Path: blob/master/logs/CIFAR10/CCMGAN-train-2021_05_03_12_20_37.log
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[INFO] 2021-05-03 12:20:37 > Run name : CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 12:20:37 > {
"config_path": "src/configs/CIFAR10/CCMGAN.json",
"checkpoint_folder": null,
"load_current": false,
"log_output_path": null,
"distributed_data_parallel": false,
"nodes": 1,
"nr": 0,
"seed": 369,
"num_workers": 8,
"synchronized_bn": false,
"mixed_precision": false,
"LARS_optimizer": false,
"disable_debugging_API": true,
"reduce_train_dataset": 1.0,
"bn_stat_OnTheFly": true,
"standing_statistics": false,
"standing_step": -1,
"freeze_layers": -1,
"load_all_data_in_memory": true,
"train": true,
"eval": true,
"save_images": false,
"image_visualization": false,
"k_nearest_neighbor": false,
"interpolation": false,
"frequency_analysis": false,
"tsne_analysis": false,
"nrow": 10,
"ncol": 8,
"print_every": 100,
"save_every": 2000,
"eval_type": "test",
"eval_backbone": "Inception_V3"
}
[INFO] 2021-05-03 12:20:37 > {
"data_processing": {
"dataset_name": "cifar10",
"data_path": "./data/cifar10",
"img_size": 32,
"num_classes": 10,
"batch_size4prcsing": 256,
"chunk_size": 500,
"compression": false
},
"train": {
"model": {
"architecture": "big_resnet",
"conditional_strategy": "CCMGAN",
"pos_collected_numerator": false,
"hypersphere_dim": 512,
"bottleneck_dim": 128,
"nonlinear_embed": false,
"normalize_embed": true,
"g_spectral_norm": true,
"d_spectral_norm": true,
"activation_fn": "ReLU",
"attention": true,
"attention_after_nth_gen_block": 2,
"attention_after_nth_dis_block": 1,
"z_dim": 80,
"shared_dim": 128,
"g_conv_dim": 96,
"d_conv_dim": 96,
"G_depth": "N/A",
"D_depth": "N/A"
},
"optimization": {
"optimizer": "Adam",
"batch_size": 128,
"accumulation_steps": 1,
"d_lr": 0.00028284271,
"g_lr": 0.00028284271,
"momentum": "N/A",
"nesterov": "N/A",
"alpha": "N/A",
"beta1": 0.5,
"beta2": 0.999,
"g_steps_per_iter": 1,
"d_steps_per_iter": 5,
"total_step": 200000
},
"loss_function": {
"adv_loss": "hinge",
"contrastive_lambda": 0.5,
"margin": 0.98,
"tempering_type": "constant",
"tempering_step": "N/A",
"start_temperature": 0.5,
"end_temperature": 0.5,
"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": true,
"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": 1000
}
}
}
[INFO] 2021-05-03 12:20:37 > Load train datasets...
[INFO] 2021-05-03 12:20:37 > Train dataset size : 50000
[INFO] 2021-05-03 12:20:37 > Load test datasets...
[INFO] 2021-05-03 12:20:38 > Eval dataset size : 10000
[INFO] 2021-05-03 12:20:38 > Build model...
[INFO] 2021-05-03 12:20:38 > Modules are located on models.big_resnet.
[INFO] 2021-05-03 12:20:45 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-05-03 12:20:45 > Number of parameters: 9416196
[INFO] 2021-05-03 12:20:45 > Generator(
(linear0): Linear(in_features=20, out_features=6144, bias=True)
(shared): Embedding(10, 128)
(blocks): ModuleList(
(0): 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(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(384, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 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))
)
)
(1): 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(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(384, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 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))
)
)
(2): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(192, 384, 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)
)
)
(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(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(384, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 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))
)
)
)
(bn4): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(384, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2021-05-03 12:20:45 > Number of parameters: 2648898
[INFO] 2021-05-03 12:20:45 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 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))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): 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)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 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)
(conv2d1): Conv2d(192, 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)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(192, 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)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=192, out_features=1, bias=True)
(linear2): Linear(in_features=192, out_features=512, bias=True)
(convert_head0): Linear(in_features=512, out_features=128, bias=True)
(convert_head1): Linear(in_features=128, out_features=512, bias=True)
(embedding): Embedding(10, 512)
)
[INFO] 2021-05-03 12:20:49 > Start training....
[INFO] 2021-05-03 12:22:17 > Step: 100 Progress: 0.1% Elapsed: 0:01:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.34371 Generator_loss: 2.55085
[INFO] 2021-05-03 12:23:42 > Step: 200 Progress: 0.1% Elapsed: 0:02:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.75351 Generator_loss: 2.67106
[INFO] 2021-05-03 12:25:06 > Step: 300 Progress: 0.1% Elapsed: 0:04:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.78898 Generator_loss: 4.306
[INFO] 2021-05-03 12:26:31 > Step: 400 Progress: 0.2% Elapsed: 0:05:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.70596 Generator_loss: 2.2659
[INFO] 2021-05-03 12:27:54 > Step: 500 Progress: 0.2% Elapsed: 0:07:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.59885 Generator_loss: 2.4336
[INFO] 2021-05-03 12:29:18 > Step: 600 Progress: 0.3% Elapsed: 0:08:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.80922 Generator_loss: 2.10207
[INFO] 2021-05-03 12:30:42 > Step: 700 Progress: 0.4% Elapsed: 0:09:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.35953 Generator_loss: 2.3239
[INFO] 2021-05-03 12:32:07 > Step: 800 Progress: 0.4% Elapsed: 0:11:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.38767 Generator_loss: 2.60179
[INFO] 2021-05-03 12:33:32 > Step: 900 Progress: 0.4% Elapsed: 0:12:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.5092 Generator_loss: 2.36739
[INFO] 2021-05-03 12:34:56 > Step: 1000 Progress: 0.5% Elapsed: 0:14:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.34429 Generator_loss: 2.22176
[INFO] 2021-05-03 12:36:21 > Step: 1100 Progress: 0.5% Elapsed: 0:15:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.37033 Generator_loss: 2.67725
[INFO] 2021-05-03 12:37:45 > Step: 1200 Progress: 0.6% Elapsed: 0:16:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.53678 Generator_loss: 2.23586
[INFO] 2021-05-03 12:39:10 > Step: 1300 Progress: 0.7% Elapsed: 0:18:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.39733 Generator_loss: 2.13813
[INFO] 2021-05-03 12:40:34 > Step: 1400 Progress: 0.7% Elapsed: 0:19:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.32826 Generator_loss: 2.35172
[INFO] 2021-05-03 12:41:59 > Step: 1500 Progress: 0.8% Elapsed: 0:21:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.43368 Generator_loss: 2.79887
[INFO] 2021-05-03 12:43:23 > Step: 1600 Progress: 0.8% Elapsed: 0:22:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.09193 Generator_loss: 3.02839
[INFO] 2021-05-03 12:44:47 > Step: 1700 Progress: 0.9% Elapsed: 0:23:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.32194 Generator_loss: 2.16184
[INFO] 2021-05-03 12:46:12 > Step: 1800 Progress: 0.9% Elapsed: 0:25:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.29705 Generator_loss: 1.9529
[INFO] 2021-05-03 12:47:36 > Step: 1900 Progress: 0.9% Elapsed: 0:26:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.08844 Generator_loss: 2.27151
[INFO] 2021-05-03 12:49:00 > Step: 2000 Progress: 1.0% Elapsed: 0:28:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.43108 Generator_loss: 1.74243
[INFO] 2021-05-03 12:49:00 > Start Evaluation (2000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 12:49:00 > Calculating FID Score....
[INFO] 2021-05-03 12:49:35 > Calculating Inception Score....
[INFO] 2021-05-03 12:49:52 > Calculate F_beta Score....
[INFO] 2021-05-03 12:50:49 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 12:50:49 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 12:50:50 > Calculate Accuracies....
[INFO] 2021-05-03 12:50:57 > Calculate Accuracies....
[INFO] 2021-05-03 12:50:59 > F_8 score (Step: 2000, Using test images): 0.7670033868698203
[INFO] 2021-05-03 12:50:59 > F_1/8 score (Step: 2000, Using test images): 0.8424204865032322
[INFO] 2021-05-03 12:50:59 > FID score (Step: 2000, Using test moments): 48.07521486304756
[INFO] 2021-05-03 12:50:59 > Inception score (Step: 2000, 10000 generated images): 6.210412502288818
[INFO] 2021-05-03 12:50:59 > Best FID score (Step: 2000, Using test moments): 48.07521486304756
[INFO] 2021-05-03 12:51:01 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 12:52:26 > Step: 2100 Progress: 1.1% Elapsed: 0:31:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.20757 Generator_loss: 2.70056
[INFO] 2021-05-03 12:53:50 > Step: 2200 Progress: 1.1% Elapsed: 0:33:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.42766 Generator_loss: 2.15545
[INFO] 2021-05-03 12:55:10 > Step: 2300 Progress: 1.1% Elapsed: 0:34:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.34468 Generator_loss: 2.15579
[INFO] 2021-05-03 12:56:33 > Step: 2400 Progress: 1.2% Elapsed: 0:35:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.19387 Generator_loss: 2.8131
[INFO] 2021-05-03 12:57:58 > Step: 2500 Progress: 1.2% Elapsed: 0:37:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.30457 Generator_loss: 2.64866
[INFO] 2021-05-03 12:59:22 > Step: 2600 Progress: 1.3% Elapsed: 0:38:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.671 Generator_loss: 1.65589
[INFO] 2021-05-03 13:00:47 > Step: 2700 Progress: 1.4% Elapsed: 0:39:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.0215 Generator_loss: 2.46377
[INFO] 2021-05-03 13:02:12 > Step: 2800 Progress: 1.4% Elapsed: 0:41:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.99622 Generator_loss: 2.38151
[INFO] 2021-05-03 13:03:37 > Step: 2900 Progress: 1.5% Elapsed: 0:42:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.1406 Generator_loss: 3.30397
[INFO] 2021-05-03 13:05:01 > Step: 3000 Progress: 1.5% Elapsed: 0:44:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.07976 Generator_loss: 1.8665
[INFO] 2021-05-03 13:06:25 > Step: 3100 Progress: 1.6% Elapsed: 0:45:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.08468 Generator_loss: 2.24342
[INFO] 2021-05-03 13:07:50 > Step: 3200 Progress: 1.6% Elapsed: 0:47:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.23793 Generator_loss: 2.6819
[INFO] 2021-05-03 13:09:14 > Step: 3300 Progress: 1.7% Elapsed: 0:48:24 temperature: 0.5 ada_p: No Discriminator_loss: 3.13054 Generator_loss: 2.40653
[INFO] 2021-05-03 13:10:38 > Step: 3400 Progress: 1.7% Elapsed: 0:49:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.95894 Generator_loss: 2.44085
[INFO] 2021-05-03 13:12:03 > Step: 3500 Progress: 1.8% Elapsed: 0:51:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.13218 Generator_loss: 2.58375
[INFO] 2021-05-03 13:13:27 > Step: 3600 Progress: 1.8% Elapsed: 0:52:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.21269 Generator_loss: 2.41856
[INFO] 2021-05-03 13:14:52 > Step: 3700 Progress: 1.8% Elapsed: 0:54:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.21099 Generator_loss: 2.15996
[INFO] 2021-05-03 13:16:16 > Step: 3800 Progress: 1.9% Elapsed: 0:55:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.26641 Generator_loss: 1.87272
[INFO] 2021-05-03 13:17:41 > Step: 3900 Progress: 1.9% Elapsed: 0:56:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.52559 Generator_loss: 2.62631
[INFO] 2021-05-03 13:19:06 > Step: 4000 Progress: 2.0% Elapsed: 0:58:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.1128 Generator_loss: 2.49298
[INFO] 2021-05-03 13:19:06 > Start Evaluation (4000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 13:19:06 > Calculating FID Score....
[INFO] 2021-05-03 13:19:40 > Calculating Inception Score....
[INFO] 2021-05-03 13:19:57 > Calculate F_beta Score....
[INFO] 2021-05-03 13:20:53 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 13:20:54 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 13:20:54 > Calculate Accuracies....
[INFO] 2021-05-03 13:21:01 > Calculate Accuracies....
[INFO] 2021-05-03 13:21:03 > F_8 score (Step: 4000, Using test images): 0.8119109918552787
[INFO] 2021-05-03 13:21:03 > F_1/8 score (Step: 4000, Using test images): 0.8740457297617806
[INFO] 2021-05-03 13:21:03 > FID score (Step: 4000, Using test moments): 40.871904161492466
[INFO] 2021-05-03 13:21:03 > Inception score (Step: 4000, 10000 generated images): 6.978516101837158
[INFO] 2021-05-03 13:21:03 > Best FID score (Step: 4000, Using test moments): 40.871904161492466
[INFO] 2021-05-03 13:21:05 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 13:22:29 > Step: 4100 Progress: 2.1% Elapsed: 1:01:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.17558 Generator_loss: 1.95118
[INFO] 2021-05-03 13:23:53 > Step: 4200 Progress: 2.1% Elapsed: 1:03:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.13545 Generator_loss: 2.12505
[INFO] 2021-05-03 13:25:18 > Step: 4300 Progress: 2.1% Elapsed: 1:04:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.01028 Generator_loss: 1.47057
[INFO] 2021-05-03 13:26:42 > Step: 4400 Progress: 2.2% Elapsed: 1:05:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.16641 Generator_loss: 2.83674
[INFO] 2021-05-03 13:28:07 > Step: 4500 Progress: 2.2% Elapsed: 1:07:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.25739 Generator_loss: 1.94484
[INFO] 2021-05-03 13:29:31 > Step: 4600 Progress: 2.3% Elapsed: 1:08:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.98653 Generator_loss: 2.0426
[INFO] 2021-05-03 13:30:53 > Step: 4700 Progress: 2.4% Elapsed: 1:10:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.06238 Generator_loss: 1.71328
[INFO] 2021-05-03 13:32:14 > Step: 4800 Progress: 2.4% Elapsed: 1:11:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.54693 Generator_loss: 2.94427
[INFO] 2021-05-03 13:33:39 > Step: 4900 Progress: 2.5% Elapsed: 1:12:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.96965 Generator_loss: 3.03321
[INFO] 2021-05-03 13:35:04 > Step: 5000 Progress: 2.5% Elapsed: 1:14:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.05469 Generator_loss: 2.50427
[INFO] 2021-05-03 13:36:28 > Step: 5100 Progress: 2.5% Elapsed: 1:15:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.03587 Generator_loss: 2.28608
[INFO] 2021-05-03 13:37:53 > Step: 5200 Progress: 2.6% Elapsed: 1:17:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.99345 Generator_loss: 1.83862
[INFO] 2021-05-03 13:39:18 > Step: 5300 Progress: 2.6% Elapsed: 1:18:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.97022 Generator_loss: 2.47022
[INFO] 2021-05-03 13:40:43 > Step: 5400 Progress: 2.7% Elapsed: 1:19:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.96294 Generator_loss: 2.52468
[INFO] 2021-05-03 13:42:07 > Step: 5500 Progress: 2.8% Elapsed: 1:21:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.03982 Generator_loss: 2.32231
[INFO] 2021-05-03 13:43:32 > Step: 5600 Progress: 2.8% Elapsed: 1:22:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.95188 Generator_loss: 2.5812
[INFO] 2021-05-03 13:44:57 > Step: 5700 Progress: 2.9% Elapsed: 1:24:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.13715 Generator_loss: 1.9388
[INFO] 2021-05-03 13:46:22 > Step: 5800 Progress: 2.9% Elapsed: 1:25:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.91015 Generator_loss: 1.60097
[INFO] 2021-05-03 13:47:46 > Step: 5900 Progress: 2.9% Elapsed: 1:26:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.92566 Generator_loss: 1.91981
[INFO] 2021-05-03 13:49:10 > Step: 6000 Progress: 3.0% Elapsed: 1:28:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.01647 Generator_loss: 1.51831
[INFO] 2021-05-03 13:49:10 > Start Evaluation (6000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 13:49:10 > Calculating FID Score....
[INFO] 2021-05-03 13:49:44 > Calculating Inception Score....
[INFO] 2021-05-03 13:50:01 > Calculate F_beta Score....
[INFO] 2021-05-03 13:51:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 13:51:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 13:51:01 > Calculate Accuracies....
[INFO] 2021-05-03 13:51:08 > Calculate Accuracies....
[INFO] 2021-05-03 13:51:10 > F_8 score (Step: 6000, Using test images): 0.8861882488196816
[INFO] 2021-05-03 13:51:10 > F_1/8 score (Step: 6000, Using test images): 0.921257877992003
[INFO] 2021-05-03 13:51:10 > FID score (Step: 6000, Using test moments): 35.42977088251064
[INFO] 2021-05-03 13:51:10 > Inception score (Step: 6000, 10000 generated images): 7.637669086456299
[INFO] 2021-05-03 13:51:10 > Best FID score (Step: 6000, Using test moments): 35.42977088251064
[INFO] 2021-05-03 13:51:13 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 13:52:37 > Step: 6100 Progress: 3.0% Elapsed: 1:31:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.04634 Generator_loss: 1.80677
[INFO] 2021-05-03 13:54:01 > Step: 6200 Progress: 3.1% Elapsed: 1:33:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.93804 Generator_loss: 2.5246
[INFO] 2021-05-03 13:55:25 > Step: 6300 Progress: 3.1% Elapsed: 1:34:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.94298 Generator_loss: 2.70213
[INFO] 2021-05-03 13:56:50 > Step: 6400 Progress: 3.2% Elapsed: 1:36:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.01035 Generator_loss: 2.03732
[INFO] 2021-05-03 13:58:14 > Step: 6500 Progress: 3.2% Elapsed: 1:37:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.89438 Generator_loss: 1.8317
[INFO] 2021-05-03 13:59:38 > Step: 6600 Progress: 3.3% Elapsed: 1:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.06092 Generator_loss: 1.83166
[INFO] 2021-05-03 14:01:02 > Step: 6700 Progress: 3.4% Elapsed: 1:40:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.83794 Generator_loss: 2.67359
[INFO] 2021-05-03 14:02:27 > Step: 6800 Progress: 3.4% Elapsed: 1:41:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.97322 Generator_loss: 1.9656
[INFO] 2021-05-03 14:03:51 > Step: 6900 Progress: 3.5% Elapsed: 1:43:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.12766 Generator_loss: 1.51246
[INFO] 2021-05-03 14:05:15 > Step: 7000 Progress: 3.5% Elapsed: 1:44:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.95687 Generator_loss: 1.73565
[INFO] 2021-05-03 14:06:38 > Step: 7100 Progress: 3.5% Elapsed: 1:45:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.77391 Generator_loss: 2.38239
[INFO] 2021-05-03 14:07:59 > Step: 7200 Progress: 3.6% Elapsed: 1:47:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.04435 Generator_loss: 2.49568
[INFO] 2021-05-03 14:09:21 > Step: 7300 Progress: 3.6% Elapsed: 1:48:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.02638 Generator_loss: 2.37141
[INFO] 2021-05-03 14:10:46 > Step: 7400 Progress: 3.7% Elapsed: 1:49:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.21951 Generator_loss: 1.70475
[INFO] 2021-05-03 14:12:11 > Step: 7500 Progress: 3.8% Elapsed: 1:51:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.92507 Generator_loss: 1.98582
[INFO] 2021-05-03 14:13:35 > Step: 7600 Progress: 3.8% Elapsed: 1:52:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.97812 Generator_loss: 2.23652
[INFO] 2021-05-03 14:15:00 > Step: 7700 Progress: 3.9% Elapsed: 1:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.36586 Generator_loss: 3.67228
[INFO] 2021-05-03 14:16:24 > Step: 7800 Progress: 3.9% Elapsed: 1:55:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.95759 Generator_loss: 2.292
[INFO] 2021-05-03 14:17:49 > Step: 7900 Progress: 4.0% Elapsed: 1:56:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.96349 Generator_loss: 1.94532
[INFO] 2021-05-03 14:19:12 > Step: 8000 Progress: 4.0% Elapsed: 1:58:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.74353 Generator_loss: 2.08179
[INFO] 2021-05-03 14:19:12 > Start Evaluation (8000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 14:19:12 > Calculating FID Score....
[INFO] 2021-05-03 14:19:46 > Calculating Inception Score....
[INFO] 2021-05-03 14:20:03 > Calculate F_beta Score....
[INFO] 2021-05-03 14:21:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 14:21:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 14:21:01 > Calculate Accuracies....
[INFO] 2021-05-03 14:21:08 > Calculate Accuracies....
[INFO] 2021-05-03 14:21:09 > F_8 score (Step: 8000, Using test images): 0.9199750264964661
[INFO] 2021-05-03 14:21:09 > F_1/8 score (Step: 8000, Using test images): 0.9432935547670637
[INFO] 2021-05-03 14:21:09 > FID score (Step: 8000, Using test moments): 28.813433296431185
[INFO] 2021-05-03 14:21:09 > Inception score (Step: 8000, 10000 generated images): 8.209046363830566
[INFO] 2021-05-03 14:21:09 > Best FID score (Step: 8000, Using test moments): 28.813433296431185
[INFO] 2021-05-03 14:21:12 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 14:22:36 > Step: 8100 Progress: 4.0% Elapsed: 2:01:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.77972 Generator_loss: 2.15976
[INFO] 2021-05-03 14:24:00 > Step: 8200 Progress: 4.1% Elapsed: 2:03:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.91262 Generator_loss: 2.31453
[INFO] 2021-05-03 14:25:24 > Step: 8300 Progress: 4.2% Elapsed: 2:04:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.89303 Generator_loss: 2.25095
[INFO] 2021-05-03 14:26:49 > Step: 8400 Progress: 4.2% Elapsed: 2:05:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.8736 Generator_loss: 2.1468
[INFO] 2021-05-03 14:28:13 > Step: 8500 Progress: 4.2% Elapsed: 2:07:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.1304 Generator_loss: 2.87826
[INFO] 2021-05-03 14:29:38 > Step: 8600 Progress: 4.3% Elapsed: 2:08:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.97039 Generator_loss: 2.40105
[INFO] 2021-05-03 14:31:02 > Step: 8700 Progress: 4.3% Elapsed: 2:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.04762 Generator_loss: 2.01207
[INFO] 2021-05-03 14:32:26 > Step: 8800 Progress: 4.4% Elapsed: 2:11:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.88611 Generator_loss: 2.73416
[INFO] 2021-05-03 14:33:50 > Step: 8900 Progress: 4.5% Elapsed: 2:13:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.92278 Generator_loss: 2.14632
[INFO] 2021-05-03 14:35:14 > Step: 9000 Progress: 4.5% Elapsed: 2:14:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.96778 Generator_loss: 2.54753
[INFO] 2021-05-03 14:36:39 > Step: 9100 Progress: 4.5% Elapsed: 2:15:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.80243 Generator_loss: 2.31284
[INFO] 2021-05-03 14:38:03 > Step: 9200 Progress: 4.6% Elapsed: 2:17:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.0632 Generator_loss: 1.88771
[INFO] 2021-05-03 14:39:28 > Step: 9300 Progress: 4.7% Elapsed: 2:18:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.99319 Generator_loss: 1.54122
[INFO] 2021-05-03 14:40:52 > Step: 9400 Progress: 4.7% Elapsed: 2:20:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.86175 Generator_loss: 2.45748
[INFO] 2021-05-03 14:42:16 > Step: 9500 Progress: 4.8% Elapsed: 2:21:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.89084 Generator_loss: 2.24153
[INFO] 2021-05-03 14:43:38 > Step: 9600 Progress: 4.8% Elapsed: 2:22:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.86339 Generator_loss: 2.10233
[INFO] 2021-05-03 14:44:59 > Step: 9700 Progress: 4.9% Elapsed: 2:24:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.06669 Generator_loss: 2.28294
[INFO] 2021-05-03 14:46:23 > Step: 9800 Progress: 4.9% Elapsed: 2:25:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.88767 Generator_loss: 2.18894
[INFO] 2021-05-03 14:47:48 > Step: 9900 Progress: 5.0% Elapsed: 2:26:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.99802 Generator_loss: 2.25888
[INFO] 2021-05-03 14:49:12 > Step: 10000 Progress: 5.0% Elapsed: 2:28:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.98076 Generator_loss: 2.62845
[INFO] 2021-05-03 14:49:12 > Start Evaluation (10000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 14:49:12 > Calculating FID Score....
[INFO] 2021-05-03 14:49:46 > Calculating Inception Score....
[INFO] 2021-05-03 14:50:04 > Calculate F_beta Score....
[INFO] 2021-05-03 14:51:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 14:51:01 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 14:51:01 > Calculate Accuracies....
[INFO] 2021-05-03 14:51:08 > Calculate Accuracies....
[INFO] 2021-05-03 14:51:10 > F_8 score (Step: 10000, Using test images): 0.9476806110241208
[INFO] 2021-05-03 14:51:10 > F_1/8 score (Step: 10000, Using test images): 0.971974106795092
[INFO] 2021-05-03 14:51:10 > FID score (Step: 10000, Using test moments): 23.283883726015006
[INFO] 2021-05-03 14:51:10 > Inception score (Step: 10000, 10000 generated images): 8.780488967895508
[INFO] 2021-05-03 14:51:10 > Best FID score (Step: 10000, Using test moments): 23.283883726015006
[INFO] 2021-05-03 14:51:13 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 14:52:36 > Step: 10100 Progress: 5.1% Elapsed: 2:31:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.91093 Generator_loss: 2.27011
[INFO] 2021-05-03 14:54:01 > Step: 10200 Progress: 5.1% Elapsed: 2:33:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.88594 Generator_loss: 2.45635
[INFO] 2021-05-03 14:55:25 > Step: 10300 Progress: 5.1% Elapsed: 2:34:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.937 Generator_loss: 2.35174
[INFO] 2021-05-03 14:56:50 > Step: 10400 Progress: 5.2% Elapsed: 2:36:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.84522 Generator_loss: 1.59184
[INFO] 2021-05-03 14:58:14 > Step: 10500 Progress: 5.2% Elapsed: 2:37:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.97409 Generator_loss: 2.07293
[INFO] 2021-05-03 14:59:39 > Step: 10600 Progress: 5.3% Elapsed: 2:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.10525 Generator_loss: 2.27375
[INFO] 2021-05-03 15:01:04 > Step: 10700 Progress: 5.3% Elapsed: 2:40:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.01816 Generator_loss: 2.36595
[INFO] 2021-05-03 15:02:29 > Step: 10800 Progress: 5.4% Elapsed: 2:41:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.93969 Generator_loss: 2.32789
[INFO] 2021-05-03 15:03:53 > Step: 10900 Progress: 5.5% Elapsed: 2:43:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.89711 Generator_loss: 1.66874
[INFO] 2021-05-03 15:05:18 > Step: 11000 Progress: 5.5% Elapsed: 2:44:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.84948 Generator_loss: 1.91267
[INFO] 2021-05-03 15:06:43 > Step: 11100 Progress: 5.5% Elapsed: 2:45:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.84293 Generator_loss: 2.22646
[INFO] 2021-05-03 15:08:08 > Step: 11200 Progress: 5.6% Elapsed: 2:47:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.04973 Generator_loss: 2.39047
[INFO] 2021-05-03 15:09:32 > Step: 11300 Progress: 5.7% Elapsed: 2:48:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.10031 Generator_loss: 1.85309
[INFO] 2021-05-03 15:10:56 > Step: 11400 Progress: 5.7% Elapsed: 2:50:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.93021 Generator_loss: 1.94788
[INFO] 2021-05-03 15:12:21 > Step: 11500 Progress: 5.8% Elapsed: 2:51:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.82463 Generator_loss: 2.67788
[INFO] 2021-05-03 15:13:45 > Step: 11600 Progress: 5.8% Elapsed: 2:52:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.00301 Generator_loss: 2.43723
[INFO] 2021-05-03 15:15:09 > Step: 11700 Progress: 5.9% Elapsed: 2:54:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.88001 Generator_loss: 1.89803
[INFO] 2021-05-03 15:16:34 > Step: 11800 Progress: 5.9% Elapsed: 2:55:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.92093 Generator_loss: 1.90112
[INFO] 2021-05-03 15:17:58 > Step: 11900 Progress: 5.9% Elapsed: 2:57:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.08293 Generator_loss: 2.89801
[INFO] 2021-05-03 15:19:19 > Step: 12000 Progress: 6.0% Elapsed: 2:58:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.83055 Generator_loss: 2.1518
[INFO] 2021-05-03 15:19:19 > Start Evaluation (12000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 15:19:19 > Calculating FID Score....
