Path: blob/master/logs/IMAGENET/BigGAN2048-train-2020_11_17_15_17_48.log
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[INFO] 2020-11-17 15:17:48 > Run name : BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-17 15:17:48 > {'config_path': './configs/ILSVRC2012/BigGAN2048.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2020-11-17 15:17:48 > {'data_processing': {'dataset_name': 'imagenet', 'data_path': './data/ILSVRC2012', 'img_size': 128, 'num_classes': 1000, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 4, 'attention_after_nth_dis_block': 1, 'z_dim': 120, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 512, 'accumulation_steps': 4, 'd_lr': 0.0002, 'g_lr': 5e-05, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2020-11-17 15:17:48 > Loading train datasets...
[INFO] 2020-11-17 15:22:25 > Train dataset size : 1281167
[INFO] 2020-11-17 15:22:25 > Loading valid datasets...
[INFO] 2020-11-17 15:22:25 > Eval dataset size : 50000
[INFO] 2020-11-17 15:22:25 > Building model...
[INFO] 2020-11-17 15:22:25 > Modules are located on models.big_resnet
[INFO] 2020-11-17 15:22:32 > Number of parameters: 70433988
[INFO] 2020-11-17 15:22:32 > 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] 2020-11-17 15:22:32 > Number of parameters: 87982370
[INFO] 2020-11-17 15:22:32 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 96, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(96, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(48, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(96, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 768, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(5): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(768, 1536, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(768, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(6): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=1536, out_features=1, bias=True)
(embedding): Embedding(1000, 1536)
)
[INFO] 2020-11-17 15:22:35 > Start training....
[INFO] 2020-11-17 15:42:55 > Step: 100 Progress: 0.1% Elapsed: 0:20:20 temperature: no ada_p: No Discriminator_loss: 0.476282 Generator_loss: 0.00552685
[INFO] 2020-11-17 16:02:41 > Step: 200 Progress: 0.1% Elapsed: 0:40:06 temperature: no ada_p: No Discriminator_loss: 0.474725 Generator_loss: 0.0473631
[INFO] 2020-11-17 16:22:28 > Step: 300 Progress: 0.1% Elapsed: 0:59:52 temperature: no ada_p: No Discriminator_loss: 0.528052 Generator_loss: -0.192911
[INFO] 2020-11-17 16:42:21 > Step: 400 Progress: 0.2% Elapsed: 1:19:46 temperature: no ada_p: No Discriminator_loss: 0.47571 Generator_loss: 0.137804
[INFO] 2020-11-17 17:02:06 > Step: 500 Progress: 0.2% Elapsed: 1:39:31 temperature: no ada_p: No Discriminator_loss: 0.430471 Generator_loss: -0.141614
[INFO] 2020-11-17 17:21:52 > Step: 600 Progress: 0.3% Elapsed: 1:59:17 temperature: no ada_p: No Discriminator_loss: 0.456613 Generator_loss: 0.133695
[INFO] 2020-11-17 17:41:45 > Step: 700 Progress: 0.4% Elapsed: 2:19:10 temperature: no ada_p: No Discriminator_loss: 0.389046 Generator_loss: -0.132807
[INFO] 2020-11-17 18:01:30 > Step: 800 Progress: 0.4% Elapsed: 2:38:55 temperature: no ada_p: No Discriminator_loss: 0.374559 Generator_loss: 0.271558
[INFO] 2020-11-17 18:21:16 > Step: 900 Progress: 0.4% Elapsed: 2:58:41 temperature: no ada_p: No Discriminator_loss: 0.369046 Generator_loss: 0.137064
[INFO] 2020-11-17 18:41:09 > Step: 1000 Progress: 0.5% Elapsed: 3:18:33 temperature: no ada_p: No Discriminator_loss: 0.360478 Generator_loss: 0.12013
[INFO] 2020-11-17 19:00:55 > Step: 1100 Progress: 0.5% Elapsed: 3:38:20 temperature: no ada_p: No Discriminator_loss: 0.413098 Generator_loss: -0.0442711
[INFO] 2020-11-17 19:20:43 > Step: 1200 Progress: 0.6% Elapsed: 3:58:08 temperature: no ada_p: No Discriminator_loss: 0.374669 Generator_loss: 0.236094
[INFO] 2020-11-17 19:40:35 > Step: 1300 Progress: 0.7% Elapsed: 4:18:00 temperature: no ada_p: No Discriminator_loss: 0.374069 Generator_loss: 0.345717
[INFO] 2020-11-17 20:00:23 > Step: 1400 Progress: 0.7% Elapsed: 4:37:48 temperature: no ada_p: No Discriminator_loss: 0.395655 Generator_loss: 0.215133
[INFO] 2020-11-17 20:20:11 > Step: 1500 Progress: 0.8% Elapsed: 4:57:36 temperature: no ada_p: No Discriminator_loss: 0.367944 Generator_loss: 0.25822
[INFO] 2020-11-17 20:40:03 > Step: 1600 Progress: 0.8% Elapsed: 5:17:28 temperature: no ada_p: No Discriminator_loss: 0.476192 Generator_loss: -0.0568822
[INFO] 2020-11-17 20:59:52 > Step: 1700 Progress: 0.9% Elapsed: 5:37:17 temperature: no ada_p: No Discriminator_loss: 0.342151 Generator_loss: 0.250478
[INFO] 2020-11-17 21:19:41 > Step: 1800 Progress: 0.9% Elapsed: 5:57:06 temperature: no ada_p: No Discriminator_loss: 0.417296 Generator_loss: -0.164853
[INFO] 2020-11-17 21:39:34 > Step: 1900 Progress: 0.9% Elapsed: 6:16:59 temperature: no ada_p: No Discriminator_loss: 0.354378 Generator_loss: 0.326327
[INFO] 2020-11-17 21:59:25 > Step: 2000 Progress: 1.0% Elapsed: 6:36:49 temperature: no ada_p: No Discriminator_loss: 0.454931 Generator_loss: 0.189445
[INFO] 2020-11-17 21:59:28 > Start Evaluation (2000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-17 22:06:25 > F_8 score (Step: 2000, Using valid images): 0.25818907054584017
[INFO] 2020-11-17 22:06:25 > F_1/8 score (Step: 2000, Using valid images): 0.21900902025001595
[INFO] 2020-11-17 22:06:25 > FID score (Step: 2000, Using valid moments): 137.082013112536
[INFO] 2020-11-17 22:06:25 > Inception score (Step: 2000, 50000 generated images): 5.226285934448242
[INFO] 2020-11-17 22:06:25 > Best FID score (Step: 2000, Using valid moments): 137.082013112536
[INFO] 2020-11-17 22:06:39 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-17 22:26:19 > Step: 2100 Progress: 1.1% Elapsed: 7:03:44 temperature: no ada_p: No Discriminator_loss: 0.356651 Generator_loss: -0.157545
[INFO] 2020-11-17 22:46:09 > Step: 2200 Progress: 1.1% Elapsed: 7:23:34 temperature: no ada_p: No Discriminator_loss: 0.381813 Generator_loss: 0.125921
[INFO] 2020-11-17 23:06:00 > Step: 2300 Progress: 1.1% Elapsed: 7:43:24 temperature: no ada_p: No Discriminator_loss: 0.359938 Generator_loss: 0.192433
[INFO] 2020-11-17 23:25:48 > Step: 2400 Progress: 1.2% Elapsed: 8:03:13 temperature: no ada_p: No Discriminator_loss: 0.350591 Generator_loss: 0.0437788
[INFO] 2020-11-17 23:45:37 > Step: 2500 Progress: 1.2% Elapsed: 8:23:02 temperature: no ada_p: No Discriminator_loss: 0.512016 Generator_loss: 0.074543
[INFO] 2020-11-18 00:05:29 > Step: 2600 Progress: 1.3% Elapsed: 8:42:54 temperature: no ada_p: No Discriminator_loss: 0.371242 Generator_loss: 0.227465
[INFO] 2020-11-18 00:25:18 > Step: 2700 Progress: 1.4% Elapsed: 9:02:43 temperature: no ada_p: No Discriminator_loss: 0.361238 Generator_loss: 0.17379
[INFO] 2020-11-18 00:45:07 > Step: 2800 Progress: 1.4% Elapsed: 9:22:32 temperature: no ada_p: No Discriminator_loss: 0.355389 Generator_loss: -0.0696909
[INFO] 2020-11-18 01:05:03 > Step: 2900 Progress: 1.5% Elapsed: 9:42:28 temperature: no ada_p: No Discriminator_loss: 0.317562 Generator_loss: 0.243463
[INFO] 2020-11-18 01:24:52 > Step: 3000 Progress: 1.5% Elapsed: 10:02:17 temperature: no ada_p: No Discriminator_loss: 0.358795 Generator_loss: 0.193083
[INFO] 2020-11-18 01:44:39 > Step: 3100 Progress: 1.6% Elapsed: 10:22:04 temperature: no ada_p: No Discriminator_loss: 0.344772 Generator_loss: -0.0484294
[INFO] 2020-11-18 02:04:37 > Step: 3200 Progress: 1.6% Elapsed: 10:42:02 temperature: no ada_p: No Discriminator_loss: 0.304744 Generator_loss: -0.0315389
[INFO] 2020-11-18 02:24:25 > Step: 3300 Progress: 1.7% Elapsed: 11:01:50 temperature: no ada_p: No Discriminator_loss: 0.319861 Generator_loss: 0.339492
[INFO] 2020-11-18 02:44:14 > Step: 3400 Progress: 1.7% Elapsed: 11:21:39 temperature: no ada_p: No Discriminator_loss: 0.293385 Generator_loss: 0.322506
[INFO] 2020-11-18 03:04:10 > Step: 3500 Progress: 1.8% Elapsed: 11:41:35 temperature: no ada_p: No Discriminator_loss: 0.32048 Generator_loss: -0.0140796
[INFO] 2020-11-18 03:24:01 > Step: 3600 Progress: 1.8% Elapsed: 12:01:26 temperature: no ada_p: No Discriminator_loss: 0.31399 Generator_loss: -0.0596081
[INFO] 2020-11-18 03:43:52 > Step: 3700 Progress: 1.8% Elapsed: 12:21:17 temperature: no ada_p: No Discriminator_loss: 0.349985 Generator_loss: 0.185887
[INFO] 2020-11-18 04:03:47 > Step: 3800 Progress: 1.9% Elapsed: 12:41:12 temperature: no ada_p: No Discriminator_loss: 0.275384 Generator_loss: 0.235105
[INFO] 2020-11-18 04:23:35 > Step: 3900 Progress: 1.9% Elapsed: 13:01:00 temperature: no ada_p: No Discriminator_loss: 0.286688 Generator_loss: 0.305684
[INFO] 2020-11-18 04:43:27 > Step: 4000 Progress: 2.0% Elapsed: 13:20:52 temperature: no ada_p: No Discriminator_loss: 0.363002 Generator_loss: -0.119829
[INFO] 2020-11-18 04:43:30 > Start Evaluation (4000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 04:50:04 > F_8 score (Step: 4000, Using valid images): 0.43423210915520916
[INFO] 2020-11-18 04:50:04 > F_1/8 score (Step: 4000, Using valid images): 0.5013656540516607
[INFO] 2020-11-18 04:50:04 > FID score (Step: 4000, Using valid moments): 96.79743430141332
[INFO] 2020-11-18 04:50:04 > Inception score (Step: 4000, 50000 generated images): 9.001781463623047
[INFO] 2020-11-18 04:50:04 > Best FID score (Step: 4000, Using valid moments): 96.79743430141332
[INFO] 2020-11-18 04:50:18 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 05:10:04 > Step: 4100 Progress: 2.1% Elapsed: 13:47:29 temperature: no ada_p: No Discriminator_loss: 0.340737 Generator_loss: 0.013106
[INFO] 2020-11-18 05:29:53 > Step: 4200 Progress: 2.1% Elapsed: 14:07:18 temperature: no ada_p: No Discriminator_loss: 0.275817 Generator_loss: 0.121723
[INFO] 2020-11-18 05:49:42 > Step: 4300 Progress: 2.1% Elapsed: 14:27:07 temperature: no ada_p: No Discriminator_loss: 0.309005 Generator_loss: 0.151626
[INFO] 2020-11-18 06:09:36 > Step: 4400 Progress: 2.2% Elapsed: 14:47:01 temperature: no ada_p: No Discriminator_loss: 0.260686 Generator_loss: 0.077288
[INFO] 2020-11-18 06:29:27 > Step: 4500 Progress: 2.2% Elapsed: 15:06:52 temperature: no ada_p: No Discriminator_loss: 0.262747 Generator_loss: 0.0844129
[INFO] 2020-11-18 06:49:18 > Step: 4600 Progress: 2.3% Elapsed: 15:26:43 temperature: no ada_p: No Discriminator_loss: 0.307867 Generator_loss: -0.139414
[INFO] 2020-11-18 07:09:13 > Step: 4700 Progress: 2.4% Elapsed: 15:46:38 temperature: no ada_p: No Discriminator_loss: 0.255678 Generator_loss: 0.258244
[INFO] 2020-11-18 07:29:07 > Step: 4800 Progress: 2.4% Elapsed: 16:06:32 temperature: no ada_p: No Discriminator_loss: 0.308872 Generator_loss: 0.0691425
[INFO] 2020-11-18 07:49:00 > Step: 4900 Progress: 2.5% Elapsed: 16:26:25 temperature: no ada_p: No Discriminator_loss: 0.323804 Generator_loss: -0.101133
[INFO] 2020-11-18 08:08:50 > Step: 5000 Progress: 2.5% Elapsed: 16:46:15 temperature: no ada_p: No Discriminator_loss: 0.257991 Generator_loss: 0.0780403
[INFO] 2020-11-18 08:28:46 > Step: 5100 Progress: 2.5% Elapsed: 17:06:11 temperature: no ada_p: No Discriminator_loss: 0.231812 Generator_loss: 0.177125
[INFO] 2020-11-18 08:48:37 > Step: 5200 Progress: 2.6% Elapsed: 17:26:02 temperature: no ada_p: No Discriminator_loss: 0.343381 Generator_loss: 0.0687347
[INFO] 2020-11-18 09:08:28 > Step: 5300 Progress: 2.6% Elapsed: 17:45:53 temperature: no ada_p: No Discriminator_loss: 0.309186 Generator_loss: 0.0319351
[INFO] 2020-11-18 09:28:24 > Step: 5400 Progress: 2.7% Elapsed: 18:05:49 temperature: no ada_p: No Discriminator_loss: 0.251854 Generator_loss: 0.226472
[INFO] 2020-11-18 09:48:15 > Step: 5500 Progress: 2.8% Elapsed: 18:25:40 temperature: no ada_p: No Discriminator_loss: 0.266366 Generator_loss: 0.0220332
[INFO] 2020-11-18 10:08:07 > Step: 5600 Progress: 2.8% Elapsed: 18:45:32 temperature: no ada_p: No Discriminator_loss: 0.301605 Generator_loss: 0.175505
[INFO] 2020-11-18 10:28:03 > Step: 5700 Progress: 2.9% Elapsed: 19:05:28 temperature: no ada_p: No Discriminator_loss: 0.321939 Generator_loss: -0.114874
[INFO] 2020-11-18 10:47:54 > Step: 5800 Progress: 2.9% Elapsed: 19:25:19 temperature: no ada_p: No Discriminator_loss: 0.26931 Generator_loss: 0.0876258
[INFO] 2020-11-18 11:07:45 > Step: 5900 Progress: 2.9% Elapsed: 19:45:10 temperature: no ada_p: No Discriminator_loss: 0.294214 Generator_loss: 0.0412327
[INFO] 2020-11-18 11:27:42 > Step: 6000 Progress: 3.0% Elapsed: 20:05:07 temperature: no ada_p: No Discriminator_loss: 0.299983 Generator_loss: 0.168859
[INFO] 2020-11-18 11:27:45 > Start Evaluation (6000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 11:34:34 > F_8 score (Step: 6000, Using valid images): 0.5043222680651175
[INFO] 2020-11-18 11:34:34 > F_1/8 score (Step: 6000, Using valid images): 0.6712350698754092
[INFO] 2020-11-18 11:34:34 > FID score (Step: 6000, Using valid moments): 79.9479897826667
[INFO] 2020-11-18 11:34:34 > Inception score (Step: 6000, 50000 generated images): 11.056448936462402
[INFO] 2020-11-18 11:34:34 > Best FID score (Step: 6000, Using valid moments): 79.9479897826667
[INFO] 2020-11-18 11:34:48 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 11:54:23 > Step: 6100 Progress: 3.0% Elapsed: 20:31:48 temperature: no ada_p: No Discriminator_loss: 0.263298 Generator_loss: 0.100568
[INFO] 2020-11-18 12:14:15 > Step: 6200 Progress: 3.1% Elapsed: 20:51:40 temperature: no ada_p: No Discriminator_loss: 0.292109 Generator_loss: -0.0194184
[INFO] 2020-11-18 12:34:10 > Step: 6300 Progress: 3.1% Elapsed: 21:11:35 temperature: no ada_p: No Discriminator_loss: 0.22678 Generator_loss: 0.135575
[INFO] 2020-11-18 12:54:03 > Step: 6400 Progress: 3.2% Elapsed: 21:31:28 temperature: no ada_p: No Discriminator_loss: 0.298772 Generator_loss: 0.104111
[INFO] 2020-11-18 13:13:55 > Step: 6500 Progress: 3.2% Elapsed: 21:51:20 temperature: no ada_p: No Discriminator_loss: 0.304178 Generator_loss: 0.13277
[INFO] 2020-11-18 13:33:53 > Step: 6600 Progress: 3.3% Elapsed: 22:11:18 temperature: no ada_p: No Discriminator_loss: 0.239567 Generator_loss: 0.114234
[INFO] 2020-11-18 13:53:46 > Step: 6700 Progress: 3.4% Elapsed: 22:31:10 temperature: no ada_p: No Discriminator_loss: 0.257257 Generator_loss: 0.0458174
[INFO] 2020-11-18 14:13:37 > Step: 6800 Progress: 3.4% Elapsed: 22:51:02 temperature: no ada_p: No Discriminator_loss: 0.266383 Generator_loss: 0.104827
[INFO] 2020-11-18 14:33:32 > Step: 6900 Progress: 3.5% Elapsed: 23:10:57 temperature: no ada_p: No Discriminator_loss: 0.244054 Generator_loss: 0.192406
[INFO] 2020-11-18 14:53:26 > Step: 7000 Progress: 3.5% Elapsed: 23:30:51 temperature: no ada_p: No Discriminator_loss: 0.261311 Generator_loss: 0.0736779
[INFO] 2020-11-18 15:13:19 > Step: 7100 Progress: 3.5% Elapsed: 23:50:43 temperature: no ada_p: No Discriminator_loss: 0.251039 Generator_loss: 0.0559909
[INFO] 2020-11-18 15:33:13 > Step: 7200 Progress: 3.6% Elapsed: 1 day, 0:10:38 temperature: no ada_p: No Discriminator_loss: 0.265022 Generator_loss: 0.169313
[INFO] 2020-11-18 15:53:07 > Step: 7300 Progress: 3.6% Elapsed: 1 day, 0:30:32 temperature: no ada_p: No Discriminator_loss: 0.221981 Generator_loss: 0.179908
[INFO] 2020-11-18 16:12:59 > Step: 7400 Progress: 3.7% Elapsed: 1 day, 0:50:24 temperature: no ada_p: No Discriminator_loss: 0.255618 Generator_loss: 0.0659716
[INFO] 2020-11-18 16:32:50 > Step: 7500 Progress: 3.8% Elapsed: 1 day, 1:10:15 temperature: no ada_p: No Discriminator_loss: 0.253802 Generator_loss: 0.202794
[INFO] 2020-11-18 16:52:50 > Step: 7600 Progress: 3.8% Elapsed: 1 day, 1:30:15 temperature: no ada_p: No Discriminator_loss: 0.263726 Generator_loss: 0.135688
[INFO] 2020-11-18 17:12:43 > Step: 7700 Progress: 3.9% Elapsed: 1 day, 1:50:08 temperature: no ada_p: No Discriminator_loss: 0.211887 Generator_loss: 0.092421
[INFO] 2020-11-18 17:32:37 > Step: 7800 Progress: 3.9% Elapsed: 1 day, 2:10:02 temperature: no ada_p: No Discriminator_loss: 0.252003 Generator_loss: 0.0493305
[INFO] 2020-11-18 17:52:36 > Step: 7900 Progress: 4.0% Elapsed: 1 day, 2:30:01 temperature: no ada_p: No Discriminator_loss: 0.276506 Generator_loss: 0.128925
[INFO] 2020-11-18 18:12:28 > Step: 8000 Progress: 4.0% Elapsed: 1 day, 2:49:53 temperature: no ada_p: No Discriminator_loss: 0.25602 Generator_loss: 0.176396
[INFO] 2020-11-18 18:12:31 > Start Evaluation (8000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 18:19:17 > F_8 score (Step: 8000, Using valid images): 0.5741004639111378
[INFO] 2020-11-18 18:19:17 > F_1/8 score (Step: 8000, Using valid images): 0.7219935351772346
[INFO] 2020-11-18 18:19:17 > FID score (Step: 8000, Using valid moments): 70.30912377034406
[INFO] 2020-11-18 18:19:17 > Inception score (Step: 8000, 50000 generated images): 12.87334156036377
[INFO] 2020-11-18 18:19:17 > Best FID score (Step: 8000, Using valid moments): 70.30912377034406
[INFO] 2020-11-18 18:19:30 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 18:39:14 > Step: 8100 Progress: 4.0% Elapsed: 1 day, 3:16:39 temperature: no ada_p: No Discriminator_loss: 0.243818 Generator_loss: 0.116462
[INFO] 2020-11-18 18:59:11 > Step: 8200 Progress: 4.1% Elapsed: 1 day, 3:36:36 temperature: no ada_p: No Discriminator_loss: 0.209659 Generator_loss: 0.12754
[INFO] 2020-11-18 19:19:07 > Step: 8300 Progress: 4.2% Elapsed: 1 day, 3:56:32 temperature: no ada_p: No Discriminator_loss: 0.221617 Generator_loss: 0.104785
[INFO] 2020-11-18 19:39:00 > Step: 8400 Progress: 4.2% Elapsed: 1 day, 4:16:24 temperature: no ada_p: No Discriminator_loss: 0.239512 Generator_loss: 0.152214
[INFO] 2020-11-18 19:58:57 > Step: 8500 Progress: 4.2% Elapsed: 1 day, 4:36:22 temperature: no ada_p: No Discriminator_loss: 0.249378 Generator_loss: 0.108344
[INFO] 2020-11-18 20:18:50 > Step: 8600 Progress: 4.3% Elapsed: 1 day, 4:56:15 temperature: no ada_p: No Discriminator_loss: 0.229048 Generator_loss: 0.0838614
[INFO] 2020-11-18 20:38:41 > Step: 8700 Progress: 4.3% Elapsed: 1 day, 5:16:05 temperature: no ada_p: No Discriminator_loss: 0.242849 Generator_loss: 0.133821
[INFO] 2020-11-18 20:58:39 > Step: 8800 Progress: 4.4% Elapsed: 1 day, 5:36:04 temperature: no ada_p: No Discriminator_loss: 0.269449 Generator_loss: 0.144803
[INFO] 2020-11-18 21:18:32 > Step: 8900 Progress: 4.5% Elapsed: 1 day, 5:55:57 temperature: no ada_p: No Discriminator_loss: 0.205253 Generator_loss: 0.164602
[INFO] 2020-11-18 21:38:22 > Step: 9000 Progress: 4.5% Elapsed: 1 day, 6:15:47 temperature: no ada_p: No Discriminator_loss: 0.179189 Generator_loss: 0.164918
[INFO] 2020-11-18 21:58:19 > Step: 9100 Progress: 4.5% Elapsed: 1 day, 6:35:44 temperature: no ada_p: No Discriminator_loss: 0.241334 Generator_loss: 0.214757
[INFO] 2020-11-18 22:18:15 > Step: 9200 Progress: 4.6% Elapsed: 1 day, 6:55:40 temperature: no ada_p: No Discriminator_loss: 0.203833 Generator_loss: 0.167384
[INFO] 2020-11-18 22:38:08 > Step: 9300 Progress: 4.7% Elapsed: 1 day, 7:15:33 temperature: no ada_p: No Discriminator_loss: 0.237497 Generator_loss: 0.135439
[INFO] 2020-11-18 22:58:04 > Step: 9400 Progress: 4.7% Elapsed: 1 day, 7:35:29 temperature: no ada_p: No Discriminator_loss: 0.245804 Generator_loss: 0.0764196
[INFO] 2020-11-18 23:17:59 > Step: 9500 Progress: 4.8% Elapsed: 1 day, 7:55:24 temperature: no ada_p: No Discriminator_loss: 0.271051 Generator_loss: 0.119601
[INFO] 2020-11-18 23:37:51 > Step: 9600 Progress: 4.8% Elapsed: 1 day, 8:15:16 temperature: no ada_p: No Discriminator_loss: 0.238833 Generator_loss: 0.169793
[INFO] 2020-11-18 23:57:45 > Step: 9700 Progress: 4.9% Elapsed: 1 day, 8:35:10 temperature: no ada_p: No Discriminator_loss: 0.28613 Generator_loss: 0.205662
[INFO] 2020-11-19 00:17:42 > Step: 9800 Progress: 4.9% Elapsed: 1 day, 8:55:06 temperature: no ada_p: No Discriminator_loss: 0.217022 Generator_loss: 0.123579
[INFO] 2020-11-19 00:37:34 > Step: 9900 Progress: 5.0% Elapsed: 1 day, 9:14:59 temperature: no ada_p: No Discriminator_loss: 0.264173 Generator_loss: 0.0923347
[INFO] 2020-11-19 00:57:26 > Step: 10000 Progress: 5.0% Elapsed: 1 day, 9:34:51 temperature: no ada_p: No Discriminator_loss: 0.216421 Generator_loss: 0.161249
[INFO] 2020-11-19 00:57:30 > Start Evaluation (10000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-19 01:04:25 > F_8 score (Step: 10000, Using valid images): 0.6214663442633134
[INFO] 2020-11-19 01:04:25 > F_1/8 score (Step: 10000, Using valid images): 0.7763883552713049
[INFO] 2020-11-19 01:04:25 > FID score (Step: 10000, Using valid moments): 63.19989380954826
[INFO] 2020-11-19 01:04:25 > Inception score (Step: 10000, 50000 generated images): 14.373313903808594
[INFO] 2020-11-19 01:04:25 > Best FID score (Step: 10000, Using valid moments): 63.19989380954826
[INFO] 2020-11-19 01:04:39 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-19 01:24:31 > Step: 10100 Progress: 5.1% Elapsed: 1 day, 10:01:56 temperature: no ada_p: No Discriminator_loss: 0.246791 Generator_loss: 0.12967
[INFO] 2020-11-19 01:44:24 > Step: 10200 Progress: 5.1% Elapsed: 1 day, 10:21:49 temperature: no ada_p: No Discriminator_loss: 0.243391 Generator_loss: 0.122277
[INFO] 2020-11-19 02:04:17 > Step: 10300 Progress: 5.1% Elapsed: 1 day, 10:41:42 temperature: no ada_p: No Discriminator_loss: 0.191367 Generator_loss: 0.154431
[INFO] 2020-11-20 15:10:38 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=10000.pth
[INFO] 2020-11-20 15:10:38 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=10000.pth
[INFO] 2020-11-20 15:10:41 > Start training....
[INFO] 2020-11-20 15:30:42 > Step: 10100 Progress: 5.1% Elapsed: 0:20:00 temperature: no ada_p: No Discriminator_loss: 0.2295 Generator_loss: 0.18205
[INFO] 2020-11-20 15:50:05 > Step: 10200 Progress: 5.1% Elapsed: 0:39:23 temperature: no ada_p: No Discriminator_loss: 0.20716 Generator_loss: 0.154448
[INFO] 2020-11-20 16:09:29 > Step: 10300 Progress: 5.1% Elapsed: 0:58:48 temperature: no ada_p: No Discriminator_loss: 0.220435 Generator_loss: 0.1357
[INFO] 2020-11-20 16:28:56 > Step: 10400 Progress: 5.2% Elapsed: 1:18:14 temperature: no ada_p: No Discriminator_loss: 0.227416 Generator_loss: 0.163683
[INFO] 2020-11-20 16:48:18 > Step: 10500 Progress: 5.2% Elapsed: 1:37:37 temperature: no ada_p: No Discriminator_loss: 0.242945 Generator_loss: 0.216558
[INFO] 2020-11-20 17:07:42 > Step: 10600 Progress: 5.3% Elapsed: 1:57:01 temperature: no ada_p: No Discriminator_loss: 0.217788 Generator_loss: 0.130572
[INFO] 2020-11-20 17:27:10 > Step: 10700 Progress: 5.3% Elapsed: 2:16:29 temperature: no ada_p: No Discriminator_loss: 0.202118 Generator_loss: 0.176072
[INFO] 2020-11-20 17:46:34 > Step: 10800 Progress: 5.4% Elapsed: 2:35:53 temperature: no ada_p: No Discriminator_loss: 0.190897 Generator_loss: 0.155501
[INFO] 2020-11-20 18:05:58 > Step: 10900 Progress: 5.5% Elapsed: 2:55:17 temperature: no ada_p: No Discriminator_loss: 0.183894 Generator_loss: 0.169229
[INFO] 2020-11-20 18:25:24 > Step: 11000 Progress: 5.5% Elapsed: 3:14:43 temperature: no ada_p: No Discriminator_loss: 0.219678 Generator_loss: 0.162573
[INFO] 2020-11-20 18:44:47 > Step: 11100 Progress: 5.5% Elapsed: 3:34:06 temperature: no ada_p: No Discriminator_loss: 0.233288 Generator_loss: 0.0581817
[INFO] 2020-11-20 19:04:10 > Step: 11200 Progress: 5.6% Elapsed: 3:53:28 temperature: no ada_p: No Discriminator_loss: 0.193857 Generator_loss: 0.137527
[INFO] 2020-11-20 19:23:35 > Step: 11300 Progress: 5.7% Elapsed: 4:12:54 temperature: no ada_p: No Discriminator_loss: 0.205817 Generator_loss: 0.0780122
[INFO] 2020-11-20 19:43:00 > Step: 11400 Progress: 5.7% Elapsed: 4:32:18 temperature: no ada_p: No Discriminator_loss: 0.271368 Generator_loss: 0.272416
[INFO] 2020-11-20 20:02:23 > Step: 11500 Progress: 5.8% Elapsed: 4:51:42 temperature: no ada_p: No Discriminator_loss: 0.228676 Generator_loss: 0.106567
[INFO] 2020-11-20 20:21:50 > Step: 11600 Progress: 5.8% Elapsed: 5:11:08 temperature: no ada_p: No Discriminator_loss: 0.194463 Generator_loss: 0.193247
[INFO] 2020-11-20 20:41:15 > Step: 11700 Progress: 5.9% Elapsed: 5:30:33 temperature: no ada_p: No Discriminator_loss: 0.248362 Generator_loss: 0.172948
[INFO] 2020-11-20 21:00:38 > Step: 11800 Progress: 5.9% Elapsed: 5:49:56 temperature: no ada_p: No Discriminator_loss: 0.238869 Generator_loss: 0.187043
[INFO] 2020-11-20 21:20:05 > Step: 11900 Progress: 5.9% Elapsed: 6:09:24 temperature: no ada_p: No Discriminator_loss: 0.209479 Generator_loss: 0.151155
[INFO] 2020-11-20 21:39:30 > Step: 12000 Progress: 6.0% Elapsed: 6:28:49 temperature: no ada_p: No Discriminator_loss: 0.196707 Generator_loss: 0.181716
[INFO] 2020-11-20 21:39:34 > Start Evaluation (12000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-20 21:46:45 > F_8 score (Step: 12000, Using valid images): 0.6386777121393609
[INFO] 2020-11-20 21:46:45 > F_1/8 score (Step: 12000, Using valid images): 0.8161765801067036
[INFO] 2020-11-20 21:46:45 > FID score (Step: 12000, Using valid moments): 58.11073175714472
[INFO] 2020-11-20 21:46:45 > Inception score (Step: 12000, 50000 generated images): 15.325325965881348
[INFO] 2020-11-20 21:46:45 > Best FID score (Step: 12000, Using valid moments): 58.11073175714472
[INFO] 2020-11-20 21:47:00 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-20 22:06:15 > Step: 12100 Progress: 6.0% Elapsed: 6:55:34 temperature: no ada_p: No Discriminator_loss: 0.190874 Generator_loss: 0.241293
[INFO] 2020-11-20 22:25:41 > Step: 12200 Progress: 6.1% Elapsed: 7:15:00 temperature: no ada_p: No Discriminator_loss: 0.203435 Generator_loss: 0.19241
[INFO] 2020-11-20 22:45:05 > Step: 12300 Progress: 6.2% Elapsed: 7:34:24 temperature: no ada_p: No Discriminator_loss: 0.220744 Generator_loss: 0.152102
[INFO] 2020-11-20 23:04:29 > Step: 12400 Progress: 6.2% Elapsed: 7:53:48 temperature: no ada_p: No Discriminator_loss: 0.218192 Generator_loss: 0.179594
[INFO] 2020-11-20 23:23:52 > Step: 12500 Progress: 6.2% Elapsed: 8:13:11 temperature: no ada_p: No Discriminator_loss: 0.176835 Generator_loss: 0.169712
[INFO] 2020-11-20 23:43:19 > Step: 12600 Progress: 6.3% Elapsed: 8:32:37 temperature: no ada_p: No Discriminator_loss: 0.201265 Generator_loss: 0.145578
[INFO] 2020-11-21 00:02:42 > Step: 12700 Progress: 6.3% Elapsed: 8:52:00 temperature: no ada_p: No Discriminator_loss: 0.196354 Generator_loss: 0.170638
[INFO] 2020-11-21 00:22:04 > Step: 12800 Progress: 6.4% Elapsed: 9:11:23 temperature: no ada_p: No Discriminator_loss: 0.192557 Generator_loss: 0.258708
[INFO] 2020-11-21 00:41:32 > Step: 12900 Progress: 6.5% Elapsed: 9:30:50 temperature: no ada_p: No Discriminator_loss: 0.215605 Generator_loss: 0.159161
[INFO] 2020-11-21 01:00:56 > Step: 13000 Progress: 6.5% Elapsed: 9:50:15 temperature: no ada_p: No Discriminator_loss: 0.202839 Generator_loss: 0.206511
[INFO] 2020-11-21 01:20:20 > Step: 13100 Progress: 6.6% Elapsed: 10:09:39 temperature: no ada_p: No Discriminator_loss: 0.300764 Generator_loss: 0.090572
[INFO] 2020-11-21 01:39:48 > Step: 13200 Progress: 6.6% Elapsed: 10:29:06 temperature: no ada_p: No Discriminator_loss: 0.185969 Generator_loss: 0.145989
[INFO] 2020-11-21 01:59:10 > Step: 13300 Progress: 6.7% Elapsed: 10:48:28 temperature: no ada_p: No Discriminator_loss: 0.200087 Generator_loss: 0.152552
[INFO] 2020-11-21 02:18:33 > Step: 13400 Progress: 6.7% Elapsed: 11:07:51 temperature: no ada_p: No Discriminator_loss: 0.192052 Generator_loss: 0.193024
[INFO] 2020-11-21 02:37:59 > Step: 13500 Progress: 6.8% Elapsed: 11:27:18 temperature: no ada_p: No Discriminator_loss: 0.184602 Generator_loss: 0.18231
[INFO] 2020-11-21 02:57:24 > Step: 13600 Progress: 6.8% Elapsed: 11:46:42 temperature: no ada_p: No Discriminator_loss: 0.208961 Generator_loss: 0.196294
[INFO] 2020-11-21 03:16:48 > Step: 13700 Progress: 6.9% Elapsed: 12:06:07 temperature: no ada_p: No Discriminator_loss: 0.217737 Generator_loss: 0.104413
[INFO] 2020-11-21 03:36:14 > Step: 13800 Progress: 6.9% Elapsed: 12:25:33 temperature: no ada_p: No Discriminator_loss: 0.186282 Generator_loss: 0.184791
[INFO] 2020-11-21 03:55:38 > Step: 13900 Progress: 7.0% Elapsed: 12:44:56 temperature: no ada_p: No Discriminator_loss: 0.170052 Generator_loss: 0.210327
[INFO] 2020-11-21 04:15:02 > Step: 14000 Progress: 7.0% Elapsed: 13:04:21 temperature: no ada_p: No Discriminator_loss: 0.212125 Generator_loss: 0.140775
[INFO] 2020-11-21 04:15:06 > Start Evaluation (14000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 04:21:41 > F_8 score (Step: 14000, Using valid images): 0.7240523376836312
[INFO] 2020-11-21 04:21:41 > F_1/8 score (Step: 14000, Using valid images): 0.8294053826683297
[INFO] 2020-11-21 04:21:41 > FID score (Step: 14000, Using valid moments): 54.80619541110764
[INFO] 2020-11-21 04:21:41 > Inception score (Step: 14000, 50000 generated images): 16.564987182617188
[INFO] 2020-11-21 04:21:41 > Best FID score (Step: 14000, Using valid moments): 54.80619541110764
[INFO] 2020-11-21 04:21:56 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 04:41:16 > Step: 14100 Progress: 7.0% Elapsed: 13:30:34 temperature: no ada_p: No Discriminator_loss: 0.208052 Generator_loss: 0.186488
[INFO] 2020-11-21 05:00:41 > Step: 14200 Progress: 7.1% Elapsed: 13:49:59 temperature: no ada_p: No Discriminator_loss: 0.162561 Generator_loss: 0.211545
[INFO] 2020-11-21 05:20:05 > Step: 14300 Progress: 7.1% Elapsed: 14:09:24 temperature: no ada_p: No Discriminator_loss: 0.16516 Generator_loss: 0.159399
[INFO] 2020-11-21 05:39:33 > Step: 14400 Progress: 7.2% Elapsed: 14:28:51 temperature: no ada_p: No Discriminator_loss: 0.194885 Generator_loss: 0.20671
[INFO] 2020-11-21 05:58:58 > Step: 14500 Progress: 7.2% Elapsed: 14:48:16 temperature: no ada_p: No Discriminator_loss: 0.182064 Generator_loss: 0.226482
[INFO] 2020-11-21 06:18:21 > Step: 14600 Progress: 7.3% Elapsed: 15:07:39 temperature: no ada_p: No Discriminator_loss: 0.194142 Generator_loss: 0.246529
[INFO] 2020-11-21 06:37:47 > Step: 14700 Progress: 7.3% Elapsed: 15:27:05 temperature: no ada_p: No Discriminator_loss: 0.213864 Generator_loss: 0.195803
[INFO] 2020-11-21 06:57:11 > Step: 14800 Progress: 7.4% Elapsed: 15:46:29 temperature: no ada_p: No Discriminator_loss: 0.227983 Generator_loss: 0.139411
[INFO] 2020-11-21 07:16:35 > Step: 14900 Progress: 7.4% Elapsed: 16:05:53 temperature: no ada_p: No Discriminator_loss: 0.201532 Generator_loss: 0.23371
[INFO] 2020-11-21 07:35:59 > Step: 15000 Progress: 7.5% Elapsed: 16:25:17 temperature: no ada_p: No Discriminator_loss: 0.185803 Generator_loss: 0.187043
[INFO] 2020-11-21 07:55:26 > Step: 15100 Progress: 7.5% Elapsed: 16:44:45 temperature: no ada_p: No Discriminator_loss: 0.184926 Generator_loss: 0.262945
[INFO] 2020-11-21 08:14:51 > Step: 15200 Progress: 7.6% Elapsed: 17:04:10 temperature: no ada_p: No Discriminator_loss: 0.190671 Generator_loss: 0.197297
[INFO] 2020-11-21 08:34:16 > Step: 15300 Progress: 7.6% Elapsed: 17:23:35 temperature: no ada_p: No Discriminator_loss: 0.198568 Generator_loss: 0.313341
[INFO] 2020-11-21 08:53:45 > Step: 15400 Progress: 7.7% Elapsed: 17:43:03 temperature: no ada_p: No Discriminator_loss: 0.187435 Generator_loss: 0.170301
[INFO] 2020-11-21 09:13:08 > Step: 15500 Progress: 7.8% Elapsed: 18:02:26 temperature: no ada_p: No Discriminator_loss: 0.208097 Generator_loss: 0.182295
[INFO] 2020-11-21 09:32:33 > Step: 15600 Progress: 7.8% Elapsed: 18:21:51 temperature: no ada_p: No Discriminator_loss: 0.202931 Generator_loss: 0.218646
[INFO] 2020-11-21 09:52:01 > Step: 15700 Progress: 7.8% Elapsed: 18:41:19 temperature: no ada_p: No Discriminator_loss: 0.174455 Generator_loss: 0.223203
[INFO] 2020-11-21 10:11:25 > Step: 15800 Progress: 7.9% Elapsed: 19:00:44 temperature: no ada_p: No Discriminator_loss: 0.154905 Generator_loss: 0.23655
[INFO] 2020-11-21 10:30:51 > Step: 15900 Progress: 8.0% Elapsed: 19:20:10 temperature: no ada_p: No Discriminator_loss: 0.186583 Generator_loss: 0.245319
[INFO] 2020-11-21 10:50:18 > Step: 16000 Progress: 8.0% Elapsed: 19:39:37 temperature: no ada_p: No Discriminator_loss: 0.181818 Generator_loss: 0.182402
[INFO] 2020-11-21 10:50:22 > Start Evaluation (16000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 10:57:03 > F_8 score (Step: 16000, Using valid images): 0.7352061588178772
[INFO] 2020-11-21 10:57:03 > F_1/8 score (Step: 16000, Using valid images): 0.8330093274036363
[INFO] 2020-11-21 10:57:03 > FID score (Step: 16000, Using valid moments): 50.32117789410228
[INFO] 2020-11-21 10:57:03 > Inception score (Step: 16000, 50000 generated images): 17.532384872436523
[INFO] 2020-11-21 10:57:03 > Best FID score (Step: 16000, Using valid moments): 50.32117789410228
[INFO] 2020-11-21 10:57:17 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 11:16:34 > Step: 16100 Progress: 8.1% Elapsed: 20:05:52 temperature: no ada_p: No Discriminator_loss: 0.207189 Generator_loss: 0.239634
[INFO] 2020-11-21 11:35:58 > Step: 16200 Progress: 8.1% Elapsed: 20:25:17 temperature: no ada_p: No Discriminator_loss: 0.190123 Generator_loss: 0.211176
[INFO] 2020-11-21 11:55:26 > Step: 16300 Progress: 8.2% Elapsed: 20:44:44 temperature: no ada_p: No Discriminator_loss: 0.194597 Generator_loss: 0.270841
[INFO] 2020-11-21 12:14:50 > Step: 16400 Progress: 8.2% Elapsed: 21:04:08 temperature: no ada_p: No Discriminator_loss: 0.157201 Generator_loss: 0.245637
[INFO] 2020-11-21 12:34:14 > Step: 16500 Progress: 8.2% Elapsed: 21:23:33 temperature: no ada_p: No Discriminator_loss: 0.198247 Generator_loss: 0.223583
[INFO] 2020-11-21 12:53:44 > Step: 16600 Progress: 8.3% Elapsed: 21:43:03 temperature: no ada_p: No Discriminator_loss: 0.200724 Generator_loss: 0.191067
[INFO] 2020-11-21 13:13:10 > Step: 16700 Progress: 8.3% Elapsed: 22:02:28 temperature: no ada_p: No Discriminator_loss: 0.179026 Generator_loss: 0.205771
[INFO] 2020-11-21 13:32:35 > Step: 16800 Progress: 8.4% Elapsed: 22:21:53 temperature: no ada_p: No Discriminator_loss: 0.184025 Generator_loss: 0.220627
[INFO] 2020-11-21 13:52:03 > Step: 16900 Progress: 8.5% Elapsed: 22:41:22 temperature: no ada_p: No Discriminator_loss: 0.167278 Generator_loss: 0.16851
[INFO] 2020-11-21 14:11:28 > Step: 17000 Progress: 8.5% Elapsed: 23:00:46 temperature: no ada_p: No Discriminator_loss: 0.159555 Generator_loss: 0.260082
[INFO] 2020-11-21 14:30:52 > Step: 17100 Progress: 8.6% Elapsed: 23:20:10 temperature: no ada_p: No Discriminator_loss: 0.242695 Generator_loss: 0.39664
[INFO] 2020-11-21 14:50:18 > Step: 17200 Progress: 8.6% Elapsed: 23:39:36 temperature: no ada_p: No Discriminator_loss: 0.196402 Generator_loss: 0.195383
[INFO] 2020-11-21 15:09:43 > Step: 17300 Progress: 8.6% Elapsed: 23:59:01 temperature: no ada_p: No Discriminator_loss: 0.147858 Generator_loss: 0.231061
[INFO] 2020-11-21 15:29:08 > Step: 17400 Progress: 8.7% Elapsed: 1 day, 0:18:27 temperature: no ada_p: No Discriminator_loss: 0.159027 Generator_loss: 0.238632
[INFO] 2020-11-21 15:48:33 > Step: 17500 Progress: 8.8% Elapsed: 1 day, 0:37:52 temperature: no ada_p: No Discriminator_loss: 0.140123 Generator_loss: 0.229517
[INFO] 2020-11-21 16:08:04 > Step: 17600 Progress: 8.8% Elapsed: 1 day, 0:57:23 temperature: no ada_p: No Discriminator_loss: 0.204319 Generator_loss: 0.20997
[INFO] 2020-11-21 16:27:29 > Step: 17700 Progress: 8.8% Elapsed: 1 day, 1:16:48 temperature: no ada_p: No Discriminator_loss: 0.215372 Generator_loss: 0.162894
[INFO] 2020-11-21 16:46:54 > Step: 17800 Progress: 8.9% Elapsed: 1 day, 1:36:12 temperature: no ada_p: No Discriminator_loss: 0.192246 Generator_loss: 0.20657
[INFO] 2020-11-21 17:06:22 > Step: 17900 Progress: 8.9% Elapsed: 1 day, 1:55:40 temperature: no ada_p: No Discriminator_loss: 0.164632 Generator_loss: 0.25305
[INFO] 2020-11-21 17:25:48 > Step: 18000 Progress: 9.0% Elapsed: 1 day, 2:15:06 temperature: no ada_p: No Discriminator_loss: 0.192146 Generator_loss: 0.174159
[INFO] 2020-11-21 17:25:51 > Start Evaluation (18000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 17:32:23 > F_8 score (Step: 18000, Using valid images): 0.7957542930285093
[INFO] 2020-11-21 17:32:23 > F_1/8 score (Step: 18000, Using valid images): 0.864556390918145
[INFO] 2020-11-21 17:32:23 > FID score (Step: 18000, Using valid moments): 45.90127907948647
[INFO] 2020-11-21 17:32:23 > Inception score (Step: 18000, 50000 generated images): 18.828737258911133
[INFO] 2020-11-21 17:32:23 > Best FID score (Step: 18000, Using valid moments): 45.90127907948647
[INFO] 2020-11-21 17:32:38 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 17:51:54 > Step: 18100 Progress: 9.0% Elapsed: 1 day, 2:41:12 temperature: no ada_p: No Discriminator_loss: 0.148594 Generator_loss: 0.277427
[INFO] 2020-11-21 18:11:21 > Step: 18200 Progress: 9.1% Elapsed: 1 day, 3:00:40 temperature: no ada_p: No Discriminator_loss: 0.160869 Generator_loss: 0.191888
[INFO] 2020-11-21 18:30:45 > Step: 18300 Progress: 9.2% Elapsed: 1 day, 3:20:04 temperature: no ada_p: No Discriminator_loss: 0.190503 Generator_loss: 0.146608
[INFO] 2020-11-21 18:50:10 > Step: 18400 Progress: 9.2% Elapsed: 1 day, 3:39:28 temperature: no ada_p: No Discriminator_loss: 0.192317 Generator_loss: 0.241573
[INFO] 2020-11-21 19:09:37 > Step: 18500 Progress: 9.2% Elapsed: 1 day, 3:58:56 temperature: no ada_p: No Discriminator_loss: 0.162851 Generator_loss: 0.266342
[INFO] 2020-11-21 19:29:02 > Step: 18600 Progress: 9.3% Elapsed: 1 day, 4:18:20 temperature: no ada_p: No Discriminator_loss: 0.169373 Generator_loss: 0.252053
[INFO] 2020-11-21 19:48:26 > Step: 18700 Progress: 9.3% Elapsed: 1 day, 4:37:44 temperature: no ada_p: No Discriminator_loss: 0.176343 Generator_loss: 0.185214
[INFO] 2020-11-21 20:07:54 > Step: 18800 Progress: 9.4% Elapsed: 1 day, 4:57:12 temperature: no ada_p: No Discriminator_loss: 0.173464 Generator_loss: 0.236285
[INFO] 2020-11-21 20:27:19 > Step: 18900 Progress: 9.4% Elapsed: 1 day, 5:16:37 temperature: no ada_p: No Discriminator_loss: 0.16186 Generator_loss: 0.248078
[INFO] 2020-11-21 20:46:42 > Step: 19000 Progress: 9.5% Elapsed: 1 day, 5:36:00 temperature: no ada_p: No Discriminator_loss: 0.201582 Generator_loss: 0.209764
[INFO] 2020-11-21 21:06:10 > Step: 19100 Progress: 9.6% Elapsed: 1 day, 5:55:29 temperature: no ada_p: No Discriminator_loss: 0.166787 Generator_loss: 0.197507
[INFO] 2020-11-21 21:25:35 > Step: 19200 Progress: 9.6% Elapsed: 1 day, 6:14:53 temperature: no ada_p: No Discriminator_loss: 0.146623 Generator_loss: 0.25138
[INFO] 2020-11-21 21:45:01 > Step: 19300 Progress: 9.7% Elapsed: 1 day, 6:34:19 temperature: no ada_p: No Discriminator_loss: 0.210267 Generator_loss: 0.205066
[INFO] 2020-11-21 22:04:29 > Step: 19400 Progress: 9.7% Elapsed: 1 day, 6:53:47 temperature: no ada_p: No Discriminator_loss: 0.157833 Generator_loss: 0.256069
[INFO] 2020-11-21 22:23:52 > Step: 19500 Progress: 9.8% Elapsed: 1 day, 7:13:11 temperature: no ada_p: No Discriminator_loss: 0.145279 Generator_loss: 0.212783
[INFO] 2020-11-21 22:43:17 > Step: 19600 Progress: 9.8% Elapsed: 1 day, 7:32:36 temperature: no ada_p: No Discriminator_loss: 0.193121 Generator_loss: 0.20408
[INFO] 2020-11-21 23:02:44 > Step: 19700 Progress: 9.8% Elapsed: 1 day, 7:52:02 temperature: no ada_p: No Discriminator_loss: 0.155017 Generator_loss: 0.210152
[INFO] 2020-11-21 23:22:10 > Step: 19800 Progress: 9.9% Elapsed: 1 day, 8:11:29 temperature: no ada_p: No Discriminator_loss: 0.165952 Generator_loss: 0.191186
[INFO] 2020-11-21 23:41:35 > Step: 19900 Progress: 10.0% Elapsed: 1 day, 8:30:54 temperature: no ada_p: No Discriminator_loss: 0.154897 Generator_loss: 0.280766
[INFO] 2020-11-22 00:01:01 > Step: 20000 Progress: 10.0% Elapsed: 1 day, 8:50:19 temperature: no ada_p: No Discriminator_loss: 0.166901 Generator_loss: 0.268471
[INFO] 2020-11-22 00:01:04 > Start Evaluation (20000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 00:07:48 > F_8 score (Step: 20000, Using valid images): 0.8008841834347961
[INFO] 2020-11-22 00:07:48 > F_1/8 score (Step: 20000, Using valid images): 0.8765825740207532
[INFO] 2020-11-22 00:07:48 > FID score (Step: 20000, Using valid moments): 43.95102812558173
[INFO] 2020-11-22 00:07:48 > Inception score (Step: 20000, 50000 generated images): 19.429798126220703
[INFO] 2020-11-22 00:07:48 > Best FID score (Step: 20000, Using valid moments): 43.95102812558173
[INFO] 2020-11-22 00:08:02 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 00:27:25 > Step: 20100 Progress: 10.1% Elapsed: 1 day, 9:16:43 temperature: no ada_p: No Discriminator_loss: 0.2019 Generator_loss: 0.200847
[INFO] 2020-11-22 00:46:52 > Step: 20200 Progress: 10.1% Elapsed: 1 day, 9:36:11 temperature: no ada_p: No Discriminator_loss: 0.246713 Generator_loss: 0.23093
[INFO] 2020-11-22 01:06:18 > Step: 20300 Progress: 10.2% Elapsed: 1 day, 9:55:37 temperature: no ada_p: No Discriminator_loss: 0.148689 Generator_loss: 0.240132
[INFO] 2020-11-22 01:25:48 > Step: 20400 Progress: 10.2% Elapsed: 1 day, 10:15:07 temperature: no ada_p: No Discriminator_loss: 0.172045 Generator_loss: 0.221278
[INFO] 2020-11-22 01:45:14 > Step: 20500 Progress: 10.2% Elapsed: 1 day, 10:34:32 temperature: no ada_p: No Discriminator_loss: 0.163006 Generator_loss: 0.276033
[INFO] 2020-11-22 02:04:40 > Step: 20600 Progress: 10.3% Elapsed: 1 day, 10:53:58 temperature: no ada_p: No Discriminator_loss: 0.181071 Generator_loss: 0.248876
[INFO] 2020-11-22 02:24:09 > Step: 20700 Progress: 10.3% Elapsed: 1 day, 11:13:27 temperature: no ada_p: No Discriminator_loss: 0.139187 Generator_loss: 0.252851
[INFO] 2020-11-22 02:43:35 > Step: 20800 Progress: 10.4% Elapsed: 1 day, 11:32:53 temperature: no ada_p: No Discriminator_loss: 0.133034 Generator_loss: 0.248489
[INFO] 2020-11-22 03:03:00 > Step: 20900 Progress: 10.4% Elapsed: 1 day, 11:52:18 temperature: no ada_p: No Discriminator_loss: 0.163318 Generator_loss: 0.224829
[INFO] 2020-11-22 03:22:29 > Step: 21000 Progress: 10.5% Elapsed: 1 day, 12:11:47 temperature: no ada_p: No Discriminator_loss: 0.154853 Generator_loss: 0.227852
[INFO] 2020-11-22 03:41:54 > Step: 21100 Progress: 10.5% Elapsed: 1 day, 12:31:12 temperature: no ada_p: No Discriminator_loss: 0.145436 Generator_loss: 0.262715
[INFO] 2020-11-22 04:01:19 > Step: 21200 Progress: 10.6% Elapsed: 1 day, 12:50:38 temperature: no ada_p: No Discriminator_loss: 0.217216 Generator_loss: 0.135683
[INFO] 2020-11-22 04:20:48 > Step: 21300 Progress: 10.7% Elapsed: 1 day, 13:10:06 temperature: no ada_p: No Discriminator_loss: 0.127514 Generator_loss: 0.291351
[INFO] 2020-11-22 04:40:13 > Step: 21400 Progress: 10.7% Elapsed: 1 day, 13:29:32 temperature: no ada_p: No Discriminator_loss: 0.149552 Generator_loss: 0.235281
[INFO] 2020-11-22 04:59:39 > Step: 21500 Progress: 10.8% Elapsed: 1 day, 13:48:58 temperature: no ada_p: No Discriminator_loss: 0.182367 Generator_loss: 0.234479
[INFO] 2020-11-22 05:19:06 > Step: 21600 Progress: 10.8% Elapsed: 1 day, 14:08:24 temperature: no ada_p: No Discriminator_loss: 0.142829 Generator_loss: 0.264045
[INFO] 2020-11-22 05:38:31 > Step: 21700 Progress: 10.8% Elapsed: 1 day, 14:27:50 temperature: no ada_p: No Discriminator_loss: 0.173463 Generator_loss: 0.202868
[INFO] 2020-11-22 05:57:57 > Step: 21800 Progress: 10.9% Elapsed: 1 day, 14:47:15 temperature: no ada_p: No Discriminator_loss: 0.134472 Generator_loss: 0.27978
[INFO] 2020-11-22 06:17:27 > Step: 21900 Progress: 10.9% Elapsed: 1 day, 15:06:45 temperature: no ada_p: No Discriminator_loss: 0.152797 Generator_loss: 0.265621
[INFO] 2020-11-22 06:36:54 > Step: 22000 Progress: 11.0% Elapsed: 1 day, 15:26:12 temperature: no ada_p: No Discriminator_loss: 0.166114 Generator_loss: 0.229891
[INFO] 2020-11-22 06:36:57 > Start Evaluation (22000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 06:43:34 > F_8 score (Step: 22000, Using valid images): 0.8311077467618045
[INFO] 2020-11-22 06:43:34 > F_1/8 score (Step: 22000, Using valid images): 0.8928053962184226
[INFO] 2020-11-22 06:43:34 > FID score (Step: 22000, Using valid moments): 39.88624114048582
[INFO] 2020-11-22 06:43:34 > Inception score (Step: 22000, 50000 generated images): 21.281982421875
[INFO] 2020-11-22 06:43:34 > Best FID score (Step: 22000, Using valid moments): 39.88624114048582
[INFO] 2020-11-22 06:43:48 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 07:03:07 > Step: 22100 Progress: 11.1% Elapsed: 1 day, 15:52:25 temperature: no ada_p: No Discriminator_loss: 0.147149 Generator_loss: 0.289615
[INFO] 2020-11-22 07:22:35 > Step: 22200 Progress: 11.1% Elapsed: 1 day, 16:11:54 temperature: no ada_p: No Discriminator_loss: 0.178392 Generator_loss: 0.231077
[INFO] 2020-11-22 07:42:00 > Step: 22300 Progress: 11.2% Elapsed: 1 day, 16:31:19 temperature: no ada_p: No Discriminator_loss: 0.160645 Generator_loss: 0.232123
[INFO] 2020-11-22 08:01:26 > Step: 22400 Progress: 11.2% Elapsed: 1 day, 16:50:44 temperature: no ada_p: No Discriminator_loss: 0.184243 Generator_loss: 0.248059
[INFO] 2020-11-22 08:20:52 > Step: 22500 Progress: 11.2% Elapsed: 1 day, 17:10:11 temperature: no ada_p: No Discriminator_loss: 0.136931 Generator_loss: 0.259816
[INFO] 2020-11-22 08:40:21 > Step: 22600 Progress: 11.3% Elapsed: 1 day, 17:29:40 temperature: no ada_p: No Discriminator_loss: 0.143929 Generator_loss: 0.252785
[INFO] 2020-11-22 08:59:47 > Step: 22700 Progress: 11.3% Elapsed: 1 day, 17:49:05 temperature: no ada_p: No Discriminator_loss: 0.186946 Generator_loss: 0.231675
[INFO] 2020-11-22 09:19:13 > Step: 22800 Progress: 11.4% Elapsed: 1 day, 18:08:31 temperature: no ada_p: No Discriminator_loss: 0.155268 Generator_loss: 0.272854
[INFO] 2020-11-22 09:38:43 > Step: 22900 Progress: 11.5% Elapsed: 1 day, 18:28:01 temperature: no ada_p: No Discriminator_loss: 0.171437 Generator_loss: 0.216679
[INFO] 2020-11-22 09:58:08 > Step: 23000 Progress: 11.5% Elapsed: 1 day, 18:47:26 temperature: no ada_p: No Discriminator_loss: 0.173686 Generator_loss: 0.241284
[INFO] 2020-11-22 10:17:34 > Step: 23100 Progress: 11.6% Elapsed: 1 day, 19:06:52 temperature: no ada_p: No Discriminator_loss: 0.313538 Generator_loss: 0.154556
[INFO] 2020-11-22 10:37:02 > Step: 23200 Progress: 11.6% Elapsed: 1 day, 19:26:20 temperature: no ada_p: No Discriminator_loss: 0.172899 Generator_loss: 0.207569
[INFO] 2020-11-22 10:56:28 > Step: 23300 Progress: 11.7% Elapsed: 1 day, 19:45:46 temperature: no ada_p: No Discriminator_loss: 0.143269 Generator_loss: 0.313879
[INFO] 2020-11-22 11:15:54 > Step: 23400 Progress: 11.7% Elapsed: 1 day, 20:05:13 temperature: no ada_p: No Discriminator_loss: 0.173692 Generator_loss: 0.26916
[INFO] 2020-11-22 11:35:22 > Step: 23500 Progress: 11.8% Elapsed: 1 day, 20:24:41 temperature: no ada_p: No Discriminator_loss: 0.140163 Generator_loss: 0.252365
[INFO] 2020-11-22 11:54:48 > Step: 23600 Progress: 11.8% Elapsed: 1 day, 20:44:07 temperature: no ada_p: No Discriminator_loss: 0.147721 Generator_loss: 0.25243
[INFO] 2020-11-22 12:14:13 > Step: 23700 Progress: 11.8% Elapsed: 1 day, 21:03:32 temperature: no ada_p: No Discriminator_loss: 0.206204 Generator_loss: 0.157489
[INFO] 2020-11-22 12:33:43 > Step: 23800 Progress: 11.9% Elapsed: 1 day, 21:23:02 temperature: no ada_p: No Discriminator_loss: 0.136949 Generator_loss: 0.25243
[INFO] 2020-11-22 12:53:08 > Step: 23900 Progress: 11.9% Elapsed: 1 day, 21:42:27 temperature: no ada_p: No Discriminator_loss: 0.1576 Generator_loss: 0.275765
[INFO] 2020-11-22 13:12:33 > Step: 24000 Progress: 12.0% Elapsed: 1 day, 22:01:52 temperature: no ada_p: No Discriminator_loss: 0.167492 Generator_loss: 0.23366
[INFO] 2020-11-22 13:12:37 > Start Evaluation (24000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 13:19:22 > F_8 score (Step: 24000, Using valid images): 0.8612629688979154
[INFO] 2020-11-22 13:19:22 > F_1/8 score (Step: 24000, Using valid images): 0.9090002551816145
[INFO] 2020-11-22 13:19:22 > FID score (Step: 24000, Using valid moments): 36.225534927762226
[INFO] 2020-11-22 13:19:22 > Inception score (Step: 24000, 50000 generated images): 23.147884368896484
[INFO] 2020-11-22 13:19:22 > Best FID score (Step: 24000, Using valid moments): 36.225534927762226
[INFO] 2020-11-22 13:19:36 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 13:38:58 > Step: 24100 Progress: 12.0% Elapsed: 1 day, 22:28:16 temperature: no ada_p: No Discriminator_loss: 0.189223 Generator_loss: 0.23115
[INFO] 2020-11-22 13:58:23 > Step: 24200 Progress: 12.1% Elapsed: 1 day, 22:47:42 temperature: no ada_p: No Discriminator_loss: 0.117916 Generator_loss: 0.28607
[INFO] 2020-11-22 14:17:49 > Step: 24300 Progress: 12.2% Elapsed: 1 day, 23:07:07 temperature: no ada_p: No Discriminator_loss: 0.427253 Generator_loss: 0.00827525
[INFO] 2020-11-22 14:37:18 > Step: 24400 Progress: 12.2% Elapsed: 1 day, 23:26:37 temperature: no ada_p: No Discriminator_loss: 0.112923 Generator_loss: 0.319743
[INFO] 2020-11-22 14:56:44 > Step: 24500 Progress: 12.2% Elapsed: 1 day, 23:46:03 temperature: no ada_p: No Discriminator_loss: 0.178331 Generator_loss: 0.321524
[INFO] 2020-11-22 15:16:11 > Step: 24600 Progress: 12.3% Elapsed: 2 days, 0:05:29 temperature: no ada_p: No Discriminator_loss: 0.135866 Generator_loss: 0.271457
[INFO] 2020-11-22 15:35:40 > Step: 24700 Progress: 12.3% Elapsed: 2 days, 0:24:58 temperature: no ada_p: No Discriminator_loss: 0.167005 Generator_loss: 0.231472
[INFO] 2020-11-22 15:55:07 > Step: 24800 Progress: 12.4% Elapsed: 2 days, 0:44:26 temperature: no ada_p: No Discriminator_loss: 0.124954 Generator_loss: 0.270985
[INFO] 2020-11-22 16:14:34 > Step: 24900 Progress: 12.4% Elapsed: 2 days, 1:03:53 temperature: no ada_p: No Discriminator_loss: 0.150697 Generator_loss: 0.261182
[INFO] 2020-11-22 16:34:00 > Step: 25000 Progress: 12.5% Elapsed: 2 days, 1:23:19 temperature: no ada_p: No Discriminator_loss: 0.210318 Generator_loss: 0.248096
[INFO] 2020-11-22 16:53:32 > Step: 25100 Progress: 12.6% Elapsed: 2 days, 1:42:50 temperature: no ada_p: No Discriminator_loss: 0.122953 Generator_loss: 0.307201
[INFO] 2020-11-22 17:12:58 > Step: 25200 Progress: 12.6% Elapsed: 2 days, 2:02:16 temperature: no ada_p: No Discriminator_loss: 0.15858 Generator_loss: 0.26299
[INFO] 2020-11-22 17:32:24 > Step: 25300 Progress: 12.7% Elapsed: 2 days, 2:21:42 temperature: no ada_p: No Discriminator_loss: 0.147586 Generator_loss: 0.277608
