50.7% Elapsed: 2 days, 20:52:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.83002 Generator_loss: 6.10993
[INFO] 2021-02-23 18:11:53 > Step: 101600 Progress: 50.8% Elapsed: 2 days, 20:56:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.9262 Generator_loss: 6.13906
[INFO] 2021-02-23 18:15:46 > Step: 101700 Progress: 50.8% Elapsed: 2 days, 21:00:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.05316 Generator_loss: 6.20794
[INFO] 2021-02-23 18:19:38 > Step: 101800 Progress: 50.9% Elapsed: 2 days, 21:04:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.83387 Generator_loss: 6.19561
[INFO] 2021-02-23 18:23:30 > Step: 101900 Progress: 50.9% Elapsed: 2 days, 21:08:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.84121 Generator_loss: 6.04899
[INFO] 2021-02-23 18:27:43 > Step: 102000 Progress: 51.0% Elapsed: 2 days, 21:12:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.85181 Generator_loss: 6.14338
[INFO] 2021-02-23 18:31:34 > Step: 102100 Progress: 51.0% Elapsed: 2 days, 21:16:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.98565 Generator_loss: 6.18699
[INFO] 2021-02-23 18:35:25 > Step: 102200 Progress: 51.1% Elapsed: 2 days, 21:19:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.83879 Generator_loss: 6.28453
[INFO] 2021-02-23 18:39:18 > Step: 102300 Progress: 51.1% Elapsed: 2 days, 21:23:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.89303 Generator_loss: 6.16461
[INFO] 2021-02-23 18:43:11 > Step: 102400 Progress: 51.2% Elapsed: 2 days, 21:27:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.90148 Generator_loss: 6.36757
[INFO] 2021-02-23 18:47:03 > Step: 102500 Progress: 51.2% Elapsed: 2 days, 21:31:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.87893 Generator_loss: 6.24281
[INFO] 2021-02-23 18:51:00 > Step: 102600 Progress: 51.3% Elapsed: 2 days, 21:35:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.82468 Generator_loss: 6.12198
[INFO] 2021-02-23 18:54:52 > Step: 102700 Progress: 51.3% Elapsed: 2 days, 21:39:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.82019 Generator_loss: 6.06188
[INFO] 2021-02-23 18:58:45 > Step: 102800 Progress: 51.4% Elapsed: 2 days, 21:43:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.87603 Generator_loss: 6.1209
[INFO] 2021-02-23 19:02:37 > Step: 102900 Progress: 51.4% Elapsed: 2 days, 21:47:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.8846 Generator_loss: 6.03209
[INFO] 2021-02-23 19:06:29 > Step: 103000 Progress: 51.5% Elapsed: 2 days, 21:50:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.8987 Generator_loss: 6.15334
[INFO] 2021-02-23 19:10:21 > Step: 103100 Progress: 51.5% Elapsed: 2 days, 21:54:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.84103 Generator_loss: 5.97288
[INFO] 2021-02-23 19:14:11 > Step: 103200 Progress: 51.6% Elapsed: 2 days, 21:58:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.8428 Generator_loss: 6.17706
[INFO] 2021-02-23 19:18:00 > Step: 103300 Progress: 51.6% Elapsed: 2 days, 22:02:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.98181 Generator_loss: 6.26323
[INFO] 2021-02-23 19:21:52 > Step: 103400 Progress: 51.7% Elapsed: 2 days, 22:06:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.81991 Generator_loss: 6.08122
[INFO] 2021-02-23 19:25:43 > Step: 103500 Progress: 51.7% Elapsed: 2 days, 22:10:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.02066 Generator_loss: 6.00079
[INFO] 2021-02-23 19:29:35 > Step: 103600 Progress: 51.8% Elapsed: 2 days, 22:14:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.84939 Generator_loss: 6.17011
[INFO] 2021-02-23 19:33:28 > Step: 103700 Progress: 51.8% Elapsed: 2 days, 22:17:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.3072 Generator_loss: 5.97429
[INFO] 2021-02-23 19:37:20 > Step: 103800 Progress: 51.9% Elapsed: 2 days, 22:21:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.93098 Generator_loss: 5.99354
[INFO] 2021-02-23 19:41:13 > Step: 103900 Progress: 51.9% Elapsed: 2 days, 22:25:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.84383 Generator_loss: 6.11023
[INFO] 2021-02-23 19:45:05 > Step: 104000 Progress: 52.0% Elapsed: 2 days, 22:29:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.90621 Generator_loss: 6.17702
[INFO] 2021-02-23 19:48:57 > Step: 104100 Progress: 52.0% Elapsed: 2 days, 22:33:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.8937 Generator_loss: 6.25937
[INFO] 2021-02-23 19:52:50 > Step: 104200 Progress: 52.1% Elapsed: 2 days, 22:37:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.83056 Generator_loss: 6.15484
[INFO] 2021-02-23 19:56:42 > Step: 104300 Progress: 52.1% Elapsed: 2 days, 22:41:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.92858 Generator_loss: 5.97964
[INFO] 2021-02-23 20:00:32 > Step: 104400 Progress: 52.2% Elapsed: 2 days, 22:45:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.88575 Generator_loss: 6.19241
[INFO] 2021-02-23 20:04:24 > Step: 104500 Progress: 52.2% Elapsed: 2 days, 22:48:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.88334 Generator_loss: 6.29097
[INFO] 2021-02-23 20:08:16 > Step: 104600 Progress: 52.3% Elapsed: 2 days, 22:52:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.92377 Generator_loss: 6.23504