[INFO] 2021-05-03 15:19:50 > Calculating Inception Score....
[INFO] 2021-05-03 15:20:07 > Calculate F_beta Score....
[INFO] 2021-05-03 15:21:01 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 15:21:01 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 15:21:01 > Calculate Accuracies....
[INFO] 2021-05-03 15:21:08 > Calculate Accuracies....
[INFO] 2021-05-03 15:21:09 > F_8 score (Step: 12000, Using test images): 0.9642597467099996
[INFO] 2021-05-03 15:21:10 > F_1/8 score (Step: 12000, Using test images): 0.9824978174347704
[INFO] 2021-05-03 15:21:10 > FID score (Step: 12000, Using test moments): 19.08509881882486
[INFO] 2021-05-03 15:21:10 > Inception score (Step: 12000, 10000 generated images): 9.077549934387207
[INFO] 2021-05-03 15:21:10 > Best FID score (Step: 12000, Using test moments): 19.08509881882486
[INFO] 2021-05-03 15:21:13 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 15:22:36 > Step: 12100 Progress: 6.0% Elapsed: 3:01:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.07972 Generator_loss: 3.02114
[INFO] 2021-05-03 15:23:59 > Step: 12200 Progress: 6.1% Elapsed: 3:03:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.93753 Generator_loss: 2.23872
[INFO] 2021-05-03 15:25:23 > Step: 12300 Progress: 6.2% Elapsed: 3:04:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.9812 Generator_loss: 1.90272
[INFO] 2021-05-03 15:26:47 > Step: 12400 Progress: 6.2% Elapsed: 3:05:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.77735 Generator_loss: 2.33909
[INFO] 2021-05-03 15:28:11 > Step: 12500 Progress: 6.2% Elapsed: 3:07:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.91809 Generator_loss: 2.15658
[INFO] 2021-05-03 15:29:35 > Step: 12600 Progress: 6.3% Elapsed: 3:08:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.82968 Generator_loss: 2.37578
[INFO] 2021-05-03 15:30:58 > Step: 12700 Progress: 6.3% Elapsed: 3:10:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.99793 Generator_loss: 1.50745
[INFO] 2021-05-03 15:32:24 > Step: 12800 Progress: 6.4% Elapsed: 3:11:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.74213 Generator_loss: 1.95327
[INFO] 2021-05-03 15:33:48 > Step: 12900 Progress: 6.5% Elapsed: 3:12:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.89088 Generator_loss: 2.82463
[INFO] 2021-05-03 15:35:12 > Step: 13000 Progress: 6.5% Elapsed: 3:14:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.66294 Generator_loss: 2.39909
[INFO] 2021-05-03 15:36:36 > Step: 13100 Progress: 6.6% Elapsed: 3:15:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.0274 Generator_loss: 1.98095
[INFO] 2021-05-03 15:38:01 > Step: 13200 Progress: 6.6% Elapsed: 3:17:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.88678 Generator_loss: 2.19125
[INFO] 2021-05-03 15:39:24 > Step: 13300 Progress: 6.7% Elapsed: 3:18:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.90008 Generator_loss: 2.47658
[INFO] 2021-05-03 15:40:49 > Step: 13400 Progress: 6.7% Elapsed: 3:19:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.93597 Generator_loss: 2.23644
[INFO] 2021-05-03 15:42:14 > Step: 13500 Progress: 6.8% Elapsed: 3:21:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.91443 Generator_loss: 2.23479
[INFO] 2021-05-03 15:43:39 > Step: 13600 Progress: 6.8% Elapsed: 3:22:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.93957 Generator_loss: 2.05165
[INFO] 2021-05-03 15:45:03 > Step: 13700 Progress: 6.9% Elapsed: 3:24:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.8298 Generator_loss: 2.20673
[INFO] 2021-05-03 15:46:27 > Step: 13800 Progress: 6.9% Elapsed: 3:25:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.98595 Generator_loss: 2.17041
[INFO] 2021-05-03 15:47:52 > Step: 13900 Progress: 7.0% Elapsed: 3:27:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.80268 Generator_loss: 2.41699
[INFO] 2021-05-03 15:49:16 > Step: 14000 Progress: 7.0% Elapsed: 3:28:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.89837 Generator_loss: 1.93395
[INFO] 2021-05-03 15:49:16 > Start Evaluation (14000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 15:49:16 > Calculating FID Score....
[INFO] 2021-05-03 15:49:50 > Calculating Inception Score....
[INFO] 2021-05-03 15:50:08 > Calculate F_beta Score....
[INFO] 2021-05-03 15:51:05 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 15:51:05 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 15:51:06 > Calculate Accuracies....
[INFO] 2021-05-03 15:51:13 > Calculate Accuracies....
[INFO] 2021-05-03 15:51:15 > F_8 score (Step: 14000, Using test images): 0.9775334688142184
[INFO] 2021-05-03 15:51:15 > F_1/8 score (Step: 14000, Using test images): 0.9864560482590012
[INFO] 2021-05-03 15:51:15 > FID score (Step: 14000, Using test moments): 16.14115356940448
[INFO] 2021-05-03 15:51:15 > Inception score (Step: 14000, 10000 generated images): 9.299273490905762
[INFO] 2021-05-03 15:51:15 > Best FID score (Step: 14000, Using test moments): 16.14115356940448
[INFO] 2021-05-03 15:51:21 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 15:52:45 > Step: 14100 Progress: 7.0% Elapsed: 3:31:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.98895 Generator_loss: 2.05988
[INFO] 2021-05-03 15:54:09 > Step: 14200 Progress: 7.1% Elapsed: 3:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.77849 Generator_loss: 2.87794
[INFO] 2021-05-03 15:55:30 > Step: 14300 Progress: 7.1% Elapsed: 3:34:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.84016 Generator_loss: 2.30832
[INFO] 2021-05-03 15:56:51 > Step: 14400 Progress: 7.2% Elapsed: 3:36:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.90548 Generator_loss: 1.94359
[INFO] 2021-05-03 15:58:13 > Step: 14500 Progress: 7.2% Elapsed: 3:37:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.81707 Generator_loss: 2.33991
[INFO] 2021-05-03 15:59:37 > Step: 14600 Progress: 7.3% Elapsed: 3:38:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.6372 Generator_loss: 2.0327
[INFO] 2021-05-03 16:01:01 > Step: 14700 Progress: 7.3% Elapsed: 3:40:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.96095 Generator_loss: 2.30294
[INFO] 2021-05-03 16:02:25 > Step: 14800 Progress: 7.4% Elapsed: 3:41:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.00311 Generator_loss: 2.2352
[INFO] 2021-05-03 16:03:50 > Step: 14900 Progress: 7.4% Elapsed: 3:43:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.92302 Generator_loss: 1.6368
[INFO] 2021-05-03 16:05:14 > Step: 15000 Progress: 7.5% Elapsed: 3:44:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.98611 Generator_loss: 2.47893
[INFO] 2021-05-03 16:06:39 > Step: 15100 Progress: 7.5% Elapsed: 3:45:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.01066 Generator_loss: 1.71215
[INFO] 2021-05-03 16:08:02 > Step: 15200 Progress: 7.6% Elapsed: 3:47:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.86607 Generator_loss: 2.00877
[INFO] 2021-05-03 16:09:27 > Step: 15300 Progress: 7.6% Elapsed: 3:48:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.70814 Generator_loss: 1.9291
[INFO] 2021-05-03 16:10:51 > Step: 15400 Progress: 7.7% Elapsed: 3:50:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.07902 Generator_loss: 3.20056
[INFO] 2021-05-03 16:12:15 > Step: 15500 Progress: 7.8% Elapsed: 3:51:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.92283 Generator_loss: 1.30399
[INFO] 2021-05-03 16:13:39 > Step: 15600 Progress: 7.8% Elapsed: 3:52:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.95767 Generator_loss: 1.81203
[INFO] 2021-05-03 16:15:04 > Step: 15700 Progress: 7.8% Elapsed: 3:54:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.79798 Generator_loss: 2.54611
[INFO] 2021-05-03 16:16:28 > Step: 15800 Progress: 7.9% Elapsed: 3:55:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.94471 Generator_loss: 2.50694
[INFO] 2021-05-03 16:17:52 > Step: 15900 Progress: 8.0% Elapsed: 3:57:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.64507 Generator_loss: 2.01051
[INFO] 2021-05-03 16:19:17 > Step: 16000 Progress: 8.0% Elapsed: 3:58:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.83183 Generator_loss: 2.35413
[INFO] 2021-05-03 16:19:17 > Start Evaluation (16000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 16:19:17 > Calculating FID Score....
[INFO] 2021-05-03 16:19:50 > Calculating Inception Score....
[INFO] 2021-05-03 16:20:07 > Calculate F_beta Score....
[INFO] 2021-05-03 16:21:02 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 16:21:03 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 16:21:04 > Calculate Accuracies....
[INFO] 2021-05-03 16:21:11 > Calculate Accuracies....
[INFO] 2021-05-03 16:21:12 > F_8 score (Step: 16000, Using test images): 0.9802099973747768
[INFO] 2021-05-03 16:21:12 > F_1/8 score (Step: 16000, Using test images): 0.9859677656117455
[INFO] 2021-05-03 16:21:12 > FID score (Step: 16000, Using test moments): 14.42827813438123
[INFO] 2021-05-03 16:21:12 > Inception score (Step: 16000, 10000 generated images): 9.333569526672363
[INFO] 2021-05-03 16:21:12 > Best FID score (Step: 16000, Using test moments): 14.42827813438123
[INFO] 2021-05-03 16:21:15 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 16:22:38 > Step: 16100 Progress: 8.1% Elapsed: 4:01:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.06331 Generator_loss: 2.12501
[INFO] 2021-05-03 16:24:01 > Step: 16200 Progress: 8.1% Elapsed: 4:03:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.90846 Generator_loss: 1.94356
[INFO] 2021-05-03 16:25:25 > Step: 16300 Progress: 8.2% Elapsed: 4:04:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.93752 Generator_loss: 1.72471
[INFO] 2021-05-03 16:26:49 > Step: 16400 Progress: 8.2% Elapsed: 4:05:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.79198 Generator_loss: 2.59123
[INFO] 2021-05-03 16:28:12 > Step: 16500 Progress: 8.2% Elapsed: 4:07:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.93566 Generator_loss: 2.47718
[INFO] 2021-05-03 16:29:36 > Step: 16600 Progress: 8.3% Elapsed: 4:08:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.66352 Generator_loss: 1.80267
[INFO] 2021-05-03 16:30:58 > Step: 16700 Progress: 8.3% Elapsed: 4:10:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.82804 Generator_loss: 2.14598
[INFO] 2021-05-03 16:32:19 > Step: 16800 Progress: 8.4% Elapsed: 4:11:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.81239 Generator_loss: 2.02043
[INFO] 2021-05-03 16:33:40 > Step: 16900 Progress: 8.5% Elapsed: 4:12:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.77039 Generator_loss: 2.2068
[INFO] 2021-05-03 16:35:03 > Step: 17000 Progress: 8.5% Elapsed: 4:14:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.85305 Generator_loss: 2.22429
[INFO] 2021-05-03 16:36:28 > Step: 17100 Progress: 8.6% Elapsed: 4:15:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.63551 Generator_loss: 2.03545
[INFO] 2021-05-03 16:37:51 > Step: 17200 Progress: 8.6% Elapsed: 4:17:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.96178 Generator_loss: 2.36175
[INFO] 2021-05-03 16:39:14 > Step: 17300 Progress: 8.6% Elapsed: 4:18:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.91043 Generator_loss: 2.38822
[INFO] 2021-05-03 16:40:39 > Step: 17400 Progress: 8.7% Elapsed: 4:19:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.95952 Generator_loss: 1.58327
[INFO] 2021-05-03 16:42:03 > Step: 17500 Progress: 8.8% Elapsed: 4:21:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.70578 Generator_loss: 2.82363
[INFO] 2021-05-03 16:43:27 > Step: 17600 Progress: 8.8% Elapsed: 4:22:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.75419 Generator_loss: 2.25945
[INFO] 2021-05-03 16:44:51 > Step: 17700 Progress: 8.8% Elapsed: 4:24:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.83821 Generator_loss: 2.3975
[INFO] 2021-05-03 16:46:15 > Step: 17800 Progress: 8.9% Elapsed: 4:25:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.00122 Generator_loss: 1.6786
[INFO] 2021-05-03 16:47:39 > Step: 17900 Progress: 8.9% Elapsed: 4:26:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.90983 Generator_loss: 2.80597
[INFO] 2021-05-03 16:49:03 > Step: 18000 Progress: 9.0% Elapsed: 4:28:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.06064 Generator_loss: 2.43834
[INFO] 2021-05-03 16:49:03 > Start Evaluation (18000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 16:49:03 > Calculating FID Score....
[INFO] 2021-05-03 16:49:38 > Calculating Inception Score....
[INFO] 2021-05-03 16:49:55 > Calculate F_beta Score....
[INFO] 2021-05-03 16:50:55 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 16:50:55 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 16:50:56 > Calculate Accuracies....
[INFO] 2021-05-03 16:51:03 > Calculate Accuracies....
[INFO] 2021-05-03 16:51:05 > F_8 score (Step: 18000, Using test images): 0.9809910714980851
[INFO] 2021-05-03 16:51:05 > F_1/8 score (Step: 18000, Using test images): 0.989987357484837
[INFO] 2021-05-03 16:51:05 > FID score (Step: 18000, Using test moments): 13.132234936925386
[INFO] 2021-05-03 16:51:05 > Inception score (Step: 18000, 10000 generated images): 9.201397895812988
[INFO] 2021-05-03 16:51:05 > Best FID score (Step: 18000, Using test moments): 13.132234936925386
[INFO] 2021-05-03 16:51:07 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 16:52:32 > Step: 18100 Progress: 9.0% Elapsed: 4:31:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.91521 Generator_loss: 2.17506
[INFO] 2021-05-03 16:53:56 > Step: 18200 Progress: 9.1% Elapsed: 4:33:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.78753 Generator_loss: 2.14301
[INFO] 2021-05-03 16:55:19 > Step: 18300 Progress: 9.2% Elapsed: 4:34:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.86517 Generator_loss: 2.73971
[INFO] 2021-05-03 16:56:43 > Step: 18400 Progress: 9.2% Elapsed: 4:35:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.14379 Generator_loss: 2.71858
[INFO] 2021-05-03 16:58:07 > Step: 18500 Progress: 9.2% Elapsed: 4:37:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.80837 Generator_loss: 2.19285
[INFO] 2021-05-03 16:59:30 > Step: 18600 Progress: 9.3% Elapsed: 4:38:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.88706 Generator_loss: 2.0359
[INFO] 2021-05-03 17:00:54 > Step: 18700 Progress: 9.3% Elapsed: 4:40:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.91328 Generator_loss: 1.44976
[INFO] 2021-05-03 17:02:19 > Step: 18800 Progress: 9.4% Elapsed: 4:41:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.98578 Generator_loss: 2.95648
[INFO] 2021-05-03 17:03:43 > Step: 18900 Progress: 9.4% Elapsed: 4:42:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86434 Generator_loss: 1.96986
[INFO] 2021-05-03 17:05:07 > Step: 19000 Progress: 9.5% Elapsed: 4:44:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.87599 Generator_loss: 1.66303
[INFO] 2021-05-03 17:06:30 > Step: 19100 Progress: 9.6% Elapsed: 4:45:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.94451 Generator_loss: 1.56753
[INFO] 2021-05-03 17:07:51 > Step: 19200 Progress: 9.6% Elapsed: 4:47:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.86261 Generator_loss: 1.9085
[INFO] 2021-05-03 17:09:12 > Step: 19300 Progress: 9.7% Elapsed: 4:48:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.8017 Generator_loss: 1.80319
[INFO] 2021-05-03 17:10:34 > Step: 19400 Progress: 9.7% Elapsed: 4:49:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.91745 Generator_loss: 2.06833
[INFO] 2021-05-03 17:11:57 > Step: 19500 Progress: 9.8% Elapsed: 4:51:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.9164 Generator_loss: 2.1108
[INFO] 2021-05-03 17:13:21 > Step: 19600 Progress: 9.8% Elapsed: 4:52:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.93 Generator_loss: 2.4584
[INFO] 2021-05-03 17:14:45 > Step: 19700 Progress: 9.8% Elapsed: 4:53:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.84452 Generator_loss: 2.10929
[INFO] 2021-05-03 17:16:09 > Step: 19800 Progress: 9.9% Elapsed: 4:55:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.72519 Generator_loss: 2.1702
[INFO] 2021-05-03 17:17:33 > Step: 19900 Progress: 10.0% Elapsed: 4:56:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.92315 Generator_loss: 2.56442
[INFO] 2021-05-03 17:18:56 > Step: 20000 Progress: 10.0% Elapsed: 4:58:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.86574 Generator_loss: 2.20274
[INFO] 2021-05-03 17:18:56 > Start Evaluation (20000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 17:18:56 > Calculating FID Score....
[INFO] 2021-05-03 17:19:30 > Calculating Inception Score....
[INFO] 2021-05-03 17:19:47 > Calculate F_beta Score....
[INFO] 2021-05-03 17:20:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 17:20:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 17:20:45 > Calculate Accuracies....
[INFO] 2021-05-03 17:20:52 > Calculate Accuracies....
[INFO] 2021-05-03 17:20:54 > F_8 score (Step: 20000, Using test images): 0.986198351861099
[INFO] 2021-05-03 17:20:54 > F_1/8 score (Step: 20000, Using test images): 0.991659935301461
[INFO] 2021-05-03 17:20:54 > FID score (Step: 20000, Using test moments): 12.160652749608005
[INFO] 2021-05-03 17:20:54 > Inception score (Step: 20000, 10000 generated images): 9.348481178283691
[INFO] 2021-05-03 17:20:54 > Best FID score (Step: 20000, Using test moments): 12.160652749608005
[INFO] 2021-05-03 17:20:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 17:22:21 > Step: 20100 Progress: 10.1% Elapsed: 5:01:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.08273 Generator_loss: 1.01977
[INFO] 2021-05-03 17:23:43 > Step: 20200 Progress: 10.1% Elapsed: 5:02:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.78021 Generator_loss: 1.70869
[INFO] 2021-05-03 17:25:07 > Step: 20300 Progress: 10.2% Elapsed: 5:04:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.73729 Generator_loss: 1.75543
[INFO] 2021-05-03 17:26:31 > Step: 20400 Progress: 10.2% Elapsed: 5:05:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.94652 Generator_loss: 2.10806
[INFO] 2021-05-03 17:27:54 > Step: 20500 Progress: 10.2% Elapsed: 5:07:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.91501 Generator_loss: 2.70018
[INFO] 2021-05-03 17:29:18 > Step: 20600 Progress: 10.3% Elapsed: 5:08:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.96266 Generator_loss: 2.34772
[INFO] 2021-05-03 17:30:41 > Step: 20700 Progress: 10.3% Elapsed: 5:09:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.05053 Generator_loss: 1.94555
[INFO] 2021-05-03 17:32:05 > Step: 20800 Progress: 10.4% Elapsed: 5:11:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.95777 Generator_loss: 2.29398
[INFO] 2021-05-03 17:33:29 > Step: 20900 Progress: 10.4% Elapsed: 5:12:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.69599 Generator_loss: 2.28345
[INFO] 2021-05-03 17:34:53 > Step: 21000 Progress: 10.5% Elapsed: 5:14:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.98478 Generator_loss: 2.25694
[INFO] 2021-05-03 17:36:17 > Step: 21100 Progress: 10.5% Elapsed: 5:15:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.77127 Generator_loss: 1.87349
[INFO] 2021-05-03 17:37:40 > Step: 21200 Progress: 10.6% Elapsed: 5:16:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.85897 Generator_loss: 2.23533
[INFO] 2021-05-03 17:39:04 > Step: 21300 Progress: 10.7% Elapsed: 5:18:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.74885 Generator_loss: 2.21984
[INFO] 2021-05-03 17:40:28 > Step: 21400 Progress: 10.7% Elapsed: 5:19:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.81487 Generator_loss: 2.82348
[INFO] 2021-05-03 17:41:51 > Step: 21500 Progress: 10.8% Elapsed: 5:21:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.90063 Generator_loss: 2.16974
[INFO] 2021-05-03 17:43:13 > Step: 21600 Progress: 10.8% Elapsed: 5:22:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.96968 Generator_loss: 1.89549
[INFO] 2021-05-03 17:44:33 > Step: 21700 Progress: 10.8% Elapsed: 5:23:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.92693 Generator_loss: 1.19347
[INFO] 2021-05-03 17:45:55 > Step: 21800 Progress: 10.9% Elapsed: 5:25:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.12024 Generator_loss: 2.44045
[INFO] 2021-05-03 17:47:19 > Step: 21900 Progress: 10.9% Elapsed: 5:26:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.02558 Generator_loss: 1.76897
[INFO] 2021-05-03 17:48:43 > Step: 22000 Progress: 11.0% Elapsed: 5:27:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.78906 Generator_loss: 1.20817
[INFO] 2021-05-03 17:48:43 > Start Evaluation (22000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 17:48:43 > Calculating FID Score....
[INFO] 2021-05-03 17:49:17 > Calculating Inception Score....
[INFO] 2021-05-03 17:49:34 > Calculate F_beta Score....
[INFO] 2021-05-03 17:50:29 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 17:50:29 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 17:50:30 > Calculate Accuracies....
[INFO] 2021-05-03 17:50:37 > Calculate Accuracies....
[INFO] 2021-05-03 17:50:38 > F_8 score (Step: 22000, Using test images): 0.9821686319736419
[INFO] 2021-05-03 17:50:38 > F_1/8 score (Step: 22000, Using test images): 0.9916888362819641
[INFO] 2021-05-03 17:50:38 > FID score (Step: 22000, Using test moments): 11.633306243771415
[INFO] 2021-05-03 17:50:38 > Inception score (Step: 22000, 10000 generated images): 9.446317672729492
[INFO] 2021-05-03 17:50:38 > Best FID score (Step: 22000, Using test moments): 11.633306243771415
[INFO] 2021-05-03 17:50:41 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 17:52:04 > Step: 22100 Progress: 11.1% Elapsed: 5:31:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.88058 Generator_loss: 2.28921
[INFO] 2021-05-03 17:53:27 > Step: 22200 Progress: 11.1% Elapsed: 5:32:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.9439 Generator_loss: 2.36941
[INFO] 2021-05-03 17:54:50 > Step: 22300 Progress: 11.2% Elapsed: 5:34:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.85356 Generator_loss: 2.33093
[INFO] 2021-05-03 17:56:14 > Step: 22400 Progress: 11.2% Elapsed: 5:35:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.93187 Generator_loss: 2.08009
[INFO] 2021-05-03 17:57:38 > Step: 22500 Progress: 11.2% Elapsed: 5:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.92279 Generator_loss: 2.43441
[INFO] 2021-05-03 17:59:01 > Step: 22600 Progress: 11.3% Elapsed: 5:38:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.96857 Generator_loss: 3.06533
[INFO] 2021-05-03 18:00:25 > Step: 22700 Progress: 11.3% Elapsed: 5:39:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.02804 Generator_loss: 1.3041
[INFO] 2021-05-03 18:01:48 > Step: 22800 Progress: 11.4% Elapsed: 5:40:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.76722 Generator_loss: 2.14193
[INFO] 2021-05-03 18:03:12 > Step: 22900 Progress: 11.5% Elapsed: 5:42:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.98275 Generator_loss: 1.72081
[INFO] 2021-05-03 18:04:36 > Step: 23000 Progress: 11.5% Elapsed: 5:43:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.81408 Generator_loss: 2.42134
[INFO] 2021-05-03 18:06:00 > Step: 23100 Progress: 11.6% Elapsed: 5:45:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.94932 Generator_loss: 3.12576
[INFO] 2021-05-03 18:07:24 > Step: 23200 Progress: 11.6% Elapsed: 5:46:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.88559 Generator_loss: 1.90641
[INFO] 2021-05-03 18:08:48 > Step: 23300 Progress: 11.7% Elapsed: 5:47:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.88137 Generator_loss: 1.82503
[INFO] 2021-05-03 18:10:12 > Step: 23400 Progress: 11.7% Elapsed: 5:49:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.69014 Generator_loss: 2.27164
[INFO] 2021-05-03 18:11:37 > Step: 23500 Progress: 11.8% Elapsed: 5:50:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.72259 Generator_loss: 2.60087
[INFO] 2021-05-03 18:13:02 > Step: 23600 Progress: 11.8% Elapsed: 5:52:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.83551 Generator_loss: 2.28548
[INFO] 2021-05-03 18:14:26 > Step: 23700 Progress: 11.8% Elapsed: 5:53:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.79196 Generator_loss: 2.50446
[INFO] 2021-05-03 18:15:51 > Step: 23800 Progress: 11.9% Elapsed: 5:55:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.77202 Generator_loss: 2.25195
[INFO] 2021-05-03 18:17:15 > Step: 23900 Progress: 11.9% Elapsed: 5:56:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.79923 Generator_loss: 2.05244
[INFO] 2021-05-03 18:18:37 > Step: 24000 Progress: 12.0% Elapsed: 5:57:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.65417 Generator_loss: 2.14997
[INFO] 2021-05-03 18:18:37 > Start Evaluation (24000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 18:18:37 > Calculating FID Score....
[INFO] 2021-05-03 18:19:10 > Calculating Inception Score....
[INFO] 2021-05-03 18:19:27 > Calculate F_beta Score....
[INFO] 2021-05-03 18:20:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 18:20:22 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 18:20:22 > Calculate Accuracies....
[INFO] 2021-05-03 18:20:29 > Calculate Accuracies....
[INFO] 2021-05-03 18:20:30 > F_8 score (Step: 24000, Using test images): 0.9904574874769182
[INFO] 2021-05-03 18:20:30 > F_1/8 score (Step: 24000, Using test images): 0.9916457508380113
[INFO] 2021-05-03 18:20:30 > FID score (Step: 24000, Using test moments): 10.863622497441554
[INFO] 2021-05-03 18:20:30 > Inception score (Step: 24000, 10000 generated images): 9.685291290283203
[INFO] 2021-05-03 18:20:30 > Best FID score (Step: 24000, Using test moments): 10.863622497441554
[INFO] 2021-05-03 18:20:33 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 18:21:55 > Step: 24100 Progress: 12.0% Elapsed: 6:01:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.91186 Generator_loss: 1.81357
[INFO] 2021-05-03 18:23:19 > Step: 24200 Progress: 12.1% Elapsed: 6:02:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.92009 Generator_loss: 2.14411
[INFO] 2021-05-03 18:24:43 > Step: 24300 Progress: 12.2% Elapsed: 6:03:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.87373 Generator_loss: 2.31671
[INFO] 2021-05-03 18:26:07 > Step: 24400 Progress: 12.2% Elapsed: 6:05:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.81933 Generator_loss: 3.12888
[INFO] 2021-05-03 18:27:32 > Step: 24500 Progress: 12.2% Elapsed: 6:06:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.71554 Generator_loss: 1.78779
[INFO] 2021-05-03 18:28:56 > Step: 24600 Progress: 12.3% Elapsed: 6:08:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.78194 Generator_loss: 2.17054
[INFO] 2021-05-03 18:30:21 > Step: 24700 Progress: 12.3% Elapsed: 6:09:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.0454 Generator_loss: 2.45117
[INFO] 2021-05-03 18:31:45 > Step: 24800 Progress: 12.4% Elapsed: 6:10:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.95202 Generator_loss: 1.84387
[INFO] 2021-05-03 18:33:10 > Step: 24900 Progress: 12.4% Elapsed: 6:12:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.91516 Generator_loss: 1.73446
[INFO] 2021-05-03 18:34:34 > Step: 25000 Progress: 12.5% Elapsed: 6:13:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.79808 Generator_loss: 1.81391
[INFO] 2021-05-03 18:35:58 > Step: 25100 Progress: 12.6% Elapsed: 6:15:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.9223 Generator_loss: 2.04975
[INFO] 2021-05-03 18:37:23 > Step: 25200 Progress: 12.6% Elapsed: 6:16:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.9297 Generator_loss: 2.55766
[INFO] 2021-05-03 18:38:48 > Step: 25300 Progress: 12.7% Elapsed: 6:17:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.89627 Generator_loss: 2.21315
[INFO] 2021-05-03 18:40:12 > Step: 25400 Progress: 12.7% Elapsed: 6:19:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.87591 Generator_loss: 2.20639
[INFO] 2021-05-03 18:41:35 > Step: 25500 Progress: 12.8% Elapsed: 6:20:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.73475 Generator_loss: 2.28479
[INFO] 2021-05-03 18:43:00 > Step: 25600 Progress: 12.8% Elapsed: 6:22:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.97811 Generator_loss: 2.5555
[INFO] 2021-05-03 18:44:24 > Step: 25700 Progress: 12.8% Elapsed: 6:23:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.86302 Generator_loss: 2.13973
[INFO] 2021-05-03 18:45:49 > Step: 25800 Progress: 12.9% Elapsed: 6:24:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.80015 Generator_loss: 2.08334
[INFO] 2021-05-03 18:47:13 > Step: 25900 Progress: 13.0% Elapsed: 6:26:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.96182 Generator_loss: 1.91831
[INFO] 2021-05-03 18:48:37 > Step: 26000 Progress: 13.0% Elapsed: 6:27:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.78946 Generator_loss: 2.30801
[INFO] 2021-05-03 18:48:37 > Start Evaluation (26000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 18:48:37 > Calculating FID Score....