[INFO] 2020-11-22 17:51:54 > Step: 25400 Progress: 12.7% Elapsed: 2 days, 2:41:12 temperature: no ada_p: No Discriminator_loss: 0.151356 Generator_loss: 0.287967
[INFO] 2020-11-22 18:11:20 > Step: 25500 Progress: 12.8% Elapsed: 2 days, 3:00:38 temperature: no ada_p: No Discriminator_loss: 0.191884 Generator_loss: 0.232955
[INFO] 2020-11-22 18:30:46 > Step: 25600 Progress: 12.8% Elapsed: 2 days, 3:20:04 temperature: no ada_p: No Discriminator_loss: 0.143293 Generator_loss: 0.265294
[INFO] 2020-11-22 18:50:17 > Step: 25700 Progress: 12.8% Elapsed: 2 days, 3:39:35 temperature: no ada_p: No Discriminator_loss: 0.111512 Generator_loss: 0.323056
[INFO] 2020-11-22 19:09:42 > Step: 25800 Progress: 12.9% Elapsed: 2 days, 3:59:00 temperature: no ada_p: No Discriminator_loss: 0.141827 Generator_loss: 0.26962
[INFO] 2020-11-22 19:29:08 > Step: 25900 Progress: 13.0% Elapsed: 2 days, 4:18:26 temperature: no ada_p: No Discriminator_loss: 0.146207 Generator_loss: 0.296434
[INFO] 2020-11-22 19:48:38 > Step: 26000 Progress: 13.0% Elapsed: 2 days, 4:37:56 temperature: no ada_p: No Discriminator_loss: 0.151198 Generator_loss: 0.254302
[INFO] 2020-11-22 19:48:41 > Start Evaluation (26000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 19:55:29 > F_8 score (Step: 26000, Using valid images): 0.8749925030827396
[INFO] 2020-11-22 19:55:29 > F_1/8 score (Step: 26000, Using valid images): 0.9143484592588216
[INFO] 2020-11-22 19:55:29 > FID score (Step: 26000, Using valid moments): 33.259617064162626
[INFO] 2020-11-22 19:55:29 > Inception score (Step: 26000, 50000 generated images): 24.855907440185547
[INFO] 2020-11-22 19:55:29 > Best FID score (Step: 26000, Using valid moments): 33.259617064162626
[INFO] 2020-11-22 19:55:43 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 20:15:02 > Step: 26100 Progress: 13.1% Elapsed: 2 days, 5:04:21 temperature: no ada_p: No Discriminator_loss: 0.174687 Generator_loss: 0.223162
[INFO] 2020-11-22 20:34:29 > Step: 26200 Progress: 13.1% Elapsed: 2 days, 5:23:47 temperature: no ada_p: No Discriminator_loss: 0.135735 Generator_loss: 0.276758
[INFO] 2020-11-22 20:54:01 > Step: 26300 Progress: 13.2% Elapsed: 2 days, 5:43:20 temperature: no ada_p: No Discriminator_loss: 0.115258 Generator_loss: 0.335619
[INFO] 2020-11-22 21:13:29 > Step: 26400 Progress: 13.2% Elapsed: 2 days, 6:02:47 temperature: no ada_p: No Discriminator_loss: 0.119187 Generator_loss: 0.294939
[INFO] 2020-11-22 21:32:55 > Step: 26500 Progress: 13.2% Elapsed: 2 days, 6:22:13 temperature: no ada_p: No Discriminator_loss: 0.146951 Generator_loss: 0.241675
[INFO] 2020-11-22 21:52:25 > Step: 26600 Progress: 13.3% Elapsed: 2 days, 6:41:44 temperature: no ada_p: No Discriminator_loss: 0.126094 Generator_loss: 0.303206
[INFO] 2020-11-22 22:11:53 > Step: 26700 Progress: 13.4% Elapsed: 2 days, 7:01:11 temperature: no ada_p: No Discriminator_loss: 0.166306 Generator_loss: 0.220524
[INFO] 2020-11-22 22:31:20 > Step: 26800 Progress: 13.4% Elapsed: 2 days, 7:20:38 temperature: no ada_p: No Discriminator_loss: 0.132892 Generator_loss: 0.278295
[INFO] 2020-11-22 22:50:50 > Step: 26900 Progress: 13.5% Elapsed: 2 days, 7:40:08 temperature: no ada_p: No Discriminator_loss: 0.12449 Generator_loss: 0.27495
[INFO] 2020-11-22 23:10:18 > Step: 27000 Progress: 13.5% Elapsed: 2 days, 7:59:36 temperature: no ada_p: No Discriminator_loss: 0.16215 Generator_loss: 0.277183
[INFO] 2020-11-22 23:29:44 > Step: 27100 Progress: 13.6% Elapsed: 2 days, 8:19:03 temperature: no ada_p: No Discriminator_loss: 0.160704 Generator_loss: 0.226751
[INFO] 2020-11-22 23:49:10 > Step: 27200 Progress: 13.6% Elapsed: 2 days, 8:38:29 temperature: no ada_p: No Discriminator_loss: 0.118589 Generator_loss: 0.311485
[INFO] 2020-11-23 00:08:42 > Step: 27300 Progress: 13.7% Elapsed: 2 days, 8:58:00 temperature: no ada_p: No Discriminator_loss: 0.131029 Generator_loss: 0.255391
[INFO] 2020-11-23 00:28:08 > Step: 27400 Progress: 13.7% Elapsed: 2 days, 9:17:26 temperature: no ada_p: No Discriminator_loss: 0.158667 Generator_loss: 0.250678
[INFO] 2020-11-23 00:47:34 > Step: 27500 Progress: 13.8% Elapsed: 2 days, 9:36:52 temperature: no ada_p: No Discriminator_loss: 0.133369 Generator_loss: 0.302631
[INFO] 2020-11-23 01:07:05 > Step: 27600 Progress: 13.8% Elapsed: 2 days, 9:56:23 temperature: no ada_p: No Discriminator_loss: 0.129428 Generator_loss: 0.338332
[INFO] 2020-11-23 01:26:31 > Step: 27700 Progress: 13.9% Elapsed: 2 days, 10:15:49 temperature: no ada_p: No Discriminator_loss: 0.127838 Generator_loss: 0.258467
[INFO] 2020-11-23 01:45:57 > Step: 27800 Progress: 13.9% Elapsed: 2 days, 10:35:15 temperature: no ada_p: No Discriminator_loss: 0.145223 Generator_loss: 0.288452
[INFO] 2020-11-23 02:05:28 > Step: 27900 Progress: 14.0% Elapsed: 2 days, 10:54:46 temperature: no ada_p: No Discriminator_loss: 0.101338 Generator_loss: 0.308973
[INFO] 2020-11-23 02:25:10 > Step: 28000 Progress: 14.0% Elapsed: 2 days, 11:14:28 temperature: no ada_p: No Discriminator_loss: 0.119035 Generator_loss: 0.274916
[INFO] 2020-11-23 02:25:14 > Start Evaluation (28000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 02:32:03 > F_8 score (Step: 28000, Using valid images): 0.8901403843756196
[INFO] 2020-11-23 02:32:03 > F_1/8 score (Step: 28000, Using valid images): 0.9238969213393575
[INFO] 2020-11-23 02:32:03 > FID score (Step: 28000, Using valid moments): 30.797370554382155
[INFO] 2020-11-23 02:32:03 > Inception score (Step: 28000, 50000 generated images): 27.040239334106445
[INFO] 2020-11-23 02:32:03 > Best FID score (Step: 28000, Using valid moments): 30.797370554382155
[INFO] 2020-11-23 02:32:17 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 02:51:51 > Step: 28100 Progress: 14.1% Elapsed: 2 days, 11:41:09 temperature: no ada_p: No Discriminator_loss: 0.146033 Generator_loss: 0.320769
[INFO] 2020-11-23 03:11:36 > Step: 28200 Progress: 14.1% Elapsed: 2 days, 12:00:55 temperature: no ada_p: No Discriminator_loss: 0.263197 Generator_loss: -0.0227761
[INFO] 2020-11-23 03:31:19 > Step: 28300 Progress: 14.1% Elapsed: 2 days, 12:20:38 temperature: no ada_p: No Discriminator_loss: 0.122202 Generator_loss: 0.332619
[INFO] 2020-11-23 03:51:02 > Step: 28400 Progress: 14.2% Elapsed: 2 days, 12:40:20 temperature: no ada_p: No Discriminator_loss: 0.126358 Generator_loss: 0.315357
[INFO] 2020-11-23 04:10:46 > Step: 28500 Progress: 14.2% Elapsed: 2 days, 13:00:05 temperature: no ada_p: No Discriminator_loss: 0.106972 Generator_loss: 0.317873
[INFO] 2020-11-23 04:30:28 > Step: 28600 Progress: 14.3% Elapsed: 2 days, 13:19:46 temperature: no ada_p: No Discriminator_loss: 0.132333 Generator_loss: 0.276509
[INFO] 2020-11-23 04:50:09 > Step: 28700 Progress: 14.3% Elapsed: 2 days, 13:39:28 temperature: no ada_p: No Discriminator_loss: 0.140277 Generator_loss: 0.288012
[INFO] 2020-11-23 05:09:55 > Step: 28800 Progress: 14.4% Elapsed: 2 days, 13:59:14 temperature: no ada_p: No Discriminator_loss: 0.100897 Generator_loss: 0.363415
[INFO] 2020-11-23 05:29:37 > Step: 28900 Progress: 14.4% Elapsed: 2 days, 14:18:55 temperature: no ada_p: No Discriminator_loss: 0.134835 Generator_loss: 0.277534
[INFO] 2020-11-23 05:49:19 > Step: 29000 Progress: 14.5% Elapsed: 2 days, 14:38:37 temperature: no ada_p: No Discriminator_loss: 0.114051 Generator_loss: 0.283625
[INFO] 2020-11-23 06:09:05 > Step: 29100 Progress: 14.5% Elapsed: 2 days, 14:58:23 temperature: no ada_p: No Discriminator_loss: 0.128407 Generator_loss: 0.295245
[INFO] 2020-11-23 06:28:47 > Step: 29200 Progress: 14.6% Elapsed: 2 days, 15:18:05 temperature: no ada_p: No Discriminator_loss: 0.112779 Generator_loss: 0.329207
[INFO] 2020-11-23 06:48:29 > Step: 29300 Progress: 14.6% Elapsed: 2 days, 15:37:47 temperature: no ada_p: No Discriminator_loss: 0.104262 Generator_loss: 0.29699
[INFO] 2020-11-23 07:08:15 > Step: 29400 Progress: 14.7% Elapsed: 2 days, 15:57:33 temperature: no ada_p: No Discriminator_loss: 0.165938 Generator_loss: 0.223813
[INFO] 2020-11-23 07:27:56 > Step: 29500 Progress: 14.8% Elapsed: 2 days, 16:17:15 temperature: no ada_p: No Discriminator_loss: 0.109904 Generator_loss: 0.335598
[INFO] 2020-11-23 07:47:37 > Step: 29600 Progress: 14.8% Elapsed: 2 days, 16:36:56 temperature: no ada_p: No Discriminator_loss: 0.149305 Generator_loss: 0.288835
[INFO] 2020-11-23 08:07:19 > Step: 29700 Progress: 14.8% Elapsed: 2 days, 16:56:38 temperature: no ada_p: No Discriminator_loss: 0.135118 Generator_loss: 0.305188
[INFO] 2020-11-23 08:27:03 > Step: 29800 Progress: 14.9% Elapsed: 2 days, 17:16:21 temperature: no ada_p: No Discriminator_loss: 0.15399 Generator_loss: 0.277033
[INFO] 2020-11-23 08:46:43 > Step: 29900 Progress: 14.9% Elapsed: 2 days, 17:36:02 temperature: no ada_p: No Discriminator_loss: 0.114545 Generator_loss: 0.353846
[INFO] 2020-11-23 09:06:23 > Step: 30000 Progress: 15.0% Elapsed: 2 days, 17:55:41 temperature: no ada_p: No Discriminator_loss: 0.122387 Generator_loss: 0.335481
[INFO] 2020-11-23 09:06:27 > Start Evaluation (30000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 09:13:16 > F_8 score (Step: 30000, Using valid images): 0.9048493841324995
[INFO] 2020-11-23 09:13:16 > F_1/8 score (Step: 30000, Using valid images): 0.934264631260878
[INFO] 2020-11-23 09:13:16 > FID score (Step: 30000, Using valid moments): 28.84310999482699
[INFO] 2020-11-23 09:13:16 > Inception score (Step: 30000, 50000 generated images): 28.249053955078125
[INFO] 2020-11-23 09:13:16 > Best FID score (Step: 30000, Using valid moments): 28.84310999482699
[INFO] 2020-11-23 09:13:30 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 09:33:08 > Step: 30100 Progress: 15.0% Elapsed: 2 days, 18:22:27 temperature: no ada_p: No Discriminator_loss: 0.138669 Generator_loss: 0.309116
[INFO] 2020-11-23 09:52:48 > Step: 30200 Progress: 15.1% Elapsed: 2 days, 18:42:07 temperature: no ada_p: No Discriminator_loss: 0.142817 Generator_loss: 0.302504
[INFO] 2020-11-23 10:12:28 > Step: 30300 Progress: 15.2% Elapsed: 2 days, 19:01:47 temperature: no ada_p: No Discriminator_loss: 0.142763 Generator_loss: 0.289947
[INFO] 2020-11-23 10:32:11 > Step: 30400 Progress: 15.2% Elapsed: 2 days, 19:21:30 temperature: no ada_p: No Discriminator_loss: 0.154131 Generator_loss: 0.323114
[INFO] 2020-11-23 10:51:52 > Step: 30500 Progress: 15.2% Elapsed: 2 days, 19:41:10 temperature: no ada_p: No Discriminator_loss: 0.0981903 Generator_loss: 0.35849
[INFO] 2020-11-23 11:11:33 > Step: 30600 Progress: 15.3% Elapsed: 2 days, 20:00:51 temperature: no ada_p: No Discriminator_loss: 0.124692 Generator_loss: 0.348699
[INFO] 2020-11-23 11:31:16 > Step: 30700 Progress: 15.3% Elapsed: 2 days, 20:20:35 temperature: no ada_p: No Discriminator_loss: 0.122693 Generator_loss: 0.309261
[INFO] 2020-11-23 11:50:57 > Step: 30800 Progress: 15.4% Elapsed: 2 days, 20:40:15 temperature: no ada_p: No Discriminator_loss: 0.131725 Generator_loss: 0.315605
[INFO] 2020-11-23 12:10:37 > Step: 30900 Progress: 15.4% Elapsed: 2 days, 20:59:56 temperature: no ada_p: No Discriminator_loss: 0.115865 Generator_loss: 0.307261
[INFO] 2020-11-23 12:30:21 > Step: 31000 Progress: 15.5% Elapsed: 2 days, 21:19:40 temperature: no ada_p: No Discriminator_loss: 0.11271 Generator_loss: 0.289744
[INFO] 2020-11-23 12:50:02 > Step: 31100 Progress: 15.6% Elapsed: 2 days, 21:39:20 temperature: no ada_p: No Discriminator_loss: 0.117456 Generator_loss: 0.30469
[INFO] 2020-11-23 13:09:42 > Step: 31200 Progress: 15.6% Elapsed: 2 days, 21:59:01 temperature: no ada_p: No Discriminator_loss: 0.102771 Generator_loss: 0.338613
[INFO] 2020-11-23 13:29:26 > Step: 31300 Progress: 15.7% Elapsed: 2 days, 22:18:44 temperature: no ada_p: No Discriminator_loss: 0.111022 Generator_loss: 0.322642
[INFO] 2020-11-23 13:49:07 > Step: 31400 Progress: 15.7% Elapsed: 2 days, 22:38:25 temperature: no ada_p: No Discriminator_loss: 0.128029 Generator_loss: 0.273819
[INFO] 2020-11-23 14:08:48 > Step: 31500 Progress: 15.8% Elapsed: 2 days, 22:58:06 temperature: no ada_p: No Discriminator_loss: 0.1721 Generator_loss: 0.285659
[INFO] 2020-11-23 14:28:33 > Step: 31600 Progress: 15.8% Elapsed: 2 days, 23:17:51 temperature: no ada_p: No Discriminator_loss: 0.11295 Generator_loss: 0.360949
[INFO] 2020-11-23 14:48:14 > Step: 31700 Progress: 15.8% Elapsed: 2 days, 23:37:33 temperature: no ada_p: No Discriminator_loss: 0.109369 Generator_loss: 0.350968
[INFO] 2020-11-23 15:07:57 > Step: 31800 Progress: 15.9% Elapsed: 2 days, 23:57:15 temperature: no ada_p: No Discriminator_loss: 0.12213 Generator_loss: 0.335443
[INFO] 2020-11-23 15:27:41 > Step: 31900 Progress: 16.0% Elapsed: 3 days, 0:17:00 temperature: no ada_p: No Discriminator_loss: 0.0956644 Generator_loss: 0.371505
[INFO] 2020-11-23 15:47:25 > Step: 32000 Progress: 16.0% Elapsed: 3 days, 0:36:43 temperature: no ada_p: No Discriminator_loss: 0.107786 Generator_loss: 0.293104
[INFO] 2020-11-23 15:47:28 > Start Evaluation (32000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 15:54:19 > F_8 score (Step: 32000, Using valid images): 0.9113892065087437
[INFO] 2020-11-23 15:54:19 > F_1/8 score (Step: 32000, Using valid images): 0.9437773850054949
[INFO] 2020-11-23 15:54:19 > FID score (Step: 32000, Using valid moments): 27.095396253589342
[INFO] 2020-11-23 15:54:19 > Inception score (Step: 32000, 50000 generated images): 29.94966697692871
[INFO] 2020-11-23 15:54:19 > Best FID score (Step: 32000, Using valid moments): 27.095396253589342
[INFO] 2020-11-23 15:54:34 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 16:14:08 > Step: 32100 Progress: 16.1% Elapsed: 3 days, 1:03:26 temperature: no ada_p: No Discriminator_loss: 0.101193 Generator_loss: 0.285831
[INFO] 2020-11-23 16:33:49 > Step: 32200 Progress: 16.1% Elapsed: 3 days, 1:23:07 temperature: no ada_p: No Discriminator_loss: 0.0908216 Generator_loss: 0.352618
[INFO] 2020-11-23 16:53:33 > Step: 32300 Progress: 16.2% Elapsed: 3 days, 1:42:51 temperature: no ada_p: No Discriminator_loss: 0.121504 Generator_loss: 0.303717
[INFO] 2020-11-23 17:13:14 > Step: 32400 Progress: 16.2% Elapsed: 3 days, 2:02:32 temperature: no ada_p: No Discriminator_loss: 0.13334 Generator_loss: 0.286192
[INFO] 2020-11-23 17:32:54 > Step: 32500 Progress: 16.2% Elapsed: 3 days, 2:22:12 temperature: no ada_p: No Discriminator_loss: 0.126809 Generator_loss: 0.29976
[INFO] 2020-11-23 17:52:39 > Step: 32600 Progress: 16.3% Elapsed: 3 days, 2:41:57 temperature: no ada_p: No Discriminator_loss: 0.12806 Generator_loss: 0.313735
[INFO] 2020-11-23 18:12:18 > Step: 32700 Progress: 16.4% Elapsed: 3 days, 3:01:37 temperature: no ada_p: No Discriminator_loss: 0.11309 Generator_loss: 0.350365
[INFO] 2020-11-23 18:31:59 > Step: 32800 Progress: 16.4% Elapsed: 3 days, 3:21:18 temperature: no ada_p: No Discriminator_loss: 0.179723 Generator_loss: 0.271011
[INFO] 2020-11-23 18:51:45 > Step: 32900 Progress: 16.4% Elapsed: 3 days, 3:41:03 temperature: no ada_p: No Discriminator_loss: 0.105105 Generator_loss: 0.374449
[INFO] 2020-11-23 19:11:27 > Step: 33000 Progress: 16.5% Elapsed: 3 days, 4:00:45 temperature: no ada_p: No Discriminator_loss: 0.120872 Generator_loss: 0.292918
[INFO] 2020-11-23 19:31:08 > Step: 33100 Progress: 16.6% Elapsed: 3 days, 4:20:26 temperature: no ada_p: No Discriminator_loss: 0.141718 Generator_loss: 0.228165
[INFO] 2020-11-23 19:50:54 > Step: 33200 Progress: 16.6% Elapsed: 3 days, 4:40:12 temperature: no ada_p: No Discriminator_loss: 0.122016 Generator_loss: 0.275157
[INFO] 2020-11-23 20:10:36 > Step: 33300 Progress: 16.7% Elapsed: 3 days, 4:59:54 temperature: no ada_p: No Discriminator_loss: 0.103044 Generator_loss: 0.400305
[INFO] 2020-11-23 20:30:18 > Step: 33400 Progress: 16.7% Elapsed: 3 days, 5:19:37 temperature: no ada_p: No Discriminator_loss: 0.125098 Generator_loss: 0.256477
[INFO] 2020-11-23 20:50:04 > Step: 33500 Progress: 16.8% Elapsed: 3 days, 5:39:22 temperature: no ada_p: No Discriminator_loss: 0.1274 Generator_loss: 0.347376
[INFO] 2020-11-23 21:09:44 > Step: 33600 Progress: 16.8% Elapsed: 3 days, 5:59:02 temperature: no ada_p: No Discriminator_loss: 0.137925 Generator_loss: 0.293649
[INFO] 2020-11-23 21:29:26 > Step: 33700 Progress: 16.9% Elapsed: 3 days, 6:18:44 temperature: no ada_p: No Discriminator_loss: 0.138008 Generator_loss: 0.338343
[INFO] 2020-11-23 21:49:12 > Step: 33800 Progress: 16.9% Elapsed: 3 days, 6:38:30 temperature: no ada_p: No Discriminator_loss: 0.1256 Generator_loss: 0.294341
[INFO] 2020-11-23 22:08:54 > Step: 33900 Progress: 17.0% Elapsed: 3 days, 6:58:12 temperature: no ada_p: No Discriminator_loss: 0.106625 Generator_loss: 0.341574
[INFO] 2020-11-23 22:28:35 > Step: 34000 Progress: 17.0% Elapsed: 3 days, 7:17:53 temperature: no ada_p: No Discriminator_loss: 0.121078 Generator_loss: 0.296304
[INFO] 2020-11-23 22:28:39 > Start Evaluation (34000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 22:35:32 > F_8 score (Step: 34000, Using valid images): 0.9227165204211288
[INFO] 2020-11-23 22:35:32 > F_1/8 score (Step: 34000, Using valid images): 0.9421322180823061
[INFO] 2020-11-23 22:35:32 > FID score (Step: 34000, Using valid moments): 25.606371230971888
[INFO] 2020-11-23 22:35:32 > Inception score (Step: 34000, 50000 generated images): 31.19971466064453
[INFO] 2020-11-23 22:35:32 > Best FID score (Step: 34000, Using valid moments): 25.606371230971888
[INFO] 2020-11-23 22:35:46 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 22:55:25 > Step: 34100 Progress: 17.1% Elapsed: 3 days, 7:44:44 temperature: no ada_p: No Discriminator_loss: 0.117671 Generator_loss: 0.324635
[INFO] 2020-11-23 23:15:09 > Step: 34200 Progress: 17.1% Elapsed: 3 days, 8:04:27 temperature: no ada_p: No Discriminator_loss: 0.105919 Generator_loss: 0.364735
[INFO] 2020-11-23 23:34:50 > Step: 34300 Progress: 17.2% Elapsed: 3 days, 8:24:09 temperature: no ada_p: No Discriminator_loss: 0.122371 Generator_loss: 0.353286
[INFO] 2020-11-23 23:54:37 > Step: 34400 Progress: 17.2% Elapsed: 3 days, 8:43:55 temperature: no ada_p: No Discriminator_loss: 0.115529 Generator_loss: 0.392166
[INFO] 2020-11-24 00:14:18 > Step: 34500 Progress: 17.2% Elapsed: 3 days, 9:03:37 temperature: no ada_p: No Discriminator_loss: 0.110575 Generator_loss: 0.334117
[INFO] 2020-11-24 00:34:00 > Step: 34600 Progress: 17.3% Elapsed: 3 days, 9:23:19 temperature: no ada_p: No Discriminator_loss: 0.115471 Generator_loss: 0.314279
[INFO] 2020-11-24 00:53:42 > Step: 34700 Progress: 17.3% Elapsed: 3 days, 9:43:01 temperature: no ada_p: No Discriminator_loss: 0.107188 Generator_loss: 0.346352
[INFO] 2020-11-24 01:13:29 > Step: 34800 Progress: 17.4% Elapsed: 3 days, 10:02:47 temperature: no ada_p: No Discriminator_loss: 0.123635 Generator_loss: 0.357836
[INFO] 2020-11-24 01:33:10 > Step: 34900 Progress: 17.4% Elapsed: 3 days, 10:22:29 temperature: no ada_p: No Discriminator_loss: 0.129703 Generator_loss: 0.309236
[INFO] 2020-11-24 01:52:52 > Step: 35000 Progress: 17.5% Elapsed: 3 days, 10:42:11 temperature: no ada_p: No Discriminator_loss: 0.0964005 Generator_loss: 0.345492
[INFO] 2020-11-24 02:12:38 > Step: 35100 Progress: 17.5% Elapsed: 3 days, 11:01:57 temperature: no ada_p: No Discriminator_loss: 0.123221 Generator_loss: 0.333643
[INFO] 2020-11-24 02:32:20 > Step: 35200 Progress: 17.6% Elapsed: 3 days, 11:21:39 temperature: no ada_p: No Discriminator_loss: 0.116686 Generator_loss: 0.375125
[INFO] 2020-11-24 02:52:03 > Step: 35300 Progress: 17.6% Elapsed: 3 days, 11:41:21 temperature: no ada_p: No Discriminator_loss: 0.103107 Generator_loss: 0.368755
[INFO] 2020-11-24 03:11:49 > Step: 35400 Progress: 17.7% Elapsed: 3 days, 12:01:07 temperature: no ada_p: No Discriminator_loss: 0.122254 Generator_loss: 0.37248
[INFO] 2020-11-24 03:31:31 > Step: 35500 Progress: 17.8% Elapsed: 3 days, 12:20:49 temperature: no ada_p: No Discriminator_loss: 0.118955 Generator_loss: 0.284936
[INFO] 2020-11-24 03:51:13 > Step: 35600 Progress: 17.8% Elapsed: 3 days, 12:40:31 temperature: no ada_p: No Discriminator_loss: 0.0915333 Generator_loss: 0.334427
[INFO] 2020-11-24 04:10:58 > Step: 35700 Progress: 17.8% Elapsed: 3 days, 13:00:16 temperature: no ada_p: No Discriminator_loss: 0.0854186 Generator_loss: 0.387633
[INFO] 2020-11-24 04:30:39 > Step: 35800 Progress: 17.9% Elapsed: 3 days, 13:19:58 temperature: no ada_p: No Discriminator_loss: 0.115844 Generator_loss: 0.35795
[INFO] 2020-11-24 04:50:19 > Step: 35900 Progress: 17.9% Elapsed: 3 days, 13:39:38 temperature: no ada_p: No Discriminator_loss: 0.126115 Generator_loss: 0.344915
[INFO] 2020-11-24 05:09:12 > Step: 36000 Progress: 18.0% Elapsed: 3 days, 13:58:30 temperature: no ada_p: No Discriminator_loss: 0.0898138 Generator_loss: 0.377923
[INFO] 2020-11-24 05:09:16 > Start Evaluation (36000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 05:15:47 > F_8 score (Step: 36000, Using valid images): 0.9317157022387892
[INFO] 2020-11-24 05:15:47 > F_1/8 score (Step: 36000, Using valid images): 0.946687404479171
[INFO] 2020-11-24 05:15:47 > FID score (Step: 36000, Using valid moments): 24.563902688790336
[INFO] 2020-11-24 05:15:47 > Inception score (Step: 36000, 50000 generated images): 32.529640197753906
[INFO] 2020-11-24 05:15:47 > Best FID score (Step: 36000, Using valid moments): 24.563902688790336
[INFO] 2020-11-24 05:16:02 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 05:35:35 > Step: 36100 Progress: 18.1% Elapsed: 3 days, 14:24:54 temperature: no ada_p: No Discriminator_loss: 0.110751 Generator_loss: 0.387373
[INFO] 2020-11-24 05:55:17 > Step: 36200 Progress: 18.1% Elapsed: 3 days, 14:44:35 temperature: no ada_p: No Discriminator_loss: 0.104671 Generator_loss: 0.325534
[INFO] 2020-11-24 06:15:01 > Step: 36300 Progress: 18.1% Elapsed: 3 days, 15:04:20 temperature: no ada_p: No Discriminator_loss: 0.105177 Generator_loss: 0.391152
[INFO] 2020-11-24 06:34:41 > Step: 36400 Progress: 18.2% Elapsed: 3 days, 15:24:00 temperature: no ada_p: No Discriminator_loss: 0.11813 Generator_loss: 0.330243
[INFO] 2020-11-24 06:54:23 > Step: 36500 Progress: 18.2% Elapsed: 3 days, 15:43:41 temperature: no ada_p: No Discriminator_loss: 0.0926493 Generator_loss: 0.333855
[INFO] 2020-11-24 07:14:09 > Step: 36600 Progress: 18.3% Elapsed: 3 days, 16:03:27 temperature: no ada_p: No Discriminator_loss: 0.0890961 Generator_loss: 0.396569
[INFO] 2020-11-24 07:33:51 > Step: 36700 Progress: 18.4% Elapsed: 3 days, 16:23:09 temperature: no ada_p: No Discriminator_loss: 0.101035 Generator_loss: 0.362057
[INFO] 2020-11-24 07:53:34 > Step: 36800 Progress: 18.4% Elapsed: 3 days, 16:42:53 temperature: no ada_p: No Discriminator_loss: 0.0862508 Generator_loss: 0.347821
[INFO] 2020-11-24 08:13:19 > Step: 36900 Progress: 18.4% Elapsed: 3 days, 17:02:37 temperature: no ada_p: No Discriminator_loss: 0.0786664 Generator_loss: 0.416221
[INFO] 2020-11-24 08:33:00 > Step: 37000 Progress: 18.5% Elapsed: 3 days, 17:22:18 temperature: no ada_p: No Discriminator_loss: 0.11545 Generator_loss: 0.331292
[INFO] 2020-11-24 08:52:41 > Step: 37100 Progress: 18.6% Elapsed: 3 days, 17:42:00 temperature: no ada_p: No Discriminator_loss: 0.312576 Generator_loss: 0.0441337
[INFO] 2020-11-24 09:12:21 > Step: 37200 Progress: 18.6% Elapsed: 3 days, 18:01:39 temperature: no ada_p: No Discriminator_loss: 0.107211 Generator_loss: 0.3364
[INFO] 2020-11-24 09:32:07 > Step: 37300 Progress: 18.6% Elapsed: 3 days, 18:21:25 temperature: no ada_p: No Discriminator_loss: 0.096911 Generator_loss: 0.337997
[INFO] 2020-11-24 09:51:48 > Step: 37400 Progress: 18.7% Elapsed: 3 days, 18:41:06 temperature: no ada_p: No Discriminator_loss: 0.0948339 Generator_loss: 0.387093
[INFO] 2020-11-24 10:11:29 > Step: 37500 Progress: 18.8% Elapsed: 3 days, 19:00:48 temperature: no ada_p: No Discriminator_loss: 0.116134 Generator_loss: 0.371084
[INFO] 2020-11-24 10:31:13 > Step: 37600 Progress: 18.8% Elapsed: 3 days, 19:20:31 temperature: no ada_p: No Discriminator_loss: 0.134414 Generator_loss: 0.314394
[INFO] 2020-11-24 10:50:53 > Step: 37700 Progress: 18.9% Elapsed: 3 days, 19:40:11 temperature: no ada_p: No Discriminator_loss: 0.103684 Generator_loss: 0.348342
[INFO] 2020-11-24 11:10:32 > Step: 37800 Progress: 18.9% Elapsed: 3 days, 19:59:50 temperature: no ada_p: No Discriminator_loss: 0.0857653 Generator_loss: 0.305629
[INFO] 2020-11-24 11:30:17 > Step: 37900 Progress: 18.9% Elapsed: 3 days, 20:19:36 temperature: no ada_p: No Discriminator_loss: 0.0905182 Generator_loss: 0.376465
[INFO] 2020-11-24 11:49:58 > Step: 38000 Progress: 19.0% Elapsed: 3 days, 20:39:17 temperature: no ada_p: No Discriminator_loss: 0.110897 Generator_loss: 0.375773
[INFO] 2020-11-24 11:50:02 > Start Evaluation (38000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 11:56:47 > F_8 score (Step: 38000, Using valid images): 0.9170893976553236
[INFO] 2020-11-24 11:56:47 > F_1/8 score (Step: 38000, Using valid images): 0.9511208036124809
[INFO] 2020-11-24 11:56:47 > FID score (Step: 38000, Using valid moments): 23.382137978812636
[INFO] 2020-11-24 11:56:47 > Inception score (Step: 38000, 50000 generated images): 33.77598190307617
[INFO] 2020-11-24 11:56:47 > Best FID score (Step: 38000, Using valid moments): 23.382137978812636
[INFO] 2020-11-24 11:57:01 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 12:16:37 > Step: 38100 Progress: 19.1% Elapsed: 3 days, 21:05:56 temperature: no ada_p: No Discriminator_loss: 0.0945455 Generator_loss: 0.401761
[INFO] 2020-11-24 12:36:21 > Step: 38200 Progress: 19.1% Elapsed: 3 days, 21:25:40 temperature: no ada_p: No Discriminator_loss: 0.150446 Generator_loss: 0.273456
[INFO] 2020-11-24 12:56:03 > Step: 38300 Progress: 19.1% Elapsed: 3 days, 21:45:21 temperature: no ada_p: No Discriminator_loss: 0.0664746 Generator_loss: 0.416183
[INFO] 2020-11-24 13:15:45 > Step: 38400 Progress: 19.2% Elapsed: 3 days, 22:05:03 temperature: no ada_p: No Discriminator_loss: 0.138428 Generator_loss: 0.3118
[INFO] 2020-11-24 13:35:30 > Step: 38500 Progress: 19.2% Elapsed: 3 days, 22:24:49 temperature: no ada_p: No Discriminator_loss: 0.157778 Generator_loss: 0.216887
[INFO] 2020-11-24 13:55:12 > Step: 38600 Progress: 19.3% Elapsed: 3 days, 22:44:30 temperature: no ada_p: No Discriminator_loss: 0.0919977 Generator_loss: 0.347311
[INFO] 2020-11-24 14:14:54 > Step: 38700 Progress: 19.4% Elapsed: 3 days, 23:04:13 temperature: no ada_p: No Discriminator_loss: 0.107988 Generator_loss: 0.320531
[INFO] 2020-11-24 14:34:40 > Step: 38800 Progress: 19.4% Elapsed: 3 days, 23:23:58 temperature: no ada_p: No Discriminator_loss: 0.0844615 Generator_loss: 0.423134
[INFO] 2020-11-24 14:54:21 > Step: 38900 Progress: 19.4% Elapsed: 3 days, 23:43:39 temperature: no ada_p: No Discriminator_loss: 0.088274 Generator_loss: 0.443828
[INFO] 2020-11-24 15:14:01 > Step: 39000 Progress: 19.5% Elapsed: 4 days, 0:03:20 temperature: no ada_p: No Discriminator_loss: 0.0996659 Generator_loss: 0.323435
[INFO] 2020-11-24 15:33:46 > Step: 39100 Progress: 19.6% Elapsed: 4 days, 0:23:04 temperature: no ada_p: No Discriminator_loss: 0.109573 Generator_loss: 0.375577
[INFO] 2020-11-24 15:53:28 > Step: 39200 Progress: 19.6% Elapsed: 4 days, 0:42:47 temperature: no ada_p: No Discriminator_loss: 0.0994809 Generator_loss: 0.392229
[INFO] 2020-11-24 16:13:11 > Step: 39300 Progress: 19.7% Elapsed: 4 days, 1:02:29 temperature: no ada_p: No Discriminator_loss: 0.0803142 Generator_loss: 0.363221
[INFO] 2020-11-24 16:32:57 > Step: 39400 Progress: 19.7% Elapsed: 4 days, 1:22:16 temperature: no ada_p: No Discriminator_loss: 0.113906 Generator_loss: 0.302915
[INFO] 2020-11-24 16:52:40 > Step: 39500 Progress: 19.8% Elapsed: 4 days, 1:41:58 temperature: no ada_p: No Discriminator_loss: 0.120503 Generator_loss: 0.366996
[INFO] 2020-11-24 17:12:23 > Step: 39600 Progress: 19.8% Elapsed: 4 days, 2:01:41 temperature: no ada_p: No Discriminator_loss: 0.0883265 Generator_loss: 0.40455
[INFO] 2020-11-24 17:32:06 > Step: 39700 Progress: 19.9% Elapsed: 4 days, 2:21:24 temperature: no ada_p: No Discriminator_loss: 0.133311 Generator_loss: 0.331603
[INFO] 2020-11-24 17:51:52 > Step: 39800 Progress: 19.9% Elapsed: 4 days, 2:41:10 temperature: no ada_p: No Discriminator_loss: 0.0750109 Generator_loss: 0.414832
[INFO] 2020-11-24 18:11:33 > Step: 39900 Progress: 20.0% Elapsed: 4 days, 3:00:51 temperature: no ada_p: No Discriminator_loss: 0.0787289 Generator_loss: 0.444961
[INFO] 2020-11-24 18:31:14 > Step: 40000 Progress: 20.0% Elapsed: 4 days, 3:20:33 temperature: no ada_p: No Discriminator_loss: 0.131488 Generator_loss: 0.425132
[INFO] 2020-11-24 18:31:18 > Start Evaluation (40000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 18:38:07 > F_8 score (Step: 40000, Using valid images): 0.9350179547437376
[INFO] 2020-11-24 18:38:07 > F_1/8 score (Step: 40000, Using valid images): 0.9491239253682218
[INFO] 2020-11-24 18:38:07 > FID score (Step: 40000, Using valid moments): 22.472303703982504
[INFO] 2020-11-24 18:38:07 > Inception score (Step: 40000, 50000 generated images): 34.98752975463867
[INFO] 2020-11-24 18:38:07 > Best FID score (Step: 40000, Using valid moments): 22.472303703982504
[INFO] 2020-11-24 18:38:21 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 18:58:00 > Step: 40100 Progress: 20.1% Elapsed: 4 days, 3:47:18 temperature: no ada_p: No Discriminator_loss: 0.0711418 Generator_loss: 0.414391
[INFO] 2020-11-24 19:17:42 > Step: 40200 Progress: 20.1% Elapsed: 4 days, 4:07:00 temperature: no ada_p: No Discriminator_loss: 0.0910902 Generator_loss: 0.400621
[INFO] 2020-11-24 19:37:23 > Step: 40300 Progress: 20.2% Elapsed: 4 days, 4:26:42 temperature: no ada_p: No Discriminator_loss: 0.0814872 Generator_loss: 0.406255
[INFO] 2020-11-24 19:57:09 > Step: 40400 Progress: 20.2% Elapsed: 4 days, 4:46:28 temperature: no ada_p: No Discriminator_loss: 0.0756382 Generator_loss: 0.399779
[INFO] 2020-11-24 20:16:52 > Step: 40500 Progress: 20.2% Elapsed: 4 days, 5:06:10 temperature: no ada_p: No Discriminator_loss: 0.0899966 Generator_loss: 0.362723
[INFO] 2020-11-24 20:36:34 > Step: 40600 Progress: 20.3% Elapsed: 4 days, 5:25:53 temperature: no ada_p: No Discriminator_loss: 0.225182 Generator_loss: 0.208282
[INFO] 2020-11-24 20:56:19 > Step: 40700 Progress: 20.3% Elapsed: 4 days, 5:45:37 temperature: no ada_p: No Discriminator_loss: 0.196722 Generator_loss: 0.315707
[INFO] 2020-11-24 21:16:00 > Step: 40800 Progress: 20.4% Elapsed: 4 days, 6:05:18 temperature: no ada_p: No Discriminator_loss: 0.152177 Generator_loss: 0.299976
[INFO] 2020-11-24 21:35:40 > Step: 40900 Progress: 20.4% Elapsed: 4 days, 6:24:59 temperature: no ada_p: No Discriminator_loss: 0.0861962 Generator_loss: 0.384052
[INFO] 2020-11-24 21:55:25 > Step: 41000 Progress: 20.5% Elapsed: 4 days, 6:44:44 temperature: no ada_p: No Discriminator_loss: 0.0747675 Generator_loss: 0.454826
[INFO] 2020-11-24 22:15:06 > Step: 41100 Progress: 20.5% Elapsed: 4 days, 7:04:25 temperature: no ada_p: No Discriminator_loss: 0.0993828 Generator_loss: 0.349769
[INFO] 2020-11-24 22:34:48 > Step: 41200 Progress: 20.6% Elapsed: 4 days, 7:24:06 temperature: no ada_p: No Discriminator_loss: 0.086821 Generator_loss: 0.356575
[INFO] 2020-11-24 22:54:33 > Step: 41300 Progress: 20.6% Elapsed: 4 days, 7:43:51 temperature: no ada_p: No Discriminator_loss: 0.0971212 Generator_loss: 0.394373
[INFO] 2020-11-24 23:14:15 > Step: 41400 Progress: 20.7% Elapsed: 4 days, 8:03:34 temperature: no ada_p: No Discriminator_loss: 0.0580981 Generator_loss: 0.603948
[INFO] 2020-11-24 23:33:57 > Step: 41500 Progress: 20.8% Elapsed: 4 days, 8:23:15 temperature: no ada_p: No Discriminator_loss: 0.104685 Generator_loss: 0.372625
[INFO] 2020-11-24 23:53:43 > Step: 41600 Progress: 20.8% Elapsed: 4 days, 8:43:01 temperature: no ada_p: No Discriminator_loss: 0.0945871 Generator_loss: 0.428911
[INFO] 2020-11-25 00:13:26 > Step: 41700 Progress: 20.8% Elapsed: 4 days, 9:02:45 temperature: no ada_p: No Discriminator_loss: 0.127777 Generator_loss: 0.310814
[INFO] 2020-11-25 00:33:09 > Step: 41800 Progress: 20.9% Elapsed: 4 days, 9:22:27 temperature: no ada_p: No Discriminator_loss: 0.0799284 Generator_loss: 0.376855
[INFO] 2020-11-25 00:52:51 > Step: 41900 Progress: 20.9% Elapsed: 4 days, 9:42:09 temperature: no ada_p: No Discriminator_loss: 0.0819698 Generator_loss: 0.406055
[INFO] 2020-11-25 01:12:35 > Step: 42000 Progress: 21.0% Elapsed: 4 days, 10:01:53 temperature: no ada_p: No Discriminator_loss: 0.101331 Generator_loss: 0.373785
[INFO] 2020-11-25 01:12:38 > Start Evaluation (42000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 01:19:21 > F_8 score (Step: 42000, Using valid images): 0.939983544148174
[INFO] 2020-11-25 01:19:21 > F_1/8 score (Step: 42000, Using valid images): 0.9542481128453854
[INFO] 2020-11-25 01:19:21 > FID score (Step: 42000, Using valid moments): 21.80925980172441
[INFO] 2020-11-25 01:19:21 > Inception score (Step: 42000, 50000 generated images): 36.281307220458984
[INFO] 2020-11-25 01:19:21 > Best FID score (Step: 42000, Using valid moments): 21.80925980172441
[INFO] 2020-11-25 01:19:36 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 01:39:09 > Step: 42100 Progress: 21.1% Elapsed: 4 days, 10:28:27 temperature: no ada_p: No Discriminator_loss: 0.121386 Generator_loss: 0.312409
[INFO] 2020-11-25 01:58:50 > Step: 42200 Progress: 21.1% Elapsed: 4 days, 10:48:08 temperature: no ada_p: No Discriminator_loss: 0.124661 Generator_loss: 0.352092
[INFO] 2020-11-25 02:18:38 > Step: 42300 Progress: 21.1% Elapsed: 4 days, 11:07:56 temperature: no ada_p: No Discriminator_loss: 0.0812452 Generator_loss: 0.34505
[INFO] 2020-11-25 02:38:19 > Step: 42400 Progress: 21.2% Elapsed: 4 days, 11:27:37 temperature: no ada_p: No Discriminator_loss: 0.11485 Generator_loss: 0.307777
[INFO] 2020-11-25 02:58:00 > Step: 42500 Progress: 21.2% Elapsed: 4 days, 11:47:18 temperature: no ada_p: No Discriminator_loss: 0.0830102 Generator_loss: 0.408665
[INFO] 2020-11-25 03:17:46 > Step: 42600 Progress: 21.3% Elapsed: 4 days, 12:07:04 temperature: no ada_p: No Discriminator_loss: 0.0658573 Generator_loss: 0.4331
[INFO] 2020-11-25 03:37:28 > Step: 42700 Progress: 21.3% Elapsed: 4 days, 12:26:46 temperature: no ada_p: No Discriminator_loss: 0.122348 Generator_loss: 0.362717
[INFO] 2020-11-25 03:57:10 > Step: 42800 Progress: 21.4% Elapsed: 4 days, 12:46:29 temperature: no ada_p: No Discriminator_loss: 0.114453 Generator_loss: 0.366277
[INFO] 2020-11-25 04:16:56 > Step: 42900 Progress: 21.4% Elapsed: 4 days, 13:06:15 temperature: no ada_p: No Discriminator_loss: 0.126691 Generator_loss: 0.361684
[INFO] 2020-11-25 04:36:37 > Step: 43000 Progress: 21.5% Elapsed: 4 days, 13:25:56 temperature: no ada_p: No Discriminator_loss: 0.0671214 Generator_loss: 0.417447
[INFO] 2020-11-25 04:56:19 > Step: 43100 Progress: 21.6% Elapsed: 4 days, 13:45:38 temperature: no ada_p: No Discriminator_loss: 0.0810829 Generator_loss: 0.409226
[INFO] 2020-11-25 05:16:05 > Step: 43200 Progress: 21.6% Elapsed: 4 days, 14:05:24 temperature: no ada_p: No Discriminator_loss: 0.074148 Generator_loss: 0.457549
[INFO] 2020-11-25 05:35:47 > Step: 43300 Progress: 21.6% Elapsed: 4 days, 14:25:05 temperature: no ada_p: No Discriminator_loss: 0.0909486 Generator_loss: 0.366597
[INFO] 2020-11-25 05:55:28 > Step: 43400 Progress: 21.7% Elapsed: 4 days, 14:44:47 temperature: no ada_p: No Discriminator_loss: 0.110965 Generator_loss: 0.395362
[INFO] 2020-11-25 06:15:14 > Step: 43500 Progress: 21.8% Elapsed: 4 days, 15:04:32 temperature: no ada_p: No Discriminator_loss: 0.111143 Generator_loss: 0.366635
[INFO] 2020-11-25 06:34:56 > Step: 43600 Progress: 21.8% Elapsed: 4 days, 15:24:14 temperature: no ada_p: No Discriminator_loss: 0.101831 Generator_loss: 0.420221
[INFO] 2020-11-25 06:54:38 > Step: 43700 Progress: 21.9% Elapsed: 4 days, 15:43:56 temperature: no ada_p: No Discriminator_loss: 0.0824239 Generator_loss: 0.419596
[INFO] 2020-11-25 07:14:24 > Step: 43800 Progress: 21.9% Elapsed: 4 days, 16:03:42 temperature: no ada_p: No Discriminator_loss: 0.0772855 Generator_loss: 0.410595
[INFO] 2020-11-25 07:34:06 > Step: 43900 Progress: 21.9% Elapsed: 4 days, 16:23:25 temperature: no ada_p: No Discriminator_loss: 0.103938 Generator_loss: 0.337384
[INFO] 2020-11-25 07:53:48 > Step: 44000 Progress: 22.0% Elapsed: 4 days, 16:43:06 temperature: no ada_p: No Discriminator_loss: 0.0981455 Generator_loss: 0.372197
[INFO] 2020-11-25 07:53:51 > Start Evaluation (44000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 08:00:41 > F_8 score (Step: 44000, Using valid images): 0.9406931661987531
[INFO] 2020-11-25 08:00:41 > F_1/8 score (Step: 44000, Using valid images): 0.954805263222242
[INFO] 2020-11-25 08:00:41 > FID score (Step: 44000, Using valid moments): 20.925823820728283
[INFO] 2020-11-25 08:00:41 > Inception score (Step: 44000, 50000 generated images): 37.08279037475586
[INFO] 2020-11-25 08:00:41 > Best FID score (Step: 44000, Using valid moments): 20.925823820728283
[INFO] 2020-11-25 08:00:55 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 08:20:34 > Step: 44100 Progress: 22.1% Elapsed: 4 days, 17:09:53 temperature: no ada_p: No Discriminator_loss: 0.0855619 Generator_loss: 0.393102
[INFO] 2020-11-25 08:40:16 > Step: 44200 Progress: 22.1% Elapsed: 4 days, 17:29:35 temperature: no ada_p: No Discriminator_loss: 0.108514 Generator_loss: 0.391171
[INFO] 2020-11-25 08:59:59 > Step: 44300 Progress: 22.1% Elapsed: 4 days, 17:49:17 temperature: no ada_p: No Discriminator_loss: 0.130121 Generator_loss: 0.272295
[INFO] 2020-11-25 09:19:40 > Step: 44400 Progress: 22.2% Elapsed: 4 days, 18:08:59 temperature: no ada_p: No Discriminator_loss: 0.0917773 Generator_loss: 0.389668
[INFO] 2020-11-25 09:39:28 > Step: 44500 Progress: 22.2% Elapsed: 4 days, 18:28:46 temperature: no ada_p: No Discriminator_loss: 0.0897264 Generator_loss: 0.415184
[INFO] 2020-11-25 09:59:10 > Step: 44600 Progress: 22.3% Elapsed: 4 days, 18:48:28 temperature: no ada_p: No Discriminator_loss: 0.10772 Generator_loss: 0.359192
[INFO] 2020-11-25 10:18:51 > Step: 44700 Progress: 22.4% Elapsed: 4 days, 19:08:09 temperature: no ada_p: No Discriminator_loss: 0.108627 Generator_loss: 0.351436
[INFO] 2020-11-25 10:38:36 > Step: 44800 Progress: 22.4% Elapsed: 4 days, 19:27:55 temperature: no ada_p: No Discriminator_loss: 0.0674666 Generator_loss: 0.427593
[INFO] 2020-11-25 10:58:18 > Step: 44900 Progress: 22.4% Elapsed: 4 days, 19:47:37 temperature: no ada_p: No Discriminator_loss: 0.0837591 Generator_loss: 0.433433
[INFO] 2020-11-25 11:17:59 > Step: 45000 Progress: 22.5% Elapsed: 4 days, 20:07:17 temperature: no ada_p: No Discriminator_loss: 0.0951945 Generator_loss: 0.345066
[INFO] 2020-11-25 11:37:45 > Step: 45100 Progress: 22.6% Elapsed: 4 days, 20:27:04 temperature: no ada_p: No Discriminator_loss: 0.0722417 Generator_loss: 0.468149
[INFO] 2020-11-25 11:57:29 > Step: 45200 Progress: 22.6% Elapsed: 4 days, 20:46:47 temperature: no ada_p: No Discriminator_loss: 0.0725934 Generator_loss: 0.407033
[INFO] 2020-11-25 12:17:11 > Step: 45300 Progress: 22.7% Elapsed: 4 days, 21:06:30 temperature: no ada_p: No Discriminator_loss: 0.0726448 Generator_loss: 0.434635
[INFO] 2020-11-25 12:36:56 > Step: 45400 Progress: 22.7% Elapsed: 4 days, 21:26:15 temperature: no ada_p: No Discriminator_loss: 0.0876491 Generator_loss: 0.460517
[INFO] 2020-11-25 12:56:37 > Step: 45500 Progress: 22.8% Elapsed: 4 days, 21:45:56 temperature: no ada_p: No Discriminator_loss: 0.0778914 Generator_loss: 0.463614
[INFO] 2020-11-25 13:16:20 > Step: 45600 Progress: 22.8% Elapsed: 4 days, 22:05:38 temperature: no ada_p: No Discriminator_loss: 0.0840309 Generator_loss: 0.42271
[INFO] 2020-11-25 13:36:06 > Step: 45700 Progress: 22.9% Elapsed: 4 days, 22:25:24 temperature: no ada_p: No Discriminator_loss: 0.105779 Generator_loss: 0.353721
[INFO] 2020-11-25 13:55:47 > Step: 45800 Progress: 22.9% Elapsed: 4 days, 22:45:06 temperature: no ada_p: No Discriminator_loss: 0.10467 Generator_loss: 0.422485
[INFO] 2020-11-25 14:15:28 > Step: 45900 Progress: 22.9% Elapsed: 4 days, 23:04:46 temperature: no ada_p: No Discriminator_loss: 0.0761963 Generator_loss: 0.413298
[INFO] 2020-11-25 14:35:15 > Step: 46000 Progress: 23.0% Elapsed: 4 days, 23:24:33 temperature: no ada_p: No Discriminator_loss: 0.101597 Generator_loss: 0.423147
[INFO] 2020-11-25 14:35:18 > Start Evaluation (46000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 14:42:12 > F_8 score (Step: 46000, Using valid images): 0.9408990999245948
[INFO] 2020-11-25 14:42:12 > F_1/8 score (Step: 46000, Using valid images): 0.958441022777643
[INFO] 2020-11-25 14:42:12 > FID score (Step: 46000, Using valid moments): 20.101072507316246
[INFO] 2020-11-25 14:42:12 > Inception score (Step: 46000, 50000 generated images): 38.418701171875
[INFO] 2020-11-25 14:42:12 > Best FID score (Step: 46000, Using valid moments): 20.101072507316246
[INFO] 2020-11-25 14:42:26 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 15:02:03 > Step: 46100 Progress: 23.1% Elapsed: 4 days, 23:51:21 temperature: no ada_p: No Discriminator_loss: 0.0827453 Generator_loss: 0.36995
[INFO] 2020-11-25 15:21:46 > Step: 46200 Progress: 23.1% Elapsed: 5 days, 0:11:04 temperature: no ada_p: No Discriminator_loss: 0.0768089 Generator_loss: 0.446076
[INFO] 2020-11-25 15:41:31 > Step: 46300 Progress: 23.2% Elapsed: 5 days, 0:30:50 temperature: no ada_p: No Discriminator_loss: 0.0649905 Generator_loss: 0.504948
[INFO] 2020-11-25 16:01:15 > Step: 46400 Progress: 23.2% Elapsed: 5 days, 0:50:33 temperature: no ada_p: No Discriminator_loss: 0.0831242 Generator_loss: 0.421331
[INFO] 2020-11-25 16:20:58 > Step: 46500 Progress: 23.2% Elapsed: 5 days, 1:10:17 temperature: no ada_p: No Discriminator_loss: 0.0833313 Generator_loss: 0.45259
[INFO] 2020-11-25 16:40:45 > Step: 46600 Progress: 23.3% Elapsed: 5 days, 1:30:04 temperature: no ada_p: No Discriminator_loss: 0.130778 Generator_loss: 0.31346
[INFO] 2020-11-25 17:00:26 > Step: 46700 Progress: 23.4% Elapsed: 5 days, 1:49:44 temperature: no ada_p: No Discriminator_loss: 0.077335 Generator_loss: 0.426437
[INFO] 2020-11-25 17:20:07 > Step: 46800 Progress: 23.4% Elapsed: 5 days, 2:09:25 temperature: no ada_p: No Discriminator_loss: 0.0575682 Generator_loss: 0.463139
[INFO] 2020-11-25 17:39:48 > Step: 46900 Progress: 23.4% Elapsed: 5 days, 2:29:06 temperature: no ada_p: No Discriminator_loss: 0.113721 Generator_loss: 0.381175
[INFO] 2020-11-25 17:59:35 > Step: 47000 Progress: 23.5% Elapsed: 5 days, 2:48:54 temperature: no ada_p: No Discriminator_loss: 0.0737276 Generator_loss: 0.441891
[INFO] 2020-11-25 18:19:19 > Step: 47100 Progress: 23.5% Elapsed: 5 days, 3:08:37 temperature: no ada_p: No Discriminator_loss: 0.0851169 Generator_loss: 0.389544
[INFO] 2020-11-25 18:39:02 > Step: 47200 Progress: 23.6% Elapsed: 5 days, 3:28:21 temperature: no ada_p: No Discriminator_loss: 0.0650339 Generator_loss: 0.440628
[INFO] 2020-11-25 18:58:47 > Step: 47300 Progress: 23.6% Elapsed: 5 days, 3:48:06 temperature: no ada_p: No Discriminator_loss: 0.0937401 Generator_loss: 0.394655
[INFO] 2020-11-25 19:18:29 > Step: 47400 Progress: 23.7% Elapsed: 5 days, 4:07:47 temperature: no ada_p: No Discriminator_loss: 0.0738178 Generator_loss: 0.417092
[INFO] 2020-11-25 19:38:10 > Step: 47500 Progress: 23.8% Elapsed: 5 days, 4:27:29 temperature: no ada_p: No Discriminator_loss: 0.0679605 Generator_loss: 0.48221
[INFO] 2020-11-25 19:57:54 > Step: 47600 Progress: 23.8% Elapsed: 5 days, 4:47:13 temperature: no ada_p: No Discriminator_loss: 0.0925649 Generator_loss: 0.347032
[INFO] 2020-11-25 20:17:35 > Step: 47700 Progress: 23.8% Elapsed: 5 days, 5:06:54 temperature: no ada_p: No Discriminator_loss: 0.073563 Generator_loss: 0.444146
[INFO] 2020-11-25 20:37:17 > Step: 47800 Progress: 23.9% Elapsed: 5 days, 5:26:35 temperature: no ada_p: No Discriminator_loss: 0.0993238 Generator_loss: 0.40618
[INFO] 2020-11-25 20:57:03 > Step: 47900 Progress: 23.9% Elapsed: 5 days, 5:46:22 temperature: no ada_p: No Discriminator_loss: 0.0703666 Generator_loss: 0.433072
[INFO] 2020-11-25 21:16:46 > Step: 48000 Progress: 24.0% Elapsed: 5 days, 6:06:05 temperature: no ada_p: No Discriminator_loss: 0.0629096 Generator_loss: 0.490987
[INFO] 2020-11-25 21:16:50 > Start Evaluation (48000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 21:23:39 > F_8 score (Step: 48000, Using valid images): 0.9470091728431321
[INFO] 2020-11-25 21:23:39 > F_1/8 score (Step: 48000, Using valid images): 0.9629491901968185
[INFO] 2020-11-25 21:23:39 > FID score (Step: 48000, Using valid moments): 19.554270733789565
[INFO] 2020-11-25 21:23:39 > Inception score (Step: 48000, 50000 generated images): 40.044708251953125
[INFO] 2020-11-25 21:23:39 > Best FID score (Step: 48000, Using valid moments): 19.554270733789565
[INFO] 2020-11-25 21:23:53 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 21:43:29 > Step: 48100 Progress: 24.1% Elapsed: 5 days, 6:32:47 temperature: no ada_p: No Discriminator_loss: 0.105795 Generator_loss: 0.38082
[INFO] 2020-11-25 22:03:16 > Step: 48200 Progress: 24.1% Elapsed: 5 days, 6:52:35 temperature: no ada_p: No Discriminator_loss: 0.110943 Generator_loss: 0.339863
[INFO] 2020-11-25 22:22:59 > Step: 48300 Progress: 24.1% Elapsed: 5 days, 7:12:17 temperature: no ada_p: No Discriminator_loss: 0.495902 Generator_loss: -0.00600291
[INFO] 2020-11-25 22:42:42 > Step: 48400 Progress: 24.2% Elapsed: 5 days, 7:32:00 temperature: no ada_p: No Discriminator_loss: 0.483716 Generator_loss: -0.0645851
[INFO] 2020-11-25 23:02:30 > Step: 48500 Progress: 24.2% Elapsed: 5 days, 7:51:49 temperature: no ada_p: No Discriminator_loss: 0.36183 Generator_loss: 0.0318474
[INFO] 2020-11-25 23:22:13 > Step: 48600 Progress: 24.3% Elapsed: 5 days, 8:11:32 temperature: no ada_p: No Discriminator_loss: 0.133341 Generator_loss: 0.273725
[INFO] 2020-11-25 23:41:57 > Step: 48700 Progress: 24.3% Elapsed: 5 days, 8:31:16 temperature: no ada_p: No Discriminator_loss: 0.0949356 Generator_loss: 0.392323
[INFO] 2020-11-26 00:01:45 > Step: 48800 Progress: 24.4% Elapsed: 5 days, 8:51:03 temperature: no ada_p: No Discriminator_loss: 0.0642429 Generator_loss: 0.481013
[INFO] 2020-11-26 00:21:29 > Step: 48900 Progress: 24.4% Elapsed: 5 days, 9:10:48 temperature: no ada_p: No Discriminator_loss: 0.0758763 Generator_loss: 0.446842
[INFO] 2020-11-26 00:41:13 > Step: 49000 Progress: 24.5% Elapsed: 5 days, 9:30:31 temperature: no ada_p: No Discriminator_loss: 0.0659934 Generator_loss: 0.462687
[INFO] 2020-11-26 01:00:59 > Step: 49100 Progress: 24.6% Elapsed: 5 days, 9:50:17 temperature: no ada_p: No Discriminator_loss: 0.0626124 Generator_loss: 0.468028
[INFO] 2020-11-26 01:20:42 > Step: 49200 Progress: 24.6% Elapsed: 5 days, 10:10:00 temperature: no ada_p: No Discriminator_loss: 0.0569665 Generator_loss: 0.501493
[INFO] 2020-11-26 01:40:24 > Step: 49300 Progress: 24.6% Elapsed: 5 days, 10:29:42 temperature: no ada_p: No Discriminator_loss: 0.0847381 Generator_loss: 0.44994
[INFO] 2020-11-26 02:00:06 > Step: 49400 Progress: 24.7% Elapsed: 5 days, 10:49:25 temperature: no ada_p: No Discriminator_loss: 0.0791005 Generator_loss: 0.485104
[INFO] 2020-11-26 02:19:53 > Step: 49500 Progress: 24.8% Elapsed: 5 days, 11:09:12 temperature: no ada_p: No Discriminator_loss: 0.0660638 Generator_loss: 0.403064
[INFO] 2020-11-26 02:39:36 > Step: 49600 Progress: 24.8% Elapsed: 5 days, 11:28:55 temperature: no ada_p: No Discriminator_loss: 0.0816795 Generator_loss: 0.469832
[INFO] 2020-11-26 02:59:19 > Step: 49700 Progress: 24.9% Elapsed: 5 days, 11:48:37 temperature: no ada_p: No Discriminator_loss: 0.106624 Generator_loss: 0.403405
[INFO] 2020-11-26 03:19:06 > Step: 49800 Progress: 24.9% Elapsed: 5 days, 12:08:24 temperature: no ada_p: No Discriminator_loss: 0.067633 Generator_loss: 0.452366
[INFO] 2020-11-26 03:38:48 > Step: 49900 Progress: 24.9% Elapsed: 5 days, 12:28:07 temperature: no ada_p: No Discriminator_loss: 0.0738626 Generator_loss: 0.502908
[INFO] 2020-11-26 03:58:30 > Step: 50000 Progress: 25.0% Elapsed: 5 days, 12:47:49 temperature: no ada_p: No Discriminator_loss: 0.0820512 Generator_loss: 0.422908
[INFO] 2020-11-26 03:58:34 > Start Evaluation (50000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 04:05:16 > F_8 score (Step: 50000, Using valid images): 0.9415443010554271
[INFO] 2020-11-26 04:05:16 > F_1/8 score (Step: 50000, Using valid images): 0.960599212581258
[INFO] 2020-11-26 04:05:16 > FID score (Step: 50000, Using valid moments): 18.71825206169808
[INFO] 2020-11-26 04:05:16 > Inception score (Step: 50000, 50000 generated images): 40.6351318359375
[INFO] 2020-11-26 04:05:16 > Best FID score (Step: 50000, Using valid moments): 18.71825206169808
[INFO] 2020-11-26 04:05:30 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 04:25:11 > Step: 50100 Progress: 25.1% Elapsed: 5 days, 13:14:29 temperature: no ada_p: No Discriminator_loss: 0.089438 Generator_loss: 0.442389
[INFO] 2020-11-26 04:48:29 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=50000.pth
[INFO] 2020-11-26 04:48:29 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=50000.pth
[INFO] 2020-11-26 04:48:32 > Start Evaluation (50000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 06:02:42 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=50000.pth
[INFO] 2020-11-26 06:02:42 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=50000.pth
[INFO] 2020-11-26 06:02:44 > Start Evaluation (50000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 06:10:07 > F_8 score (Step: 50000, Using valid images): 0.9494747321281751
[INFO] 2020-11-26 06:10:07 > F_1/8 score (Step: 50000, Using valid images): 0.9584964699675631
[INFO] 2020-11-26 06:10:07 > FID score (Step: 50000, Using valid moments): 19.06644398929234
[INFO] 2020-11-26 06:10:07 > Inception score (Step: 50000, 50000 generated images): 40.53861618041992
[INFO] 2020-11-26 06:10:07 > Best FID score (Step: 50000, Using valid moments): 18.71825206169808
[INFO] 2020-11-26 06:31:38 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=50000.pth
[INFO] 2020-11-26 06:31:38 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=50000.pth
[INFO] 2020-11-26 06:31:40 > Start training....
[INFO] 2020-11-26 06:51:51 > Step: 50100 Progress: 25.1% Elapsed: 0:20:11 temperature: no ada_p: No Discriminator_loss: 0.0705871 Generator_loss: 0.458863
[INFO] 2020-11-26 07:11:28 > Step: 50200 Progress: 25.1% Elapsed: 0:39:48 temperature: no ada_p: No Discriminator_loss: 0.0943071 Generator_loss: 0.407288
[INFO] 2020-11-26 07:31:06 > Step: 50300 Progress: 25.1% Elapsed: 0:59:26 temperature: no ada_p: No Discriminator_loss: 0.112551 Generator_loss: 0.389127
[INFO] 2020-11-26 07:50:48 > Step: 50400 Progress: 25.2% Elapsed: 1:19:08 temperature: no ada_p: No Discriminator_loss: 0.0645716 Generator_loss: 0.458352
[INFO] 2020-11-26 08:10:27 > Step: 50500 Progress: 25.2% Elapsed: 1:38:46 temperature: no ada_p: No Discriminator_loss: 0.064868 Generator_loss: 0.486911
[INFO] 2020-11-26 08:30:07 > Step: 50600 Progress: 25.3% Elapsed: 1:58:26 temperature: no ada_p: No Discriminator_loss: 0.0722345 Generator_loss: 0.418041
[INFO] 2020-11-26 08:49:50 > Step: 50700 Progress: 25.4% Elapsed: 2:18:10 temperature: no ada_p: No Discriminator_loss: 0.0633621 Generator_loss: 0.478788
[INFO] 2020-11-26 09:09:31 > Step: 50800 Progress: 25.4% Elapsed: 2:37:50 temperature: no ada_p: No Discriminator_loss: 0.103822 Generator_loss: 0.36077
[INFO] 2020-11-26 09:29:11 > Step: 50900 Progress: 25.4% Elapsed: 2:57:31 temperature: no ada_p: No Discriminator_loss: 0.146215 Generator_loss: 0.538413
[INFO] 2020-11-26 09:48:55 > Step: 51000 Progress: 25.5% Elapsed: 3:17:14 temperature: no ada_p: No Discriminator_loss: 0.082728 Generator_loss: 0.433075
[INFO] 2020-11-26 10:08:34 > Step: 51100 Progress: 25.6% Elapsed: 3:36:54 temperature: no ada_p: No Discriminator_loss: 0.0617068 Generator_loss: 0.462759
[INFO] 2020-11-26 10:28:14 > Step: 51200 Progress: 25.6% Elapsed: 3:56:33 temperature: no ada_p: No Discriminator_loss: 0.0654848 Generator_loss: 0.511127
[INFO] 2020-11-26 10:47:57 > Step: 51300 Progress: 25.7% Elapsed: 4:16:16 temperature: no ada_p: No Discriminator_loss: 0.0722955 Generator_loss: 0.477597
[INFO] 2020-11-26 11:07:37 > Step: 51400 Progress: 25.7% Elapsed: 4:35:56 temperature: no ada_p: No Discriminator_loss: 0.0761768 Generator_loss: 0.440558
[INFO] 2020-11-26 11:27:17 > Step: 51500 Progress: 25.8% Elapsed: 4:55:37 temperature: no ada_p: No Discriminator_loss: 0.0779587 Generator_loss: 0.436932
[INFO] 2020-11-26 11:47:00 > Step: 51600 Progress: 25.8% Elapsed: 5:15:19 temperature: no ada_p: No Discriminator_loss: 0.0715174 Generator_loss: 0.432724
[INFO] 2020-11-26 12:06:40 > Step: 51700 Progress: 25.9% Elapsed: 5:34:59 temperature: no ada_p: No Discriminator_loss: 0.0775282 Generator_loss: 0.424473
[INFO] 2020-11-26 12:26:19 > Step: 51800 Progress: 25.9% Elapsed: 5:54:39 temperature: no ada_p: No Discriminator_loss: 0.087561 Generator_loss: 0.436573
[INFO] 2020-11-26 12:46:01 > Step: 51900 Progress: 25.9% Elapsed: 6:14:21 temperature: no ada_p: No Discriminator_loss: 0.0993047 Generator_loss: 0.41444
[INFO] 2020-11-26 13:05:39 > Step: 52000 Progress: 26.0% Elapsed: 6:33:58 temperature: no ada_p: No Discriminator_loss: 0.118596 Generator_loss: 0.367028
[INFO] 2020-11-26 13:05:43 > Start Evaluation (52000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 13:12:41 > F_8 score (Step: 52000, Using valid images): 0.9507411098717257
[INFO] 2020-11-26 13:12:41 > F_1/8 score (Step: 52000, Using valid images): 0.9626652576249211
[INFO] 2020-11-26 13:12:41 > FID score (Step: 52000, Using valid moments): 18.445206481217156
[INFO] 2020-11-26 13:12:41 > Inception score (Step: 52000, 50000 generated images): 42.321624755859375
[INFO] 2020-11-26 13:12:41 > Best FID score (Step: 52000, Using valid moments): 18.445206481217156
[INFO] 2020-11-26 13:12:56 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 13:32:26 > Step: 52100 Progress: 26.1% Elapsed: 7:00:45 temperature: no ada_p: No Discriminator_loss: 0.0611977 Generator_loss: 0.538658
[INFO] 2020-11-26 13:52:06 > Step: 52200 Progress: 26.1% Elapsed: 7:20:26 temperature: no ada_p: No Discriminator_loss: 0.0590963 Generator_loss: 0.488049
[INFO] 2020-11-26 14:11:46 > Step: 52300 Progress: 26.2% Elapsed: 7:40:06 temperature: no ada_p: No Discriminator_loss: 0.0596902 Generator_loss: 0.501905
[INFO] 2020-11-26 14:31:25 > Step: 52400 Progress: 26.2% Elapsed: 7:59:45 temperature: no ada_p: No Discriminator_loss: 0.0672394 Generator_loss: 0.550468
[INFO] 2020-11-26 14:51:05 > Step: 52500 Progress: 26.2% Elapsed: 8:19:24 temperature: no ada_p: No Discriminator_loss: 0.0882622 Generator_loss: 0.415007
[INFO] 2020-11-26 15:10:48 > Step: 52600 Progress: 26.3% Elapsed: 8:39:07 temperature: no ada_p: No Discriminator_loss: 0.0720424 Generator_loss: 0.437442
[INFO] 2020-11-26 15:30:27 > Step: 52700 Progress: 26.4% Elapsed: 8:58:46 temperature: no ada_p: No Discriminator_loss: 0.0569562 Generator_loss: 0.502489
[INFO] 2020-11-26 15:50:05 > Step: 52800 Progress: 26.4% Elapsed: 9:18:25 temperature: no ada_p: No Discriminator_loss: 0.0657346 Generator_loss: 0.43535
[INFO] 2020-11-26 16:09:47 > Step: 52900 Progress: 26.5% Elapsed: 9:38:07 temperature: no ada_p: No Discriminator_loss: 0.445613 Generator_loss: 0.0140407
[INFO] 2020-11-26 16:29:26 > Step: 53000 Progress: 26.5% Elapsed: 9:57:45 temperature: no ada_p: No Discriminator_loss: 0.108987 Generator_loss: 0.363432
[INFO] 2020-11-26 16:49:06 > Step: 53100 Progress: 26.6% Elapsed: 10:17:25 temperature: no ada_p: No Discriminator_loss: 0.0730789 Generator_loss: 0.417173
[INFO] 2020-11-26 17:08:47 > Step: 53200 Progress: 26.6% Elapsed: 10:37:06 temperature: no ada_p: No Discriminator_loss: 0.0756734 Generator_loss: 0.429835
[INFO] 2020-11-26 17:28:26 > Step: 53300 Progress: 26.7% Elapsed: 10:56:46 temperature: no ada_p: No Discriminator_loss: 0.0586703 Generator_loss: 0.517106
[INFO] 2020-11-26 17:48:06 > Step: 53400 Progress: 26.7% Elapsed: 11:16:25 temperature: no ada_p: No Discriminator_loss: 0.103956 Generator_loss: 0.353298
[INFO] 2020-11-26 18:07:48 > Step: 53500 Progress: 26.8% Elapsed: 11:36:07 temperature: no ada_p: No Discriminator_loss: 0.0703811 Generator_loss: 0.422485
[INFO] 2020-11-26 18:27:27 > Step: 53600 Progress: 26.8% Elapsed: 11:55:47 temperature: no ada_p: No Discriminator_loss: 0.0889895 Generator_loss: 0.452511
[INFO] 2020-11-26 18:47:06 > Step: 53700 Progress: 26.9% Elapsed: 12:15:26 temperature: no ada_p: No Discriminator_loss: 0.062138 Generator_loss: 0.461903
[INFO] 2020-11-26 19:06:49 > Step: 53800 Progress: 26.9% Elapsed: 12:35:08 temperature: no ada_p: No Discriminator_loss: 0.0632654 Generator_loss: 0.528231
[INFO] 2020-11-26 19:26:28 > Step: 53900 Progress: 27.0% Elapsed: 12:54:48 temperature: no ada_p: No Discriminator_loss: 0.102801 Generator_loss: 0.357077
[INFO] 2020-11-26 19:46:08 > Step: 54000 Progress: 27.0% Elapsed: 13:14:28 temperature: no ada_p: No Discriminator_loss: 0.477713 Generator_loss: 0.0214375
[INFO] 2020-11-26 19:46:12 > Start Evaluation (54000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 19:52:50 > F_8 score (Step: 54000, Using valid images): 0.9561679102596524
[INFO] 2020-11-26 19:52:50 > F_1/8 score (Step: 54000, Using valid images): 0.9577689547235907
[INFO] 2020-11-26 19:52:50 > FID score (Step: 54000, Using valid moments): 17.924764994994916
[INFO] 2020-11-26 19:52:50 > Inception score (Step: 54000, 50000 generated images): 43.352333068847656
[INFO] 2020-11-26 19:52:50 > Best FID score (Step: 54000, Using valid moments): 17.924764994994916
[INFO] 2020-11-26 19:53:06 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 20:12:42 > Step: 54100 Progress: 27.1% Elapsed: 13:41:02 temperature: no ada_p: No Discriminator_loss: 0.244045 Generator_loss: 0.0888468
[INFO] 2020-11-26 20:32:19 > Step: 54200 Progress: 27.1% Elapsed: 14:00:39 temperature: no ada_p: No Discriminator_loss: 0.101694 Generator_loss: 0.310409
[INFO] 2020-11-26 20:51:57 > Step: 54300 Progress: 27.2% Elapsed: 14:20:16 temperature: no ada_p: No Discriminator_loss: 0.0793551 Generator_loss: 0.391207
[INFO] 2020-11-26 21:11:39 > Step: 54400 Progress: 27.2% Elapsed: 14:39:58 temperature: no ada_p: No Discriminator_loss: 0.0829587 Generator_loss: 0.413361
[INFO] 2020-11-26 21:31:19 > Step: 54500 Progress: 27.3% Elapsed: 14:59:38 temperature: no ada_p: No Discriminator_loss: 0.0764899 Generator_loss: 0.433944
[INFO] 2020-11-26 21:50:58 > Step: 54600 Progress: 27.3% Elapsed: 15:19:17 temperature: no ada_p: No Discriminator_loss: 0.0634348 Generator_loss: 0.511788
[INFO] 2020-11-26 22:10:41 > Step: 54700 Progress: 27.4% Elapsed: 15:39:01 temperature: no ada_p: No Discriminator_loss: 0.0605599 Generator_loss: 0.476855
[INFO] 2020-11-26 22:30:20 > Step: 54800 Progress: 27.4% Elapsed: 15:58:39 temperature: no ada_p: No Discriminator_loss: 0.129943 Generator_loss: 0.355213
[INFO] 2020-11-26 22:49:58 > Step: 54900 Progress: 27.5% Elapsed: 16:18:17 temperature: no ada_p: No Discriminator_loss: 0.0561556 Generator_loss: 0.491011
[INFO] 2020-11-26 23:09:38 > Step: 55000 Progress: 27.5% Elapsed: 16:37:57 temperature: no ada_p: No Discriminator_loss: 0.0495994 Generator_loss: 0.548145
[INFO] 2020-11-26 23:29:22 > Step: 55100 Progress: 27.6% Elapsed: 16:57:41 temperature: no ada_p: No Discriminator_loss: 0.138183 Generator_loss: 0.398946
[INFO] 2020-11-26 23:49:03 > Step: 55200 Progress: 27.6% Elapsed: 17:17:22 temperature: no ada_p: No Discriminator_loss: 0.0578907 Generator_loss: 0.547559
[INFO] 2020-11-27 00:08:44 > Step: 55300 Progress: 27.7% Elapsed: 17:37:03 temperature: no ada_p: No Discriminator_loss: 0.0600562 Generator_loss: 0.495251
[INFO] 2020-11-27 00:28:25 > Step: 55400 Progress: 27.7% Elapsed: 17:56:45 temperature: no ada_p: No Discriminator_loss: 0.0787389 Generator_loss: 0.46291
[INFO] 2020-11-27 00:48:04 > Step: 55500 Progress: 27.8% Elapsed: 18:16:24 temperature: no ada_p: No Discriminator_loss: 0.0950997 Generator_loss: 0.411767
[INFO] 2020-11-27 01:07:45 > Step: 55600 Progress: 27.8% Elapsed: 18:36:04 temperature: no ada_p: No Discriminator_loss: 0.0790427 Generator_loss: 0.447879
[INFO] 2020-11-27 01:27:28 > Step: 55700 Progress: 27.9% Elapsed: 18:55:47 temperature: no ada_p: No Discriminator_loss: 0.0686437 Generator_loss: 0.39708
[INFO] 2020-11-27 01:47:08 > Step: 55800 Progress: 27.9% Elapsed: 19:15:28 temperature: no ada_p: No Discriminator_loss: 0.0829716 Generator_loss: 0.479866
[INFO] 2020-11-27 02:06:49 > Step: 55900 Progress: 28.0% Elapsed: 19:35:09 temperature: no ada_p: No Discriminator_loss: 0.0607859 Generator_loss: 0.505253
[INFO] 2020-11-27 02:26:30 > Step: 56000 Progress: 28.0% Elapsed: 19:54:50 temperature: no ada_p: No Discriminator_loss: 0.0572938 Generator_loss: 0.515261
[INFO] 2020-11-27 02:26:34 > Start Evaluation (56000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 02:33:18 > F_8 score (Step: 56000, Using valid images): 0.9577659556659833
[INFO] 2020-11-27 02:33:18 > F_1/8 score (Step: 56000, Using valid images): 0.9602277066542921
[INFO] 2020-11-27 02:33:18 > FID score (Step: 56000, Using valid moments): 17.395861883462544
[INFO] 2020-11-27 02:33:18 > Inception score (Step: 56000, 50000 generated images): 44.73963165283203
[INFO] 2020-11-27 02:33:18 > Best FID score (Step: 56000, Using valid moments): 17.395861883462544
[INFO] 2020-11-27 02:33:33 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 02:53:04 > Step: 56100 Progress: 28.1% Elapsed: 20:21:24 temperature: no ada_p: No Discriminator_loss: 0.0894243 Generator_loss: 0.438261
[INFO] 2020-11-27 03:12:45 > Step: 56200 Progress: 28.1% Elapsed: 20:41:04 temperature: no ada_p: No Discriminator_loss: 0.064132 Generator_loss: 0.461121
[INFO] 2020-11-27 03:32:29 > Step: 56300 Progress: 28.1% Elapsed: 21:00:48 temperature: no ada_p: No Discriminator_loss: 0.0781224 Generator_loss: 0.401381
[INFO] 2020-11-27 03:52:08 > Step: 56400 Progress: 28.2% Elapsed: 21:20:27 temperature: no ada_p: No Discriminator_loss: 0.0572675 Generator_loss: 0.51257
[INFO] 2020-11-27 04:11:49 > Step: 56500 Progress: 28.2% Elapsed: 21:40:08 temperature: no ada_p: No Discriminator_loss: 0.0770547 Generator_loss: 0.466289
[INFO] 2020-11-27 04:31:32 > Step: 56600 Progress: 28.3% Elapsed: 21:59:51 temperature: no ada_p: No Discriminator_loss: 0.0545474 Generator_loss: 0.482397
[INFO] 2020-11-27 04:51:11 > Step: 56700 Progress: 28.3% Elapsed: 22:19:30 temperature: no ada_p: No Discriminator_loss: 0.101316 Generator_loss: 0.326775
[INFO] 2020-11-27 05:10:51 > Step: 56800 Progress: 28.4% Elapsed: 22:39:10 temperature: no ada_p: No Discriminator_loss: 0.0597601 Generator_loss: 0.437034
[INFO] 2020-11-27 05:30:33 > Step: 56900 Progress: 28.4% Elapsed: 22:58:53 temperature: no ada_p: No Discriminator_loss: 0.0572998 Generator_loss: 0.513563
[INFO] 2020-11-27 05:50:13 > Step: 57000 Progress: 28.5% Elapsed: 23:18:32 temperature: no ada_p: No Discriminator_loss: 0.0482282 Generator_loss: 0.552275
[INFO] 2020-11-27 06:09:52 > Step: 57100 Progress: 28.5% Elapsed: 23:38:11 temperature: no ada_p: No Discriminator_loss: 0.0594541 Generator_loss: 0.521997
[INFO] 2020-11-27 06:29:35 > Step: 57200 Progress: 28.6% Elapsed: 23:57:55 temperature: no ada_p: No Discriminator_loss: 0.0843167 Generator_loss: 0.437742
[INFO] 2020-11-27 06:49:15 > Step: 57300 Progress: 28.6% Elapsed: 1 day, 0:17:34 temperature: no ada_p: No Discriminator_loss: 0.224932 Generator_loss: 0.24383
[INFO] 2020-11-27 07:08:56 > Step: 57400 Progress: 28.7% Elapsed: 1 day, 0:37:15 temperature: no ada_p: No Discriminator_loss: 0.0883902 Generator_loss: 0.455253
[INFO] 2020-11-27 07:28:36 > Step: 57500 Progress: 28.7% Elapsed: 1 day, 0:56:56 temperature: no ada_p: No Discriminator_loss: 0.0709628 Generator_loss: 0.493748
[INFO] 2020-11-27 07:48:21 > Step: 57600 Progress: 28.8% Elapsed: 1 day, 1:16:40 temperature: no ada_p: No Discriminator_loss: 0.103498 Generator_loss: 0.324987
[INFO] 2020-11-27 08:08:02 > Step: 57700 Progress: 28.8% Elapsed: 1 day, 1:36:21 temperature: no ada_p: No Discriminator_loss: 0.165802 Generator_loss: 0.425512
[INFO] 2020-11-27 08:27:44 > Step: 57800 Progress: 28.9% Elapsed: 1 day, 1:56:03 temperature: no ada_p: No Discriminator_loss: 0.0654214 Generator_loss: 0.466658
[INFO] 2020-11-27 08:47:27 > Step: 57900 Progress: 28.9% Elapsed: 1 day, 2:15:46 temperature: no ada_p: No Discriminator_loss: 0.0809351 Generator_loss: 0.492704
[INFO] 2020-11-27 09:07:07 > Step: 58000 Progress: 29.0% Elapsed: 1 day, 2:35:27 temperature: no ada_p: No Discriminator_loss: 0.121159 Generator_loss: 0.363113
[INFO] 2020-11-27 09:07:11 > Start Evaluation (58000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 09:14:00 > F_8 score (Step: 58000, Using valid images): 0.9560049742592286
[INFO] 2020-11-27 09:14:00 > F_1/8 score (Step: 58000, Using valid images): 0.9658974224321131
[INFO] 2020-11-27 09:14:00 > FID score (Step: 58000, Using valid moments): 17.104675976473402
[INFO] 2020-11-27 09:14:00 > Inception score (Step: 58000, 50000 generated images): 45.468505859375
[INFO] 2020-11-27 09:14:00 > Best FID score (Step: 58000, Using valid moments): 17.104675976473402
[INFO] 2020-11-27 09:14:15 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 09:33:49 > Step: 58100 Progress: 29.0% Elapsed: 1 day, 3:02:08 temperature: no ada_p: No Discriminator_loss: 0.0607466 Generator_loss: 0.503673
[INFO] 2020-11-27 09:53:33 > Step: 58200 Progress: 29.1% Elapsed: 1 day, 3:21:52 temperature: no ada_p: No Discriminator_loss: 0.17737 Generator_loss: 0.161877
[INFO] 2020-11-27 10:13:17 > Step: 58300 Progress: 29.1% Elapsed: 1 day, 3:41:36 temperature: no ada_p: No Discriminator_loss: 0.0677449 Generator_loss: 0.426567
[INFO] 2020-11-27 10:32:59 > Step: 58400 Progress: 29.2% Elapsed: 1 day, 4:01:19 temperature: no ada_p: No Discriminator_loss: 0.0741598 Generator_loss: 0.444984
[INFO] 2020-11-27 10:52:45 > Step: 58500 Progress: 29.2% Elapsed: 1 day, 4:21:04 temperature: no ada_p: No Discriminator_loss: 0.0569755 Generator_loss: 0.443249
[INFO] 2020-11-27 11:12:25 > Step: 58600 Progress: 29.3% Elapsed: 1 day, 4:40:44 temperature: no ada_p: No Discriminator_loss: 0.0627987 Generator_loss: 0.496064
[INFO] 2020-11-27 11:32:05 > Step: 58700 Progress: 29.3% Elapsed: 1 day, 5:00:24 temperature: no ada_p: No Discriminator_loss: 0.0840923 Generator_loss: 0.479419
[INFO] 2020-11-27 11:51:49 > Step: 58800 Progress: 29.4% Elapsed: 1 day, 5:20:08 temperature: no ada_p: No Discriminator_loss: 0.0572687 Generator_loss: 0.543652
[INFO] 2020-11-27 12:11:30 > Step: 58900 Progress: 29.4% Elapsed: 1 day, 5:39:49 temperature: no ada_p: No Discriminator_loss: 0.0692012 Generator_loss: 0.474115
[INFO] 2020-11-27 12:31:12 > Step: 59000 Progress: 29.5% Elapsed: 1 day, 5:59:31 temperature: no ada_p: No Discriminator_loss: 0.0761326 Generator_loss: 0.521151
[INFO] 2020-11-27 12:50:56 > Step: 59100 Progress: 29.5% Elapsed: 1 day, 6:19:16 temperature: no ada_p: No Discriminator_loss: 0.0723573 Generator_loss: 0.483883
[INFO] 2020-11-27 13:10:38 > Step: 59200 Progress: 29.6% Elapsed: 1 day, 6:38:57 temperature: no ada_p: No Discriminator_loss: 0.0537937 Generator_loss: 0.516162
[INFO] 2020-11-27 13:30:19 > Step: 59300 Progress: 29.6% Elapsed: 1 day, 6:58:39 temperature: no ada_p: No Discriminator_loss: 0.0764537 Generator_loss: 0.48384
[INFO] 2020-11-27 13:50:04 > Step: 59400 Progress: 29.7% Elapsed: 1 day, 7:18:23 temperature: no ada_p: No Discriminator_loss: 0.0519015 Generator_loss: 0.52145
[INFO] 2020-11-27 14:09:45 > Step: 59500 Progress: 29.8% Elapsed: 1 day, 7:38:05 temperature: no ada_p: No Discriminator_loss: 0.0477386 Generator_loss: 0.533442
[INFO] 2020-11-27 14:29:29 > Step: 59600 Progress: 29.8% Elapsed: 1 day, 7:57:48 temperature: no ada_p: No Discriminator_loss: 0.0955425 Generator_loss: 0.404289
[INFO] 2020-11-27 14:49:14 > Step: 59700 Progress: 29.8% Elapsed: 1 day, 8:17:33 temperature: no ada_p: No Discriminator_loss: 0.108751 Generator_loss: 0.4151
[INFO] 2020-11-27 15:08:54 > Step: 59800 Progress: 29.9% Elapsed: 1 day, 8:37:14 temperature: no ada_p: No Discriminator_loss: 0.0572283 Generator_loss: 0.522799
[INFO] 2020-11-27 15:28:35 > Step: 59900 Progress: 29.9% Elapsed: 1 day, 8:56:54 temperature: no ada_p: No Discriminator_loss: 0.156534 Generator_loss: 0.261972
[INFO] 2020-11-27 15:48:15 > Step: 60000 Progress: 30.0% Elapsed: 1 day, 9:16:35 temperature: no ada_p: No Discriminator_loss: 0.0721383 Generator_loss: 0.461946
[INFO] 2020-11-27 15:48:19 > Start Evaluation (60000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 15:55:06 > F_8 score (Step: 60000, Using valid images): 0.9580068908941117
[INFO] 2020-11-27 15:55:06 > F_1/8 score (Step: 60000, Using valid images): 0.9678422328593568
[INFO] 2020-11-27 15:55:06 > FID score (Step: 60000, Using valid moments): 16.55118771036166
[INFO] 2020-11-27 15:55:06 > Inception score (Step: 60000, 50000 generated images): 46.56652069091797
[INFO] 2020-11-27 15:55:06 > Best FID score (Step: 60000, Using valid moments): 16.55118771036166
[INFO] 2020-11-27 15:55:20 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 16:14:58 > Step: 60100 Progress: 30.0% Elapsed: 1 day, 9:43:18 temperature: no ada_p: No Discriminator_loss: 0.0601903 Generator_loss: 0.517763
[INFO] 2020-11-27 16:34:41 > Step: 60200 Progress: 30.1% Elapsed: 1 day, 10:03:01 temperature: no ada_p: No Discriminator_loss: 0.0699389 Generator_loss: 0.484711
[INFO] 2020-11-27 16:54:25 > Step: 60300 Progress: 30.1% Elapsed: 1 day, 10:22:44 temperature: no ada_p: No Discriminator_loss: 0.0673635 Generator_loss: 0.527064
[INFO] 2020-11-27 17:14:10 > Step: 60400 Progress: 30.2% Elapsed: 1 day, 10:42:30 temperature: no ada_p: No Discriminator_loss: 0.0740859 Generator_loss: 0.470429
[INFO] 2020-11-27 17:33:52 > Step: 60500 Progress: 30.2% Elapsed: 1 day, 11:02:12 temperature: no ada_p: No Discriminator_loss: 0.0598343 Generator_loss: 0.524835
[INFO] 2020-11-27 17:53:32 > Step: 60600 Progress: 30.3% Elapsed: 1 day, 11:21:51 temperature: no ada_p: No Discriminator_loss: 0.0732484 Generator_loss: 0.60661
[INFO] 2020-11-27 18:13:16 > Step: 60700 Progress: 30.3% Elapsed: 1 day, 11:41:35 temperature: no ada_p: No Discriminator_loss: 0.0547219 Generator_loss: 0.550595
[INFO] 2020-11-27 18:32:57 > Step: 60800 Progress: 30.4% Elapsed: 1 day, 12:01:16 temperature: no ada_p: No Discriminator_loss: 0.0673396 Generator_loss: 0.493518
[INFO] 2020-11-27 18:52:38 > Step: 60900 Progress: 30.4% Elapsed: 1 day, 12:20:57 temperature: no ada_p: No Discriminator_loss: 0.0542625 Generator_loss: 0.524626
[INFO] 2020-11-27 19:12:22 > Step: 61000 Progress: 30.5% Elapsed: 1 day, 12:40:42 temperature: no ada_p: No Discriminator_loss: 0.0514988 Generator_loss: 0.527532
[INFO] 2020-11-27 19:32:02 > Step: 61100 Progress: 30.6% Elapsed: 1 day, 13:00:22 temperature: no ada_p: No Discriminator_loss: 0.0427082 Generator_loss: 0.540147
[INFO] 2020-11-27 19:51:44 > Step: 61200 Progress: 30.6% Elapsed: 1 day, 13:20:03 temperature: no ada_p: No Discriminator_loss: 0.0415518 Generator_loss: 0.587622
[INFO] 2020-11-27 20:11:31 > Step: 61300 Progress: 30.6% Elapsed: 1 day, 13:39:50 temperature: no ada_p: No Discriminator_loss: 0.0697579 Generator_loss: 0.483583
[INFO] 2020-11-27 20:31:13 > Step: 61400 Progress: 30.7% Elapsed: 1 day, 13:59:32 temperature: no ada_p: No Discriminator_loss: 0.0545831 Generator_loss: 0.556679
[INFO] 2020-11-27 20:50:55 > Step: 61500 Progress: 30.8% Elapsed: 1 day, 14:19:14 temperature: no ada_p: No Discriminator_loss: 0.049742 Generator_loss: 0.621329
[INFO] 2020-11-27 21:10:39 > Step: 61600 Progress: 30.8% Elapsed: 1 day, 14:38:59 temperature: no ada_p: No Discriminator_loss: 0.0634335 Generator_loss: 0.469345
[INFO] 2020-11-27 21:30:20 > Step: 61700 Progress: 30.9% Elapsed: 1 day, 14:58:40 temperature: no ada_p: No Discriminator_loss: 0.131654 Generator_loss: 0.42436
[INFO] 2020-11-27 21:50:01 > Step: 61800 Progress: 30.9% Elapsed: 1 day, 15:18:20 temperature: no ada_p: No Discriminator_loss: 0.0724915 Generator_loss: 0.473417
[INFO] 2020-11-27 22:09:46 > Step: 61900 Progress: 30.9% Elapsed: 1 day, 15:38:05 temperature: no ada_p: No Discriminator_loss: 0.0496481 Generator_loss: 0.641649
[INFO] 2020-11-27 22:29:26 > Step: 62000 Progress: 31.0% Elapsed: 1 day, 15:57:45 temperature: no ada_p: No Discriminator_loss: 0.0573684 Generator_loss: 0.491804
[INFO] 2020-11-27 22:29:29 > Start Evaluation (62000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 22:36:15 > F_8 score (Step: 62000, Using valid images): 0.9665805585045625
[INFO] 2020-11-27 22:36:15 > F_1/8 score (Step: 62000, Using valid images): 0.966129690171391
[INFO] 2020-11-27 22:36:15 > FID score (Step: 62000, Using valid moments): 16.138725890690353
[INFO] 2020-11-27 22:36:15 > Inception score (Step: 62000, 50000 generated images): 47.26763916015625
[INFO] 2020-11-27 22:36:15 > Best FID score (Step: 62000, Using valid moments): 16.138725890690353
[INFO] 2020-11-27 22:36:30 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 22:56:04 > Step: 62100 Progress: 31.1% Elapsed: 1 day, 16:24:23 temperature: no ada_p: No Discriminator_loss: 0.0600315 Generator_loss: 0.499867
[INFO] 2020-11-27 23:15:47 > Step: 62200 Progress: 31.1% Elapsed: 1 day, 16:44:06 temperature: no ada_p: No Discriminator_loss: 0.0367443 Generator_loss: 0.577799
[INFO] 2020-11-27 23:35:29 > Step: 62300 Progress: 31.1% Elapsed: 1 day, 17:03:48 temperature: no ada_p: No Discriminator_loss: 0.0521449 Generator_loss: 0.587335
[INFO] 2020-11-27 23:55:11 > Step: 62400 Progress: 31.2% Elapsed: 1 day, 17:23:30 temperature: no ada_p: No Discriminator_loss: 0.0650591 Generator_loss: 0.506716
[INFO] 2020-11-28 00:14:54 > Step: 62500 Progress: 31.2% Elapsed: 1 day, 17:43:13 temperature: no ada_p: No Discriminator_loss: 0.0731291 Generator_loss: 0.529108
[INFO] 2020-11-28 00:34:39 > Step: 62600 Progress: 31.3% Elapsed: 1 day, 18:02:59 temperature: no ada_p: No Discriminator_loss: 0.107566 Generator_loss: 0.337517
[INFO] 2020-11-28 00:54:21 > Step: 62700 Progress: 31.4% Elapsed: 1 day, 18:22:40 temperature: no ada_p: No Discriminator_loss: 0.0682146 Generator_loss: 0.477222
[INFO] 2020-11-28 01:14:03 > Step: 62800 Progress: 31.4% Elapsed: 1 day, 18:42:22 temperature: no ada_p: No Discriminator_loss: 0.0587733 Generator_loss: 0.563782
[INFO] 2020-11-28 01:33:46 > Step: 62900 Progress: 31.4% Elapsed: 1 day, 19:02:06 temperature: no ada_p: No Discriminator_loss: 0.0602358 Generator_loss: 0.516292
[INFO] 2020-11-28 01:53:27 > Step: 63000 Progress: 31.5% Elapsed: 1 day, 19:21:46 temperature: no ada_p: No Discriminator_loss: 0.0615969 Generator_loss: 0.432116
[INFO] 2020-11-28 02:13:08 > Step: 63100 Progress: 31.6% Elapsed: 1 day, 19:41:27 temperature: no ada_p: No Discriminator_loss: 0.0549092 Generator_loss: 0.560903
[INFO] 2020-11-28 02:32:52 > Step: 63200 Progress: 31.6% Elapsed: 1 day, 20:01:11 temperature: no ada_p: No Discriminator_loss: 0.0997123 Generator_loss: 0.370164
[INFO] 2020-11-28 02:52:32 > Step: 63300 Progress: 31.6% Elapsed: 1 day, 20:20:51 temperature: no ada_p: No Discriminator_loss: 0.0611344 Generator_loss: 0.555652
[INFO] 2020-11-28 03:12:13 > Step: 63400 Progress: 31.7% Elapsed: 1 day, 20:40:32 temperature: no ada_p: No Discriminator_loss: 0.0665878 Generator_loss: 0.456355
[INFO] 2020-11-28 03:31:58 > Step: 63500 Progress: 31.8% Elapsed: 1 day, 21:00:17 temperature: no ada_p: No Discriminator_loss: 0.041911 Generator_loss: 0.583638
[INFO] 2020-11-28 03:51:37 > Step: 63600 Progress: 31.8% Elapsed: 1 day, 21:19:57 temperature: no ada_p: No Discriminator_loss: 0.0522561 Generator_loss: 0.531805
[INFO] 2020-11-28 04:11:19 > Step: 63700 Progress: 31.9% Elapsed: 1 day, 21:39:39 temperature: no ada_p: No Discriminator_loss: 0.0698351 Generator_loss: 0.463591
[INFO] 2020-11-28 04:31:05 > Step: 63800 Progress: 31.9% Elapsed: 1 day, 21:59:25 temperature: no ada_p: No Discriminator_loss: 0.0518911 Generator_loss: 0.555621
[INFO] 2020-11-28 04:50:46 > Step: 63900 Progress: 31.9% Elapsed: 1 day, 22:19:05 temperature: no ada_p: No Discriminator_loss: 0.0708783 Generator_loss: 0.469363
[INFO] 2020-11-28 05:10:28 > Step: 64000 Progress: 32.0% Elapsed: 1 day, 22:38:47 temperature: no ada_p: No Discriminator_loss: 0.0793172 Generator_loss: 0.49067
[INFO] 2020-11-28 05:10:32 > Start Evaluation (64000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 05:17:19 > F_8 score (Step: 64000, Using valid images): 0.96190966829256
[INFO] 2020-11-28 05:17:19 > F_1/8 score (Step: 64000, Using valid images): 0.963371452700215
[INFO] 2020-11-28 05:17:19 > FID score (Step: 64000, Using valid moments): 15.73696084507543
[INFO] 2020-11-28 05:17:19 > Inception score (Step: 64000, 50000 generated images): 48.31383514404297
[INFO] 2020-11-28 05:17:19 > Best FID score (Step: 64000, Using valid moments): 15.73696084507543
[INFO] 2020-11-28 05:17:34 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 05:37:12 > Step: 64100 Progress: 32.0% Elapsed: 1 day, 23:05:31 temperature: no ada_p: No Discriminator_loss: 0.127286 Generator_loss: 0.358208
[INFO] 2020-11-28 05:56:53 > Step: 64200 Progress: 32.1% Elapsed: 1 day, 23:25:12 temperature: no ada_p: No Discriminator_loss: 0.0566172 Generator_loss: 0.545978
[INFO] 2020-11-28 06:16:35 > Step: 64300 Progress: 32.1% Elapsed: 1 day, 23:44:55 temperature: no ada_p: No Discriminator_loss: 0.0619967 Generator_loss: 0.514014
[INFO] 2020-11-28 06:36:22 > Step: 64400 Progress: 32.2% Elapsed: 2 days, 0:04:41 temperature: no ada_p: No Discriminator_loss: 0.209996 Generator_loss: 0.220123
[INFO] 2020-11-28 06:56:03 > Step: 64500 Progress: 32.2% Elapsed: 2 days, 0:24:23 temperature: no ada_p: No Discriminator_loss: 0.197639 Generator_loss: 0.274429
[INFO] 2020-11-28 07:15:46 > Step: 64600 Progress: 32.3% Elapsed: 2 days, 0:44:05 temperature: no ada_p: No Discriminator_loss: 0.110992 Generator_loss: 0.396795
[INFO] 2020-11-28 07:35:27 > Step: 64700 Progress: 32.4% Elapsed: 2 days, 1:03:46 temperature: no ada_p: No Discriminator_loss: 0.0429339 Generator_loss: 0.562719
[INFO] 2020-11-28 07:55:11 > Step: 64800 Progress: 32.4% Elapsed: 2 days, 1:23:31 temperature: no ada_p: No Discriminator_loss: 0.0549932 Generator_loss: 0.559295
[INFO] 2020-11-28 08:14:55 > Step: 64900 Progress: 32.5% Elapsed: 2 days, 1:43:14 temperature: no ada_p: No Discriminator_loss: 0.058653 Generator_loss: 0.518453
[INFO] 2020-11-28 08:34:40 > Step: 65000 Progress: 32.5% Elapsed: 2 days, 2:02:59 temperature: no ada_p: No Discriminator_loss: 0.0539374 Generator_loss: 0.505861
[INFO] 2020-11-28 08:54:25 > Step: 65100 Progress: 32.6% Elapsed: 2 days, 2:22:44 temperature: no ada_p: No Discriminator_loss: 0.0566473 Generator_loss: 0.51886
[INFO] 2020-11-28 09:14:07 > Step: 65200 Progress: 32.6% Elapsed: 2 days, 2:42:27 temperature: no ada_p: No Discriminator_loss: 0.0472934 Generator_loss: 0.478955
[INFO] 2020-11-28 09:33:50 > Step: 65300 Progress: 32.6% Elapsed: 2 days, 3:02:09 temperature: no ada_p: No Discriminator_loss: 0.0642963 Generator_loss: 0.462022
[INFO] 2020-11-28 09:53:35 > Step: 65400 Progress: 32.7% Elapsed: 2 days, 3:21:55 temperature: no ada_p: No Discriminator_loss: 0.043555 Generator_loss: 0.541839
[INFO] 2020-11-28 10:13:17 > Step: 65500 Progress: 32.8% Elapsed: 2 days, 3:41:36 temperature: no ada_p: No Discriminator_loss: 0.0998211 Generator_loss: 0.503899
[INFO] 2020-11-28 10:33:00 > Step: 65600 Progress: 32.8% Elapsed: 2 days, 4:01:19 temperature: no ada_p: No Discriminator_loss: 0.100463 Generator_loss: 0.419873
[INFO] 2020-11-28 10:52:45 > Step: 65700 Progress: 32.9% Elapsed: 2 days, 4:21:04 temperature: no ada_p: No Discriminator_loss: 0.0510476 Generator_loss: 0.557323
[INFO] 2020-11-28 11:12:25 > Step: 65800 Progress: 32.9% Elapsed: 2 days, 4:40:44 temperature: no ada_p: No Discriminator_loss: 0.0619565 Generator_loss: 0.556438
[INFO] 2020-11-28 11:32:05 > Step: 65900 Progress: 33.0% Elapsed: 2 days, 5:00:24 temperature: no ada_p: No Discriminator_loss: 0.0776989 Generator_loss: 0.4371
[INFO] 2020-11-28 11:51:48 > Step: 66000 Progress: 33.0% Elapsed: 2 days, 5:20:08 temperature: no ada_p: No Discriminator_loss: 0.0617049 Generator_loss: 0.483799
[INFO] 2020-11-28 11:51:52 > Start Evaluation (66000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 11:58:41 > F_8 score (Step: 66000, Using valid images): 0.9638772342856895
[INFO] 2020-11-28 11:58:41 > F_1/8 score (Step: 66000, Using valid images): 0.9682502749602522
[INFO] 2020-11-28 11:58:41 > FID score (Step: 66000, Using valid moments): 15.533044468575326
[INFO] 2020-11-28 11:58:41 > Inception score (Step: 66000, 50000 generated images): 49.13491439819336
[INFO] 2020-11-28 11:58:41 > Best FID score (Step: 66000, Using valid moments): 15.533044468575326
[INFO] 2020-11-28 11:58:55 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 12:18:28 > Step: 66100 Progress: 33.1% Elapsed: 2 days, 5:46:47 temperature: no ada_p: No Discriminator_loss: 0.062923 Generator_loss: 0.526299
[INFO] 2020-11-28 12:38:09 > Step: 66200 Progress: 33.1% Elapsed: 2 days, 6:06:28 temperature: no ada_p: No Discriminator_loss: 0.0528842 Generator_loss: 0.528086
[INFO] 2020-11-28 12:57:53 > Step: 66300 Progress: 33.1% Elapsed: 2 days, 6:26:13 temperature: no ada_p: No Discriminator_loss: 0.0603412 Generator_loss: 0.561725
[INFO] 2020-11-28 13:17:34 > Step: 66400 Progress: 33.2% Elapsed: 2 days, 6:45:54 temperature: no ada_p: No Discriminator_loss: 0.0941848 Generator_loss: 0.456936
[INFO] 2020-11-28 13:37:17 > Step: 66500 Progress: 33.2% Elapsed: 2 days, 7:05:36 temperature: no ada_p: No Discriminator_loss: 0.057581 Generator_loss: 0.537586
[INFO] 2020-11-28 13:57:02 > Step: 66600 Progress: 33.3% Elapsed: 2 days, 7:25:22 temperature: no ada_p: No Discriminator_loss: 0.0355904 Generator_loss: 0.566687
[INFO] 2020-11-28 14:16:42 > Step: 66700 Progress: 33.4% Elapsed: 2 days, 7:45:01 temperature: no ada_p: No Discriminator_loss: 0.0628344 Generator_loss: 0.496765
[INFO] 2020-11-28 14:36:22 > Step: 66800 Progress: 33.4% Elapsed: 2 days, 8:04:42 temperature: no ada_p: No Discriminator_loss: 0.0454014 Generator_loss: 0.516129
[INFO] 2020-11-28 14:56:07 > Step: 66900 Progress: 33.5% Elapsed: 2 days, 8:24:27 temperature: no ada_p: No Discriminator_loss: 0.10279 Generator_loss: 0.359302
[INFO] 2020-11-28 15:15:49 > Step: 67000 Progress: 33.5% Elapsed: 2 days, 8:44:09 temperature: no ada_p: No Discriminator_loss: 0.0690839 Generator_loss: 0.508615
[INFO] 2020-11-28 15:35:31 > Step: 67100 Progress: 33.6% Elapsed: 2 days, 9:03:51 temperature: no ada_p: No Discriminator_loss: 0.0501878 Generator_loss: 0.556964
[INFO] 2020-11-28 15:55:14 > Step: 67200 Progress: 33.6% Elapsed: 2 days, 9:23:33 temperature: no ada_p: No Discriminator_loss: 0.0546428 Generator_loss: 0.597604
[INFO] 2020-11-28 16:14:57 > Step: 67300 Progress: 33.7% Elapsed: 2 days, 9:43:17 temperature: no ada_p: No Discriminator_loss: 0.064863 Generator_loss: 0.485523
[INFO] 2020-11-28 16:34:38 > Step: 67400 Progress: 33.7% Elapsed: 2 days, 10:02:58 temperature: no ada_p: No Discriminator_loss: 0.0775693 Generator_loss: 0.447314
[INFO] 2020-11-28 16:54:20 > Step: 67500 Progress: 33.8% Elapsed: 2 days, 10:22:39 temperature: no ada_p: No Discriminator_loss: 0.0628744 Generator_loss: 0.501242
[INFO] 2020-11-28 17:14:04 > Step: 67600 Progress: 33.8% Elapsed: 2 days, 10:42:23 temperature: no ada_p: No Discriminator_loss: 0.0486324 Generator_loss: 0.527415
[INFO] 2020-11-28 17:33:43 > Step: 67700 Progress: 33.9% Elapsed: 2 days, 11:02:03 temperature: no ada_p: No Discriminator_loss: 0.0436794 Generator_loss: 0.58722
[INFO] 2020-11-28 17:53:25 > Step: 67800 Progress: 33.9% Elapsed: 2 days, 11:21:44 temperature: no ada_p: No Discriminator_loss: 0.0909291 Generator_loss: 0.419206
[INFO] 2020-11-28 18:13:09 > Step: 67900 Progress: 34.0% Elapsed: 2 days, 11:41:28 temperature: no ada_p: No Discriminator_loss: 0.047812 Generator_loss: 0.505751
[INFO] 2020-11-28 18:32:51 > Step: 68000 Progress: 34.0% Elapsed: 2 days, 12:01:11 temperature: no ada_p: No Discriminator_loss: 0.0526788 Generator_loss: 0.536205
[INFO] 2020-11-28 18:32:55 > Start Evaluation (68000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 18:39:31 > F_8 score (Step: 68000, Using valid images): 0.9640283840707479
[INFO] 2020-11-28 18:39:31 > F_1/8 score (Step: 68000, Using valid images): 0.9679054562561887
[INFO] 2020-11-28 18:39:31 > FID score (Step: 68000, Using valid moments): 15.135507079618037
[INFO] 2020-11-28 18:39:31 > Inception score (Step: 68000, 50000 generated images): 50.66054153442383
[INFO] 2020-11-28 18:39:31 > Best FID score (Step: 68000, Using valid moments): 15.135507079618037
[INFO] 2020-11-28 18:39:46 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 18:59:21 > Step: 68100 Progress: 34.1% Elapsed: 2 days, 12:27:40 temperature: no ada_p: No Discriminator_loss: 0.0510863 Generator_loss: 0.567252
[INFO] 2020-11-28 19:19:08 > Step: 68200 Progress: 34.1% Elapsed: 2 days, 12:47:27 temperature: no ada_p: No Discriminator_loss: 0.0514101 Generator_loss: 0.572828
[INFO] 2020-11-28 19:38:51 > Step: 68300 Progress: 34.2% Elapsed: 2 days, 13:07:11 temperature: no ada_p: No Discriminator_loss: 0.06584 Generator_loss: 0.486695
[INFO] 2020-11-28 19:58:35 > Step: 68400 Progress: 34.2% Elapsed: 2 days, 13:26:54 temperature: no ada_p: No Discriminator_loss: 0.120793 Generator_loss: 0.328421
[INFO] 2020-11-28 20:18:19 > Step: 68500 Progress: 34.2% Elapsed: 2 days, 13:46:39 temperature: no ada_p: No Discriminator_loss: 0.0434625 Generator_loss: 0.563662
[INFO] 2020-11-28 20:38:02 > Step: 68600 Progress: 34.3% Elapsed: 2 days, 14:06:21 temperature: no ada_p: No Discriminator_loss: 0.05592 Generator_loss: 0.489558
[INFO] 2020-11-28 20:57:45 > Step: 68700 Progress: 34.4% Elapsed: 2 days, 14:26:05 temperature: no ada_p: No Discriminator_loss: 0.0565081 Generator_loss: 0.554519
[INFO] 2020-11-28 21:17:32 > Step: 68800 Progress: 34.4% Elapsed: 2 days, 14:45:51 temperature: no ada_p: No Discriminator_loss: 0.071496 Generator_loss: 0.44997
[INFO] 2020-11-28 21:37:14 > Step: 68900 Progress: 34.4% Elapsed: 2 days, 15:05:33 temperature: no ada_p: No Discriminator_loss: 0.0512258 Generator_loss: 0.533458
[INFO] 2020-11-28 21:56:56 > Step: 69000 Progress: 34.5% Elapsed: 2 days, 15:25:15 temperature: no ada_p: No Discriminator_loss: 0.0471507 Generator_loss: 0.560833
[INFO] 2020-11-28 22:16:42 > Step: 69100 Progress: 34.5% Elapsed: 2 days, 15:45:02 temperature: no ada_p: No Discriminator_loss: 0.0957353 Generator_loss: 0.367331
[INFO] 2020-11-28 22:36:24 > Step: 69200 Progress: 34.6% Elapsed: 2 days, 16:04:44 temperature: no ada_p: No Discriminator_loss: 0.0512767 Generator_loss: 0.535318
[INFO] 2020-11-28 22:56:06 > Step: 69300 Progress: 34.6% Elapsed: 2 days, 16:24:26 temperature: no ada_p: No Discriminator_loss: 0.0452463 Generator_loss: 0.598795
[INFO] 2020-11-28 23:15:52 > Step: 69400 Progress: 34.7% Elapsed: 2 days, 16:44:11 temperature: no ada_p: No Discriminator_loss: 0.0780748 Generator_loss: 0.513834
[INFO] 2020-11-28 23:35:34 > Step: 69500 Progress: 34.8% Elapsed: 2 days, 17:03:53 temperature: no ada_p: No Discriminator_loss: 0.0396471 Generator_loss: 0.601338
[INFO] 2020-11-28 23:55:17 > Step: 69600 Progress: 34.8% Elapsed: 2 days, 17:23:36 temperature: no ada_p: No Discriminator_loss: 0.0580323 Generator_loss: 0.518491
[INFO] 2020-11-29 00:14:59 > Step: 69700 Progress: 34.8% Elapsed: 2 days, 17:43:18 temperature: no ada_p: No Discriminator_loss: 0.0575638 Generator_loss: 0.533648
[INFO] 2020-11-29 00:34:45 > Step: 69800 Progress: 34.9% Elapsed: 2 days, 18:03:04 temperature: no ada_p: No Discriminator_loss: 0.0701441 Generator_loss: 0.541839
[INFO] 2020-11-29 00:54:28 > Step: 69900 Progress: 34.9% Elapsed: 2 days, 18:22:47 temperature: no ada_p: No Discriminator_loss: 0.0558045 Generator_loss: 0.577514
[INFO] 2020-11-29 01:14:10 > Step: 70000 Progress: 35.0% Elapsed: 2 days, 18:42:29 temperature: no ada_p: No Discriminator_loss: 0.0636484 Generator_loss: 0.542845
[INFO] 2020-11-29 01:14:14 > Start Evaluation (70000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 01:21:03 > F_8 score (Step: 70000, Using valid images): 0.9658104542958511
[INFO] 2020-11-29 01:21:03 > F_1/8 score (Step: 70000, Using valid images): 0.9687488712205379
[INFO] 2020-11-29 01:21:03 > FID score (Step: 70000, Using valid moments): 14.806628075099809
[INFO] 2020-11-29 01:21:03 > Inception score (Step: 70000, 50000 generated images): 50.749420166015625
[INFO] 2020-11-29 01:21:03 > Best FID score (Step: 70000, Using valid moments): 14.806628075099809
[INFO] 2020-11-29 01:21:18 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 01:40:56 > Step: 70100 Progress: 35.0% Elapsed: 2 days, 19:09:15 temperature: no ada_p: No Discriminator_loss: 0.056145 Generator_loss: 0.548644
[INFO] 2020-11-29 02:00:36 > Step: 70200 Progress: 35.1% Elapsed: 2 days, 19:28:56 temperature: no ada_p: No Discriminator_loss: 0.0817779 Generator_loss: 0.396932
[INFO] 2020-11-29 02:20:18 > Step: 70300 Progress: 35.1% Elapsed: 2 days, 19:48:38 temperature: no ada_p: No Discriminator_loss: 0.0445999 Generator_loss: 0.56647
[INFO] 2020-11-29 02:40:02 > Step: 70400 Progress: 35.2% Elapsed: 2 days, 20:08:22 temperature: no ada_p: No Discriminator_loss: 0.0456254 Generator_loss: 0.57292
[INFO] 2020-11-29 02:59:45 > Step: 70500 Progress: 35.2% Elapsed: 2 days, 20:28:05 temperature: no ada_p: No Discriminator_loss: 0.0835353 Generator_loss: 0.421158
[INFO] 2020-11-29 03:19:28 > Step: 70600 Progress: 35.3% Elapsed: 2 days, 20:47:48 temperature: no ada_p: No Discriminator_loss: 0.0653148 Generator_loss: 0.567897
[INFO] 2020-11-29 03:39:14 > Step: 70700 Progress: 35.4% Elapsed: 2 days, 21:07:33 temperature: no ada_p: No Discriminator_loss: 0.0400525 Generator_loss: 0.658489
[INFO] 2020-11-29 03:58:53 > Step: 70800 Progress: 35.4% Elapsed: 2 days, 21:27:12 temperature: no ada_p: No Discriminator_loss: 0.0411005 Generator_loss: 0.607156
[INFO] 2020-11-29 04:18:33 > Step: 70900 Progress: 35.4% Elapsed: 2 days, 21:46:52 temperature: no ada_p: No Discriminator_loss: 0.0627675 Generator_loss: 0.506339
[INFO] 2020-11-29 04:38:17 > Step: 71000 Progress: 35.5% Elapsed: 2 days, 22:06:37 temperature: no ada_p: No Discriminator_loss: 0.0437319 Generator_loss: 0.628729
[INFO] 2020-11-29 04:58:00 > Step: 71100 Progress: 35.5% Elapsed: 2 days, 22:26:20 temperature: no ada_p: No Discriminator_loss: 0.06684 Generator_loss: 0.502731
[INFO] 2020-11-29 05:17:43 > Step: 71200 Progress: 35.6% Elapsed: 2 days, 22:46:02 temperature: no ada_p: No Discriminator_loss: 0.129591 Generator_loss: 0.317467
[INFO] 2020-11-29 05:37:28 > Step: 71300 Progress: 35.6% Elapsed: 2 days, 23:05:47 temperature: no ada_p: No Discriminator_loss: 0.0490708 Generator_loss: 0.575531
[INFO] 2020-11-29 05:57:09 > Step: 71400 Progress: 35.7% Elapsed: 2 days, 23:25:29 temperature: no ada_p: No Discriminator_loss: 0.0957992 Generator_loss: 0.383137
[INFO] 2020-11-29 06:16:50 > Step: 71500 Progress: 35.8% Elapsed: 2 days, 23:45:09 temperature: no ada_p: No Discriminator_loss: 0.0784172 Generator_loss: 0.45523
[INFO] 2020-11-29 06:36:33 > Step: 71600 Progress: 35.8% Elapsed: 3 days, 0:04:53 temperature: no ada_p: No Discriminator_loss: 0.0522894 Generator_loss: 0.552143
[INFO] 2020-11-29 06:56:14 > Step: 71700 Progress: 35.9% Elapsed: 3 days, 0:24:33 temperature: no ada_p: No Discriminator_loss: 0.179688 Generator_loss: 0.218588
[INFO] 2020-11-29 07:15:55 > Step: 71800 Progress: 35.9% Elapsed: 3 days, 0:44:14 temperature: no ada_p: No Discriminator_loss: 0.055971 Generator_loss: 0.591021
[INFO] 2020-11-29 07:35:40 > Step: 71900 Progress: 35.9% Elapsed: 3 days, 1:04:00 temperature: no ada_p: No Discriminator_loss: 0.0319443 Generator_loss: 0.69676
[INFO] 2020-11-29 07:55:24 > Step: 72000 Progress: 36.0% Elapsed: 3 days, 1:23:43 temperature: no ada_p: No Discriminator_loss: 0.0660064 Generator_loss: 0.520908
[INFO] 2020-11-29 07:55:27 > Start Evaluation (72000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 08:02:20 > F_8 score (Step: 72000, Using valid images): 0.9664026647828479
[INFO] 2020-11-29 08:02:20 > F_1/8 score (Step: 72000, Using valid images): 0.9710904366502873
[INFO] 2020-11-29 08:02:20 > FID score (Step: 72000, Using valid moments): 14.518447900212777
[INFO] 2020-11-29 08:02:20 > Inception score (Step: 72000, 50000 generated images): 52.463680267333984
[INFO] 2020-11-29 08:02:20 > Best FID score (Step: 72000, Using valid moments): 14.518447900212777
[INFO] 2020-11-29 08:02:35 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 08:22:10 > Step: 72100 Progress: 36.0% Elapsed: 3 days, 1:50:30 temperature: no ada_p: No Discriminator_loss: 0.0703892 Generator_loss: 0.492339
[INFO] 2020-11-29 08:41:51 > Step: 72200 Progress: 36.1% Elapsed: 3 days, 2:10:11 temperature: no ada_p: No Discriminator_loss: 0.0415671 Generator_loss: 0.62965
[INFO] 2020-11-29 09:01:35 > Step: 72300 Progress: 36.1% Elapsed: 3 days, 2:29:54 temperature: no ada_p: No Discriminator_loss: 0.040893 Generator_loss: 0.593114
[INFO] 2020-11-29 09:21:15 > Step: 72400 Progress: 36.2% Elapsed: 3 days, 2:49:34 temperature: no ada_p: No Discriminator_loss: 0.0651472 Generator_loss: 0.389993
[INFO] 2020-11-29 09:40:57 > Step: 72500 Progress: 36.2% Elapsed: 3 days, 3:09:16 temperature: no ada_p: No Discriminator_loss: 0.0552052 Generator_loss: 0.456311
[INFO] 2020-11-29 10:00:41 > Step: 72600 Progress: 36.3% Elapsed: 3 days, 3:29:00 temperature: no ada_p: No Discriminator_loss: 0.0600174 Generator_loss: 0.521547
[INFO] 2020-11-29 10:20:22 > Step: 72700 Progress: 36.4% Elapsed: 3 days, 3:48:42 temperature: no ada_p: No Discriminator_loss: 0.0310708 Generator_loss: 0.699227
[INFO] 2020-11-29 10:40:06 > Step: 72800 Progress: 36.4% Elapsed: 3 days, 4:08:25 temperature: no ada_p: No Discriminator_loss: 0.467705 Generator_loss: 0.0152954
[INFO] 2020-11-29 10:59:49 > Step: 72900 Progress: 36.4% Elapsed: 3 days, 4:28:09 temperature: no ada_p: No Discriminator_loss: 0.410291 Generator_loss: -0.000628879
[INFO] 2020-11-29 11:19:29 > Step: 73000 Progress: 36.5% Elapsed: 3 days, 4:47:49 temperature: no ada_p: No Discriminator_loss: 0.10141 Generator_loss: 0.343532
[INFO] 2020-11-29 11:39:10 > Step: 73100 Progress: 36.5% Elapsed: 3 days, 5:07:29 temperature: no ada_p: No Discriminator_loss: 0.0845545 Generator_loss: 0.465229
[INFO] 2020-11-29 11:58:55 > Step: 73200 Progress: 36.6% Elapsed: 3 days, 5:27:14 temperature: no ada_p: No Discriminator_loss: 0.0501855 Generator_loss: 0.522812
[INFO] 2020-11-29 12:18:35 > Step: 73300 Progress: 36.6% Elapsed: 3 days, 5:46:54 temperature: no ada_p: No Discriminator_loss: 0.0534549 Generator_loss: 0.590521
[INFO] 2020-11-29 12:38:16 > Step: 73400 Progress: 36.7% Elapsed: 3 days, 6:06:35 temperature: no ada_p: No Discriminator_loss: 0.0296396 Generator_loss: 0.649239
[INFO] 2020-11-29 12:58:00 > Step: 73500 Progress: 36.8% Elapsed: 3 days, 6:26:19 temperature: no ada_p: No Discriminator_loss: 0.0338558 Generator_loss: 0.610324
[INFO] 2020-11-29 13:17:40 > Step: 73600 Progress: 36.8% Elapsed: 3 days, 6:45:59 temperature: no ada_p: No Discriminator_loss: 0.0385297 Generator_loss: 0.603206
[INFO] 2020-11-29 13:37:22 > Step: 73700 Progress: 36.9% Elapsed: 3 days, 7:05:41 temperature: no ada_p: No Discriminator_loss: 0.045132 Generator_loss: 0.615627
[INFO] 2020-11-29 13:57:08 > Step: 73800 Progress: 36.9% Elapsed: 3 days, 7:25:27 temperature: no ada_p: No Discriminator_loss: 0.0440763 Generator_loss: 0.60452
[INFO] 2020-11-29 14:16:51 > Step: 73900 Progress: 37.0% Elapsed: 3 days, 7:45:11 temperature: no ada_p: No Discriminator_loss: 0.0292079 Generator_loss: 0.676903
[INFO] 2020-11-29 14:36:33 > Step: 74000 Progress: 37.0% Elapsed: 3 days, 8:04:52 temperature: no ada_p: No Discriminator_loss: 0.0719517 Generator_loss: 0.516328
[INFO] 2020-11-29 14:36:37 > Start Evaluation (74000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 14:43:23 > F_8 score (Step: 74000, Using valid images): 0.971887093249024
[INFO] 2020-11-29 14:43:23 > F_1/8 score (Step: 74000, Using valid images): 0.9697823430545212
[INFO] 2020-11-29 14:43:23 > FID score (Step: 74000, Using valid moments): 14.077100073502208
[INFO] 2020-11-29 14:43:23 > Inception score (Step: 74000, 50000 generated images): 53.45310974121094
[INFO] 2020-11-29 14:43:23 > Best FID score (Step: 74000, Using valid moments): 14.077100073502208
[INFO] 2020-11-29 14:43:37 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 15:03:17 > Step: 74100 Progress: 37.0% Elapsed: 3 days, 8:31:36 temperature: no ada_p: No Discriminator_loss: 0.0660894 Generator_loss: 0.555421
[INFO] 2020-11-29 15:22:57 > Step: 74200 Progress: 37.1% Elapsed: 3 days, 8:51:17 temperature: no ada_p: No Discriminator_loss: 0.0394749 Generator_loss: 0.603718
[INFO] 2020-11-29 15:42:38 > Step: 74300 Progress: 37.1% Elapsed: 3 days, 9:10:58 temperature: no ada_p: No Discriminator_loss: 0.0372423 Generator_loss: 0.594941
[INFO] 2020-11-29 16:02:24 > Step: 74400 Progress: 37.2% Elapsed: 3 days, 9:30:43 temperature: no ada_p: No Discriminator_loss: 0.0409871 Generator_loss: 0.65458
[INFO] 2020-11-29 16:22:04 > Step: 74500 Progress: 37.2% Elapsed: 3 days, 9:50:23 temperature: no ada_p: No Discriminator_loss: 0.0535244 Generator_loss: 0.548107
[INFO] 2020-11-29 16:41:46 > Step: 74600 Progress: 37.3% Elapsed: 3 days, 10:10:05 temperature: no ada_p: No Discriminator_loss: 0.0412292 Generator_loss: 0.578579
[INFO] 2020-11-29 17:01:27 > Step: 74700 Progress: 37.4% Elapsed: 3 days, 10:29:47 temperature: no ada_p: No Discriminator_loss: 0.0675507 Generator_loss: 0.499807
[INFO] 2020-11-29 17:21:12 > Step: 74800 Progress: 37.4% Elapsed: 3 days, 10:49:31 temperature: no ada_p: No Discriminator_loss: 0.0484523 Generator_loss: 0.607149
[INFO] 2020-11-29 17:40:53 > Step: 74900 Progress: 37.5% Elapsed: 3 days, 11:09:13 temperature: no ada_p: No Discriminator_loss: 0.0444478 Generator_loss: 0.62252
[INFO] 2020-11-29 18:00:35 > Step: 75000 Progress: 37.5% Elapsed: 3 days, 11:28:55 temperature: no ada_p: No Discriminator_loss: 0.0355083 Generator_loss: 0.631451
[INFO] 2020-11-29 18:20:22 > Step: 75100 Progress: 37.5% Elapsed: 3 days, 11:48:41 temperature: no ada_p: No Discriminator_loss: 0.0406948 Generator_loss: 0.641977
[INFO] 2020-11-29 18:40:03 > Step: 75200 Progress: 37.6% Elapsed: 3 days, 12:08:22 temperature: no ada_p: No Discriminator_loss: 0.0476066 Generator_loss: 0.613797
[INFO] 2020-11-29 18:59:42 > Step: 75300 Progress: 37.6% Elapsed: 3 days, 12:28:01 temperature: no ada_p: No Discriminator_loss: 0.0362809 Generator_loss: 0.645829
[INFO] 2020-11-29 19:19:26 > Step: 75400 Progress: 37.7% Elapsed: 3 days, 12:47:45 temperature: no ada_p: No Discriminator_loss: 0.121713 Generator_loss: 0.281247
[INFO] 2020-11-29 19:39:07 > Step: 75500 Progress: 37.8% Elapsed: 3 days, 13:07:26 temperature: no ada_p: No Discriminator_loss: 0.0530148 Generator_loss: 0.569288
[INFO] 2020-11-29 19:58:48 > Step: 75600 Progress: 37.8% Elapsed: 3 days, 13:27:07 temperature: no ada_p: No Discriminator_loss: 0.0585428 Generator_loss: 0.558307
[INFO] 2020-11-29 20:18:34 > Step: 75700 Progress: 37.9% Elapsed: 3 days, 13:46:53 temperature: no ada_p: No Discriminator_loss: 0.0485072 Generator_loss: 0.568052
[INFO] 2020-11-29 20:38:16 > Step: 75800 Progress: 37.9% Elapsed: 3 days, 14:06:36 temperature: no ada_p: No Discriminator_loss: 0.0546682 Generator_loss: 0.589268
[INFO] 2020-11-29 20:58:00 > Step: 75900 Progress: 38.0% Elapsed: 3 days, 14:26:19 temperature: no ada_p: No Discriminator_loss: 0.0604461 Generator_loss: 0.538331
[INFO] 2020-11-29 21:17:46 > Step: 76000 Progress: 38.0% Elapsed: 3 days, 14:46:05 temperature: no ada_p: No Discriminator_loss: 0.0763045 Generator_loss: 0.494004
[INFO] 2020-11-29 21:17:49 > Start Evaluation (76000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 21:24:36 > F_8 score (Step: 76000, Using valid images): 0.9734651365868334
[INFO] 2020-11-29 21:24:36 > F_1/8 score (Step: 76000, Using valid images): 0.9707687241694122
[INFO] 2020-11-29 21:24:36 > FID score (Step: 76000, Using valid moments): 13.918363071602812
[INFO] 2020-11-29 21:24:36 > Inception score (Step: 76000, 50000 generated images): 53.916343688964844
[INFO] 2020-11-29 21:24:36 > Best FID score (Step: 76000, Using valid moments): 13.918363071602812
[INFO] 2020-11-29 21:24:51 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 21:44:25 > Step: 76100 Progress: 38.0% Elapsed: 3 days, 15:12:45 temperature: no ada_p: No Discriminator_loss: 0.039147 Generator_loss: 0.617097
[INFO] 2020-11-29 22:04:08 > Step: 76200 Progress: 38.1% Elapsed: 3 days, 15:32:28 temperature: no ada_p: No Discriminator_loss: 0.0721805 Generator_loss: 0.527757
[INFO] 2020-11-29 22:23:55 > Step: 76300 Progress: 38.1% Elapsed: 3 days, 15:52:14 temperature: no ada_p: No Discriminator_loss: 0.0391873 Generator_loss: 0.632589
[INFO] 2020-11-29 22:43:33 > Step: 76400 Progress: 38.2% Elapsed: 3 days, 16:11:52 temperature: no ada_p: No Discriminator_loss: 0.0449682 Generator_loss: 0.582455
[INFO] 2020-11-29 23:03:14 > Step: 76500 Progress: 38.2% Elapsed: 3 days, 16:31:34 temperature: no ada_p: No Discriminator_loss: 0.0355769 Generator_loss: 0.566033
[INFO] 2020-11-29 23:23:01 > Step: 76600 Progress: 38.3% Elapsed: 3 days, 16:51:20 temperature: no ada_p: No Discriminator_loss: 0.0434088 Generator_loss: 0.589421
[INFO] 2020-11-29 23:42:43 > Step: 76700 Progress: 38.4% Elapsed: 3 days, 17:11:03 temperature: no ada_p: No Discriminator_loss: 0.0520113 Generator_loss: 0.504416
[INFO] 2020-11-30 00:02:26 > Step: 76800 Progress: 38.4% Elapsed: 3 days, 17:30:45 temperature: no ada_p: No Discriminator_loss: 0.0365127 Generator_loss: 0.628274
[INFO] 2020-11-30 00:22:12 > Step: 76900 Progress: 38.5% Elapsed: 3 days, 17:50:31 temperature: no ada_p: No Discriminator_loss: 0.0274103 Generator_loss: 0.685277
[INFO] 2020-11-30 00:41:53 > Step: 77000 Progress: 38.5% Elapsed: 3 days, 18:10:13 temperature: no ada_p: No Discriminator_loss: 0.0383914 Generator_loss: 0.678089
[INFO] 2020-11-30 01:01:35 > Step: 77100 Progress: 38.6% Elapsed: 3 days, 18:29:54 temperature: no ada_p: No Discriminator_loss: 0.0442735 Generator_loss: 0.605404
[INFO] 2020-11-30 01:21:15 > Step: 77200 Progress: 38.6% Elapsed: 3 days, 18:49:35 temperature: no ada_p: No Discriminator_loss: 0.0576386 Generator_loss: 0.559086
[INFO] 2020-11-30 01:40:59 > Step: 77300 Progress: 38.6% Elapsed: 3 days, 19:09:19 temperature: no ada_p: No Discriminator_loss: 0.0426075 Generator_loss: 0.541425
[INFO] 2020-11-30 02:00:41 > Step: 77400 Progress: 38.7% Elapsed: 3 days, 19:29:01 temperature: no ada_p: No Discriminator_loss: 0.0500674 Generator_loss: 0.53803
[INFO] 2020-11-30 02:20:25 > Step: 77500 Progress: 38.8% Elapsed: 3 days, 19:48:44 temperature: no ada_p: No Discriminator_loss: 0.0427448 Generator_loss: 0.527049
[INFO] 2020-11-30 02:40:10 > Step: 77600 Progress: 38.8% Elapsed: 3 days, 20:08:29 temperature: no ada_p: No Discriminator_loss: 0.0881359 Generator_loss: 0.424198
[INFO] 2020-11-30 02:59:53 > Step: 77700 Progress: 38.9% Elapsed: 3 days, 20:28:12 temperature: no ada_p: No Discriminator_loss: 0.287632 Generator_loss: 0.172205
[INFO] 2020-11-30 03:19:32 > Step: 77800 Progress: 38.9% Elapsed: 3 days, 20:47:52 temperature: no ada_p: No Discriminator_loss: 0.0606208 Generator_loss: 0.535081
[INFO] 2020-11-30 03:39:17 > Step: 77900 Progress: 39.0% Elapsed: 3 days, 21:07:36 temperature: no ada_p: No Discriminator_loss: 0.0320344 Generator_loss: 0.712722
[INFO] 2020-11-30 03:58:57 > Step: 78000 Progress: 39.0% Elapsed: 3 days, 21:27:17 temperature: no ada_p: No Discriminator_loss: 0.0485195 Generator_loss: 0.592011
[INFO] 2020-11-30 03:59:01 > Start Evaluation (78000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 04:05:37 > F_8 score (Step: 78000, Using valid images): 0.972749199943999
[INFO] 2020-11-30 04:05:37 > F_1/8 score (Step: 78000, Using valid images): 0.9716955494021768
[INFO] 2020-11-30 04:05:37 > FID score (Step: 78000, Using valid moments): 13.630124770219766
[INFO] 2020-11-30 04:05:37 > Inception score (Step: 78000, 50000 generated images): 54.81727981567383
[INFO] 2020-11-30 04:05:37 > Best FID score (Step: 78000, Using valid moments): 13.630124770219766
[INFO] 2020-11-30 04:05:52 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 04:25:28 > Step: 78100 Progress: 39.1% Elapsed: 3 days, 21:53:47 temperature: no ada_p: No Discriminator_loss: 0.0454596 Generator_loss: 0.607529
[INFO] 2020-11-30 04:45:14 > Step: 78200 Progress: 39.1% Elapsed: 3 days, 22:13:34 temperature: no ada_p: No Discriminator_loss: 0.036114 Generator_loss: 0.672572
[INFO] 2020-11-30 05:04:57 > Step: 78300 Progress: 39.1% Elapsed: 3 days, 22:33:16 temperature: no ada_p: No Discriminator_loss: 0.0300527 Generator_loss: 0.670437
[INFO] 2020-11-30 05:24:40 > Step: 78400 Progress: 39.2% Elapsed: 3 days, 22:53:00 temperature: no ada_p: No Discriminator_loss: 0.0504666 Generator_loss: 0.623226
[INFO] 2020-11-30 05:44:27 > Step: 78500 Progress: 39.2% Elapsed: 3 days, 23:12:46 temperature: no ada_p: No Discriminator_loss: 0.0387668 Generator_loss: 0.588046
[INFO] 2020-11-30 06:04:08 > Step: 78600 Progress: 39.3% Elapsed: 3 days, 23:32:27 temperature: no ada_p: No Discriminator_loss: 0.0459282 Generator_loss: 0.548034
[INFO] 2020-11-30 06:23:50 > Step: 78700 Progress: 39.4% Elapsed: 3 days, 23:52:09 temperature: no ada_p: No Discriminator_loss: 0.0594583 Generator_loss: 0.535701
[INFO] 2020-11-30 06:43:34 > Step: 78800 Progress: 39.4% Elapsed: 4 days, 0:11:54 temperature: no ada_p: No Discriminator_loss: 0.0269623 Generator_loss: 0.690813
[INFO] 2020-11-30 07:03:17 > Step: 78900 Progress: 39.5% Elapsed: 4 days, 0:31:36 temperature: no ada_p: No Discriminator_loss: 0.0299456 Generator_loss: 0.751193
[INFO] 2020-11-30 07:23:00 > Step: 79000 Progress: 39.5% Elapsed: 4 days, 0:51:20 temperature: no ada_p: No Discriminator_loss: 0.0631254 Generator_loss: 0.457228
[INFO] 2020-11-30 07:42:47 > Step: 79100 Progress: 39.6% Elapsed: 4 days, 1:11:06 temperature: no ada_p: No Discriminator_loss: 0.0365059 Generator_loss: 0.640244
[INFO] 2020-11-30 08:02:30 > Step: 79200 Progress: 39.6% Elapsed: 4 days, 1:30:49 temperature: no ada_p: No Discriminator_loss: 0.0344536 Generator_loss: 0.634452
[INFO] 2020-11-30 08:22:12 > Step: 79300 Progress: 39.6% Elapsed: 4 days, 1:50:31 temperature: no ada_p: No Discriminator_loss: 0.0529407 Generator_loss: 0.556279
[INFO] 2020-11-30 08:41:58 > Step: 79400 Progress: 39.7% Elapsed: 4 days, 2:10:17 temperature: no ada_p: No Discriminator_loss: 0.0386573 Generator_loss: 0.63087
[INFO] 2020-11-30 09:01:39 > Step: 79500 Progress: 39.8% Elapsed: 4 days, 2:29:59 temperature: no ada_p: No Discriminator_loss: 0.121566 Generator_loss: 0.319004
[INFO] 2020-11-30 09:21:22 > Step: 79600 Progress: 39.8% Elapsed: 4 days, 2:49:41 temperature: no ada_p: No Discriminator_loss: 0.0426162 Generator_loss: 0.588079
[INFO] 2020-11-30 09:41:02 > Step: 79700 Progress: 39.9% Elapsed: 4 days, 3:09:22 temperature: no ada_p: No Discriminator_loss: 0.040323 Generator_loss: 0.634759
[INFO] 2020-11-30 10:00:48 > Step: 79800 Progress: 39.9% Elapsed: 4 days, 3:29:08 temperature: no ada_p: No Discriminator_loss: 0.0366799 Generator_loss: 0.642914
[INFO] 2020-11-30 10:20:29 > Step: 79900 Progress: 40.0% Elapsed: 4 days, 3:48:49 temperature: no ada_p: No Discriminator_loss: 0.0751244 Generator_loss: 0.409812
[INFO] 2020-11-30 10:40:12 > Step: 80000 Progress: 40.0% Elapsed: 4 days, 4:08:31 temperature: no ada_p: No Discriminator_loss: 0.0298494 Generator_loss: 0.70803
[INFO] 2020-11-30 10:40:15 > Start Evaluation (80000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 10:47:01 > F_8 score (Step: 80000, Using valid images): 0.9677682562533809
[INFO] 2020-11-30 10:47:01 > F_1/8 score (Step: 80000, Using valid images): 0.9709320678361757
[INFO] 2020-11-30 10:47:01 > FID score (Step: 80000, Using valid moments): 13.447297956513808
[INFO] 2020-11-30 10:47:01 > Inception score (Step: 80000, 50000 generated images): 55.47228240966797
[INFO] 2020-11-30 10:47:01 > Best FID score (Step: 80000, Using valid moments): 13.447297956513808
[INFO] 2020-11-30 10:47:16 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 18:25:21 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=80000.pth
[INFO] 2020-11-30 18:25:21 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=80000.pth
[INFO] 2020-11-30 18:25:23 > Start training....