[INFO] 2021-05-03 18:49:11 > Calculating Inception Score....
[INFO] 2021-05-03 18:49:28 > Calculate F_beta Score....
[INFO] 2021-05-03 18:50:25 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 18:50:25 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 18:50:26 > Calculate Accuracies....
[INFO] 2021-05-03 18:50:33 > Calculate Accuracies....
[INFO] 2021-05-03 18:50:35 > F_8 score (Step: 26000, Using test images): 0.9916139294578508
[INFO] 2021-05-03 18:50:35 > F_1/8 score (Step: 26000, Using test images): 0.9929334533993371
[INFO] 2021-05-03 18:50:35 > FID score (Step: 26000, Using test moments): 10.572359951556109
[INFO] 2021-05-03 18:50:35 > Inception score (Step: 26000, 10000 generated images): 9.708745956420898
[INFO] 2021-05-03 18:50:35 > Best FID score (Step: 26000, Using test moments): 10.572359951556109
[INFO] 2021-05-03 18:50:38 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 18:52:01 > Step: 26100 Progress: 13.1% Elapsed: 6:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.78986 Generator_loss: 1.71074
[INFO] 2021-05-03 18:53:26 > Step: 26200 Progress: 13.1% Elapsed: 6:32:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.91445 Generator_loss: 2.50679
[INFO] 2021-05-03 18:54:48 > Step: 26300 Progress: 13.2% Elapsed: 6:33:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.79266 Generator_loss: 2.49029
[INFO] 2021-05-03 18:56:10 > Step: 26400 Progress: 13.2% Elapsed: 6:35:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.81614 Generator_loss: 2.79087
[INFO] 2021-05-03 18:57:31 > Step: 26500 Progress: 13.2% Elapsed: 6:36:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.00758 Generator_loss: 2.32306
[INFO] 2021-05-03 18:58:56 > Step: 26600 Progress: 13.3% Elapsed: 6:38:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.94704 Generator_loss: 1.97799
[INFO] 2021-05-03 19:00:19 > Step: 26700 Progress: 13.4% Elapsed: 6:39:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.8041 Generator_loss: 1.66685
[INFO] 2021-05-03 19:01:43 > Step: 26800 Progress: 13.4% Elapsed: 6:40:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.92692 Generator_loss: 1.30337
[INFO] 2021-05-03 19:03:07 > Step: 26900 Progress: 13.5% Elapsed: 6:42:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.81568 Generator_loss: 2.25482
[INFO] 2021-05-03 19:04:32 > Step: 27000 Progress: 13.5% Elapsed: 6:43:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.93542 Generator_loss: 2.13042
[INFO] 2021-05-03 19:05:56 > Step: 27100 Progress: 13.6% Elapsed: 6:45:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.94637 Generator_loss: 2.01101
[INFO] 2021-05-03 19:07:20 > Step: 27200 Progress: 13.6% Elapsed: 6:46:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.71258 Generator_loss: 2.26608
[INFO] 2021-05-03 19:08:44 > Step: 27300 Progress: 13.7% Elapsed: 6:47:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.86402 Generator_loss: 2.21297
[INFO] 2021-05-03 19:10:09 > Step: 27400 Progress: 13.7% Elapsed: 6:49:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.82619 Generator_loss: 2.54744
[INFO] 2021-05-03 19:11:33 > Step: 27500 Progress: 13.8% Elapsed: 6:50:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.83255 Generator_loss: 1.83177
[INFO] 2021-05-03 19:12:57 > Step: 27600 Progress: 13.8% Elapsed: 6:52:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.78418 Generator_loss: 2.08215
[INFO] 2021-05-03 19:14:21 > Step: 27700 Progress: 13.9% Elapsed: 6:53:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.81938 Generator_loss: 1.60304
[INFO] 2021-05-03 19:15:45 > Step: 27800 Progress: 13.9% Elapsed: 6:54:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.97995 Generator_loss: 2.36285
[INFO] 2021-05-03 19:17:09 > Step: 27900 Progress: 14.0% Elapsed: 6:56:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.95655 Generator_loss: 2.27975
[INFO] 2021-05-03 19:18:33 > Step: 28000 Progress: 14.0% Elapsed: 6:57:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.95541 Generator_loss: 2.39599
[INFO] 2021-05-03 19:18:33 > Start Evaluation (28000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 19:18:33 > Calculating FID Score....
[INFO] 2021-05-03 19:19:07 > Calculating Inception Score....
[INFO] 2021-05-03 19:19:24 > Calculate F_beta Score....
[INFO] 2021-05-03 19:20:22 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 19:20:23 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 19:20:23 > Calculate Accuracies....
[INFO] 2021-05-03 19:20:30 > Calculate Accuracies....
[INFO] 2021-05-03 19:20:32 > F_8 score (Step: 28000, Using test images): 0.9842125773613669
[INFO] 2021-05-03 19:20:32 > F_1/8 score (Step: 28000, Using test images): 0.9923530748817346
[INFO] 2021-05-03 19:20:32 > FID score (Step: 28000, Using test moments): 10.349685794407264
[INFO] 2021-05-03 19:20:32 > Inception score (Step: 28000, 10000 generated images): 9.684467315673828
[INFO] 2021-05-03 19:20:32 > Best FID score (Step: 28000, Using test moments): 10.349685794407264
[INFO] 2021-05-03 19:20:35 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 19:21:59 > Step: 28100 Progress: 14.1% Elapsed: 7:01:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.86392 Generator_loss: 2.33439
[INFO] 2021-05-03 19:23:23 > Step: 28200 Progress: 14.1% Elapsed: 7:02:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.91809 Generator_loss: 1.95349
[INFO] 2021-05-03 19:24:48 > Step: 28300 Progress: 14.1% Elapsed: 7:03:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.64754 Generator_loss: 2.4535
[INFO] 2021-05-03 19:26:13 > Step: 28400 Progress: 14.2% Elapsed: 7:05:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.96578 Generator_loss: 1.9361
[INFO] 2021-05-03 19:27:37 > Step: 28500 Progress: 14.2% Elapsed: 7:06:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.12287 Generator_loss: 2.56867
[INFO] 2021-05-03 19:29:02 > Step: 28600 Progress: 14.3% Elapsed: 7:08:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.96389 Generator_loss: 2.46219
[INFO] 2021-05-03 19:30:25 > Step: 28700 Progress: 14.3% Elapsed: 7:09:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.88747 Generator_loss: 1.90344
[INFO] 2021-05-03 19:31:47 > Step: 28800 Progress: 14.4% Elapsed: 7:10:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.76627 Generator_loss: 1.46631
[INFO] 2021-05-03 19:33:08 > Step: 28900 Progress: 14.4% Elapsed: 7:12:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.72763 Generator_loss: 2.19531
[INFO] 2021-05-03 19:34:31 > Step: 29000 Progress: 14.5% Elapsed: 7:13:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.78458 Generator_loss: 1.44703
[INFO] 2021-05-03 19:35:56 > Step: 29100 Progress: 14.5% Elapsed: 7:15:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.05081 Generator_loss: 1.98258
[INFO] 2021-05-03 19:37:20 > Step: 29200 Progress: 14.6% Elapsed: 7:16:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.89705 Generator_loss: 1.64365
[INFO] 2021-05-03 19:38:45 > Step: 29300 Progress: 14.6% Elapsed: 7:17:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.92964 Generator_loss: 1.94053
[INFO] 2021-05-03 19:40:09 > Step: 29400 Progress: 14.7% Elapsed: 7:19:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.88806 Generator_loss: 2.07883
[INFO] 2021-05-03 19:41:34 > Step: 29500 Progress: 14.8% Elapsed: 7:20:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.91091 Generator_loss: 2.24694
[INFO] 2021-05-03 19:42:58 > Step: 29600 Progress: 14.8% Elapsed: 7:22:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.88802 Generator_loss: 2.36786
[INFO] 2021-05-03 19:44:23 > Step: 29700 Progress: 14.8% Elapsed: 7:23:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.88707 Generator_loss: 2.09875
[INFO] 2021-05-03 19:45:48 > Step: 29800 Progress: 14.9% Elapsed: 7:24:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.95074 Generator_loss: 2.17572
[INFO] 2021-05-03 19:47:11 > Step: 29900 Progress: 14.9% Elapsed: 7:26:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.81445 Generator_loss: 2.3874
[INFO] 2021-05-03 19:48:35 > Step: 30000 Progress: 15.0% Elapsed: 7:27:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.79324 Generator_loss: 2.47527
[INFO] 2021-05-03 19:48:35 > Start Evaluation (30000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 19:48:35 > Calculating FID Score....
[INFO] 2021-05-03 19:49:09 > Calculating Inception Score....
[INFO] 2021-05-03 19:49:26 > Calculate F_beta Score....
[INFO] 2021-05-03 19:50:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 19:50:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 19:50:25 > Calculate Accuracies....
[INFO] 2021-05-03 19:50:32 > Calculate Accuracies....
[INFO] 2021-05-03 19:50:34 > F_8 score (Step: 30000, Using test images): 0.9882912889161881
[INFO] 2021-05-03 19:50:34 > F_1/8 score (Step: 30000, Using test images): 0.9917053138834907
[INFO] 2021-05-03 19:50:34 > FID score (Step: 30000, Using test moments): 10.023616372957349
[INFO] 2021-05-03 19:50:34 > Inception score (Step: 30000, 10000 generated images): 9.714433670043945
[INFO] 2021-05-03 19:50:34 > Best FID score (Step: 30000, Using test moments): 10.023616372957349
[INFO] 2021-05-03 19:50:37 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 19:52:00 > Step: 30100 Progress: 15.0% Elapsed: 7:31:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.73337 Generator_loss: 2.24348
[INFO] 2021-05-03 19:53:25 > Step: 30200 Progress: 15.1% Elapsed: 7:32:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.85512 Generator_loss: 2.10701
[INFO] 2021-05-03 19:54:49 > Step: 30300 Progress: 15.2% Elapsed: 7:34:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.78111 Generator_loss: 1.92851
[INFO] 2021-05-03 19:56:13 > Step: 30400 Progress: 15.2% Elapsed: 7:35:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.80141 Generator_loss: 1.98466
[INFO] 2021-05-03 19:57:38 > Step: 30500 Progress: 15.2% Elapsed: 7:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.68712 Generator_loss: 2.12629
[INFO] 2021-05-03 19:59:02 > Step: 30600 Progress: 15.3% Elapsed: 7:38:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.85512 Generator_loss: 2.09176
[INFO] 2021-05-03 20:00:27 > Step: 30700 Progress: 15.3% Elapsed: 7:39:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.96027 Generator_loss: 2.49176
[INFO] 2021-05-03 20:01:51 > Step: 30800 Progress: 15.4% Elapsed: 7:41:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.81288 Generator_loss: 2.45988
[INFO] 2021-05-03 20:03:16 > Step: 30900 Progress: 15.4% Elapsed: 7:42:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.90311 Generator_loss: 2.4838
[INFO] 2021-05-03 20:04:40 > Step: 31000 Progress: 15.5% Elapsed: 7:43:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.85114 Generator_loss: 2.42688
[INFO] 2021-05-03 20:06:04 > Step: 31100 Progress: 15.6% Elapsed: 7:45:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.98425 Generator_loss: 1.8146
[INFO] 2021-05-03 20:07:26 > Step: 31200 Progress: 15.6% Elapsed: 7:46:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.87447 Generator_loss: 1.9381
[INFO] 2021-05-03 20:08:48 > Step: 31300 Progress: 15.7% Elapsed: 7:47:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.75773 Generator_loss: 2.52826
[INFO] 2021-05-03 20:10:10 > Step: 31400 Progress: 15.7% Elapsed: 7:49:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.8642 Generator_loss: 2.38638
[INFO] 2021-05-03 20:11:34 > Step: 31500 Progress: 15.8% Elapsed: 7:50:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.84373 Generator_loss: 2.05227
[INFO] 2021-05-03 20:12:59 > Step: 31600 Progress: 15.8% Elapsed: 7:52:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.82828 Generator_loss: 1.93111
[INFO] 2021-05-03 20:14:23 > Step: 31700 Progress: 15.8% Elapsed: 7:53:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.91701 Generator_loss: 2.48834
[INFO] 2021-05-03 20:15:48 > Step: 31800 Progress: 15.9% Elapsed: 7:54:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.90114 Generator_loss: 2.72024
[INFO] 2021-05-03 20:17:12 > Step: 31900 Progress: 16.0% Elapsed: 7:56:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.9092 Generator_loss: 1.80154
[INFO] 2021-05-03 20:18:36 > Step: 32000 Progress: 16.0% Elapsed: 7:57:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.81662 Generator_loss: 1.7194
[INFO] 2021-05-03 20:18:36 > Start Evaluation (32000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 20:18:36 > Calculating FID Score....
[INFO] 2021-05-03 20:19:10 > Calculating Inception Score....
[INFO] 2021-05-03 20:19:27 > Calculate F_beta Score....
[INFO] 2021-05-03 20:20:22 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 20:20:23 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 20:20:24 > Calculate Accuracies....
[INFO] 2021-05-03 20:20:31 > Calculate Accuracies....
[INFO] 2021-05-03 20:20:33 > F_8 score (Step: 32000, Using test images): 0.9878684507704233
[INFO] 2021-05-03 20:20:33 > F_1/8 score (Step: 32000, Using test images): 0.9925267342415086
[INFO] 2021-05-03 20:20:33 > FID score (Step: 32000, Using test moments): 9.763878562059801
[INFO] 2021-05-03 20:20:33 > Inception score (Step: 32000, 10000 generated images): 9.894181251525879
[INFO] 2021-05-03 20:20:33 > Best FID score (Step: 32000, Using test moments): 9.763878562059801
[INFO] 2021-05-03 20:20:36 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 20:21:59 > Step: 32100 Progress: 16.1% Elapsed: 8:01:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.83468 Generator_loss: 2.10541
[INFO] 2021-05-03 20:23:23 > Step: 32200 Progress: 16.1% Elapsed: 8:02:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.81617 Generator_loss: 2.69393
[INFO] 2021-05-03 20:24:47 > Step: 32300 Progress: 16.2% Elapsed: 8:03:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.8554 Generator_loss: 2.06345
[INFO] 2021-05-03 20:26:11 > Step: 32400 Progress: 16.2% Elapsed: 8:05:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.02504 Generator_loss: 1.73896
[INFO] 2021-05-03 20:27:35 > Step: 32500 Progress: 16.2% Elapsed: 8:06:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.90695 Generator_loss: 1.98595
[INFO] 2021-05-03 20:28:59 > Step: 32600 Progress: 16.3% Elapsed: 8:08:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.8965 Generator_loss: 2.4709
[INFO] 2021-05-03 20:30:24 > Step: 32700 Progress: 16.4% Elapsed: 8:09:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.83079 Generator_loss: 2.15732
[INFO] 2021-05-03 20:31:49 > Step: 32800 Progress: 16.4% Elapsed: 8:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.10748 Generator_loss: 2.66265
[INFO] 2021-05-03 20:33:13 > Step: 32900 Progress: 16.4% Elapsed: 8:12:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.90336 Generator_loss: 2.35085
[INFO] 2021-05-03 20:34:38 > Step: 33000 Progress: 16.5% Elapsed: 8:13:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.95569 Generator_loss: 2.25058
[INFO] 2021-05-03 20:36:03 > Step: 33100 Progress: 16.6% Elapsed: 8:15:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.92796 Generator_loss: 2.55164
[INFO] 2021-05-03 20:37:27 > Step: 33200 Progress: 16.6% Elapsed: 8:16:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.85751 Generator_loss: 2.71113
[INFO] 2021-05-03 20:38:51 > Step: 33300 Progress: 16.7% Elapsed: 8:18:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.01432 Generator_loss: 2.37603
[INFO] 2021-05-03 20:40:16 > Step: 33400 Progress: 16.7% Elapsed: 8:19:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.93488 Generator_loss: 2.4014
[INFO] 2021-05-03 20:41:41 > Step: 33500 Progress: 16.8% Elapsed: 8:20:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.93113 Generator_loss: 2.17454
[INFO] 2021-05-03 20:43:04 > Step: 33600 Progress: 16.8% Elapsed: 8:22:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.91723 Generator_loss: 1.38514
[INFO] 2021-05-03 20:44:26 > Step: 33700 Progress: 16.9% Elapsed: 8:23:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.88194 Generator_loss: 1.9881
[INFO] 2021-05-03 20:45:47 > Step: 33800 Progress: 16.9% Elapsed: 8:24:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.93849 Generator_loss: 2.39035
[INFO] 2021-05-03 20:47:11 > Step: 33900 Progress: 17.0% Elapsed: 8:26:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.87421 Generator_loss: 2.41404
[INFO] 2021-05-03 20:48:35 > Step: 34000 Progress: 17.0% Elapsed: 8:27:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.75668 Generator_loss: 2.03876
[INFO] 2021-05-03 20:48:35 > Start Evaluation (34000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 20:48:35 > Calculating FID Score....
[INFO] 2021-05-03 20:49:09 > Calculating Inception Score....
[INFO] 2021-05-03 20:49:26 > Calculate F_beta Score....
[INFO] 2021-05-03 20:50:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 20:50:25 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 20:50:25 > Calculate Accuracies....
[INFO] 2021-05-03 20:50:33 > Calculate Accuracies....
[INFO] 2021-05-03 20:50:34 > F_8 score (Step: 34000, Using test images): 0.9870144616084846
[INFO] 2021-05-03 20:50:34 > F_1/8 score (Step: 34000, Using test images): 0.9922238386987342
[INFO] 2021-05-03 20:50:34 > FID score (Step: 34000, Using test moments): 9.722982368083592
[INFO] 2021-05-03 20:50:34 > Inception score (Step: 34000, 10000 generated images): 9.841021537780762
[INFO] 2021-05-03 20:50:34 > Best FID score (Step: 34000, Using test moments): 9.722982368083592
[INFO] 2021-05-03 20:50:37 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 20:52:02 > Step: 34100 Progress: 17.1% Elapsed: 8:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.79142 Generator_loss: 2.0951
[INFO] 2021-05-03 20:53:26 > Step: 34200 Progress: 17.1% Elapsed: 8:32:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.83127 Generator_loss: 1.99733
[INFO] 2021-05-03 20:54:51 > Step: 34300 Progress: 17.2% Elapsed: 8:34:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.93042 Generator_loss: 1.49677
[INFO] 2021-05-03 20:56:16 > Step: 34400 Progress: 17.2% Elapsed: 8:35:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.99879 Generator_loss: 2.39036
[INFO] 2021-05-03 20:57:40 > Step: 34500 Progress: 17.2% Elapsed: 8:36:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.85826 Generator_loss: 1.74739
[INFO] 2021-05-03 20:59:04 > Step: 34600 Progress: 17.3% Elapsed: 8:38:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.8256 Generator_loss: 2.20922
[INFO] 2021-05-03 21:00:28 > Step: 34700 Progress: 17.3% Elapsed: 8:39:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.1505 Generator_loss: 2.34744
[INFO] 2021-05-03 21:01:54 > Step: 34800 Progress: 17.4% Elapsed: 8:41:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.78997 Generator_loss: 1.6899
[INFO] 2021-05-03 21:03:18 > Step: 34900 Progress: 17.4% Elapsed: 8:42:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.00509 Generator_loss: 2.56297
[INFO] 2021-05-03 21:04:43 > Step: 35000 Progress: 17.5% Elapsed: 8:43:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.85742 Generator_loss: 1.68831
[INFO] 2021-05-03 21:06:07 > Step: 35100 Progress: 17.5% Elapsed: 8:45:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.87056 Generator_loss: 1.81065
[INFO] 2021-05-03 21:07:32 > Step: 35200 Progress: 17.6% Elapsed: 8:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.89893 Generator_loss: 2.51709
[INFO] 2021-05-03 21:08:56 > Step: 35300 Progress: 17.6% Elapsed: 8:48:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.85356 Generator_loss: 2.24478
[INFO] 2021-05-03 21:10:19 > Step: 35400 Progress: 17.7% Elapsed: 8:49:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.95741 Generator_loss: 2.61802
[INFO] 2021-05-03 21:11:44 > Step: 35500 Progress: 17.8% Elapsed: 8:50:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.96753 Generator_loss: 2.37461
[INFO] 2021-05-03 21:13:09 > Step: 35600 Progress: 17.8% Elapsed: 8:52:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.84067 Generator_loss: 2.7465
[INFO] 2021-05-03 21:14:33 > Step: 35700 Progress: 17.8% Elapsed: 8:53:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.91476 Generator_loss: 1.65051
[INFO] 2021-05-03 21:15:57 > Step: 35800 Progress: 17.9% Elapsed: 8:55:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.82254 Generator_loss: 2.17893
[INFO] 2021-05-03 21:17:22 > Step: 35900 Progress: 17.9% Elapsed: 8:56:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.85064 Generator_loss: 2.14902
[INFO] 2021-05-03 21:18:45 > Step: 36000 Progress: 18.0% Elapsed: 8:57:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.86667 Generator_loss: 1.63454
[INFO] 2021-05-03 21:18:45 > Start Evaluation (36000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 21:18:45 > Calculating FID Score....
[INFO] 2021-05-03 21:19:17 > Calculating Inception Score....
[INFO] 2021-05-03 21:19:34 > Calculate F_beta Score....
[INFO] 2021-05-03 21:20:30 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 21:20:31 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 21:20:31 > Calculate Accuracies....
[INFO] 2021-05-03 21:20:38 > Calculate Accuracies....
[INFO] 2021-05-03 21:20:40 > F_8 score (Step: 36000, Using test images): 0.9894216134692195
[INFO] 2021-05-03 21:20:40 > F_1/8 score (Step: 36000, Using test images): 0.9924603560325654
[INFO] 2021-05-03 21:20:40 > FID score (Step: 36000, Using test moments): 9.624351330446757
[INFO] 2021-05-03 21:20:40 > Inception score (Step: 36000, 10000 generated images): 9.895059585571289
[INFO] 2021-05-03 21:20:40 > Best FID score (Step: 36000, Using test moments): 9.624351330446757
[INFO] 2021-05-03 21:20:43 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 21:22:03 > Step: 36100 Progress: 18.1% Elapsed: 9:01:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.87391 Generator_loss: 1.48421
[INFO] 2021-05-03 21:23:27 > Step: 36200 Progress: 18.1% Elapsed: 9:02:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.84299 Generator_loss: 1.96363
[INFO] 2021-05-03 21:24:51 > Step: 36300 Progress: 18.1% Elapsed: 9:04:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.04832 Generator_loss: 1.86816
[INFO] 2021-05-03 21:26:16 > Step: 36400 Progress: 18.2% Elapsed: 9:05:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.78884 Generator_loss: 2.69897
[INFO] 2021-05-03 21:27:40 > Step: 36500 Progress: 18.2% Elapsed: 9:06:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.76649 Generator_loss: 2.00058
[INFO] 2021-05-03 21:29:05 > Step: 36600 Progress: 18.3% Elapsed: 9:08:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.94559 Generator_loss: 2.0155
[INFO] 2021-05-03 21:30:30 > Step: 36700 Progress: 18.4% Elapsed: 9:09:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.8467 Generator_loss: 2.00642
[INFO] 2021-05-03 21:31:55 > Step: 36800 Progress: 18.4% Elapsed: 9:11:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.8039 Generator_loss: 2.64519
[INFO] 2021-05-03 21:33:20 > Step: 36900 Progress: 18.4% Elapsed: 9:12:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.82292 Generator_loss: 1.76398
[INFO] 2021-05-03 21:34:44 > Step: 37000 Progress: 18.5% Elapsed: 9:13:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.38213 Generator_loss: 1.76179
[INFO] 2021-05-03 21:36:08 > Step: 37100 Progress: 18.6% Elapsed: 9:15:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.81098 Generator_loss: 2.38988
[INFO] 2021-05-03 21:37:32 > Step: 37200 Progress: 18.6% Elapsed: 9:16:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.86081 Generator_loss: 2.39488
[INFO] 2021-05-03 21:38:58 > Step: 37300 Progress: 18.6% Elapsed: 9:18:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.9244 Generator_loss: 2.30361
[INFO] 2021-05-03 21:40:22 > Step: 37400 Progress: 18.7% Elapsed: 9:19:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.00347 Generator_loss: 1.94156
[INFO] 2021-05-03 21:41:46 > Step: 37500 Progress: 18.8% Elapsed: 9:20:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.7916 Generator_loss: 1.81528
[INFO] 2021-05-03 21:43:11 > Step: 37600 Progress: 18.8% Elapsed: 9:22:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.04139 Generator_loss: 2.38288
[INFO] 2021-05-03 21:44:36 > Step: 37700 Progress: 18.9% Elapsed: 9:23:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.95485 Generator_loss: 1.90962
[INFO] 2021-05-03 21:46:01 > Step: 37800 Progress: 18.9% Elapsed: 9:25:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.92922 Generator_loss: 1.76886
[INFO] 2021-05-03 21:47:25 > Step: 37900 Progress: 18.9% Elapsed: 9:26:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.96993 Generator_loss: 2.64926
[INFO] 2021-05-03 21:48:50 > Step: 38000 Progress: 19.0% Elapsed: 9:28:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.89697 Generator_loss: 2.0083
[INFO] 2021-05-03 21:48:50 > Start Evaluation (38000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 21:48:50 > Calculating FID Score....
[INFO] 2021-05-03 21:49:24 > Calculating Inception Score....
[INFO] 2021-05-03 21:49:41 > Calculate F_beta Score....
[INFO] 2021-05-03 21:50:39 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 21:50:39 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 21:50:40 > Calculate Accuracies....
[INFO] 2021-05-03 21:50:47 > Calculate Accuracies....
[INFO] 2021-05-03 21:50:49 > F_8 score (Step: 38000, Using test images): 0.9923798508083386
[INFO] 2021-05-03 21:50:49 > F_1/8 score (Step: 38000, Using test images): 0.994090056128077
[INFO] 2021-05-03 21:50:49 > FID score (Step: 38000, Using test moments): 9.278387437057631
[INFO] 2021-05-03 21:50:49 > Inception score (Step: 38000, 10000 generated images): 9.961664199829102
[INFO] 2021-05-03 21:50:49 > Best FID score (Step: 38000, Using test moments): 9.278387437057631
[INFO] 2021-05-03 21:50:52 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 21:52:16 > Step: 38100 Progress: 19.1% Elapsed: 9:31:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.9826 Generator_loss: 1.98625
[INFO] 2021-05-03 21:53:39 > Step: 38200 Progress: 19.1% Elapsed: 9:32:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.00195 Generator_loss: 2.48814
[INFO] 2021-05-03 21:55:04 > Step: 38300 Progress: 19.1% Elapsed: 9:34:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.80524 Generator_loss: 1.67533
[INFO] 2021-05-03 21:56:25 > Step: 38400 Progress: 19.2% Elapsed: 9:35:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.93578 Generator_loss: 2.11106
[INFO] 2021-05-03 21:57:47 > Step: 38500 Progress: 19.2% Elapsed: 9:36:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.89069 Generator_loss: 2.23752
[INFO] 2021-05-03 21:59:08 > Step: 38600 Progress: 19.3% Elapsed: 9:38:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.90611 Generator_loss: 1.87768
[INFO] 2021-05-03 22:00:34 > Step: 38700 Progress: 19.4% Elapsed: 9:39:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.85174 Generator_loss: 2.69807
[INFO] 2021-05-03 22:01:58 > Step: 38800 Progress: 19.4% Elapsed: 9:41:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.10308 Generator_loss: 2.88524
[INFO] 2021-05-03 22:03:23 > Step: 38900 Progress: 19.4% Elapsed: 9:42:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.78846 Generator_loss: 1.83584
[INFO] 2021-05-03 22:04:47 > Step: 39000 Progress: 19.5% Elapsed: 9:43:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.78664 Generator_loss: 2.3851
[INFO] 2021-05-03 22:06:12 > Step: 39100 Progress: 19.6% Elapsed: 9:45:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.79411 Generator_loss: 2.22834
[INFO] 2021-05-03 22:07:37 > Step: 39200 Progress: 19.6% Elapsed: 9:46:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.90001 Generator_loss: 1.82328
[INFO] 2021-05-03 22:09:01 > Step: 39300 Progress: 19.7% Elapsed: 9:48:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.74249 Generator_loss: 2.05177
[INFO] 2021-05-03 22:10:26 > Step: 39400 Progress: 19.7% Elapsed: 9:49:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.84264 Generator_loss: 1.97097
[INFO] 2021-05-03 22:11:50 > Step: 39500 Progress: 19.8% Elapsed: 9:51:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.90803 Generator_loss: 1.92615
[INFO] 2021-05-03 22:13:15 > Step: 39600 Progress: 19.8% Elapsed: 9:52:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.93523 Generator_loss: 1.6768
[INFO] 2021-05-03 22:14:39 > Step: 39700 Progress: 19.9% Elapsed: 9:53:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.92051 Generator_loss: 1.6971
[INFO] 2021-05-03 22:16:04 > Step: 39800 Progress: 19.9% Elapsed: 9:55:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.83886 Generator_loss: 2.19424
[INFO] 2021-05-03 22:17:28 > Step: 39900 Progress: 20.0% Elapsed: 9:56:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.01624 Generator_loss: 2.75228
[INFO] 2021-05-03 22:18:52 > Step: 40000 Progress: 20.0% Elapsed: 9:58:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.87863 Generator_loss: 1.81994
[INFO] 2021-05-03 22:18:52 > Start Evaluation (40000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 22:18:52 > Calculating FID Score....