[INFO] 2020-11-30 18:45:40 > Step: 80100 Progress: 40.1% Elapsed: 0:20:16 temperature: no ada_p: No Discriminator_loss: 0.0247474 Generator_loss: 0.776547
[INFO] 2020-11-30 19:05:13 > Step: 80200 Progress: 40.1% Elapsed: 0:39:49 temperature: no ada_p: No Discriminator_loss: 0.0302281 Generator_loss: 0.651826
[INFO] 2020-11-30 19:24:46 > Step: 80300 Progress: 40.2% Elapsed: 0:59:22 temperature: no ada_p: No Discriminator_loss: 0.0378516 Generator_loss: 0.591998
[INFO] 2020-11-30 19:44:24 > Step: 80400 Progress: 40.2% Elapsed: 1:19:00 temperature: no ada_p: No Discriminator_loss: 0.0419314 Generator_loss: 0.590219
[INFO] 2020-11-30 20:03:58 > Step: 80500 Progress: 40.2% Elapsed: 1:38:34 temperature: no ada_p: No Discriminator_loss: 0.0524654 Generator_loss: 0.620076
[INFO] 2020-11-30 20:23:32 > Step: 80600 Progress: 40.3% Elapsed: 1:58:08 temperature: no ada_p: No Discriminator_loss: 0.0412168 Generator_loss: 0.613224
[INFO] 2020-11-30 20:43:10 > Step: 80700 Progress: 40.4% Elapsed: 2:17:46 temperature: no ada_p: No Discriminator_loss: 0.0319725 Generator_loss: 0.711142
[INFO] 2020-11-30 21:02:44 > Step: 80800 Progress: 40.4% Elapsed: 2:37:20 temperature: no ada_p: No Discriminator_loss: 0.0505474 Generator_loss: 0.502017
[INFO] 2020-11-30 21:22:17 > Step: 80900 Progress: 40.5% Elapsed: 2:56:53 temperature: no ada_p: No Discriminator_loss: 0.0492731 Generator_loss: 0.543991
[INFO] 2020-11-30 21:41:56 > Step: 81000 Progress: 40.5% Elapsed: 3:16:32 temperature: no ada_p: No Discriminator_loss: 0.0443746 Generator_loss: 0.569581
[INFO] 2020-11-30 22:01:30 > Step: 81100 Progress: 40.6% Elapsed: 3:36:06 temperature: no ada_p: No Discriminator_loss: 0.0380072 Generator_loss: 0.597381
[INFO] 2020-11-30 22:21:05 > Step: 81200 Progress: 40.6% Elapsed: 3:55:41 temperature: no ada_p: No Discriminator_loss: 0.050945 Generator_loss: 0.510472
[INFO] 2020-11-30 22:40:42 > Step: 81300 Progress: 40.6% Elapsed: 4:15:18 temperature: no ada_p: No Discriminator_loss: 0.117696 Generator_loss: 0.367965
[INFO] 2020-11-30 23:00:18 > Step: 81400 Progress: 40.7% Elapsed: 4:34:54 temperature: no ada_p: No Discriminator_loss: 0.0280451 Generator_loss: 0.680639
[INFO] 2020-11-30 23:19:54 > Step: 81500 Progress: 40.8% Elapsed: 4:54:30 temperature: no ada_p: No Discriminator_loss: 0.0601922 Generator_loss: 0.498507
[INFO] 2020-11-30 23:39:34 > Step: 81600 Progress: 40.8% Elapsed: 5:14:10 temperature: no ada_p: No Discriminator_loss: 0.0422189 Generator_loss: 0.627983
[INFO] 2020-11-30 23:59:10 > Step: 81700 Progress: 40.8% Elapsed: 5:33:46 temperature: no ada_p: No Discriminator_loss: 0.689068 Generator_loss: 0.193057
[INFO] 2020-12-01 00:18:45 > Step: 81800 Progress: 40.9% Elapsed: 5:53:21 temperature: no ada_p: No Discriminator_loss: 0.0754024 Generator_loss: 0.466327
[INFO] 2020-12-01 00:38:24 > Step: 81900 Progress: 40.9% Elapsed: 6:13:00 temperature: no ada_p: No Discriminator_loss: 0.0494127 Generator_loss: 0.619825
[INFO] 2020-12-01 00:58:01 > Step: 82000 Progress: 41.0% Elapsed: 6:32:37 temperature: no ada_p: No Discriminator_loss: 0.0317915 Generator_loss: 0.664768
[INFO] 2020-12-01 00:58:01 > Start Evaluation (82000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 00:58:01 > Calculating FID Score....
[INFO] 2020-12-01 00:59:15 > Calculating Inception Score....
[INFO] 2020-12-01 01:00:16 > Calculate F_beta Score....
[INFO] 2020-12-01 01:02:53 > Calculate Accuracies....
[INFO] 2020-12-01 01:03:52 > Calculate Accuracies....
[INFO] 2020-12-01 01:04:42 > F_8 score (Step: 82000, Using valid images): 0.9707153644281383
[INFO] 2020-12-01 01:04:42 > F_1/8 score (Step: 82000, Using valid images): 0.9737469400869287
[INFO] 2020-12-01 01:04:42 > FID score (Step: 82000, Using valid moments): 13.225481311215106
[INFO] 2020-12-01 01:04:42 > Inception score (Step: 82000, 50000 generated images): 56.360565185546875
[INFO] 2020-12-01 01:04:42 > Best FID score (Step: 82000, Using valid moments): 13.225481311215106
[INFO] 2020-12-01 01:04:56 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 01:24:28 > Step: 82100 Progress: 41.0% Elapsed: 6:59:04 temperature: no ada_p: No Discriminator_loss: 0.0677543 Generator_loss: 0.481272
[INFO] 2020-12-01 01:44:07 > Step: 82200 Progress: 41.1% Elapsed: 7:18:43 temperature: no ada_p: No Discriminator_loss: 0.0505617 Generator_loss: 0.620733
[INFO] 2020-12-01 02:03:45 > Step: 82300 Progress: 41.1% Elapsed: 7:38:21 temperature: no ada_p: No Discriminator_loss: 0.0514884 Generator_loss: 0.536712
[INFO] 2020-12-01 02:23:21 > Step: 82400 Progress: 41.2% Elapsed: 7:57:57 temperature: no ada_p: No Discriminator_loss: 0.0488462 Generator_loss: 0.576846
[INFO] 2020-12-01 02:42:57 > Step: 82500 Progress: 41.2% Elapsed: 8:17:33 temperature: no ada_p: No Discriminator_loss: 0.0507987 Generator_loss: 0.556803
[INFO] 2020-12-01 03:02:37 > Step: 82600 Progress: 41.3% Elapsed: 8:37:13 temperature: no ada_p: No Discriminator_loss: 0.0350958 Generator_loss: 0.696206
[INFO] 2020-12-01 03:22:15 > Step: 82700 Progress: 41.3% Elapsed: 8:56:51 temperature: no ada_p: No Discriminator_loss: 0.0700748 Generator_loss: 0.435823
[INFO] 2020-12-01 03:41:51 > Step: 82800 Progress: 41.4% Elapsed: 9:16:27 temperature: no ada_p: No Discriminator_loss: 0.044623 Generator_loss: 0.567443
[INFO] 2020-12-01 04:01:31 > Step: 82900 Progress: 41.4% Elapsed: 9:36:07 temperature: no ada_p: No Discriminator_loss: 0.0310097 Generator_loss: 0.663861
[INFO] 2020-12-01 04:21:07 > Step: 83000 Progress: 41.5% Elapsed: 9:55:43 temperature: no ada_p: No Discriminator_loss: 0.0486767 Generator_loss: 0.585614
[INFO] 2020-12-01 04:40:41 > Step: 83100 Progress: 41.5% Elapsed: 10:15:17 temperature: no ada_p: No Discriminator_loss: 0.0346802 Generator_loss: 0.662472
[INFO] 2020-12-01 05:00:21 > Step: 83200 Progress: 41.6% Elapsed: 10:34:57 temperature: no ada_p: No Discriminator_loss: 0.0468545 Generator_loss: 0.539185
[INFO] 2020-12-01 05:19:59 > Step: 83300 Progress: 41.6% Elapsed: 10:54:35 temperature: no ada_p: No Discriminator_loss: 0.0476226 Generator_loss: 0.557906
[INFO] 2020-12-01 05:39:37 > Step: 83400 Progress: 41.7% Elapsed: 11:14:13 temperature: no ada_p: No Discriminator_loss: 0.0423389 Generator_loss: 0.579464
[INFO] 2020-12-01 05:59:17 > Step: 83500 Progress: 41.8% Elapsed: 11:33:53 temperature: no ada_p: No Discriminator_loss: 0.473443 Generator_loss: 0.0654828
[INFO] 2020-12-01 06:18:57 > Step: 83600 Progress: 41.8% Elapsed: 11:53:33 temperature: no ada_p: No Discriminator_loss: 0.0549687 Generator_loss: 0.602869
[INFO] 2020-12-01 06:38:37 > Step: 83700 Progress: 41.9% Elapsed: 12:13:13 temperature: no ada_p: No Discriminator_loss: 0.0342176 Generator_loss: 0.677589
[INFO] 2020-12-01 06:58:19 > Step: 83800 Progress: 41.9% Elapsed: 12:32:55 temperature: no ada_p: No Discriminator_loss: 0.0280516 Generator_loss: 0.754355
[INFO] 2020-12-01 07:17:56 > Step: 83900 Progress: 41.9% Elapsed: 12:52:32 temperature: no ada_p: No Discriminator_loss: 0.0800408 Generator_loss: 0.57627
[INFO] 2020-12-01 07:37:33 > Step: 84000 Progress: 42.0% Elapsed: 13:12:09 temperature: no ada_p: No Discriminator_loss: 0.0299598 Generator_loss: 0.72067
[INFO] 2020-12-01 07:37:33 > Start Evaluation (84000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 07:37:33 > Calculating FID Score....
[INFO] 2020-12-01 07:38:44 > Calculating Inception Score....
[INFO] 2020-12-01 07:39:45 > Calculate F_beta Score....
[INFO] 2020-12-01 07:42:20 > Calculate Accuracies....
[INFO] 2020-12-01 07:43:19 > Calculate Accuracies....
[INFO] 2020-12-01 07:44:10 > F_8 score (Step: 84000, Using valid images): 0.9746387408476587
[INFO] 2020-12-01 07:44:10 > F_1/8 score (Step: 84000, Using valid images): 0.9718478830418733
[INFO] 2020-12-01 07:44:10 > FID score (Step: 84000, Using valid moments): 13.078688846689943
[INFO] 2020-12-01 07:44:10 > Inception score (Step: 84000, 50000 generated images): 57.839805603027344
[INFO] 2020-12-01 07:44:10 > Best FID score (Step: 84000, Using valid moments): 13.078688846689943
[INFO] 2020-12-01 07:44:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 08:04:02 > Step: 84100 Progress: 42.0% Elapsed: 13:38:38 temperature: no ada_p: No Discriminator_loss: 0.0370798 Generator_loss: 0.654894
[INFO] 2020-12-01 08:23:38 > Step: 84200 Progress: 42.1% Elapsed: 13:58:14 temperature: no ada_p: No Discriminator_loss: 0.03142 Generator_loss: 0.70302
[INFO] 2020-12-01 08:43:15 > Step: 84300 Progress: 42.1% Elapsed: 14:17:51 temperature: no ada_p: No Discriminator_loss: 0.0563681 Generator_loss: 0.506001
[INFO] 2020-12-01 09:02:56 > Step: 84400 Progress: 42.2% Elapsed: 14:37:32 temperature: no ada_p: No Discriminator_loss: 0.0386004 Generator_loss: 0.691495
[INFO] 2020-12-01 09:22:38 > Step: 84500 Progress: 42.2% Elapsed: 14:57:14 temperature: no ada_p: No Discriminator_loss: 0.0413497 Generator_loss: 0.619104
[INFO] 2020-12-01 09:42:17 > Step: 84600 Progress: 42.3% Elapsed: 15:16:53 temperature: no ada_p: No Discriminator_loss: 0.038048 Generator_loss: 0.713031
[INFO] 2020-12-01 10:01:59 > Step: 84700 Progress: 42.4% Elapsed: 15:36:35 temperature: no ada_p: No Discriminator_loss: 0.0255908 Generator_loss: 0.722998
[INFO] 2020-12-01 10:21:39 > Step: 84800 Progress: 42.4% Elapsed: 15:56:15 temperature: no ada_p: No Discriminator_loss: 0.0283143 Generator_loss: 0.681468
[INFO] 2020-12-01 10:41:10 > Step: 84900 Progress: 42.4% Elapsed: 16:15:46 temperature: no ada_p: No Discriminator_loss: 0.0663615 Generator_loss: 0.483479
[INFO] 2020-12-01 11:00:41 > Step: 85000 Progress: 42.5% Elapsed: 16:35:17 temperature: no ada_p: No Discriminator_loss: 0.0481996 Generator_loss: 0.555794
[INFO] 2020-12-01 11:20:14 > Step: 85100 Progress: 42.5% Elapsed: 16:54:50 temperature: no ada_p: No Discriminator_loss: 0.0411321 Generator_loss: 0.618313
[INFO] 2020-12-01 11:39:43 > Step: 85200 Progress: 42.6% Elapsed: 17:14:19 temperature: no ada_p: No Discriminator_loss: 0.0831361 Generator_loss: 0.413728
[INFO] 2020-12-01 11:59:14 > Step: 85300 Progress: 42.6% Elapsed: 17:33:50 temperature: no ada_p: No Discriminator_loss: 0.04737 Generator_loss: 0.554686
[INFO] 2020-12-01 12:18:50 > Step: 85400 Progress: 42.7% Elapsed: 17:53:26 temperature: no ada_p: No Discriminator_loss: 0.0740499 Generator_loss: 0.509966
[INFO] 2020-12-01 12:38:25 > Step: 85500 Progress: 42.8% Elapsed: 18:13:01 temperature: no ada_p: No Discriminator_loss: 0.0330951 Generator_loss: 0.660801
[INFO] 2020-12-01 12:58:00 > Step: 85600 Progress: 42.8% Elapsed: 18:32:36 temperature: no ada_p: No Discriminator_loss: 0.0344142 Generator_loss: 0.62198
[INFO] 2020-12-01 13:17:41 > Step: 85700 Progress: 42.9% Elapsed: 18:52:17 temperature: no ada_p: No Discriminator_loss: 0.0365486 Generator_loss: 0.6651
[INFO] 2020-12-01 13:37:18 > Step: 85800 Progress: 42.9% Elapsed: 19:11:54 temperature: no ada_p: No Discriminator_loss: 0.0324334 Generator_loss: 0.668651
[INFO] 2020-12-01 13:56:53 > Step: 85900 Progress: 43.0% Elapsed: 19:31:29 temperature: no ada_p: No Discriminator_loss: 0.0362082 Generator_loss: 0.638324
[INFO] 2020-12-01 14:16:34 > Step: 86000 Progress: 43.0% Elapsed: 19:51:10 temperature: no ada_p: No Discriminator_loss: 0.0284959 Generator_loss: 0.688358
[INFO] 2020-12-01 14:16:34 > Start Evaluation (86000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 14:16:34 > Calculating FID Score....
[INFO] 2020-12-01 14:17:45 > Calculating Inception Score....
[INFO] 2020-12-01 14:18:46 > Calculate F_beta Score....
[INFO] 2020-12-01 14:21:20 > Calculate Accuracies....
[INFO] 2020-12-01 14:22:18 > Calculate Accuracies....
[INFO] 2020-12-01 14:23:09 > F_8 score (Step: 86000, Using valid images): 0.9735401321555137
[INFO] 2020-12-01 14:23:09 > F_1/8 score (Step: 86000, Using valid images): 0.973238013941403
[INFO] 2020-12-01 14:23:09 > FID score (Step: 86000, Using valid moments): 12.596442886327452
[INFO] 2020-12-01 14:23:09 > Inception score (Step: 86000, 50000 generated images): 57.951725006103516
[INFO] 2020-12-01 14:23:09 > Best FID score (Step: 86000, Using valid moments): 12.596442886327452
[INFO] 2020-12-01 14:23:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 14:43:01 > Step: 86100 Progress: 43.0% Elapsed: 20:17:37 temperature: no ada_p: No Discriminator_loss: 0.0254924 Generator_loss: 0.662862
[INFO] 2020-12-01 15:02:39 > Step: 86200 Progress: 43.1% Elapsed: 20:37:15 temperature: no ada_p: No Discriminator_loss: 0.0475752 Generator_loss: 0.616245
[INFO] 2020-12-01 15:22:22 > Step: 86300 Progress: 43.1% Elapsed: 20:56:58 temperature: no ada_p: No Discriminator_loss: 0.0274781 Generator_loss: 0.734189
[INFO] 2020-12-01 15:41:58 > Step: 86400 Progress: 43.2% Elapsed: 21:16:34 temperature: no ada_p: No Discriminator_loss: 0.0327123 Generator_loss: 0.726359
[INFO] 2020-12-01 16:01:28 > Step: 86500 Progress: 43.2% Elapsed: 21:36:04 temperature: no ada_p: No Discriminator_loss: 0.0358635 Generator_loss: 0.660989
[INFO] 2020-12-01 16:21:03 > Step: 86600 Progress: 43.3% Elapsed: 21:55:39 temperature: no ada_p: No Discriminator_loss: 0.0418034 Generator_loss: 0.545558
[INFO] 2020-12-01 16:40:41 > Step: 86700 Progress: 43.4% Elapsed: 22:15:17 temperature: no ada_p: No Discriminator_loss: 0.0628014 Generator_loss: 0.562903
[INFO] 2020-12-01 17:00:18 > Step: 86800 Progress: 43.4% Elapsed: 22:34:54 temperature: no ada_p: No Discriminator_loss: 0.0982031 Generator_loss: 0.518928
[INFO] 2020-12-01 17:19:59 > Step: 86900 Progress: 43.5% Elapsed: 22:54:35 temperature: no ada_p: No Discriminator_loss: 0.0757416 Generator_loss: 0.443825
[INFO] 2020-12-01 17:39:36 > Step: 87000 Progress: 43.5% Elapsed: 23:14:12 temperature: no ada_p: No Discriminator_loss: 0.0869587 Generator_loss: 0.415262
[INFO] 2020-12-01 17:59:14 > Step: 87100 Progress: 43.5% Elapsed: 23:33:50 temperature: no ada_p: No Discriminator_loss: 0.0472407 Generator_loss: 0.598708
[INFO] 2020-12-01 18:18:54 > Step: 87200 Progress: 43.6% Elapsed: 23:53:30 temperature: no ada_p: No Discriminator_loss: 0.0256269 Generator_loss: 0.686719
[INFO] 2020-12-01 18:38:31 > Step: 87300 Progress: 43.6% Elapsed: 1 day, 0:13:07 temperature: no ada_p: No Discriminator_loss: 0.030676 Generator_loss: 0.719102
[INFO] 2020-12-01 18:58:09 > Step: 87400 Progress: 43.7% Elapsed: 1 day, 0:32:45 temperature: no ada_p: No Discriminator_loss: 0.0416294 Generator_loss: 0.631236
[INFO] 2020-12-01 19:17:46 > Step: 87500 Progress: 43.8% Elapsed: 1 day, 0:52:22 temperature: no ada_p: No Discriminator_loss: 0.0448778 Generator_loss: 0.583804
[INFO] 2020-12-01 19:37:26 > Step: 87600 Progress: 43.8% Elapsed: 1 day, 1:12:02 temperature: no ada_p: No Discriminator_loss: 0.0365185 Generator_loss: 0.649541
[INFO] 2020-12-01 19:57:03 > Step: 87700 Progress: 43.9% Elapsed: 1 day, 1:31:39 temperature: no ada_p: No Discriminator_loss: 0.0351703 Generator_loss: 0.590273
[INFO] 2020-12-01 20:16:39 > Step: 87800 Progress: 43.9% Elapsed: 1 day, 1:51:15 temperature: no ada_p: No Discriminator_loss: 0.026299 Generator_loss: 0.666774
[INFO] 2020-12-01 20:36:19 > Step: 87900 Progress: 44.0% Elapsed: 1 day, 2:10:55 temperature: no ada_p: No Discriminator_loss: 0.0353722 Generator_loss: 0.623488
[INFO] 2020-12-01 20:55:55 > Step: 88000 Progress: 44.0% Elapsed: 1 day, 2:30:31 temperature: no ada_p: No Discriminator_loss: 0.0353964 Generator_loss: 0.641536
[INFO] 2020-12-01 20:55:55 > Start Evaluation (88000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 20:55:55 > Calculating FID Score....
[INFO] 2020-12-01 20:57:05 > Calculating Inception Score....
[INFO] 2020-12-01 20:58:06 > Calculate F_beta Score....
[INFO] 2020-12-01 21:00:46 > Calculate Accuracies....
[INFO] 2020-12-01 21:01:45 > Calculate Accuracies....
[INFO] 2020-12-01 21:02:35 > F_8 score (Step: 88000, Using valid images): 0.9741368633132443
[INFO] 2020-12-01 21:02:35 > F_1/8 score (Step: 88000, Using valid images): 0.9741063989983423
[INFO] 2020-12-01 21:02:35 > FID score (Step: 88000, Using valid moments): 12.49995451552121
[INFO] 2020-12-01 21:02:35 > Inception score (Step: 88000, 50000 generated images): 59.48495101928711
[INFO] 2020-12-01 21:02:35 > Best FID score (Step: 88000, Using valid moments): 12.49995451552121
[INFO] 2020-12-01 21:02:49 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 21:22:25 > Step: 88100 Progress: 44.0% Elapsed: 1 day, 2:57:01 temperature: no ada_p: No Discriminator_loss: 0.0519758 Generator_loss: 0.572333
[INFO] 2020-12-01 21:42:05 > Step: 88200 Progress: 44.1% Elapsed: 1 day, 3:16:41 temperature: no ada_p: No Discriminator_loss: 0.0434287 Generator_loss: 0.685321
[INFO] 2020-12-01 22:01:41 > Step: 88300 Progress: 44.1% Elapsed: 1 day, 3:36:18 temperature: no ada_p: No Discriminator_loss: 0.0400409 Generator_loss: 0.652431
[INFO] 2020-12-01 22:21:17 > Step: 88400 Progress: 44.2% Elapsed: 1 day, 3:55:53 temperature: no ada_p: No Discriminator_loss: 0.0341296 Generator_loss: 0.734511
[INFO] 2020-12-01 22:40:58 > Step: 88500 Progress: 44.2% Elapsed: 1 day, 4:15:34 temperature: no ada_p: No Discriminator_loss: 0.0326075 Generator_loss: 0.699838
[INFO] 2020-12-01 23:00:35 > Step: 88600 Progress: 44.3% Elapsed: 1 day, 4:35:11 temperature: no ada_p: No Discriminator_loss: 0.0248998 Generator_loss: 0.733371
[INFO] 2020-12-01 23:20:10 > Step: 88700 Progress: 44.4% Elapsed: 1 day, 4:54:46 temperature: no ada_p: No Discriminator_loss: 0.0476972 Generator_loss: 0.556398
[INFO] 2020-12-01 23:39:50 > Step: 88800 Progress: 44.4% Elapsed: 1 day, 5:14:26 temperature: no ada_p: No Discriminator_loss: 0.0334206 Generator_loss: 0.689096
[INFO] 2020-12-01 23:59:27 > Step: 88900 Progress: 44.5% Elapsed: 1 day, 5:34:03 temperature: no ada_p: No Discriminator_loss: 0.0292787 Generator_loss: 0.694463
[INFO] 2020-12-02 00:19:02 > Step: 89000 Progress: 44.5% Elapsed: 1 day, 5:53:38 temperature: no ada_p: No Discriminator_loss: 0.0423575 Generator_loss: 0.593821
[INFO] 2020-12-02 00:38:42 > Step: 89100 Progress: 44.5% Elapsed: 1 day, 6:13:18 temperature: no ada_p: No Discriminator_loss: 0.0315496 Generator_loss: 0.815775
[INFO] 2020-12-02 00:58:20 > Step: 89200 Progress: 44.6% Elapsed: 1 day, 6:32:56 temperature: no ada_p: No Discriminator_loss: 0.0352146 Generator_loss: 0.607467
[INFO] 2020-12-02 01:17:55 > Step: 89300 Progress: 44.6% Elapsed: 1 day, 6:52:31 temperature: no ada_p: No Discriminator_loss: 0.0312939 Generator_loss: 0.645845
[INFO] 2020-12-02 01:37:34 > Step: 89400 Progress: 44.7% Elapsed: 1 day, 7:12:10 temperature: no ada_p: No Discriminator_loss: 0.023167 Generator_loss: 0.668269
[INFO] 2020-12-02 01:57:12 > Step: 89500 Progress: 44.8% Elapsed: 1 day, 7:31:48 temperature: no ada_p: No Discriminator_loss: 0.0500366 Generator_loss: 0.56821
[INFO] 2020-12-02 02:16:47 > Step: 89600 Progress: 44.8% Elapsed: 1 day, 7:51:23 temperature: no ada_p: No Discriminator_loss: 0.0365365 Generator_loss: 0.641465
[INFO] 2020-12-02 02:36:26 > Step: 89700 Progress: 44.9% Elapsed: 1 day, 8:11:02 temperature: no ada_p: No Discriminator_loss: 0.0225539 Generator_loss: 0.724411
[INFO] 2020-12-02 02:56:06 > Step: 89800 Progress: 44.9% Elapsed: 1 day, 8:30:42 temperature: no ada_p: No Discriminator_loss: 0.0382957 Generator_loss: 0.618629
[INFO] 2020-12-02 03:15:44 > Step: 89900 Progress: 45.0% Elapsed: 1 day, 8:50:20 temperature: no ada_p: No Discriminator_loss: 0.199895 Generator_loss: 0.201905
[INFO] 2020-12-02 03:35:20 > Step: 90000 Progress: 45.0% Elapsed: 1 day, 9:09:56 temperature: no ada_p: No Discriminator_loss: 0.0644573 Generator_loss: 0.481009
[INFO] 2020-12-02 03:35:20 > Start Evaluation (90000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 03:35:20 > Calculating FID Score....
[INFO] 2020-12-02 03:36:31 > Calculating Inception Score....
[INFO] 2020-12-02 03:37:32 > Calculate F_beta Score....
[INFO] 2020-12-02 03:40:05 > Calculate Accuracies....
[INFO] 2020-12-02 03:41:04 > Calculate Accuracies....
[INFO] 2020-12-02 03:41:54 > F_8 score (Step: 90000, Using valid images): 0.9769057387374849
[INFO] 2020-12-02 03:41:54 > F_1/8 score (Step: 90000, Using valid images): 0.9728100276380346
[INFO] 2020-12-02 03:41:54 > FID score (Step: 90000, Using valid moments): 12.4180386027424
[INFO] 2020-12-02 03:41:54 > Inception score (Step: 90000, 50000 generated images): 59.77754592895508
[INFO] 2020-12-02 03:41:54 > Best FID score (Step: 90000, Using valid moments): 12.4180386027424
[INFO] 2020-12-02 03:42:08 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 04:01:49 > Step: 90100 Progress: 45.1% Elapsed: 1 day, 9:36:25 temperature: no ada_p: No Discriminator_loss: 0.0357883 Generator_loss: 0.656513
[INFO] 2020-12-02 04:21:25 > Step: 90200 Progress: 45.1% Elapsed: 1 day, 9:56:01 temperature: no ada_p: No Discriminator_loss: 0.0410775 Generator_loss: 0.625065
[INFO] 2020-12-02 04:40:59 > Step: 90300 Progress: 45.1% Elapsed: 1 day, 10:15:35 temperature: no ada_p: No Discriminator_loss: 0.0315032 Generator_loss: 0.711327
[INFO] 2020-12-02 05:00:39 > Step: 90400 Progress: 45.2% Elapsed: 1 day, 10:35:15 temperature: no ada_p: No Discriminator_loss: 0.03281 Generator_loss: 0.635957
[INFO] 2020-12-02 05:20:14 > Step: 90500 Progress: 45.2% Elapsed: 1 day, 10:54:51 temperature: no ada_p: No Discriminator_loss: 0.0404794 Generator_loss: 0.760293
[INFO] 2020-12-02 05:39:51 > Step: 90600 Progress: 45.3% Elapsed: 1 day, 11:14:27 temperature: no ada_p: No Discriminator_loss: 0.0362237 Generator_loss: 0.655884
[INFO] 2020-12-02 05:59:32 > Step: 90700 Progress: 45.4% Elapsed: 1 day, 11:34:08 temperature: no ada_p: No Discriminator_loss: 0.0411978 Generator_loss: 0.671196
[INFO] 2020-12-02 06:19:08 > Step: 90800 Progress: 45.4% Elapsed: 1 day, 11:53:44 temperature: no ada_p: No Discriminator_loss: 0.0194395 Generator_loss: 0.7741
[INFO] 2020-12-02 06:38:44 > Step: 90900 Progress: 45.5% Elapsed: 1 day, 12:13:20 temperature: no ada_p: No Discriminator_loss: 0.0748324 Generator_loss: 0.537869
[INFO] 2020-12-02 06:58:24 > Step: 91000 Progress: 45.5% Elapsed: 1 day, 12:33:00 temperature: no ada_p: No Discriminator_loss: 0.0222179 Generator_loss: 0.784507
[INFO] 2020-12-02 07:18:00 > Step: 91100 Progress: 45.6% Elapsed: 1 day, 12:52:36 temperature: no ada_p: No Discriminator_loss: 0.0459392 Generator_loss: 0.6179
[INFO] 2020-12-02 07:37:36 > Step: 91200 Progress: 45.6% Elapsed: 1 day, 13:12:12 temperature: no ada_p: No Discriminator_loss: 0.0306582 Generator_loss: 0.678475
[INFO] 2020-12-02 07:57:17 > Step: 91300 Progress: 45.6% Elapsed: 1 day, 13:31:53 temperature: no ada_p: No Discriminator_loss: 0.0255129 Generator_loss: 0.709771
[INFO] 2020-12-02 08:16:54 > Step: 91400 Progress: 45.7% Elapsed: 1 day, 13:51:30 temperature: no ada_p: No Discriminator_loss: 0.0823442 Generator_loss: 0.4353
[INFO] 2020-12-02 08:36:29 > Step: 91500 Progress: 45.8% Elapsed: 1 day, 14:11:05 temperature: no ada_p: No Discriminator_loss: 0.0359423 Generator_loss: 0.601865
[INFO] 2020-12-02 08:56:09 > Step: 91600 Progress: 45.8% Elapsed: 1 day, 14:30:45 temperature: no ada_p: No Discriminator_loss: 0.0357592 Generator_loss: 0.674167
[INFO] 2020-12-02 09:15:45 > Step: 91700 Progress: 45.9% Elapsed: 1 day, 14:50:21 temperature: no ada_p: No Discriminator_loss: 0.407473 Generator_loss: 0.0797107
[INFO] 2020-12-02 09:35:21 > Step: 91800 Progress: 45.9% Elapsed: 1 day, 15:09:57 temperature: no ada_p: No Discriminator_loss: 0.0554321 Generator_loss: 0.515684
[INFO] 2020-12-02 09:55:00 > Step: 91900 Progress: 46.0% Elapsed: 1 day, 15:29:36 temperature: no ada_p: No Discriminator_loss: 0.0414167 Generator_loss: 0.531112
[INFO] 2020-12-02 10:14:36 > Step: 92000 Progress: 46.0% Elapsed: 1 day, 15:49:12 temperature: no ada_p: No Discriminator_loss: 0.0341305 Generator_loss: 0.723845
[INFO] 2020-12-02 10:14:36 > Start Evaluation (92000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 10:14:36 > Calculating FID Score....
[INFO] 2020-12-02 10:15:47 > Calculating Inception Score....
[INFO] 2020-12-02 10:16:48 > Calculate F_beta Score....
[INFO] 2020-12-02 10:19:30 > Calculate Accuracies....
[INFO] 2020-12-02 10:20:29 > Calculate Accuracies....
[INFO] 2020-12-02 10:21:19 > F_8 score (Step: 92000, Using valid images): 0.978668939956193
[INFO] 2020-12-02 10:21:20 > F_1/8 score (Step: 92000, Using valid images): 0.9748695517463157
[INFO] 2020-12-02 10:21:20 > FID score (Step: 92000, Using valid moments): 12.20088740442759
[INFO] 2020-12-02 10:21:20 > Inception score (Step: 92000, 50000 generated images): 60.87791442871094
[INFO] 2020-12-02 10:21:20 > Best FID score (Step: 92000, Using valid moments): 12.20088740442759
[INFO] 2020-12-02 10:21:33 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 10:41:09 > Step: 92100 Progress: 46.1% Elapsed: 1 day, 16:15:45 temperature: no ada_p: No Discriminator_loss: 0.0251585 Generator_loss: 0.701837
[INFO] 2020-12-02 11:00:48 > Step: 92200 Progress: 46.1% Elapsed: 1 day, 16:35:24 temperature: no ada_p: No Discriminator_loss: 0.0310778 Generator_loss: 0.703098
[INFO] 2020-12-02 11:20:27 > Step: 92300 Progress: 46.2% Elapsed: 1 day, 16:55:03 temperature: no ada_p: No Discriminator_loss: 0.0373722 Generator_loss: 0.629898
[INFO] 2020-12-02 11:40:03 > Step: 92400 Progress: 46.2% Elapsed: 1 day, 17:14:39 temperature: no ada_p: No Discriminator_loss: 0.0235611 Generator_loss: 0.776897
[INFO] 2020-12-02 11:59:39 > Step: 92500 Progress: 46.2% Elapsed: 1 day, 17:34:15 temperature: no ada_p: No Discriminator_loss: 0.0336549 Generator_loss: 0.619135
[INFO] 2020-12-02 12:19:21 > Step: 92600 Progress: 46.3% Elapsed: 1 day, 17:53:57 temperature: no ada_p: No Discriminator_loss: 0.0283052 Generator_loss: 0.701319
[INFO] 2020-12-02 12:38:58 > Step: 92700 Progress: 46.4% Elapsed: 1 day, 18:13:34 temperature: no ada_p: No Discriminator_loss: 0.0289314 Generator_loss: 0.70077
[INFO] 2020-12-02 12:58:33 > Step: 92800 Progress: 46.4% Elapsed: 1 day, 18:33:09 temperature: no ada_p: No Discriminator_loss: 0.0330805 Generator_loss: 0.64264
[INFO] 2020-12-02 13:18:15 > Step: 92900 Progress: 46.5% Elapsed: 1 day, 18:52:51 temperature: no ada_p: No Discriminator_loss: 0.029814 Generator_loss: 0.679367
[INFO] 2020-12-02 13:37:53 > Step: 93000 Progress: 46.5% Elapsed: 1 day, 19:12:29 temperature: no ada_p: No Discriminator_loss: 0.0370389 Generator_loss: 0.551526
[INFO] 2020-12-02 13:57:29 > Step: 93100 Progress: 46.6% Elapsed: 1 day, 19:32:05 temperature: no ada_p: No Discriminator_loss: 0.035995 Generator_loss: 0.637817
[INFO] 2020-12-02 14:17:12 > Step: 93200 Progress: 46.6% Elapsed: 1 day, 19:51:48 temperature: no ada_p: No Discriminator_loss: 0.0570516 Generator_loss: 0.575764
[INFO] 2020-12-02 14:36:50 > Step: 93300 Progress: 46.7% Elapsed: 1 day, 20:11:26 temperature: no ada_p: No Discriminator_loss: 0.0362034 Generator_loss: 0.639884
[INFO] 2020-12-02 14:56:28 > Step: 93400 Progress: 46.7% Elapsed: 1 day, 20:31:04 temperature: no ada_p: No Discriminator_loss: 0.150816 Generator_loss: 0.26936
[INFO] 2020-12-02 15:16:09 > Step: 93500 Progress: 46.8% Elapsed: 1 day, 20:50:45 temperature: no ada_p: No Discriminator_loss: 0.0621706 Generator_loss: 0.505092
[INFO] 2020-12-02 15:35:46 > Step: 93600 Progress: 46.8% Elapsed: 1 day, 21:10:22 temperature: no ada_p: No Discriminator_loss: 0.0691628 Generator_loss: 0.543556
[INFO] 2020-12-02 15:55:23 > Step: 93700 Progress: 46.9% Elapsed: 1 day, 21:29:59 temperature: no ada_p: No Discriminator_loss: 0.0256897 Generator_loss: 0.75219
[INFO] 2020-12-02 16:15:03 > Step: 93800 Progress: 46.9% Elapsed: 1 day, 21:49:39 temperature: no ada_p: No Discriminator_loss: 0.0542494 Generator_loss: 0.657313
[INFO] 2020-12-02 16:34:41 > Step: 93900 Progress: 46.9% Elapsed: 1 day, 22:09:17 temperature: no ada_p: No Discriminator_loss: 0.0545637 Generator_loss: 0.628903
[INFO] 2020-12-02 16:54:17 > Step: 94000 Progress: 47.0% Elapsed: 1 day, 22:28:53 temperature: no ada_p: No Discriminator_loss: 0.04995 Generator_loss: 0.603661
[INFO] 2020-12-02 16:54:17 > Start Evaluation (94000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 16:54:17 > Calculating FID Score....
[INFO] 2020-12-02 16:55:29 > Calculating Inception Score....
[INFO] 2020-12-02 16:56:29 > Calculate F_beta Score....
[INFO] 2020-12-02 16:59:08 > Calculate Accuracies....
[INFO] 2020-12-02 17:00:07 > Calculate Accuracies....
[INFO] 2020-12-02 17:00:57 > F_8 score (Step: 94000, Using valid images): 0.9776162642241096
[INFO] 2020-12-02 17:00:57 > F_1/8 score (Step: 94000, Using valid images): 0.9716922661221711
[INFO] 2020-12-02 17:00:57 > FID score (Step: 94000, Using valid moments): 12.168407659322952
[INFO] 2020-12-02 17:00:57 > Inception score (Step: 94000, 50000 generated images): 61.898292541503906
[INFO] 2020-12-02 17:00:57 > Best FID score (Step: 94000, Using valid moments): 12.168407659322952
[INFO] 2020-12-02 17:01:12 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 17:20:53 > Step: 94100 Progress: 47.0% Elapsed: 1 day, 22:55:29 temperature: no ada_p: No Discriminator_loss: 0.0309516 Generator_loss: 0.692811
[INFO] 2020-12-02 17:40:31 > Step: 94200 Progress: 47.1% Elapsed: 1 day, 23:15:07 temperature: no ada_p: No Discriminator_loss: 0.154058 Generator_loss: 0.394063
[INFO] 2020-12-02 18:00:07 > Step: 94300 Progress: 47.1% Elapsed: 1 day, 23:34:43 temperature: no ada_p: No Discriminator_loss: 0.0220407 Generator_loss: 0.735799
[INFO] 2020-12-02 18:19:46 > Step: 94400 Progress: 47.2% Elapsed: 1 day, 23:54:22 temperature: no ada_p: No Discriminator_loss: 0.0287666 Generator_loss: 0.730757
[INFO] 2020-12-02 18:39:25 > Step: 94500 Progress: 47.2% Elapsed: 2 days, 0:14:01 temperature: no ada_p: No Discriminator_loss: 0.0301608 Generator_loss: 0.699797
[INFO] 2020-12-02 18:59:02 > Step: 94600 Progress: 47.3% Elapsed: 2 days, 0:33:38 temperature: no ada_p: No Discriminator_loss: 0.464763 Generator_loss: 0.0916703
[INFO] 2020-12-02 19:18:41 > Step: 94700 Progress: 47.3% Elapsed: 2 days, 0:53:17 temperature: no ada_p: No Discriminator_loss: 0.0810044 Generator_loss: 0.455692
[INFO] 2020-12-02 19:38:20 > Step: 94800 Progress: 47.4% Elapsed: 2 days, 1:12:56 temperature: no ada_p: No Discriminator_loss: 0.0342246 Generator_loss: 0.630599
[INFO] 2020-12-02 19:57:57 > Step: 94900 Progress: 47.4% Elapsed: 2 days, 1:32:33 temperature: no ada_p: No Discriminator_loss: 0.036827 Generator_loss: 0.644738
[INFO] 2020-12-02 20:17:34 > Step: 95000 Progress: 47.5% Elapsed: 2 days, 1:52:10 temperature: no ada_p: No Discriminator_loss: 0.0222826 Generator_loss: 0.702789
[INFO] 2020-12-02 20:37:18 > Step: 95100 Progress: 47.5% Elapsed: 2 days, 2:11:54 temperature: no ada_p: No Discriminator_loss: 0.0436332 Generator_loss: 0.514708
[INFO] 2020-12-02 20:56:55 > Step: 95200 Progress: 47.6% Elapsed: 2 days, 2:31:31 temperature: no ada_p: No Discriminator_loss: 0.0294339 Generator_loss: 0.745376
[INFO] 2020-12-02 21:16:31 > Step: 95300 Progress: 47.6% Elapsed: 2 days, 2:51:07 temperature: no ada_p: No Discriminator_loss: 0.0423415 Generator_loss: 0.631423
[INFO] 2020-12-02 21:36:13 > Step: 95400 Progress: 47.7% Elapsed: 2 days, 3:10:49 temperature: no ada_p: No Discriminator_loss: 0.0205586 Generator_loss: 0.785265
[INFO] 2020-12-02 21:55:50 > Step: 95500 Progress: 47.8% Elapsed: 2 days, 3:30:26 temperature: no ada_p: No Discriminator_loss: 0.0252974 Generator_loss: 0.671646
[INFO] 2020-12-02 22:15:26 > Step: 95600 Progress: 47.8% Elapsed: 2 days, 3:50:02 temperature: no ada_p: No Discriminator_loss: 0.0225122 Generator_loss: 0.842651
[INFO] 2020-12-02 22:35:08 > Step: 95700 Progress: 47.9% Elapsed: 2 days, 4:09:44 temperature: no ada_p: No Discriminator_loss: 0.133874 Generator_loss: 0.320264
[INFO] 2020-12-02 22:54:45 > Step: 95800 Progress: 47.9% Elapsed: 2 days, 4:29:21 temperature: no ada_p: No Discriminator_loss: 0.0386301 Generator_loss: 0.589382
[INFO] 2020-12-02 23:14:21 > Step: 95900 Progress: 47.9% Elapsed: 2 days, 4:48:57 temperature: no ada_p: No Discriminator_loss: 0.0250071 Generator_loss: 0.736791
[INFO] 2020-12-02 23:34:02 > Step: 96000 Progress: 48.0% Elapsed: 2 days, 5:08:38 temperature: no ada_p: No Discriminator_loss: 0.0412067 Generator_loss: 0.64839
[INFO] 2020-12-02 23:34:02 > Start Evaluation (96000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 23:34:02 > Calculating FID Score....
[INFO] 2020-12-02 23:35:13 > Calculating Inception Score....
[INFO] 2020-12-02 23:36:14 > Calculate F_beta Score....
[INFO] 2020-12-02 23:38:47 > Calculate Accuracies....
[INFO] 2020-12-02 23:39:45 > Calculate Accuracies....
[INFO] 2020-12-02 23:40:36 > F_8 score (Step: 96000, Using valid images): 0.9764317673596087
[INFO] 2020-12-02 23:40:36 > F_1/8 score (Step: 96000, Using valid images): 0.9737926925020742
[INFO] 2020-12-02 23:40:36 > FID score (Step: 96000, Using valid moments): 11.973073857547092
[INFO] 2020-12-02 23:40:36 > Inception score (Step: 96000, 50000 generated images): 62.150508880615234
[INFO] 2020-12-02 23:40:36 > Best FID score (Step: 96000, Using valid moments): 11.973073857547092
[INFO] 2020-12-02 23:40:50 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 00:00:27 > Step: 96100 Progress: 48.0% Elapsed: 2 days, 5:35:03 temperature: no ada_p: No Discriminator_loss: 0.0317979 Generator_loss: 0.661337
[INFO] 2020-12-03 00:20:05 > Step: 96200 Progress: 48.1% Elapsed: 2 days, 5:54:41 temperature: no ada_p: No Discriminator_loss: 0.0216344 Generator_loss: 0.710747
[INFO] 2020-12-03 00:39:49 > Step: 96300 Progress: 48.1% Elapsed: 2 days, 6:14:25 temperature: no ada_p: No Discriminator_loss: 0.0352086 Generator_loss: 0.906136
[INFO] 2020-12-03 00:59:28 > Step: 96400 Progress: 48.2% Elapsed: 2 days, 6:34:04 temperature: no ada_p: No Discriminator_loss: 0.0679548 Generator_loss: 0.499355
[INFO] 2020-12-03 01:19:05 > Step: 96500 Progress: 48.2% Elapsed: 2 days, 6:53:41 temperature: no ada_p: No Discriminator_loss: 0.0657112 Generator_loss: 0.598684
[INFO] 2020-12-03 01:38:45 > Step: 96600 Progress: 48.3% Elapsed: 2 days, 7:13:21 temperature: no ada_p: No Discriminator_loss: 0.0363404 Generator_loss: 0.636892
[INFO] 2020-12-03 01:58:23 > Step: 96700 Progress: 48.4% Elapsed: 2 days, 7:32:59 temperature: no ada_p: No Discriminator_loss: 0.0401878 Generator_loss: 0.677387
[INFO] 2020-12-03 02:17:59 > Step: 96800 Progress: 48.4% Elapsed: 2 days, 7:52:35 temperature: no ada_p: No Discriminator_loss: 0.0603488 Generator_loss: 0.602321
[INFO] 2020-12-03 02:37:39 > Step: 96900 Progress: 48.4% Elapsed: 2 days, 8:12:15 temperature: no ada_p: No Discriminator_loss: 0.0249059 Generator_loss: 0.731701
[INFO] 2020-12-03 02:57:18 > Step: 97000 Progress: 48.5% Elapsed: 2 days, 8:31:54 temperature: no ada_p: No Discriminator_loss: 0.0327981 Generator_loss: 0.613417
[INFO] 2020-12-03 03:16:54 > Step: 97100 Progress: 48.5% Elapsed: 2 days, 8:51:30 temperature: no ada_p: No Discriminator_loss: 0.0334473 Generator_loss: 0.683534
[INFO] 2020-12-03 03:36:30 > Step: 97200 Progress: 48.6% Elapsed: 2 days, 9:11:06 temperature: no ada_p: No Discriminator_loss: 0.120872 Generator_loss: 0.372003
[INFO] 2020-12-03 03:56:11 > Step: 97300 Progress: 48.6% Elapsed: 2 days, 9:30:47 temperature: no ada_p: No Discriminator_loss: 0.0402989 Generator_loss: 0.636286
[INFO] 2020-12-03 04:15:48 > Step: 97400 Progress: 48.7% Elapsed: 2 days, 9:50:24 temperature: no ada_p: No Discriminator_loss: 0.0459887 Generator_loss: 0.532168
[INFO] 2020-12-03 04:35:24 > Step: 97500 Progress: 48.8% Elapsed: 2 days, 10:10:00 temperature: no ada_p: No Discriminator_loss: 0.0204455 Generator_loss: 0.764854
[INFO] 2020-12-03 04:55:06 > Step: 97600 Progress: 48.8% Elapsed: 2 days, 10:29:42 temperature: no ada_p: No Discriminator_loss: 0.0497169 Generator_loss: 0.592639
[INFO] 2020-12-03 05:14:43 > Step: 97700 Progress: 48.9% Elapsed: 2 days, 10:49:19 temperature: no ada_p: No Discriminator_loss: 0.0696595 Generator_loss: 0.557624
[INFO] 2020-12-03 05:34:19 > Step: 97800 Progress: 48.9% Elapsed: 2 days, 11:08:55 temperature: no ada_p: No Discriminator_loss: 0.0261459 Generator_loss: 0.729038
[INFO] 2020-12-03 05:54:00 > Step: 97900 Progress: 48.9% Elapsed: 2 days, 11:28:36 temperature: no ada_p: No Discriminator_loss: 0.0305864 Generator_loss: 0.6334
[INFO] 2020-12-03 06:13:36 > Step: 98000 Progress: 49.0% Elapsed: 2 days, 11:48:12 temperature: no ada_p: No Discriminator_loss: 0.0470541 Generator_loss: 0.863202
[INFO] 2020-12-03 06:13:36 > Start Evaluation (98000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 06:13:36 > Calculating FID Score....
[INFO] 2020-12-03 06:14:47 > Calculating Inception Score....
[INFO] 2020-12-03 06:15:48 > Calculate F_beta Score....
[INFO] 2020-12-03 06:18:24 > Calculate Accuracies....
[INFO] 2020-12-03 06:19:22 > Calculate Accuracies....
[INFO] 2020-12-03 06:20:12 > F_8 score (Step: 98000, Using valid images): 0.9776862304995547
[INFO] 2020-12-03 06:20:12 > F_1/8 score (Step: 98000, Using valid images): 0.9743452676754786
[INFO] 2020-12-03 06:20:12 > FID score (Step: 98000, Using valid moments): 11.830877780824949
[INFO] 2020-12-03 06:20:12 > Inception score (Step: 98000, 50000 generated images): 62.52009582519531
[INFO] 2020-12-03 06:20:12 > Best FID score (Step: 98000, Using valid moments): 11.830877780824949
[INFO] 2020-12-03 06:20:27 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 06:40:03 > Step: 98100 Progress: 49.0% Elapsed: 2 days, 12:14:39 temperature: no ada_p: No Discriminator_loss: 0.0213934 Generator_loss: 0.722802
[INFO] 2020-12-03 06:59:43 > Step: 98200 Progress: 49.1% Elapsed: 2 days, 12:34:19 temperature: no ada_p: No Discriminator_loss: 0.0386162 Generator_loss: 0.566307
[INFO] 2020-12-03 07:19:17 > Step: 98300 Progress: 49.1% Elapsed: 2 days, 12:53:53 temperature: no ada_p: No Discriminator_loss: 0.0254647 Generator_loss: 0.659701
[INFO] 2020-12-03 07:38:49 > Step: 98400 Progress: 49.2% Elapsed: 2 days, 13:13:25 temperature: no ada_p: No Discriminator_loss: 0.039549 Generator_loss: 0.505733
[INFO] 2020-12-03 07:58:29 > Step: 98500 Progress: 49.2% Elapsed: 2 days, 13:33:05 temperature: no ada_p: No Discriminator_loss: 0.0261652 Generator_loss: 0.688581
[INFO] 2020-12-03 08:18:05 > Step: 98600 Progress: 49.3% Elapsed: 2 days, 13:52:41 temperature: no ada_p: No Discriminator_loss: 0.0190909 Generator_loss: 0.728058
[INFO] 2020-12-03 08:37:41 > Step: 98700 Progress: 49.4% Elapsed: 2 days, 14:12:17 temperature: no ada_p: No Discriminator_loss: 0.0374551 Generator_loss: 0.605227
[INFO] 2020-12-03 08:57:20 > Step: 98800 Progress: 49.4% Elapsed: 2 days, 14:31:56 temperature: no ada_p: No Discriminator_loss: 0.020304 Generator_loss: 0.800585
[INFO] 2020-12-03 09:16:56 > Step: 98900 Progress: 49.5% Elapsed: 2 days, 14:51:32 temperature: no ada_p: No Discriminator_loss: 0.0330563 Generator_loss: 0.693617
[INFO] 2020-12-03 09:36:31 > Step: 99000 Progress: 49.5% Elapsed: 2 days, 15:11:07 temperature: no ada_p: No Discriminator_loss: 0.0585336 Generator_loss: 0.525013
[INFO] 2020-12-03 09:56:11 > Step: 99100 Progress: 49.5% Elapsed: 2 days, 15:30:47 temperature: no ada_p: No Discriminator_loss: 0.0421413 Generator_loss: 0.628401
[INFO] 2020-12-03 10:15:48 > Step: 99200 Progress: 49.6% Elapsed: 2 days, 15:50:24 temperature: no ada_p: No Discriminator_loss: 0.0301063 Generator_loss: 0.698153
[INFO] 2020-12-03 10:35:24 > Step: 99300 Progress: 49.6% Elapsed: 2 days, 16:10:00 temperature: no ada_p: No Discriminator_loss: 0.0301088 Generator_loss: 0.782158
[INFO] 2020-12-03 10:55:04 > Step: 99400 Progress: 49.7% Elapsed: 2 days, 16:29:40 temperature: no ada_p: No Discriminator_loss: 0.0419856 Generator_loss: 0.59541
[INFO] 2020-12-03 11:14:41 > Step: 99500 Progress: 49.8% Elapsed: 2 days, 16:49:17 temperature: no ada_p: No Discriminator_loss: 0.0466326 Generator_loss: 0.598673
[INFO] 2020-12-03 11:34:18 > Step: 99600 Progress: 49.8% Elapsed: 2 days, 17:08:54 temperature: no ada_p: No Discriminator_loss: 0.0605088 Generator_loss: 0.546674
[INFO] 2020-12-03 11:53:53 > Step: 99700 Progress: 49.9% Elapsed: 2 days, 17:28:29 temperature: no ada_p: No Discriminator_loss: 0.0455108 Generator_loss: 0.597266
[INFO] 2020-12-03 12:13:33 > Step: 99800 Progress: 49.9% Elapsed: 2 days, 17:48:09 temperature: no ada_p: No Discriminator_loss: 0.0248597 Generator_loss: 0.716313
[INFO] 2020-12-03 12:33:09 > Step: 99900 Progress: 50.0% Elapsed: 2 days, 18:07:45 temperature: no ada_p: No Discriminator_loss: 0.0443341 Generator_loss: 0.654796
[INFO] 2020-12-03 12:52:45 > Step: 100000 Progress: 50.0% Elapsed: 2 days, 18:27:21 temperature: no ada_p: No Discriminator_loss: 0.0300849 Generator_loss: 0.723077
[INFO] 2020-12-03 12:52:45 > Start Evaluation (100000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 12:52:45 > Calculating FID Score....
[INFO] 2020-12-03 12:53:57 > Calculating Inception Score....
[INFO] 2020-12-03 12:54:58 > Calculate F_beta Score....
[INFO] 2020-12-03 12:57:32 > Calculate Accuracies....
[INFO] 2020-12-03 12:58:31 > Calculate Accuracies....
[INFO] 2020-12-03 12:59:21 > F_8 score (Step: 100000, Using valid images): 0.9788022782217134
[INFO] 2020-12-03 12:59:21 > F_1/8 score (Step: 100000, Using valid images): 0.9738317547716979
[INFO] 2020-12-03 12:59:21 > FID score (Step: 100000, Using valid moments): 11.622098065271075
[INFO] 2020-12-03 12:59:21 > Inception score (Step: 100000, 50000 generated images): 63.86357879638672
[INFO] 2020-12-03 12:59:21 > Best FID score (Step: 100000, Using valid moments): 11.622098065271075
[INFO] 2020-12-03 12:59:36 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 13:19:17 > Step: 100100 Progress: 50.0% Elapsed: 2 days, 18:53:53 temperature: no ada_p: No Discriminator_loss: 0.0404563 Generator_loss: 0.600796
[INFO] 2020-12-03 13:38:54 > Step: 100200 Progress: 50.1% Elapsed: 2 days, 19:13:30 temperature: no ada_p: No Discriminator_loss: 0.031671 Generator_loss: 0.670439
[INFO] 2020-12-03 13:58:31 > Step: 100300 Progress: 50.1% Elapsed: 2 days, 19:33:07 temperature: no ada_p: No Discriminator_loss: 0.0314398 Generator_loss: 0.660972
[INFO] 2020-12-03 14:18:14 > Step: 100400 Progress: 50.2% Elapsed: 2 days, 19:52:50 temperature: no ada_p: No Discriminator_loss: 0.104834 Generator_loss: 0.372078
[INFO] 2020-12-03 14:37:50 > Step: 100500 Progress: 50.2% Elapsed: 2 days, 20:12:26 temperature: no ada_p: No Discriminator_loss: 0.0301291 Generator_loss: 0.642652
[INFO] 2020-12-03 14:57:27 > Step: 100600 Progress: 50.3% Elapsed: 2 days, 20:32:03 temperature: no ada_p: No Discriminator_loss: 0.0433574 Generator_loss: 0.680357
[INFO] 2020-12-03 15:17:08 > Step: 100700 Progress: 50.3% Elapsed: 2 days, 20:51:44 temperature: no ada_p: No Discriminator_loss: 0.0267174 Generator_loss: 0.724386
[INFO] 2020-12-03 15:36:45 > Step: 100800 Progress: 50.4% Elapsed: 2 days, 21:11:21 temperature: no ada_p: No Discriminator_loss: 0.0326796 Generator_loss: 0.682844
[INFO] 2020-12-03 15:56:20 > Step: 100900 Progress: 50.4% Elapsed: 2 days, 21:30:56 temperature: no ada_p: No Discriminator_loss: 0.0319538 Generator_loss: 0.67105
[INFO] 2020-12-03 16:16:01 > Step: 101000 Progress: 50.5% Elapsed: 2 days, 21:50:37 temperature: no ada_p: No Discriminator_loss: 0.0272381 Generator_loss: 0.89454
[INFO] 2020-12-03 16:35:36 > Step: 101100 Progress: 50.5% Elapsed: 2 days, 22:10:12 temperature: no ada_p: No Discriminator_loss: 0.0326419 Generator_loss: 0.689773
[INFO] 2020-12-03 16:55:12 > Step: 101200 Progress: 50.6% Elapsed: 2 days, 22:29:48 temperature: no ada_p: No Discriminator_loss: 0.0284012 Generator_loss: 0.756567
[INFO] 2020-12-03 17:14:54 > Step: 101300 Progress: 50.6% Elapsed: 2 days, 22:49:30 temperature: no ada_p: No Discriminator_loss: 0.0301634 Generator_loss: 0.742613
[INFO] 2020-12-03 17:34:32 > Step: 101400 Progress: 50.7% Elapsed: 2 days, 23:09:08 temperature: no ada_p: No Discriminator_loss: 0.0295886 Generator_loss: 0.741401
[INFO] 2020-12-03 17:54:10 > Step: 101500 Progress: 50.7% Elapsed: 2 days, 23:28:46 temperature: no ada_p: No Discriminator_loss: 0.025799 Generator_loss: 0.718296
[INFO] 2020-12-03 18:13:51 > Step: 101600 Progress: 50.8% Elapsed: 2 days, 23:48:27 temperature: no ada_p: No Discriminator_loss: 0.0310486 Generator_loss: 0.674342
[INFO] 2020-12-03 18:33:30 > Step: 101700 Progress: 50.8% Elapsed: 3 days, 0:08:06 temperature: no ada_p: No Discriminator_loss: 0.100822 Generator_loss: 0.439295
[INFO] 2020-12-03 18:53:06 > Step: 101800 Progress: 50.9% Elapsed: 3 days, 0:27:42 temperature: no ada_p: No Discriminator_loss: 0.0230051 Generator_loss: 0.716384
[INFO] 2020-12-03 19:12:46 > Step: 101900 Progress: 50.9% Elapsed: 3 days, 0:47:22 temperature: no ada_p: No Discriminator_loss: 0.0292792 Generator_loss: 0.744716
[INFO] 2020-12-03 19:32:24 > Step: 102000 Progress: 51.0% Elapsed: 3 days, 1:07:00 temperature: no ada_p: No Discriminator_loss: 0.0605492 Generator_loss: 0.49049
[INFO] 2020-12-03 19:32:24 > Start Evaluation (102000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 19:32:24 > Calculating FID Score....
[INFO] 2020-12-03 19:33:35 > Calculating Inception Score....
[INFO] 2020-12-03 19:34:36 > Calculate F_beta Score....
[INFO] 2020-12-03 19:37:13 > Calculate Accuracies....
[INFO] 2020-12-03 19:38:12 > Calculate Accuracies....
[INFO] 2020-12-03 19:39:03 > F_8 score (Step: 102000, Using valid images): 0.9787043193380514
[INFO] 2020-12-03 19:39:03 > F_1/8 score (Step: 102000, Using valid images): 0.9745588182457646
[INFO] 2020-12-03 19:39:03 > FID score (Step: 102000, Using valid moments): 11.397001853300026
[INFO] 2020-12-03 19:39:03 > Inception score (Step: 102000, 50000 generated images): 64.53167724609375
[INFO] 2020-12-03 19:39:03 > Best FID score (Step: 102000, Using valid moments): 11.397001853300026
[INFO] 2020-12-03 19:39:17 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 19:58:53 > Step: 102100 Progress: 51.0% Elapsed: 3 days, 1:33:29 temperature: no ada_p: No Discriminator_loss: 0.028209 Generator_loss: 0.74397
[INFO] 2020-12-03 20:18:28 > Step: 102200 Progress: 51.1% Elapsed: 3 days, 1:53:04 temperature: no ada_p: No Discriminator_loss: 0.0354751 Generator_loss: 0.674352
[INFO] 2020-12-03 20:38:09 > Step: 102300 Progress: 51.1% Elapsed: 3 days, 2:12:45 temperature: no ada_p: No Discriminator_loss: 0.0241313 Generator_loss: 0.606225
[INFO] 2020-12-03 20:57:46 > Step: 102400 Progress: 51.2% Elapsed: 3 days, 2:32:22 temperature: no ada_p: No Discriminator_loss: 0.0342713 Generator_loss: 0.630881
[INFO] 2020-12-03 21:17:22 > Step: 102500 Progress: 51.2% Elapsed: 3 days, 2:51:58 temperature: no ada_p: No Discriminator_loss: 0.0287763 Generator_loss: 0.669794
[INFO] 2020-12-03 21:37:03 > Step: 102600 Progress: 51.3% Elapsed: 3 days, 3:11:39 temperature: no ada_p: No Discriminator_loss: 0.0372332 Generator_loss: 0.652789
[INFO] 2020-12-03 21:56:39 > Step: 102700 Progress: 51.3% Elapsed: 3 days, 3:31:15 temperature: no ada_p: No Discriminator_loss: 0.02143 Generator_loss: 0.828907
[INFO] 2020-12-03 22:16:16 > Step: 102800 Progress: 51.4% Elapsed: 3 days, 3:50:52 temperature: no ada_p: No Discriminator_loss: 0.0358113 Generator_loss: 0.584832
[INFO] 2020-12-03 22:35:58 > Step: 102900 Progress: 51.4% Elapsed: 3 days, 4:10:34 temperature: no ada_p: No Discriminator_loss: 0.0242257 Generator_loss: 0.703039
[INFO] 2020-12-03 22:55:36 > Step: 103000 Progress: 51.5% Elapsed: 3 days, 4:30:12 temperature: no ada_p: No Discriminator_loss: 0.0260442 Generator_loss: 0.709164
[INFO] 2020-12-03 23:15:13 > Step: 103100 Progress: 51.5% Elapsed: 3 days, 4:49:49 temperature: no ada_p: No Discriminator_loss: 0.0471079 Generator_loss: 0.560394
[INFO] 2020-12-03 23:34:54 > Step: 103200 Progress: 51.6% Elapsed: 3 days, 5:09:30 temperature: no ada_p: No Discriminator_loss: 0.0314074 Generator_loss: 0.815738
[INFO] 2020-12-03 23:54:32 > Step: 103300 Progress: 51.6% Elapsed: 3 days, 5:29:08 temperature: no ada_p: No Discriminator_loss: 0.0335506 Generator_loss: 0.641704
[INFO] 2020-12-04 00:14:10 > Step: 103400 Progress: 51.7% Elapsed: 3 days, 5:48:46 temperature: no ada_p: No Discriminator_loss: 0.045463 Generator_loss: 0.718591
[INFO] 2020-12-04 00:33:53 > Step: 103500 Progress: 51.7% Elapsed: 3 days, 6:08:29 temperature: no ada_p: No Discriminator_loss: 0.0326954 Generator_loss: 0.718673
[INFO] 2020-12-04 00:53:34 > Step: 103600 Progress: 51.8% Elapsed: 3 days, 6:28:10 temperature: no ada_p: No Discriminator_loss: 0.0234831 Generator_loss: 0.731356
[INFO] 2020-12-04 01:13:10 > Step: 103700 Progress: 51.8% Elapsed: 3 days, 6:47:46 temperature: no ada_p: No Discriminator_loss: 0.102749 Generator_loss: 0.447675
[INFO] 2020-12-04 01:32:50 > Step: 103800 Progress: 51.9% Elapsed: 3 days, 7:07:26 temperature: no ada_p: No Discriminator_loss: 0.031761 Generator_loss: 0.712193
[INFO] 2020-12-04 01:52:28 > Step: 103900 Progress: 51.9% Elapsed: 3 days, 7:27:04 temperature: no ada_p: No Discriminator_loss: 0.0155402 Generator_loss: 0.82071
[INFO] 2020-12-04 02:12:05 > Step: 104000 Progress: 52.0% Elapsed: 3 days, 7:46:41 temperature: no ada_p: No Discriminator_loss: 0.0747537 Generator_loss: 0.460407
[INFO] 2020-12-04 02:12:05 > Start Evaluation (104000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 02:12:05 > Calculating FID Score....
[INFO] 2020-12-04 02:13:16 > Calculating Inception Score....
[INFO] 2020-12-04 02:14:17 > Calculate F_beta Score....
[INFO] 2020-12-04 02:16:50 > Calculate Accuracies....
[INFO] 2020-12-04 02:17:49 > Calculate Accuracies....
[INFO] 2020-12-04 02:18:39 > F_8 score (Step: 104000, Using valid images): 0.9785155632395319
[INFO] 2020-12-04 02:18:39 > F_1/8 score (Step: 104000, Using valid images): 0.975854382142485
[INFO] 2020-12-04 02:18:39 > FID score (Step: 104000, Using valid moments): 11.362902759756992
[INFO] 2020-12-04 02:18:39 > Inception score (Step: 104000, 50000 generated images): 65.02989959716797
[INFO] 2020-12-04 02:18:39 > Best FID score (Step: 104000, Using valid moments): 11.362902759756992
[INFO] 2020-12-04 02:18:53 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 02:38:34 > Step: 104100 Progress: 52.0% Elapsed: 3 days, 8:13:10 temperature: no ada_p: No Discriminator_loss: 0.031671 Generator_loss: 0.897695
[INFO] 2020-12-04 02:58:12 > Step: 104200 Progress: 52.1% Elapsed: 3 days, 8:32:48 temperature: no ada_p: No Discriminator_loss: 0.0333122 Generator_loss: 0.649002
[INFO] 2020-12-04 03:17:48 > Step: 104300 Progress: 52.1% Elapsed: 3 days, 8:52:24 temperature: no ada_p: No Discriminator_loss: 0.0301594 Generator_loss: 0.638772
[INFO] 2020-12-04 03:37:27 > Step: 104400 Progress: 52.2% Elapsed: 3 days, 9:12:03 temperature: no ada_p: No Discriminator_loss: 0.0436762 Generator_loss: 0.55311
[INFO] 2020-12-04 03:57:04 > Step: 104500 Progress: 52.2% Elapsed: 3 days, 9:31:40 temperature: no ada_p: No Discriminator_loss: 0.0256169 Generator_loss: 0.700974
[INFO] 2020-12-04 04:16:40 > Step: 104600 Progress: 52.3% Elapsed: 3 days, 9:51:16 temperature: no ada_p: No Discriminator_loss: 0.0185942 Generator_loss: 0.773297
[INFO] 2020-12-04 04:36:16 > Step: 104700 Progress: 52.3% Elapsed: 3 days, 10:10:52 temperature: no ada_p: No Discriminator_loss: 0.0359392 Generator_loss: 0.615214
[INFO] 2020-12-04 04:55:59 > Step: 104800 Progress: 52.4% Elapsed: 3 days, 10:30:35 temperature: no ada_p: No Discriminator_loss: 0.029068 Generator_loss: 0.766668
[INFO] 2020-12-04 05:15:37 > Step: 104900 Progress: 52.4% Elapsed: 3 days, 10:50:13 temperature: no ada_p: No Discriminator_loss: 0.0299509 Generator_loss: 0.676235
[INFO] 2020-12-04 05:35:14 > Step: 105000 Progress: 52.5% Elapsed: 3 days, 11:09:50 temperature: no ada_p: No Discriminator_loss: 0.0233384 Generator_loss: 0.802996
[INFO] 2020-12-04 05:54:55 > Step: 105100 Progress: 52.5% Elapsed: 3 days, 11:29:31 temperature: no ada_p: No Discriminator_loss: 0.0269139 Generator_loss: 0.661438
[INFO] 2020-12-04 06:14:31 > Step: 105200 Progress: 52.6% Elapsed: 3 days, 11:49:07 temperature: no ada_p: No Discriminator_loss: 0.029019 Generator_loss: 0.694421
[INFO] 2020-12-04 06:34:07 > Step: 105300 Progress: 52.6% Elapsed: 3 days, 12:08:43 temperature: no ada_p: No Discriminator_loss: 0.0351685 Generator_loss: 0.692046
[INFO] 2020-12-04 06:53:50 > Step: 105400 Progress: 52.7% Elapsed: 3 days, 12:28:26 temperature: no ada_p: No Discriminator_loss: 0.0270433 Generator_loss: 0.734351
[INFO] 2020-12-04 07:13:27 > Step: 105500 Progress: 52.8% Elapsed: 3 days, 12:48:03 temperature: no ada_p: No Discriminator_loss: 0.0249011 Generator_loss: 0.722853
[INFO] 2020-12-04 07:33:03 > Step: 105600 Progress: 52.8% Elapsed: 3 days, 13:07:39 temperature: no ada_p: No Discriminator_loss: 0.030509 Generator_loss: 0.852598
[INFO] 2020-12-04 07:52:43 > Step: 105700 Progress: 52.8% Elapsed: 3 days, 13:27:19 temperature: no ada_p: No Discriminator_loss: 0.0260529 Generator_loss: 0.766669
[INFO] 2020-12-04 08:12:19 > Step: 105800 Progress: 52.9% Elapsed: 3 days, 13:46:55 temperature: no ada_p: No Discriminator_loss: 0.02635 Generator_loss: 0.669392
[INFO] 2020-12-04 08:31:52 > Step: 105900 Progress: 52.9% Elapsed: 3 days, 14:06:28 temperature: no ada_p: No Discriminator_loss: 0.031267 Generator_loss: 0.647348
[INFO] 2020-12-04 08:51:31 > Step: 106000 Progress: 53.0% Elapsed: 3 days, 14:26:07 temperature: no ada_p: No Discriminator_loss: 0.0217848 Generator_loss: 0.844507
[INFO] 2020-12-04 08:51:31 > Start Evaluation (106000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 08:51:31 > Calculating FID Score....
[INFO] 2020-12-04 08:52:43 > Calculating Inception Score....
[INFO] 2020-12-04 08:53:43 > Calculate F_beta Score....
[INFO] 2020-12-04 08:56:19 > Calculate Accuracies....
[INFO] 2020-12-04 08:57:18 > Calculate Accuracies....
[INFO] 2020-12-04 08:58:08 > F_8 score (Step: 106000, Using valid images): 0.9787564008080515
[INFO] 2020-12-04 08:58:08 > F_1/8 score (Step: 106000, Using valid images): 0.9747993621302325
[INFO] 2020-12-04 08:58:08 > FID score (Step: 106000, Using valid moments): 11.217732836264872
[INFO] 2020-12-04 08:58:08 > Inception score (Step: 106000, 50000 generated images): 65.06597137451172
[INFO] 2020-12-04 08:58:08 > Best FID score (Step: 106000, Using valid moments): 11.217732836264872
[INFO] 2020-12-04 08:58:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 09:18:00 > Step: 106100 Progress: 53.0% Elapsed: 3 days, 14:52:36 temperature: no ada_p: No Discriminator_loss: 0.0226081 Generator_loss: 0.71948
[INFO] 2020-12-04 09:37:37 > Step: 106200 Progress: 53.1% Elapsed: 3 days, 15:12:13 temperature: no ada_p: No Discriminator_loss: 0.0448742 Generator_loss: 0.655357
[INFO] 2020-12-04 09:57:20 > Step: 106300 Progress: 53.1% Elapsed: 3 days, 15:31:56 temperature: no ada_p: No Discriminator_loss: 0.0268939 Generator_loss: 0.696549
[INFO] 2020-12-04 10:17:00 > Step: 106400 Progress: 53.2% Elapsed: 3 days, 15:51:36 temperature: no ada_p: No Discriminator_loss: 0.0299705 Generator_loss: 0.683501
[INFO] 2020-12-04 10:36:39 > Step: 106500 Progress: 53.2% Elapsed: 3 days, 16:11:15 temperature: no ada_p: No Discriminator_loss: 0.0289669 Generator_loss: 0.779068
[INFO] 2020-12-04 10:56:21 > Step: 106600 Progress: 53.3% Elapsed: 3 days, 16:30:57 temperature: no ada_p: No Discriminator_loss: 0.0304558 Generator_loss: 0.665454
[INFO] 2020-12-04 11:15:58 > Step: 106700 Progress: 53.3% Elapsed: 3 days, 16:50:34 temperature: no ada_p: No Discriminator_loss: 0.0343111 Generator_loss: 0.731305
[INFO] 2020-12-04 11:35:34 > Step: 106800 Progress: 53.4% Elapsed: 3 days, 17:10:10 temperature: no ada_p: No Discriminator_loss: 0.0210052 Generator_loss: 0.768862
[INFO] 2020-12-04 11:55:14 > Step: 106900 Progress: 53.4% Elapsed: 3 days, 17:29:50 temperature: no ada_p: No Discriminator_loss: 0.0194739 Generator_loss: 0.827271
[INFO] 2020-12-04 12:14:52 > Step: 107000 Progress: 53.5% Elapsed: 3 days, 17:49:28 temperature: no ada_p: No Discriminator_loss: 0.04257 Generator_loss: 0.674177
[INFO] 2020-12-04 12:34:28 > Step: 107100 Progress: 53.5% Elapsed: 3 days, 18:09:04 temperature: no ada_p: No Discriminator_loss: 0.0260356 Generator_loss: 0.785798
[INFO] 2020-12-04 12:54:05 > Step: 107200 Progress: 53.6% Elapsed: 3 days, 18:28:41 temperature: no ada_p: No Discriminator_loss: 0.0243479 Generator_loss: 0.717791
[INFO] 2020-12-04 13:13:46 > Step: 107300 Progress: 53.6% Elapsed: 3 days, 18:48:22 temperature: no ada_p: No Discriminator_loss: 0.0249361 Generator_loss: 0.721905
[INFO] 2020-12-04 13:33:22 > Step: 107400 Progress: 53.7% Elapsed: 3 days, 19:07:58 temperature: no ada_p: No Discriminator_loss: 0.0309397 Generator_loss: 0.668817
[INFO] 2020-12-04 13:52:59 > Step: 107500 Progress: 53.8% Elapsed: 3 days, 19:27:35 temperature: no ada_p: No Discriminator_loss: 0.163165 Generator_loss: 0.254043
[INFO] 2020-12-04 14:12:42 > Step: 107600 Progress: 53.8% Elapsed: 3 days, 19:47:18 temperature: no ada_p: No Discriminator_loss: 0.0173922 Generator_loss: 0.701836
[INFO] 2020-12-04 14:32:19 > Step: 107700 Progress: 53.8% Elapsed: 3 days, 20:06:55 temperature: no ada_p: No Discriminator_loss: 0.0349636 Generator_loss: 0.660105
[INFO] 2020-12-04 14:51:56 > Step: 107800 Progress: 53.9% Elapsed: 3 days, 20:26:32 temperature: no ada_p: No Discriminator_loss: 0.0312009 Generator_loss: 0.634598
[INFO] 2020-12-04 15:11:38 > Step: 107900 Progress: 53.9% Elapsed: 3 days, 20:46:14 temperature: no ada_p: No Discriminator_loss: 0.0207267 Generator_loss: 0.742232
[INFO] 2020-12-04 15:31:16 > Step: 108000 Progress: 54.0% Elapsed: 3 days, 21:05:52 temperature: no ada_p: No Discriminator_loss: 0.0236259 Generator_loss: 0.778104
[INFO] 2020-12-04 15:31:16 > Start Evaluation (108000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 15:31:16 > Calculating FID Score....
[INFO] 2020-12-04 15:32:27 > Calculating Inception Score....
[INFO] 2020-12-04 15:33:28 > Calculate F_beta Score....
[INFO] 2020-12-04 15:36:03 > Calculate Accuracies....
[INFO] 2020-12-04 15:37:02 > Calculate Accuracies....
[INFO] 2020-12-04 15:38:24 > F_8 score (Step: 108000, Using valid images): 0.9818533480547964
[INFO] 2020-12-04 15:38:24 > F_1/8 score (Step: 108000, Using valid images): 0.9751986545147452
[INFO] 2020-12-04 15:38:24 > FID score (Step: 108000, Using valid moments): 11.081778315895122
[INFO] 2020-12-04 15:38:24 > Inception score (Step: 108000, 50000 generated images): 65.70346069335938
[INFO] 2020-12-04 15:38:24 > Best FID score (Step: 108000, Using valid moments): 11.081778315895122
[INFO] 2020-12-04 15:38:38 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 15:58:16 > Step: 108100 Progress: 54.0% Elapsed: 3 days, 21:32:52 temperature: no ada_p: No Discriminator_loss: 0.0306898 Generator_loss: 0.708828
[INFO] 2020-12-04 16:17:58 > Step: 108200 Progress: 54.1% Elapsed: 3 days, 21:52:34 temperature: no ada_p: No Discriminator_loss: 0.0273206 Generator_loss: 0.717412
[INFO] 2020-12-04 16:37:38 > Step: 108300 Progress: 54.1% Elapsed: 3 days, 22:12:14 temperature: no ada_p: No Discriminator_loss: 0.0206729 Generator_loss: 0.76687
[INFO] 2020-12-04 16:57:18 > Step: 108400 Progress: 54.2% Elapsed: 3 days, 22:31:54 temperature: no ada_p: No Discriminator_loss: 0.0677989 Generator_loss: 0.5502
[INFO] 2020-12-04 17:17:01 > Step: 108500 Progress: 54.2% Elapsed: 3 days, 22:51:37 temperature: no ada_p: No Discriminator_loss: 0.0238994 Generator_loss: 0.748752
[INFO] 2020-12-04 17:36:41 > Step: 108600 Progress: 54.3% Elapsed: 3 days, 23:11:17 temperature: no ada_p: No Discriminator_loss: 0.0340732 Generator_loss: 0.730476
[INFO] 2020-12-04 17:56:19 > Step: 108700 Progress: 54.4% Elapsed: 3 days, 23:30:55 temperature: no ada_p: No Discriminator_loss: 0.0537602 Generator_loss: 0.54981
[INFO] 2020-12-04 18:16:01 > Step: 108800 Progress: 54.4% Elapsed: 3 days, 23:50:37 temperature: no ada_p: No Discriminator_loss: 0.0255436 Generator_loss: 0.751615
[INFO] 2020-12-04 18:35:40 > Step: 108900 Progress: 54.4% Elapsed: 4 days, 0:10:16 temperature: no ada_p: No Discriminator_loss: 0.0244555 Generator_loss: 0.765074
[INFO] 2020-12-04 18:55:19 > Step: 109000 Progress: 54.5% Elapsed: 4 days, 0:29:55 temperature: no ada_p: No Discriminator_loss: 0.0500778 Generator_loss: 0.623848
[INFO] 2020-12-04 19:15:02 > Step: 109100 Progress: 54.5% Elapsed: 4 days, 0:49:38 temperature: no ada_p: No Discriminator_loss: 0.0291131 Generator_loss: 0.718716
[INFO] 2020-12-04 19:34:41 > Step: 109200 Progress: 54.6% Elapsed: 4 days, 1:09:17 temperature: no ada_p: No Discriminator_loss: 0.0279512 Generator_loss: 0.690965
[INFO] 2020-12-04 19:54:18 > Step: 109300 Progress: 54.6% Elapsed: 4 days, 1:28:54 temperature: no ada_p: No Discriminator_loss: 0.0187389 Generator_loss: 0.800453
[INFO] 2020-12-04 20:14:00 > Step: 109400 Progress: 54.7% Elapsed: 4 days, 1:48:36 temperature: no ada_p: No Discriminator_loss: 0.0516485 Generator_loss: 0.522892
[INFO] 2020-12-04 20:33:38 > Step: 109500 Progress: 54.8% Elapsed: 4 days, 2:08:14 temperature: no ada_p: No Discriminator_loss: 0.0346604 Generator_loss: 0.611966
[INFO] 2020-12-04 20:53:15 > Step: 109600 Progress: 54.8% Elapsed: 4 days, 2:27:51 temperature: no ada_p: No Discriminator_loss: 0.0491444 Generator_loss: 0.60474
[INFO] 2020-12-04 21:12:51 > Step: 109700 Progress: 54.9% Elapsed: 4 days, 2:47:27 temperature: no ada_p: No Discriminator_loss: 0.103714 Generator_loss: 0.363595
[INFO] 2020-12-04 21:32:36 > Step: 109800 Progress: 54.9% Elapsed: 4 days, 3:07:12 temperature: no ada_p: No Discriminator_loss: 0.0264873 Generator_loss: 0.804241
[INFO] 2020-12-04 21:52:14 > Step: 109900 Progress: 54.9% Elapsed: 4 days, 3:26:50 temperature: no ada_p: No Discriminator_loss: 0.0289343 Generator_loss: 0.683247
[INFO] 2020-12-04 22:11:52 > Step: 110000 Progress: 55.0% Elapsed: 4 days, 3:46:28 temperature: no ada_p: No Discriminator_loss: 0.0130791 Generator_loss: 0.810492
[INFO] 2020-12-04 22:11:52 > Start Evaluation (110000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 22:11:52 > Calculating FID Score....
[INFO] 2020-12-04 22:13:03 > Calculating Inception Score....
[INFO] 2020-12-04 22:14:04 > Calculate F_beta Score....
[INFO] 2020-12-04 22:16:49 > Calculate Accuracies....
[INFO] 2020-12-04 22:17:48 > Calculate Accuracies....
[INFO] 2020-12-04 22:19:03 > F_8 score (Step: 110000, Using valid images): 0.9794254919341632
[INFO] 2020-12-04 22:19:03 > F_1/8 score (Step: 110000, Using valid images): 0.9773248636807028
[INFO] 2020-12-04 22:19:03 > FID score (Step: 110000, Using valid moments): 10.990745655754154
[INFO] 2020-12-04 22:19:03 > Inception score (Step: 110000, 50000 generated images): 68.35523223876953
[INFO] 2020-12-04 22:19:03 > Best FID score (Step: 110000, Using valid moments): 10.990745655754154
[INFO] 2020-12-04 22:19:16 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 22:39:01 > Step: 110100 Progress: 55.0% Elapsed: 4 days, 4:13:37 temperature: no ada_p: No Discriminator_loss: 0.016553 Generator_loss: 0.891062
[INFO] 2020-12-04 22:58:39 > Step: 110200 Progress: 55.1% Elapsed: 4 days, 4:33:15 temperature: no ada_p: No Discriminator_loss: 0.0258797 Generator_loss: 0.755881
[INFO] 2020-12-04 23:18:17 > Step: 110300 Progress: 55.1% Elapsed: 4 days, 4:52:53 temperature: no ada_p: No Discriminator_loss: 0.0321271 Generator_loss: 0.676373
[INFO] 2020-12-04 23:38:01 > Step: 110400 Progress: 55.2% Elapsed: 4 days, 5:12:37 temperature: no ada_p: No Discriminator_loss: 0.0304239 Generator_loss: 0.652701
[INFO] 2020-12-04 23:57:38 > Step: 110500 Progress: 55.2% Elapsed: 4 days, 5:32:14 temperature: no ada_p: No Discriminator_loss: 0.0321347 Generator_loss: 0.70379
[INFO] 2020-12-05 00:17:15 > Step: 110600 Progress: 55.3% Elapsed: 4 days, 5:51:51 temperature: no ada_p: No Discriminator_loss: 0.019293 Generator_loss: 0.739691
[INFO] 2020-12-05 00:36:58 > Step: 110700 Progress: 55.4% Elapsed: 4 days, 6:11:34 temperature: no ada_p: No Discriminator_loss: 0.0197281 Generator_loss: 0.718308
[INFO] 2020-12-05 00:56:36 > Step: 110800 Progress: 55.4% Elapsed: 4 days, 6:31:12 temperature: no ada_p: No Discriminator_loss: 0.0268247 Generator_loss: 0.74494
[INFO] 2020-12-05 01:16:14 > Step: 110900 Progress: 55.5% Elapsed: 4 days, 6:50:50 temperature: no ada_p: No Discriminator_loss: 0.025948 Generator_loss: 0.723521
[INFO] 2020-12-05 01:35:56 > Step: 111000 Progress: 55.5% Elapsed: 4 days, 7:10:32 temperature: no ada_p: No Discriminator_loss: 0.0336523 Generator_loss: 0.715793
[INFO] 2020-12-05 01:55:34 > Step: 111100 Progress: 55.5% Elapsed: 4 days, 7:30:10 temperature: no ada_p: No Discriminator_loss: 0.0267708 Generator_loss: 0.720797
[INFO] 2020-12-05 02:15:11 > Step: 111200 Progress: 55.6% Elapsed: 4 days, 7:49:47 temperature: no ada_p: No Discriminator_loss: 0.0506687 Generator_loss: 0.610864
[INFO] 2020-12-05 02:34:51 > Step: 111300 Progress: 55.6% Elapsed: 4 days, 8:09:27 temperature: no ada_p: No Discriminator_loss: 0.0223617 Generator_loss: 0.719366
[INFO] 2020-12-05 02:54:29 > Step: 111400 Progress: 55.7% Elapsed: 4 days, 8:29:05 temperature: no ada_p: No Discriminator_loss: 0.0226014 Generator_loss: 0.96358
[INFO] 2020-12-05 03:14:06 > Step: 111500 Progress: 55.8% Elapsed: 4 days, 8:48:42 temperature: no ada_p: No Discriminator_loss: 0.0245832 Generator_loss: 0.779935
[INFO] 2020-12-05 03:33:46 > Step: 111600 Progress: 55.8% Elapsed: 4 days, 9:08:22 temperature: no ada_p: No Discriminator_loss: 0.0282338 Generator_loss: 0.606719
[INFO] 2020-12-05 03:53:23 > Step: 111700 Progress: 55.9% Elapsed: 4 days, 9:27:59 temperature: no ada_p: No Discriminator_loss: 0.0887384 Generator_loss: 0.373863
[INFO] 2020-12-05 04:12:59 > Step: 111800 Progress: 55.9% Elapsed: 4 days, 9:47:35 temperature: no ada_p: No Discriminator_loss: 0.0178656 Generator_loss: 0.768413
[INFO] 2020-12-05 04:32:36 > Step: 111900 Progress: 56.0% Elapsed: 4 days, 10:07:12 temperature: no ada_p: No Discriminator_loss: 0.0233781 Generator_loss: 0.762534
[INFO] 2020-12-05 04:52:21 > Step: 112000 Progress: 56.0% Elapsed: 4 days, 10:26:57 temperature: no ada_p: No Discriminator_loss: 0.0655246 Generator_loss: 0.54201
[INFO] 2020-12-05 04:52:21 > Start Evaluation (112000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 04:52:21 > Calculating FID Score....
[INFO] 2020-12-05 04:53:32 > Calculating Inception Score....
[INFO] 2020-12-05 04:54:33 > Calculate F_beta Score....
[INFO] 2020-12-05 04:57:22 > Calculate Accuracies....
[INFO] 2020-12-05 04:58:21 > Calculate Accuracies....
[INFO] 2020-12-05 04:59:37 > F_8 score (Step: 112000, Using valid images): 0.9803685571806707
[INFO] 2020-12-05 04:59:37 > F_1/8 score (Step: 112000, Using valid images): 0.9782312446748986
[INFO] 2020-12-05 04:59:37 > FID score (Step: 112000, Using valid moments): 10.878700883908891
[INFO] 2020-12-05 04:59:37 > Inception score (Step: 112000, 50000 generated images): 67.10635375976562
[INFO] 2020-12-05 04:59:37 > Best FID score (Step: 112000, Using valid moments): 10.878700883908891
[INFO] 2020-12-05 04:59:50 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 05:19:28 > Step: 112100 Progress: 56.0% Elapsed: 4 days, 10:54:04 temperature: no ada_p: No Discriminator_loss: 0.0532703 Generator_loss: 0.519404
[INFO] 2020-12-05 05:39:04 > Step: 112200 Progress: 56.1% Elapsed: 4 days, 11:13:40 temperature: no ada_p: No Discriminator_loss: 0.0231113 Generator_loss: 0.776762
[INFO] 2020-12-05 05:58:49 > Step: 112300 Progress: 56.1% Elapsed: 4 days, 11:33:25 temperature: no ada_p: No Discriminator_loss: 0.0186182 Generator_loss: 0.750835
[INFO] 2020-12-05 06:18:28 > Step: 112400 Progress: 56.2% Elapsed: 4 days, 11:53:04 temperature: no ada_p: No Discriminator_loss: 0.0569166 Generator_loss: 0.602292
[INFO] 2020-12-05 06:38:06 > Step: 112500 Progress: 56.2% Elapsed: 4 days, 12:12:42 temperature: no ada_p: No Discriminator_loss: 0.0280477 Generator_loss: 0.876336
[INFO] 2020-12-05 06:57:50 > Step: 112600 Progress: 56.3% Elapsed: 4 days, 12:32:26 temperature: no ada_p: No Discriminator_loss: 0.0230986 Generator_loss: 0.766488
[INFO] 2020-12-05 07:17:28 > Step: 112700 Progress: 56.4% Elapsed: 4 days, 12:52:04 temperature: no ada_p: No Discriminator_loss: 0.0316088 Generator_loss: 0.692304
[INFO] 2020-12-05 07:37:06 > Step: 112800 Progress: 56.4% Elapsed: 4 days, 13:11:42 temperature: no ada_p: No Discriminator_loss: 0.0269532 Generator_loss: 0.727656
[INFO] 2020-12-05 07:56:51 > Step: 112900 Progress: 56.5% Elapsed: 4 days, 13:31:27 temperature: no ada_p: No Discriminator_loss: 0.0259774 Generator_loss: 0.668734
[INFO] 2020-12-05 08:16:30 > Step: 113000 Progress: 56.5% Elapsed: 4 days, 13:51:06 temperature: no ada_p: No Discriminator_loss: 0.0318991 Generator_loss: 0.668268
[INFO] 2020-12-05 08:36:09 > Step: 113100 Progress: 56.5% Elapsed: 4 days, 14:10:45 temperature: no ada_p: No Discriminator_loss: 0.0230513 Generator_loss: 0.902399
[INFO] 2020-12-05 08:55:53 > Step: 113200 Progress: 56.6% Elapsed: 4 days, 14:30:29 temperature: no ada_p: No Discriminator_loss: 0.0256145 Generator_loss: 0.671955
[INFO] 2020-12-05 09:15:31 > Step: 113300 Progress: 56.6% Elapsed: 4 days, 14:50:07 temperature: no ada_p: No Discriminator_loss: 0.0252282 Generator_loss: 0.802817
[INFO] 2020-12-05 09:35:08 > Step: 113400 Progress: 56.7% Elapsed: 4 days, 15:09:44 temperature: no ada_p: No Discriminator_loss: 0.0397061 Generator_loss: 0.671603
[INFO] 2020-12-05 09:54:51 > Step: 113500 Progress: 56.8% Elapsed: 4 days, 15:29:27 temperature: no ada_p: No Discriminator_loss: 0.0338803 Generator_loss: 0.68662
[INFO] 2020-12-05 10:14:32 > Step: 113600 Progress: 56.8% Elapsed: 4 days, 15:49:08 temperature: no ada_p: No Discriminator_loss: 0.0295282 Generator_loss: 0.702617
[INFO] 2020-12-05 10:34:13 > Step: 113700 Progress: 56.9% Elapsed: 4 days, 16:08:49 temperature: no ada_p: No Discriminator_loss: 0.0507821 Generator_loss: 0.563502
[INFO] 2020-12-05 10:54:01 > Step: 113800 Progress: 56.9% Elapsed: 4 days, 16:28:37 temperature: no ada_p: No Discriminator_loss: 0.0427647 Generator_loss: 0.627878
[INFO] 2020-12-05 11:13:44 > Step: 113900 Progress: 57.0% Elapsed: 4 days, 16:48:20 temperature: no ada_p: No Discriminator_loss: 0.0356357 Generator_loss: 0.716828
[INFO] 2020-12-05 11:33:26 > Step: 114000 Progress: 57.0% Elapsed: 4 days, 17:08:02 temperature: no ada_p: No Discriminator_loss: 0.0454028 Generator_loss: 0.586663
[INFO] 2020-12-05 11:33:26 > Start Evaluation (114000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 11:33:26 > Calculating FID Score....
[INFO] 2020-12-05 11:34:37 > Calculating Inception Score....
[INFO] 2020-12-05 11:35:37 > Calculate F_beta Score....
[INFO] 2020-12-05 11:40:07 > Calculate Accuracies....
[INFO] 2020-12-05 11:41:07 > Calculate Accuracies....
[INFO] 2020-12-05 11:42:26 > F_8 score (Step: 114000, Using valid images): 0.9812253185106319
[INFO] 2020-12-05 11:42:26 > F_1/8 score (Step: 114000, Using valid images): 0.9770163661316408
[INFO] 2020-12-05 11:42:26 > FID score (Step: 114000, Using valid moments): 10.699637802232587
[INFO] 2020-12-05 11:42:26 > Inception score (Step: 114000, 50000 generated images): 68.50634002685547
[INFO] 2020-12-05 11:42:26 > Best FID score (Step: 114000, Using valid moments): 10.699637802232587
[INFO] 2020-12-05 11:42:39 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 12:02:25 > Step: 114100 Progress: 57.0% Elapsed: 4 days, 17:37:01 temperature: no ada_p: No Discriminator_loss: 0.0300249 Generator_loss: 0.726278
[INFO] 2020-12-05 12:22:06 > Step: 114200 Progress: 57.1% Elapsed: 4 days, 17:56:42 temperature: no ada_p: No Discriminator_loss: 0.0296935 Generator_loss: 0.783906
[INFO] 2020-12-05 12:41:44 > Step: 114300 Progress: 57.1% Elapsed: 4 days, 18:16:20 temperature: no ada_p: No Discriminator_loss: 0.0319467 Generator_loss: 0.679604
[INFO] 2020-12-05 13:01:22 > Step: 114400 Progress: 57.2% Elapsed: 4 days, 18:35:58 temperature: no ada_p: No Discriminator_loss: 0.0253424 Generator_loss: 0.854301
[INFO] 2020-12-05 13:21:07 > Step: 114500 Progress: 57.2% Elapsed: 4 days, 18:55:43 temperature: no ada_p: No Discriminator_loss: 0.0165779 Generator_loss: 0.873343
[INFO] 2020-12-05 13:40:47 > Step: 114600 Progress: 57.3% Elapsed: 4 days, 19:15:23 temperature: no ada_p: No Discriminator_loss: 0.0190436 Generator_loss: 0.849769
[INFO] 2020-12-05 14:00:25 > Step: 114700 Progress: 57.4% Elapsed: 4 days, 19:35:01 temperature: no ada_p: No Discriminator_loss: 0.0259279 Generator_loss: 0.773161
[INFO] 2020-12-05 14:20:08 > Step: 114800 Progress: 57.4% Elapsed: 4 days, 19:54:44 temperature: no ada_p: No Discriminator_loss: 0.0349243 Generator_loss: 0.689228
[INFO] 2020-12-05 14:39:45 > Step: 114900 Progress: 57.5% Elapsed: 4 days, 20:14:21 temperature: no ada_p: No Discriminator_loss: 0.0574945 Generator_loss: 0.595049
[INFO] 2020-12-05 14:59:23 > Step: 115000 Progress: 57.5% Elapsed: 4 days, 20:33:59 temperature: no ada_p: No Discriminator_loss: 0.018477 Generator_loss: 0.747612
[INFO] 2020-12-05 15:19:06 > Step: 115100 Progress: 57.6% Elapsed: 4 days, 20:53:42 temperature: no ada_p: No Discriminator_loss: 0.0244411 Generator_loss: 0.738173
[INFO] 2020-12-05 15:38:45 > Step: 115200 Progress: 57.6% Elapsed: 4 days, 21:13:21 temperature: no ada_p: No Discriminator_loss: 0.0191987 Generator_loss: 0.787976
[INFO] 2020-12-05 15:58:23 > Step: 115300 Progress: 57.6% Elapsed: 4 days, 21:32:59 temperature: no ada_p: No Discriminator_loss: 0.0275235 Generator_loss: 0.763438
[INFO] 2020-12-05 16:18:04 > Step: 115400 Progress: 57.7% Elapsed: 4 days, 21:52:40 temperature: no ada_p: No Discriminator_loss: 0.0181362 Generator_loss: 0.797503
[INFO] 2020-12-05 16:37:44 > Step: 115500 Progress: 57.8% Elapsed: 4 days, 22:12:20 temperature: no ada_p: No Discriminator_loss: 0.024084 Generator_loss: 0.715472
[INFO] 2020-12-05 16:57:25 > Step: 115600 Progress: 57.8% Elapsed: 4 days, 22:32:01 temperature: no ada_p: No Discriminator_loss: 0.0451835 Generator_loss: 0.581916
[INFO] 2020-12-05 17:17:08 > Step: 115700 Progress: 57.9% Elapsed: 4 days, 22:51:44 temperature: no ada_p: No Discriminator_loss: 0.0717322 Generator_loss: 0.534875
[INFO] 2020-12-05 17:36:47 > Step: 115800 Progress: 57.9% Elapsed: 4 days, 23:11:23 temperature: no ada_p: No Discriminator_loss: 0.0407333 Generator_loss: 0.702535
[INFO] 2020-12-05 17:56:24 > Step: 115900 Progress: 58.0% Elapsed: 4 days, 23:31:00 temperature: no ada_p: No Discriminator_loss: 0.0314563 Generator_loss: 0.700153
[INFO] 2020-12-05 18:16:06 > Step: 116000 Progress: 58.0% Elapsed: 4 days, 23:50:42 temperature: no ada_p: No Discriminator_loss: 0.0436773 Generator_loss: 0.651579
[INFO] 2020-12-05 18:16:06 > Start Evaluation (116000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 18:16:06 > Calculating FID Score....
[INFO] 2020-12-05 18:17:17 > Calculating Inception Score....
[INFO] 2020-12-05 18:18:18 > Calculate F_beta Score....
[INFO] 2020-12-05 18:20:43 > Calculate Accuracies....
[INFO] 2020-12-05 18:21:42 > Calculate Accuracies....
[INFO] 2020-12-05 18:22:33 > F_8 score (Step: 116000, Using valid images): 0.9822948460329006
[INFO] 2020-12-05 18:22:33 > F_1/8 score (Step: 116000, Using valid images): 0.9763948625315536
[INFO] 2020-12-05 18:22:33 > FID score (Step: 116000, Using valid moments): 10.658789804786352
[INFO] 2020-12-05 18:22:33 > Inception score (Step: 116000, 50000 generated images): 69.45074462890625
[INFO] 2020-12-05 18:22:33 > Best FID score (Step: 116000, Using valid moments): 10.658789804786352
[INFO] 2020-12-05 18:22:47 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 18:42:25 > Step: 116100 Progress: 58.1% Elapsed: 5 days, 0:17:01 temperature: no ada_p: No Discriminator_loss: 0.038465 Generator_loss: 0.677142
[INFO] 2020-12-05 19:02:01 > Step: 116200 Progress: 58.1% Elapsed: 5 days, 0:36:37 temperature: no ada_p: No Discriminator_loss: 0.030312 Generator_loss: 0.686636
[INFO] 2020-12-05 19:21:42 > Step: 116300 Progress: 58.1% Elapsed: 5 days, 0:56:18 temperature: no ada_p: No Discriminator_loss: 0.0388976 Generator_loss: 0.592241
[INFO] 2020-12-05 19:41:21 > Step: 116400 Progress: 58.2% Elapsed: 5 days, 1:15:57 temperature: no ada_p: No Discriminator_loss: 0.0426272 Generator_loss: 0.510307
[INFO] 2020-12-05 20:00:58 > Step: 116500 Progress: 58.2% Elapsed: 5 days, 1:35:34 temperature: no ada_p: No Discriminator_loss: 0.262783 Generator_loss: 0.114727
[INFO] 2020-12-05 20:20:39 > Step: 116600 Progress: 58.3% Elapsed: 5 days, 1:55:15 temperature: no ada_p: No Discriminator_loss: 0.0347233 Generator_loss: 0.610952
[INFO] 2020-12-05 20:40:17 > Step: 116700 Progress: 58.4% Elapsed: 5 days, 2:14:54 temperature: no ada_p: No Discriminator_loss: 0.0266027 Generator_loss: 0.678902
[INFO] 2020-12-05 20:59:55 > Step: 116800 Progress: 58.4% Elapsed: 5 days, 2:34:31 temperature: no ada_p: No Discriminator_loss: 0.021681 Generator_loss: 0.821116
[INFO] 2020-12-05 21:19:31 > Step: 116900 Progress: 58.5% Elapsed: 5 days, 2:54:07 temperature: no ada_p: No Discriminator_loss: 0.0208965 Generator_loss: 0.694946
[INFO] 2020-12-05 21:39:14 > Step: 117000 Progress: 58.5% Elapsed: 5 days, 3:13:50 temperature: no ada_p: No Discriminator_loss: 0.0268861 Generator_loss: 0.806197
[INFO] 2020-12-05 21:58:52 > Step: 117100 Progress: 58.6% Elapsed: 5 days, 3:33:28 temperature: no ada_p: No Discriminator_loss: 0.0243358 Generator_loss: 0.728699
[INFO] 2020-12-05 22:18:29 > Step: 117200 Progress: 58.6% Elapsed: 5 days, 3:53:05 temperature: no ada_p: No Discriminator_loss: 0.032549 Generator_loss: 0.685925
[INFO] 2020-12-05 22:38:15 > Step: 117300 Progress: 58.7% Elapsed: 5 days, 4:12:51 temperature: no ada_p: No Discriminator_loss: 0.0263606 Generator_loss: 0.740526
[INFO] 2020-12-05 22:57:52 > Step: 117400 Progress: 58.7% Elapsed: 5 days, 4:32:28 temperature: no ada_p: No Discriminator_loss: 0.0167142 Generator_loss: 0.776445
[INFO] 2020-12-05 23:17:30 > Step: 117500 Progress: 58.8% Elapsed: 5 days, 4:52:06 temperature: no ada_p: No Discriminator_loss: 0.0429516 Generator_loss: 0.685324
[INFO] 2020-12-05 23:37:13 > Step: 117600 Progress: 58.8% Elapsed: 5 days, 5:11:49 temperature: no ada_p: No Discriminator_loss: 0.0258044 Generator_loss: 0.717356
[INFO] 2020-12-05 23:56:50 > Step: 117700 Progress: 58.9% Elapsed: 5 days, 5:31:27 temperature: no ada_p: No Discriminator_loss: 0.019234 Generator_loss: 0.758388
[INFO] 2020-12-06 00:16:28 > Step: 117800 Progress: 58.9% Elapsed: 5 days, 5:51:04 temperature: no ada_p: No Discriminator_loss: 0.0213015 Generator_loss: 0.789959
[INFO] 2020-12-06 00:36:10 > Step: 117900 Progress: 59.0% Elapsed: 5 days, 6:10:46 temperature: no ada_p: No Discriminator_loss: 0.0189011 Generator_loss: 0.764435
[INFO] 2020-12-06 00:55:48 > Step: 118000 Progress: 59.0% Elapsed: 5 days, 6:30:24 temperature: no ada_p: No Discriminator_loss: 0.0396441 Generator_loss: 0.59247
[INFO] 2020-12-06 00:55:48 > Start Evaluation (118000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 00:55:48 > Calculating FID Score....
[INFO] 2020-12-06 00:56:59 > Calculating Inception Score....
[INFO] 2020-12-06 00:58:00 > Calculate F_beta Score....
[INFO] 2020-12-06 01:00:49 > Calculate Accuracies....
[INFO] 2020-12-06 01:01:48 > Calculate Accuracies....
[INFO] 2020-12-06 01:02:39 > F_8 score (Step: 118000, Using valid images): 0.9815196170001409
[INFO] 2020-12-06 01:02:39 > F_1/8 score (Step: 118000, Using valid images): 0.9794690385204817
[INFO] 2020-12-06 01:02:39 > FID score (Step: 118000, Using valid moments): 10.57510072542101
[INFO] 2020-12-06 01:02:39 > Inception score (Step: 118000, 50000 generated images): 68.9351806640625
[INFO] 2020-12-06 01:02:39 > Best FID score (Step: 118000, Using valid moments): 10.57510072542101
[INFO] 2020-12-06 01:02:53 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 01:22:31 > Step: 118100 Progress: 59.1% Elapsed: 5 days, 6:57:07 temperature: no ada_p: No Discriminator_loss: 0.0671412 Generator_loss: 0.458955
[INFO] 2020-12-06 01:42:15 > Step: 118200 Progress: 59.1% Elapsed: 5 days, 7:16:51 temperature: no ada_p: No Discriminator_loss: 0.0372625 Generator_loss: 0.644356
[INFO] 2020-12-06 02:01:53 > Step: 118300 Progress: 59.2% Elapsed: 5 days, 7:36:29 temperature: no ada_p: No Discriminator_loss: 0.0209436 Generator_loss: 0.826437
[INFO] 2020-12-06 02:21:30 > Step: 118400 Progress: 59.2% Elapsed: 5 days, 7:56:06 temperature: no ada_p: No Discriminator_loss: 0.0221951 Generator_loss: 0.749693
[INFO] 2020-12-06 02:41:12 > Step: 118500 Progress: 59.2% Elapsed: 5 days, 8:15:48 temperature: no ada_p: No Discriminator_loss: 0.0175028 Generator_loss: 0.801021
[INFO] 2020-12-06 03:00:51 > Step: 118600 Progress: 59.3% Elapsed: 5 days, 8:35:27 temperature: no ada_p: No Discriminator_loss: 0.0377008 Generator_loss: 0.63376
[INFO] 2020-12-06 03:20:28 > Step: 118700 Progress: 59.4% Elapsed: 5 days, 8:55:04 temperature: no ada_p: No Discriminator_loss: 0.103283 Generator_loss: 0.321511
[INFO] 2020-12-06 03:40:10 > Step: 118800 Progress: 59.4% Elapsed: 5 days, 9:14:46 temperature: no ada_p: No Discriminator_loss: 0.0703127 Generator_loss: 0.500747
[INFO] 2020-12-06 03:59:48 > Step: 118900 Progress: 59.5% Elapsed: 5 days, 9:34:24 temperature: no ada_p: No Discriminator_loss: 0.0299111 Generator_loss: 0.741128
[INFO] 2020-12-06 04:19:25 > Step: 119000 Progress: 59.5% Elapsed: 5 days, 9:54:01 temperature: no ada_p: No Discriminator_loss: 0.0177953 Generator_loss: 0.930529
[INFO] 2020-12-06 04:39:07 > Step: 119100 Progress: 59.6% Elapsed: 5 days, 10:13:43 temperature: no ada_p: No Discriminator_loss: 0.0274551 Generator_loss: 0.723659
[INFO] 2020-12-06 04:58:50 > Step: 119200 Progress: 59.6% Elapsed: 5 days, 10:33:26 temperature: no ada_p: No Discriminator_loss: 0.0334437 Generator_loss: 0.675423
[INFO] 2020-12-06 05:18:29 > Step: 119300 Progress: 59.7% Elapsed: 5 days, 10:53:06 temperature: no ada_p: No Discriminator_loss: 0.018335 Generator_loss: 0.846297
[INFO] 2020-12-06 05:38:09 > Step: 119400 Progress: 59.7% Elapsed: 5 days, 11:12:45 temperature: no ada_p: No Discriminator_loss: 0.0695283 Generator_loss: 0.558485
[INFO] 2020-12-06 05:57:52 > Step: 119500 Progress: 59.8% Elapsed: 5 days, 11:32:28 temperature: no ada_p: No Discriminator_loss: 0.0238664 Generator_loss: 0.767472
[INFO] 2020-12-06 06:17:29 > Step: 119600 Progress: 59.8% Elapsed: 5 days, 11:52:05 temperature: no ada_p: No Discriminator_loss: 0.022726 Generator_loss: 0.808648
[INFO] 2020-12-06 06:37:06 > Step: 119700 Progress: 59.9% Elapsed: 5 days, 12:11:42 temperature: no ada_p: No Discriminator_loss: 0.0370339 Generator_loss: 0.692857
[INFO] 2020-12-06 06:56:50 > Step: 119800 Progress: 59.9% Elapsed: 5 days, 12:31:26 temperature: no ada_p: No Discriminator_loss: 0.0221888 Generator_loss: 0.725062
[INFO] 2020-12-06 07:16:27 > Step: 119900 Progress: 60.0% Elapsed: 5 days, 12:51:04 temperature: no ada_p: No Discriminator_loss: 0.0717408 Generator_loss: 0.445227
[INFO] 2020-12-06 07:36:06 > Step: 120000 Progress: 60.0% Elapsed: 5 days, 13:10:42 temperature: no ada_p: No Discriminator_loss: 0.0329356 Generator_loss: 0.731077
[INFO] 2020-12-06 07:36:06 > Start Evaluation (120000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 07:36:06 > Calculating FID Score....
[INFO] 2020-12-06 07:37:17 > Calculating Inception Score....
[INFO] 2020-12-06 07:38:18 > Calculate F_beta Score....
[INFO] 2020-12-06 07:41:02 > Calculate Accuracies....
[INFO] 2020-12-06 07:42:01 > Calculate Accuracies....
[INFO] 2020-12-06 07:42:51 > F_8 score (Step: 120000, Using valid images): 0.9814639871507101
[INFO] 2020-12-06 07:42:51 > F_1/8 score (Step: 120000, Using valid images): 0.9781659957089833
[INFO] 2020-12-06 07:42:51 > FID score (Step: 120000, Using valid moments): 10.336239292307425
[INFO] 2020-12-06 07:42:51 > Inception score (Step: 120000, 50000 generated images): 70.48709869384766
[INFO] 2020-12-06 07:42:51 > Best FID score (Step: 120000, Using valid moments): 10.336239292307425
[INFO] 2020-12-06 07:43:05 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 08:02:49 > Step: 120100 Progress: 60.1% Elapsed: 5 days, 13:37:25 temperature: no ada_p: No Discriminator_loss: 0.0198737 Generator_loss: 0.736537
[INFO] 2020-12-06 08:10:40 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=120000.pth
[INFO] 2020-12-06 08:10:40 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=120000.pth
[INFO] 2020-12-06 08:10:42 > Start Evaluation (120000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 08:10:42 > Calculating FID Score....
[INFO] 2020-12-06 08:11:58 > Calculating Inception Score....
[INFO] 2020-12-06 08:12:49 > Calculate F_beta Score....
[INFO] 2020-12-06 08:15:16 > Calculate Accuracies....
[INFO] 2020-12-06 08:16:08 > Calculate Accuracies....
[INFO] 2020-12-06 08:16:58 > F_8 score (Step: 120000, Using valid images): 0.9852269329013992
[INFO] 2020-12-06 08:16:58 > F_1/8 score (Step: 120000, Using valid images): 0.9799362330352404
[INFO] 2020-12-06 08:16:58 > FID score (Step: 120000, Using valid moments): 9.238656165681562
[INFO] 2020-12-06 08:16:58 > Inception score (Step: 120000, 50000 generated images): 83.54862976074219
[INFO] 2020-12-06 08:16:58 > Best FID score (Step: 120000, Using valid moments): 9.238656165681562
[INFO] 2020-12-06 08:22:05 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=120000.pth
[INFO] 2020-12-06 08:22:05 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=120000.pth
[INFO] 2020-12-06 08:22:07 > Start training....
[INFO] 2020-12-06 08:42:15 > Step: 120100 Progress: 60.1% Elapsed: 0:20:07 temperature: no ada_p: No Discriminator_loss: 0.0204417 Generator_loss: 0.83101
[INFO] 2020-12-06 09:01:42 > Step: 120200 Progress: 60.1% Elapsed: 0:39:34 temperature: no ada_p: No Discriminator_loss: 0.0196699 Generator_loss: 0.886382
[INFO] 2020-12-06 09:21:10 > Step: 120300 Progress: 60.2% Elapsed: 0:59:02 temperature: no ada_p: No Discriminator_loss: 0.132509 Generator_loss: 0.378626
[INFO] 2020-12-06 09:40:43 > Step: 120400 Progress: 60.2% Elapsed: 1:18:36 temperature: no ada_p: No Discriminator_loss: 0.0136694 Generator_loss: 0.811682
[INFO] 2020-12-06 10:00:14 > Step: 120500 Progress: 60.2% Elapsed: 1:38:07 temperature: no ada_p: No Discriminator_loss: 0.0252321 Generator_loss: 0.714758
[INFO] 2020-12-06 10:19:44 > Step: 120600 Progress: 60.3% Elapsed: 1:57:37 temperature: no ada_p: No Discriminator_loss: 0.0360512 Generator_loss: 0.678584
[INFO] 2020-12-06 10:39:18 > Step: 120700 Progress: 60.4% Elapsed: 2:17:10 temperature: no ada_p: No Discriminator_loss: 0.0255912 Generator_loss: 0.82874
[INFO] 2020-12-06 10:58:48 > Step: 120800 Progress: 60.4% Elapsed: 2:36:40 temperature: no ada_p: No Discriminator_loss: 0.0239094 Generator_loss: 0.794561
[INFO] 2020-12-06 11:18:18 > Step: 120900 Progress: 60.5% Elapsed: 2:56:10 temperature: no ada_p: No Discriminator_loss: 0.0647466 Generator_loss: 0.559708
[INFO] 2020-12-06 11:37:52 > Step: 121000 Progress: 60.5% Elapsed: 3:15:44 temperature: no ada_p: No Discriminator_loss: 0.0391061 Generator_loss: 0.906159
[INFO] 2020-12-06 11:57:24 > Step: 121100 Progress: 60.6% Elapsed: 3:35:17 temperature: no ada_p: No Discriminator_loss: 0.0404945 Generator_loss: 0.55417
[INFO] 2020-12-06 12:16:57 > Step: 121200 Progress: 60.6% Elapsed: 3:54:49 temperature: no ada_p: No Discriminator_loss: 0.0222622 Generator_loss: 0.943413
[INFO] 2020-12-06 12:36:30 > Step: 121300 Progress: 60.7% Elapsed: 4:14:22 temperature: no ada_p: No Discriminator_loss: 0.0260408 Generator_loss: 0.700975
[INFO] 2020-12-06 12:56:00 > Step: 121400 Progress: 60.7% Elapsed: 4:33:52 temperature: no ada_p: No Discriminator_loss: 0.0186427 Generator_loss: 0.804202
[INFO] 2020-12-06 13:15:30 > Step: 121500 Progress: 60.8% Elapsed: 4:53:22 temperature: no ada_p: No Discriminator_loss: 0.0258103 Generator_loss: 0.797512
[INFO] 2020-12-06 13:35:04 > Step: 121600 Progress: 60.8% Elapsed: 5:12:56 temperature: no ada_p: No Discriminator_loss: 0.0360947 Generator_loss: 0.589775
[INFO] 2020-12-06 13:54:34 > Step: 121700 Progress: 60.9% Elapsed: 5:32:26 temperature: no ada_p: No Discriminator_loss: 0.0240834 Generator_loss: 0.823287
[INFO] 2020-12-06 14:14:05 > Step: 121800 Progress: 60.9% Elapsed: 5:51:57 temperature: no ada_p: No Discriminator_loss: 0.0375274 Generator_loss: 0.696587
[INFO] 2020-12-06 14:33:38 > Step: 121900 Progress: 61.0% Elapsed: 6:11:30 temperature: no ada_p: No Discriminator_loss: 0.0158029 Generator_loss: 0.860495
[INFO] 2020-12-06 14:53:07 > Step: 122000 Progress: 61.0% Elapsed: 6:31:00 temperature: no ada_p: No Discriminator_loss: 0.0330595 Generator_loss: 0.650086
[INFO] 2020-12-06 14:53:07 > Start Evaluation (122000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 14:53:07 > Calculating FID Score....
[INFO] 2020-12-06 14:54:21 > Calculating Inception Score....
[INFO] 2020-12-06 14:55:22 > Calculate F_beta Score....
[INFO] 2020-12-06 14:57:54 > Calculate Accuracies....
[INFO] 2020-12-06 14:58:53 > Calculate Accuracies....
[INFO] 2020-12-06 14:59:43 > F_8 score (Step: 122000, Using valid images): 0.9810136046099085
[INFO] 2020-12-06 14:59:43 > F_1/8 score (Step: 122000, Using valid images): 0.9795694196486167
[INFO] 2020-12-06 14:59:43 > FID score (Step: 122000, Using valid moments): 10.220299841543465
[INFO] 2020-12-06 14:59:43 > Inception score (Step: 122000, 50000 generated images): 70.73467254638672
[INFO] 2020-12-06 14:59:43 > Best FID score (Step: 122000, Using valid moments): 10.220299841543465
[INFO] 2020-12-06 14:59:57 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 15:19:26 > Step: 122100 Progress: 61.1% Elapsed: 6:57:19 temperature: no ada_p: No Discriminator_loss: 0.016858 Generator_loss: 0.866411
[INFO] 2020-12-06 15:38:58 > Step: 122200 Progress: 61.1% Elapsed: 7:16:50 temperature: no ada_p: No Discriminator_loss: 0.0140867 Generator_loss: 0.915756
[INFO] 2020-12-06 15:58:28 > Step: 122300 Progress: 61.2% Elapsed: 7:36:20 temperature: no ada_p: No Discriminator_loss: 0.0266238 Generator_loss: 0.715166
[INFO] 2020-12-06 16:17:58 > Step: 122400 Progress: 61.2% Elapsed: 7:55:50 temperature: no ada_p: No Discriminator_loss: 0.0366622 Generator_loss: 0.666534
[INFO] 2020-12-06 16:37:27 > Step: 122500 Progress: 61.3% Elapsed: 8:15:20 temperature: no ada_p: No Discriminator_loss: 0.0234607 Generator_loss: 0.6757
[INFO] 2020-12-06 16:57:01 > Step: 122600 Progress: 61.3% Elapsed: 8:34:54 temperature: no ada_p: No Discriminator_loss: 0.031737 Generator_loss: 0.64489
[INFO] 2020-12-06 17:16:31 > Step: 122700 Progress: 61.4% Elapsed: 8:54:24 temperature: no ada_p: No Discriminator_loss: 0.0307316 Generator_loss: 0.706161
[INFO] 2020-12-06 17:36:02 > Step: 122800 Progress: 61.4% Elapsed: 9:13:54 temperature: no ada_p: No Discriminator_loss: 0.0418363 Generator_loss: 0.622471
[INFO] 2020-12-06 17:55:36 > Step: 122900 Progress: 61.5% Elapsed: 9:33:28 temperature: no ada_p: No Discriminator_loss: 0.0328397 Generator_loss: 0.657195
[INFO] 2020-12-06 18:15:05 > Step: 123000 Progress: 61.5% Elapsed: 9:52:58 temperature: no ada_p: No Discriminator_loss: 0.0164205 Generator_loss: 0.905705
[INFO] 2020-12-06 18:34:34 > Step: 123100 Progress: 61.6% Elapsed: 10:12:26 temperature: no ada_p: No Discriminator_loss: 0.0346024 Generator_loss: 0.632125
[INFO] 2020-12-06 18:54:07 > Step: 123200 Progress: 61.6% Elapsed: 10:32:00 temperature: no ada_p: No Discriminator_loss: 0.0335759 Generator_loss: 0.626282
[INFO] 2020-12-06 19:13:37 > Step: 123300 Progress: 61.7% Elapsed: 10:51:29 temperature: no ada_p: No Discriminator_loss: 0.0222208 Generator_loss: 0.89447
[INFO] 2020-12-06 19:33:07 > Step: 123400 Progress: 61.7% Elapsed: 11:10:59 temperature: no ada_p: No Discriminator_loss: 0.027435 Generator_loss: 0.67513
[INFO] 2020-12-06 19:52:41 > Step: 123500 Progress: 61.8% Elapsed: 11:30:34 temperature: no ada_p: No Discriminator_loss: 0.0335691 Generator_loss: 0.651082
[INFO] 2020-12-06 20:12:14 > Step: 123600 Progress: 61.8% Elapsed: 11:50:06 temperature: no ada_p: No Discriminator_loss: 0.022923 Generator_loss: 0.773044
[INFO] 2020-12-06 20:31:49 > Step: 123700 Progress: 61.9% Elapsed: 12:09:41 temperature: no ada_p: No Discriminator_loss: 0.0245782 Generator_loss: 0.747158
[INFO] 2020-12-06 20:51:24 > Step: 123800 Progress: 61.9% Elapsed: 12:29:16 temperature: no ada_p: No Discriminator_loss: 0.0253683 Generator_loss: 0.744467
[INFO] 2020-12-06 21:10:54 > Step: 123900 Progress: 62.0% Elapsed: 12:48:46 temperature: no ada_p: No Discriminator_loss: 0.0194918 Generator_loss: 0.735131
[INFO] 2020-12-06 21:30:24 > Step: 124000 Progress: 62.0% Elapsed: 13:08:16 temperature: no ada_p: No Discriminator_loss: 0.0159261 Generator_loss: 0.833499
[INFO] 2020-12-06 21:30:24 > Start Evaluation (124000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 21:30:24 > Calculating FID Score....
[INFO] 2020-12-06 21:31:35 > Calculating Inception Score....
[INFO] 2020-12-06 21:32:36 > Calculate F_beta Score....
[INFO] 2020-12-06 21:35:22 > Calculate Accuracies....
[INFO] 2020-12-06 21:36:21 > Calculate Accuracies....
[INFO] 2020-12-06 21:37:42 > F_8 score (Step: 124000, Using valid images): 0.9851971719092437
[INFO] 2020-12-06 21:37:42 > F_1/8 score (Step: 124000, Using valid images): 0.9769238758814053
[INFO] 2020-12-06 21:37:42 > FID score (Step: 124000, Using valid moments): 10.107192257252905
[INFO] 2020-12-06 21:37:42 > Inception score (Step: 124000, 50000 generated images): 71.84070587158203
[INFO] 2020-12-06 21:37:42 > Best FID score (Step: 124000, Using valid moments): 10.107192257252905
[INFO] 2020-12-06 21:37:56 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 21:57:31 > Step: 124100 Progress: 62.1% Elapsed: 13:35:23 temperature: no ada_p: No Discriminator_loss: 0.0353978 Generator_loss: 0.720537
[INFO] 2020-12-06 22:17:04 > Step: 124200 Progress: 62.1% Elapsed: 13:54:56 temperature: no ada_p: No Discriminator_loss: 0.0357981 Generator_loss: 0.611242
[INFO] 2020-12-06 22:36:35 > Step: 124300 Progress: 62.2% Elapsed: 14:14:27 temperature: no ada_p: No Discriminator_loss: 0.0653942 Generator_loss: 0.623147
[INFO] 2020-12-06 22:56:09 > Step: 124400 Progress: 62.2% Elapsed: 14:34:02 temperature: no ada_p: No Discriminator_loss: 0.0553457 Generator_loss: 0.665758
[INFO] 2020-12-06 23:15:43 > Step: 124500 Progress: 62.3% Elapsed: 14:53:35 temperature: no ada_p: No Discriminator_loss: 0.0240113 Generator_loss: 0.619956
[INFO] 2020-12-06 23:35:15 > Step: 124600 Progress: 62.3% Elapsed: 15:13:08 temperature: no ada_p: No Discriminator_loss: 0.0199144 Generator_loss: 0.8516
[INFO] 2020-12-06 23:54:51 > Step: 124700 Progress: 62.4% Elapsed: 15:32:44 temperature: no ada_p: No Discriminator_loss: 0.0353967 Generator_loss: 0.631223
[INFO] 2020-12-07 00:14:25 > Step: 124800 Progress: 62.4% Elapsed: 15:52:17 temperature: no ada_p: No Discriminator_loss: 0.0286278 Generator_loss: 0.736635
[INFO] 2020-12-07 00:33:59 > Step: 124900 Progress: 62.5% Elapsed: 16:11:52 temperature: no ada_p: No Discriminator_loss: 0.0364962 Generator_loss: 0.589537
[INFO] 2020-12-07 00:53:33 > Step: 125000 Progress: 62.5% Elapsed: 16:31:25 temperature: no ada_p: No Discriminator_loss: 0.0282817 Generator_loss: 0.659897
[INFO] 2020-12-07 01:13:12 > Step: 125100 Progress: 62.5% Elapsed: 16:51:04 temperature: no ada_p: No Discriminator_loss: 0.0217582 Generator_loss: 0.76944
[INFO] 2020-12-07 01:32:45 > Step: 125200 Progress: 62.6% Elapsed: 17:10:38 temperature: no ada_p: No Discriminator_loss: 0.0191219 Generator_loss: 0.783774
[INFO] 2020-12-07 01:52:20 > Step: 125300 Progress: 62.6% Elapsed: 17:30:12 temperature: no ada_p: No Discriminator_loss: 0.0587702 Generator_loss: 0.521574
[INFO] 2020-12-07 02:11:56 > Step: 125400 Progress: 62.7% Elapsed: 17:49:48 temperature: no ada_p: No Discriminator_loss: 0.0247753 Generator_loss: 0.717535
[INFO] 2020-12-07 02:31:26 > Step: 125500 Progress: 62.7% Elapsed: 18:09:18 temperature: no ada_p: No Discriminator_loss: 0.0199377 Generator_loss: 0.80113
[INFO] 2020-12-07 02:50:55 > Step: 125600 Progress: 62.8% Elapsed: 18:28:47 temperature: no ada_p: No Discriminator_loss: 0.0162325 Generator_loss: 0.836847
[INFO] 2020-12-07 03:10:30 > Step: 125700 Progress: 62.8% Elapsed: 18:48:23 temperature: no ada_p: No Discriminator_loss: 0.0210417 Generator_loss: 0.887859
[INFO] 2020-12-07 03:30:04 > Step: 125800 Progress: 62.9% Elapsed: 19:07:57 temperature: no ada_p: No Discriminator_loss: 0.0244144 Generator_loss: 0.767223
[INFO] 2020-12-07 03:49:37 > Step: 125900 Progress: 62.9% Elapsed: 19:27:29 temperature: no ada_p: No Discriminator_loss: 0.061805 Generator_loss: 0.562058
[INFO] 2020-12-07 04:09:13 > Step: 126000 Progress: 63.0% Elapsed: 19:47:05 temperature: no ada_p: No Discriminator_loss: 0.0324291 Generator_loss: 0.679296
[INFO] 2020-12-07 04:09:13 > Start Evaluation (126000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 04:09:13 > Calculating FID Score....
[INFO] 2020-12-07 04:10:24 > Calculating Inception Score....
[INFO] 2020-12-07 04:11:25 > Calculate F_beta Score....
[INFO] 2020-12-07 04:20:11 > Calculate Accuracies....
[INFO] 2020-12-07 04:21:10 > Calculate Accuracies....
[INFO] 2020-12-07 04:22:29 > F_8 score (Step: 126000, Using valid images): 0.9807726301909349
[INFO] 2020-12-07 04:22:29 > F_1/8 score (Step: 126000, Using valid images): 0.9776328897973582
[INFO] 2020-12-07 04:22:29 > FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 04:22:29 > Inception score (Step: 126000, 50000 generated images): 72.03771209716797
[INFO] 2020-12-07 04:22:29 > Best FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 04:22:43 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 04:42:15 > Step: 126100 Progress: 63.0% Elapsed: 20:20:08 temperature: no ada_p: No Discriminator_loss: 0.0213356 Generator_loss: 0.924273
[INFO] 2020-12-07 05:01:45 > Step: 126200 Progress: 63.1% Elapsed: 20:39:38 temperature: no ada_p: No Discriminator_loss: 0.0403182 Generator_loss: 0.580194
[INFO] 2020-12-07 05:21:20 > Step: 126300 Progress: 63.1% Elapsed: 20:59:12 temperature: no ada_p: No Discriminator_loss: 0.0431253 Generator_loss: 0.62314
[INFO] 2020-12-07 05:40:54 > Step: 126400 Progress: 63.2% Elapsed: 21:18:46 temperature: no ada_p: No Discriminator_loss: 0.0193068 Generator_loss: 0.822593
[INFO] 2020-12-07 06:00:27 > Step: 126500 Progress: 63.2% Elapsed: 21:38:20 temperature: no ada_p: No Discriminator_loss: 0.0354954 Generator_loss: 0.723032
[INFO] 2020-12-07 06:20:03 > Step: 126600 Progress: 63.3% Elapsed: 21:57:55 temperature: no ada_p: No Discriminator_loss: 0.0273895 Generator_loss: 0.750711
[INFO] 2020-12-07 06:39:36 > Step: 126700 Progress: 63.3% Elapsed: 22:17:29 temperature: no ada_p: No Discriminator_loss: 0.0147475 Generator_loss: 0.850589
[INFO] 2020-12-07 06:59:09 > Step: 126800 Progress: 63.4% Elapsed: 22:37:01 temperature: no ada_p: No Discriminator_loss: 0.0627503 Generator_loss: 0.536649
[INFO] 2020-12-07 07:18:45 > Step: 126900 Progress: 63.4% Elapsed: 22:56:37 temperature: no ada_p: No Discriminator_loss: 0.0216153 Generator_loss: 0.75987
[INFO] 2020-12-07 07:38:17 > Step: 127000 Progress: 63.5% Elapsed: 23:16:10 temperature: no ada_p: No Discriminator_loss: 0.0145324 Generator_loss: 0.828335
[INFO] 2020-12-07 07:57:50 > Step: 127100 Progress: 63.5% Elapsed: 23:35:42 temperature: no ada_p: No Discriminator_loss: 0.138822 Generator_loss: 0.275829
[INFO] 2020-12-07 08:17:27 > Step: 127200 Progress: 63.6% Elapsed: 23:55:19 temperature: no ada_p: No Discriminator_loss: 0.0221426 Generator_loss: 0.807197
[INFO] 2020-12-07 08:37:05 > Step: 127300 Progress: 63.6% Elapsed: 1 day, 0:14:57 temperature: no ada_p: No Discriminator_loss: 0.0212135 Generator_loss: 0.808842
[INFO] 2020-12-07 08:56:41 > Step: 127400 Progress: 63.7% Elapsed: 1 day, 0:34:33 temperature: no ada_p: No Discriminator_loss: 0.0130553 Generator_loss: 0.861585
[INFO] 2020-12-07 09:16:17 > Step: 127500 Progress: 63.7% Elapsed: 1 day, 0:54:09 temperature: no ada_p: No Discriminator_loss: 0.0187529 Generator_loss: 0.913379
[INFO] 2020-12-07 09:35:54 > Step: 127600 Progress: 63.8% Elapsed: 1 day, 1:13:47 temperature: no ada_p: No Discriminator_loss: 0.0205221 Generator_loss: 0.837284
[INFO] 2020-12-07 09:55:28 > Step: 127700 Progress: 63.8% Elapsed: 1 day, 1:33:20 temperature: no ada_p: No Discriminator_loss: 0.0208065 Generator_loss: 0.827387
[INFO] 2020-12-07 10:15:00 > Step: 127800 Progress: 63.9% Elapsed: 1 day, 1:52:52 temperature: no ada_p: No Discriminator_loss: 0.0233629 Generator_loss: 0.745775
[INFO] 2020-12-07 10:34:41 > Step: 127900 Progress: 63.9% Elapsed: 1 day, 2:12:33 temperature: no ada_p: No Discriminator_loss: 0.0186295 Generator_loss: 0.816335
[INFO] 2020-12-07 10:54:17 > Step: 128000 Progress: 64.0% Elapsed: 1 day, 2:32:09 temperature: no ada_p: No Discriminator_loss: 0.023115 Generator_loss: 0.776134
[INFO] 2020-12-07 10:54:17 > Start Evaluation (128000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 10:54:17 > Calculating FID Score....
[INFO] 2020-12-07 10:55:28 > Calculating Inception Score....
[INFO] 2020-12-07 10:56:29 > Calculate F_beta Score....
[INFO] 2020-12-07 10:59:10 > Calculate Accuracies....