[INFO] 2021-05-03 22:19:27 > Calculating Inception Score....
[INFO] 2021-05-03 22:19:44 > Calculate F_beta Score....
[INFO] 2021-05-03 22:20:41 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 22:20:42 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 22:20:42 > Calculate Accuracies....
[INFO] 2021-05-03 22:20:49 > Calculate Accuracies....
[INFO] 2021-05-03 22:20:51 > F_8 score (Step: 40000, Using test images): 0.9889905227197595
[INFO] 2021-05-03 22:20:51 > F_1/8 score (Step: 40000, Using test images): 0.9930244392763179
[INFO] 2021-05-03 22:20:51 > FID score (Step: 40000, Using test moments): 9.024204081382777
[INFO] 2021-05-03 22:20:51 > Inception score (Step: 40000, 10000 generated images): 9.945209503173828
[INFO] 2021-05-03 22:20:51 > Best FID score (Step: 40000, Using test moments): 9.024204081382777
[INFO] 2021-05-03 22:20:54 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 22:22:18 > Step: 40100 Progress: 20.1% Elapsed: 10:01:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.81784 Generator_loss: 2.05407
[INFO] 2021-05-03 22:23:42 > Step: 40200 Progress: 20.1% Elapsed: 10:02:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86971 Generator_loss: 2.15782
[INFO] 2021-05-03 22:25:06 > Step: 40300 Progress: 20.2% Elapsed: 10:04:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.82852 Generator_loss: 2.21811
[INFO] 2021-05-03 22:26:30 > Step: 40400 Progress: 20.2% Elapsed: 10:05:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.73476 Generator_loss: 1.81132
[INFO] 2021-05-03 22:27:54 > Step: 40500 Progress: 20.2% Elapsed: 10:07:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.81361 Generator_loss: 1.66298
[INFO] 2021-05-03 22:29:18 > Step: 40600 Progress: 20.3% Elapsed: 10:08:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.15331 Generator_loss: 2.65832
[INFO] 2021-05-03 22:30:43 > Step: 40700 Progress: 20.3% Elapsed: 10:09:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.87088 Generator_loss: 1.96192
[INFO] 2021-05-03 22:32:05 > Step: 40800 Progress: 20.4% Elapsed: 10:11:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.87763 Generator_loss: 2.33645
[INFO] 2021-05-03 22:33:27 > Step: 40900 Progress: 20.4% Elapsed: 10:12:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.76598 Generator_loss: 2.23137
[INFO] 2021-05-03 22:34:48 > Step: 41000 Progress: 20.5% Elapsed: 10:13:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.95942 Generator_loss: 1.76328
[INFO] 2021-05-03 22:36:13 > Step: 41100 Progress: 20.5% Elapsed: 10:15:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.07284 Generator_loss: 2.45898
[INFO] 2021-05-03 22:37:37 > Step: 41200 Progress: 20.6% Elapsed: 10:16:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.06588 Generator_loss: 2.37219
[INFO] 2021-05-03 22:39:01 > Step: 41300 Progress: 20.6% Elapsed: 10:18:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.82913 Generator_loss: 1.51881
[INFO] 2021-05-03 22:40:25 > Step: 41400 Progress: 20.7% Elapsed: 10:19:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.925 Generator_loss: 2.33367
[INFO] 2021-05-03 22:41:50 > Step: 41500 Progress: 20.8% Elapsed: 10:21:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.93133 Generator_loss: 2.16275
[INFO] 2021-05-03 22:43:15 > Step: 41600 Progress: 20.8% Elapsed: 10:22:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.94719 Generator_loss: 2.14572
[INFO] 2021-05-03 22:44:39 > Step: 41700 Progress: 20.8% Elapsed: 10:23:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.78178 Generator_loss: 2.00789
[INFO] 2021-05-03 22:46:03 > Step: 41800 Progress: 20.9% Elapsed: 10:25:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.87951 Generator_loss: 2.04686
[INFO] 2021-05-03 22:47:28 > Step: 41900 Progress: 20.9% Elapsed: 10:26:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.83817 Generator_loss: 1.97818
[INFO] 2021-05-03 22:48:52 > Step: 42000 Progress: 21.0% Elapsed: 10:28:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.96279 Generator_loss: 2.30586
[INFO] 2021-05-03 22:48:52 > Start Evaluation (42000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 22:48:52 > Calculating FID Score....
[INFO] 2021-05-03 22:49:26 > Calculating Inception Score....
[INFO] 2021-05-03 22:49:44 > Calculate F_beta Score....
[INFO] 2021-05-03 22:50:42 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 22:50:43 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 22:50:43 > Calculate Accuracies....
[INFO] 2021-05-03 22:50:50 > Calculate Accuracies....
[INFO] 2021-05-03 22:50:52 > F_8 score (Step: 42000, Using test images): 0.9892165399472478
[INFO] 2021-05-03 22:50:52 > F_1/8 score (Step: 42000, Using test images): 0.99469716729706
[INFO] 2021-05-03 22:50:52 > FID score (Step: 42000, Using test moments): 8.782976816184942
[INFO] 2021-05-03 22:50:52 > Inception score (Step: 42000, 10000 generated images): 9.845480918884277
[INFO] 2021-05-03 22:50:52 > Best FID score (Step: 42000, Using test moments): 8.782976816184942
[INFO] 2021-05-03 22:50:55 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 22:52:18 > Step: 42100 Progress: 21.1% Elapsed: 10:31:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.91719 Generator_loss: 1.91519
[INFO] 2021-05-03 22:53:42 > Step: 42200 Progress: 21.1% Elapsed: 10:32:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86668 Generator_loss: 2.30862
[INFO] 2021-05-03 22:55:06 > Step: 42300 Progress: 21.1% Elapsed: 10:34:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.86692 Generator_loss: 2.2106
[INFO] 2021-05-03 22:56:30 > Step: 42400 Progress: 21.2% Elapsed: 10:35:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.90941 Generator_loss: 2.01555
[INFO] 2021-05-03 22:57:55 > Step: 42500 Progress: 21.2% Elapsed: 10:37:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.83375 Generator_loss: 1.75463
[INFO] 2021-05-03 22:59:20 > Step: 42600 Progress: 21.3% Elapsed: 10:38:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.84386 Generator_loss: 2.58065
[INFO] 2021-05-03 23:00:45 > Step: 42700 Progress: 21.3% Elapsed: 10:39:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.98846 Generator_loss: 2.38976
[INFO] 2021-05-03 23:02:09 > Step: 42800 Progress: 21.4% Elapsed: 10:41:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.02438 Generator_loss: 1.98397
[INFO] 2021-05-03 23:03:34 > Step: 42900 Progress: 21.4% Elapsed: 10:42:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.88736 Generator_loss: 1.96758
[INFO] 2021-05-03 23:04:58 > Step: 43000 Progress: 21.5% Elapsed: 10:44:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.72394 Generator_loss: 2.03359
[INFO] 2021-05-03 23:06:23 > Step: 43100 Progress: 21.6% Elapsed: 10:45:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.95704 Generator_loss: 2.24285
[INFO] 2021-05-03 23:07:45 > Step: 43200 Progress: 21.6% Elapsed: 10:46:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.93874 Generator_loss: 1.61391
[INFO] 2021-05-03 23:09:07 > Step: 43300 Progress: 21.6% Elapsed: 10:48:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.027 Generator_loss: 2.32209
[INFO] 2021-05-03 23:10:29 > Step: 43400 Progress: 21.7% Elapsed: 10:49:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.01132 Generator_loss: 3.03146
[INFO] 2021-05-03 23:11:52 > Step: 43500 Progress: 21.8% Elapsed: 10:51:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.00437 Generator_loss: 1.84717
[INFO] 2021-05-03 23:13:17 > Step: 43600 Progress: 21.8% Elapsed: 10:52:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.97621 Generator_loss: 1.9219
[INFO] 2021-05-03 23:14:41 > Step: 43700 Progress: 21.9% Elapsed: 10:53:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.95089 Generator_loss: 1.93762
[INFO] 2021-05-03 23:16:05 > Step: 43800 Progress: 21.9% Elapsed: 10:55:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.89648 Generator_loss: 1.83511
[INFO] 2021-05-03 23:17:29 > Step: 43900 Progress: 21.9% Elapsed: 10:56:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.01109 Generator_loss: 1.73359
[INFO] 2021-05-03 23:18:54 > Step: 44000 Progress: 22.0% Elapsed: 10:58:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.8117 Generator_loss: 2.76812
[INFO] 2021-05-03 23:18:54 > Start Evaluation (44000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 23:18:54 > Calculating FID Score....
[INFO] 2021-05-03 23:19:28 > Calculating Inception Score....
[INFO] 2021-05-03 23:19:45 > Calculate F_beta Score....
[INFO] 2021-05-03 23:20:46 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 23:20:46 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 23:20:47 > Calculate Accuracies....
[INFO] 2021-05-03 23:20:54 > Calculate Accuracies....
[INFO] 2021-05-03 23:20:56 > F_8 score (Step: 44000, Using test images): 0.990707137856655
[INFO] 2021-05-03 23:20:56 > F_1/8 score (Step: 44000, Using test images): 0.9950671442859019
[INFO] 2021-05-03 23:20:56 > FID score (Step: 44000, Using test moments): 8.89000751678384
[INFO] 2021-05-03 23:20:56 > Inception score (Step: 44000, 10000 generated images): 9.873128890991211
[INFO] 2021-05-03 23:20:56 > Best FID score (Step: 42000, Using test moments): 8.782976816184942
[INFO] 2021-05-03 23:20:58 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 23:22:22 > Step: 44100 Progress: 22.1% Elapsed: 11:01:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.95696 Generator_loss: 2.12713
[INFO] 2021-05-03 23:23:46 > Step: 44200 Progress: 22.1% Elapsed: 11:02:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.07655 Generator_loss: 2.75281
[INFO] 2021-05-03 23:25:10 > Step: 44300 Progress: 22.1% Elapsed: 11:04:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.8244 Generator_loss: 2.55429
[INFO] 2021-05-03 23:26:36 > Step: 44400 Progress: 22.2% Elapsed: 11:05:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.94978 Generator_loss: 2.3806
[INFO] 2021-05-03 23:28:01 > Step: 44500 Progress: 22.2% Elapsed: 11:07:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.94225 Generator_loss: 2.40965
[INFO] 2021-05-03 23:29:26 > Step: 44600 Progress: 22.3% Elapsed: 11:08:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.93608 Generator_loss: 2.19578
[INFO] 2021-05-03 23:30:52 > Step: 44700 Progress: 22.4% Elapsed: 11:10:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.88737 Generator_loss: 1.86415
[INFO] 2021-05-03 23:32:16 > Step: 44800 Progress: 22.4% Elapsed: 11:11:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.69142 Generator_loss: 1.9396
[INFO] 2021-05-03 23:33:41 > Step: 44900 Progress: 22.4% Elapsed: 11:12:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.86456 Generator_loss: 2.40665
[INFO] 2021-05-03 23:35:06 > Step: 45000 Progress: 22.5% Elapsed: 11:14:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.8432 Generator_loss: 1.72463
[INFO] 2021-05-03 23:36:31 > Step: 45100 Progress: 22.6% Elapsed: 11:15:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.91301 Generator_loss: 2.56082
[INFO] 2021-05-03 23:37:56 > Step: 45200 Progress: 22.6% Elapsed: 11:17:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.89667 Generator_loss: 2.4472
[INFO] 2021-05-03 23:39:20 > Step: 45300 Progress: 22.7% Elapsed: 11:18:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.82168 Generator_loss: 2.00075
[INFO] 2021-05-03 23:40:45 > Step: 45400 Progress: 22.7% Elapsed: 11:19:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.8371 Generator_loss: 2.23314
[INFO] 2021-05-03 23:42:09 > Step: 45500 Progress: 22.8% Elapsed: 11:21:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.77903 Generator_loss: 1.69881
[INFO] 2021-05-03 23:43:33 > Step: 45600 Progress: 22.8% Elapsed: 11:22:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.78362 Generator_loss: 1.71679
[INFO] 2021-05-03 23:44:54 > Step: 45700 Progress: 22.9% Elapsed: 11:24:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.88584 Generator_loss: 1.84615
[INFO] 2021-05-03 23:46:17 > Step: 45800 Progress: 22.9% Elapsed: 11:25:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.76703 Generator_loss: 2.171
[INFO] 2021-05-03 23:47:39 > Step: 45900 Progress: 22.9% Elapsed: 11:26:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.08508 Generator_loss: 1.47082
[INFO] 2021-05-03 23:49:03 > Step: 46000 Progress: 23.0% Elapsed: 11:28:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.823 Generator_loss: 2.44168
[INFO] 2021-05-03 23:49:03 > Start Evaluation (46000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 23:49:03 > Calculating FID Score....
[INFO] 2021-05-03 23:49:36 > Calculating Inception Score....
[INFO] 2021-05-03 23:49:53 > Calculate F_beta Score....
[INFO] 2021-05-03 23:50:50 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-03 23:50:51 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-03 23:50:51 > Calculate Accuracies....
[INFO] 2021-05-03 23:50:58 > Calculate Accuracies....
[INFO] 2021-05-03 23:51:00 > F_8 score (Step: 46000, Using test images): 0.9878694803364526
[INFO] 2021-05-03 23:51:00 > F_1/8 score (Step: 46000, Using test images): 0.9932452713402964
[INFO] 2021-05-03 23:51:00 > FID score (Step: 46000, Using test moments): 8.661897508704442
[INFO] 2021-05-03 23:51:00 > Inception score (Step: 46000, 10000 generated images): 9.787004470825195
[INFO] 2021-05-03 23:51:00 > Best FID score (Step: 46000, Using test moments): 8.661897508704442
[INFO] 2021-05-03 23:51:04 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-03 23:52:29 > Step: 46100 Progress: 23.1% Elapsed: 11:31:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.93422 Generator_loss: 2.21614
[INFO] 2021-05-03 23:53:53 > Step: 46200 Progress: 23.1% Elapsed: 11:33:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.00228 Generator_loss: 2.412
[INFO] 2021-05-03 23:55:18 > Step: 46300 Progress: 23.2% Elapsed: 11:34:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.92993 Generator_loss: 2.38048
[INFO] 2021-05-03 23:56:42 > Step: 46400 Progress: 23.2% Elapsed: 11:35:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.8667 Generator_loss: 1.74351
[INFO] 2021-05-03 23:58:07 > Step: 46500 Progress: 23.2% Elapsed: 11:37:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.86967 Generator_loss: 2.23727
[INFO] 2021-05-03 23:59:31 > Step: 46600 Progress: 23.3% Elapsed: 11:38:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.9118 Generator_loss: 2.11271
[INFO] 2021-05-04 00:00:55 > Step: 46700 Progress: 23.4% Elapsed: 11:40:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.75813 Generator_loss: 1.66955
[INFO] 2021-05-04 00:02:20 > Step: 46800 Progress: 23.4% Elapsed: 11:41:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.88167 Generator_loss: 2.23187
[INFO] 2021-05-04 00:03:44 > Step: 46900 Progress: 23.4% Elapsed: 11:42:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.01242 Generator_loss: 2.57794
[INFO] 2021-05-04 00:05:08 > Step: 47000 Progress: 23.5% Elapsed: 11:44:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.81314 Generator_loss: 1.98495
[INFO] 2021-05-04 00:06:33 > Step: 47100 Progress: 23.5% Elapsed: 11:45:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.76666 Generator_loss: 1.94848
[INFO] 2021-05-04 00:07:57 > Step: 47200 Progress: 23.6% Elapsed: 11:47:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.97699 Generator_loss: 2.53834
[INFO] 2021-05-04 00:09:22 > Step: 47300 Progress: 23.6% Elapsed: 11:48:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.88129 Generator_loss: 2.35692
[INFO] 2021-05-04 00:10:46 > Step: 47400 Progress: 23.7% Elapsed: 11:49:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.04281 Generator_loss: 2.41604
[INFO] 2021-05-04 00:12:10 > Step: 47500 Progress: 23.8% Elapsed: 11:51:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.92737 Generator_loss: 1.91648
[INFO] 2021-05-04 00:13:35 > Step: 47600 Progress: 23.8% Elapsed: 11:52:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.7261 Generator_loss: 1.57593
[INFO] 2021-05-04 00:14:59 > Step: 47700 Progress: 23.8% Elapsed: 11:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.8006 Generator_loss: 2.26191
[INFO] 2021-05-04 00:16:23 > Step: 47800 Progress: 23.9% Elapsed: 11:55:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.85438 Generator_loss: 1.87106
[INFO] 2021-05-04 00:17:49 > Step: 47900 Progress: 23.9% Elapsed: 11:56:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.90318 Generator_loss: 0.941528
[INFO] 2021-05-04 00:19:13 > Step: 48000 Progress: 24.0% Elapsed: 11:58:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.89773 Generator_loss: 2.07908
[INFO] 2021-05-04 00:19:13 > Start Evaluation (48000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 00:19:13 > Calculating FID Score....
[INFO] 2021-05-04 00:19:46 > Calculating Inception Score....
[INFO] 2021-05-04 00:20:03 > Calculate F_beta Score....
[INFO] 2021-05-04 00:20:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 00:20:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 00:20:58 > Calculate Accuracies....
[INFO] 2021-05-04 00:21:05 > Calculate Accuracies....
[INFO] 2021-05-04 00:21:07 > F_8 score (Step: 48000, Using test images): 0.9927024337158613
[INFO] 2021-05-04 00:21:07 > F_1/8 score (Step: 48000, Using test images): 0.995111334188167
[INFO] 2021-05-04 00:21:07 > FID score (Step: 48000, Using test moments): 8.540069150041404
[INFO] 2021-05-04 00:21:07 > Inception score (Step: 48000, 10000 generated images): 9.905977249145508
[INFO] 2021-05-04 00:21:07 > Best FID score (Step: 48000, Using test moments): 8.540069150041404
[INFO] 2021-05-04 00:21:09 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 00:22:31 > Step: 48100 Progress: 24.1% Elapsed: 12:01:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.64803 Generator_loss: 1.22133
[INFO] 2021-05-04 00:23:53 > Step: 48200 Progress: 24.1% Elapsed: 12:03:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.00861 Generator_loss: 1.85615
[INFO] 2021-05-04 00:25:18 > Step: 48300 Progress: 24.1% Elapsed: 12:04:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.70219 Generator_loss: 2.18524
[INFO] 2021-05-04 00:26:42 > Step: 48400 Progress: 24.2% Elapsed: 12:05:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.10147 Generator_loss: 2.0345
[INFO] 2021-05-04 00:28:07 > Step: 48500 Progress: 24.2% Elapsed: 12:07:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.95987 Generator_loss: 2.32397
[INFO] 2021-05-04 00:29:32 > Step: 48600 Progress: 24.3% Elapsed: 12:08:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.81771 Generator_loss: 2.40512
[INFO] 2021-05-04 00:30:56 > Step: 48700 Progress: 24.3% Elapsed: 12:10:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.93562 Generator_loss: 2.34472
[INFO] 2021-05-04 00:32:21 > Step: 48800 Progress: 24.4% Elapsed: 12:11:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.85927 Generator_loss: 2.0732
[INFO] 2021-05-04 00:33:45 > Step: 48900 Progress: 24.4% Elapsed: 12:12:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.84361 Generator_loss: 2.04756
[INFO] 2021-05-04 00:35:09 > Step: 49000 Progress: 24.5% Elapsed: 12:14:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.71367 Generator_loss: 2.6468
[INFO] 2021-05-04 00:36:34 > Step: 49100 Progress: 24.6% Elapsed: 12:15:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.86148 Generator_loss: 2.28789
[INFO] 2021-05-04 00:37:58 > Step: 49200 Progress: 24.6% Elapsed: 12:17:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.91437 Generator_loss: 2.38052
[INFO] 2021-05-04 00:39:23 > Step: 49300 Progress: 24.6% Elapsed: 12:18:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.92486 Generator_loss: 2.27862
[INFO] 2021-05-04 00:40:47 > Step: 49400 Progress: 24.7% Elapsed: 12:19:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.75188 Generator_loss: 2.20843
[INFO] 2021-05-04 00:42:11 > Step: 49500 Progress: 24.8% Elapsed: 12:21:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.10391 Generator_loss: 2.87358
[INFO] 2021-05-04 00:43:36 > Step: 49600 Progress: 24.8% Elapsed: 12:22:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.72778 Generator_loss: 2.30447
[INFO] 2021-05-04 00:45:01 > Step: 49700 Progress: 24.9% Elapsed: 12:24:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.81033 Generator_loss: 2.12738
[INFO] 2021-05-04 00:46:26 > Step: 49800 Progress: 24.9% Elapsed: 12:25:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.97866 Generator_loss: 1.83066
[INFO] 2021-05-04 00:47:51 > Step: 49900 Progress: 24.9% Elapsed: 12:27:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.12181 Generator_loss: 2.07197
[INFO] 2021-05-04 00:49:16 > Step: 50000 Progress: 25.0% Elapsed: 12:28:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.86309 Generator_loss: 1.75322
[INFO] 2021-05-04 00:49:16 > Start Evaluation (50000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 00:49:16 > Calculating FID Score....
[INFO] 2021-05-04 00:49:50 > Calculating Inception Score....
[INFO] 2021-05-04 00:50:07 > Calculate F_beta Score....
[INFO] 2021-05-04 00:51:05 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 00:51:05 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 00:51:06 > Calculate Accuracies....
[INFO] 2021-05-04 00:51:16 > Calculate Accuracies....
[INFO] 2021-05-04 00:51:18 > F_8 score (Step: 50000, Using test images): 0.9926419049984282
[INFO] 2021-05-04 00:51:18 > F_1/8 score (Step: 50000, Using test images): 0.994823383060615
[INFO] 2021-05-04 00:51:18 > FID score (Step: 50000, Using test moments): 8.49515039118694
[INFO] 2021-05-04 00:51:18 > Inception score (Step: 50000, 10000 generated images): 9.781037330627441
[INFO] 2021-05-04 00:51:18 > Best FID score (Step: 50000, Using test moments): 8.49515039118694
[INFO] 2021-05-04 00:51:21 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 00:52:45 > Step: 50100 Progress: 25.1% Elapsed: 12:31:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.94337 Generator_loss: 1.93315
[INFO] 2021-05-04 00:54:09 > Step: 50200 Progress: 25.1% Elapsed: 12:33:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.90533 Generator_loss: 2.75291
[INFO] 2021-05-04 00:55:34 > Step: 50300 Progress: 25.1% Elapsed: 12:34:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.81471 Generator_loss: 1.88845
[INFO] 2021-05-04 00:56:55 > Step: 50400 Progress: 25.2% Elapsed: 12:36:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.7367 Generator_loss: 2.26141
[INFO] 2021-05-04 00:58:17 > Step: 50500 Progress: 25.2% Elapsed: 12:37:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.97809 Generator_loss: 2.059
[INFO] 2021-05-04 00:59:38 > Step: 50600 Progress: 25.3% Elapsed: 12:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.79551 Generator_loss: 2.28056
[INFO] 2021-05-04 01:01:03 > Step: 50700 Progress: 25.4% Elapsed: 12:40:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.01134 Generator_loss: 1.81854
[INFO] 2021-05-04 01:02:28 > Step: 50800 Progress: 25.4% Elapsed: 12:41:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.92629 Generator_loss: 2.15141
[INFO] 2021-05-04 01:03:52 > Step: 50900 Progress: 25.4% Elapsed: 12:43:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.95744 Generator_loss: 2.07161
[INFO] 2021-05-04 01:05:16 > Step: 51000 Progress: 25.5% Elapsed: 12:44:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.95299 Generator_loss: 1.98162
[INFO] 2021-05-04 01:06:41 > Step: 51100 Progress: 25.6% Elapsed: 12:45:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.03028 Generator_loss: 2.71973
[INFO] 2021-05-04 01:08:05 > Step: 51200 Progress: 25.6% Elapsed: 12:47:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.89091 Generator_loss: 2.3615
[INFO] 2021-05-04 01:09:30 > Step: 51300 Progress: 25.7% Elapsed: 12:48:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.80756 Generator_loss: 2.1647
[INFO] 2021-05-04 01:10:54 > Step: 51400 Progress: 25.7% Elapsed: 12:50:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.01146 Generator_loss: 2.85328
[INFO] 2021-05-04 01:12:20 > Step: 51500 Progress: 25.8% Elapsed: 12:51:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.92926 Generator_loss: 2.1883
[INFO] 2021-05-04 01:13:44 > Step: 51600 Progress: 25.8% Elapsed: 12:52:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.81975 Generator_loss: 2.11707
[INFO] 2021-05-04 01:15:09 > Step: 51700 Progress: 25.9% Elapsed: 12:54:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.86331 Generator_loss: 1.34582
[INFO] 2021-05-04 01:16:34 > Step: 51800 Progress: 25.9% Elapsed: 12:55:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.84947 Generator_loss: 2.45498
[INFO] 2021-05-04 01:17:58 > Step: 51900 Progress: 25.9% Elapsed: 12:57:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.7838 Generator_loss: 2.31137
[INFO] 2021-05-04 01:19:22 > Step: 52000 Progress: 26.0% Elapsed: 12:58:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.81779 Generator_loss: 1.96029
[INFO] 2021-05-04 01:19:22 > Start Evaluation (52000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 01:19:22 > Calculating FID Score....
[INFO] 2021-05-04 01:19:55 > Calculating Inception Score....
[INFO] 2021-05-04 01:20:12 > Calculate F_beta Score....
[INFO] 2021-05-04 01:21:09 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 01:21:10 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 01:21:10 > Calculate Accuracies....
[INFO] 2021-05-04 01:21:18 > Calculate Accuracies....
[INFO] 2021-05-04 01:21:19 > F_8 score (Step: 52000, Using test images): 0.9907238047916609
[INFO] 2021-05-04 01:21:19 > F_1/8 score (Step: 52000, Using test images): 0.9936807019825309
[INFO] 2021-05-04 01:21:19 > FID score (Step: 52000, Using test moments): 8.507312228977412
[INFO] 2021-05-04 01:21:19 > Inception score (Step: 52000, 10000 generated images): 9.955431938171387
[INFO] 2021-05-04 01:21:19 > Best FID score (Step: 50000, Using test moments): 8.49515039118694
[INFO] 2021-05-04 01:21:21 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 01:22:45 > Step: 52100 Progress: 26.1% Elapsed: 13:01:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.72134 Generator_loss: 1.88452
[INFO] 2021-05-04 01:24:09 > Step: 52200 Progress: 26.1% Elapsed: 13:03:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.80541 Generator_loss: 1.81917
[INFO] 2021-05-04 01:25:33 > Step: 52300 Progress: 26.2% Elapsed: 13:04:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.78814 Generator_loss: 2.40544
[INFO] 2021-05-04 01:26:57 > Step: 52400 Progress: 26.2% Elapsed: 13:06:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.94893 Generator_loss: 2.23947
[INFO] 2021-05-04 01:28:22 > Step: 52500 Progress: 26.2% Elapsed: 13:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.97527 Generator_loss: 1.61373
[INFO] 2021-05-04 01:29:46 > Step: 52600 Progress: 26.3% Elapsed: 13:08:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.93009 Generator_loss: 2.44895
[INFO] 2021-05-04 01:31:10 > Step: 52700 Progress: 26.4% Elapsed: 13:10:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.93557 Generator_loss: 2.03218
[INFO] 2021-05-04 01:32:33 > Step: 52800 Progress: 26.4% Elapsed: 13:11:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.84393 Generator_loss: 2.13404
[INFO] 2021-05-04 01:33:55 > Step: 52900 Progress: 26.5% Elapsed: 13:13:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.90095 Generator_loss: 2.18006
[INFO] 2021-05-04 01:35:16 > Step: 53000 Progress: 26.5% Elapsed: 13:14:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.82584 Generator_loss: 2.77243
[INFO] 2021-05-04 01:36:40 > Step: 53100 Progress: 26.6% Elapsed: 13:15:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.78768 Generator_loss: 2.09455
[INFO] 2021-05-04 01:38:04 > Step: 53200 Progress: 26.6% Elapsed: 13:17:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.93063 Generator_loss: 2.11104
[INFO] 2021-05-04 01:39:28 > Step: 53300 Progress: 26.7% Elapsed: 13:18:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.97764 Generator_loss: 2.13195
[INFO] 2021-05-04 01:40:52 > Step: 53400 Progress: 26.7% Elapsed: 13:20:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.83628 Generator_loss: 1.60964
[INFO] 2021-05-04 01:42:17 > Step: 53500 Progress: 26.8% Elapsed: 13:21:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.96559 Generator_loss: 2.29833
[INFO] 2021-05-04 01:43:42 > Step: 53600 Progress: 26.8% Elapsed: 13:22:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.03287 Generator_loss: 2.35541
[INFO] 2021-05-04 01:45:06 > Step: 53700 Progress: 26.9% Elapsed: 13:24:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.03844 Generator_loss: 1.58243
[INFO] 2021-05-04 01:46:30 > Step: 53800 Progress: 26.9% Elapsed: 13:25:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.04286 Generator_loss: 2.27466
[INFO] 2021-05-04 01:47:55 > Step: 53900 Progress: 27.0% Elapsed: 13:27:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.88613 Generator_loss: 1.75692
[INFO] 2021-05-04 01:49:20 > Step: 54000 Progress: 27.0% Elapsed: 13:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.9221 Generator_loss: 1.70275
[INFO] 2021-05-04 01:49:20 > Start Evaluation (54000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 01:49:20 > Calculating FID Score....
[INFO] 2021-05-04 01:49:53 > Calculating Inception Score....
[INFO] 2021-05-04 01:50:10 > Calculate F_beta Score....
[INFO] 2021-05-04 01:51:09 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 01:51:10 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 01:51:10 > Calculate Accuracies....
[INFO] 2021-05-04 01:51:17 > Calculate Accuracies....
[INFO] 2021-05-04 01:51:19 > F_8 score (Step: 54000, Using test images): 0.9915961357773454
[INFO] 2021-05-04 01:51:19 > F_1/8 score (Step: 54000, Using test images): 0.9949905569439601
[INFO] 2021-05-04 01:51:19 > FID score (Step: 54000, Using test moments): 8.263559278536093
[INFO] 2021-05-04 01:51:19 > Inception score (Step: 54000, 10000 generated images): 9.911277770996094
[INFO] 2021-05-04 01:51:19 > Best FID score (Step: 54000, Using test moments): 8.263559278536093
[INFO] 2021-05-04 01:51:22 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 01:52:46 > Step: 54100 Progress: 27.1% Elapsed: 13:31:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.85168 Generator_loss: 2.17716
[INFO] 2021-05-04 01:54:10 > Step: 54200 Progress: 27.1% Elapsed: 13:33:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.81407 Generator_loss: 2.12221
[INFO] 2021-05-04 01:55:35 > Step: 54300 Progress: 27.2% Elapsed: 13:34:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.85758 Generator_loss: 2.49397
[INFO] 2021-05-04 01:57:00 > Step: 54400 Progress: 27.2% Elapsed: 13:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.77945 Generator_loss: 2.70861
[INFO] 2021-05-04 01:58:24 > Step: 54500 Progress: 27.3% Elapsed: 13:37:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.94781 Generator_loss: 2.05699
[INFO] 2021-05-04 01:59:49 > Step: 54600 Progress: 27.3% Elapsed: 13:38:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.90988 Generator_loss: 2.24764
[INFO] 2021-05-04 02:01:13 > Step: 54700 Progress: 27.4% Elapsed: 13:40:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.76879 Generator_loss: 2.32659
[INFO] 2021-05-04 02:02:37 > Step: 54800 Progress: 27.4% Elapsed: 13:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.85864 Generator_loss: 2.05517
[INFO] 2021-05-04 02:04:01 > Step: 54900 Progress: 27.5% Elapsed: 13:43:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.87394 Generator_loss: 2.21822
[INFO] 2021-05-04 02:05:26 > Step: 55000 Progress: 27.5% Elapsed: 13:44:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.87184 Generator_loss: 2.27403
[INFO] 2021-05-04 02:06:49 > Step: 55100 Progress: 27.6% Elapsed: 13:46:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.8514 Generator_loss: 2.12957
[INFO] 2021-05-04 02:08:13 > Step: 55200 Progress: 27.6% Elapsed: 13:47:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.93203 Generator_loss: 2.22165
[INFO] 2021-05-04 02:09:34 > Step: 55300 Progress: 27.7% Elapsed: 13:48:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.81522 Generator_loss: 2.43971
[INFO] 2021-05-04 02:10:56 > Step: 55400 Progress: 27.7% Elapsed: 13:50:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.04329 Generator_loss: 2.57721
[INFO] 2021-05-04 02:12:18 > Step: 55500 Progress: 27.8% Elapsed: 13:51:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.75283 Generator_loss: 2.15234
[INFO] 2021-05-04 02:13:42 > Step: 55600 Progress: 27.8% Elapsed: 13:52:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.14669 Generator_loss: 1.54835
[INFO] 2021-05-04 02:15:07 > Step: 55700 Progress: 27.9% Elapsed: 13:54:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.88172 Generator_loss: 2.39494
[INFO] 2021-05-04 02:16:31 > Step: 55800 Progress: 27.9% Elapsed: 13:55:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.89699 Generator_loss: 1.96434
[INFO] 2021-05-04 02:17:55 > Step: 55900 Progress: 28.0% Elapsed: 13:57:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.86361 Generator_loss: 2.08019
[INFO] 2021-05-04 02:19:19 > Step: 56000 Progress: 28.0% Elapsed: 13:58:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.86401 Generator_loss: 2.0203
[INFO] 2021-05-04 02:19:19 > Start Evaluation (56000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 02:19:19 > Calculating FID Score....
[INFO] 2021-05-04 02:19:53 > Calculating Inception Score....
[INFO] 2021-05-04 02:20:10 > Calculate F_beta Score....
[INFO] 2021-05-04 02:21:08 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 02:21:09 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 02:21:09 > Calculate Accuracies....
[INFO] 2021-05-04 02:21:16 > Calculate Accuracies....
[INFO] 2021-05-04 02:21:18 > F_8 score (Step: 56000, Using test images): 0.992228304416577
[INFO] 2021-05-04 02:21:18 > F_1/8 score (Step: 56000, Using test images): 0.9940065260888761
[INFO] 2021-05-04 02:21:18 > FID score (Step: 56000, Using test moments): 8.308106600226608
[INFO] 2021-05-04 02:21:18 > Inception score (Step: 56000, 10000 generated images): 9.872471809387207
[INFO] 2021-05-04 02:21:18 > Best FID score (Step: 54000, Using test moments): 8.263559278536093
[INFO] 2021-05-04 02:21:20 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 02:22:44 > Step: 56100 Progress: 28.1% Elapsed: 14:01:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.94694 Generator_loss: 2.14003
[INFO] 2021-05-04 02:24:08 > Step: 56200 Progress: 28.1% Elapsed: 14:03:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.96119 Generator_loss: 1.65704
[INFO] 2021-05-04 02:25:32 > Step: 56300 Progress: 28.1% Elapsed: 14:04:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.94207 Generator_loss: 1.65058
[INFO] 2021-05-04 02:26:58 > Step: 56400 Progress: 28.2% Elapsed: 14:06:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.79282 Generator_loss: 1.92704
[INFO] 2021-05-04 02:28:21 > Step: 56500 Progress: 28.2% Elapsed: 14:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.91069 Generator_loss: 1.57946
[INFO] 2021-05-04 02:29:45 > Step: 56600 Progress: 28.3% Elapsed: 14:08:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.83426 Generator_loss: 2.30075
[INFO] 2021-05-04 02:31:10 > Step: 56700 Progress: 28.3% Elapsed: 14:10:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.95059 Generator_loss: 1.96159
[INFO] 2021-05-04 02:32:35 > Step: 56800 Progress: 28.4% Elapsed: 14:11:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.02052 Generator_loss: 1.50135
[INFO] 2021-05-04 02:34:00 > Step: 56900 Progress: 28.4% Elapsed: 14:13:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.88222 Generator_loss: 1.91142
[INFO] 2021-05-04 02:35:24 > Step: 57000 Progress: 28.5% Elapsed: 14:14:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.80984 Generator_loss: 1.82635
[INFO] 2021-05-04 02:36:48 > Step: 57100 Progress: 28.5% Elapsed: 14:15:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.92137 Generator_loss: 2.28983
[INFO] 2021-05-04 02:38:12 > Step: 57200 Progress: 28.6% Elapsed: 14:17:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.84555 Generator_loss: 1.71592
[INFO] 2021-05-04 02:39:37 > Step: 57300 Progress: 28.6% Elapsed: 14:18:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.9258 Generator_loss: 1.83069
[INFO] 2021-05-04 02:41:02 > Step: 57400 Progress: 28.7% Elapsed: 14:20:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.80471 Generator_loss: 1.79208
[INFO] 2021-05-04 02:42:27 > Step: 57500 Progress: 28.7% Elapsed: 14:21:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.77852 Generator_loss: 1.76537
[INFO] 2021-05-04 02:43:51 > Step: 57600 Progress: 28.8% Elapsed: 14:23:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.90243 Generator_loss: 2.14219
[INFO] 2021-05-04 02:45:13 > Step: 57700 Progress: 28.8% Elapsed: 14:24:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.80798 Generator_loss: 1.95297
[INFO] 2021-05-04 02:46:35 > Step: 57800 Progress: 28.9% Elapsed: 14:25:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.945 Generator_loss: 2.19421
[INFO] 2021-05-04 02:47:56 > Step: 57900 Progress: 28.9% Elapsed: 14:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.64278 Generator_loss: 2.32174
[INFO] 2021-05-04 02:49:19 > Step: 58000 Progress: 29.0% Elapsed: 14:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.80438 Generator_loss: 2.17471
[INFO] 2021-05-04 02:49:19 > Start Evaluation (58000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 02:49:19 > Calculating FID Score....
[INFO] 2021-05-04 02:49:54 > Calculating Inception Score....
[INFO] 2021-05-04 02:50:11 > Calculate F_beta Score....
[INFO] 2021-05-04 02:51:07 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 02:51:08 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 02:51:08 > Calculate Accuracies....
[INFO] 2021-05-04 02:51:15 > Calculate Accuracies....
[INFO] 2021-05-04 02:51:17 > F_8 score (Step: 58000, Using test images): 0.9922383832732191
[INFO] 2021-05-04 02:51:17 > F_1/8 score (Step: 58000, Using test images): 0.9931647067829742
[INFO] 2021-05-04 02:51:17 > FID score (Step: 58000, Using test moments): 8.20330480138216
[INFO] 2021-05-04 02:51:17 > Inception score (Step: 58000, 10000 generated images): 9.993989944458008
[INFO] 2021-05-04 02:51:17 > Best FID score (Step: 58000, Using test moments): 8.20330480138216
[INFO] 2021-05-04 02:51:20 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 02:52:44 > Step: 58100 Progress: 29.0% Elapsed: 14:31:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.88245 Generator_loss: 2.31512
[INFO] 2021-05-04 02:54:09 > Step: 58200 Progress: 29.1% Elapsed: 14:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.99454 Generator_loss: 2.03475
[INFO] 2021-05-04 02:55:33 > Step: 58300 Progress: 29.1% Elapsed: 14:34:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.00868 Generator_loss: 1.98753
[INFO] 2021-05-04 02:56:57 > Step: 58400 Progress: 29.2% Elapsed: 14:36:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.99969 Generator_loss: 2.28828
[INFO] 2021-05-04 02:58:21 > Step: 58500 Progress: 29.2% Elapsed: 14:37:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.82208 Generator_loss: 1.97589
[INFO] 2021-05-04 02:59:47 > Step: 58600 Progress: 29.3% Elapsed: 14:38:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.7644 Generator_loss: 1.90893
[INFO] 2021-05-04 03:01:11 > Step: 58700 Progress: 29.3% Elapsed: 14:40:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.09604 Generator_loss: 1.9223
[INFO] 2021-05-04 03:02:35 > Step: 58800 Progress: 29.4% Elapsed: 14:41:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.93223 Generator_loss: 2.36692
[INFO] 2021-05-04 03:04:00 > Step: 58900 Progress: 29.4% Elapsed: 14:43:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.76871 Generator_loss: 1.90806
[INFO] 2021-05-04 03:05:24 > Step: 59000 Progress: 29.5% Elapsed: 14:44:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.85056 Generator_loss: 2.35635
[INFO] 2021-05-04 03:06:48 > Step: 59100 Progress: 29.5% Elapsed: 14:45:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.08302 Generator_loss: 1.38583
[INFO] 2021-05-04 03:08:11 > Step: 59200 Progress: 29.6% Elapsed: 14:47:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.72135 Generator_loss: 1.97165
[INFO] 2021-05-04 03:09:36 > Step: 59300 Progress: 29.6% Elapsed: 14:48:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.95864 Generator_loss: 2.50688
[INFO] 2021-05-04 03:11:01 > Step: 59400 Progress: 29.7% Elapsed: 14:50:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.16228 Generator_loss: 2.41102
[INFO] 2021-05-04 03:12:25 > Step: 59500 Progress: 29.8% Elapsed: 14:51:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.93659 Generator_loss: 2.81949
[INFO] 2021-05-04 03:13:50 > Step: 59600 Progress: 29.8% Elapsed: 14:53:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.73272 Generator_loss: 1.9411
[INFO] 2021-05-04 03:15:14 > Step: 59700 Progress: 29.8% Elapsed: 14:54:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.88846 Generator_loss: 2.76498
[INFO] 2021-05-04 03:16:38 > Step: 59800 Progress: 29.9% Elapsed: 14:55:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.72621 Generator_loss: 1.66276
[INFO] 2021-05-04 03:18:02 > Step: 59900 Progress: 29.9% Elapsed: 14:57:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.8836 Generator_loss: 1.94955
[INFO] 2021-05-04 03:19:26 > Step: 60000 Progress: 30.0% Elapsed: 14:58:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.8822 Generator_loss: 2.38663
[INFO] 2021-05-04 03:19:26 > Start Evaluation (60000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 03:19:26 > Calculating FID Score....
[INFO] 2021-05-04 03:20:00 > Calculating Inception Score....
[INFO] 2021-05-04 03:20:17 > Calculate F_beta Score....
[INFO] 2021-05-04 03:21:09 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 03:21:10 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 03:21:11 > Calculate Accuracies....
[INFO] 2021-05-04 03:21:17 > Calculate Accuracies....
[INFO] 2021-05-04 03:21:19 > F_8 score (Step: 60000, Using test images): 0.990577028292141
[INFO] 2021-05-04 03:21:19 > F_1/8 score (Step: 60000, Using test images): 0.9954775673284321
[INFO] 2021-05-04 03:21:19 > FID score (Step: 60000, Using test moments): 8.276076781934648
[INFO] 2021-05-04 03:21:19 > Inception score (Step: 60000, 10000 generated images): 10.097073554992676
[INFO] 2021-05-04 03:21:19 > Best FID score (Step: 58000, Using test moments): 8.20330480138216
[INFO] 2021-05-04 03:21:20 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 03:22:41 > Step: 60100 Progress: 30.0% Elapsed: 15:01:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.84247 Generator_loss: 2.36496
[INFO] 2021-05-04 03:24:02 > Step: 60200 Progress: 30.1% Elapsed: 15:03:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.93205 Generator_loss: 2.50334
[INFO] 2021-05-04 03:25:25 > Step: 60300 Progress: 30.1% Elapsed: 15:04:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.74032 Generator_loss: 2.05397
[INFO] 2021-05-04 03:26:50 > Step: 60400 Progress: 30.2% Elapsed: 15:06:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.90644 Generator_loss: 2.88277
[INFO] 2021-05-04 03:28:15 > Step: 60500 Progress: 30.2% Elapsed: 15:07:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.92274 Generator_loss: 2.0016
[INFO] 2021-05-04 03:29:40 > Step: 60600 Progress: 30.3% Elapsed: 15:08:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.83089 Generator_loss: 1.74674
[INFO] 2021-05-04 03:31:05 > Step: 60700 Progress: 30.3% Elapsed: 15:10:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.0257 Generator_loss: 1.97334
[INFO] 2021-05-04 03:32:29 > Step: 60800 Progress: 30.4% Elapsed: 15:11:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.97751 Generator_loss: 1.59312
[INFO] 2021-05-04 03:33:53 > Step: 60900 Progress: 30.4% Elapsed: 15:13:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.70466 Generator_loss: 2.23298
[INFO] 2021-05-04 03:35:18 > Step: 61000 Progress: 30.5% Elapsed: 15:14:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.86635 Generator_loss: 2.32423
[INFO] 2021-05-04 03:36:42 > Step: 61100 Progress: 30.6% Elapsed: 15:15:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.82522 Generator_loss: 2.06752
[INFO] 2021-05-04 03:38:05 > Step: 61200 Progress: 30.6% Elapsed: 15:17:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.76524 Generator_loss: 2.37884
[INFO] 2021-05-04 03:39:30 > Step: 61300 Progress: 30.6% Elapsed: 15:18:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.23378 Generator_loss: 2.7429
[INFO] 2021-05-04 03:40:54 > Step: 61400 Progress: 30.7% Elapsed: 15:20:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.79411 Generator_loss: 2.29755
[INFO] 2021-05-04 03:42:19 > Step: 61500 Progress: 30.8% Elapsed: 15:21:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.04781 Generator_loss: 1.67919
[INFO] 2021-05-04 03:43:43 > Step: 61600 Progress: 30.8% Elapsed: 15:22:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.90245 Generator_loss: 2.32466
[INFO] 2021-05-04 03:45:08 > Step: 61700 Progress: 30.9% Elapsed: 15:24:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.73199 Generator_loss: 1.79796
[INFO] 2021-05-04 03:46:32 > Step: 61800 Progress: 30.9% Elapsed: 15:25:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.61447 Generator_loss: 2.31911
[INFO] 2021-05-04 03:47:56 > Step: 61900 Progress: 30.9% Elapsed: 15:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.90203 Generator_loss: 1.98853
[INFO] 2021-05-04 03:49:20 > Step: 62000 Progress: 31.0% Elapsed: 15:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.99458 Generator_loss: 2.02777
[INFO] 2021-05-04 03:49:20 > Start Evaluation (62000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 03:49:20 > Calculating FID Score....
[INFO] 2021-05-04 03:49:54 > Calculating Inception Score....
[INFO] 2021-05-04 03:50:11 > Calculate F_beta Score....
[INFO] 2021-05-04 03:51:06 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 03:51:07 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 03:51:07 > Calculate Accuracies....
[INFO] 2021-05-04 03:51:14 > Calculate Accuracies....
[INFO] 2021-05-04 03:51:16 > F_8 score (Step: 62000, Using test images): 0.992575112134044
[INFO] 2021-05-04 03:51:16 > F_1/8 score (Step: 62000, Using test images): 0.9943276965832727
[INFO] 2021-05-04 03:51:16 > FID score (Step: 62000, Using test moments): 8.265866452357443
[INFO] 2021-05-04 03:51:16 > Inception score (Step: 62000, 10000 generated images): 9.982658386230469
[INFO] 2021-05-04 03:51:16 > Best FID score (Step: 58000, Using test moments): 8.20330480138216
[INFO] 2021-05-04 03:51:18 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 03:52:42 > Step: 62100 Progress: 31.1% Elapsed: 15:31:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.9624 Generator_loss: 2.18618
[INFO] 2021-05-04 03:54:06 > Step: 62200 Progress: 31.1% Elapsed: 15:33:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.93788 Generator_loss: 2.90113
[INFO] 2021-05-04 03:55:31 > Step: 62300 Progress: 31.1% Elapsed: 15:34:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.78861 Generator_loss: 1.91633
[INFO] 2021-05-04 03:56:55 > Step: 62400 Progress: 31.2% Elapsed: 15:36:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.7134 Generator_loss: 2.19753
[INFO] 2021-05-04 03:58:17 > Step: 62500 Progress: 31.2% Elapsed: 15:37:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.99033 Generator_loss: 2.04155
[INFO] 2021-05-04 03:59:38 > Step: 62600 Progress: 31.3% Elapsed: 15:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.95947 Generator_loss: 1.76703
[INFO] 2021-05-04 04:00:59 > Step: 62700 Progress: 31.4% Elapsed: 15:40:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.86518 Generator_loss: 1.4564
[INFO] 2021-05-04 04:02:23 > Step: 62800 Progress: 31.4% Elapsed: 15:41:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.85723 Generator_loss: 1.66672
[INFO] 2021-05-04 04:03:48 > Step: 62900 Progress: 31.4% Elapsed: 15:42:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.94947 Generator_loss: 2.56995
[INFO] 2021-05-04 04:05:13 > Step: 63000 Progress: 31.5% Elapsed: 15:44:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.87553 Generator_loss: 1.84382
[INFO] 2021-05-04 04:06:37 > Step: 63100 Progress: 31.6% Elapsed: 15:45:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.00363 Generator_loss: 2.47166
[INFO] 2021-05-04 04:08:01 > Step: 63200 Progress: 31.6% Elapsed: 15:47:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.89725 Generator_loss: 2.05456
[INFO] 2021-05-04 04:09:25 > Step: 63300 Progress: 31.6% Elapsed: 15:48:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.78049 Generator_loss: 1.27939
[INFO] 2021-05-04 04:10:49 > Step: 63400 Progress: 31.7% Elapsed: 15:50:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.85031 Generator_loss: 2.39233
[INFO] 2021-05-04 04:12:14 > Step: 63500 Progress: 31.8% Elapsed: 15:51:24 temperature: 0.5 ada_p: No Discriminator_loss: 3.02328 Generator_loss: 2.21392
[INFO] 2021-05-04 04:13:38 > Step: 63600 Progress: 31.8% Elapsed: 15:52:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.98618 Generator_loss: 2.49112
[INFO] 2021-05-04 04:15:02 > Step: 63700 Progress: 31.9% Elapsed: 15:54:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.92589 Generator_loss: 2.20234
[INFO] 2021-05-04 04:16:26 > Step: 63800 Progress: 31.9% Elapsed: 15:55:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.87332 Generator_loss: 2.17946
[INFO] 2021-05-04 04:17:51 > Step: 63900 Progress: 31.9% Elapsed: 15:57:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.80576 Generator_loss: 2.57058
[INFO] 2021-05-04 04:19:15 > Step: 64000 Progress: 32.0% Elapsed: 15:58:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.83142 Generator_loss: 2.01928
[INFO] 2021-05-04 04:19:15 > Start Evaluation (64000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 04:19:15 > Calculating FID Score....
[INFO] 2021-05-04 04:19:50 > Calculating Inception Score....
[INFO] 2021-05-04 04:20:07 > Calculate F_beta Score....
[INFO] 2021-05-04 04:21:05 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 04:21:06 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 04:21:07 > Calculate Accuracies....
[INFO] 2021-05-04 04:21:14 > Calculate Accuracies....
[INFO] 2021-05-04 04:21:16 > F_8 score (Step: 64000, Using test images): 0.9926218892319572
[INFO] 2021-05-04 04:21:16 > F_1/8 score (Step: 64000, Using test images): 0.9949106319302562
[INFO] 2021-05-04 04:21:16 > FID score (Step: 64000, Using test moments): 8.11792973515827
[INFO] 2021-05-04 04:21:16 > Inception score (Step: 64000, 10000 generated images): 9.83301067352295
[INFO] 2021-05-04 04:21:16 > Best FID score (Step: 64000, Using test moments): 8.11792973515827
[INFO] 2021-05-04 04:21:19 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 04:22:43 > Step: 64100 Progress: 32.0% Elapsed: 16:01:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.9214 Generator_loss: 1.97014
[INFO] 2021-05-04 04:24:08 > Step: 64200 Progress: 32.1% Elapsed: 16:03:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.76818 Generator_loss: 2.48263
[INFO] 2021-05-04 04:25:33 > Step: 64300 Progress: 32.1% Elapsed: 16:04:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.03709 Generator_loss: 2.26824
[INFO] 2021-05-04 04:26:58 > Step: 64400 Progress: 32.2% Elapsed: 16:06:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.95623 Generator_loss: 1.9723
[INFO] 2021-05-04 04:28:22 > Step: 64500 Progress: 32.2% Elapsed: 16:07:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.79261 Generator_loss: 2.1458
[INFO] 2021-05-04 04:29:47 > Step: 64600 Progress: 32.3% Elapsed: 16:08:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.8164 Generator_loss: 2.13998
[INFO] 2021-05-04 04:31:12 > Step: 64700 Progress: 32.4% Elapsed: 16:10:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.66336 Generator_loss: 2.28838
[INFO] 2021-05-04 04:32:37 > Step: 64800 Progress: 32.4% Elapsed: 16:11:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.06777 Generator_loss: 2.28437
[INFO] 2021-05-04 04:34:00 > Step: 64900 Progress: 32.5% Elapsed: 16:13:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.95513 Generator_loss: 1.62329
[INFO] 2021-05-04 04:35:22 > Step: 65000 Progress: 32.5% Elapsed: 16:14:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.74995 Generator_loss: 2.29591
[INFO] 2021-05-04 04:36:43 > Step: 65100 Progress: 32.6% Elapsed: 16:15:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.82931 Generator_loss: 1.56819
[INFO] 2021-05-04 04:38:06 > Step: 65200 Progress: 32.6% Elapsed: 16:17:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.84925 Generator_loss: 1.51916
[INFO] 2021-05-04 04:39:31 > Step: 65300 Progress: 32.6% Elapsed: 16:18:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.95316 Generator_loss: 2.01329
[INFO] 2021-05-04 04:40:55 > Step: 65400 Progress: 32.7% Elapsed: 16:20:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.85409 Generator_loss: 2.56306
[INFO] 2021-05-04 04:42:19 > Step: 65500 Progress: 32.8% Elapsed: 16:21:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.79649 Generator_loss: 1.7043
[INFO] 2021-05-04 04:43:45 > Step: 65600 Progress: 32.8% Elapsed: 16:22:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.67598 Generator_loss: 1.77442
[INFO] 2021-05-04 04:45:08 > Step: 65700 Progress: 32.9% Elapsed: 16:24:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.72309 Generator_loss: 2.04397
[INFO] 2021-05-04 04:46:33 > Step: 65800 Progress: 32.9% Elapsed: 16:25:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.85367 Generator_loss: 2.48558
[INFO] 2021-05-04 04:47:57 > Step: 65900 Progress: 33.0% Elapsed: 16:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.82503 Generator_loss: 2.20148
[INFO] 2021-05-04 04:49:22 > Step: 66000 Progress: 33.0% Elapsed: 16:28:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.01635 Generator_loss: 1.82387
[INFO] 2021-05-04 04:49:22 > Start Evaluation (66000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 04:49:22 > Calculating FID Score....
[INFO] 2021-05-04 04:49:55 > Calculating Inception Score....
[INFO] 2021-05-04 04:50:13 > Calculate F_beta Score....
[INFO] 2021-05-04 04:51:09 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 04:51:10 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 04:51:11 > Calculate Accuracies....
[INFO] 2021-05-04 04:51:18 > Calculate Accuracies....