[INFO] 2020-12-07 11:00:09 > Calculate Accuracies....
[INFO] 2020-12-07 11:01:26 > F_8 score (Step: 128000, Using valid images): 0.9827210838056011
[INFO] 2020-12-07 11:01:26 > F_1/8 score (Step: 128000, Using valid images): 0.977931825271028
[INFO] 2020-12-07 11:01:26 > FID score (Step: 128000, Using valid moments): 10.079530610150755
[INFO] 2020-12-07 11:01:26 > Inception score (Step: 128000, 50000 generated images): 72.544677734375
[INFO] 2020-12-07 11:01:26 > Best FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 11:01:33 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 11:21:08 > Step: 128100 Progress: 64.0% Elapsed: 1 day, 2:59:00 temperature: no ada_p: No Discriminator_loss: 0.0193847 Generator_loss: 0.82013
[INFO] 2020-12-07 11:40:44 > Step: 128200 Progress: 64.1% Elapsed: 1 day, 3:18:36 temperature: no ada_p: No Discriminator_loss: 0.0212732 Generator_loss: 0.741153
[INFO] 2020-12-07 12:00:18 > Step: 128300 Progress: 64.1% Elapsed: 1 day, 3:38:10 temperature: no ada_p: No Discriminator_loss: 0.0168545 Generator_loss: 0.882475
[INFO] 2020-12-07 12:19:50 > Step: 128400 Progress: 64.2% Elapsed: 1 day, 3:57:43 temperature: no ada_p: No Discriminator_loss: 0.0302574 Generator_loss: 0.777762
[INFO] 2020-12-07 12:39:29 > Step: 128500 Progress: 64.2% Elapsed: 1 day, 4:17:21 temperature: no ada_p: No Discriminator_loss: 0.0134913 Generator_loss: 0.817851
[INFO] 2020-12-07 12:59:03 > Step: 128600 Progress: 64.3% Elapsed: 1 day, 4:36:56 temperature: no ada_p: No Discriminator_loss: 0.0214161 Generator_loss: 0.746243
[INFO] 2020-12-07 13:18:37 > Step: 128700 Progress: 64.3% Elapsed: 1 day, 4:56:30 temperature: no ada_p: No Discriminator_loss: 0.0487671 Generator_loss: 0.633278
[INFO] 2020-12-07 13:38:13 > Step: 128800 Progress: 64.4% Elapsed: 1 day, 5:16:05 temperature: no ada_p: No Discriminator_loss: 0.0111718 Generator_loss: 0.921297
[INFO] 2020-12-07 13:57:46 > Step: 128900 Progress: 64.5% Elapsed: 1 day, 5:35:38 temperature: no ada_p: No Discriminator_loss: 0.0234365 Generator_loss: 0.809347
[INFO] 2020-12-07 14:17:18 > Step: 129000 Progress: 64.5% Elapsed: 1 day, 5:55:10 temperature: no ada_p: No Discriminator_loss: 0.0465954 Generator_loss: 0.513113
[INFO] 2020-12-07 14:36:52 > Step: 129100 Progress: 64.5% Elapsed: 1 day, 6:14:44 temperature: no ada_p: No Discriminator_loss: 0.0159464 Generator_loss: 0.797299
[INFO] 2020-12-07 14:56:24 > Step: 129200 Progress: 64.6% Elapsed: 1 day, 6:34:17 temperature: no ada_p: No Discriminator_loss: 0.0208618 Generator_loss: 0.8488
[INFO] 2020-12-07 15:15:55 > Step: 129300 Progress: 64.6% Elapsed: 1 day, 6:53:48 temperature: no ada_p: No Discriminator_loss: 0.0272752 Generator_loss: 0.703071
[INFO] 2020-12-07 15:35:29 > Step: 129400 Progress: 64.7% Elapsed: 1 day, 7:13:22 temperature: no ada_p: No Discriminator_loss: 0.0285291 Generator_loss: 0.780286
[INFO] 2020-12-07 15:55:01 > Step: 129500 Progress: 64.8% Elapsed: 1 day, 7:32:54 temperature: no ada_p: No Discriminator_loss: 0.0170906 Generator_loss: 0.857067
[INFO] 2020-12-07 16:14:34 > Step: 129600 Progress: 64.8% Elapsed: 1 day, 7:52:26 temperature: no ada_p: No Discriminator_loss: 0.0203782 Generator_loss: 0.931074
[INFO] 2020-12-07 16:34:09 > Step: 129700 Progress: 64.8% Elapsed: 1 day, 8:12:01 temperature: no ada_p: No Discriminator_loss: 0.0629205 Generator_loss: 0.521734
[INFO] 2020-12-07 16:53:41 > Step: 129800 Progress: 64.9% Elapsed: 1 day, 8:31:33 temperature: no ada_p: No Discriminator_loss: 0.0816445 Generator_loss: 0.590548
[INFO] 2020-12-07 17:13:13 > Step: 129900 Progress: 65.0% Elapsed: 1 day, 8:51:05 temperature: no ada_p: No Discriminator_loss: 0.044687 Generator_loss: 0.612198
[INFO] 2020-12-07 17:32:45 > Step: 130000 Progress: 65.0% Elapsed: 1 day, 9:10:37 temperature: no ada_p: No Discriminator_loss: 0.0481462 Generator_loss: 0.67232
[INFO] 2020-12-07 17:32:45 > Start Evaluation (130000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 17:32:45 > Calculating FID Score....
[INFO] 2020-12-07 17:33:56 > Calculating Inception Score....
[INFO] 2020-12-07 17:34:57 > Calculate F_beta Score....
[INFO] 2020-12-07 17:38:37 > Calculate Accuracies....
[INFO] 2020-12-07 17:39:36 > Calculate Accuracies....
[INFO] 2020-12-07 17:40:53 > F_8 score (Step: 130000, Using valid images): 0.9818147361757728
[INFO] 2020-12-07 17:40:53 > F_1/8 score (Step: 130000, Using valid images): 0.9791508899295708
[INFO] 2020-12-07 17:40:53 > FID score (Step: 130000, Using valid moments): 10.017301211643542
[INFO] 2020-12-07 17:40:53 > Inception score (Step: 130000, 50000 generated images): 73.32610321044922
[INFO] 2020-12-07 17:40:53 > Best FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 17:41:00 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 18:00:38 > Step: 130100 Progress: 65.0% Elapsed: 1 day, 9:38:30 temperature: no ada_p: No Discriminator_loss: 0.0301 Generator_loss: 0.681608
[INFO] 2020-12-07 18:20:10 > Step: 130200 Progress: 65.1% Elapsed: 1 day, 9:58:02 temperature: no ada_p: No Discriminator_loss: 0.0214807 Generator_loss: 0.741619
[INFO] 2020-12-07 18:39:42 > Step: 130300 Progress: 65.1% Elapsed: 1 day, 10:17:34 temperature: no ada_p: No Discriminator_loss: 0.0384143 Generator_loss: 0.696392
[INFO] 2020-12-07 18:59:17 > Step: 130400 Progress: 65.2% Elapsed: 1 day, 10:37:09 temperature: no ada_p: No Discriminator_loss: 0.020291 Generator_loss: 0.828293
[INFO] 2020-12-07 19:18:48 > Step: 130500 Progress: 65.2% Elapsed: 1 day, 10:56:40 temperature: no ada_p: No Discriminator_loss: 0.0166336 Generator_loss: 0.850746
[INFO] 2020-12-07 19:38:19 > Step: 130600 Progress: 65.3% Elapsed: 1 day, 11:16:12 temperature: no ada_p: No Discriminator_loss: 0.0272595 Generator_loss: 0.720018
[INFO] 2020-12-07 19:57:55 > Step: 130700 Progress: 65.3% Elapsed: 1 day, 11:35:47 temperature: no ada_p: No Discriminator_loss: 0.0235333 Generator_loss: 0.950531
[INFO] 2020-12-07 20:17:27 > Step: 130800 Progress: 65.4% Elapsed: 1 day, 11:55:19 temperature: no ada_p: No Discriminator_loss: 0.0273318 Generator_loss: 0.722736
[INFO] 2020-12-07 20:36:59 > Step: 130900 Progress: 65.5% Elapsed: 1 day, 12:14:51 temperature: no ada_p: No Discriminator_loss: 0.0197885 Generator_loss: 0.825316
[INFO] 2020-12-07 20:56:35 > Step: 131000 Progress: 65.5% Elapsed: 1 day, 12:34:28 temperature: no ada_p: No Discriminator_loss: 0.0216134 Generator_loss: 0.722933
[INFO] 2020-12-07 21:16:09 > Step: 131100 Progress: 65.5% Elapsed: 1 day, 12:54:02 temperature: no ada_p: No Discriminator_loss: 0.0221428 Generator_loss: 0.786056
[INFO] 2020-12-07 21:35:42 > Step: 131200 Progress: 65.6% Elapsed: 1 day, 13:13:34 temperature: no ada_p: No Discriminator_loss: 0.0255303 Generator_loss: 0.803387
[INFO] 2020-12-07 21:55:19 > Step: 131300 Progress: 65.6% Elapsed: 1 day, 13:33:11 temperature: no ada_p: No Discriminator_loss: 0.0166155 Generator_loss: 0.881538
[INFO] 2020-12-07 22:14:51 > Step: 131400 Progress: 65.7% Elapsed: 1 day, 13:52:43 temperature: no ada_p: No Discriminator_loss: 0.0234559 Generator_loss: 0.764171
[INFO] 2020-12-07 22:34:21 > Step: 131500 Progress: 65.8% Elapsed: 1 day, 14:12:14 temperature: no ada_p: No Discriminator_loss: 0.0214779 Generator_loss: 0.834513
[INFO] 2020-12-07 22:53:57 > Step: 131600 Progress: 65.8% Elapsed: 1 day, 14:31:49 temperature: no ada_p: No Discriminator_loss: 0.0167422 Generator_loss: 0.860531
[INFO] 2020-12-07 23:13:29 > Step: 131700 Progress: 65.8% Elapsed: 1 day, 14:51:21 temperature: no ada_p: No Discriminator_loss: 0.0355549 Generator_loss: 0.744463
[INFO] 2020-12-07 23:33:02 > Step: 131800 Progress: 65.9% Elapsed: 1 day, 15:10:54 temperature: no ada_p: No Discriminator_loss: 0.0438651 Generator_loss: 0.611383
[INFO] 2020-12-07 23:52:38 > Step: 131900 Progress: 66.0% Elapsed: 1 day, 15:30:30 temperature: no ada_p: No Discriminator_loss: 0.0423212 Generator_loss: 0.612864
[INFO] 2020-12-08 00:12:10 > Step: 132000 Progress: 66.0% Elapsed: 1 day, 15:50:03 temperature: no ada_p: No Discriminator_loss: 0.0265984 Generator_loss: 0.757787
[INFO] 2020-12-08 00:12:10 > Start Evaluation (132000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 00:12:10 > Calculating FID Score....
[INFO] 2020-12-08 00:13:22 > Calculating Inception Score....
[INFO] 2020-12-08 00:14:23 > Calculate F_beta Score....
[INFO] 2020-12-08 00:17:06 > Calculate Accuracies....
[INFO] 2020-12-08 00:18:06 > Calculate Accuracies....
[INFO] 2020-12-08 00:19:25 > F_8 score (Step: 132000, Using valid images): 0.9825205038678655
[INFO] 2020-12-08 00:19:25 > F_1/8 score (Step: 132000, Using valid images): 0.9778080087864216
[INFO] 2020-12-08 00:19:25 > FID score (Step: 132000, Using valid moments): 9.706061059672493
[INFO] 2020-12-08 00:19:25 > Inception score (Step: 132000, 50000 generated images): 74.35037994384766
[INFO] 2020-12-08 00:19:25 > Best FID score (Step: 132000, Using valid moments): 9.706061059672493
[INFO] 2020-12-08 00:19:38 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 00:39:10 > Step: 132100 Progress: 66.0% Elapsed: 1 day, 16:17:02 temperature: no ada_p: No Discriminator_loss: 0.0186249 Generator_loss: 0.814599
[INFO] 2020-12-08 00:58:46 > Step: 132200 Progress: 66.1% Elapsed: 1 day, 16:36:38 temperature: no ada_p: No Discriminator_loss: 0.0183171 Generator_loss: 0.819464
[INFO] 2020-12-08 01:18:23 > Step: 132300 Progress: 66.1% Elapsed: 1 day, 16:56:15 temperature: no ada_p: No Discriminator_loss: 0.0185666 Generator_loss: 0.799637
[INFO] 2020-12-08 01:38:00 > Step: 132400 Progress: 66.2% Elapsed: 1 day, 17:15:52 temperature: no ada_p: No Discriminator_loss: 0.0204192 Generator_loss: 0.715848
[INFO] 2020-12-08 01:57:37 > Step: 132500 Progress: 66.2% Elapsed: 1 day, 17:35:30 temperature: no ada_p: No Discriminator_loss: 0.0378137 Generator_loss: 0.763485
[INFO] 2020-12-08 02:17:16 > Step: 132600 Progress: 66.3% Elapsed: 1 day, 17:55:08 temperature: no ada_p: No Discriminator_loss: 0.191707 Generator_loss: 0.210348
[INFO] 2020-12-08 02:36:48 > Step: 132700 Progress: 66.3% Elapsed: 1 day, 18:14:40 temperature: no ada_p: No Discriminator_loss: 0.0185891 Generator_loss: 0.707324
[INFO] 2020-12-08 02:56:21 > Step: 132800 Progress: 66.4% Elapsed: 1 day, 18:34:13 temperature: no ada_p: No Discriminator_loss: 0.0376865 Generator_loss: 0.597965
[INFO] 2020-12-08 03:15:59 > Step: 132900 Progress: 66.5% Elapsed: 1 day, 18:53:51 temperature: no ada_p: No Discriminator_loss: 0.0142409 Generator_loss: 0.808951
[INFO] 2020-12-08 03:35:33 > Step: 133000 Progress: 66.5% Elapsed: 1 day, 19:13:25 temperature: no ada_p: No Discriminator_loss: 0.0217373 Generator_loss: 0.886478
[INFO] 2020-12-08 03:55:07 > Step: 133100 Progress: 66.5% Elapsed: 1 day, 19:32:59 temperature: no ada_p: No Discriminator_loss: 0.0193916 Generator_loss: 0.827473
[INFO] 2020-12-08 04:14:46 > Step: 133200 Progress: 66.6% Elapsed: 1 day, 19:52:38 temperature: no ada_p: No Discriminator_loss: 0.0200014 Generator_loss: 0.785388
[INFO] 2020-12-08 04:34:20 > Step: 133300 Progress: 66.6% Elapsed: 1 day, 20:12:12 temperature: no ada_p: No Discriminator_loss: 0.0459811 Generator_loss: 0.568283
[INFO] 2020-12-08 04:53:55 > Step: 133400 Progress: 66.7% Elapsed: 1 day, 20:31:47 temperature: no ada_p: No Discriminator_loss: 0.0213073 Generator_loss: 0.893188
[INFO] 2020-12-08 05:13:35 > Step: 133500 Progress: 66.8% Elapsed: 1 day, 20:51:28 temperature: no ada_p: No Discriminator_loss: 0.0198274 Generator_loss: 0.765921
[INFO] 2020-12-08 05:33:10 > Step: 133600 Progress: 66.8% Elapsed: 1 day, 21:11:02 temperature: no ada_p: No Discriminator_loss: 0.0169724 Generator_loss: 0.905925
[INFO] 2020-12-08 05:52:43 > Step: 133700 Progress: 66.8% Elapsed: 1 day, 21:30:35 temperature: no ada_p: No Discriminator_loss: 0.034252 Generator_loss: 0.776337
[INFO] 2020-12-08 06:12:21 > Step: 133800 Progress: 66.9% Elapsed: 1 day, 21:50:13 temperature: no ada_p: No Discriminator_loss: 0.0159361 Generator_loss: 0.851859
[INFO] 2020-12-08 06:31:56 > Step: 133900 Progress: 67.0% Elapsed: 1 day, 22:09:48 temperature: no ada_p: No Discriminator_loss: 0.014319 Generator_loss: 0.832216
[INFO] 2020-12-08 06:51:32 > Step: 134000 Progress: 67.0% Elapsed: 1 day, 22:29:24 temperature: no ada_p: No Discriminator_loss: 0.0578523 Generator_loss: 0.626828
[INFO] 2020-12-08 06:51:32 > Start Evaluation (134000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 06:51:32 > Calculating FID Score....
[INFO] 2020-12-08 06:52:43 > Calculating Inception Score....
[INFO] 2020-12-08 06:53:44 > Calculate F_beta Score....
[INFO] 2020-12-08 06:56:59 > Calculate Accuracies....
[INFO] 2020-12-08 06:57:59 > Calculate Accuracies....
[INFO] 2020-12-08 06:59:15 > F_8 score (Step: 134000, Using valid images): 0.9798059970959616
[INFO] 2020-12-08 06:59:15 > F_1/8 score (Step: 134000, Using valid images): 0.9786958652678776
[INFO] 2020-12-08 06:59:15 > FID score (Step: 134000, Using valid moments): 9.698182466499532
[INFO] 2020-12-08 06:59:15 > Inception score (Step: 134000, 50000 generated images): 74.5545883178711
[INFO] 2020-12-08 06:59:15 > Best FID score (Step: 134000, Using valid moments): 9.698182466499532
[INFO] 2020-12-08 06:59:29 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 07:19:08 > Step: 134100 Progress: 67.0% Elapsed: 1 day, 22:57:00 temperature: no ada_p: No Discriminator_loss: 0.0192525 Generator_loss: 0.817404
[INFO] 2020-12-08 07:38:43 > Step: 134200 Progress: 67.1% Elapsed: 1 day, 23:16:35 temperature: no ada_p: No Discriminator_loss: 0.0349052 Generator_loss: 0.675114
[INFO] 2020-12-08 07:58:15 > Step: 134300 Progress: 67.2% Elapsed: 1 day, 23:36:08 temperature: no ada_p: No Discriminator_loss: 0.0303539 Generator_loss: 0.716409
[INFO] 2020-12-08 08:17:51 > Step: 134400 Progress: 67.2% Elapsed: 1 day, 23:55:43 temperature: no ada_p: No Discriminator_loss: 0.020958 Generator_loss: 0.747309
[INFO] 2020-12-08 08:37:23 > Step: 134500 Progress: 67.2% Elapsed: 2 days, 0:15:15 temperature: no ada_p: No Discriminator_loss: 0.0693663 Generator_loss: 0.477231
[INFO] 2020-12-08 08:56:55 > Step: 134600 Progress: 67.3% Elapsed: 2 days, 0:34:48 temperature: no ada_p: No Discriminator_loss: 0.0151766 Generator_loss: 0.867225
[INFO] 2020-12-08 09:16:31 > Step: 134700 Progress: 67.3% Elapsed: 2 days, 0:54:24 temperature: no ada_p: No Discriminator_loss: 0.0198064 Generator_loss: 0.809778
[INFO] 2020-12-08 09:36:04 > Step: 134800 Progress: 67.4% Elapsed: 2 days, 1:13:56 temperature: no ada_p: No Discriminator_loss: 0.0176733 Generator_loss: 0.805939
[INFO] 2020-12-08 09:55:37 > Step: 134900 Progress: 67.5% Elapsed: 2 days, 1:33:30 temperature: no ada_p: No Discriminator_loss: 0.0320222 Generator_loss: 0.639238
[INFO] 2020-12-08 10:15:10 > Step: 135000 Progress: 67.5% Elapsed: 2 days, 1:53:02 temperature: no ada_p: No Discriminator_loss: 0.0381888 Generator_loss: 0.706691
[INFO] 2020-12-08 10:34:47 > Step: 135100 Progress: 67.5% Elapsed: 2 days, 2:12:40 temperature: no ada_p: No Discriminator_loss: 0.0130895 Generator_loss: 0.942906
[INFO] 2020-12-08 10:54:19 > Step: 135200 Progress: 67.6% Elapsed: 2 days, 2:32:12 temperature: no ada_p: No Discriminator_loss: 0.0214964 Generator_loss: 0.809079
[INFO] 2020-12-08 11:13:52 > Step: 135300 Progress: 67.7% Elapsed: 2 days, 2:51:44 temperature: no ada_p: No Discriminator_loss: 0.0218805 Generator_loss: 0.732098
[INFO] 2020-12-08 11:33:29 > Step: 135400 Progress: 67.7% Elapsed: 2 days, 3:11:21 temperature: no ada_p: No Discriminator_loss: 0.0623019 Generator_loss: 0.560201
[INFO] 2020-12-08 11:53:03 > Step: 135500 Progress: 67.8% Elapsed: 2 days, 3:30:55 temperature: no ada_p: No Discriminator_loss: 0.0265664 Generator_loss: 0.739105
[INFO] 2020-12-08 12:12:36 > Step: 135600 Progress: 67.8% Elapsed: 2 days, 3:50:29 temperature: no ada_p: No Discriminator_loss: 0.0183292 Generator_loss: 0.872955
[INFO] 2020-12-08 12:32:13 > Step: 135700 Progress: 67.8% Elapsed: 2 days, 4:10:05 temperature: no ada_p: No Discriminator_loss: 0.0157114 Generator_loss: 0.895334
[INFO] 2020-12-08 12:51:45 > Step: 135800 Progress: 67.9% Elapsed: 2 days, 4:29:38 temperature: no ada_p: No Discriminator_loss: 0.032712 Generator_loss: 0.715016
[INFO] 2020-12-08 13:11:19 > Step: 135900 Progress: 68.0% Elapsed: 2 days, 4:49:11 temperature: no ada_p: No Discriminator_loss: 0.0238542 Generator_loss: 0.77732
[INFO] 2020-12-08 13:30:55 > Step: 136000 Progress: 68.0% Elapsed: 2 days, 5:08:47 temperature: no ada_p: No Discriminator_loss: 0.0253773 Generator_loss: 0.734112
[INFO] 2020-12-08 13:30:55 > Start Evaluation (136000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 13:30:55 > Calculating FID Score....
[INFO] 2020-12-08 13:32:06 > Calculating Inception Score....
[INFO] 2020-12-08 13:33:07 > Calculate F_beta Score....
[INFO] 2020-12-08 13:37:02 > Calculate Accuracies....
[INFO] 2020-12-08 13:38:01 > Calculate Accuracies....
[INFO] 2020-12-08 13:39:22 > F_8 score (Step: 136000, Using valid images): 0.9826566803938039
[INFO] 2020-12-08 13:39:22 > F_1/8 score (Step: 136000, Using valid images): 0.980401755839653
[INFO] 2020-12-08 13:39:22 > FID score (Step: 136000, Using valid moments): 9.69048894465783
[INFO] 2020-12-08 13:39:22 > Inception score (Step: 136000, 50000 generated images): 74.30313110351562
[INFO] 2020-12-08 13:39:22 > Best FID score (Step: 136000, Using valid moments): 9.69048894465783
[INFO] 2020-12-08 13:39:36 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 13:59:10 > Step: 136100 Progress: 68.0% Elapsed: 2 days, 5:37:03 temperature: no ada_p: No Discriminator_loss: 0.0258168 Generator_loss: 0.74858
[INFO] 2020-12-08 14:18:45 > Step: 136200 Progress: 68.1% Elapsed: 2 days, 5:56:37 temperature: no ada_p: No Discriminator_loss: 0.018686 Generator_loss: 0.823139
[INFO] 2020-12-08 14:38:24 > Step: 136300 Progress: 68.2% Elapsed: 2 days, 6:16:16 temperature: no ada_p: No Discriminator_loss: 0.0200063 Generator_loss: 0.950184
[INFO] 2020-12-08 14:57:59 > Step: 136400 Progress: 68.2% Elapsed: 2 days, 6:35:52 temperature: no ada_p: No Discriminator_loss: 0.0222455 Generator_loss: 0.768626
[INFO] 2020-12-08 15:17:35 > Step: 136500 Progress: 68.2% Elapsed: 2 days, 6:55:28 temperature: no ada_p: No Discriminator_loss: 0.029956 Generator_loss: 0.699408
[INFO] 2020-12-08 15:37:16 > Step: 136600 Progress: 68.3% Elapsed: 2 days, 7:15:08 temperature: no ada_p: No Discriminator_loss: 0.0185525 Generator_loss: 0.947336
[INFO] 2020-12-08 15:56:50 > Step: 136700 Progress: 68.3% Elapsed: 2 days, 7:34:42 temperature: no ada_p: No Discriminator_loss: 0.0133867 Generator_loss: 0.927907
[INFO] 2020-12-08 16:16:24 > Step: 136800 Progress: 68.4% Elapsed: 2 days, 7:54:16 temperature: no ada_p: No Discriminator_loss: 0.0153986 Generator_loss: 0.863818
[INFO] 2020-12-08 16:36:01 > Step: 136900 Progress: 68.5% Elapsed: 2 days, 8:13:53 temperature: no ada_p: No Discriminator_loss: 0.0252227 Generator_loss: 0.787863
[INFO] 2020-12-08 16:55:33 > Step: 137000 Progress: 68.5% Elapsed: 2 days, 8:33:26 temperature: no ada_p: No Discriminator_loss: 0.0151152 Generator_loss: 0.86984
[INFO] 2020-12-08 17:15:05 > Step: 137100 Progress: 68.5% Elapsed: 2 days, 8:52:58 temperature: no ada_p: No Discriminator_loss: 0.0255851 Generator_loss: 0.744732
[INFO] 2020-12-08 17:34:37 > Step: 137200 Progress: 68.6% Elapsed: 2 days, 9:12:30 temperature: no ada_p: No Discriminator_loss: 0.0469822 Generator_loss: 0.583697
[INFO] 2020-12-08 17:54:14 > Step: 137300 Progress: 68.7% Elapsed: 2 days, 9:32:06 temperature: no ada_p: No Discriminator_loss: 0.023491 Generator_loss: 0.998941
[INFO] 2020-12-08 18:13:46 > Step: 137400 Progress: 68.7% Elapsed: 2 days, 9:51:39 temperature: no ada_p: No Discriminator_loss: 0.0141073 Generator_loss: 0.8334
[INFO] 2020-12-08 18:33:18 > Step: 137500 Progress: 68.8% Elapsed: 2 days, 10:11:10 temperature: no ada_p: No Discriminator_loss: 0.0224277 Generator_loss: 0.817448
[INFO] 2020-12-08 18:52:55 > Step: 137600 Progress: 68.8% Elapsed: 2 days, 10:30:48 temperature: no ada_p: No Discriminator_loss: 0.0293789 Generator_loss: 0.687371
[INFO] 2020-12-08 19:12:30 > Step: 137700 Progress: 68.8% Elapsed: 2 days, 10:50:22 temperature: no ada_p: No Discriminator_loss: 0.0175564 Generator_loss: 0.852598
[INFO] 2020-12-08 19:32:03 > Step: 137800 Progress: 68.9% Elapsed: 2 days, 11:09:55 temperature: no ada_p: No Discriminator_loss: 0.0275247 Generator_loss: 0.690436
[INFO] 2020-12-08 19:51:40 > Step: 137900 Progress: 69.0% Elapsed: 2 days, 11:29:32 temperature: no ada_p: No Discriminator_loss: 0.0436889 Generator_loss: 0.686891
[INFO] 2020-12-08 20:11:13 > Step: 138000 Progress: 69.0% Elapsed: 2 days, 11:49:06 temperature: no ada_p: No Discriminator_loss: 0.0908835 Generator_loss: 0.400546
[INFO] 2020-12-08 20:11:13 > Start Evaluation (138000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 20:11:13 > Calculating FID Score....
[INFO] 2020-12-08 20:12:25 > Calculating Inception Score....
[INFO] 2020-12-08 20:13:26 > Calculate F_beta Score....
[INFO] 2020-12-08 20:21:01 > Calculate Accuracies....
[INFO] 2020-12-08 20:22:01 > Calculate Accuracies....
[INFO] 2020-12-08 20:23:21 > F_8 score (Step: 138000, Using valid images): 0.9843888122526815
[INFO] 2020-12-08 20:23:21 > F_1/8 score (Step: 138000, Using valid images): 0.9796693364584178
[INFO] 2020-12-08 20:23:21 > FID score (Step: 138000, Using valid moments): 9.479937848935435
[INFO] 2020-12-08 20:23:21 > Inception score (Step: 138000, 50000 generated images): 75.04940795898438
[INFO] 2020-12-08 20:23:21 > Best FID score (Step: 138000, Using valid moments): 9.479937848935435
[INFO] 2020-12-08 20:23:35 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 20:43:07 > Step: 138100 Progress: 69.0% Elapsed: 2 days, 12:21:00 temperature: no ada_p: No Discriminator_loss: 0.0183144 Generator_loss: 0.966197
[INFO] 2020-12-08 21:02:46 > Step: 138200 Progress: 69.1% Elapsed: 2 days, 12:40:39 temperature: no ada_p: No Discriminator_loss: 0.0231592 Generator_loss: 0.786927
[INFO] 2020-12-08 21:22:22 > Step: 138300 Progress: 69.2% Elapsed: 2 days, 13:00:14 temperature: no ada_p: No Discriminator_loss: 0.0248699 Generator_loss: 0.726317
[INFO] 2020-12-08 21:41:55 > Step: 138400 Progress: 69.2% Elapsed: 2 days, 13:19:47 temperature: no ada_p: No Discriminator_loss: 0.0164326 Generator_loss: 0.778168
[INFO] 2020-12-08 22:01:32 > Step: 138500 Progress: 69.2% Elapsed: 2 days, 13:39:25 temperature: no ada_p: No Discriminator_loss: 0.0214671 Generator_loss: 0.782538
[INFO] 2020-12-08 22:21:06 > Step: 138600 Progress: 69.3% Elapsed: 2 days, 13:58:58 temperature: no ada_p: No Discriminator_loss: 0.013205 Generator_loss: 0.933278
[INFO] 2020-12-08 22:40:37 > Step: 138700 Progress: 69.3% Elapsed: 2 days, 14:18:30 temperature: no ada_p: No Discriminator_loss: 0.022861 Generator_loss: 0.806991
[INFO] 2020-12-08 23:00:15 > Step: 138800 Progress: 69.4% Elapsed: 2 days, 14:38:07 temperature: no ada_p: No Discriminator_loss: 0.0165375 Generator_loss: 0.908083
[INFO] 2020-12-08 23:19:49 > Step: 138900 Progress: 69.5% Elapsed: 2 days, 14:57:42 temperature: no ada_p: No Discriminator_loss: 0.015885 Generator_loss: 0.847443
[INFO] 2020-12-08 23:39:22 > Step: 139000 Progress: 69.5% Elapsed: 2 days, 15:17:15 temperature: no ada_p: No Discriminator_loss: 0.0555127 Generator_loss: 0.519881
[INFO] 2020-12-08 23:58:58 > Step: 139100 Progress: 69.5% Elapsed: 2 days, 15:36:50 temperature: no ada_p: No Discriminator_loss: 0.0153757 Generator_loss: 0.915747
[INFO] 2020-12-09 00:18:31 > Step: 139200 Progress: 69.6% Elapsed: 2 days, 15:56:23 temperature: no ada_p: No Discriminator_loss: 0.0182412 Generator_loss: 0.691638
[INFO] 2020-12-09 00:38:03 > Step: 139300 Progress: 69.7% Elapsed: 2 days, 16:15:55 temperature: no ada_p: No Discriminator_loss: 0.024526 Generator_loss: 0.796905
[INFO] 2020-12-09 00:57:39 > Step: 139400 Progress: 69.7% Elapsed: 2 days, 16:35:31 temperature: no ada_p: No Discriminator_loss: 0.013235 Generator_loss: 0.851197
[INFO] 2020-12-09 01:17:16 > Step: 139500 Progress: 69.8% Elapsed: 2 days, 16:55:08 temperature: no ada_p: No Discriminator_loss: 0.0156933 Generator_loss: 0.89237
[INFO] 2020-12-09 01:36:50 > Step: 139600 Progress: 69.8% Elapsed: 2 days, 17:14:42 temperature: no ada_p: No Discriminator_loss: 0.0229843 Generator_loss: 0.771495
[INFO] 2020-12-09 01:56:22 > Step: 139700 Progress: 69.8% Elapsed: 2 days, 17:34:15 temperature: no ada_p: No Discriminator_loss: 0.0252359 Generator_loss: 0.810968
[INFO] 2020-12-09 02:15:59 > Step: 139800 Progress: 69.9% Elapsed: 2 days, 17:53:52 temperature: no ada_p: No Discriminator_loss: 0.0220604 Generator_loss: 0.965025
[INFO] 2020-12-09 02:35:31 > Step: 139900 Progress: 70.0% Elapsed: 2 days, 18:13:23 temperature: no ada_p: No Discriminator_loss: 0.0193456 Generator_loss: 0.998704
[INFO] 2020-12-09 02:55:04 > Step: 140000 Progress: 70.0% Elapsed: 2 days, 18:32:56 temperature: no ada_p: No Discriminator_loss: 0.0215956 Generator_loss: 0.748372
[INFO] 2020-12-09 02:55:04 > Start Evaluation (140000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 02:55:04 > Calculating FID Score....
[INFO] 2020-12-09 02:56:15 > Calculating Inception Score....
[INFO] 2020-12-09 02:57:16 > Calculate F_beta Score....
[INFO] 2020-12-09 03:01:04 > Calculate Accuracies....
[INFO] 2020-12-09 03:02:03 > Calculate Accuracies....
[INFO] 2020-12-09 03:03:26 > F_8 score (Step: 140000, Using valid images): 0.9838489620216715
[INFO] 2020-12-09 03:03:26 > F_1/8 score (Step: 140000, Using valid images): 0.9818575109301578
[INFO] 2020-12-09 03:03:26 > FID score (Step: 140000, Using valid moments): 9.662684357330704
[INFO] 2020-12-09 03:03:26 > Inception score (Step: 140000, 50000 generated images): 75.32533264160156
[INFO] 2020-12-09 03:03:26 > Best FID score (Step: 138000, Using valid moments): 9.479937848935435
[INFO] 2020-12-09 03:03:33 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 03:23:13 > Step: 140100 Progress: 70.0% Elapsed: 2 days, 19:01:05 temperature: no ada_p: No Discriminator_loss: 0.0277959 Generator_loss: 0.67876
[INFO] 2020-12-09 03:42:47 > Step: 140200 Progress: 70.1% Elapsed: 2 days, 19:20:39 temperature: no ada_p: No Discriminator_loss: 0.020125 Generator_loss: 0.865387
[INFO] 2020-12-09 04:02:21 > Step: 140300 Progress: 70.2% Elapsed: 2 days, 19:40:14 temperature: no ada_p: No Discriminator_loss: 0.0170101 Generator_loss: 0.791958
[INFO] 2020-12-09 04:21:59 > Step: 140400 Progress: 70.2% Elapsed: 2 days, 19:59:52 temperature: no ada_p: No Discriminator_loss: 0.0196126 Generator_loss: 0.847219
[INFO] 2020-12-09 04:41:33 > Step: 140500 Progress: 70.2% Elapsed: 2 days, 20:19:25 temperature: no ada_p: No Discriminator_loss: 0.108894 Generator_loss: 0.347802
[INFO] 2020-12-09 05:01:06 > Step: 140600 Progress: 70.3% Elapsed: 2 days, 20:38:58 temperature: no ada_p: No Discriminator_loss: 0.025892 Generator_loss: 0.812056
[INFO] 2020-12-09 05:20:43 > Step: 140700 Progress: 70.3% Elapsed: 2 days, 20:58:35 temperature: no ada_p: No Discriminator_loss: 0.0657145 Generator_loss: 0.529149
[INFO] 2020-12-09 05:40:17 > Step: 140800 Progress: 70.4% Elapsed: 2 days, 21:18:09 temperature: no ada_p: No Discriminator_loss: 0.0165156 Generator_loss: 0.812816
[INFO] 2020-12-09 05:59:50 > Step: 140900 Progress: 70.5% Elapsed: 2 days, 21:37:43 temperature: no ada_p: No Discriminator_loss: 0.0161521 Generator_loss: 0.867394
[INFO] 2020-12-09 06:19:28 > Step: 141000 Progress: 70.5% Elapsed: 2 days, 21:57:20 temperature: no ada_p: No Discriminator_loss: 0.0171602 Generator_loss: 0.846974
[INFO] 2020-12-09 06:39:01 > Step: 141100 Progress: 70.5% Elapsed: 2 days, 22:16:54 temperature: no ada_p: No Discriminator_loss: 0.0235641 Generator_loss: 0.838259
[INFO] 2020-12-09 06:58:34 > Step: 141200 Progress: 70.6% Elapsed: 2 days, 22:36:26 temperature: no ada_p: No Discriminator_loss: 0.0313755 Generator_loss: 0.755735
[INFO] 2020-12-09 07:18:11 > Step: 141300 Progress: 70.7% Elapsed: 2 days, 22:56:04 temperature: no ada_p: No Discriminator_loss: 0.0190802 Generator_loss: 0.906235
[INFO] 2020-12-09 07:37:44 > Step: 141400 Progress: 70.7% Elapsed: 2 days, 23:15:37 temperature: no ada_p: No Discriminator_loss: 0.0160007 Generator_loss: 0.81968
[INFO] 2020-12-09 07:57:17 > Step: 141500 Progress: 70.8% Elapsed: 2 days, 23:35:10 temperature: no ada_p: No Discriminator_loss: 0.031526 Generator_loss: 0.692883
[INFO] 2020-12-09 08:16:53 > Step: 141600 Progress: 70.8% Elapsed: 2 days, 23:54:46 temperature: no ada_p: No Discriminator_loss: 0.0198121 Generator_loss: 0.81498
[INFO] 2020-12-09 08:36:27 > Step: 141700 Progress: 70.9% Elapsed: 3 days, 0:14:20 temperature: no ada_p: No Discriminator_loss: 0.0272745 Generator_loss: 0.761144
[INFO] 2020-12-09 08:56:01 > Step: 141800 Progress: 70.9% Elapsed: 3 days, 0:33:53 temperature: no ada_p: No Discriminator_loss: 0.0241295 Generator_loss: 0.746943
[INFO] 2020-12-09 09:15:37 > Step: 141900 Progress: 71.0% Elapsed: 3 days, 0:53:30 temperature: no ada_p: No Discriminator_loss: 0.0132422 Generator_loss: 0.877644
[INFO] 2020-12-09 09:35:13 > Step: 142000 Progress: 71.0% Elapsed: 3 days, 1:13:06 temperature: no ada_p: No Discriminator_loss: 0.0265649 Generator_loss: 0.728005
[INFO] 2020-12-09 09:35:13 > Start Evaluation (142000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 09:35:13 > Calculating FID Score....
[INFO] 2020-12-09 09:36:25 > Calculating Inception Score....
[INFO] 2020-12-09 09:37:26 > Calculate F_beta Score....
[INFO] 2020-12-09 09:40:32 > Calculate Accuracies....
[INFO] 2020-12-09 09:41:31 > Calculate Accuracies....
[INFO] 2020-12-09 09:42:51 > F_8 score (Step: 142000, Using valid images): 0.9847220062600938
[INFO] 2020-12-09 09:42:51 > F_1/8 score (Step: 142000, Using valid images): 0.9815284493646105
[INFO] 2020-12-09 09:42:51 > FID score (Step: 142000, Using valid moments): 9.439886181779798
[INFO] 2020-12-09 09:42:51 > Inception score (Step: 142000, 50000 generated images): 75.70088195800781
[INFO] 2020-12-09 09:42:51 > Best FID score (Step: 142000, Using valid moments): 9.439886181779798
[INFO] 2020-12-09 09:43:05 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 10:02:38 > Step: 142100 Progress: 71.0% Elapsed: 3 days, 1:40:30 temperature: no ada_p: No Discriminator_loss: 0.0111274 Generator_loss: 0.867561
[INFO] 2020-12-09 10:22:10 > Step: 142200 Progress: 71.1% Elapsed: 3 days, 2:00:02 temperature: no ada_p: No Discriminator_loss: 0.0144707 Generator_loss: 0.91842
[INFO] 2020-12-09 10:41:49 > Step: 142300 Progress: 71.2% Elapsed: 3 days, 2:19:41 temperature: no ada_p: No Discriminator_loss: 0.0410041 Generator_loss: 0.626333
[INFO] 2020-12-09 11:01:23 > Step: 142400 Progress: 71.2% Elapsed: 3 days, 2:39:15 temperature: no ada_p: No Discriminator_loss: 0.0174883 Generator_loss: 0.760466
[INFO] 2020-12-09 11:20:56 > Step: 142500 Progress: 71.2% Elapsed: 3 days, 2:58:48 temperature: no ada_p: No Discriminator_loss: 0.0196323 Generator_loss: 0.738908
[INFO] 2020-12-09 11:40:35 > Step: 142600 Progress: 71.3% Elapsed: 3 days, 3:18:27 temperature: no ada_p: No Discriminator_loss: 0.0326702 Generator_loss: 0.775431
[INFO] 2020-12-09 12:00:08 > Step: 142700 Progress: 71.4% Elapsed: 3 days, 3:38:00 temperature: no ada_p: No Discriminator_loss: 0.0456614 Generator_loss: 0.610837
[INFO] 2020-12-09 12:19:41 > Step: 142800 Progress: 71.4% Elapsed: 3 days, 3:57:33 temperature: no ada_p: No Discriminator_loss: 0.0261967 Generator_loss: 0.774354
[INFO] 2020-12-09 12:39:19 > Step: 142900 Progress: 71.5% Elapsed: 3 days, 4:17:12 temperature: no ada_p: No Discriminator_loss: 0.0298518 Generator_loss: 0.782801
[INFO] 2020-12-09 12:58:54 > Step: 143000 Progress: 71.5% Elapsed: 3 days, 4:36:46 temperature: no ada_p: No Discriminator_loss: 0.0376774 Generator_loss: 0.617898
[INFO] 2020-12-09 13:18:27 > Step: 143100 Progress: 71.5% Elapsed: 3 days, 4:56:20 temperature: no ada_p: No Discriminator_loss: 0.00829115 Generator_loss: 0.846636
[INFO] 2020-12-09 13:38:06 > Step: 143200 Progress: 71.6% Elapsed: 3 days, 5:15:58 temperature: no ada_p: No Discriminator_loss: 0.0195417 Generator_loss: 0.786817
[INFO] 2020-12-09 13:57:39 > Step: 143300 Progress: 71.7% Elapsed: 3 days, 5:35:31 temperature: no ada_p: No Discriminator_loss: 0.0135975 Generator_loss: 0.95493
[INFO] 2020-12-09 14:17:11 > Step: 143400 Progress: 71.7% Elapsed: 3 days, 5:55:04 temperature: no ada_p: No Discriminator_loss: 0.0704116 Generator_loss: 0.482848
[INFO] 2020-12-09 14:36:48 > Step: 143500 Progress: 71.8% Elapsed: 3 days, 6:14:40 temperature: no ada_p: No Discriminator_loss: 0.0178935 Generator_loss: 0.826509
[INFO] 2020-12-09 14:56:22 > Step: 143600 Progress: 71.8% Elapsed: 3 days, 6:34:14 temperature: no ada_p: No Discriminator_loss: 0.0691015 Generator_loss: 0.534441
[INFO] 2020-12-09 15:15:55 > Step: 143700 Progress: 71.9% Elapsed: 3 days, 6:53:47 temperature: no ada_p: No Discriminator_loss: 0.0173397 Generator_loss: 0.81013
[INFO] 2020-12-09 15:35:32 > Step: 143800 Progress: 71.9% Elapsed: 3 days, 7:13:25 temperature: no ada_p: No Discriminator_loss: 0.021581 Generator_loss: 0.905813
[INFO] 2020-12-09 15:55:05 > Step: 143900 Progress: 72.0% Elapsed: 3 days, 7:32:57 temperature: no ada_p: No Discriminator_loss: 0.0138666 Generator_loss: 0.9391
[INFO] 2020-12-09 16:14:37 > Step: 144000 Progress: 72.0% Elapsed: 3 days, 7:52:29 temperature: no ada_p: No Discriminator_loss: 0.0177498 Generator_loss: 0.84093
[INFO] 2020-12-09 16:14:37 > Start Evaluation (144000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 16:14:37 > Calculating FID Score....
[INFO] 2020-12-09 16:15:48 > Calculating Inception Score....
[INFO] 2020-12-09 16:16:50 > Calculate F_beta Score....
[INFO] 2020-12-09 16:20:17 > Calculate Accuracies....
[INFO] 2020-12-09 16:21:16 > Calculate Accuracies....
[INFO] 2020-12-09 16:22:31 > F_8 score (Step: 144000, Using valid images): 0.9872973109913261
[INFO] 2020-12-09 16:22:31 > F_1/8 score (Step: 144000, Using valid images): 0.9779062260316751
[INFO] 2020-12-09 16:22:31 > FID score (Step: 144000, Using valid moments): 9.400239885776784
[INFO] 2020-12-09 16:22:31 > Inception score (Step: 144000, 50000 generated images): 77.1138916015625
[INFO] 2020-12-09 16:22:31 > Best FID score (Step: 144000, Using valid moments): 9.400239885776784
[INFO] 2020-12-09 16:22:45 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 16:42:22 > Step: 144100 Progress: 72.0% Elapsed: 3 days, 8:20:14 temperature: no ada_p: No Discriminator_loss: 0.012665 Generator_loss: 0.874937
[INFO] 2020-12-09 17:01:56 > Step: 144200 Progress: 72.1% Elapsed: 3 days, 8:39:48 temperature: no ada_p: No Discriminator_loss: 0.0140729 Generator_loss: 0.878399
[INFO] 2020-12-09 17:21:30 > Step: 144300 Progress: 72.2% Elapsed: 3 days, 8:59:23 temperature: no ada_p: No Discriminator_loss: 0.0257413 Generator_loss: 0.813746
[INFO] 2020-12-09 17:41:07 > Step: 144400 Progress: 72.2% Elapsed: 3 days, 9:18:59 temperature: no ada_p: No Discriminator_loss: 0.0270802 Generator_loss: 0.782597
[INFO] 2020-12-09 18:00:41 > Step: 144500 Progress: 72.2% Elapsed: 3 days, 9:38:34 temperature: no ada_p: No Discriminator_loss: 0.0372074 Generator_loss: 0.660756
[INFO] 2020-12-09 18:20:14 > Step: 144600 Progress: 72.3% Elapsed: 3 days, 9:58:06 temperature: no ada_p: No Discriminator_loss: 0.018998 Generator_loss: 0.770715
[INFO] 2020-12-09 18:39:45 > Step: 144700 Progress: 72.4% Elapsed: 3 days, 10:17:38 temperature: no ada_p: No Discriminator_loss: 0.0209881 Generator_loss: 0.856514
[INFO] 2020-12-09 18:59:22 > Step: 144800 Progress: 72.4% Elapsed: 3 days, 10:37:15 temperature: no ada_p: No Discriminator_loss: 0.0141309 Generator_loss: 0.835569
[INFO] 2020-12-09 19:18:55 > Step: 144900 Progress: 72.5% Elapsed: 3 days, 10:56:48 temperature: no ada_p: No Discriminator_loss: 0.0188859 Generator_loss: 0.800083
[INFO] 2020-12-09 19:38:28 > Step: 145000 Progress: 72.5% Elapsed: 3 days, 11:16:21 temperature: no ada_p: No Discriminator_loss: 0.0224387 Generator_loss: 0.808237
[INFO] 2020-12-09 19:58:07 > Step: 145100 Progress: 72.5% Elapsed: 3 days, 11:35:59 temperature: no ada_p: No Discriminator_loss: 0.0272633 Generator_loss: 0.721467
[INFO] 2020-12-09 20:17:38 > Step: 145200 Progress: 72.6% Elapsed: 3 days, 11:55:31 temperature: no ada_p: No Discriminator_loss: 0.0626173 Generator_loss: 0.497568
[INFO] 2020-12-09 20:37:10 > Step: 145300 Progress: 72.7% Elapsed: 3 days, 12:15:02 temperature: no ada_p: No Discriminator_loss: 0.0155832 Generator_loss: 0.921381
[INFO] 2020-12-09 20:56:48 > Step: 145400 Progress: 72.7% Elapsed: 3 days, 12:34:40 temperature: no ada_p: No Discriminator_loss: 0.0194324 Generator_loss: 0.830369
[INFO] 2020-12-09 21:16:21 > Step: 145500 Progress: 72.8% Elapsed: 3 days, 12:54:13 temperature: no ada_p: No Discriminator_loss: 0.0158082 Generator_loss: 0.874498
[INFO] 2020-12-09 21:35:52 > Step: 145600 Progress: 72.8% Elapsed: 3 days, 13:13:45 temperature: no ada_p: No Discriminator_loss: 0.0245285 Generator_loss: 0.824279
[INFO] 2020-12-09 21:55:31 > Step: 145700 Progress: 72.9% Elapsed: 3 days, 13:33:23 temperature: no ada_p: No Discriminator_loss: 0.0147449 Generator_loss: 0.837071
[INFO] 2020-12-09 22:15:07 > Step: 145800 Progress: 72.9% Elapsed: 3 days, 13:52:59 temperature: no ada_p: No Discriminator_loss: 0.0169783 Generator_loss: 0.901739
[INFO] 2020-12-09 22:34:39 > Step: 145900 Progress: 73.0% Elapsed: 3 days, 14:12:31 temperature: no ada_p: No Discriminator_loss: 0.0307078 Generator_loss: 0.790697
[INFO] 2020-12-09 22:54:15 > Step: 146000 Progress: 73.0% Elapsed: 3 days, 14:32:07 temperature: no ada_p: No Discriminator_loss: 0.0265267 Generator_loss: 0.736424
[INFO] 2020-12-09 22:54:15 > Start Evaluation (146000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 22:54:15 > Calculating FID Score....
[INFO] 2020-12-09 22:55:27 > Calculating Inception Score....
[INFO] 2020-12-09 22:56:28 > Calculate F_beta Score....
[INFO] 2020-12-09 23:05:57 > Calculate Accuracies....
[INFO] 2020-12-09 23:06:56 > Calculate Accuracies....
[INFO] 2020-12-09 23:08:09 > F_8 score (Step: 146000, Using valid images): 0.9836754889465659
[INFO] 2020-12-09 23:08:10 > F_1/8 score (Step: 146000, Using valid images): 0.9797323815141066
[INFO] 2020-12-09 23:08:10 > FID score (Step: 146000, Using valid moments): 9.312695644878204
[INFO] 2020-12-09 23:08:10 > Inception score (Step: 146000, 50000 generated images): 77.65465545654297
[INFO] 2020-12-09 23:08:10 > Best FID score (Step: 146000, Using valid moments): 9.312695644878204
[INFO] 2020-12-09 23:08:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 23:27:56 > Step: 146100 Progress: 73.0% Elapsed: 3 days, 15:05:49 temperature: no ada_p: No Discriminator_loss: 0.0282385 Generator_loss: 0.706745
[INFO] 2020-12-09 23:47:28 > Step: 146200 Progress: 73.1% Elapsed: 3 days, 15:25:20 temperature: no ada_p: No Discriminator_loss: 0.021986 Generator_loss: 0.816371
[INFO] 2020-12-10 00:07:06 > Step: 146300 Progress: 73.2% Elapsed: 3 days, 15:44:59 temperature: no ada_p: No Discriminator_loss: 0.0181779 Generator_loss: 0.836927
[INFO] 2020-12-10 00:26:42 > Step: 146400 Progress: 73.2% Elapsed: 3 days, 16:04:34 temperature: no ada_p: No Discriminator_loss: 0.0568881 Generator_loss: 0.512618
[INFO] 2020-12-10 00:46:17 > Step: 146500 Progress: 73.2% Elapsed: 3 days, 16:24:10 temperature: no ada_p: No Discriminator_loss: 0.0231564 Generator_loss: 0.821127
[INFO] 2020-12-10 01:05:55 > Step: 146600 Progress: 73.3% Elapsed: 3 days, 16:43:47 temperature: no ada_p: No Discriminator_loss: 0.0147625 Generator_loss: 0.852989
[INFO] 2020-12-10 01:25:28 > Step: 146700 Progress: 73.4% Elapsed: 3 days, 17:03:20 temperature: no ada_p: No Discriminator_loss: 0.00933918 Generator_loss: 0.893671
[INFO] 2020-12-10 01:45:01 > Step: 146800 Progress: 73.4% Elapsed: 3 days, 17:22:53 temperature: no ada_p: No Discriminator_loss: 0.0187371 Generator_loss: 0.918967
[INFO] 2020-12-10 02:04:37 > Step: 146900 Progress: 73.5% Elapsed: 3 days, 17:42:29 temperature: no ada_p: No Discriminator_loss: 0.0144023 Generator_loss: 0.811951
[INFO] 2020-12-10 02:24:11 > Step: 147000 Progress: 73.5% Elapsed: 3 days, 18:02:03 temperature: no ada_p: No Discriminator_loss: 0.0561043 Generator_loss: 0.550238
[INFO] 2020-12-10 02:43:44 > Step: 147100 Progress: 73.6% Elapsed: 3 days, 18:21:36 temperature: no ada_p: No Discriminator_loss: 0.0281222 Generator_loss: 0.697557
[INFO] 2020-12-10 03:03:16 > Step: 147200 Progress: 73.6% Elapsed: 3 days, 18:41:08 temperature: no ada_p: No Discriminator_loss: 0.0216773 Generator_loss: 0.790985
[INFO] 2020-12-10 03:22:54 > Step: 147300 Progress: 73.7% Elapsed: 3 days, 19:00:47 temperature: no ada_p: No Discriminator_loss: 0.0164442 Generator_loss: 0.821966
[INFO] 2020-12-10 03:42:27 > Step: 147400 Progress: 73.7% Elapsed: 3 days, 19:20:19 temperature: no ada_p: No Discriminator_loss: 0.0291339 Generator_loss: 0.740281
[INFO] 2020-12-10 04:02:00 > Step: 147500 Progress: 73.8% Elapsed: 3 days, 19:39:52 temperature: no ada_p: No Discriminator_loss: 0.0177627 Generator_loss: 0.954911
[INFO] 2020-12-10 04:21:38 > Step: 147600 Progress: 73.8% Elapsed: 3 days, 19:59:31 temperature: no ada_p: No Discriminator_loss: 0.0191499 Generator_loss: 0.787614
[INFO] 2020-12-10 04:41:12 > Step: 147700 Progress: 73.9% Elapsed: 3 days, 20:19:04 temperature: no ada_p: No Discriminator_loss: 0.0150815 Generator_loss: 0.934019
[INFO] 2020-12-10 05:00:45 > Step: 147800 Progress: 73.9% Elapsed: 3 days, 20:38:37 temperature: no ada_p: No Discriminator_loss: 0.0182933 Generator_loss: 0.792759
[INFO] 2020-12-10 05:20:24 > Step: 147900 Progress: 74.0% Elapsed: 3 days, 20:58:16 temperature: no ada_p: No Discriminator_loss: 0.0543511 Generator_loss: 0.520483
[INFO] 2020-12-10 05:39:56 > Step: 148000 Progress: 74.0% Elapsed: 3 days, 21:17:48 temperature: no ada_p: No Discriminator_loss: 0.0200175 Generator_loss: 0.940432
[INFO] 2020-12-10 05:39:56 > Start Evaluation (148000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 05:39:56 > Calculating FID Score....
[INFO] 2020-12-10 05:41:07 > Calculating Inception Score....
[INFO] 2020-12-10 05:42:09 > Calculate F_beta Score....
[INFO] 2020-12-10 05:48:09 > Calculate Accuracies....
[INFO] 2020-12-10 05:49:08 > Calculate Accuracies....
[INFO] 2020-12-10 05:50:24 > F_8 score (Step: 148000, Using valid images): 0.9855911843455482
[INFO] 2020-12-10 05:50:24 > F_1/8 score (Step: 148000, Using valid images): 0.9820395575038552
[INFO] 2020-12-10 05:50:24 > FID score (Step: 148000, Using valid moments): 9.334954757251637
[INFO] 2020-12-10 05:50:24 > Inception score (Step: 148000, 50000 generated images): 78.58883666992188
[INFO] 2020-12-10 05:50:24 > Best FID score (Step: 146000, Using valid moments): 9.312695644878204
[INFO] 2020-12-10 05:50:31 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 06:10:04 > Step: 148100 Progress: 74.1% Elapsed: 3 days, 21:47:56 temperature: no ada_p: No Discriminator_loss: 0.0222394 Generator_loss: 0.752334
[INFO] 2020-12-10 06:29:43 > Step: 148200 Progress: 74.1% Elapsed: 3 days, 22:07:35 temperature: no ada_p: No Discriminator_loss: 0.0397239 Generator_loss: 0.63745
[INFO] 2020-12-10 06:49:17 > Step: 148300 Progress: 74.2% Elapsed: 3 days, 22:27:09 temperature: no ada_p: No Discriminator_loss: 0.0150552 Generator_loss: 0.978732
[INFO] 2020-12-10 07:08:51 > Step: 148400 Progress: 74.2% Elapsed: 3 days, 22:46:43 temperature: no ada_p: No Discriminator_loss: 0.0203583 Generator_loss: 0.773541
[INFO] 2020-12-10 07:28:29 > Step: 148500 Progress: 74.2% Elapsed: 3 days, 23:06:21 temperature: no ada_p: No Discriminator_loss: 0.017313 Generator_loss: 0.994113
[INFO] 2020-12-10 07:48:03 > Step: 148600 Progress: 74.3% Elapsed: 3 days, 23:25:55 temperature: no ada_p: No Discriminator_loss: 0.017432 Generator_loss: 0.799309
[INFO] 2020-12-10 08:07:36 > Step: 148700 Progress: 74.4% Elapsed: 3 days, 23:45:28 temperature: no ada_p: No Discriminator_loss: 0.0441518 Generator_loss: 0.587474
[INFO] 2020-12-10 08:27:13 > Step: 148800 Progress: 74.4% Elapsed: 4 days, 0:05:05 temperature: no ada_p: No Discriminator_loss: 0.0254407 Generator_loss: 0.807713
[INFO] 2020-12-10 08:46:45 > Step: 148900 Progress: 74.5% Elapsed: 4 days, 0:24:38 temperature: no ada_p: No Discriminator_loss: 0.0190771 Generator_loss: 0.784937
[INFO] 2020-12-10 09:06:18 > Step: 149000 Progress: 74.5% Elapsed: 4 days, 0:44:10 temperature: no ada_p: No Discriminator_loss: 0.0406989 Generator_loss: 0.667539
[INFO] 2020-12-10 09:25:54 > Step: 149100 Progress: 74.6% Elapsed: 4 days, 1:03:46 temperature: no ada_p: No Discriminator_loss: 0.0143454 Generator_loss: 0.897149
[INFO] 2020-12-10 09:45:27 > Step: 149200 Progress: 74.6% Elapsed: 4 days, 1:23:19 temperature: no ada_p: No Discriminator_loss: 0.0113582 Generator_loss: 1.04218
[INFO] 2020-12-10 10:04:59 > Step: 149300 Progress: 74.7% Elapsed: 4 days, 1:42:52 temperature: no ada_p: No Discriminator_loss: 0.0221866 Generator_loss: 0.735225
[INFO] 2020-12-10 10:24:36 > Step: 149400 Progress: 74.7% Elapsed: 4 days, 2:02:28 temperature: no ada_p: No Discriminator_loss: 0.0500773 Generator_loss: 0.592436
[INFO] 2020-12-10 10:44:10 > Step: 149500 Progress: 74.8% Elapsed: 4 days, 2:22:02 temperature: no ada_p: No Discriminator_loss: 0.0327382 Generator_loss: 0.788931
[INFO] 2020-12-10 11:03:45 > Step: 149600 Progress: 74.8% Elapsed: 4 days, 2:41:37 temperature: no ada_p: No Discriminator_loss: 0.0161233 Generator_loss: 0.880755
[INFO] 2020-12-10 11:23:19 > Step: 149700 Progress: 74.9% Elapsed: 4 days, 3:01:11 temperature: no ada_p: No Discriminator_loss: 0.0321757 Generator_loss: 0.656505
[INFO] 2020-12-10 11:42:57 > Step: 149800 Progress: 74.9% Elapsed: 4 days, 3:20:49 temperature: no ada_p: No Discriminator_loss: 0.0204845 Generator_loss: 0.84084
[INFO] 2020-12-10 12:02:29 > Step: 149900 Progress: 75.0% Elapsed: 4 days, 3:40:22 temperature: no ada_p: No Discriminator_loss: 0.0557174 Generator_loss: 0.525689
[INFO] 2020-12-10 12:22:01 > Step: 150000 Progress: 75.0% Elapsed: 4 days, 3:59:53 temperature: no ada_p: No Discriminator_loss: 0.0238839 Generator_loss: 0.720755
[INFO] 2020-12-10 12:22:01 > Start Evaluation (150000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 12:22:01 > Calculating FID Score....
[INFO] 2020-12-10 12:23:13 > Calculating Inception Score....
[INFO] 2020-12-10 12:24:14 > Calculate F_beta Score....
[INFO] 2020-12-10 12:29:22 > Calculate Accuracies....
[INFO] 2020-12-10 12:30:22 > Calculate Accuracies....
[INFO] 2020-12-10 12:31:37 > F_8 score (Step: 150000, Using valid images): 0.9848201577975365
[INFO] 2020-12-10 12:31:37 > F_1/8 score (Step: 150000, Using valid images): 0.9816335216930153
[INFO] 2020-12-10 12:31:37 > FID score (Step: 150000, Using valid moments): 9.102821464492365
[INFO] 2020-12-10 12:31:37 > Inception score (Step: 150000, 50000 generated images): 78.10664367675781
[INFO] 2020-12-10 12:31:37 > Best FID score (Step: 150000, Using valid moments): 9.102821464492365
[INFO] 2020-12-10 12:31:51 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 12:51:32 > Step: 150100 Progress: 75.0% Elapsed: 4 days, 4:29:24 temperature: no ada_p: No Discriminator_loss: 0.017165 Generator_loss: 0.879969
[INFO] 2020-12-10 13:11:07 > Step: 150200 Progress: 75.1% Elapsed: 4 days, 4:48:59 temperature: no ada_p: No Discriminator_loss: 0.0164501 Generator_loss: 0.814132
[INFO] 2020-12-10 13:30:40 > Step: 150300 Progress: 75.1% Elapsed: 4 days, 5:08:33 temperature: no ada_p: No Discriminator_loss: 0.044371 Generator_loss: 0.613
[INFO] 2020-12-10 13:50:19 > Step: 150400 Progress: 75.2% Elapsed: 4 days, 5:28:11 temperature: no ada_p: No Discriminator_loss: 0.0347047 Generator_loss: 0.687939
[INFO] 2020-12-10 14:09:53 > Step: 150500 Progress: 75.2% Elapsed: 4 days, 5:47:45 temperature: no ada_p: No Discriminator_loss: 0.0215256 Generator_loss: 0.779363
[INFO] 2020-12-10 14:29:27 > Step: 150600 Progress: 75.3% Elapsed: 4 days, 6:07:19 temperature: no ada_p: No Discriminator_loss: 0.0194038 Generator_loss: 0.854767
[INFO] 2020-12-10 14:49:05 > Step: 150700 Progress: 75.3% Elapsed: 4 days, 6:26:58 temperature: no ada_p: No Discriminator_loss: 0.0174714 Generator_loss: 0.945128
[INFO] 2020-12-10 15:08:38 > Step: 150800 Progress: 75.4% Elapsed: 4 days, 6:46:31 temperature: no ada_p: No Discriminator_loss: 0.0175609 Generator_loss: 0.826651
[INFO] 2020-12-10 15:28:10 > Step: 150900 Progress: 75.4% Elapsed: 4 days, 7:06:03 temperature: no ada_p: No Discriminator_loss: 0.0263901 Generator_loss: 0.755205
[INFO] 2020-12-10 15:47:49 > Step: 151000 Progress: 75.5% Elapsed: 4 days, 7:25:41 temperature: no ada_p: No Discriminator_loss: 0.015083 Generator_loss: 0.853498
[INFO] 2020-12-10 16:07:24 > Step: 151100 Progress: 75.5% Elapsed: 4 days, 7:45:16 temperature: no ada_p: No Discriminator_loss: 0.0280417 Generator_loss: 0.785321
[INFO] 2020-12-10 16:26:57 > Step: 151200 Progress: 75.6% Elapsed: 4 days, 8:04:50 temperature: no ada_p: No Discriminator_loss: 0.0194559 Generator_loss: 0.821128
[INFO] 2020-12-10 16:46:35 > Step: 151300 Progress: 75.6% Elapsed: 4 days, 8:24:28 temperature: no ada_p: No Discriminator_loss: 0.0151833 Generator_loss: 0.905173
[INFO] 2020-12-10 17:06:10 > Step: 151400 Progress: 75.7% Elapsed: 4 days, 8:44:02 temperature: no ada_p: No Discriminator_loss: 0.704131 Generator_loss: -7.43911
[INFO] 2020-12-10 17:25:43 > Step: 151500 Progress: 75.8% Elapsed: 4 days, 9:03:35 temperature: no ada_p: No Discriminator_loss: 0.336226 Generator_loss: 0.127696
[INFO] 2020-12-10 17:45:20 > Step: 151600 Progress: 75.8% Elapsed: 4 days, 9:23:13 temperature: no ada_p: No Discriminator_loss: 0.0638157 Generator_loss: 0.478167
[INFO] 2020-12-10 18:04:57 > Step: 151700 Progress: 75.8% Elapsed: 4 days, 9:42:50 temperature: no ada_p: No Discriminator_loss: 0.0293777 Generator_loss: 0.831948
[INFO] 2020-12-10 18:24:32 > Step: 151800 Progress: 75.9% Elapsed: 4 days, 10:02:24 temperature: no ada_p: No Discriminator_loss: 0.0222003 Generator_loss: 0.957575
[INFO] 2020-12-10 18:44:05 > Step: 151900 Progress: 75.9% Elapsed: 4 days, 10:21:57 temperature: no ada_p: No Discriminator_loss: 0.0209649 Generator_loss: 0.993874
[INFO] 2020-12-10 19:03:45 > Step: 152000 Progress: 76.0% Elapsed: 4 days, 10:41:37 temperature: no ada_p: No Discriminator_loss: 0.0133707 Generator_loss: 0.926071
[INFO] 2020-12-10 19:03:45 > Start Evaluation (152000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 19:03:45 > Calculating FID Score....
[INFO] 2020-12-10 19:04:56 > Calculating Inception Score....
[INFO] 2020-12-10 19:05:57 > Calculate F_beta Score....
[INFO] 2020-12-10 19:11:44 > Calculate Accuracies....
[INFO] 2020-12-10 19:12:44 > Calculate Accuracies....