[INFO] 2021-05-04 04:51:20 > F_8 score (Step: 66000, Using test images): 0.9929077797347099
[INFO] 2021-05-04 04:51:20 > F_1/8 score (Step: 66000, Using test images): 0.9958634321253315
[INFO] 2021-05-04 04:51:20 > FID score (Step: 66000, Using test moments): 8.087004567160875
[INFO] 2021-05-04 04:51:20 > Inception score (Step: 66000, 10000 generated images): 10.01404857635498
[INFO] 2021-05-04 04:51:20 > Best FID score (Step: 66000, Using test moments): 8.087004567160875
[INFO] 2021-05-04 04:51:23 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 04:52:47 > Step: 66100 Progress: 33.1% Elapsed: 16:31:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.82852 Generator_loss: 2.5879
[INFO] 2021-05-04 04:54:11 > Step: 66200 Progress: 33.1% Elapsed: 16:33:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.72231 Generator_loss: 1.83352
[INFO] 2021-05-04 04:55:35 > Step: 66300 Progress: 33.1% Elapsed: 16:34:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.74385 Generator_loss: 2.18371
[INFO] 2021-05-04 04:57:00 > Step: 66400 Progress: 33.2% Elapsed: 16:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.90712 Generator_loss: 2.32909
[INFO] 2021-05-04 04:58:24 > Step: 66500 Progress: 33.2% Elapsed: 16:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.80903 Generator_loss: 2.2139
[INFO] 2021-05-04 04:59:48 > Step: 66600 Progress: 33.3% Elapsed: 16:38:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.95569 Generator_loss: 2.02116
[INFO] 2021-05-04 05:01:13 > Step: 66700 Progress: 33.4% Elapsed: 16:40:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.81151 Generator_loss: 2.24003
[INFO] 2021-05-04 05:02:37 > Step: 66800 Progress: 33.4% Elapsed: 16:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.94772 Generator_loss: 2.43309
[INFO] 2021-05-04 05:04:01 > Step: 66900 Progress: 33.5% Elapsed: 16:43:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.7214 Generator_loss: 1.80329
[INFO] 2021-05-04 05:05:26 > Step: 67000 Progress: 33.5% Elapsed: 16:44:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.87299 Generator_loss: 1.96324
[INFO] 2021-05-04 05:06:51 > Step: 67100 Progress: 33.6% Elapsed: 16:46:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.79465 Generator_loss: 2.11862
[INFO] 2021-05-04 05:08:16 > Step: 67200 Progress: 33.6% Elapsed: 16:47:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.95817 Generator_loss: 2.38773
[INFO] 2021-05-04 05:09:39 > Step: 67300 Progress: 33.7% Elapsed: 16:48:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.85604 Generator_loss: 1.69688
[INFO] 2021-05-04 05:11:02 > Step: 67400 Progress: 33.7% Elapsed: 16:50:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.13851 Generator_loss: 2.73492
[INFO] 2021-05-04 05:12:23 > Step: 67500 Progress: 33.8% Elapsed: 16:51:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.97702 Generator_loss: 2.23445
[INFO] 2021-05-04 05:13:45 > Step: 67600 Progress: 33.8% Elapsed: 16:52:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.93354 Generator_loss: 2.5255
[INFO] 2021-05-04 05:15:09 > Step: 67700 Progress: 33.9% Elapsed: 16:54:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.74857 Generator_loss: 2.14205
[INFO] 2021-05-04 05:16:34 > Step: 67800 Progress: 33.9% Elapsed: 16:55:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.89256 Generator_loss: 2.87691
[INFO] 2021-05-04 05:17:58 > Step: 67900 Progress: 34.0% Elapsed: 16:57:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.89994 Generator_loss: 2.3149
[INFO] 2021-05-04 05:19:22 > Step: 68000 Progress: 34.0% Elapsed: 16:58:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.03793 Generator_loss: 2.27907
[INFO] 2021-05-04 05:19:22 > Start Evaluation (68000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 05:19:22 > Calculating FID Score....
[INFO] 2021-05-04 05:19:56 > Calculating Inception Score....
[INFO] 2021-05-04 05:20:14 > Calculate F_beta Score....
[INFO] 2021-05-04 05:21:09 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 05:21:10 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 05:21:10 > Calculate Accuracies....
[INFO] 2021-05-04 05:21:17 > Calculate Accuracies....
[INFO] 2021-05-04 05:21:19 > F_8 score (Step: 68000, Using test images): 0.992045169985994
[INFO] 2021-05-04 05:21:19 > F_1/8 score (Step: 68000, Using test images): 0.9946845940324304
[INFO] 2021-05-04 05:21:19 > FID score (Step: 68000, Using test moments): 7.831959077456702
[INFO] 2021-05-04 05:21:19 > Inception score (Step: 68000, 10000 generated images): 10.086690902709961
[INFO] 2021-05-04 05:21:19 > Best FID score (Step: 68000, Using test moments): 7.831959077456702
[INFO] 2021-05-04 05:21:22 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 05:22:46 > Step: 68100 Progress: 34.1% Elapsed: 17:01:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.09672 Generator_loss: 2.48396
[INFO] 2021-05-04 05:24:10 > Step: 68200 Progress: 34.1% Elapsed: 17:03:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.91516 Generator_loss: 2.04506
[INFO] 2021-05-04 05:25:34 > Step: 68300 Progress: 34.2% Elapsed: 17:04:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.76093 Generator_loss: 2.41381
[INFO] 2021-05-04 05:26:59 > Step: 68400 Progress: 34.2% Elapsed: 17:06:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.83457 Generator_loss: 1.57411
[INFO] 2021-05-04 05:28:24 > Step: 68500 Progress: 34.2% Elapsed: 17:07:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.90317 Generator_loss: 1.63476
[INFO] 2021-05-04 05:29:48 > Step: 68600 Progress: 34.3% Elapsed: 17:08:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.84052 Generator_loss: 2.1115
[INFO] 2021-05-04 05:31:13 > Step: 68700 Progress: 34.4% Elapsed: 17:10:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.05666 Generator_loss: 1.90791
[INFO] 2021-05-04 05:32:37 > Step: 68800 Progress: 34.4% Elapsed: 17:11:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.04342 Generator_loss: 2.24297
[INFO] 2021-05-04 05:34:02 > Step: 68900 Progress: 34.4% Elapsed: 17:13:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.03402 Generator_loss: 1.47895
[INFO] 2021-05-04 05:35:27 > Step: 69000 Progress: 34.5% Elapsed: 17:14:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.03738 Generator_loss: 1.68571
[INFO] 2021-05-04 05:36:50 > Step: 69100 Progress: 34.5% Elapsed: 17:16:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.92814 Generator_loss: 1.45539
[INFO] 2021-05-04 05:38:15 > Step: 69200 Progress: 34.6% Elapsed: 17:17:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.99867 Generator_loss: 2.48761
[INFO] 2021-05-04 05:39:39 > Step: 69300 Progress: 34.6% Elapsed: 17:18:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.83472 Generator_loss: 1.88636
[INFO] 2021-05-04 05:41:04 > Step: 69400 Progress: 34.7% Elapsed: 17:20:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.09369 Generator_loss: 1.85373
[INFO] 2021-05-04 05:42:29 > Step: 69500 Progress: 34.8% Elapsed: 17:21:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.876 Generator_loss: 1.78448
[INFO] 2021-05-04 05:43:53 > Step: 69600 Progress: 34.8% Elapsed: 17:23:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.82708 Generator_loss: 1.90996
[INFO] 2021-05-04 05:45:18 > Step: 69700 Progress: 34.8% Elapsed: 17:24:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.85218 Generator_loss: 2.34267
[INFO] 2021-05-04 05:46:40 > Step: 69800 Progress: 34.9% Elapsed: 17:25:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.95588 Generator_loss: 1.8661
[INFO] 2021-05-04 05:48:02 > Step: 69900 Progress: 34.9% Elapsed: 17:27:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.90851 Generator_loss: 2.17525
[INFO] 2021-05-04 05:49:23 > Step: 70000 Progress: 35.0% Elapsed: 17:28:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.74483 Generator_loss: 2.02214
[INFO] 2021-05-04 05:49:23 > Start Evaluation (70000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 05:49:23 > Calculating FID Score....
[INFO] 2021-05-04 05:49:57 > Calculating Inception Score....
[INFO] 2021-05-04 05:50:14 > Calculate F_beta Score....
[INFO] 2021-05-04 05:51:11 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 05:51:12 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 05:51:12 > Calculate Accuracies....
[INFO] 2021-05-04 05:51:19 > Calculate Accuracies....
[INFO] 2021-05-04 05:51:21 > F_8 score (Step: 70000, Using test images): 0.9918010711223316
[INFO] 2021-05-04 05:51:21 > F_1/8 score (Step: 70000, Using test images): 0.9942665759579893
[INFO] 2021-05-04 05:51:21 > FID score (Step: 70000, Using test moments): 7.924853786633491
[INFO] 2021-05-04 05:51:21 > Inception score (Step: 70000, 10000 generated images): 9.93769645690918
[INFO] 2021-05-04 05:51:21 > Best FID score (Step: 68000, Using test moments): 7.831959077456702
[INFO] 2021-05-04 05:51:23 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 05:52:46 > Step: 70100 Progress: 35.0% Elapsed: 17:31:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.70449 Generator_loss: 1.87688
[INFO] 2021-05-04 05:54:10 > Step: 70200 Progress: 35.1% Elapsed: 17:33:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.89112 Generator_loss: 1.56777
[INFO] 2021-05-04 05:55:35 > Step: 70300 Progress: 35.1% Elapsed: 17:34:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.78272 Generator_loss: 2.22575
[INFO] 2021-05-04 05:56:59 > Step: 70400 Progress: 35.2% Elapsed: 17:36:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.82448 Generator_loss: 2.04957
[INFO] 2021-05-04 05:58:23 > Step: 70500 Progress: 35.2% Elapsed: 17:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.71583 Generator_loss: 2.0507
[INFO] 2021-05-04 05:59:49 > Step: 70600 Progress: 35.3% Elapsed: 17:38:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.95868 Generator_loss: 1.55157
[INFO] 2021-05-04 06:01:14 > Step: 70700 Progress: 35.4% Elapsed: 17:40:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.71506 Generator_loss: 2.0576
[INFO] 2021-05-04 06:02:39 > Step: 70800 Progress: 35.4% Elapsed: 17:41:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.95135 Generator_loss: 1.85422
[INFO] 2021-05-04 06:04:03 > Step: 70900 Progress: 35.4% Elapsed: 17:43:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.78426 Generator_loss: 1.97016
[INFO] 2021-05-04 06:05:28 > Step: 71000 Progress: 35.5% Elapsed: 17:44:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.95886 Generator_loss: 2.7865
[INFO] 2021-05-04 06:06:52 > Step: 71100 Progress: 35.5% Elapsed: 17:46:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.73102 Generator_loss: 1.9016
[INFO] 2021-05-04 06:08:17 > Step: 71200 Progress: 35.6% Elapsed: 17:47:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.89371 Generator_loss: 1.79918
[INFO] 2021-05-04 06:09:42 > Step: 71300 Progress: 35.6% Elapsed: 17:48:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.74756 Generator_loss: 2.27815
[INFO] 2021-05-04 06:11:06 > Step: 71400 Progress: 35.7% Elapsed: 17:50:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.90094 Generator_loss: 1.92881
[INFO] 2021-05-04 06:12:31 > Step: 71500 Progress: 35.8% Elapsed: 17:51:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.90558 Generator_loss: 2.00912
[INFO] 2021-05-04 06:13:55 > Step: 71600 Progress: 35.8% Elapsed: 17:53:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.85846 Generator_loss: 2.76512
[INFO] 2021-05-04 06:15:21 > Step: 71700 Progress: 35.9% Elapsed: 17:54:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.91563 Generator_loss: 2.22127
[INFO] 2021-05-04 06:16:45 > Step: 71800 Progress: 35.9% Elapsed: 17:55:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.88193 Generator_loss: 1.71962
[INFO] 2021-05-04 06:18:10 > Step: 71900 Progress: 35.9% Elapsed: 17:57:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.78105 Generator_loss: 1.69999
[INFO] 2021-05-04 06:19:35 > Step: 72000 Progress: 36.0% Elapsed: 17:58:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.77669 Generator_loss: 2.20569
[INFO] 2021-05-04 06:19:35 > Start Evaluation (72000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 06:19:35 > Calculating FID Score....
[INFO] 2021-05-04 06:20:09 > Calculating Inception Score....
[INFO] 2021-05-04 06:20:26 > Calculate F_beta Score....
[INFO] 2021-05-04 06:21:22 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 06:21:23 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 06:21:23 > Calculate Accuracies....
[INFO] 2021-05-04 06:21:31 > Calculate Accuracies....
[INFO] 2021-05-04 06:21:32 > F_8 score (Step: 72000, Using test images): 0.9908850478074135
[INFO] 2021-05-04 06:21:32 > F_1/8 score (Step: 72000, Using test images): 0.9947856640586837
[INFO] 2021-05-04 06:21:32 > FID score (Step: 72000, Using test moments): 7.953635471788061
[INFO] 2021-05-04 06:21:32 > Inception score (Step: 72000, 10000 generated images): 10.02903938293457
[INFO] 2021-05-04 06:21:32 > Best FID score (Step: 68000, Using test moments): 7.831959077456702
[INFO] 2021-05-04 06:21:35 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 06:22:56 > Step: 72100 Progress: 36.0% Elapsed: 18:02:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.66236 Generator_loss: 1.81396
[INFO] 2021-05-04 06:24:18 > Step: 72200 Progress: 36.1% Elapsed: 18:03:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.86758 Generator_loss: 2.40133
[INFO] 2021-05-04 06:25:40 > Step: 72300 Progress: 36.1% Elapsed: 18:04:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.89121 Generator_loss: 2.03402
[INFO] 2021-05-04 06:27:04 > Step: 72400 Progress: 36.2% Elapsed: 18:06:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.06022 Generator_loss: 2.12609
[INFO] 2021-05-04 06:28:29 > Step: 72500 Progress: 36.2% Elapsed: 18:07:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.90058 Generator_loss: 1.92223
[INFO] 2021-05-04 06:29:54 > Step: 72600 Progress: 36.3% Elapsed: 18:09:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.89627 Generator_loss: 1.45314
[INFO] 2021-05-04 06:31:19 > Step: 72700 Progress: 36.4% Elapsed: 18:10:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.89456 Generator_loss: 1.59699
[INFO] 2021-05-04 06:32:43 > Step: 72800 Progress: 36.4% Elapsed: 18:11:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.84036 Generator_loss: 2.04687
[INFO] 2021-05-04 06:34:07 > Step: 72900 Progress: 36.4% Elapsed: 18:13:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.83993 Generator_loss: 1.85045
[INFO] 2021-05-04 06:35:31 > Step: 73000 Progress: 36.5% Elapsed: 18:14:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.01153 Generator_loss: 2.07996
[INFO] 2021-05-04 06:36:56 > Step: 73100 Progress: 36.5% Elapsed: 18:16:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.93813 Generator_loss: 2.08324
[INFO] 2021-05-04 06:38:20 > Step: 73200 Progress: 36.6% Elapsed: 18:17:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.86702 Generator_loss: 2.19935
[INFO] 2021-05-04 06:39:44 > Step: 73300 Progress: 36.6% Elapsed: 18:18:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.84213 Generator_loss: 2.24103
[INFO] 2021-05-04 06:41:09 > Step: 73400 Progress: 36.7% Elapsed: 18:20:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.10866 Generator_loss: 2.19328
[INFO] 2021-05-04 06:42:33 > Step: 73500 Progress: 36.8% Elapsed: 18:21:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.85888 Generator_loss: 2.48947
[INFO] 2021-05-04 06:43:57 > Step: 73600 Progress: 36.8% Elapsed: 18:23:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.91561 Generator_loss: 1.96777
[INFO] 2021-05-04 06:45:22 > Step: 73700 Progress: 36.9% Elapsed: 18:24:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.85448 Generator_loss: 1.74184
[INFO] 2021-05-04 06:46:46 > Step: 73800 Progress: 36.9% Elapsed: 18:25:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.74624 Generator_loss: 1.80877
[INFO] 2021-05-04 06:48:10 > Step: 73900 Progress: 37.0% Elapsed: 18:27:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.28495 Generator_loss: 1.97902
[INFO] 2021-05-04 06:49:34 > Step: 74000 Progress: 37.0% Elapsed: 18:28:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.8705 Generator_loss: 1.63366
[INFO] 2021-05-04 06:49:34 > Start Evaluation (74000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 06:49:34 > Calculating FID Score....
[INFO] 2021-05-04 06:50:08 > Calculating Inception Score....
[INFO] 2021-05-04 06:50:26 > Calculate F_beta Score....
[INFO] 2021-05-04 06:51:25 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 06:51:25 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 06:51:26 > Calculate Accuracies....
[INFO] 2021-05-04 06:51:33 > Calculate Accuracies....
[INFO] 2021-05-04 06:51:35 > F_8 score (Step: 74000, Using test images): 0.993446212223652
[INFO] 2021-05-04 06:51:35 > F_1/8 score (Step: 74000, Using test images): 0.996070115916992
[INFO] 2021-05-04 06:51:35 > FID score (Step: 74000, Using test moments): 7.856011087206639
[INFO] 2021-05-04 06:51:35 > Inception score (Step: 74000, 10000 generated images): 9.935347557067871
[INFO] 2021-05-04 06:51:35 > Best FID score (Step: 68000, Using test moments): 7.831959077456702
[INFO] 2021-05-04 06:51:37 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 06:53:00 > Step: 74100 Progress: 37.0% Elapsed: 18:32:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.9999 Generator_loss: 2.50178
[INFO] 2021-05-04 06:54:25 > Step: 74200 Progress: 37.1% Elapsed: 18:33:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.00224 Generator_loss: 1.56219
[INFO] 2021-05-04 06:55:48 > Step: 74300 Progress: 37.1% Elapsed: 18:34:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.84264 Generator_loss: 2.2794
[INFO] 2021-05-04 06:57:12 > Step: 74400 Progress: 37.2% Elapsed: 18:36:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.89278 Generator_loss: 2.26671
[INFO] 2021-05-04 06:58:35 > Step: 74500 Progress: 37.2% Elapsed: 18:37:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.85583 Generator_loss: 2.26536
[INFO] 2021-05-04 06:59:56 > Step: 74600 Progress: 37.3% Elapsed: 18:39:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.87154 Generator_loss: 2.46552
[INFO] 2021-05-04 07:01:17 > Step: 74700 Progress: 37.4% Elapsed: 18:40:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.91423 Generator_loss: 2.22282
[INFO] 2021-05-04 07:02:39 > Step: 74800 Progress: 37.4% Elapsed: 18:41:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.94006 Generator_loss: 1.96564
[INFO] 2021-05-04 07:04:04 > Step: 74900 Progress: 37.5% Elapsed: 18:43:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.32969 Generator_loss: 2.855
[INFO] 2021-05-04 07:05:28 > Step: 75000 Progress: 37.5% Elapsed: 18:44:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.91737 Generator_loss: 1.65969
[INFO] 2021-05-04 07:06:52 > Step: 75100 Progress: 37.5% Elapsed: 18:46:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.81664 Generator_loss: 1.85056
[INFO] 2021-05-04 07:08:16 > Step: 75200 Progress: 37.6% Elapsed: 18:47:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.71584 Generator_loss: 2.48559
[INFO] 2021-05-04 07:09:39 > Step: 75300 Progress: 37.6% Elapsed: 18:48:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.89347 Generator_loss: 1.79715
[INFO] 2021-05-04 07:11:03 > Step: 75400 Progress: 37.7% Elapsed: 18:50:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.84101 Generator_loss: 1.89596
[INFO] 2021-05-04 07:12:26 > Step: 75500 Progress: 37.8% Elapsed: 18:51:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.96803 Generator_loss: 2.25801
[INFO] 2021-05-04 07:13:51 > Step: 75600 Progress: 37.8% Elapsed: 18:53:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.86173 Generator_loss: 2.1558
[INFO] 2021-05-04 07:15:14 > Step: 75700 Progress: 37.9% Elapsed: 18:54:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.89924 Generator_loss: 2.28952
[INFO] 2021-05-04 07:16:37 > Step: 75800 Progress: 37.9% Elapsed: 18:55:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.98635 Generator_loss: 2.51261
[INFO] 2021-05-04 07:18:02 > Step: 75900 Progress: 38.0% Elapsed: 18:57:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.78279 Generator_loss: 2.36156
[INFO] 2021-05-04 07:19:25 > Step: 76000 Progress: 38.0% Elapsed: 18:58:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.76093 Generator_loss: 1.88252
[INFO] 2021-05-04 07:19:25 > Start Evaluation (76000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 07:19:25 > Calculating FID Score....
[INFO] 2021-05-04 07:19:58 > Calculating Inception Score....
[INFO] 2021-05-04 07:20:16 > Calculate F_beta Score....
[INFO] 2021-05-04 07:21:13 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 07:21:14 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 07:21:14 > Calculate Accuracies....
[INFO] 2021-05-04 07:21:21 > Calculate Accuracies....
[INFO] 2021-05-04 07:21:23 > F_8 score (Step: 76000, Using test images): 0.9929076512456939
[INFO] 2021-05-04 07:21:23 > F_1/8 score (Step: 76000, Using test images): 0.9954522185552152
[INFO] 2021-05-04 07:21:23 > FID score (Step: 76000, Using test moments): 7.632141768100098
[INFO] 2021-05-04 07:21:23 > Inception score (Step: 76000, 10000 generated images): 10.24827766418457
[INFO] 2021-05-04 07:21:23 > Best FID score (Step: 76000, Using test moments): 7.632141768100098
[INFO] 2021-05-04 07:21:26 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 07:22:49 > Step: 76100 Progress: 38.0% Elapsed: 19:01:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.80699 Generator_loss: 2.09761
[INFO] 2021-05-04 07:24:12 > Step: 76200 Progress: 38.1% Elapsed: 19:03:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.02389 Generator_loss: 1.73078
[INFO] 2021-05-04 07:25:36 > Step: 76300 Progress: 38.1% Elapsed: 19:04:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.87574 Generator_loss: 1.66676
[INFO] 2021-05-04 07:27:00 > Step: 76400 Progress: 38.2% Elapsed: 19:06:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.88964 Generator_loss: 2.14926
[INFO] 2021-05-04 07:28:24 > Step: 76500 Progress: 38.2% Elapsed: 19:07:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.97418 Generator_loss: 2.06768
[INFO] 2021-05-04 07:29:50 > Step: 76600 Progress: 38.3% Elapsed: 19:09:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.91034 Generator_loss: 2.03012
[INFO] 2021-05-04 07:31:14 > Step: 76700 Progress: 38.4% Elapsed: 19:10:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.8904 Generator_loss: 1.87252
[INFO] 2021-05-04 07:32:38 > Step: 76800 Progress: 38.4% Elapsed: 19:11:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.96365 Generator_loss: 2.52095
[INFO] 2021-05-04 07:34:02 > Step: 76900 Progress: 38.5% Elapsed: 19:13:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.88362 Generator_loss: 1.46017
[INFO] 2021-05-04 07:35:23 > Step: 77000 Progress: 38.5% Elapsed: 19:14:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.79712 Generator_loss: 2.31767
[INFO] 2021-05-04 07:36:45 > Step: 77100 Progress: 38.6% Elapsed: 19:15:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.1906 Generator_loss: 2.65313
[INFO] 2021-05-04 07:38:06 > Step: 77200 Progress: 38.6% Elapsed: 19:17:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.71699 Generator_loss: 2.17412
[INFO] 2021-05-04 07:39:30 > Step: 77300 Progress: 38.6% Elapsed: 19:18:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.74071 Generator_loss: 2.37399
[INFO] 2021-05-04 07:40:53 > Step: 77400 Progress: 38.7% Elapsed: 19:20:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.14423 Generator_loss: 2.23562
[INFO] 2021-05-04 07:42:17 > Step: 77500 Progress: 38.8% Elapsed: 19:21:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.94609 Generator_loss: 1.70098
[INFO] 2021-05-04 07:43:41 > Step: 77600 Progress: 38.8% Elapsed: 19:22:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.80659 Generator_loss: 1.9543
[INFO] 2021-05-04 07:45:06 > Step: 77700 Progress: 38.9% Elapsed: 19:24:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.91379 Generator_loss: 2.01717
[INFO] 2021-05-04 07:46:29 > Step: 77800 Progress: 38.9% Elapsed: 19:25:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.87329 Generator_loss: 2.01658
[INFO] 2021-05-04 07:47:53 > Step: 77900 Progress: 39.0% Elapsed: 19:27:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.97232 Generator_loss: 1.93347
[INFO] 2021-05-04 07:49:17 > Step: 78000 Progress: 39.0% Elapsed: 19:28:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.07861 Generator_loss: 1.62839
[INFO] 2021-05-04 07:49:17 > Start Evaluation (78000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 07:49:17 > Calculating FID Score....
[INFO] 2021-05-04 07:49:51 > Calculating Inception Score....
[INFO] 2021-05-04 07:50:08 > Calculate F_beta Score....
[INFO] 2021-05-04 07:51:03 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 07:51:04 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 07:51:04 > Calculate Accuracies....
[INFO] 2021-05-04 07:51:11 > Calculate Accuracies....
[INFO] 2021-05-04 07:51:13 > F_8 score (Step: 78000, Using test images): 0.9919251335248874
[INFO] 2021-05-04 07:51:13 > F_1/8 score (Step: 78000, Using test images): 0.9949609030736125
[INFO] 2021-05-04 07:51:13 > FID score (Step: 78000, Using test moments): 7.609355900301921
[INFO] 2021-05-04 07:51:13 > Inception score (Step: 78000, 10000 generated images): 10.087174415588379
[INFO] 2021-05-04 07:51:13 > Best FID score (Step: 78000, Using test moments): 7.609355900301921
[INFO] 2021-05-04 07:51:16 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 07:52:40 > Step: 78100 Progress: 39.1% Elapsed: 19:31:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.82801 Generator_loss: 2.21753
[INFO] 2021-05-04 07:54:04 > Step: 78200 Progress: 39.1% Elapsed: 19:33:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.83097 Generator_loss: 2.29894
[INFO] 2021-05-04 07:55:28 > Step: 78300 Progress: 39.1% Elapsed: 19:34:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.89219 Generator_loss: 2.0963
[INFO] 2021-05-04 07:56:52 > Step: 78400 Progress: 39.2% Elapsed: 19:36:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.80105 Generator_loss: 2.53847
[INFO] 2021-05-04 07:58:16 > Step: 78500 Progress: 39.2% Elapsed: 19:37:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.8982 Generator_loss: 2.35617
[INFO] 2021-05-04 07:59:39 > Step: 78600 Progress: 39.3% Elapsed: 19:38:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.94794 Generator_loss: 1.75487
[INFO] 2021-05-04 08:01:03 > Step: 78700 Progress: 39.4% Elapsed: 19:40:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.75506 Generator_loss: 2.22844
[INFO] 2021-05-04 08:02:26 > Step: 78800 Progress: 39.4% Elapsed: 19:41:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.83983 Generator_loss: 2.20974
[INFO] 2021-05-04 08:03:50 > Step: 78900 Progress: 39.5% Elapsed: 19:43:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.9542 Generator_loss: 2.51178
[INFO] 2021-05-04 08:05:14 > Step: 79000 Progress: 39.5% Elapsed: 19:44:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.79169 Generator_loss: 1.67499
[INFO] 2021-05-04 08:06:38 > Step: 79100 Progress: 39.6% Elapsed: 19:45:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.91554 Generator_loss: 2.44307
[INFO] 2021-05-04 08:08:02 > Step: 79200 Progress: 39.6% Elapsed: 19:47:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.98518 Generator_loss: 2.20156
[INFO] 2021-05-04 08:09:26 > Step: 79300 Progress: 39.6% Elapsed: 19:48:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.00339 Generator_loss: 1.80538
[INFO] 2021-05-04 08:10:48 > Step: 79400 Progress: 39.7% Elapsed: 19:49:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.93095 Generator_loss: 1.87035
[INFO] 2021-05-04 08:12:09 > Step: 79500 Progress: 39.8% Elapsed: 19:51:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.07942 Generator_loss: 2.18959
[INFO] 2021-05-04 08:13:31 > Step: 79600 Progress: 39.8% Elapsed: 19:52:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.92063 Generator_loss: 1.8044
[INFO] 2021-05-04 08:14:53 > Step: 79700 Progress: 39.9% Elapsed: 19:54:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.03856 Generator_loss: 1.77954
[INFO] 2021-05-04 08:16:18 > Step: 79800 Progress: 39.9% Elapsed: 19:55:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.85931 Generator_loss: 1.59342
[INFO] 2021-05-04 08:17:41 > Step: 79900 Progress: 40.0% Elapsed: 19:56:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.87923 Generator_loss: 2.0543
[INFO] 2021-05-04 08:19:05 > Step: 80000 Progress: 40.0% Elapsed: 19:58:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.73895 Generator_loss: 1.36102
[INFO] 2021-05-04 08:19:05 > Start Evaluation (80000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 08:19:05 > Calculating FID Score....
[INFO] 2021-05-04 08:19:39 > Calculating Inception Score....
[INFO] 2021-05-04 08:19:56 > Calculate F_beta Score....
[INFO] 2021-05-04 08:20:52 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 08:20:53 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 08:20:53 > Calculate Accuracies....
[INFO] 2021-05-04 08:21:00 > Calculate Accuracies....
[INFO] 2021-05-04 08:21:02 > F_8 score (Step: 80000, Using test images): 0.9937374523722984
[INFO] 2021-05-04 08:21:02 > F_1/8 score (Step: 80000, Using test images): 0.9952691175260473
[INFO] 2021-05-04 08:21:02 > FID score (Step: 80000, Using test moments): 7.723797308007136
[INFO] 2021-05-04 08:21:02 > Inception score (Step: 80000, 10000 generated images): 9.965553283691406
[INFO] 2021-05-04 08:21:02 > Best FID score (Step: 78000, Using test moments): 7.609355900301921
[INFO] 2021-05-04 08:21:04 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 08:22:27 > Step: 80100 Progress: 40.1% Elapsed: 20:01:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.82429 Generator_loss: 2.1925
[INFO] 2021-05-04 08:23:51 > Step: 80200 Progress: 40.1% Elapsed: 20:03:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.93499 Generator_loss: 1.88955
[INFO] 2021-05-04 08:25:13 > Step: 80300 Progress: 40.2% Elapsed: 20:04:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.94388 Generator_loss: 1.97936
[INFO] 2021-05-04 08:26:38 > Step: 80400 Progress: 40.2% Elapsed: 20:05:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.80261 Generator_loss: 1.9085
[INFO] 2021-05-04 08:28:02 > Step: 80500 Progress: 40.2% Elapsed: 20:07:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.1245 Generator_loss: 2.41219
[INFO] 2021-05-04 08:29:26 > Step: 80600 Progress: 40.3% Elapsed: 20:08:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.97316 Generator_loss: 2.42837
[INFO] 2021-05-04 08:30:51 > Step: 80700 Progress: 40.4% Elapsed: 20:10:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.86629 Generator_loss: 2.06217
[INFO] 2021-05-04 08:32:14 > Step: 80800 Progress: 40.4% Elapsed: 20:11:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.97694 Generator_loss: 2.59956
[INFO] 2021-05-04 08:33:40 > Step: 80900 Progress: 40.5% Elapsed: 20:12:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.93239 Generator_loss: 1.97295
[INFO] 2021-05-04 08:35:04 > Step: 81000 Progress: 40.5% Elapsed: 20:14:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.84107 Generator_loss: 2.14304
[INFO] 2021-05-04 08:36:28 > Step: 81100 Progress: 40.6% Elapsed: 20:15:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.06081 Generator_loss: 2.72879
[INFO] 2021-05-04 08:37:53 > Step: 81200 Progress: 40.6% Elapsed: 20:17:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.96882 Generator_loss: 2.25416
[INFO] 2021-05-04 08:39:17 > Step: 81300 Progress: 40.6% Elapsed: 20:18:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.7544 Generator_loss: 2.05798
[INFO] 2021-05-04 08:40:41 > Step: 81400 Progress: 40.7% Elapsed: 20:19:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.12022 Generator_loss: 2.57338
[INFO] 2021-05-04 08:42:05 > Step: 81500 Progress: 40.8% Elapsed: 20:21:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.94809 Generator_loss: 1.99069
[INFO] 2021-05-04 08:43:30 > Step: 81600 Progress: 40.8% Elapsed: 20:22:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.72661 Generator_loss: 1.99593
[INFO] 2021-05-04 08:44:54 > Step: 81700 Progress: 40.8% Elapsed: 20:24:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.00993 Generator_loss: 2.15672
[INFO] 2021-05-04 08:46:18 > Step: 81800 Progress: 40.9% Elapsed: 20:25:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.80345 Generator_loss: 1.53532
[INFO] 2021-05-04 08:47:38 > Step: 81900 Progress: 40.9% Elapsed: 20:26:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.94662 Generator_loss: 1.63481
[INFO] 2021-05-04 08:49:01 > Step: 82000 Progress: 41.0% Elapsed: 20:28:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.90744 Generator_loss: 2.15434
[INFO] 2021-05-04 08:49:01 > Start Evaluation (82000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 08:49:01 > Calculating FID Score....
[INFO] 2021-05-04 08:49:33 > Calculating Inception Score....
[INFO] 2021-05-04 08:49:50 > Calculate F_beta Score....
[INFO] 2021-05-04 08:50:43 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 08:50:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 08:50:44 > Calculate Accuracies....
[INFO] 2021-05-04 08:50:51 > Calculate Accuracies....
[INFO] 2021-05-04 08:50:53 > F_8 score (Step: 82000, Using test images): 0.99225056430553
[INFO] 2021-05-04 08:50:53 > F_1/8 score (Step: 82000, Using test images): 0.9952592279934124
[INFO] 2021-05-04 08:50:53 > FID score (Step: 82000, Using test moments): 7.604520659108857
[INFO] 2021-05-04 08:50:53 > Inception score (Step: 82000, 10000 generated images): 10.08995532989502
[INFO] 2021-05-04 08:50:53 > Best FID score (Step: 82000, Using test moments): 7.604520659108857
[INFO] 2021-05-04 08:50:55 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 08:52:19 > Step: 82100 Progress: 41.0% Elapsed: 20:31:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.88395 Generator_loss: 2.0889
[INFO] 2021-05-04 08:53:43 > Step: 82200 Progress: 41.1% Elapsed: 20:32:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86434 Generator_loss: 1.95269
[INFO] 2021-05-04 08:55:09 > Step: 82300 Progress: 41.1% Elapsed: 20:34:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.00718 Generator_loss: 2.02526
[INFO] 2021-05-04 08:56:33 > Step: 82400 Progress: 41.2% Elapsed: 20:35:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.77516 Generator_loss: 1.71535
[INFO] 2021-05-04 08:57:57 > Step: 82500 Progress: 41.2% Elapsed: 20:37:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.91766 Generator_loss: 2.09214
[INFO] 2021-05-04 08:59:20 > Step: 82600 Progress: 41.3% Elapsed: 20:38:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.86044 Generator_loss: 1.86111
[INFO] 2021-05-04 09:00:44 > Step: 82700 Progress: 41.3% Elapsed: 20:39:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.87318 Generator_loss: 1.94044
[INFO] 2021-05-04 09:02:07 > Step: 82800 Progress: 41.4% Elapsed: 20:41:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.71972 Generator_loss: 2.38407
[INFO] 2021-05-04 09:03:31 > Step: 82900 Progress: 41.4% Elapsed: 20:42:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.90094 Generator_loss: 2.12456
[INFO] 2021-05-04 09:04:56 > Step: 83000 Progress: 41.5% Elapsed: 20:44:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.05562 Generator_loss: 2.35861
[INFO] 2021-05-04 09:06:20 > Step: 83100 Progress: 41.5% Elapsed: 20:45:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.76937 Generator_loss: 2.65234
[INFO] 2021-05-04 09:07:46 > Step: 83200 Progress: 41.6% Elapsed: 20:46:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.00393 Generator_loss: 2.0558
[INFO] 2021-05-04 09:09:10 > Step: 83300 Progress: 41.6% Elapsed: 20:48:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.9663 Generator_loss: 2.13723
[INFO] 2021-05-04 09:10:34 > Step: 83400 Progress: 41.7% Elapsed: 20:49:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.81787 Generator_loss: 2.21727
[INFO] 2021-05-04 09:11:58 > Step: 83500 Progress: 41.8% Elapsed: 20:51:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.86646 Generator_loss: 1.99836
[INFO] 2021-05-04 09:13:22 > Step: 83600 Progress: 41.8% Elapsed: 20:52:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.95527 Generator_loss: 1.757
[INFO] 2021-05-04 09:14:47 > Step: 83700 Progress: 41.9% Elapsed: 20:53:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.83823 Generator_loss: 1.95851
[INFO] 2021-05-04 09:16:10 > Step: 83800 Progress: 41.9% Elapsed: 20:55:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.99475 Generator_loss: 2.58642
[INFO] 2021-05-04 09:17:33 > Step: 83900 Progress: 41.9% Elapsed: 20:56:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.84594 Generator_loss: 2.07172
[INFO] 2021-05-04 09:18:56 > Step: 84000 Progress: 42.0% Elapsed: 20:58:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.7983 Generator_loss: 2.0698
[INFO] 2021-05-04 09:18:56 > Start Evaluation (84000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 09:18:56 > Calculating FID Score....
[INFO] 2021-05-04 09:19:30 > Calculating Inception Score....
[INFO] 2021-05-04 09:19:47 > Calculate F_beta Score....
[INFO] 2021-05-04 09:20:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 09:20:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 09:20:45 > Calculate Accuracies....
[INFO] 2021-05-04 09:20:52 > Calculate Accuracies....
[INFO] 2021-05-04 09:20:54 > F_8 score (Step: 84000, Using test images): 0.9950850518403475
[INFO] 2021-05-04 09:20:54 > F_1/8 score (Step: 84000, Using test images): 0.9956703117968928
[INFO] 2021-05-04 09:20:54 > FID score (Step: 84000, Using test moments): 7.419625917579594
[INFO] 2021-05-04 09:20:54 > Inception score (Step: 84000, 10000 generated images): 9.982365608215332
[INFO] 2021-05-04 09:20:54 > Best FID score (Step: 84000, Using test moments): 7.419625917579594
[INFO] 2021-05-04 09:20:56 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 09:22:20 > Step: 84100 Progress: 42.0% Elapsed: 21:01:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.86615 Generator_loss: 1.58057
[INFO] 2021-05-04 09:23:41 > Step: 84200 Progress: 42.1% Elapsed: 21:02:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.86621 Generator_loss: 2.24309
[INFO] 2021-05-04 09:25:04 > Step: 84300 Progress: 42.1% Elapsed: 21:04:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.08101 Generator_loss: 1.63934
[INFO] 2021-05-04 09:26:26 > Step: 84400 Progress: 42.2% Elapsed: 21:05:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.71782 Generator_loss: 1.92596
[INFO] 2021-05-04 09:27:48 > Step: 84500 Progress: 42.2% Elapsed: 21:06:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.79647 Generator_loss: 1.81258
[INFO] 2021-05-04 09:29:13 > Step: 84600 Progress: 42.3% Elapsed: 21:08:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.95088 Generator_loss: 2.25964
[INFO] 2021-05-04 09:30:36 > Step: 84700 Progress: 42.4% Elapsed: 21:09:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.90288 Generator_loss: 1.80768
[INFO] 2021-05-04 09:32:01 > Step: 84800 Progress: 42.4% Elapsed: 21:11:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.80042 Generator_loss: 1.76094
[INFO] 2021-05-04 09:33:25 > Step: 84900 Progress: 42.4% Elapsed: 21:12:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.90341 Generator_loss: 1.88083
[INFO] 2021-05-04 09:34:48 > Step: 85000 Progress: 42.5% Elapsed: 21:13:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.20454 Generator_loss: 2.41644
[INFO] 2021-05-04 09:36:13 > Step: 85100 Progress: 42.5% Elapsed: 21:15:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.76456 Generator_loss: 2.12777
[INFO] 2021-05-04 09:37:37 > Step: 85200 Progress: 42.6% Elapsed: 21:16:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.95215 Generator_loss: 2.07724
[INFO] 2021-05-04 09:39:01 > Step: 85300 Progress: 42.6% Elapsed: 21:18:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.97524 Generator_loss: 1.43292
[INFO] 2021-05-04 09:40:25 > Step: 85400 Progress: 42.7% Elapsed: 21:19:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.04193 Generator_loss: 2.56073
[INFO] 2021-05-04 09:41:49 > Step: 85500 Progress: 42.8% Elapsed: 21:21:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.8714 Generator_loss: 1.96026
[INFO] 2021-05-04 09:43:13 > Step: 85600 Progress: 42.8% Elapsed: 21:22:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.85439 Generator_loss: 2.25402
[INFO] 2021-05-04 09:44:37 > Step: 85700 Progress: 42.9% Elapsed: 21:23:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.76446 Generator_loss: 2.39703
[INFO] 2021-05-04 09:46:00 > Step: 85800 Progress: 42.9% Elapsed: 21:25:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.847 Generator_loss: 2.07443
[INFO] 2021-05-04 09:47:25 > Step: 85900 Progress: 43.0% Elapsed: 21:26:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.7283 Generator_loss: 2.13783
[INFO] 2021-05-04 09:48:49 > Step: 86000 Progress: 43.0% Elapsed: 21:28:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.14648 Generator_loss: 1.73287
[INFO] 2021-05-04 09:48:49 > Start Evaluation (86000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 09:48:49 > Calculating FID Score....
[INFO] 2021-05-04 09:49:23 > Calculating Inception Score....
[INFO] 2021-05-04 09:49:40 > Calculate F_beta Score....
[INFO] 2021-05-04 09:50:33 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 09:50:33 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 09:50:34 > Calculate Accuracies....
[INFO] 2021-05-04 09:50:41 > Calculate Accuracies....
[INFO] 2021-05-04 09:50:42 > F_8 score (Step: 86000, Using test images): 0.9924023749137051
[INFO] 2021-05-04 09:50:42 > F_1/8 score (Step: 86000, Using test images): 0.9954912391031322
[INFO] 2021-05-04 09:50:42 > FID score (Step: 86000, Using test moments): 7.509277372611223
[INFO] 2021-05-04 09:50:42 > Inception score (Step: 86000, 10000 generated images): 10.09490966796875
[INFO] 2021-05-04 09:50:42 > Best FID score (Step: 84000, Using test moments): 7.419625917579594
[INFO] 2021-05-04 09:50:44 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 09:52:08 > Step: 86100 Progress: 43.0% Elapsed: 21:31:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.83146 Generator_loss: 2.14679
[INFO] 2021-05-04 09:53:32 > Step: 86200 Progress: 43.1% Elapsed: 21:32:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.0985 Generator_loss: 1.85301
[INFO] 2021-05-04 09:54:56 > Step: 86300 Progress: 43.1% Elapsed: 21:34:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.77135 Generator_loss: 2.16761
[INFO] 2021-05-04 09:56:20 > Step: 86400 Progress: 43.2% Elapsed: 21:35:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.74598 Generator_loss: 2.527
[INFO] 2021-05-04 09:57:43 > Step: 86500 Progress: 43.2% Elapsed: 21:36:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.8786 Generator_loss: 2.57918
[INFO] 2021-05-04 09:59:05 > Step: 86600 Progress: 43.3% Elapsed: 21:38:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.81051 Generator_loss: 2.49158
[INFO] 2021-05-04 10:00:27 > Step: 86700 Progress: 43.4% Elapsed: 21:39:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.79068 Generator_loss: 2.24947
[INFO] 2021-05-04 10:01:50 > Step: 86800 Progress: 43.4% Elapsed: 21:41:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.1389 Generator_loss: 2.69349
[INFO] 2021-05-04 10:03:11 > Step: 86900 Progress: 43.5% Elapsed: 21:42:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.80903 Generator_loss: 2.29564
[INFO] 2021-05-04 10:04:35 > Step: 87000 Progress: 43.5% Elapsed: 21:43:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.99948 Generator_loss: 2.15398
[INFO] 2021-05-04 10:05:59 > Step: 87100 Progress: 43.5% Elapsed: 21:45:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.38706 Generator_loss: 1.74008
[INFO] 2021-05-04 10:07:23 > Step: 87200 Progress: 43.6% Elapsed: 21:46:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.91327 Generator_loss: 2.21575
[INFO] 2021-05-04 10:08:47 > Step: 87300 Progress: 43.6% Elapsed: 21:47:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.80903 Generator_loss: 1.71619
[INFO] 2021-05-04 10:10:10 > Step: 87400 Progress: 43.7% Elapsed: 21:49:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.97584 Generator_loss: 2.29663
[INFO] 2021-05-04 10:11:34 > Step: 87500 Progress: 43.8% Elapsed: 21:50:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.95762 Generator_loss: 2.54197
[INFO] 2021-05-04 10:12:59 > Step: 87600 Progress: 43.8% Elapsed: 21:52:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.788 Generator_loss: 1.98109
[INFO] 2021-05-04 10:14:23 > Step: 87700 Progress: 43.9% Elapsed: 21:53:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.76317 Generator_loss: 2.00421
[INFO] 2021-05-04 10:15:46 > Step: 87800 Progress: 43.9% Elapsed: 21:54:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.90814 Generator_loss: 1.91738
[INFO] 2021-05-04 10:17:11 > Step: 87900 Progress: 44.0% Elapsed: 21:56:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.90017 Generator_loss: 2.10895
[INFO] 2021-05-04 10:18:36 > Step: 88000 Progress: 44.0% Elapsed: 21:57:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.85541 Generator_loss: 2.2754
[INFO] 2021-05-04 10:18:36 > Start Evaluation (88000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 10:18:36 > Calculating FID Score....
[INFO] 2021-05-04 10:19:10 > Calculating Inception Score....
[INFO] 2021-05-04 10:19:27 > Calculate F_beta Score....
[INFO] 2021-05-04 10:20:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 10:20:25 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 10:20:25 > Calculate Accuracies....
[INFO] 2021-05-04 10:20:32 > Calculate Accuracies....
[INFO] 2021-05-04 10:20:34 > F_8 score (Step: 88000, Using test images): 0.9897664379809371
[INFO] 2021-05-04 10:20:34 > F_1/8 score (Step: 88000, Using test images): 0.9949565168494475
[INFO] 2021-05-04 10:20:34 > FID score (Step: 88000, Using test moments): 7.5160918070159255
[INFO] 2021-05-04 10:20:34 > Inception score (Step: 88000, 10000 generated images): 10.004152297973633
[INFO] 2021-05-04 10:20:34 > Best FID score (Step: 84000, Using test moments): 7.419625917579594
[INFO] 2021-05-04 10:20:36 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 10:21:59 > Step: 88100 Progress: 44.0% Elapsed: 22:01:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.7928 Generator_loss: 1.58971
[INFO] 2021-05-04 10:23:23 > Step: 88200 Progress: 44.1% Elapsed: 22:02:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.8987 Generator_loss: 1.91657
[INFO] 2021-05-04 10:24:48 > Step: 88300 Progress: 44.1% Elapsed: 22:03:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.06766 Generator_loss: 2.15442
[INFO] 2021-05-04 10:26:12 > Step: 88400 Progress: 44.2% Elapsed: 22:05:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.75217 Generator_loss: 2.6837
[INFO] 2021-05-04 10:27:36 > Step: 88500 Progress: 44.2% Elapsed: 22:06:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.8156 Generator_loss: 1.80253
[INFO] 2021-05-04 10:29:00 > Step: 88600 Progress: 44.3% Elapsed: 22:08:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.90421 Generator_loss: 2.12102
[INFO] 2021-05-04 10:30:23 > Step: 88700 Progress: 44.4% Elapsed: 22:09:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.87794 Generator_loss: 2.1148
[INFO] 2021-05-04 10:31:48 > Step: 88800 Progress: 44.4% Elapsed: 22:10:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.83105 Generator_loss: 2.09135
[INFO] 2021-05-04 10:33:11 > Step: 88900 Progress: 44.5% Elapsed: 22:12:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.89536 Generator_loss: 2.0357
[INFO] 2021-05-04 10:34:36 > Step: 89000 Progress: 44.5% Elapsed: 22:13:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.77098 Generator_loss: 2.26901
[INFO] 2021-05-04 10:35:57 > Step: 89100 Progress: 44.5% Elapsed: 22:15:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.08203 Generator_loss: 2.69194
[INFO] 2021-05-04 10:37:20 > Step: 89200 Progress: 44.6% Elapsed: 22:16:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.0002 Generator_loss: 2.21985
[INFO] 2021-05-04 10:38:42 > Step: 89300 Progress: 44.6% Elapsed: 22:17:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.84966 Generator_loss: 2.62768
[INFO] 2021-05-04 10:40:04 > Step: 89400 Progress: 44.7% Elapsed: 22:19:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.91263 Generator_loss: 1.77087
[INFO] 2021-05-04 10:41:27 > Step: 89500 Progress: 44.8% Elapsed: 22:20:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.90181 Generator_loss: 2.00395
[INFO] 2021-05-04 10:42:50 > Step: 89600 Progress: 44.8% Elapsed: 22:22:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.87443 Generator_loss: 1.90712
[INFO] 2021-05-04 10:44:14 > Step: 89700 Progress: 44.9% Elapsed: 22:23:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.81433 Generator_loss: 2.27777
[INFO] 2021-05-04 10:45:38 > Step: 89800 Progress: 44.9% Elapsed: 22:24:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.95619 Generator_loss: 1.77431
[INFO] 2021-05-04 10:47:01 > Step: 89900 Progress: 45.0% Elapsed: 22:26:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.77137 Generator_loss: 2.24312
[INFO] 2021-05-04 10:48:25 > Step: 90000 Progress: 45.0% Elapsed: 22:27:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.98416 Generator_loss: 1.77935
[INFO] 2021-05-04 10:48:25 > Start Evaluation (90000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 10:48:25 > Calculating FID Score....
[INFO] 2021-05-04 10:48:58 > Calculating Inception Score....
[INFO] 2021-05-04 10:49:15 > Calculate F_beta Score....
[INFO] 2021-05-04 10:50:13 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 10:50:13 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 10:50:14 > Calculate Accuracies....
[INFO] 2021-05-04 10:50:21 > Calculate Accuracies....
[INFO] 2021-05-04 10:50:23 > F_8 score (Step: 90000, Using test images): 0.9902338449108511
[INFO] 2021-05-04 10:50:23 > F_1/8 score (Step: 90000, Using test images): 0.9945217984520796
[INFO] 2021-05-04 10:50:23 > FID score (Step: 90000, Using test moments): 7.460752923365305
[INFO] 2021-05-04 10:50:23 > Inception score (Step: 90000, 10000 generated images): 10.122893333435059
[INFO] 2021-05-04 10:50:23 > Best FID score (Step: 84000, Using test moments): 7.419625917579594
[INFO] 2021-05-04 10:50:24 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 10:51:48 > Step: 90100 Progress: 45.1% Elapsed: 22:30:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.91331 Generator_loss: 2.53837
[INFO] 2021-05-04 10:53:11 > Step: 90200 Progress: 45.1% Elapsed: 22:32:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.8156 Generator_loss: 1.94666
[INFO] 2021-05-04 10:54:34 > Step: 90300 Progress: 45.1% Elapsed: 22:33:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.87258 Generator_loss: 2.52292
[INFO] 2021-05-04 10:55:58 > Step: 90400 Progress: 45.2% Elapsed: 22:35:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.88142 Generator_loss: 1.96491
[INFO] 2021-05-04 10:57:22 > Step: 90500 Progress: 45.2% Elapsed: 22:36:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.83161 Generator_loss: 2.20076
[INFO] 2021-05-04 10:58:46 > Step: 90600 Progress: 45.3% Elapsed: 22:37:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.02429 Generator_loss: 1.86043
[INFO] 2021-05-04 11:00:10 > Step: 90700 Progress: 45.4% Elapsed: 22:39:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.78262 Generator_loss: 1.80431
[INFO] 2021-05-04 11:01:34 > Step: 90800 Progress: 45.4% Elapsed: 22:40:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.87347 Generator_loss: 1.73081
[INFO] 2021-05-04 11:02:57 > Step: 90900 Progress: 45.5% Elapsed: 22:42:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.9819 Generator_loss: 2.12202
[INFO] 2021-05-04 11:04:21 > Step: 91000 Progress: 45.5% Elapsed: 22:43:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.99078 Generator_loss: 1.50104
[INFO] 2021-05-04 11:05:44 > Step: 91100 Progress: 45.6% Elapsed: 22:44:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.94624 Generator_loss: 1.90733
[INFO] 2021-05-04 11:07:09 > Step: 91200 Progress: 45.6% Elapsed: 22:46:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.83393 Generator_loss: 2.54372
[INFO] 2021-05-04 11:08:33 > Step: 91300 Progress: 45.6% Elapsed: 22:47:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.85416 Generator_loss: 2.06685
[INFO] 2021-05-04 11:09:57 > Step: 91400 Progress: 45.7% Elapsed: 22:49:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.98229 Generator_loss: 2.02632
[INFO] 2021-05-04 11:11:18 > Step: 91500 Progress: 45.8% Elapsed: 22:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.89857 Generator_loss: 2.01921
[INFO] 2021-05-04 11:12:41 > Step: 91600 Progress: 45.8% Elapsed: 22:51:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.76889 Generator_loss: 2.10468
[INFO] 2021-05-04 11:14:04 > Step: 91700 Progress: 45.9% Elapsed: 22:53:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.97811 Generator_loss: 2.1506
[INFO] 2021-05-04 11:15:25 > Step: 91800 Progress: 45.9% Elapsed: 22:54:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.83602 Generator_loss: 2.23296
[INFO] 2021-05-04 11:16:49 > Step: 91900 Progress: 46.0% Elapsed: 22:55:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.97194 Generator_loss: 1.90417
[INFO] 2021-05-04 11:18:12 > Step: 92000 Progress: 46.0% Elapsed: 22:57:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.11456 Generator_loss: 1.69955
[INFO] 2021-05-04 11:18:12 > Start Evaluation (92000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 11:18:12 > Calculating FID Score....
[INFO] 2021-05-04 11:18:46 > Calculating Inception Score....
[INFO] 2021-05-04 11:19:03 > Calculate F_beta Score....
[INFO] 2021-05-04 11:19:59 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 11:20:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 11:20:01 > Calculate Accuracies....
[INFO] 2021-05-04 11:20:08 > Calculate Accuracies....
[INFO] 2021-05-04 11:20:09 > F_8 score (Step: 92000, Using test images): 0.9932223271989487
[INFO] 2021-05-04 11:20:09 > F_1/8 score (Step: 92000, Using test images): 0.9957771788522574
[INFO] 2021-05-04 11:20:09 > FID score (Step: 92000, Using test moments): 7.5106490920862825
[INFO] 2021-05-04 11:20:10 > Inception score (Step: 92000, 10000 generated images): 10.021048545837402
[INFO] 2021-05-04 11:20:10 > Best FID score (Step: 84000, Using test moments): 7.419625917579594
[INFO] 2021-05-04 11:20:11 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 11:21:35 > Step: 92100 Progress: 46.1% Elapsed: 23:00:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.88867 Generator_loss: 2.25508
[INFO] 2021-05-04 11:22:58 > Step: 92200 Progress: 46.1% Elapsed: 23:02:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.91537 Generator_loss: 1.94485
[INFO] 2021-05-04 11:24:22 > Step: 92300 Progress: 46.2% Elapsed: 23:03:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.89936 Generator_loss: 2.23144
[INFO] 2021-05-04 11:25:46 > Step: 92400 Progress: 46.2% Elapsed: 23:04:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.85332 Generator_loss: 2.04283
[INFO] 2021-05-04 11:27:09 > Step: 92500 Progress: 46.2% Elapsed: 23:06:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.98004 Generator_loss: 2.52374
[INFO] 2021-05-04 11:28:34 > Step: 92600 Progress: 46.3% Elapsed: 23:07:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.14632 Generator_loss: 1.56313
[INFO] 2021-05-04 11:29:58 > Step: 92700 Progress: 46.4% Elapsed: 23:09:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.81934 Generator_loss: 2.20828
[INFO] 2021-05-04 11:31:21 > Step: 92800 Progress: 46.4% Elapsed: 23:10:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.09915 Generator_loss: 1.4452
[INFO] 2021-05-04 11:32:45 > Step: 92900 Progress: 46.5% Elapsed: 23:11:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.97099 Generator_loss: 1.72787
[INFO] 2021-05-04 11:34:09 > Step: 93000 Progress: 46.5% Elapsed: 23:13:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.77065 Generator_loss: 1.77761
[INFO] 2021-05-04 11:35:34 > Step: 93100 Progress: 46.6% Elapsed: 23:14:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.80612 Generator_loss: 2.07704
[INFO] 2021-05-04 11:36:57 > Step: 93200 Progress: 46.6% Elapsed: 23:16:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.85774 Generator_loss: 1.87536
[INFO] 2021-05-04 11:38:22 > Step: 93300 Progress: 46.7% Elapsed: 23:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.95736 Generator_loss: 2.27704
[INFO] 2021-05-04 11:39:45 > Step: 93400 Progress: 46.7% Elapsed: 23:18:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.92158 Generator_loss: 1.59302
[INFO] 2021-05-04 11:41:09 > Step: 93500 Progress: 46.8% Elapsed: 23:20:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.05436 Generator_loss: 2.41039
[INFO] 2021-05-04 11:42:32 > Step: 93600 Progress: 46.8% Elapsed: 23:21:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.80489 Generator_loss: 2.2679
[INFO] 2021-05-04 11:43:56 > Step: 93700 Progress: 46.9% Elapsed: 23:23:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.21956 Generator_loss: 2.87851
[INFO] 2021-05-04 11:45:19 > Step: 93800 Progress: 46.9% Elapsed: 23:24:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.85453 Generator_loss: 2.27351
[INFO] 2021-05-04 11:46:41 > Step: 93900 Progress: 46.9% Elapsed: 23:25:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.82113 Generator_loss: 1.86736
[INFO] 2021-05-04 11:48:04 > Step: 94000 Progress: 47.0% Elapsed: 23:27:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.81494 Generator_loss: 2.31132
[INFO] 2021-05-04 11:48:04 > Start Evaluation (94000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 11:48:04 > Calculating FID Score....