[INFO] 2020-12-10 19:14:04 > F_8 score (Step: 152000, Using valid images): 0.9834692851564569
[INFO] 2020-12-10 19:14:04 > F_1/8 score (Step: 152000, Using valid images): 0.9829723367685036
[INFO] 2020-12-10 19:14:04 > FID score (Step: 152000, Using valid moments): 9.139287335246877
[INFO] 2020-12-10 19:14:04 > Inception score (Step: 152000, 50000 generated images): 79.08562469482422
[INFO] 2020-12-10 19:14:04 > Best FID score (Step: 150000, Using valid moments): 9.102821464492365
[INFO] 2020-12-10 19:14:11 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 19:33:47 > Step: 152100 Progress: 76.0% Elapsed: 4 days, 11:11:39 temperature: no ada_p: No Discriminator_loss: 0.0173222 Generator_loss: 0.897991
[INFO] 2020-12-10 19:53:21 > Step: 152200 Progress: 76.1% Elapsed: 4 days, 11:31:14 temperature: no ada_p: No Discriminator_loss: 0.0144579 Generator_loss: 0.898845
[INFO] 2020-12-10 20:13:02 > Step: 152300 Progress: 76.1% Elapsed: 4 days, 11:50:55 temperature: no ada_p: No Discriminator_loss: 0.018177 Generator_loss: 0.816918
[INFO] 2020-12-10 20:32:38 > Step: 152400 Progress: 76.2% Elapsed: 4 days, 12:10:30 temperature: no ada_p: No Discriminator_loss: 0.0209696 Generator_loss: 0.782022
[INFO] 2020-12-10 20:52:14 > Step: 152500 Progress: 76.2% Elapsed: 4 days, 12:30:06 temperature: no ada_p: No Discriminator_loss: 0.012968 Generator_loss: 0.854241
[INFO] 2020-12-10 21:11:56 > Step: 152600 Progress: 76.3% Elapsed: 4 days, 12:49:49 temperature: no ada_p: No Discriminator_loss: 0.0207461 Generator_loss: 0.823439
[INFO] 2020-12-10 21:31:32 > Step: 152700 Progress: 76.3% Elapsed: 4 days, 13:09:24 temperature: no ada_p: No Discriminator_loss: 0.0120265 Generator_loss: 0.97749
[INFO] 2020-12-10 21:51:07 > Step: 152800 Progress: 76.4% Elapsed: 4 days, 13:29:00 temperature: no ada_p: No Discriminator_loss: 0.0185163 Generator_loss: 1.00416
[INFO] 2020-12-10 22:10:46 > Step: 152900 Progress: 76.4% Elapsed: 4 days, 13:48:39 temperature: no ada_p: No Discriminator_loss: 0.0278001 Generator_loss: 0.750441
[INFO] 2020-12-10 22:30:19 > Step: 153000 Progress: 76.5% Elapsed: 4 days, 14:08:11 temperature: no ada_p: No Discriminator_loss: 0.0485222 Generator_loss: 0.584798
[INFO] 2020-12-10 22:49:51 > Step: 153100 Progress: 76.5% Elapsed: 4 days, 14:27:43 temperature: no ada_p: No Discriminator_loss: 0.0139557 Generator_loss: 0.853745
[INFO] 2020-12-10 23:09:29 > Step: 153200 Progress: 76.6% Elapsed: 4 days, 14:47:22 temperature: no ada_p: No Discriminator_loss: 0.0129301 Generator_loss: 0.897346
[INFO] 2020-12-10 23:29:04 > Step: 153300 Progress: 76.6% Elapsed: 4 days, 15:06:57 temperature: no ada_p: No Discriminator_loss: 0.0204826 Generator_loss: 0.857419
[INFO] 2020-12-10 23:48:38 > Step: 153400 Progress: 76.7% Elapsed: 4 days, 15:26:31 temperature: no ada_p: No Discriminator_loss: 0.20442 Generator_loss: 0.286736
[INFO] 2020-12-11 00:08:18 > Step: 153500 Progress: 76.8% Elapsed: 4 days, 15:46:10 temperature: no ada_p: No Discriminator_loss: 0.015073 Generator_loss: 0.871065
[INFO] 2020-12-11 00:27:53 > Step: 153600 Progress: 76.8% Elapsed: 4 days, 16:05:45 temperature: no ada_p: No Discriminator_loss: 0.0215096 Generator_loss: 0.812742
[INFO] 2020-12-11 00:47:27 > Step: 153700 Progress: 76.8% Elapsed: 4 days, 16:25:19 temperature: no ada_p: No Discriminator_loss: 0.0125058 Generator_loss: 0.939874
[INFO] 2020-12-11 01:07:06 > Step: 153800 Progress: 76.9% Elapsed: 4 days, 16:44:58 temperature: no ada_p: No Discriminator_loss: 0.0330198 Generator_loss: 0.651821
[INFO] 2020-12-11 01:26:42 > Step: 153900 Progress: 77.0% Elapsed: 4 days, 17:04:34 temperature: no ada_p: No Discriminator_loss: 0.0190141 Generator_loss: 0.776422
[INFO] 2020-12-11 01:46:15 > Step: 154000 Progress: 77.0% Elapsed: 4 days, 17:24:08 temperature: no ada_p: No Discriminator_loss: 0.0237145 Generator_loss: 0.777252
[INFO] 2020-12-11 01:46:15 > Start Evaluation (154000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 01:46:16 > Calculating FID Score....
[INFO] 2020-12-11 01:47:27 > Calculating Inception Score....
[INFO] 2020-12-11 01:48:28 > Calculate F_beta Score....
[INFO] 2020-12-11 01:55:24 > Calculate Accuracies....
[INFO] 2020-12-11 01:56:23 > Calculate Accuracies....
[INFO] 2020-12-11 01:57:44 > F_8 score (Step: 154000, Using valid images): 0.9837345048479493
[INFO] 2020-12-11 01:57:44 > F_1/8 score (Step: 154000, Using valid images): 0.9829154384772107
[INFO] 2020-12-11 01:57:44 > FID score (Step: 154000, Using valid moments): 9.083725386286858
[INFO] 2020-12-11 01:57:44 > Inception score (Step: 154000, 50000 generated images): 79.52587127685547
[INFO] 2020-12-11 01:57:44 > Best FID score (Step: 154000, Using valid moments): 9.083725386286858
[INFO] 2020-12-11 01:57:58 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 02:17:36 > Step: 154100 Progress: 77.0% Elapsed: 4 days, 17:55:28 temperature: no ada_p: No Discriminator_loss: 0.0151608 Generator_loss: 0.917251
[INFO] 2020-12-11 02:37:13 > Step: 154200 Progress: 77.1% Elapsed: 4 days, 18:15:06 temperature: no ada_p: No Discriminator_loss: 0.0914211 Generator_loss: 0.652101
[INFO] 2020-12-11 02:56:48 > Step: 154300 Progress: 77.1% Elapsed: 4 days, 18:34:40 temperature: no ada_p: No Discriminator_loss: 0.0211846 Generator_loss: 0.749817
[INFO] 2020-12-11 03:16:21 > Step: 154400 Progress: 77.2% Elapsed: 4 days, 18:54:14 temperature: no ada_p: No Discriminator_loss: 0.016884 Generator_loss: 0.772724
[INFO] 2020-12-11 03:36:00 > Step: 154500 Progress: 77.2% Elapsed: 4 days, 19:13:52 temperature: no ada_p: No Discriminator_loss: 0.021673 Generator_loss: 0.829109
[INFO] 2020-12-11 03:55:34 > Step: 154600 Progress: 77.3% Elapsed: 4 days, 19:33:26 temperature: no ada_p: No Discriminator_loss: 0.0137586 Generator_loss: 0.860972
[INFO] 2020-12-11 04:15:07 > Step: 154700 Progress: 77.3% Elapsed: 4 days, 19:52:59 temperature: no ada_p: No Discriminator_loss: 0.0179455 Generator_loss: 0.953437
[INFO] 2020-12-11 04:34:48 > Step: 154800 Progress: 77.4% Elapsed: 4 days, 20:12:40 temperature: no ada_p: No Discriminator_loss: 0.0147903 Generator_loss: 0.928277
[INFO] 2020-12-11 04:54:22 > Step: 154900 Progress: 77.5% Elapsed: 4 days, 20:32:14 temperature: no ada_p: No Discriminator_loss: 0.0169749 Generator_loss: 0.831486
[INFO] 2020-12-11 05:13:55 > Step: 155000 Progress: 77.5% Elapsed: 4 days, 20:51:48 temperature: no ada_p: No Discriminator_loss: 0.0634706 Generator_loss: 0.583824
[INFO] 2020-12-11 05:33:34 > Step: 155100 Progress: 77.5% Elapsed: 4 days, 21:11:27 temperature: no ada_p: No Discriminator_loss: 0.0148916 Generator_loss: 0.93485
[INFO] 2020-12-11 05:53:07 > Step: 155200 Progress: 77.6% Elapsed: 4 days, 21:31:00 temperature: no ada_p: No Discriminator_loss: 0.0256644 Generator_loss: 0.718696
[INFO] 2020-12-11 06:12:39 > Step: 155300 Progress: 77.6% Elapsed: 4 days, 21:50:32 temperature: no ada_p: No Discriminator_loss: 0.0305754 Generator_loss: 0.678721
[INFO] 2020-12-11 06:32:19 > Step: 155400 Progress: 77.7% Elapsed: 4 days, 22:10:11 temperature: no ada_p: No Discriminator_loss: 0.0115092 Generator_loss: 0.907035
[INFO] 2020-12-11 06:51:52 > Step: 155500 Progress: 77.8% Elapsed: 4 days, 22:29:45 temperature: no ada_p: No Discriminator_loss: 0.0121664 Generator_loss: 0.872703
[INFO] 2020-12-11 07:11:26 > Step: 155600 Progress: 77.8% Elapsed: 4 days, 22:49:19 temperature: no ada_p: No Discriminator_loss: 0.019043 Generator_loss: 0.785288
[INFO] 2020-12-11 07:31:05 > Step: 155700 Progress: 77.8% Elapsed: 4 days, 23:08:57 temperature: no ada_p: No Discriminator_loss: 0.0172917 Generator_loss: 0.932428
[INFO] 2020-12-11 07:50:40 > Step: 155800 Progress: 77.9% Elapsed: 4 days, 23:28:32 temperature: no ada_p: No Discriminator_loss: 0.0112232 Generator_loss: 0.941589
[INFO] 2020-12-11 08:10:14 > Step: 155900 Progress: 78.0% Elapsed: 4 days, 23:48:06 temperature: no ada_p: No Discriminator_loss: 0.015605 Generator_loss: 0.870913
[INFO] 2020-12-11 08:29:51 > Step: 156000 Progress: 78.0% Elapsed: 5 days, 0:07:44 temperature: no ada_p: No Discriminator_loss: 0.0186513 Generator_loss: 0.741742
[INFO] 2020-12-11 08:29:51 > Start Evaluation (156000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 08:29:52 > Calculating FID Score....
[INFO] 2020-12-11 08:31:03 > Calculating Inception Score....
[INFO] 2020-12-11 08:32:04 > Calculate F_beta Score....
[INFO] 2020-12-11 08:40:17 > Calculate Accuracies....
[INFO] 2020-12-11 08:41:16 > Calculate Accuracies....
[INFO] 2020-12-11 08:42:35 > F_8 score (Step: 156000, Using valid images): 0.9853811549177915
[INFO] 2020-12-11 08:42:35 > F_1/8 score (Step: 156000, Using valid images): 0.980813522527402
[INFO] 2020-12-11 08:42:35 > FID score (Step: 156000, Using valid moments): 8.999042639443985
[INFO] 2020-12-11 08:42:35 > Inception score (Step: 156000, 50000 generated images): 79.90914916992188
[INFO] 2020-12-11 08:42:35 > Best FID score (Step: 156000, Using valid moments): 8.999042639443985
[INFO] 2020-12-11 08:42:49 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 09:02:23 > Step: 156100 Progress: 78.0% Elapsed: 5 days, 0:40:16 temperature: no ada_p: No Discriminator_loss: 0.0647839 Generator_loss: 0.483463
[INFO] 2020-12-11 09:21:56 > Step: 156200 Progress: 78.1% Elapsed: 5 days, 0:59:48 temperature: no ada_p: No Discriminator_loss: 0.0190781 Generator_loss: 0.871591
[INFO] 2020-12-11 09:41:33 > Step: 156300 Progress: 78.1% Elapsed: 5 days, 1:19:26 temperature: no ada_p: No Discriminator_loss: 0.0146272 Generator_loss: 0.95347
[INFO] 2020-12-11 10:01:10 > Step: 156400 Progress: 78.2% Elapsed: 5 days, 1:39:02 temperature: no ada_p: No Discriminator_loss: 0.0396602 Generator_loss: 0.703498
[INFO] 2020-12-11 10:20:43 > Step: 156500 Progress: 78.2% Elapsed: 5 days, 1:58:35 temperature: no ada_p: No Discriminator_loss: 0.0220227 Generator_loss: 0.800133
[INFO] 2020-12-11 10:40:20 > Step: 156600 Progress: 78.3% Elapsed: 5 days, 2:18:12 temperature: no ada_p: No Discriminator_loss: 0.0198971 Generator_loss: 0.832941
[INFO] 2020-12-11 10:59:54 > Step: 156700 Progress: 78.3% Elapsed: 5 days, 2:37:46 temperature: no ada_p: No Discriminator_loss: 0.013803 Generator_loss: 1.0273
[INFO] 2020-12-11 11:19:28 > Step: 156800 Progress: 78.4% Elapsed: 5 days, 2:57:20 temperature: no ada_p: No Discriminator_loss: 0.0156012 Generator_loss: 0.836527
[INFO] 2020-12-11 11:39:01 > Step: 156900 Progress: 78.5% Elapsed: 5 days, 3:16:53 temperature: no ada_p: No Discriminator_loss: 0.0175998 Generator_loss: 0.790784
[INFO] 2020-12-11 11:58:39 > Step: 157000 Progress: 78.5% Elapsed: 5 days, 3:36:32 temperature: no ada_p: No Discriminator_loss: 0.0112978 Generator_loss: 0.91643
[INFO] 2020-12-11 12:18:14 > Step: 157100 Progress: 78.5% Elapsed: 5 days, 3:56:06 temperature: no ada_p: No Discriminator_loss: 0.0209655 Generator_loss: 0.791482
[INFO] 2020-12-11 12:37:47 > Step: 157200 Progress: 78.6% Elapsed: 5 days, 4:15:39 temperature: no ada_p: No Discriminator_loss: 0.0133046 Generator_loss: 0.915951
[INFO] 2020-12-11 12:57:24 > Step: 157300 Progress: 78.6% Elapsed: 5 days, 4:35:17 temperature: no ada_p: No Discriminator_loss: 0.0117317 Generator_loss: 0.900514
[INFO] 2020-12-11 13:16:59 > Step: 157400 Progress: 78.7% Elapsed: 5 days, 4:54:51 temperature: no ada_p: No Discriminator_loss: 0.0217694 Generator_loss: 0.79503
[INFO] 2020-12-11 13:36:32 > Step: 157500 Progress: 78.8% Elapsed: 5 days, 5:14:24 temperature: no ada_p: No Discriminator_loss: 0.0174587 Generator_loss: 0.855854
[INFO] 2020-12-11 13:56:10 > Step: 157600 Progress: 78.8% Elapsed: 5 days, 5:34:03 temperature: no ada_p: No Discriminator_loss: 0.0197836 Generator_loss: 0.780419
[INFO] 2020-12-11 14:15:44 > Step: 157700 Progress: 78.8% Elapsed: 5 days, 5:53:36 temperature: no ada_p: No Discriminator_loss: 0.0148896 Generator_loss: 0.792845
[INFO] 2020-12-11 14:35:17 > Step: 157800 Progress: 78.9% Elapsed: 5 days, 6:13:09 temperature: no ada_p: No Discriminator_loss: 0.0221532 Generator_loss: 0.847657
[INFO] 2020-12-11 14:54:55 > Step: 157900 Progress: 79.0% Elapsed: 5 days, 6:32:47 temperature: no ada_p: No Discriminator_loss: 0.0115664 Generator_loss: 0.861173
[INFO] 2020-12-11 15:14:28 > Step: 158000 Progress: 79.0% Elapsed: 5 days, 6:52:21 temperature: no ada_p: No Discriminator_loss: 0.0174665 Generator_loss: 0.775645
[INFO] 2020-12-11 15:14:28 > Start Evaluation (158000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 15:14:28 > Calculating FID Score....
[INFO] 2020-12-11 15:15:40 > Calculating Inception Score....
[INFO] 2020-12-11 15:16:41 > Calculate F_beta Score....
[INFO] 2020-12-11 15:22:59 > Calculate Accuracies....
[INFO] 2020-12-11 15:23:58 > Calculate Accuracies....
[INFO] 2020-12-11 15:25:15 > F_8 score (Step: 158000, Using valid images): 0.9857519438497346
[INFO] 2020-12-11 15:25:15 > F_1/8 score (Step: 158000, Using valid images): 0.9819705105675455
[INFO] 2020-12-11 15:25:15 > FID score (Step: 158000, Using valid moments): 8.838863169846377
[INFO] 2020-12-11 15:25:15 > Inception score (Step: 158000, 50000 generated images): 79.53129577636719
[INFO] 2020-12-11 15:25:15 > Best FID score (Step: 158000, Using valid moments): 8.838863169846377
[INFO] 2020-12-11 15:25:28 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 15:45:02 > Step: 158100 Progress: 79.0% Elapsed: 5 days, 7:22:54 temperature: no ada_p: No Discriminator_loss: 0.0148471 Generator_loss: 0.912398
[INFO] 2020-12-11 16:04:41 > Step: 158200 Progress: 79.1% Elapsed: 5 days, 7:42:33 temperature: no ada_p: No Discriminator_loss: 0.0144011 Generator_loss: 0.806845
[INFO] 2020-12-11 16:24:17 > Step: 158300 Progress: 79.1% Elapsed: 5 days, 8:02:09 temperature: no ada_p: No Discriminator_loss: 0.0140503 Generator_loss: 0.939795
[INFO] 2020-12-11 16:43:51 > Step: 158400 Progress: 79.2% Elapsed: 5 days, 8:21:43 temperature: no ada_p: No Discriminator_loss: 0.0317569 Generator_loss: 0.750811
[INFO] 2020-12-11 17:03:29 > Step: 158500 Progress: 79.2% Elapsed: 5 days, 8:41:21 temperature: no ada_p: No Discriminator_loss: 0.0177718 Generator_loss: 0.920039
[INFO] 2020-12-11 17:23:07 > Step: 158600 Progress: 79.3% Elapsed: 5 days, 9:00:59 temperature: no ada_p: No Discriminator_loss: 0.0208118 Generator_loss: 0.725891
[INFO] 2020-12-11 17:42:41 > Step: 158700 Progress: 79.3% Elapsed: 5 days, 9:20:33 temperature: no ada_p: No Discriminator_loss: 0.0282046 Generator_loss: 0.718677
[INFO] 2020-12-11 18:02:18 > Step: 158800 Progress: 79.4% Elapsed: 5 days, 9:40:10 temperature: no ada_p: No Discriminator_loss: 0.0212308 Generator_loss: 0.751461
[INFO] 2020-12-11 18:21:52 > Step: 158900 Progress: 79.5% Elapsed: 5 days, 9:59:44 temperature: no ada_p: No Discriminator_loss: 0.0222538 Generator_loss: 0.728366
[INFO] 2020-12-11 18:41:26 > Step: 159000 Progress: 79.5% Elapsed: 5 days, 10:19:18 temperature: no ada_p: No Discriminator_loss: 0.0182607 Generator_loss: 0.9384
[INFO] 2020-12-11 19:01:02 > Step: 159100 Progress: 79.5% Elapsed: 5 days, 10:38:55 temperature: no ada_p: No Discriminator_loss: 0.0231263 Generator_loss: 0.826078
[INFO] 2020-12-11 19:20:38 > Step: 159200 Progress: 79.6% Elapsed: 5 days, 10:58:31 temperature: no ada_p: No Discriminator_loss: 0.0111984 Generator_loss: 0.920479
[INFO] 2020-12-11 19:40:14 > Step: 159300 Progress: 79.7% Elapsed: 5 days, 11:18:07 temperature: no ada_p: No Discriminator_loss: 0.0181251 Generator_loss: 0.947024
[INFO] 2020-12-11 19:59:50 > Step: 159400 Progress: 79.7% Elapsed: 5 days, 11:37:42 temperature: no ada_p: No Discriminator_loss: 0.0155871 Generator_loss: 0.789071
[INFO] 2020-12-11 20:19:27 > Step: 159500 Progress: 79.8% Elapsed: 5 days, 11:57:20 temperature: no ada_p: No Discriminator_loss: 0.0151751 Generator_loss: 0.856921
[INFO] 2020-12-11 20:39:00 > Step: 159600 Progress: 79.8% Elapsed: 5 days, 12:16:53 temperature: no ada_p: No Discriminator_loss: 0.0245395 Generator_loss: 0.718079
[INFO] 2020-12-11 20:58:34 > Step: 159700 Progress: 79.8% Elapsed: 5 days, 12:36:26 temperature: no ada_p: No Discriminator_loss: 0.0297902 Generator_loss: 0.751562
[INFO] 2020-12-11 21:18:10 > Step: 159800 Progress: 79.9% Elapsed: 5 days, 12:56:02 temperature: no ada_p: No Discriminator_loss: 0.0245029 Generator_loss: 0.800809
[INFO] 2020-12-11 21:37:43 > Step: 159900 Progress: 80.0% Elapsed: 5 days, 13:15:35 temperature: no ada_p: No Discriminator_loss: 0.0136744 Generator_loss: 0.890723
[INFO] 2020-12-11 21:57:15 > Step: 160000 Progress: 80.0% Elapsed: 5 days, 13:35:07 temperature: no ada_p: No Discriminator_loss: 0.014907 Generator_loss: 0.838372
[INFO] 2020-12-11 21:57:15 > Start Evaluation (160000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 21:57:15 > Calculating FID Score....
[INFO] 2020-12-11 21:58:26 > Calculating Inception Score....
[INFO] 2020-12-11 21:59:28 > Calculate F_beta Score....
[INFO] 2020-12-11 22:04:45 > Calculate Accuracies....
[INFO] 2020-12-11 22:05:44 > Calculate Accuracies....
[INFO] 2020-12-11 22:06:59 > F_8 score (Step: 160000, Using valid images): 0.9857505482931813
[INFO] 2020-12-11 22:06:59 > F_1/8 score (Step: 160000, Using valid images): 0.9802053243890648
[INFO] 2020-12-11 22:06:59 > FID score (Step: 160000, Using valid moments): 8.957255438653533
[INFO] 2020-12-11 22:06:59 > Inception score (Step: 160000, 50000 generated images): 80.70714569091797
[INFO] 2020-12-11 22:06:59 > Best FID score (Step: 158000, Using valid moments): 8.838863169846377
[INFO] 2020-12-11 22:07:06 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 22:26:47 > Step: 160100 Progress: 80.0% Elapsed: 5 days, 14:04:39 temperature: no ada_p: No Discriminator_loss: 0.0870939 Generator_loss: 0.467022
[INFO] 2020-12-11 22:46:22 > Step: 160200 Progress: 80.1% Elapsed: 5 days, 14:24:14 temperature: no ada_p: No Discriminator_loss: 0.0197352 Generator_loss: 0.990211
[INFO] 2020-12-11 23:05:56 > Step: 160300 Progress: 80.2% Elapsed: 5 days, 14:43:48 temperature: no ada_p: No Discriminator_loss: 0.0156224 Generator_loss: 0.99959
[INFO] 2020-12-11 23:25:37 > Step: 160400 Progress: 80.2% Elapsed: 5 days, 15:03:30 temperature: no ada_p: No Discriminator_loss: 0.0174058 Generator_loss: 0.837252
[INFO] 2020-12-11 23:45:15 > Step: 160500 Progress: 80.2% Elapsed: 5 days, 15:23:07 temperature: no ada_p: No Discriminator_loss: 0.0307841 Generator_loss: 0.698951
[INFO] 2020-12-12 00:04:51 > Step: 160600 Progress: 80.3% Elapsed: 5 days, 15:42:43 temperature: no ada_p: No Discriminator_loss: 0.0164288 Generator_loss: 0.782205
[INFO] 2020-12-12 00:24:30 > Step: 160700 Progress: 80.3% Elapsed: 5 days, 16:02:22 temperature: no ada_p: No Discriminator_loss: 0.0199944 Generator_loss: 0.825228
[INFO] 2020-12-12 00:44:05 > Step: 160800 Progress: 80.4% Elapsed: 5 days, 16:21:58 temperature: no ada_p: No Discriminator_loss: 0.0243091 Generator_loss: 0.886384
[INFO] 2020-12-12 01:03:40 > Step: 160900 Progress: 80.5% Elapsed: 5 days, 16:41:32 temperature: no ada_p: No Discriminator_loss: 0.0175893 Generator_loss: 0.870425
[INFO] 2020-12-12 01:23:18 > Step: 161000 Progress: 80.5% Elapsed: 5 days, 17:01:10 temperature: no ada_p: No Discriminator_loss: 0.0190027 Generator_loss: 0.845256
[INFO] 2020-12-12 01:42:53 > Step: 161100 Progress: 80.5% Elapsed: 5 days, 17:20:45 temperature: no ada_p: No Discriminator_loss: 0.0314377 Generator_loss: 0.749527
[INFO] 2020-12-12 02:02:27 > Step: 161200 Progress: 80.6% Elapsed: 5 days, 17:40:19 temperature: no ada_p: No Discriminator_loss: 0.0176309 Generator_loss: 0.787615
[INFO] 2020-12-12 02:22:05 > Step: 161300 Progress: 80.7% Elapsed: 5 days, 17:59:58 temperature: no ada_p: No Discriminator_loss: 0.0201479 Generator_loss: 0.69645
[INFO] 2020-12-12 02:41:40 > Step: 161400 Progress: 80.7% Elapsed: 5 days, 18:19:33 temperature: no ada_p: No Discriminator_loss: 0.0105131 Generator_loss: 0.930465
[INFO] 2020-12-12 03:01:13 > Step: 161500 Progress: 80.8% Elapsed: 5 days, 18:39:05 temperature: no ada_p: No Discriminator_loss: 0.0187939 Generator_loss: 0.826819
[INFO] 2020-12-12 03:20:50 > Step: 161600 Progress: 80.8% Elapsed: 5 days, 18:58:42 temperature: no ada_p: No Discriminator_loss: 0.0165761 Generator_loss: 1.00684
[INFO] 2020-12-12 03:40:25 > Step: 161700 Progress: 80.8% Elapsed: 5 days, 19:18:17 temperature: no ada_p: No Discriminator_loss: 0.0153263 Generator_loss: 0.886144
[INFO] 2020-12-12 03:59:57 > Step: 161800 Progress: 80.9% Elapsed: 5 days, 19:37:50 temperature: no ada_p: No Discriminator_loss: 0.0730403 Generator_loss: 0.489275
[INFO] 2020-12-12 04:19:30 > Step: 161900 Progress: 81.0% Elapsed: 5 days, 19:57:23 temperature: no ada_p: No Discriminator_loss: 0.0221967 Generator_loss: 0.941986
[INFO] 2020-12-12 04:39:11 > Step: 162000 Progress: 81.0% Elapsed: 5 days, 20:17:03 temperature: no ada_p: No Discriminator_loss: 0.0388839 Generator_loss: 0.680943
[INFO] 2020-12-12 04:39:11 > Start Evaluation (162000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 04:39:11 > Calculating FID Score....
[INFO] 2020-12-12 04:40:22 > Calculating Inception Score....
[INFO] 2020-12-12 04:41:23 > Calculate F_beta Score....
[INFO] 2020-12-12 04:44:30 > Calculate Accuracies....
[INFO] 2020-12-12 04:45:29 > Calculate Accuracies....
[INFO] 2020-12-12 04:46:57 > F_8 score (Step: 162000, Using valid images): 0.985749189508683
[INFO] 2020-12-12 04:46:57 > F_1/8 score (Step: 162000, Using valid images): 0.9821994008579452
[INFO] 2020-12-12 04:46:57 > FID score (Step: 162000, Using valid moments): 8.748665481640728
[INFO] 2020-12-12 04:46:57 > Inception score (Step: 162000, 50000 generated images): 81.67446899414062
[INFO] 2020-12-12 04:46:57 > Best FID score (Step: 162000, Using valid moments): 8.748665481640728
[INFO] 2020-12-12 04:47:10 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 05:06:45 > Step: 162100 Progress: 81.0% Elapsed: 5 days, 20:44:37 temperature: no ada_p: No Discriminator_loss: 0.020226 Generator_loss: 0.924687
[INFO] 2020-12-12 05:26:19 > Step: 162200 Progress: 81.1% Elapsed: 5 days, 21:04:11 temperature: no ada_p: No Discriminator_loss: 0.0308455 Generator_loss: 0.793873
[INFO] 2020-12-12 05:45:57 > Step: 162300 Progress: 81.2% Elapsed: 5 days, 21:23:50 temperature: no ada_p: No Discriminator_loss: 0.0147778 Generator_loss: 0.843071
[INFO] 2020-12-12 06:05:33 > Step: 162400 Progress: 81.2% Elapsed: 5 days, 21:43:25 temperature: no ada_p: No Discriminator_loss: 0.0982617 Generator_loss: 0.411087
[INFO] 2020-12-12 06:25:07 > Step: 162500 Progress: 81.2% Elapsed: 5 days, 22:03:00 temperature: no ada_p: No Discriminator_loss: 0.0157386 Generator_loss: 0.866413
[INFO] 2020-12-12 06:44:49 > Step: 162600 Progress: 81.3% Elapsed: 5 days, 22:22:41 temperature: no ada_p: No Discriminator_loss: 0.017779 Generator_loss: 0.968305
[INFO] 2020-12-12 07:04:26 > Step: 162700 Progress: 81.3% Elapsed: 5 days, 22:42:18 temperature: no ada_p: No Discriminator_loss: 0.0322629 Generator_loss: 0.637373
[INFO] 2020-12-12 07:24:01 > Step: 162800 Progress: 81.4% Elapsed: 5 days, 23:01:53 temperature: no ada_p: No Discriminator_loss: 0.0161141 Generator_loss: 0.922917
[INFO] 2020-12-12 07:43:40 > Step: 162900 Progress: 81.5% Elapsed: 5 days, 23:21:32 temperature: no ada_p: No Discriminator_loss: 0.0512884 Generator_loss: 0.57426
[INFO] 2020-12-12 08:03:15 > Step: 163000 Progress: 81.5% Elapsed: 5 days, 23:41:07 temperature: no ada_p: No Discriminator_loss: 0.0153328 Generator_loss: 0.879916
[INFO] 2020-12-12 08:22:50 > Step: 163100 Progress: 81.5% Elapsed: 6 days, 0:00:42 temperature: no ada_p: No Discriminator_loss: 0.0495608 Generator_loss: 0.588105
[INFO] 2020-12-12 08:42:29 > Step: 163200 Progress: 81.6% Elapsed: 6 days, 0:20:21 temperature: no ada_p: No Discriminator_loss: 0.0199541 Generator_loss: 0.787345
[INFO] 2020-12-12 09:02:02 > Step: 163300 Progress: 81.7% Elapsed: 6 days, 0:39:55 temperature: no ada_p: No Discriminator_loss: 0.0152542 Generator_loss: 0.91948
[INFO] 2020-12-12 09:21:35 > Step: 163400 Progress: 81.7% Elapsed: 6 days, 0:59:27 temperature: no ada_p: No Discriminator_loss: 0.013889 Generator_loss: 0.85992
[INFO] 2020-12-12 09:41:12 > Step: 163500 Progress: 81.8% Elapsed: 6 days, 1:19:05 temperature: no ada_p: No Discriminator_loss: 0.0108432 Generator_loss: 0.849825
[INFO] 2020-12-12 10:00:46 > Step: 163600 Progress: 81.8% Elapsed: 6 days, 1:38:39 temperature: no ada_p: No Discriminator_loss: 0.0429169 Generator_loss: 0.613797
[INFO] 2020-12-12 10:20:20 > Step: 163700 Progress: 81.8% Elapsed: 6 days, 1:58:13 temperature: no ada_p: No Discriminator_loss: 0.0143173 Generator_loss: 0.910004
[INFO] 2020-12-12 10:39:57 > Step: 163800 Progress: 81.9% Elapsed: 6 days, 2:17:50 temperature: no ada_p: No Discriminator_loss: 0.0137963 Generator_loss: 0.989121
[INFO] 2020-12-12 10:59:33 > Step: 163900 Progress: 82.0% Elapsed: 6 days, 2:37:25 temperature: no ada_p: No Discriminator_loss: 0.0120643 Generator_loss: 0.832602
[INFO] 2020-12-12 11:19:07 > Step: 164000 Progress: 82.0% Elapsed: 6 days, 2:56:59 temperature: no ada_p: No Discriminator_loss: 0.0151385 Generator_loss: 0.937191
[INFO] 2020-12-12 11:19:07 > Start Evaluation (164000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 11:19:07 > Calculating FID Score....
[INFO] 2020-12-12 11:20:19 > Calculating Inception Score....
[INFO] 2020-12-12 11:21:20 > Calculate F_beta Score....
[INFO] 2020-12-12 11:25:09 > Calculate Accuracies....
[INFO] 2020-12-12 11:26:09 > Calculate Accuracies....
[INFO] 2020-12-12 11:27:32 > F_8 score (Step: 164000, Using valid images): 0.9861420990591949
[INFO] 2020-12-12 11:27:32 > F_1/8 score (Step: 164000, Using valid images): 0.9802006161679585
[INFO] 2020-12-12 11:27:32 > FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-12 11:27:32 > Inception score (Step: 164000, 50000 generated images): 82.26203918457031
[INFO] 2020-12-12 11:27:32 > Best FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-12 11:27:46 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 11:47:23 > Step: 164100 Progress: 82.0% Elapsed: 6 days, 3:25:16 temperature: no ada_p: No Discriminator_loss: 0.0111661 Generator_loss: 0.902329
[INFO] 2020-12-12 12:07:00 > Step: 164200 Progress: 82.1% Elapsed: 6 days, 3:44:53 temperature: no ada_p: No Discriminator_loss: 0.0109024 Generator_loss: 0.978593
[INFO] 2020-12-12 12:26:37 > Step: 164300 Progress: 82.2% Elapsed: 6 days, 4:04:29 temperature: no ada_p: No Discriminator_loss: 0.0686805 Generator_loss: 0.465587
[INFO] 2020-12-12 12:46:13 > Step: 164400 Progress: 82.2% Elapsed: 6 days, 4:24:05 temperature: no ada_p: No Discriminator_loss: 0.0272615 Generator_loss: 0.716908
[INFO] 2020-12-12 13:05:52 > Step: 164500 Progress: 82.2% Elapsed: 6 days, 4:43:45 temperature: no ada_p: No Discriminator_loss: 0.0171424 Generator_loss: 0.83037
[INFO] 2020-12-12 13:25:28 > Step: 164600 Progress: 82.3% Elapsed: 6 days, 5:03:20 temperature: no ada_p: No Discriminator_loss: 0.0155547 Generator_loss: 0.760231
[INFO] 2020-12-12 13:45:03 > Step: 164700 Progress: 82.3% Elapsed: 6 days, 5:22:55 temperature: no ada_p: No Discriminator_loss: 0.0169559 Generator_loss: 0.838341
[INFO] 2020-12-12 14:04:44 > Step: 164800 Progress: 82.4% Elapsed: 6 days, 5:42:36 temperature: no ada_p: No Discriminator_loss: 0.0251115 Generator_loss: 0.862766
[INFO] 2020-12-12 14:24:20 > Step: 164900 Progress: 82.5% Elapsed: 6 days, 6:02:12 temperature: no ada_p: No Discriminator_loss: 0.0397098 Generator_loss: 0.581638
[INFO] 2020-12-12 14:43:54 > Step: 165000 Progress: 82.5% Elapsed: 6 days, 6:21:47 temperature: no ada_p: No Discriminator_loss: 0.0145261 Generator_loss: 0.916094
[INFO] 2020-12-12 15:03:33 > Step: 165100 Progress: 82.5% Elapsed: 6 days, 6:41:25 temperature: no ada_p: No Discriminator_loss: 0.0176299 Generator_loss: 1.05394
[INFO] 2020-12-12 15:23:07 > Step: 165200 Progress: 82.6% Elapsed: 6 days, 7:01:00 temperature: no ada_p: No Discriminator_loss: 0.0212156 Generator_loss: 0.846196
[INFO] 2020-12-12 15:42:41 > Step: 165300 Progress: 82.7% Elapsed: 6 days, 7:20:34 temperature: no ada_p: No Discriminator_loss: 0.0150092 Generator_loss: 0.939105
[INFO] 2020-12-12 16:02:21 > Step: 165400 Progress: 82.7% Elapsed: 6 days, 7:40:13 temperature: no ada_p: No Discriminator_loss: 0.0142844 Generator_loss: 0.939066
[INFO] 2020-12-12 16:21:56 > Step: 165500 Progress: 82.8% Elapsed: 6 days, 7:59:48 temperature: no ada_p: No Discriminator_loss: 0.0201159 Generator_loss: 0.793538
[INFO] 2020-12-12 16:41:29 > Step: 165600 Progress: 82.8% Elapsed: 6 days, 8:19:21 temperature: no ada_p: No Discriminator_loss: 0.0221289 Generator_loss: 0.708656
[INFO] 2020-12-12 17:01:08 > Step: 165700 Progress: 82.8% Elapsed: 6 days, 8:39:00 temperature: no ada_p: No Discriminator_loss: 0.0282843 Generator_loss: 0.720051
[INFO] 2020-12-12 17:20:43 > Step: 165800 Progress: 82.9% Elapsed: 6 days, 8:58:35 temperature: no ada_p: No Discriminator_loss: 0.0155635 Generator_loss: 0.979124
[INFO] 2020-12-12 17:40:15 > Step: 165900 Progress: 83.0% Elapsed: 6 days, 9:18:08 temperature: no ada_p: No Discriminator_loss: 0.0157801 Generator_loss: 0.901339
[INFO] 2020-12-12 17:59:54 > Step: 166000 Progress: 83.0% Elapsed: 6 days, 9:37:47 temperature: no ada_p: No Discriminator_loss: 0.0132423 Generator_loss: 0.945603
[INFO] 2020-12-12 17:59:54 > Start Evaluation (166000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 17:59:54 > Calculating FID Score....
[INFO] 2020-12-12 18:01:06 > Calculating Inception Score....
[INFO] 2020-12-12 18:02:07 > Calculate F_beta Score....
[INFO] 2020-12-12 18:06:04 > Calculate Accuracies....
[INFO] 2020-12-12 18:07:03 > Calculate Accuracies....
[INFO] 2020-12-12 18:08:25 > F_8 score (Step: 166000, Using valid images): 0.9863549772386684
[INFO] 2020-12-12 18:08:25 > F_1/8 score (Step: 166000, Using valid images): 0.9831053972567447
[INFO] 2020-12-12 18:08:25 > FID score (Step: 166000, Using valid moments): 8.740109753325157
[INFO] 2020-12-12 18:08:25 > Inception score (Step: 166000, 50000 generated images): 83.0975570678711
[INFO] 2020-12-12 18:08:25 > Best FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-12 18:08:32 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 18:28:07 > Step: 166100 Progress: 83.0% Elapsed: 6 days, 10:05:59 temperature: no ada_p: No Discriminator_loss: 0.0154829 Generator_loss: 0.818707
[INFO] 2020-12-12 18:47:41 > Step: 166200 Progress: 83.1% Elapsed: 6 days, 10:25:34 temperature: no ada_p: No Discriminator_loss: 0.0143693 Generator_loss: 0.958396
[INFO] 2020-12-12 19:07:20 > Step: 166300 Progress: 83.2% Elapsed: 6 days, 10:45:12 temperature: no ada_p: No Discriminator_loss: 0.0178352 Generator_loss: 0.835001
[INFO] 2020-12-12 19:26:57 > Step: 166400 Progress: 83.2% Elapsed: 6 days, 11:04:49 temperature: no ada_p: No Discriminator_loss: 0.0407631 Generator_loss: 0.603577
[INFO] 2020-12-12 19:46:32 > Step: 166500 Progress: 83.2% Elapsed: 6 days, 11:24:24 temperature: no ada_p: No Discriminator_loss: 0.0212074 Generator_loss: 1.00586
[INFO] 2020-12-12 20:06:10 > Step: 166600 Progress: 83.3% Elapsed: 6 days, 11:44:02 temperature: no ada_p: No Discriminator_loss: 0.019912 Generator_loss: 0.80189
[INFO] 2020-12-12 20:25:46 > Step: 166700 Progress: 83.4% Elapsed: 6 days, 12:03:38 temperature: no ada_p: No Discriminator_loss: 0.0168787 Generator_loss: 0.787495
[INFO] 2020-12-12 20:45:19 > Step: 166800 Progress: 83.4% Elapsed: 6 days, 12:23:12 temperature: no ada_p: No Discriminator_loss: 0.0877638 Generator_loss: 0.420675
[INFO] 2020-12-12 21:04:53 > Step: 166900 Progress: 83.5% Elapsed: 6 days, 12:42:45 temperature: no ada_p: No Discriminator_loss: 0.0547443 Generator_loss: 0.906268
[INFO] 2020-12-12 21:24:32 > Step: 167000 Progress: 83.5% Elapsed: 6 days, 13:02:25 temperature: no ada_p: No Discriminator_loss: 0.0180764 Generator_loss: 0.874092
[INFO] 2020-12-12 21:44:06 > Step: 167100 Progress: 83.5% Elapsed: 6 days, 13:21:58 temperature: no ada_p: No Discriminator_loss: 0.0221984 Generator_loss: 0.782518
[INFO] 2020-12-12 22:03:40 > Step: 167200 Progress: 83.6% Elapsed: 6 days, 13:41:32 temperature: no ada_p: No Discriminator_loss: 0.0175681 Generator_loss: 0.886226
[INFO] 2020-12-12 22:23:22 > Step: 167300 Progress: 83.7% Elapsed: 6 days, 14:01:14 temperature: no ada_p: No Discriminator_loss: 0.028599 Generator_loss: 0.783917
[INFO] 2020-12-12 22:42:56 > Step: 167400 Progress: 83.7% Elapsed: 6 days, 14:20:48 temperature: no ada_p: No Discriminator_loss: 0.0279331 Generator_loss: 0.775579
[INFO] 2020-12-12 23:02:31 > Step: 167500 Progress: 83.8% Elapsed: 6 days, 14:40:23 temperature: no ada_p: No Discriminator_loss: 0.0116841 Generator_loss: 0.908229
[INFO] 2020-12-12 23:22:13 > Step: 167600 Progress: 83.8% Elapsed: 6 days, 15:00:05 temperature: no ada_p: No Discriminator_loss: 0.0195829 Generator_loss: 0.816819
[INFO] 2020-12-12 23:41:48 > Step: 167700 Progress: 83.9% Elapsed: 6 days, 15:19:40 temperature: no ada_p: No Discriminator_loss: 0.0257693 Generator_loss: 0.794589
[INFO] 2020-12-13 00:01:22 > Step: 167800 Progress: 83.9% Elapsed: 6 days, 15:39:14 temperature: no ada_p: No Discriminator_loss: 0.0170126 Generator_loss: 0.954981
[INFO] 2020-12-13 00:21:02 > Step: 167900 Progress: 84.0% Elapsed: 6 days, 15:58:55 temperature: no ada_p: No Discriminator_loss: 0.00933363 Generator_loss: 0.797572
[INFO] 2020-12-13 00:40:36 > Step: 168000 Progress: 84.0% Elapsed: 6 days, 16:18:29 temperature: no ada_p: No Discriminator_loss: 0.0143944 Generator_loss: 0.923715
[INFO] 2020-12-13 00:40:36 > Start Evaluation (168000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 00:40:36 > Calculating FID Score....
[INFO] 2020-12-13 00:41:48 > Calculating Inception Score....
[INFO] 2020-12-13 00:42:49 > Calculate F_beta Score....
[INFO] 2020-12-13 00:47:24 > Calculate Accuracies....
[INFO] 2020-12-13 00:48:23 > Calculate Accuracies....
[INFO] 2020-12-13 00:49:44 > F_8 score (Step: 168000, Using valid images): 0.9849791371990487
[INFO] 2020-12-13 00:49:44 > F_1/8 score (Step: 168000, Using valid images): 0.9822960278111631
[INFO] 2020-12-13 00:49:44 > FID score (Step: 168000, Using valid moments): 8.602963937408333
[INFO] 2020-12-13 00:49:44 > Inception score (Step: 168000, 50000 generated images): 82.71665954589844
[INFO] 2020-12-13 00:49:44 > Best FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-13 00:49:51 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 01:09:24 > Step: 168100 Progress: 84.0% Elapsed: 6 days, 16:47:17 temperature: no ada_p: No Discriminator_loss: 0.0217549 Generator_loss: 0.86278
[INFO] 2020-12-13 01:29:05 > Step: 168200 Progress: 84.1% Elapsed: 6 days, 17:06:57 temperature: no ada_p: No Discriminator_loss: 0.0160962 Generator_loss: 0.887353
[INFO] 2020-12-13 01:48:41 > Step: 168300 Progress: 84.2% Elapsed: 6 days, 17:26:33 temperature: no ada_p: No Discriminator_loss: 0.0538071 Generator_loss: 0.582448
[INFO] 2020-12-13 02:08:17 > Step: 168400 Progress: 84.2% Elapsed: 6 days, 17:46:09 temperature: no ada_p: No Discriminator_loss: 0.0209595 Generator_loss: 0.765584
[INFO] 2020-12-13 02:27:57 > Step: 168500 Progress: 84.2% Elapsed: 6 days, 18:05:49 temperature: no ada_p: No Discriminator_loss: 0.0103644 Generator_loss: 0.978532
[INFO] 2020-12-13 02:47:32 > Step: 168600 Progress: 84.3% Elapsed: 6 days, 18:25:25 temperature: no ada_p: No Discriminator_loss: 0.0362797 Generator_loss: 0.583735
[INFO] 2020-12-13 03:07:07 > Step: 168700 Progress: 84.4% Elapsed: 6 days, 18:44:59 temperature: no ada_p: No Discriminator_loss: 0.0170242 Generator_loss: 0.779805
[INFO] 2020-12-13 03:26:46 > Step: 168800 Progress: 84.4% Elapsed: 6 days, 19:04:39 temperature: no ada_p: No Discriminator_loss: 0.0142504 Generator_loss: 0.848274
[INFO] 2020-12-13 03:46:21 > Step: 168900 Progress: 84.5% Elapsed: 6 days, 19:24:14 temperature: no ada_p: No Discriminator_loss: 0.0114715 Generator_loss: 0.909104
[INFO] 2020-12-13 04:05:55 > Step: 169000 Progress: 84.5% Elapsed: 6 days, 19:43:47 temperature: no ada_p: No Discriminator_loss: 0.104731 Generator_loss: 0.421277
[INFO] 2020-12-13 04:25:29 > Step: 169100 Progress: 84.5% Elapsed: 6 days, 20:03:21 temperature: no ada_p: No Discriminator_loss: 0.0135638 Generator_loss: 0.971227
[INFO] 2020-12-13 04:45:08 > Step: 169200 Progress: 84.6% Elapsed: 6 days, 20:23:01 temperature: no ada_p: No Discriminator_loss: 0.0230162 Generator_loss: 0.818918
[INFO] 2020-12-13 05:04:43 > Step: 169300 Progress: 84.7% Elapsed: 6 days, 20:42:35 temperature: no ada_p: No Discriminator_loss: 0.011279 Generator_loss: 1.00221
[INFO] 2020-12-13 05:24:16 > Step: 169400 Progress: 84.7% Elapsed: 6 days, 21:02:09 temperature: no ada_p: No Discriminator_loss: 0.0176715 Generator_loss: 0.795979
[INFO] 2020-12-13 05:43:56 > Step: 169500 Progress: 84.8% Elapsed: 6 days, 21:21:49 temperature: no ada_p: No Discriminator_loss: 0.0387944 Generator_loss: 0.698502
[INFO] 2020-12-13 06:03:31 > Step: 169600 Progress: 84.8% Elapsed: 6 days, 21:41:23 temperature: no ada_p: No Discriminator_loss: 0.0174185 Generator_loss: 0.787785
[INFO] 2020-12-13 06:23:06 > Step: 169700 Progress: 84.9% Elapsed: 6 days, 22:00:58 temperature: no ada_p: No Discriminator_loss: 0.0484146 Generator_loss: 0.596276
[INFO] 2020-12-13 06:42:46 > Step: 169800 Progress: 84.9% Elapsed: 6 days, 22:20:39 temperature: no ada_p: No Discriminator_loss: 0.0334157 Generator_loss: 0.694281
[INFO] 2020-12-13 07:02:22 > Step: 169900 Progress: 85.0% Elapsed: 6 days, 22:40:15 temperature: no ada_p: No Discriminator_loss: 0.0767198 Generator_loss: 0.529679
[INFO] 2020-12-13 07:21:58 > Step: 170000 Progress: 85.0% Elapsed: 6 days, 22:59:50 temperature: no ada_p: No Discriminator_loss: 0.013822 Generator_loss: 0.921694
[INFO] 2020-12-13 07:21:58 > Start Evaluation (170000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 07:21:58 > Calculating FID Score....
[INFO] 2020-12-13 07:23:09 > Calculating Inception Score....
[INFO] 2020-12-13 07:24:10 > Calculate F_beta Score....
[INFO] 2020-12-13 07:28:38 > Calculate Accuracies....
[INFO] 2020-12-13 07:29:38 > Calculate Accuracies....
[INFO] 2020-12-13 07:30:54 > F_8 score (Step: 170000, Using valid images): 0.9889295100577401
[INFO] 2020-12-13 07:30:54 > F_1/8 score (Step: 170000, Using valid images): 0.9808418992957468
[INFO] 2020-12-13 07:30:54 > FID score (Step: 170000, Using valid moments): 8.502364905790103
[INFO] 2020-12-13 07:30:54 > Inception score (Step: 170000, 50000 generated images): 84.03691864013672
[INFO] 2020-12-13 07:30:54 > Best FID score (Step: 170000, Using valid moments): 8.502364905790103
[INFO] 2020-12-13 07:31:08 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 07:50:49 > Step: 170100 Progress: 85.0% Elapsed: 6 days, 23:28:41 temperature: no ada_p: No Discriminator_loss: 0.020359 Generator_loss: 0.925606
[INFO] 2020-12-13 08:10:24 > Step: 170200 Progress: 85.1% Elapsed: 6 days, 23:48:16 temperature: no ada_p: No Discriminator_loss: 0.0150205 Generator_loss: 0.952128
[INFO] 2020-12-13 08:29:58 > Step: 170300 Progress: 85.2% Elapsed: 7 days, 0:07:50 temperature: no ada_p: No Discriminator_loss: 0.0195105 Generator_loss: 0.914016
[INFO] 2020-12-13 08:49:38 > Step: 170400 Progress: 85.2% Elapsed: 7 days, 0:27:31 temperature: no ada_p: No Discriminator_loss: 0.0117554 Generator_loss: 0.867361
[INFO] 2020-12-13 09:09:13 > Step: 170500 Progress: 85.2% Elapsed: 7 days, 0:47:05 temperature: no ada_p: No Discriminator_loss: 0.0161374 Generator_loss: 0.857716
[INFO] 2020-12-13 09:28:48 > Step: 170600 Progress: 85.3% Elapsed: 7 days, 1:06:40 temperature: no ada_p: No Discriminator_loss: 0.0207543 Generator_loss: 0.834386
[INFO] 2020-12-13 09:48:27 > Step: 170700 Progress: 85.4% Elapsed: 7 days, 1:26:20 temperature: no ada_p: No Discriminator_loss: 0.0414997 Generator_loss: 0.613945
[INFO] 2020-12-13 10:08:03 > Step: 170800 Progress: 85.4% Elapsed: 7 days, 1:45:55 temperature: no ada_p: No Discriminator_loss: 0.0159324 Generator_loss: 0.927553
[INFO] 2020-12-13 10:27:36 > Step: 170900 Progress: 85.5% Elapsed: 7 days, 2:05:29 temperature: no ada_p: No Discriminator_loss: 0.00937927 Generator_loss: 0.95534
[INFO] 2020-12-13 10:47:17 > Step: 171000 Progress: 85.5% Elapsed: 7 days, 2:25:09 temperature: no ada_p: No Discriminator_loss: 0.012326 Generator_loss: 0.915811
[INFO] 2020-12-13 11:06:55 > Step: 171100 Progress: 85.5% Elapsed: 7 days, 2:44:47 temperature: no ada_p: No Discriminator_loss: 0.0168624 Generator_loss: 0.844154
[INFO] 2020-12-13 11:26:31 > Step: 171200 Progress: 85.6% Elapsed: 7 days, 3:04:23 temperature: no ada_p: No Discriminator_loss: 0.0207558 Generator_loss: 0.753108
[INFO] 2020-12-13 11:46:11 > Step: 171300 Progress: 85.7% Elapsed: 7 days, 3:24:04 temperature: no ada_p: No Discriminator_loss: 0.0147109 Generator_loss: 0.905189
[INFO] 2020-12-13 12:05:46 > Step: 171400 Progress: 85.7% Elapsed: 7 days, 3:43:38 temperature: no ada_p: No Discriminator_loss: 0.0226845 Generator_loss: 0.868976
[INFO] 2020-12-13 12:25:19 > Step: 171500 Progress: 85.8% Elapsed: 7 days, 4:03:12 temperature: no ada_p: No Discriminator_loss: 0.0144032 Generator_loss: 0.892336
[INFO] 2020-12-13 12:44:52 > Step: 171600 Progress: 85.8% Elapsed: 7 days, 4:22:44 temperature: no ada_p: No Discriminator_loss: 0.0128035 Generator_loss: 0.874861
[INFO] 2020-12-13 13:04:33 > Step: 171700 Progress: 85.9% Elapsed: 7 days, 4:42:26 temperature: no ada_p: No Discriminator_loss: 0.0129501 Generator_loss: 0.869903
[INFO] 2020-12-13 13:24:06 > Step: 171800 Progress: 85.9% Elapsed: 7 days, 5:01:59 temperature: no ada_p: No Discriminator_loss: 0.0426235 Generator_loss: 0.667199
[INFO] 2020-12-13 13:43:39 > Step: 171900 Progress: 86.0% Elapsed: 7 days, 5:21:31 temperature: no ada_p: No Discriminator_loss: 0.0137458 Generator_loss: 0.912491
[INFO] 2020-12-13 14:03:18 > Step: 172000 Progress: 86.0% Elapsed: 7 days, 5:41:10 temperature: no ada_p: No Discriminator_loss: 0.0117274 Generator_loss: 0.916214
[INFO] 2020-12-13 14:03:18 > Start Evaluation (172000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 14:03:18 > Calculating FID Score....
[INFO] 2020-12-13 14:04:30 > Calculating Inception Score....
[INFO] 2020-12-13 14:05:31 > Calculate F_beta Score....
[INFO] 2020-12-13 14:08:20 > Calculate Accuracies....
[INFO] 2020-12-13 14:09:19 > Calculate Accuracies....
[INFO] 2020-12-13 14:10:36 > F_8 score (Step: 172000, Using valid images): 0.9859999123777461
[INFO] 2020-12-13 14:10:36 > F_1/8 score (Step: 172000, Using valid images): 0.9834757866889866
[INFO] 2020-12-13 14:10:36 > FID score (Step: 172000, Using valid moments): 8.487273265705483
[INFO] 2020-12-13 14:10:36 > Inception score (Step: 172000, 50000 generated images): 83.49514770507812
[INFO] 2020-12-13 14:10:36 > Best FID score (Step: 172000, Using valid moments): 8.487273265705483
[INFO] 2020-12-13 14:10:50 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 14:30:25 > Step: 172100 Progress: 86.1% Elapsed: 7 days, 6:08:17 temperature: no ada_p: No Discriminator_loss: 0.0174445 Generator_loss: 0.879992
[INFO] 2020-12-13 14:49:58 > Step: 172200 Progress: 86.1% Elapsed: 7 days, 6:27:51 temperature: no ada_p: No Discriminator_loss: 0.026713 Generator_loss: 0.693143
[INFO] 2020-12-13 15:09:41 > Step: 172300 Progress: 86.2% Elapsed: 7 days, 6:47:34 temperature: no ada_p: No Discriminator_loss: 0.0145403 Generator_loss: 0.939556
[INFO] 2020-12-13 15:29:16 > Step: 172400 Progress: 86.2% Elapsed: 7 days, 7:07:08 temperature: no ada_p: No Discriminator_loss: 0.0191048 Generator_loss: 0.818245
[INFO] 2020-12-13 15:48:51 > Step: 172500 Progress: 86.2% Elapsed: 7 days, 7:26:43 temperature: no ada_p: No Discriminator_loss: 0.0157049 Generator_loss: 0.962127
[INFO] 2020-12-13 16:08:31 > Step: 172600 Progress: 86.3% Elapsed: 7 days, 7:46:23 temperature: no ada_p: No Discriminator_loss: 0.0171463 Generator_loss: 0.903235
[INFO] 2020-12-13 16:28:04 > Step: 172700 Progress: 86.4% Elapsed: 7 days, 8:05:56 temperature: no ada_p: No Discriminator_loss: 0.0167922 Generator_loss: 0.909877
[INFO] 2020-12-13 16:47:37 > Step: 172800 Progress: 86.4% Elapsed: 7 days, 8:25:30 temperature: no ada_p: No Discriminator_loss: 0.0103438 Generator_loss: 0.945887
[INFO] 2020-12-13 17:07:18 > Step: 172900 Progress: 86.5% Elapsed: 7 days, 8:45:10 temperature: no ada_p: No Discriminator_loss: 0.0237293 Generator_loss: 0.782334
[INFO] 2020-12-13 17:26:53 > Step: 173000 Progress: 86.5% Elapsed: 7 days, 9:04:45 temperature: no ada_p: No Discriminator_loss: 0.0267061 Generator_loss: 0.762439
[INFO] 2020-12-13 17:46:26 > Step: 173100 Progress: 86.6% Elapsed: 7 days, 9:24:18 temperature: no ada_p: No Discriminator_loss: 0.0101263 Generator_loss: 1.01085
[INFO] 2020-12-13 18:06:04 > Step: 173200 Progress: 86.6% Elapsed: 7 days, 9:43:56 temperature: no ada_p: No Discriminator_loss: 0.0233793 Generator_loss: 0.802959
[INFO] 2020-12-13 18:25:38 > Step: 173300 Progress: 86.7% Elapsed: 7 days, 10:03:30 temperature: no ada_p: No Discriminator_loss: 0.0665838 Generator_loss: 0.488922
[INFO] 2020-12-13 18:45:11 > Step: 173400 Progress: 86.7% Elapsed: 7 days, 10:23:04 temperature: no ada_p: No Discriminator_loss: 0.0128471 Generator_loss: 0.983541
[INFO] 2020-12-13 19:04:51 > Step: 173500 Progress: 86.8% Elapsed: 7 days, 10:42:43 temperature: no ada_p: No Discriminator_loss: 0.0186874 Generator_loss: 0.861573
[INFO] 2020-12-13 19:24:28 > Step: 173600 Progress: 86.8% Elapsed: 7 days, 11:02:20 temperature: no ada_p: No Discriminator_loss: 0.0282864 Generator_loss: 0.781275
[INFO] 2020-12-13 19:44:03 > Step: 173700 Progress: 86.9% Elapsed: 7 days, 11:21:56 temperature: no ada_p: No Discriminator_loss: 0.0149967 Generator_loss: 0.942934
[INFO] 2020-12-13 20:03:44 > Step: 173800 Progress: 86.9% Elapsed: 7 days, 11:41:36 temperature: no ada_p: No Discriminator_loss: 0.0197222 Generator_loss: 0.907982
[INFO] 2020-12-13 20:23:23 > Step: 173900 Progress: 87.0% Elapsed: 7 days, 12:01:15 temperature: no ada_p: No Discriminator_loss: 0.025697 Generator_loss: 0.721347
[INFO] 2020-12-13 20:42:59 > Step: 174000 Progress: 87.0% Elapsed: 7 days, 12:20:51 temperature: no ada_p: No Discriminator_loss: 0.0138059 Generator_loss: 1.01105
[INFO] 2020-12-13 20:42:59 > Start Evaluation (174000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 20:42:59 > Calculating FID Score....
[INFO] 2020-12-13 20:44:11 > Calculating Inception Score....
[INFO] 2020-12-13 20:45:12 > Calculate F_beta Score....
[INFO] 2020-12-13 20:48:19 > Calculate Accuracies....
[INFO] 2020-12-13 20:49:18 > Calculate Accuracies....
[INFO] 2020-12-13 20:50:34 > F_8 score (Step: 174000, Using valid images): 0.9868885297719371
[INFO] 2020-12-13 20:50:34 > F_1/8 score (Step: 174000, Using valid images): 0.9831690680257648
[INFO] 2020-12-13 20:50:34 > FID score (Step: 174000, Using valid moments): 8.653514124012304
[INFO] 2020-12-13 20:50:34 > Inception score (Step: 174000, 50000 generated images): 83.68343353271484
[INFO] 2020-12-13 20:50:34 > Best FID score (Step: 172000, Using valid moments): 8.487273265705483
[INFO] 2020-12-13 20:50:41 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 21:10:15 > Step: 174100 Progress: 87.1% Elapsed: 7 days, 12:48:08 temperature: no ada_p: No Discriminator_loss: 0.0160395 Generator_loss: 0.858325
[INFO] 2020-12-13 21:29:55 > Step: 174200 Progress: 87.1% Elapsed: 7 days, 13:07:47 temperature: no ada_p: No Discriminator_loss: 0.057281 Generator_loss: 0.53809
[INFO] 2020-12-13 21:49:29 > Step: 174300 Progress: 87.2% Elapsed: 7 days, 13:27:21 temperature: no ada_p: No Discriminator_loss: 0.015562 Generator_loss: 0.779181
[INFO] 2020-12-13 22:09:02 > Step: 174400 Progress: 87.2% Elapsed: 7 days, 13:46:55 temperature: no ada_p: No Discriminator_loss: 0.0166159 Generator_loss: 0.802637
[INFO] 2020-12-13 22:28:43 > Step: 174500 Progress: 87.2% Elapsed: 7 days, 14:06:36 temperature: no ada_p: No Discriminator_loss: 0.0201742 Generator_loss: 0.765744
[INFO] 2020-12-13 22:48:17 > Step: 174600 Progress: 87.3% Elapsed: 7 days, 14:26:09 temperature: no ada_p: No Discriminator_loss: 0.017997 Generator_loss: 0.862917
[INFO] 2020-12-13 23:07:51 > Step: 174700 Progress: 87.4% Elapsed: 7 days, 14:45:43 temperature: no ada_p: No Discriminator_loss: 0.0268528 Generator_loss: 0.763413
[INFO] 2020-12-13 23:27:31 > Step: 174800 Progress: 87.4% Elapsed: 7 days, 15:05:23 temperature: no ada_p: No Discriminator_loss: 0.0143909 Generator_loss: 0.955572
[INFO] 2020-12-13 23:47:05 > Step: 174900 Progress: 87.5% Elapsed: 7 days, 15:24:57 temperature: no ada_p: No Discriminator_loss: 0.0133511 Generator_loss: 0.853706
[INFO] 2020-12-14 00:06:39 > Step: 175000 Progress: 87.5% Elapsed: 7 days, 15:44:32 temperature: no ada_p: No Discriminator_loss: 0.0159349 Generator_loss: 0.916868
[INFO] 2020-12-14 00:26:20 > Step: 175100 Progress: 87.5% Elapsed: 7 days, 16:04:13 temperature: no ada_p: No Discriminator_loss: 0.0636994 Generator_loss: 0.639556
[INFO] 2020-12-14 00:45:55 > Step: 175200 Progress: 87.6% Elapsed: 7 days, 16:23:47 temperature: no ada_p: No Discriminator_loss: 0.0787847 Generator_loss: 0.433876
[INFO] 2020-12-14 01:05:29 > Step: 175300 Progress: 87.6% Elapsed: 7 days, 16:43:21 temperature: no ada_p: No Discriminator_loss: 0.0192782 Generator_loss: 0.781307
[INFO] 2020-12-14 01:25:09 > Step: 175400 Progress: 87.7% Elapsed: 7 days, 17:03:01 temperature: no ada_p: No Discriminator_loss: 0.0147854 Generator_loss: 0.980065
[INFO] 2020-12-14 01:44:43 > Step: 175500 Progress: 87.8% Elapsed: 7 days, 17:22:35 temperature: no ada_p: No Discriminator_loss: 0.0175096 Generator_loss: 0.937981
[INFO] 2020-12-14 02:04:17 > Step: 175600 Progress: 87.8% Elapsed: 7 days, 17:42:09 temperature: no ada_p: No Discriminator_loss: 0.0166102 Generator_loss: 0.866769
[INFO] 2020-12-14 02:23:57 > Step: 175700 Progress: 87.8% Elapsed: 7 days, 18:01:49 temperature: no ada_p: No Discriminator_loss: 0.110111 Generator_loss: 0.297778
[INFO] 2020-12-14 02:43:31 > Step: 175800 Progress: 87.9% Elapsed: 7 days, 18:21:23 temperature: no ada_p: No Discriminator_loss: 0.029179 Generator_loss: 0.712781
[INFO] 2020-12-14 03:03:05 > Step: 175900 Progress: 87.9% Elapsed: 7 days, 18:40:57 temperature: no ada_p: No Discriminator_loss: 0.0143069 Generator_loss: 0.889659
[INFO] 2020-12-14 03:22:44 > Step: 176000 Progress: 88.0% Elapsed: 7 days, 19:00:36 temperature: no ada_p: No Discriminator_loss: 0.0140067 Generator_loss: 0.925021
[INFO] 2020-12-14 03:22:44 > Start Evaluation (176000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 03:22:44 > Calculating FID Score....
[INFO] 2020-12-14 03:23:55 > Calculating Inception Score....
[INFO] 2020-12-14 03:24:56 > Calculate F_beta Score....
[INFO] 2020-12-14 03:28:48 > Calculate Accuracies....
[INFO] 2020-12-14 03:29:48 > Calculate Accuracies....
[INFO] 2020-12-14 03:31:04 > F_8 score (Step: 176000, Using valid images): 0.9854914550903421
[INFO] 2020-12-14 03:31:04 > F_1/8 score (Step: 176000, Using valid images): 0.9820001090372117
[INFO] 2020-12-14 03:31:04 > FID score (Step: 176000, Using valid moments): 8.471404537961064
[INFO] 2020-12-14 03:31:04 > Inception score (Step: 176000, 50000 generated images): 85.1881103515625
[INFO] 2020-12-14 03:31:04 > Best FID score (Step: 176000, Using valid moments): 8.471404537961064
[INFO] 2020-12-14 03:31:18 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 03:50:53 > Step: 176100 Progress: 88.0% Elapsed: 7 days, 19:28:46 temperature: no ada_p: No Discriminator_loss: 0.0236255 Generator_loss: 0.796151
[INFO] 2020-12-14 04:10:26 > Step: 176200 Progress: 88.1% Elapsed: 7 days, 19:48:19 temperature: no ada_p: No Discriminator_loss: 0.0215864 Generator_loss: 0.798813
[INFO] 2020-12-14 04:30:05 > Step: 176300 Progress: 88.1% Elapsed: 7 days, 20:07:57 temperature: no ada_p: No Discriminator_loss: 0.0141988 Generator_loss: 0.955354
[INFO] 2020-12-14 04:49:40 > Step: 176400 Progress: 88.2% Elapsed: 7 days, 20:27:33 temperature: no ada_p: No Discriminator_loss: 0.0169539 Generator_loss: 0.850304
[INFO] 2020-12-14 05:09:15 > Step: 176500 Progress: 88.2% Elapsed: 7 days, 20:47:07 temperature: no ada_p: No Discriminator_loss: 0.0100329 Generator_loss: 0.935218
[INFO] 2020-12-14 05:28:49 > Step: 176600 Progress: 88.3% Elapsed: 7 days, 21:06:42 temperature: no ada_p: No Discriminator_loss: 0.0132586 Generator_loss: 0.999942
[INFO] 2020-12-14 05:48:32 > Step: 176700 Progress: 88.3% Elapsed: 7 days, 21:26:25 temperature: no ada_p: No Discriminator_loss: 0.00916929 Generator_loss: 0.888027
[INFO] 2020-12-14 06:08:09 > Step: 176800 Progress: 88.4% Elapsed: 7 days, 21:46:02 temperature: no ada_p: No Discriminator_loss: 0.0146833 Generator_loss: 0.893644
[INFO] 2020-12-14 06:27:45 > Step: 176900 Progress: 88.4% Elapsed: 7 days, 22:05:38 temperature: no ada_p: No Discriminator_loss: 0.0192888 Generator_loss: 0.794724
[INFO] 2020-12-14 06:47:27 > Step: 177000 Progress: 88.5% Elapsed: 7 days, 22:25:19 temperature: no ada_p: No Discriminator_loss: 0.0134271 Generator_loss: 0.913364
[INFO] 2020-12-14 07:07:01 > Step: 177100 Progress: 88.5% Elapsed: 7 days, 22:44:54 temperature: no ada_p: No Discriminator_loss: 0.0183593 Generator_loss: 0.89855
[INFO] 2020-12-14 07:26:34 > Step: 177200 Progress: 88.6% Elapsed: 7 days, 23:04:27 temperature: no ada_p: No Discriminator_loss: 0.0470967 Generator_loss: 0.651561
[INFO] 2020-12-14 07:46:15 > Step: 177300 Progress: 88.6% Elapsed: 7 days, 23:24:07 temperature: no ada_p: No Discriminator_loss: 0.0117124 Generator_loss: 1.02071
[INFO] 2020-12-14 08:05:51 > Step: 177400 Progress: 88.7% Elapsed: 7 days, 23:43:43 temperature: no ada_p: No Discriminator_loss: 0.0169682 Generator_loss: 0.875434
[INFO] 2020-12-14 08:25:26 > Step: 177500 Progress: 88.8% Elapsed: 8 days, 0:03:19 temperature: no ada_p: No Discriminator_loss: 0.014526 Generator_loss: 1.02898
[INFO] 2020-12-14 08:45:09 > Step: 177600 Progress: 88.8% Elapsed: 8 days, 0:23:01 temperature: no ada_p: No Discriminator_loss: 0.0231113 Generator_loss: 0.728757
[INFO] 2020-12-14 09:04:42 > Step: 177700 Progress: 88.8% Elapsed: 8 days, 0:42:34 temperature: no ada_p: No Discriminator_loss: 0.0154787 Generator_loss: 0.918362
[INFO] 2020-12-14 09:24:15 > Step: 177800 Progress: 88.9% Elapsed: 8 days, 1:02:08 temperature: no ada_p: No Discriminator_loss: 0.0206997 Generator_loss: 0.830882
[INFO] 2020-12-14 09:43:57 > Step: 177900 Progress: 88.9% Elapsed: 8 days, 1:21:50 temperature: no ada_p: No Discriminator_loss: 0.0179676 Generator_loss: 0.924286
[INFO] 2020-12-14 10:03:33 > Step: 178000 Progress: 89.0% Elapsed: 8 days, 1:41:25 temperature: no ada_p: No Discriminator_loss: 0.0434495 Generator_loss: 0.608874
[INFO] 2020-12-14 10:03:33 > Start Evaluation (178000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 10:03:33 > Calculating FID Score....
[INFO] 2020-12-14 10:04:45 > Calculating Inception Score....
[INFO] 2020-12-14 10:05:46 > Calculate F_beta Score....
[INFO] 2020-12-14 10:08:25 > Calculate Accuracies....
[INFO] 2020-12-14 10:09:25 > Calculate Accuracies....
[INFO] 2020-12-14 10:10:30 > F_8 score (Step: 178000, Using valid images): 0.9859096858100479
[INFO] 2020-12-14 10:10:30 > F_1/8 score (Step: 178000, Using valid images): 0.9832098379162143
[INFO] 2020-12-14 10:10:30 > FID score (Step: 178000, Using valid moments): 8.429019136143324
[INFO] 2020-12-14 10:10:30 > Inception score (Step: 178000, 50000 generated images): 84.38909149169922
[INFO] 2020-12-14 10:10:30 > Best FID score (Step: 178000, Using valid moments): 8.429019136143324
[INFO] 2020-12-14 10:10:44 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 10:30:20 > Step: 178100 Progress: 89.0% Elapsed: 8 days, 2:08:12 temperature: no ada_p: No Discriminator_loss: 0.0452692 Generator_loss: 0.848747
[INFO] 2020-12-14 10:50:02 > Step: 178200 Progress: 89.1% Elapsed: 8 days, 2:27:54 temperature: no ada_p: No Discriminator_loss: 0.0150503 Generator_loss: 0.939512
[INFO] 2020-12-14 11:09:38 > Step: 178300 Progress: 89.1% Elapsed: 8 days, 2:47:31 temperature: no ada_p: No Discriminator_loss: 0.0171625 Generator_loss: 0.918296
[INFO] 2020-12-14 11:29:14 > Step: 178400 Progress: 89.2% Elapsed: 8 days, 3:07:06 temperature: no ada_p: No Discriminator_loss: 0.0175713 Generator_loss: 0.740495
[INFO] 2020-12-14 11:48:54 > Step: 178500 Progress: 89.2% Elapsed: 8 days, 3:26:47 temperature: no ada_p: No Discriminator_loss: 0.0148809 Generator_loss: 0.826651
[INFO] 2020-12-14 12:08:32 > Step: 178600 Progress: 89.3% Elapsed: 8 days, 3:46:24 temperature: no ada_p: No Discriminator_loss: 0.0195741 Generator_loss: 0.784609
[INFO] 2020-12-14 12:28:09 > Step: 178700 Progress: 89.3% Elapsed: 8 days, 4:06:02 temperature: no ada_p: No Discriminator_loss: 0.0561346 Generator_loss: 0.630625
[INFO] 2020-12-14 12:47:52 > Step: 178800 Progress: 89.4% Elapsed: 8 days, 4:25:44 temperature: no ada_p: No Discriminator_loss: 0.00882162 Generator_loss: 0.920825
[INFO] 2020-12-14 13:07:30 > Step: 178900 Progress: 89.5% Elapsed: 8 days, 4:45:23 temperature: no ada_p: No Discriminator_loss: 0.0260636 Generator_loss: 0.811977
[INFO] 2020-12-14 13:27:08 > Step: 179000 Progress: 89.5% Elapsed: 8 days, 5:05:00 temperature: no ada_p: No Discriminator_loss: 0.0194889 Generator_loss: 0.888915
[INFO] 2020-12-14 13:46:42 > Step: 179100 Progress: 89.5% Elapsed: 8 days, 5:24:34 temperature: no ada_p: No Discriminator_loss: 0.020566 Generator_loss: 0.816873
[INFO] 2020-12-14 14:06:24 > Step: 179200 Progress: 89.6% Elapsed: 8 days, 5:44:16 temperature: no ada_p: No Discriminator_loss: 0.0224116 Generator_loss: 0.758082
[INFO] 2020-12-14 14:26:00 > Step: 179300 Progress: 89.6% Elapsed: 8 days, 6:03:52 temperature: no ada_p: No Discriminator_loss: 0.0196476 Generator_loss: 0.848537
[INFO] 2020-12-14 14:45:34 > Step: 179400 Progress: 89.7% Elapsed: 8 days, 6:23:27 temperature: no ada_p: No Discriminator_loss: 0.0159491 Generator_loss: 0.891544
[INFO] 2020-12-14 15:05:17 > Step: 179500 Progress: 89.8% Elapsed: 8 days, 6:43:10 temperature: no ada_p: No Discriminator_loss: 0.0110467 Generator_loss: 0.885342
[INFO] 2020-12-14 15:24:54 > Step: 179600 Progress: 89.8% Elapsed: 8 days, 7:02:46 temperature: no ada_p: No Discriminator_loss: 0.0368913 Generator_loss: 0.698702
[INFO] 2020-12-14 15:44:30 > Step: 179700 Progress: 89.8% Elapsed: 8 days, 7:22:22 temperature: no ada_p: No Discriminator_loss: 0.0171729 Generator_loss: 0.871844
[INFO] 2020-12-14 16:04:12 > Step: 179800 Progress: 89.9% Elapsed: 8 days, 7:42:05 temperature: no ada_p: No Discriminator_loss: 0.0133153 Generator_loss: 0.889799
[INFO] 2020-12-14 16:23:48 > Step: 179900 Progress: 90.0% Elapsed: 8 days, 8:01:41 temperature: no ada_p: No Discriminator_loss: 0.0130855 Generator_loss: 0.964303
[INFO] 2020-12-14 16:43:24 > Step: 180000 Progress: 90.0% Elapsed: 8 days, 8:21:17 temperature: no ada_p: No Discriminator_loss: 0.0236796 Generator_loss: 0.811998
[INFO] 2020-12-14 16:43:24 > Start Evaluation (180000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 16:43:24 > Calculating FID Score....
[INFO] 2020-12-14 16:44:36 > Calculating Inception Score....
[INFO] 2020-12-14 16:45:37 > Calculate F_beta Score....
[INFO] 2020-12-14 16:49:22 > Calculate Accuracies....
[INFO] 2020-12-14 16:50:21 > Calculate Accuracies....
[INFO] 2020-12-14 16:51:35 > F_8 score (Step: 180000, Using valid images): 0.9855653028687511
[INFO] 2020-12-14 16:51:35 > F_1/8 score (Step: 180000, Using valid images): 0.9833808362054551
[INFO] 2020-12-14 16:51:35 > FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-14 16:51:35 > Inception score (Step: 180000, 50000 generated images): 84.56593322753906
[INFO] 2020-12-14 16:51:35 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-14 16:51:49 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 17:11:31 > Step: 180100 Progress: 90.0% Elapsed: 8 days, 8:49:24 temperature: no ada_p: No Discriminator_loss: 0.0155201 Generator_loss: 0.805415
[INFO] 2020-12-14 17:31:09 > Step: 180200 Progress: 90.1% Elapsed: 8 days, 9:09:01 temperature: no ada_p: No Discriminator_loss: 0.0149132 Generator_loss: 0.916269
[INFO] 2020-12-14 17:50:47 > Step: 180300 Progress: 90.1% Elapsed: 8 days, 9:28:39 temperature: no ada_p: No Discriminator_loss: 0.0165538 Generator_loss: 0.93085
[INFO] 2020-12-14 18:10:30 > Step: 180400 Progress: 90.2% Elapsed: 8 days, 9:48:22 temperature: no ada_p: No Discriminator_loss: 0.0132661 Generator_loss: 0.926544
[INFO] 2020-12-14 18:30:08 > Step: 180500 Progress: 90.2% Elapsed: 8 days, 10:08:01 temperature: no ada_p: No Discriminator_loss: 0.0120273 Generator_loss: 1.06283
[INFO] 2020-12-14 18:49:45 > Step: 180600 Progress: 90.3% Elapsed: 8 days, 10:27:38 temperature: no ada_p: No Discriminator_loss: 0.011765 Generator_loss: 0.928367
[INFO] 2020-12-14 19:09:27 > Step: 180700 Progress: 90.3% Elapsed: 8 days, 10:47:20 temperature: no ada_p: No Discriminator_loss: 0.0121118 Generator_loss: 0.928177
[INFO] 2020-12-14 19:29:05 > Step: 180800 Progress: 90.4% Elapsed: 8 days, 11:06:58 temperature: no ada_p: No Discriminator_loss: 0.0127387 Generator_loss: 0.87054
[INFO] 2020-12-14 19:48:42 > Step: 180900 Progress: 90.5% Elapsed: 8 days, 11:26:35 temperature: no ada_p: No Discriminator_loss: 0.0138718 Generator_loss: 0.890734
[INFO] 2020-12-14 20:08:23 > Step: 181000 Progress: 90.5% Elapsed: 8 days, 11:46:15 temperature: no ada_p: No Discriminator_loss: 0.0159183 Generator_loss: 0.91118
[INFO] 2020-12-14 20:27:59 > Step: 181100 Progress: 90.5% Elapsed: 8 days, 12:05:51 temperature: no ada_p: No Discriminator_loss: 0.0165305 Generator_loss: 0.877199
[INFO] 2020-12-14 20:47:32 > Step: 181200 Progress: 90.6% Elapsed: 8 days, 12:25:25 temperature: no ada_p: No Discriminator_loss: 0.0345119 Generator_loss: 0.655056
[INFO] 2020-12-14 21:07:10 > Step: 181300 Progress: 90.6% Elapsed: 8 days, 12:45:02 temperature: no ada_p: No Discriminator_loss: 0.0130708 Generator_loss: 0.945439
[INFO] 2020-12-14 21:26:46 > Step: 181400 Progress: 90.7% Elapsed: 8 days, 13:04:38 temperature: no ada_p: No Discriminator_loss: 0.0154499 Generator_loss: 0.983875
[INFO] 2020-12-14 21:46:20 > Step: 181500 Progress: 90.8% Elapsed: 8 days, 13:24:12 temperature: no ada_p: No Discriminator_loss: 0.0918806 Generator_loss: 0.323507
[INFO] 2020-12-14 22:05:53 > Step: 181600 Progress: 90.8% Elapsed: 8 days, 13:43:46 temperature: no ada_p: No Discriminator_loss: 0.0158363 Generator_loss: 0.855281
[INFO] 2020-12-14 22:25:35 > Step: 181700 Progress: 90.8% Elapsed: 8 days, 14:03:27 temperature: no ada_p: No Discriminator_loss: 0.0272664 Generator_loss: 0.80715
[INFO] 2020-12-14 22:45:09 > Step: 181800 Progress: 90.9% Elapsed: 8 days, 14:23:01 temperature: no ada_p: No Discriminator_loss: 0.0190952 Generator_loss: 0.842584
[INFO] 2020-12-14 23:04:43 > Step: 181900 Progress: 91.0% Elapsed: 8 days, 14:42:36 temperature: no ada_p: No Discriminator_loss: 0.0152727 Generator_loss: 0.934147
[INFO] 2020-12-14 23:24:24 > Step: 182000 Progress: 91.0% Elapsed: 8 days, 15:02:16 temperature: no ada_p: No Discriminator_loss: 0.0104687 Generator_loss: 0.982474
[INFO] 2020-12-14 23:24:24 > Start Evaluation (182000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 23:24:24 > Calculating FID Score....
[INFO] 2020-12-14 23:25:36 > Calculating Inception Score....
[INFO] 2020-12-14 23:26:37 > Calculate F_beta Score....
[INFO] 2020-12-14 23:30:09 > Calculate Accuracies....
[INFO] 2020-12-14 23:31:08 > Calculate Accuracies....
[INFO] 2020-12-14 23:32:30 > F_8 score (Step: 182000, Using valid images): 0.9862922691968504
[INFO] 2020-12-14 23:32:30 > F_1/8 score (Step: 182000, Using valid images): 0.9834500442316747
[INFO] 2020-12-14 23:32:30 > FID score (Step: 182000, Using valid moments): 8.341364994942978
[INFO] 2020-12-14 23:32:30 > Inception score (Step: 182000, 50000 generated images): 85.24459075927734
[INFO] 2020-12-14 23:32:30 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-14 23:32:37 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 23:52:12 > Step: 182100 Progress: 91.0% Elapsed: 8 days, 15:30:04 temperature: no ada_p: No Discriminator_loss: 0.0250841 Generator_loss: 0.76904
[INFO] 2020-12-15 00:11:47 > Step: 182200 Progress: 91.1% Elapsed: 8 days, 15:49:39 temperature: no ada_p: No Discriminator_loss: 0.014595 Generator_loss: 0.858212
[INFO] 2020-12-15 00:31:26 > Step: 182300 Progress: 91.1% Elapsed: 8 days, 16:09:19 temperature: no ada_p: No Discriminator_loss: 0.0223587 Generator_loss: 1.03474
[INFO] 2020-12-15 00:51:00 > Step: 182400 Progress: 91.2% Elapsed: 8 days, 16:28:52 temperature: no ada_p: No Discriminator_loss: 0.00988096 Generator_loss: 0.932182
[INFO] 2020-12-15 01:10:34 > Step: 182500 Progress: 91.2% Elapsed: 8 days, 16:48:26 temperature: no ada_p: No Discriminator_loss: 0.0100947 Generator_loss: 0.922037
[INFO] 2020-12-15 01:30:14 > Step: 182600 Progress: 91.3% Elapsed: 8 days, 17:08:06 temperature: no ada_p: No Discriminator_loss: 0.0120362 Generator_loss: 0.941551
[INFO] 2020-12-15 01:49:50 > Step: 182700 Progress: 91.3% Elapsed: 8 days, 17:27:42 temperature: no ada_p: No Discriminator_loss: 0.0147904 Generator_loss: 0.877791
[INFO] 2020-12-15 02:09:25 > Step: 182800 Progress: 91.4% Elapsed: 8 days, 17:47:17 temperature: no ada_p: No Discriminator_loss: 0.017196 Generator_loss: 0.870757
[INFO] 2020-12-15 02:29:05 > Step: 182900 Progress: 91.5% Elapsed: 8 days, 18:06:57 temperature: no ada_p: No Discriminator_loss: 0.0265003 Generator_loss: 0.78514
[INFO] 2020-12-15 02:48:44 > Step: 183000 Progress: 91.5% Elapsed: 8 days, 18:26:36 temperature: no ada_p: No Discriminator_loss: 0.0155502 Generator_loss: 0.908277
[INFO] 2020-12-15 03:08:21 > Step: 183100 Progress: 91.5% Elapsed: 8 days, 18:46:13 temperature: no ada_p: No Discriminator_loss: 0.0167412 Generator_loss: 0.823423
[INFO] 2020-12-15 03:28:02 > Step: 183200 Progress: 91.6% Elapsed: 8 days, 19:05:54 temperature: no ada_p: No Discriminator_loss: 0.0146889 Generator_loss: 0.900425
[INFO] 2020-12-15 03:47:39 > Step: 183300 Progress: 91.6% Elapsed: 8 days, 19:25:32 temperature: no ada_p: No Discriminator_loss: 0.0142541 Generator_loss: 0.984445
[INFO] 2020-12-15 04:07:17 > Step: 183400 Progress: 91.7% Elapsed: 8 days, 19:45:09 temperature: no ada_p: No Discriminator_loss: 0.0209499 Generator_loss: 0.759947
[INFO] 2020-12-15 04:26:57 > Step: 183500 Progress: 91.8% Elapsed: 8 days, 20:04:50 temperature: no ada_p: No Discriminator_loss: 0.0123959 Generator_loss: 0.934191
[INFO] 2020-12-15 04:46:34 > Step: 183600 Progress: 91.8% Elapsed: 8 days, 20:24:26 temperature: no ada_p: No Discriminator_loss: 0.0186707 Generator_loss: 0.845185
[INFO] 2020-12-15 05:06:08 > Step: 183700 Progress: 91.8% Elapsed: 8 days, 20:44:00 temperature: no ada_p: No Discriminator_loss: 0.0150847 Generator_loss: 0.864325
[INFO] 2020-12-15 05:25:41 > Step: 183800 Progress: 91.9% Elapsed: 8 days, 21:03:33 temperature: no ada_p: No Discriminator_loss: 0.0320856 Generator_loss: 0.765957
[INFO] 2020-12-15 05:45:20 > Step: 183900 Progress: 92.0% Elapsed: 8 days, 21:23:13 temperature: no ada_p: No Discriminator_loss: 0.0143319 Generator_loss: 0.924569
[INFO] 2020-12-15 06:04:54 > Step: 184000 Progress: 92.0% Elapsed: 8 days, 21:42:46 temperature: no ada_p: No Discriminator_loss: 0.0114533 Generator_loss: 0.925006
[INFO] 2020-12-15 06:04:54 > Start Evaluation (184000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 06:04:54 > Calculating FID Score....
[INFO] 2020-12-15 06:06:05 > Calculating Inception Score....
[INFO] 2020-12-15 06:07:07 > Calculate F_beta Score....
[INFO] 2020-12-15 06:10:39 > Calculate Accuracies....
[INFO] 2020-12-15 06:11:39 > Calculate Accuracies....
[INFO] 2020-12-15 06:13:09 > F_8 score (Step: 184000, Using valid images): 0.9861497256923457
[INFO] 2020-12-15 06:13:09 > F_1/8 score (Step: 184000, Using valid images): 0.983903105214486
[INFO] 2020-12-15 06:13:09 > FID score (Step: 184000, Using valid moments): 8.310038187889802
[INFO] 2020-12-15 06:13:09 > Inception score (Step: 184000, 50000 generated images): 86.5125503540039
[INFO] 2020-12-15 06:13:09 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-15 06:13:16 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 06:32:49 > Step: 184100 Progress: 92.0% Elapsed: 8 days, 22:10:41 temperature: no ada_p: No Discriminator_loss: 0.0181836 Generator_loss: 0.864371
[INFO] 2020-12-15 06:52:31 > Step: 184200 Progress: 92.1% Elapsed: 8 days, 22:30:23 temperature: no ada_p: No Discriminator_loss: 0.0116016 Generator_loss: 0.996846
[INFO] 2020-12-15 07:12:07 > Step: 184300 Progress: 92.2% Elapsed: 8 days, 22:49:59 temperature: no ada_p: No Discriminator_loss: 0.016562 Generator_loss: 0.828504
[INFO] 2020-12-15 07:31:41 > Step: 184400 Progress: 92.2% Elapsed: 8 days, 23:09:33 temperature: no ada_p: No Discriminator_loss: 0.0109228 Generator_loss: 0.902562
[INFO] 2020-12-15 07:51:21 > Step: 184500 Progress: 92.2% Elapsed: 8 days, 23:29:13 temperature: no ada_p: No Discriminator_loss: 0.0154673 Generator_loss: 0.886772
[INFO] 2020-12-15 08:10:56 > Step: 184600 Progress: 92.3% Elapsed: 8 days, 23:48:48 temperature: no ada_p: No Discriminator_loss: 0.0210499 Generator_loss: 0.828385
[INFO] 2020-12-15 08:30:31 > Step: 184700 Progress: 92.3% Elapsed: 9 days, 0:08:23 temperature: no ada_p: No Discriminator_loss: 0.0180478 Generator_loss: 0.854987
[INFO] 2020-12-15 08:50:13 > Step: 184800 Progress: 92.4% Elapsed: 9 days, 0:28:05 temperature: no ada_p: No Discriminator_loss: 0.0807214 Generator_loss: 0.356752
[INFO] 2020-12-15 09:09:49 > Step: 184900 Progress: 92.5% Elapsed: 9 days, 0:47:41 temperature: no ada_p: No Discriminator_loss: 0.0168777 Generator_loss: 0.943071
[INFO] 2020-12-15 09:29:25 > Step: 185000 Progress: 92.5% Elapsed: 9 days, 1:07:18 temperature: no ada_p: No Discriminator_loss: 0.00931087 Generator_loss: 1.05212
[INFO] 2020-12-15 09:49:08 > Step: 185100 Progress: 92.5% Elapsed: 9 days, 1:27:00 temperature: no ada_p: No Discriminator_loss: 0.0165813 Generator_loss: 0.778568
[INFO] 2020-12-15 10:08:46 > Step: 185200 Progress: 92.6% Elapsed: 9 days, 1:46:38 temperature: no ada_p: No Discriminator_loss: 0.0175262 Generator_loss: 0.892818
[INFO] 2020-12-15 10:28:23 > Step: 185300 Progress: 92.7% Elapsed: 9 days, 2:06:15 temperature: no ada_p: No Discriminator_loss: 0.0114499 Generator_loss: 0.884076
[INFO] 2020-12-15 10:48:03 > Step: 185400 Progress: 92.7% Elapsed: 9 days, 2:25:56 temperature: no ada_p: No Discriminator_loss: 0.0112801 Generator_loss: 0.914791
[INFO] 2020-12-15 11:07:39 > Step: 185500 Progress: 92.8% Elapsed: 9 days, 2:45:31 temperature: no ada_p: No Discriminator_loss: 0.0211185 Generator_loss: 0.805067
[INFO] 2020-12-15 11:27:12 > Step: 185600 Progress: 92.8% Elapsed: 9 days, 3:05:05 temperature: no ada_p: No Discriminator_loss: 0.0201694 Generator_loss: 0.846367
[INFO] 2020-12-15 11:46:52 > Step: 185700 Progress: 92.8% Elapsed: 9 days, 3:24:44 temperature: no ada_p: No Discriminator_loss: 0.0129739 Generator_loss: 0.90177
[INFO] 2020-12-15 12:06:28 > Step: 185800 Progress: 92.9% Elapsed: 9 days, 3:44:20 temperature: no ada_p: No Discriminator_loss: 0.0225173 Generator_loss: 0.761016
[INFO] 2020-12-15 12:26:05 > Step: 185900 Progress: 93.0% Elapsed: 9 days, 4:03:58 temperature: no ada_p: No Discriminator_loss: 0.0193304 Generator_loss: 0.836306
[INFO] 2020-12-15 12:45:47 > Step: 186000 Progress: 93.0% Elapsed: 9 days, 4:23:39 temperature: no ada_p: No Discriminator_loss: 0.00838203 Generator_loss: 0.925505
[INFO] 2020-12-15 12:45:47 > Start Evaluation (186000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 12:45:47 > Calculating FID Score....
[INFO] 2020-12-15 12:46:58 > Calculating Inception Score....
[INFO] 2020-12-15 12:48:00 > Calculate F_beta Score....
[INFO] 2020-12-15 12:50:58 > Calculate Accuracies....
[INFO] 2020-12-15 12:51:57 > Calculate Accuracies....
[INFO] 2020-12-15 12:53:13 > F_8 score (Step: 186000, Using valid images): 0.9871199014092047
[INFO] 2020-12-15 12:53:13 > F_1/8 score (Step: 186000, Using valid images): 0.9842846224639447
[INFO] 2020-12-15 12:53:13 > FID score (Step: 186000, Using valid moments): 8.245242438260846
[INFO] 2020-12-15 12:53:13 > Inception score (Step: 186000, 50000 generated images): 85.28752136230469
[INFO] 2020-12-15 12:53:13 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-15 12:53:20 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 13:12:56 > Step: 186100 Progress: 93.0% Elapsed: 9 days, 4:50:48 temperature: no ada_p: No Discriminator_loss: 0.0123575 Generator_loss: 0.956932
[INFO] 2020-12-15 13:32:29 > Step: 186200 Progress: 93.1% Elapsed: 9 days, 5:10:22 temperature: no ada_p: No Discriminator_loss: 0.020494 Generator_loss: 0.743324
[INFO] 2020-12-15 13:52:03 > Step: 186300 Progress: 93.2% Elapsed: 9 days, 5:29:56 temperature: no ada_p: No Discriminator_loss: 0.0187334 Generator_loss: 0.911569
[INFO] 2020-12-15 14:11:45 > Step: 186400 Progress: 93.2% Elapsed: 9 days, 5:49:37 temperature: no ada_p: No Discriminator_loss: 0.0128432 Generator_loss: 0.972076
[INFO] 2020-12-15 14:31:20 > Step: 186500 Progress: 93.2% Elapsed: 9 days, 6:09:13 temperature: no ada_p: No Discriminator_loss: 0.0194105 Generator_loss: 0.860853
[INFO] 2020-12-15 14:50:54 > Step: 186600 Progress: 93.3% Elapsed: 9 days, 6:28:47 temperature: no ada_p: No Discriminator_loss: 0.0350165 Generator_loss: 0.643331
[INFO] 2020-12-15 15:10:38 > Step: 186700 Progress: 93.3% Elapsed: 9 days, 6:48:30 temperature: no ada_p: No Discriminator_loss: 0.0103836 Generator_loss: 1.0012
[INFO] 2020-12-15 15:30:15 > Step: 186800 Progress: 93.4% Elapsed: 9 days, 7:08:07 temperature: no ada_p: No Discriminator_loss: 0.0141901 Generator_loss: 0.939367
[INFO] 2020-12-15 15:49:51 > Step: 186900 Progress: 93.5% Elapsed: 9 days, 7:27:44 temperature: no ada_p: No Discriminator_loss: 0.0156209 Generator_loss: 1.02519
[INFO] 2020-12-15 16:09:34 > Step: 187000 Progress: 93.5% Elapsed: 9 days, 7:47:26 temperature: no ada_p: No Discriminator_loss: 0.0204869 Generator_loss: 0.786773
[INFO] 2020-12-15 16:29:09 > Step: 187100 Progress: 93.5% Elapsed: 9 days, 8:07:02 temperature: no ada_p: No Discriminator_loss: 0.0199914 Generator_loss: 0.80267
[INFO] 2020-12-15 16:48:44 > Step: 187200 Progress: 93.6% Elapsed: 9 days, 8:26:36 temperature: no ada_p: No Discriminator_loss: 0.0275657 Generator_loss: 0.762344
[INFO] 2020-12-15 17:08:26 > Step: 187300 Progress: 93.7% Elapsed: 9 days, 8:46:18 temperature: no ada_p: No Discriminator_loss: 0.0117411 Generator_loss: 0.844139
[INFO] 2020-12-15 17:28:02 > Step: 187400 Progress: 93.7% Elapsed: 9 days, 9:05:55 temperature: no ada_p: No Discriminator_loss: 0.0130801 Generator_loss: 0.913709
[INFO] 2020-12-15 17:47:38 > Step: 187500 Progress: 93.8% Elapsed: 9 days, 9:25:30 temperature: no ada_p: No Discriminator_loss: 0.0420244 Generator_loss: 0.630448
[INFO] 2020-12-15 18:07:20 > Step: 187600 Progress: 93.8% Elapsed: 9 days, 9:45:12 temperature: no ada_p: No Discriminator_loss: 0.0163182 Generator_loss: 0.87751
[INFO] 2020-12-15 18:26:58 > Step: 187700 Progress: 93.8% Elapsed: 9 days, 10:04:50 temperature: no ada_p: No Discriminator_loss: 0.0123139 Generator_loss: 0.976665
[INFO] 2020-12-15 18:46:34 > Step: 187800 Progress: 93.9% Elapsed: 9 days, 10:24:26 temperature: no ada_p: No Discriminator_loss: 0.0183889 Generator_loss: 0.916875
[INFO] 2020-12-15 19:06:15 > Step: 187900 Progress: 94.0% Elapsed: 9 days, 10:44:07 temperature: no ada_p: No Discriminator_loss: 0.0118189 Generator_loss: 1.00201
[INFO] 2020-12-15 19:25:50 > Step: 188000 Progress: 94.0% Elapsed: 9 days, 11:03:42 temperature: no ada_p: No Discriminator_loss: 0.0126971 Generator_loss: 0.923731
[INFO] 2020-12-15 19:25:50 > Start Evaluation (188000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 19:25:50 > Calculating FID Score....
[INFO] 2020-12-15 19:27:01 > Calculating Inception Score....
[INFO] 2020-12-15 19:28:02 > Calculate F_beta Score....
[INFO] 2020-12-15 19:30:47 > Calculate Accuracies....
[INFO] 2020-12-15 19:31:46 > Calculate Accuracies....
[INFO] 2020-12-15 19:33:00 > F_8 score (Step: 188000, Using valid images): 0.9887161821677121
[INFO] 2020-12-15 19:33:00 > F_1/8 score (Step: 188000, Using valid images): 0.9848206940214734
[INFO] 2020-12-15 19:33:00 > FID score (Step: 188000, Using valid moments): 8.232919427914737
[INFO] 2020-12-15 19:33:00 > Inception score (Step: 188000, 50000 generated images): 85.71957397460938
[INFO] 2020-12-15 19:33:00 > Best FID score (Step: 188000, Using valid moments): 8.232919427914737
[INFO] 2020-12-15 19:33:14 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 19:52:50 > Step: 188100 Progress: 94.0% Elapsed: 9 days, 11:30:42 temperature: no ada_p: No Discriminator_loss: 0.116288 Generator_loss: 0.428318
[INFO] 2020-12-15 20:12:31 > Step: 188200 Progress: 94.1% Elapsed: 9 days, 11:50:23 temperature: no ada_p: No Discriminator_loss: 0.0111089 Generator_loss: 0.900674
[INFO] 2020-12-15 20:32:09 > Step: 188300 Progress: 94.2% Elapsed: 9 days, 12:10:02 temperature: no ada_p: No Discriminator_loss: 0.0159377 Generator_loss: 0.849942
[INFO] 2020-12-15 20:51:45 > Step: 188400 Progress: 94.2% Elapsed: 9 days, 12:29:38 temperature: no ada_p: No Discriminator_loss: 0.0199515 Generator_loss: 0.862068
[INFO] 2020-12-15 21:11:26 > Step: 188500 Progress: 94.2% Elapsed: 9 days, 12:49:18 temperature: no ada_p: No Discriminator_loss: 0.0167461 Generator_loss: 1.02873
[INFO] 2020-12-15 21:31:04 > Step: 188600 Progress: 94.3% Elapsed: 9 days, 13:08:56 temperature: no ada_p: No Discriminator_loss: 0.0400855 Generator_loss: 0.67917
[INFO] 2020-12-15 21:50:39 > Step: 188700 Progress: 94.3% Elapsed: 9 days, 13:28:32 temperature: no ada_p: No Discriminator_loss: 0.0136367 Generator_loss: 0.825129
[INFO] 2020-12-15 22:10:15 > Step: 188800 Progress: 94.4% Elapsed: 9 days, 13:48:08 temperature: no ada_p: No Discriminator_loss: 0.0538123 Generator_loss: 0.555944
[INFO] 2020-12-15 22:29:58 > Step: 188900 Progress: 94.5% Elapsed: 9 days, 14:07:50 temperature: no ada_p: No Discriminator_loss: 0.0169651 Generator_loss: 0.959905
[INFO] 2020-12-15 22:49:34 > Step: 189000 Progress: 94.5% Elapsed: 9 days, 14:27:26 temperature: no ada_p: No Discriminator_loss: 0.0227151 Generator_loss: 0.754722
[INFO] 2020-12-15 23:09:10 > Step: 189100 Progress: 94.5% Elapsed: 9 days, 14:47:02 temperature: no ada_p: No Discriminator_loss: 0.0119829 Generator_loss: 0.940106
[INFO] 2020-12-15 23:28:53 > Step: 189200 Progress: 94.6% Elapsed: 9 days, 15:06:45 temperature: no ada_p: No Discriminator_loss: 0.00948176 Generator_loss: 0.991643
[INFO] 2020-12-15 23:48:30 > Step: 189300 Progress: 94.7% Elapsed: 9 days, 15:26:23 temperature: no ada_p: No Discriminator_loss: 0.0333538 Generator_loss: 0.653729
[INFO] 2020-12-16 00:08:06 > Step: 189400 Progress: 94.7% Elapsed: 9 days, 15:45:59 temperature: no ada_p: No Discriminator_loss: 0.00953094 Generator_loss: 0.923204
[INFO] 2020-12-16 00:27:47 > Step: 189500 Progress: 94.8% Elapsed: 9 days, 16:05:40 temperature: no ada_p: No Discriminator_loss: 0.0107203 Generator_loss: 0.971924
[INFO] 2020-12-16 00:47:24 > Step: 189600 Progress: 94.8% Elapsed: 9 days, 16:25:16 temperature: no ada_p: No Discriminator_loss: 0.0156122 Generator_loss: 0.89165
[INFO] 2020-12-16 01:07:01 > Step: 189700 Progress: 94.8% Elapsed: 9 days, 16:44:53 temperature: no ada_p: No Discriminator_loss: 0.0242464 Generator_loss: 0.772666
[INFO] 2020-12-16 01:26:43 > Step: 189800 Progress: 94.9% Elapsed: 9 days, 17:04:35 temperature: no ada_p: No Discriminator_loss: 0.0184955 Generator_loss: 0.986068
[INFO] 2020-12-16 01:46:19 > Step: 189900 Progress: 95.0% Elapsed: 9 days, 17:24:11 temperature: no ada_p: No Discriminator_loss: 0.0136414 Generator_loss: 1.00187
[INFO] 2020-12-16 02:05:55 > Step: 190000 Progress: 95.0% Elapsed: 9 days, 17:43:47 temperature: no ada_p: No Discriminator_loss: 0.0185799 Generator_loss: 0.839568
[INFO] 2020-12-16 02:05:55 > Start Evaluation (190000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 02:05:55 > Calculating FID Score....
[INFO] 2020-12-16 02:07:06 > Calculating Inception Score....
[INFO] 2020-12-16 02:08:08 > Calculate F_beta Score....
[INFO] 2020-12-16 02:12:34 > Calculate Accuracies....
[INFO] 2020-12-16 02:13:34 > Calculate Accuracies....
[INFO] 2020-12-16 02:14:58 > F_8 score (Step: 190000, Using valid images): 0.9879492877338646
[INFO] 2020-12-16 02:14:58 > F_1/8 score (Step: 190000, Using valid images): 0.9835644441705709
[INFO] 2020-12-16 02:14:58 > FID score (Step: 190000, Using valid moments): 8.173519412832206
[INFO] 2020-12-16 02:14:58 > Inception score (Step: 190000, 50000 generated images): 85.87283325195312
[INFO] 2020-12-16 02:14:58 > Best FID score (Step: 190000, Using valid moments): 8.173519412832206
[INFO] 2020-12-16 02:15:11 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 02:34:55 > Step: 190100 Progress: 95.0% Elapsed: 9 days, 18:12:48 temperature: no ada_p: No Discriminator_loss: 0.0195244 Generator_loss: 0.925848
[INFO] 2020-12-16 02:54:35 > Step: 190200 Progress: 95.1% Elapsed: 9 days, 18:32:28 temperature: no ada_p: No Discriminator_loss: 0.0224024 Generator_loss: 0.764217
[INFO] 2020-12-16 03:14:12 > Step: 190300 Progress: 95.2% Elapsed: 9 days, 18:52:04 temperature: no ada_p: No Discriminator_loss: 0.0139466 Generator_loss: 0.955565
[INFO] 2020-12-16 03:33:54 > Step: 190400 Progress: 95.2% Elapsed: 9 days, 19:11:46 temperature: no ada_p: No Discriminator_loss: 0.0151553 Generator_loss: 0.985533
[INFO] 2020-12-16 03:53:32 > Step: 190500 Progress: 95.2% Elapsed: 9 days, 19:31:24 temperature: no ada_p: No Discriminator_loss: 0.0176707 Generator_loss: 0.87804
[INFO] 2020-12-16 04:13:09 > Step: 190600 Progress: 95.3% Elapsed: 9 days, 19:51:01 temperature: no ada_p: No Discriminator_loss: 0.0143218 Generator_loss: 1.0322
[INFO] 2020-12-16 04:32:50 > Step: 190700 Progress: 95.3% Elapsed: 9 days, 20:10:42 temperature: no ada_p: No Discriminator_loss: 0.00895263 Generator_loss: 0.958205
[INFO] 2020-12-16 04:52:27 > Step: 190800 Progress: 95.4% Elapsed: 9 days, 20:30:20 temperature: no ada_p: No Discriminator_loss: 0.0117376 Generator_loss: 0.950846
[INFO] 2020-12-16 05:12:03 > Step: 190900 Progress: 95.5% Elapsed: 9 days, 20:49:56 temperature: no ada_p: No Discriminator_loss: 0.0112816 Generator_loss: 0.972199
[INFO] 2020-12-16 05:31:43 > Step: 191000 Progress: 95.5% Elapsed: 9 days, 21:09:36 temperature: no ada_p: No Discriminator_loss: 0.0116078 Generator_loss: 0.979224
[INFO] 2020-12-16 05:51:20 > Step: 191100 Progress: 95.5% Elapsed: 9 days, 21:29:12 temperature: no ada_p: No Discriminator_loss: 0.0144775 Generator_loss: 0.989429
[INFO] 2020-12-16 06:10:56 > Step: 191200 Progress: 95.6% Elapsed: 9 days, 21:48:49 temperature: no ada_p: No Discriminator_loss: 0.0203465 Generator_loss: 0.848232
[INFO] 2020-12-16 06:30:32 > Step: 191300 Progress: 95.7% Elapsed: 9 days, 22:08:25 temperature: no ada_p: No Discriminator_loss: 0.0134021 Generator_loss: 0.835016
[INFO] 2020-12-16 06:50:13 > Step: 191400 Progress: 95.7% Elapsed: 9 days, 22:28:05 temperature: no ada_p: No Discriminator_loss: 0.0144572 Generator_loss: 0.925115
[INFO] 2020-12-16 07:09:49 > Step: 191500 Progress: 95.8% Elapsed: 9 days, 22:47:42 temperature: no ada_p: No Discriminator_loss: 0.00824397 Generator_loss: 1.0025
[INFO] 2020-12-16 07:29:25 > Step: 191600 Progress: 95.8% Elapsed: 9 days, 23:07:17 temperature: no ada_p: No Discriminator_loss: 0.0246532 Generator_loss: 0.750176
[INFO] 2020-12-16 07:49:08 > Step: 191700 Progress: 95.9% Elapsed: 9 days, 23:27:00 temperature: no ada_p: No Discriminator_loss: 0.0130399 Generator_loss: 0.838358
[INFO] 2020-12-16 08:08:47 > Step: 191800 Progress: 95.9% Elapsed: 9 days, 23:46:39 temperature: no ada_p: No Discriminator_loss: 0.0186201 Generator_loss: 0.767161
[INFO] 2020-12-16 08:28:24 > Step: 191900 Progress: 96.0% Elapsed: 10 days, 0:06:16 temperature: no ada_p: No Discriminator_loss: 0.0121238 Generator_loss: 0.998028
[INFO] 2020-12-16 08:48:05 > Step: 192000 Progress: 96.0% Elapsed: 10 days, 0:25:57 temperature: no ada_p: No Discriminator_loss: 0.0148435 Generator_loss: 0.840977
[INFO] 2020-12-16 08:48:05 > Start Evaluation (192000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 08:48:05 > Calculating FID Score....
[INFO] 2020-12-16 08:49:16 > Calculating Inception Score....
[INFO] 2020-12-16 08:50:17 > Calculate F_beta Score....
[INFO] 2020-12-16 09:02:58 > Calculate Accuracies....
[INFO] 2020-12-16 09:03:57 > Calculate Accuracies....
[INFO] 2020-12-16 09:05:17 > F_8 score (Step: 192000, Using valid images): 0.9866102539366854
[INFO] 2020-12-16 09:05:17 > F_1/8 score (Step: 192000, Using valid images): 0.9831377851030374
[INFO] 2020-12-16 09:05:17 > FID score (Step: 192000, Using valid moments): 8.198588363590602
[INFO] 2020-12-16 09:05:17 > Inception score (Step: 192000, 50000 generated images): 86.19815826416016
[INFO] 2020-12-16 09:05:17 > Best FID score (Step: 190000, Using valid moments): 8.173519412832206
[INFO] 2020-12-16 09:05:24 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 09:25:02 > Step: 192100 Progress: 96.0% Elapsed: 10 days, 1:02:55 temperature: no ada_p: No Discriminator_loss: 0.0117451 Generator_loss: 0.882178
[INFO] 2020-12-16 09:44:39 > Step: 192200 Progress: 96.1% Elapsed: 10 days, 1:22:31 temperature: no ada_p: No Discriminator_loss: 0.0197763 Generator_loss: 0.82409
[INFO] 2020-12-16 10:04:22 > Step: 192300 Progress: 96.2% Elapsed: 10 days, 1:42:14 temperature: no ada_p: No Discriminator_loss: 0.0144314 Generator_loss: 0.876677
[INFO] 2020-12-16 10:24:00 > Step: 192400 Progress: 96.2% Elapsed: 10 days, 2:01:52 temperature: no ada_p: No Discriminator_loss: 0.0601223 Generator_loss: 0.570539
[INFO] 2020-12-16 10:43:36 > Step: 192500 Progress: 96.2% Elapsed: 10 days, 2:21:29 temperature: no ada_p: No Discriminator_loss: 0.0129606 Generator_loss: 0.863766
[INFO] 2020-12-16 11:03:18 > Step: 192600 Progress: 96.3% Elapsed: 10 days, 2:41:10 temperature: no ada_p: No Discriminator_loss: 0.00978854 Generator_loss: 1.00255
[INFO] 2020-12-16 11:22:55 > Step: 192700 Progress: 96.4% Elapsed: 10 days, 3:00:48 temperature: no ada_p: No Discriminator_loss: 0.0196527 Generator_loss: 0.854302
[INFO] 2020-12-16 11:42:32 > Step: 192800 Progress: 96.4% Elapsed: 10 days, 3:20:24 temperature: no ada_p: No Discriminator_loss: 0.05783 Generator_loss: 0.615114
[INFO] 2020-12-16 12:02:14 > Step: 192900 Progress: 96.5% Elapsed: 10 days, 3:40:07 temperature: no ada_p: No Discriminator_loss: 0.0165725 Generator_loss: 0.855215
[INFO] 2020-12-16 12:21:52 > Step: 193000 Progress: 96.5% Elapsed: 10 days, 3:59:44 temperature: no ada_p: No Discriminator_loss: 0.0150307 Generator_loss: 0.857325
[INFO] 2020-12-16 12:41:30 > Step: 193100 Progress: 96.5% Elapsed: 10 days, 4:19:22 temperature: no ada_p: No Discriminator_loss: 0.0132666 Generator_loss: 0.928258
[INFO] 2020-12-16 13:01:10 > Step: 193200 Progress: 96.6% Elapsed: 10 days, 4:39:03 temperature: no ada_p: No Discriminator_loss: 0.0192252 Generator_loss: 0.830948
[INFO] 2020-12-16 13:20:49 > Step: 193300 Progress: 96.7% Elapsed: 10 days, 4:58:41 temperature: no ada_p: No Discriminator_loss: 0.0106628 Generator_loss: 0.988291
[INFO] 2020-12-16 13:40:26 > Step: 193400 Progress: 96.7% Elapsed: 10 days, 5:18:18 temperature: no ada_p: No Discriminator_loss: 0.0135887 Generator_loss: 0.920392
[INFO] 2020-12-16 14:00:08 > Step: 193500 Progress: 96.8% Elapsed: 10 days, 5:38:00 temperature: no ada_p: No Discriminator_loss: 0.0119393 Generator_loss: 0.918464
[INFO] 2020-12-16 14:19:45 > Step: 193600 Progress: 96.8% Elapsed: 10 days, 5:57:37 temperature: no ada_p: No Discriminator_loss: 0.0204205 Generator_loss: 0.775833
[INFO] 2020-12-16 14:39:20 > Step: 193700 Progress: 96.9% Elapsed: 10 days, 6:17:13 temperature: no ada_p: No Discriminator_loss: 0.0572883 Generator_loss: 0.499349
[INFO] 2020-12-16 14:58:56 > Step: 193800 Progress: 96.9% Elapsed: 10 days, 6:36:48 temperature: no ada_p: No Discriminator_loss: 0.0128532 Generator_loss: 0.949122
[INFO] 2020-12-16 15:18:38 > Step: 193900 Progress: 97.0% Elapsed: 10 days, 6:56:30 temperature: no ada_p: No Discriminator_loss: 0.0117351 Generator_loss: 0.985865
[INFO] 2020-12-16 15:38:15 > Step: 194000 Progress: 97.0% Elapsed: 10 days, 7:16:07 temperature: no ada_p: No Discriminator_loss: 0.0740454 Generator_loss: 0.467533
[INFO] 2020-12-16 15:38:15 > Start Evaluation (194000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 15:38:15 > Calculating FID Score....
[INFO] 2020-12-16 15:39:27 > Calculating Inception Score....
[INFO] 2020-12-16 15:40:28 > Calculate F_beta Score....
[INFO] 2020-12-16 15:53:38 > Calculate Accuracies....
[INFO] 2020-12-16 15:54:37 > Calculate Accuracies....
[INFO] 2020-12-16 15:55:59 > F_8 score (Step: 194000, Using valid images): 0.9871122448723408
[INFO] 2020-12-16 15:55:59 > F_1/8 score (Step: 194000, Using valid images): 0.9831339773895985
[INFO] 2020-12-16 15:55:59 > FID score (Step: 194000, Using valid moments): 8.111684020291477
[INFO] 2020-12-16 15:55:59 > Inception score (Step: 194000, 50000 generated images): 86.32205200195312
[INFO] 2020-12-16 15:55:59 > Best FID score (Step: 194000, Using valid moments): 8.111684020291477
[INFO] 2020-12-16 15:56:13 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 16:15:49 > Step: 194100 Progress: 97.0% Elapsed: 10 days, 7:53:41 temperature: no ada_p: No Discriminator_loss: 0.022199 Generator_loss: 0.838223
[INFO] 2020-12-16 16:35:31 > Step: 194200 Progress: 97.1% Elapsed: 10 days, 8:13:24 temperature: no ada_p: No Discriminator_loss: 0.0104361 Generator_loss: 1.04942
[INFO] 2020-12-16 16:55:09 > Step: 194300 Progress: 97.2% Elapsed: 10 days, 8:33:01 temperature: no ada_p: No Discriminator_loss: 0.0152157 Generator_loss: 0.953734
[INFO] 2020-12-16 17:14:47 > Step: 194400 Progress: 97.2% Elapsed: 10 days, 8:52:39 temperature: no ada_p: No Discriminator_loss: 0.410135 Generator_loss: 0.0266621
[INFO] 2020-12-16 17:34:29 > Step: 194500 Progress: 97.2% Elapsed: 10 days, 9:12:21 temperature: no ada_p: No Discriminator_loss: 0.0199773 Generator_loss: 0.889183
[INFO] 2020-12-16 17:54:06 > Step: 194600 Progress: 97.3% Elapsed: 10 days, 9:31:58 temperature: no ada_p: No Discriminator_loss: 0.0154187 Generator_loss: 0.921597
[INFO] 2020-12-16 18:13:42 > Step: 194700 Progress: 97.4% Elapsed: 10 days, 9:51:34 temperature: no ada_p: No Discriminator_loss: 0.0180014 Generator_loss: 0.809724
[INFO] 2020-12-16 18:33:24 > Step: 194800 Progress: 97.4% Elapsed: 10 days, 10:11:16 temperature: no ada_p: No Discriminator_loss: 0.0134139 Generator_loss: 1.02104
[INFO] 2020-12-16 18:53:02 > Step: 194900 Progress: 97.5% Elapsed: 10 days, 10:30:54 temperature: no ada_p: No Discriminator_loss: 0.0231406 Generator_loss: 0.805358
[INFO] 2020-12-16 19:12:38 > Step: 195000 Progress: 97.5% Elapsed: 10 days, 10:50:31 temperature: no ada_p: No Discriminator_loss: 0.0195963 Generator_loss: 0.807318
[INFO] 2020-12-16 19:32:19 > Step: 195100 Progress: 97.5% Elapsed: 10 days, 11:10:11 temperature: no ada_p: No Discriminator_loss: 0.021697 Generator_loss: 0.817061
[INFO] 2020-12-16 19:51:55 > Step: 195200 Progress: 97.6% Elapsed: 10 days, 11:29:48 temperature: no ada_p: No Discriminator_loss: 0.017713 Generator_loss: 0.893562
[INFO] 2020-12-16 20:11:32 > Step: 195300 Progress: 97.7% Elapsed: 10 days, 11:49:24 temperature: no ada_p: No Discriminator_loss: 0.0134983 Generator_loss: 0.862492
[INFO] 2020-12-16 20:31:13 > Step: 195400 Progress: 97.7% Elapsed: 10 days, 12:09:06 temperature: no ada_p: No Discriminator_loss: 0.00898388 Generator_loss: 0.958109
[INFO] 2020-12-16 20:50:50 > Step: 195500 Progress: 97.8% Elapsed: 10 days, 12:28:42 temperature: no ada_p: No Discriminator_loss: 0.00985482 Generator_loss: 0.936745
[INFO] 2020-12-16 21:10:27 > Step: 195600 Progress: 97.8% Elapsed: 10 days, 12:48:19 temperature: no ada_p: No Discriminator_loss: 0.0109874 Generator_loss: 1.01489
[INFO] 2020-12-16 21:30:07 > Step: 195700 Progress: 97.9% Elapsed: 10 days, 13:07:59 temperature: no ada_p: No Discriminator_loss: 0.0117033 Generator_loss: 0.894047
[INFO] 2020-12-16 21:49:44 > Step: 195800 Progress: 97.9% Elapsed: 10 days, 13:27:37 temperature: no ada_p: No Discriminator_loss: 0.0101749 Generator_loss: 0.980601
[INFO] 2020-12-16 22:09:21 > Step: 195900 Progress: 98.0% Elapsed: 10 days, 13:47:14 temperature: no ada_p: No Discriminator_loss: 0.0459641 Generator_loss: 0.706008
[INFO] 2020-12-16 22:29:02 > Step: 196000 Progress: 98.0% Elapsed: 10 days, 14:06:54 temperature: no ada_p: No Discriminator_loss: 0.0112835 Generator_loss: 0.89668
[INFO] 2020-12-16 22:29:02 > Start Evaluation (196000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 22:29:02 > Calculating FID Score....
[INFO] 2020-12-16 22:30:35 > Calculating Inception Score....
[INFO] 2020-12-16 22:31:37 > Calculate F_beta Score....
[INFO] 2020-12-16 22:46:29 > Calculate Accuracies....
[INFO] 2020-12-16 22:47:29 > Calculate Accuracies....
[INFO] 2020-12-16 22:48:53 > F_8 score (Step: 196000, Using valid images): 0.9873253689209744
[INFO] 2020-12-16 22:48:53 > F_1/8 score (Step: 196000, Using valid images): 0.9834478158914026
[INFO] 2020-12-16 22:48:53 > FID score (Step: 196000, Using valid moments): 8.110559332181765
[INFO] 2020-12-16 22:48:53 > Inception score (Step: 196000, 50000 generated images): 88.539306640625
[INFO] 2020-12-16 22:48:53 > Best FID score (Step: 196000, Using valid moments): 8.110559332181765
[INFO] 2020-12-16 22:49:06 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 23:08:45 > Step: 196100 Progress: 98.0% Elapsed: 10 days, 14:46:37 temperature: no ada_p: No Discriminator_loss: 0.10716 Generator_loss: 0.289355
[INFO] 2020-12-16 23:28:21 > Step: 196200 Progress: 98.1% Elapsed: 10 days, 15:06:13 temperature: no ada_p: No Discriminator_loss: 0.0240385 Generator_loss: 0.79723
[INFO] 2020-12-16 23:47:58 > Step: 196300 Progress: 98.2% Elapsed: 10 days, 15:25:50 temperature: no ada_p: No Discriminator_loss: 0.013023 Generator_loss: 0.900505
[INFO] 2020-12-17 00:07:44 > Step: 196400 Progress: 98.2% Elapsed: 10 days, 15:45:36 temperature: no ada_p: No Discriminator_loss: 0.205534 Generator_loss: 0.234317
[INFO] 2020-12-17 00:27:21 > Step: 196500 Progress: 98.2% Elapsed: 10 days, 16:05:13 temperature: no ada_p: No Discriminator_loss: 0.0138706 Generator_loss: 0.929597
[INFO] 2020-12-17 00:46:58 > Step: 196600 Progress: 98.3% Elapsed: 10 days, 16:24:50 temperature: no ada_p: No Discriminator_loss: 0.0184035 Generator_loss: 1.04573
[INFO] 2020-12-17 01:06:42 > Step: 196700 Progress: 98.4% Elapsed: 10 days, 16:44:34 temperature: no ada_p: No Discriminator_loss: 0.0133066 Generator_loss: 0.974577
[INFO] 2020-12-17 01:26:20 > Step: 196800 Progress: 98.4% Elapsed: 10 days, 17:04:13 temperature: no ada_p: No Discriminator_loss: 0.0308135 Generator_loss: 0.698583
[INFO] 2020-12-17 01:40:00 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=196000.pth
[INFO] 2020-12-17 01:40:00 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=196000.pth
[INFO] 2020-12-17 01:40:04 > Start Evaluation (196000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 01:40:04 > Calculating FID Score....
[INFO] 2020-12-17 01:41:43 > Calculating Inception Score....
[INFO] 2020-12-17 01:42:33 > Calculate F_beta Score....
[INFO] 2020-12-17 01:47:09 > Calculate Accuracies....
[INFO] 2020-12-17 01:48:01 > Calculate Accuracies....
[INFO] 2020-12-17 01:49:23 > F_8 score (Step: 196000, Using valid images): 0.9868282499018984
[INFO] 2020-12-17 01:49:23 > F_1/8 score (Step: 196000, Using valid images): 0.984408021782108
[INFO] 2020-12-17 01:49:23 > FID score (Step: 196000, Using valid moments): 7.782857987341117
[INFO] 2020-12-17 01:49:23 > Inception score (Step: 196000, 50000 generated images): 99.32755279541016
[INFO] 2020-12-17 01:49:23 > Best FID score (Step: 196000, Using valid moments): 7.782857987341117
[INFO] 2020-12-17 01:53:22 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=196000.pth
[INFO] 2020-12-17 01:53:22 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=196000.pth
[INFO] 2020-12-17 01:53:24 > Start Evaluation (196000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 01:53:24 > Calculating FID Score....
[INFO] 2020-12-17 01:54:41 > Calculating Inception Score....
[INFO] 2020-12-17 01:55:31 > Calculate F_beta Score....
[INFO] 2020-12-17 02:10:47 > Calculate Accuracies....
[INFO] 2020-12-17 02:11:39 > Calculate Accuracies....
[INFO] 2020-12-17 02:13:10 > F_8 score (Step: 196000, Using valid images): 0.9880556149101344
[INFO] 2020-12-17 02:13:10 > F_1/8 score (Step: 196000, Using valid images): 0.9847880596088049
[INFO] 2020-12-17 02:13:10 > FID score (Step: 196000, Using valid moments): 7.851977208196786
[INFO] 2020-12-17 02:13:10 > Inception score (Step: 196000, 50000 generated images): 99.9658203125
[INFO] 2020-12-17 02:13:10 > Best FID score (Step: 196000, Using valid moments): 7.851977208196786
[INFO] 2020-12-17 02:13:10 > Start visualize images....
[INFO] 2020-12-17 02:13:14 > Saved image to ./figures/BigGAN2048-train-2020_11_17_15_17_48/generated_canvas.png
[INFO] 2020-12-17 02:13:14 > Start nearest neighbor analysis....
[INFO] 2020-12-17 06:02:17 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=196000.pth
[INFO] 2020-12-17 06:02:17 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=196000.pth
[INFO] 2020-12-17 06:02:20 > Start training....
[INFO] 2020-12-17 06:22:39 > Step: 196100 Progress: 98.0% Elapsed: 0:20:18 temperature: no ada_p: No Discriminator_loss: 0.0113611 Generator_loss: 0.970432
[INFO] 2020-12-17 06:42:14 > Step: 196200 Progress: 98.1% Elapsed: 0:39:53 temperature: no ada_p: No Discriminator_loss: 0.0146435 Generator_loss: 0.947875
[INFO] 2020-12-17 07:01:49 > Step: 196300 Progress: 98.2% Elapsed: 0:59:28 temperature: no ada_p: No Discriminator_loss: 0.0254625 Generator_loss: 0.721149
[INFO] 2020-12-17 07:21:28 > Step: 196400 Progress: 98.2% Elapsed: 1:19:07 temperature: no ada_p: No Discriminator_loss: 0.0498731 Generator_loss: 0.647367
[INFO] 2020-12-17 07:41:05 > Step: 196500 Progress: 98.2% Elapsed: 1:38:45 temperature: no ada_p: No Discriminator_loss: 0.0102121 Generator_loss: 0.909361
[INFO] 2020-12-17 08:00:42 > Step: 196600 Progress: 98.3% Elapsed: 1:58:22 temperature: no ada_p: No Discriminator_loss: 0.0884785 Generator_loss: 0.438469
[INFO] 2020-12-17 08:20:22 > Step: 196700 Progress: 98.4% Elapsed: 2:18:01 temperature: no ada_p: No Discriminator_loss: 0.0159156 Generator_loss: 0.891482
[INFO] 2020-12-17 08:39:59 > Step: 196800 Progress: 98.4% Elapsed: 2:37:38 temperature: no ada_p: No Discriminator_loss: 0.00958041 Generator_loss: 0.991616
[INFO] 2020-12-17 08:59:36 > Step: 196900 Progress: 98.5% Elapsed: 2:57:15 temperature: no ada_p: No Discriminator_loss: 0.0153428 Generator_loss: 0.919836
[INFO] 2020-12-17 09:19:16 > Step: 197000 Progress: 98.5% Elapsed: 3:16:55 temperature: no ada_p: No Discriminator_loss: 0.00755624 Generator_loss: 0.941584
[INFO] 2020-12-17 09:38:54 > Step: 197100 Progress: 98.6% Elapsed: 3:36:33 temperature: no ada_p: No Discriminator_loss: 0.0107904 Generator_loss: 0.995186
[INFO] 2020-12-17 09:58:31 > Step: 197200 Progress: 98.6% Elapsed: 3:56:10 temperature: no ada_p: No Discriminator_loss: 0.00931117 Generator_loss: 1.04053
[INFO] 2020-12-17 10:18:13 > Step: 197300 Progress: 98.7% Elapsed: 4:15:52 temperature: no ada_p: No Discriminator_loss: 0.0196519 Generator_loss: 0.863437
[INFO] 2020-12-17 10:37:49 > Step: 197400 Progress: 98.7% Elapsed: 4:35:29 temperature: no ada_p: No Discriminator_loss: 0.0187004 Generator_loss: 0.888808
[INFO] 2020-12-17 10:57:27 > Step: 197500 Progress: 98.8% Elapsed: 4:55:06 temperature: no ada_p: No Discriminator_loss: 0.0139718 Generator_loss: 0.978061
[INFO] 2020-12-17 11:17:06 > Step: 197600 Progress: 98.8% Elapsed: 5:14:46 temperature: no ada_p: No Discriminator_loss: 0.00847605 Generator_loss: 0.975844
[INFO] 2020-12-17 11:36:42 > Step: 197700 Progress: 98.9% Elapsed: 5:34:22 temperature: no ada_p: No Discriminator_loss: 0.0135379 Generator_loss: 0.868536
[INFO] 2020-12-17 11:56:18 > Step: 197800 Progress: 98.9% Elapsed: 5:53:57 temperature: no ada_p: No Discriminator_loss: 0.0383323 Generator_loss: 0.667498
[INFO] 2020-12-17 12:15:57 > Step: 197900 Progress: 99.0% Elapsed: 6:13:37 temperature: no ada_p: No Discriminator_loss: 0.013323 Generator_loss: 0.907628
[INFO] 2020-12-17 12:35:35 > Step: 198000 Progress: 99.0% Elapsed: 6:33:15 temperature: no ada_p: No Discriminator_loss: 0.0111757 Generator_loss: 1.03089
[INFO] 2020-12-17 12:35:35 > Start Evaluation (198000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 12:35:35 > Calculating FID Score....
[INFO] 2020-12-17 12:37:29 > Calculating Inception Score....
[INFO] 2020-12-17 12:38:31 > Calculate F_beta Score....
[INFO] 2020-12-17 13:16:24 > Calculate Accuracies....
[INFO] 2020-12-17 13:17:22 > Calculate Accuracies....
[INFO] 2020-12-17 13:18:44 > F_8 score (Step: 198000, Using valid images): 0.9883182887921157
[INFO] 2020-12-17 13:18:44 > F_1/8 score (Step: 198000, Using valid images): 0.9851742893593453
[INFO] 2020-12-17 13:18:44 > FID score (Step: 198000, Using valid moments): 8.00762087768544
[INFO] 2020-12-17 13:18:44 > Inception score (Step: 198000, 50000 generated images): 88.07674407958984
[INFO] 2020-12-17 13:18:44 > Best FID score (Step: 198000, Using valid moments): 8.00762087768544
[INFO] 2020-12-17 13:18:58 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 20:35:21 > Step: 198100 Progress: 99.1% Elapsed: 0:20:06 temperature: no ada_p: No Discriminator_loss: 0.0212069 Generator_loss: 0.783195
[INFO] 2020-12-17 20:54:45 > Step: 198200 Progress: 99.1% Elapsed: 0:39:31 temperature: no ada_p: No Discriminator_loss: 0.016206 Generator_loss: 0.857402
[INFO] 2020-12-17 21:14:12 > Step: 198300 Progress: 99.2% Elapsed: 0:58:57 temperature: no ada_p: No Discriminator_loss: 0.0132549 Generator_loss: 0.912876
[INFO] 2020-12-17 21:33:39 > Step: 198400 Progress: 99.2% Elapsed: 1:18:24 temperature: no ada_p: No Discriminator_loss: 0.0195344 Generator_loss: 0.818448
[INFO] 2020-12-17 21:53:05 > Step: 198500 Progress: 99.2% Elapsed: 1:37:50 temperature: no ada_p: No Discriminator_loss: 0.00990038 Generator_loss: 0.965478
[INFO] 2020-12-17 22:12:32 > Step: 198600 Progress: 99.3% Elapsed: 1:57:17 temperature: no ada_p: No Discriminator_loss: 0.0129643 Generator_loss: 0.987325
[INFO] 2020-12-17 22:32:01 > Step: 198700 Progress: 99.4% Elapsed: 2:16:47 temperature: no ada_p: No Discriminator_loss: 0.0109071 Generator_loss: 0.996126
[INFO] 2020-12-17 22:51:28 > Step: 198800 Progress: 99.4% Elapsed: 2:36:13 temperature: no ada_p: No Discriminator_loss: 0.0507433 Generator_loss: 0.549228
[INFO] 2020-12-17 23:10:54 > Step: 198900 Progress: 99.5% Elapsed: 2:55:40 temperature: no ada_p: No Discriminator_loss: 0.0418053 Generator_loss: 0.672548
[INFO] 2020-12-17 23:30:23 > Step: 199000 Progress: 99.5% Elapsed: 3:15:09 temperature: no ada_p: No Discriminator_loss: 0.00794321 Generator_loss: 0.954256
[INFO] 2020-12-17 23:49:51 > Step: 199100 Progress: 99.6% Elapsed: 3:34:36 temperature: no ada_p: No Discriminator_loss: 0.014456 Generator_loss: 0.893425
[INFO] 2020-12-18 00:09:18 > Step: 199200 Progress: 99.6% Elapsed: 3:54:04 temperature: no ada_p: No Discriminator_loss: 0.0187708 Generator_loss: 0.85047
[INFO] 2020-12-18 00:28:48 > Step: 199300 Progress: 99.7% Elapsed: 4:13:33 temperature: no ada_p: No Discriminator_loss: 0.0152847 Generator_loss: 0.940753
[INFO] 2020-12-18 00:48:14 > Step: 199400 Progress: 99.7% Elapsed: 4:33:00 temperature: no ada_p: No Discriminator_loss: 0.0125523 Generator_loss: 1.01344
[INFO] 2020-12-18 01:07:42 > Step: 199500 Progress: 99.8% Elapsed: 4:52:28 temperature: no ada_p: No Discriminator_loss: 0.0141438 Generator_loss: 0.859247
[INFO] 2020-12-18 01:27:12 > Step: 199600 Progress: 99.8% Elapsed: 5:11:58 temperature: no ada_p: No Discriminator_loss: 0.0383454 Generator_loss: 0.584893
[INFO] 2020-12-18 01:46:39 > Step: 199700 Progress: 99.9% Elapsed: 5:31:25 temperature: no ada_p: No Discriminator_loss: 0.0108776 Generator_loss: 0.998994
[INFO] 2020-12-18 02:06:06 > Step: 199800 Progress: 99.9% Elapsed: 5:50:52 temperature: no ada_p: No Discriminator_loss: 0.0125745 Generator_loss: 0.87607
[INFO] 2020-12-18 02:25:36 > Step: 199900 Progress: 100.0% Elapsed: 6:10:22 temperature: no ada_p: No Discriminator_loss: 0.0199607 Generator_loss: 0.854751
[INFO] 2020-12-18 02:45:04 > Step: 200000 Progress: 100.0% Elapsed: 6:29:49 temperature: no ada_p: No Discriminator_loss: 0.0101699 Generator_loss: 0.897855
[INFO] 2020-12-18 02:45:04 > Start Evaluation (200000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-18 04:13:23 > F_8 score (Step: 200000, Using valid images): 0.9859823470321828
[INFO] 2020-12-18 04:13:23 > F_1/8 score (Step: 200000, Using valid images): 0.983132900445464
[INFO] 2020-12-18 04:13:23 > FID score (Step: 200000, Using valid moments): 8.10802271348308
[INFO] 2020-12-18 04:13:23 > Inception score (Step: 200000, 50000 generated images): 87.558837890625
[INFO] 2020-12-18 04:13:23 > Best FID score (Step: 198000, Using valid moments): 8.00762087768544
[INFO] 2020-12-18 04:13:30 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-18 06:38:22 > F_8 score (Step: 198000, Using valid images): 0.9887270546320229
[INFO] 2020-12-18 06:38:22 > F_1/8 score (Step: 198000, Using valid images): 0.985222448510062
[INFO] 2020-12-18 06:38:22 > FID score (Step: 198000, Using valid moments): 7.8928087503921915
[INFO] 2020-12-18 06:38:22 > Inception score (Step: 198000, 50000 generated images): 99.70494842529297
[INFO] 2020-12-18 06:38:22 > Best FID score (Step: 198000, Using valid moments): 7.8928087503921915