[INFO] 2021-05-04 11:48:37 > Calculating Inception Score....
[INFO] 2021-05-04 11:48:54 > Calculate F_beta Score....
[INFO] 2021-05-04 11:49:52 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 11:49:52 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 11:49:53 > Calculate Accuracies....
[INFO] 2021-05-04 11:49:59 > Calculate Accuracies....
[INFO] 2021-05-04 11:50:01 > F_8 score (Step: 94000, Using test images): 0.9924054586204998
[INFO] 2021-05-04 11:50:01 > F_1/8 score (Step: 94000, Using test images): 0.9949069954587373
[INFO] 2021-05-04 11:50:01 > FID score (Step: 94000, Using test moments): 7.358832782402374
[INFO] 2021-05-04 11:50:01 > Inception score (Step: 94000, 10000 generated images): 10.123291969299316
[INFO] 2021-05-04 11:50:01 > Best FID score (Step: 94000, Using test moments): 7.358832782402374
[INFO] 2021-05-04 11:50:04 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 11:51:25 > Step: 94100 Progress: 47.0% Elapsed: 23:30:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.85576 Generator_loss: 2.40519
[INFO] 2021-05-04 11:52:47 > Step: 94200 Progress: 47.1% Elapsed: 23:31:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.78138 Generator_loss: 2.00703
[INFO] 2021-05-04 11:54:11 > Step: 94300 Progress: 47.1% Elapsed: 23:33:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.78322 Generator_loss: 2.42879
[INFO] 2021-05-04 11:55:36 > Step: 94400 Progress: 47.2% Elapsed: 23:34:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.88225 Generator_loss: 2.61647
[INFO] 2021-05-04 11:56:59 > Step: 94500 Progress: 47.2% Elapsed: 23:36:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.02415 Generator_loss: 2.10579
[INFO] 2021-05-04 11:58:24 > Step: 94600 Progress: 47.3% Elapsed: 23:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.90493 Generator_loss: 2.41576
[INFO] 2021-05-04 11:59:48 > Step: 94700 Progress: 47.3% Elapsed: 23:38:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.84842 Generator_loss: 2.21339
[INFO] 2021-05-04 12:01:12 > Step: 94800 Progress: 47.4% Elapsed: 23:40:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.92863 Generator_loss: 2.37382
[INFO] 2021-05-04 12:02:35 > Step: 94900 Progress: 47.4% Elapsed: 23:41:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.93212 Generator_loss: 2.86311
[INFO] 2021-05-04 12:03:58 > Step: 95000 Progress: 47.5% Elapsed: 23:43:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.76429 Generator_loss: 2.19416
[INFO] 2021-05-04 12:05:22 > Step: 95100 Progress: 47.5% Elapsed: 23:44:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.97147 Generator_loss: 2.44767
[INFO] 2021-05-04 12:06:45 > Step: 95200 Progress: 47.6% Elapsed: 23:45:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.06103 Generator_loss: 1.82755
[INFO] 2021-05-04 12:08:09 > Step: 95300 Progress: 47.6% Elapsed: 23:47:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.85765 Generator_loss: 2.20135
[INFO] 2021-05-04 12:09:33 > Step: 95400 Progress: 47.7% Elapsed: 23:48:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.91168 Generator_loss: 1.84696
[INFO] 2021-05-04 12:10:56 > Step: 95500 Progress: 47.8% Elapsed: 23:50:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.81577 Generator_loss: 2.5487
[INFO] 2021-05-04 12:12:20 > Step: 95600 Progress: 47.8% Elapsed: 23:51:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.92359 Generator_loss: 2.30132
[INFO] 2021-05-04 12:13:43 > Step: 95700 Progress: 47.9% Elapsed: 23:52:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.85358 Generator_loss: 1.86764
[INFO] 2021-05-04 12:15:08 > Step: 95800 Progress: 47.9% Elapsed: 23:54:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.94682 Generator_loss: 2.07147
[INFO] 2021-05-04 12:16:33 > Step: 95900 Progress: 47.9% Elapsed: 23:55:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.84742 Generator_loss: 2.06559
[INFO] 2021-05-04 12:17:57 > Step: 96000 Progress: 48.0% Elapsed: 23:57:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.80918 Generator_loss: 2.16398
[INFO] 2021-05-04 12:17:57 > Start Evaluation (96000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 12:17:57 > Calculating FID Score....
[INFO] 2021-05-04 12:18:31 > Calculating Inception Score....
[INFO] 2021-05-04 12:18:48 > Calculate F_beta Score....
[INFO] 2021-05-04 12:19:45 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 12:19:46 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 12:19:46 > Calculate Accuracies....
[INFO] 2021-05-04 12:19:53 > Calculate Accuracies....
[INFO] 2021-05-04 12:19:55 > F_8 score (Step: 96000, Using test images): 0.9943093321555835
[INFO] 2021-05-04 12:19:55 > F_1/8 score (Step: 96000, Using test images): 0.9961317287254826
[INFO] 2021-05-04 12:19:55 > FID score (Step: 96000, Using test moments): 7.478016317271397
[INFO] 2021-05-04 12:19:55 > Inception score (Step: 96000, 10000 generated images): 10.0636568069458
[INFO] 2021-05-04 12:19:55 > Best FID score (Step: 94000, Using test moments): 7.358832782402374
[INFO] 2021-05-04 12:19:56 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 12:21:20 > Step: 96100 Progress: 48.0% Elapsed: 1 day, 0:00:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.977 Generator_loss: 1.76961
[INFO] 2021-05-04 12:22:41 > Step: 96200 Progress: 48.1% Elapsed: 1 day, 0:01:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.86791 Generator_loss: 2.20005
[INFO] 2021-05-04 12:24:03 > Step: 96300 Progress: 48.1% Elapsed: 1 day, 0:03:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.83941 Generator_loss: 1.62972
[INFO] 2021-05-04 12:25:27 > Step: 96400 Progress: 48.2% Elapsed: 1 day, 0:04:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.97362 Generator_loss: 2.11234
[INFO] 2021-05-04 12:26:50 > Step: 96500 Progress: 48.2% Elapsed: 1 day, 0:06:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.84619 Generator_loss: 2.36133
[INFO] 2021-05-04 12:28:11 > Step: 96600 Progress: 48.3% Elapsed: 1 day, 0:07:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.92853 Generator_loss: 2.62224
[INFO] 2021-05-04 12:29:35 > Step: 96700 Progress: 48.4% Elapsed: 1 day, 0:08:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.7979 Generator_loss: 1.85074
[INFO] 2021-05-04 12:30:59 > Step: 96800 Progress: 48.4% Elapsed: 1 day, 0:10:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.9229 Generator_loss: 2.8839
[INFO] 2021-05-04 12:32:23 > Step: 96900 Progress: 48.4% Elapsed: 1 day, 0:11:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.88905 Generator_loss: 2.1963
[INFO] 2021-05-04 12:33:46 > Step: 97000 Progress: 48.5% Elapsed: 1 day, 0:12:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.89434 Generator_loss: 2.051
[INFO] 2021-05-04 12:35:09 > Step: 97100 Progress: 48.5% Elapsed: 1 day, 0:14:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.95499 Generator_loss: 2.24498
[INFO] 2021-05-04 12:36:33 > Step: 97200 Progress: 48.6% Elapsed: 1 day, 0:15:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.89429 Generator_loss: 2.57355
[INFO] 2021-05-04 12:37:57 > Step: 97300 Progress: 48.6% Elapsed: 1 day, 0:17:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.03165 Generator_loss: 1.95129
[INFO] 2021-05-04 12:39:21 > Step: 97400 Progress: 48.7% Elapsed: 1 day, 0:18:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.79641 Generator_loss: 2.10763
[INFO] 2021-05-04 12:40:45 > Step: 97500 Progress: 48.8% Elapsed: 1 day, 0:19:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.14995 Generator_loss: 2.27129
[INFO] 2021-05-04 12:42:09 > Step: 97600 Progress: 48.8% Elapsed: 1 day, 0:21:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.93449 Generator_loss: 2.60374
[INFO] 2021-05-04 12:43:33 > Step: 97700 Progress: 48.9% Elapsed: 1 day, 0:22:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.83268 Generator_loss: 1.94873
[INFO] 2021-05-04 12:44:57 > Step: 97800 Progress: 48.9% Elapsed: 1 day, 0:24:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.7095 Generator_loss: 2.16644
[INFO] 2021-05-04 12:46:21 > Step: 97900 Progress: 48.9% Elapsed: 1 day, 0:25:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.85481 Generator_loss: 2.68083
[INFO] 2021-05-04 12:47:44 > Step: 98000 Progress: 49.0% Elapsed: 1 day, 0:26:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.85357 Generator_loss: 1.98036
[INFO] 2021-05-04 12:47:44 > Start Evaluation (98000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 12:47:44 > Calculating FID Score....
[INFO] 2021-05-04 12:48:18 > Calculating Inception Score....
[INFO] 2021-05-04 12:48:35 > Calculate F_beta Score....
[INFO] 2021-05-04 12:49:31 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 12:49:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 12:49:32 > Calculate Accuracies....
[INFO] 2021-05-04 12:49:39 > Calculate Accuracies....
[INFO] 2021-05-04 12:49:41 > F_8 score (Step: 98000, Using test images): 0.9929408983264826
[INFO] 2021-05-04 12:49:41 > F_1/8 score (Step: 98000, Using test images): 0.9944030252184534
[INFO] 2021-05-04 12:49:41 > FID score (Step: 98000, Using test moments): 7.310822230126007
[INFO] 2021-05-04 12:49:41 > Inception score (Step: 98000, 10000 generated images): 10.199174880981445
[INFO] 2021-05-04 12:49:41 > Best FID score (Step: 98000, Using test moments): 7.310822230126007
[INFO] 2021-05-04 12:49:44 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 12:51:07 > Step: 98100 Progress: 49.0% Elapsed: 1 day, 0:30:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.86568 Generator_loss: 2.41098
[INFO] 2021-05-04 12:52:32 > Step: 98200 Progress: 49.1% Elapsed: 1 day, 0:31:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.8127 Generator_loss: 2.477
[INFO] 2021-05-04 12:53:56 > Step: 98300 Progress: 49.1% Elapsed: 1 day, 0:33:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.86343 Generator_loss: 2.23915
[INFO] 2021-05-04 12:55:20 > Step: 98400 Progress: 49.2% Elapsed: 1 day, 0:34:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.82801 Generator_loss: 2.53666
[INFO] 2021-05-04 12:56:44 > Step: 98500 Progress: 49.2% Elapsed: 1 day, 0:35:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.83174 Generator_loss: 2.32022
[INFO] 2021-05-04 12:58:07 > Step: 98600 Progress: 49.3% Elapsed: 1 day, 0:37:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.7691 Generator_loss: 1.8069
[INFO] 2021-05-04 12:59:28 > Step: 98700 Progress: 49.4% Elapsed: 1 day, 0:38:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.82579 Generator_loss: 2.49825
[INFO] 2021-05-04 13:00:51 > Step: 98800 Progress: 49.4% Elapsed: 1 day, 0:40:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.79216 Generator_loss: 2.10833
[INFO] 2021-05-04 13:02:15 > Step: 98900 Progress: 49.5% Elapsed: 1 day, 0:41:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.97145 Generator_loss: 2.03138
[INFO] 2021-05-04 13:03:37 > Step: 99000 Progress: 49.5% Elapsed: 1 day, 0:42:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.07043 Generator_loss: 1.79268
[INFO] 2021-05-04 13:05:00 > Step: 99100 Progress: 49.5% Elapsed: 1 day, 0:44:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.88833 Generator_loss: 2.03039
[INFO] 2021-05-04 13:06:23 > Step: 99200 Progress: 49.6% Elapsed: 1 day, 0:45:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.79496 Generator_loss: 2.33181
[INFO] 2021-05-04 13:07:48 > Step: 99300 Progress: 49.6% Elapsed: 1 day, 0:46:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.14809 Generator_loss: 2.57292
[INFO] 2021-05-04 13:09:12 > Step: 99400 Progress: 49.7% Elapsed: 1 day, 0:48:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.80988 Generator_loss: 2.35125
[INFO] 2021-05-04 13:10:35 > Step: 99500 Progress: 49.8% Elapsed: 1 day, 0:49:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.01556 Generator_loss: 2.24207
[INFO] 2021-05-04 13:11:59 > Step: 99600 Progress: 49.8% Elapsed: 1 day, 0:51:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.82067 Generator_loss: 2.3623
[INFO] 2021-05-04 13:13:24 > Step: 99700 Progress: 49.9% Elapsed: 1 day, 0:52:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.81229 Generator_loss: 1.93127
[INFO] 2021-05-04 13:14:47 > Step: 99800 Progress: 49.9% Elapsed: 1 day, 0:53:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.9211 Generator_loss: 2.10802
[INFO] 2021-05-04 13:16:11 > Step: 99900 Progress: 50.0% Elapsed: 1 day, 0:55:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.81457 Generator_loss: 1.74218
[INFO] 2021-05-04 13:17:36 > Step: 100000 Progress: 50.0% Elapsed: 1 day, 0:56:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.97575 Generator_loss: 2.10756
[INFO] 2021-05-04 13:17:36 > Start Evaluation (100000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 13:17:36 > Calculating FID Score....
[INFO] 2021-05-04 13:18:10 > Calculating Inception Score....
[INFO] 2021-05-04 13:18:27 > Calculate F_beta Score....
[INFO] 2021-05-04 13:19:23 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 13:19:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 13:19:24 > Calculate Accuracies....
[INFO] 2021-05-04 13:19:31 > Calculate Accuracies....
[INFO] 2021-05-04 13:19:33 > F_8 score (Step: 100000, Using test images): 0.991727778112742
[INFO] 2021-05-04 13:19:33 > F_1/8 score (Step: 100000, Using test images): 0.9948307555798547
[INFO] 2021-05-04 13:19:33 > FID score (Step: 100000, Using test moments): 7.4108259924415165
[INFO] 2021-05-04 13:19:33 > Inception score (Step: 100000, 10000 generated images): 10.013654708862305
[INFO] 2021-05-04 13:19:33 > Best FID score (Step: 98000, Using test moments): 7.310822230126007
[INFO] 2021-05-04 13:19:35 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 13:20:58 > Step: 100100 Progress: 50.0% Elapsed: 1 day, 1:00:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.1188 Generator_loss: 2.61441
[INFO] 2021-05-04 13:22:22 > Step: 100200 Progress: 50.1% Elapsed: 1 day, 1:01:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.93459 Generator_loss: 2.18863
[INFO] 2021-05-04 13:23:46 > Step: 100300 Progress: 50.1% Elapsed: 1 day, 1:02:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.8841 Generator_loss: 2.54996
[INFO] 2021-05-04 13:25:11 > Step: 100400 Progress: 50.2% Elapsed: 1 day, 1:04:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.89665 Generator_loss: 1.92195
[INFO] 2021-05-04 13:26:34 > Step: 100500 Progress: 50.2% Elapsed: 1 day, 1:05:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.93925 Generator_loss: 2.23839
[INFO] 2021-05-04 13:27:57 > Step: 100600 Progress: 50.3% Elapsed: 1 day, 1:07:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.88954 Generator_loss: 2.39538
[INFO] 2021-05-04 13:29:21 > Step: 100700 Progress: 50.3% Elapsed: 1 day, 1:08:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.78629 Generator_loss: 2.74777
[INFO] 2021-05-04 13:30:45 > Step: 100800 Progress: 50.4% Elapsed: 1 day, 1:09:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.97261 Generator_loss: 2.74836
[INFO] 2021-05-04 13:32:08 > Step: 100900 Progress: 50.4% Elapsed: 1 day, 1:11:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.92193 Generator_loss: 2.31312
[INFO] 2021-05-04 13:33:31 > Step: 101000 Progress: 50.5% Elapsed: 1 day, 1:12:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.85869 Generator_loss: 1.81456
[INFO] 2021-05-04 13:34:53 > Step: 101100 Progress: 50.5% Elapsed: 1 day, 1:14:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.88113 Generator_loss: 1.84954
[INFO] 2021-05-04 13:36:15 > Step: 101200 Progress: 50.6% Elapsed: 1 day, 1:15:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.89399 Generator_loss: 1.69405
[INFO] 2021-05-04 13:37:38 > Step: 101300 Progress: 50.6% Elapsed: 1 day, 1:16:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.82708 Generator_loss: 1.98686
[INFO] 2021-05-04 13:39:01 > Step: 101400 Progress: 50.7% Elapsed: 1 day, 1:18:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.02507 Generator_loss: 2.16421
[INFO] 2021-05-04 13:40:22 > Step: 101500 Progress: 50.7% Elapsed: 1 day, 1:19:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.88759 Generator_loss: 2.13992
[INFO] 2021-05-04 13:41:46 > Step: 101600 Progress: 50.8% Elapsed: 1 day, 1:20:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.91532 Generator_loss: 2.2688
[INFO] 2021-05-04 13:43:10 > Step: 101700 Progress: 50.8% Elapsed: 1 day, 1:22:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.88557 Generator_loss: 1.85156
[INFO] 2021-05-04 13:44:35 > Step: 101800 Progress: 50.9% Elapsed: 1 day, 1:23:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.93211 Generator_loss: 2.00193
[INFO] 2021-05-04 13:45:59 > Step: 101900 Progress: 50.9% Elapsed: 1 day, 1:25:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.85158 Generator_loss: 1.78972
[INFO] 2021-05-04 13:47:23 > Step: 102000 Progress: 51.0% Elapsed: 1 day, 1:26:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.79512 Generator_loss: 2.15528
[INFO] 2021-05-04 13:47:23 > Start Evaluation (102000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 13:47:23 > Calculating FID Score....
[INFO] 2021-05-04 13:47:56 > Calculating Inception Score....
[INFO] 2021-05-04 13:48:14 > Calculate F_beta Score....
[INFO] 2021-05-04 13:49:10 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 13:49:11 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 13:49:11 > Calculate Accuracies....
[INFO] 2021-05-04 13:49:18 > Calculate Accuracies....
[INFO] 2021-05-04 13:49:20 > F_8 score (Step: 102000, Using test images): 0.9935651297500389
[INFO] 2021-05-04 13:49:20 > F_1/8 score (Step: 102000, Using test images): 0.9965374413007984
[INFO] 2021-05-04 13:49:20 > FID score (Step: 102000, Using test moments): 7.404737957210216
[INFO] 2021-05-04 13:49:20 > Inception score (Step: 102000, 10000 generated images): 10.104695320129395
[INFO] 2021-05-04 13:49:20 > Best FID score (Step: 98000, Using test moments): 7.310822230126007
[INFO] 2021-05-04 13:49:22 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 13:50:45 > Step: 102100 Progress: 51.0% Elapsed: 1 day, 1:29:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.97416 Generator_loss: 1.93197
[INFO] 2021-05-04 13:52:09 > Step: 102200 Progress: 51.1% Elapsed: 1 day, 1:31:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.84323 Generator_loss: 2.048
[INFO] 2021-05-04 13:53:33 > Step: 102300 Progress: 51.1% Elapsed: 1 day, 1:32:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.88465 Generator_loss: 2.03121
[INFO] 2021-05-04 13:54:57 > Step: 102400 Progress: 51.2% Elapsed: 1 day, 1:34:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.85989 Generator_loss: 2.4449
[INFO] 2021-05-04 13:56:21 > Step: 102500 Progress: 51.2% Elapsed: 1 day, 1:35:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.91873 Generator_loss: 2.31625
[INFO] 2021-05-04 13:57:45 > Step: 102600 Progress: 51.3% Elapsed: 1 day, 1:36:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.06745 Generator_loss: 2.7691
[INFO] 2021-05-04 13:59:09 > Step: 102700 Progress: 51.3% Elapsed: 1 day, 1:38:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.81882 Generator_loss: 2.02362
[INFO] 2021-05-04 14:00:32 > Step: 102800 Progress: 51.4% Elapsed: 1 day, 1:39:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.84931 Generator_loss: 2.14799
[INFO] 2021-05-04 14:01:56 > Step: 102900 Progress: 51.4% Elapsed: 1 day, 1:41:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.98938 Generator_loss: 2.23507
[INFO] 2021-05-04 14:03:20 > Step: 103000 Progress: 51.5% Elapsed: 1 day, 1:42:30 temperature: 0.5 ada_p: No Discriminator_loss: 3.02088 Generator_loss: 1.97681
[INFO] 2021-05-04 14:04:43 > Step: 103100 Progress: 51.5% Elapsed: 1 day, 1:43:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.03865 Generator_loss: 1.5982
[INFO] 2021-05-04 14:06:07 > Step: 103200 Progress: 51.6% Elapsed: 1 day, 1:45:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.72616 Generator_loss: 1.88986
[INFO] 2021-05-04 14:07:31 > Step: 103300 Progress: 51.6% Elapsed: 1 day, 1:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.7944 Generator_loss: 2.39481
[INFO] 2021-05-04 14:08:55 > Step: 103400 Progress: 51.7% Elapsed: 1 day, 1:48:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.85922 Generator_loss: 1.955
[INFO] 2021-05-04 14:10:18 > Step: 103500 Progress: 51.7% Elapsed: 1 day, 1:49:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.80366 Generator_loss: 1.9935
[INFO] 2021-05-04 14:11:39 > Step: 103600 Progress: 51.8% Elapsed: 1 day, 1:50:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.89232 Generator_loss: 2.36126
[INFO] 2021-05-04 14:13:03 > Step: 103700 Progress: 51.8% Elapsed: 1 day, 1:52:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.92149 Generator_loss: 1.35597
[INFO] 2021-05-04 14:14:27 > Step: 103800 Progress: 51.9% Elapsed: 1 day, 1:53:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.8905 Generator_loss: 2.01985
[INFO] 2021-05-04 14:15:48 > Step: 103900 Progress: 51.9% Elapsed: 1 day, 1:54:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.88967 Generator_loss: 2.53343
[INFO] 2021-05-04 14:17:10 > Step: 104000 Progress: 52.0% Elapsed: 1 day, 1:56:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.84533 Generator_loss: 2.11264
[INFO] 2021-05-04 14:17:10 > Start Evaluation (104000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 14:17:10 > Calculating FID Score....
[INFO] 2021-05-04 14:17:44 > Calculating Inception Score....
[INFO] 2021-05-04 14:18:01 > Calculate F_beta Score....
[INFO] 2021-05-04 14:18:59 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 14:18:59 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 14:19:00 > Calculate Accuracies....
[INFO] 2021-05-04 14:19:07 > Calculate Accuracies....
[INFO] 2021-05-04 14:19:09 > F_8 score (Step: 104000, Using test images): 0.9935557871784292
[INFO] 2021-05-04 14:19:09 > F_1/8 score (Step: 104000, Using test images): 0.995397665900039
[INFO] 2021-05-04 14:19:09 > FID score (Step: 104000, Using test moments): 7.45835269339625
[INFO] 2021-05-04 14:19:09 > Inception score (Step: 104000, 10000 generated images): 10.012107849121094
[INFO] 2021-05-04 14:19:09 > Best FID score (Step: 98000, Using test moments): 7.310822230126007
[INFO] 2021-05-04 14:19:10 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 14:20:33 > Step: 104100 Progress: 52.0% Elapsed: 1 day, 1:59:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.98818 Generator_loss: 2.25807
[INFO] 2021-05-04 14:21:57 > Step: 104200 Progress: 52.1% Elapsed: 1 day, 2:01:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.84705 Generator_loss: 1.95819
[INFO] 2021-05-04 14:23:22 > Step: 104300 Progress: 52.1% Elapsed: 1 day, 2:02:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.9079 Generator_loss: 2.29722
[INFO] 2021-05-04 14:24:45 > Step: 104400 Progress: 52.2% Elapsed: 1 day, 2:03:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.89024 Generator_loss: 1.78221
[INFO] 2021-05-04 14:26:09 > Step: 104500 Progress: 52.2% Elapsed: 1 day, 2:05:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.78697 Generator_loss: 2.62001
[INFO] 2021-05-04 14:27:33 > Step: 104600 Progress: 52.3% Elapsed: 1 day, 2:06:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.79544 Generator_loss: 1.97203
[INFO] 2021-05-04 14:28:58 > Step: 104700 Progress: 52.3% Elapsed: 1 day, 2:08:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.91175 Generator_loss: 2.34419
[INFO] 2021-05-04 14:30:21 > Step: 104800 Progress: 52.4% Elapsed: 1 day, 2:09:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.7264 Generator_loss: 2.20408
[INFO] 2021-05-04 14:31:44 > Step: 104900 Progress: 52.4% Elapsed: 1 day, 2:10:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.84252 Generator_loss: 2.42364
[INFO] 2021-05-04 14:33:09 > Step: 105000 Progress: 52.5% Elapsed: 1 day, 2:12:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.97791 Generator_loss: 1.96111
[INFO] 2021-05-04 14:34:32 > Step: 105100 Progress: 52.5% Elapsed: 1 day, 2:13:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.7885 Generator_loss: 1.88152
[INFO] 2021-05-04 14:35:56 > Step: 105200 Progress: 52.6% Elapsed: 1 day, 2:15:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.71267 Generator_loss: 1.90183
[INFO] 2021-05-04 14:37:20 > Step: 105300 Progress: 52.6% Elapsed: 1 day, 2:16:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.66505 Generator_loss: 2.27929
[INFO] 2021-05-04 14:38:44 > Step: 105400 Progress: 52.7% Elapsed: 1 day, 2:17:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.99806 Generator_loss: 2.16422
[INFO] 2021-05-04 14:40:08 > Step: 105500 Progress: 52.8% Elapsed: 1 day, 2:19:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.72883 Generator_loss: 1.95619
[INFO] 2021-05-04 14:41:31 > Step: 105600 Progress: 52.8% Elapsed: 1 day, 2:20:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.81691 Generator_loss: 1.93399
[INFO] 2021-05-04 14:42:56 > Step: 105700 Progress: 52.8% Elapsed: 1 day, 2:22:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.92977 Generator_loss: 2.02835
[INFO] 2021-05-04 14:44:20 > Step: 105800 Progress: 52.9% Elapsed: 1 day, 2:23:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.89833 Generator_loss: 2.14143
[INFO] 2021-05-04 14:45:43 > Step: 105900 Progress: 52.9% Elapsed: 1 day, 2:24:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.8376 Generator_loss: 2.14522
[INFO] 2021-05-04 14:47:04 > Step: 106000 Progress: 53.0% Elapsed: 1 day, 2:26:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.99089 Generator_loss: 1.9211
[INFO] 2021-05-04 14:47:04 > Start Evaluation (106000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 14:47:04 > Calculating FID Score....
[INFO] 2021-05-04 14:47:37 > Calculating Inception Score....
[INFO] 2021-05-04 14:47:54 > Calculate F_beta Score....
[INFO] 2021-05-04 14:48:51 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 14:48:51 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 14:48:52 > Calculate Accuracies....
[INFO] 2021-05-04 14:48:59 > Calculate Accuracies....
[INFO] 2021-05-04 14:49:01 > F_8 score (Step: 106000, Using test images): 0.9929436583539316
[INFO] 2021-05-04 14:49:01 > F_1/8 score (Step: 106000, Using test images): 0.9964158571122631
[INFO] 2021-05-04 14:49:01 > FID score (Step: 106000, Using test moments): 7.160929844416842
[INFO] 2021-05-04 14:49:01 > Inception score (Step: 106000, 10000 generated images): 9.99030590057373
[INFO] 2021-05-04 14:49:01 > Best FID score (Step: 106000, Using test moments): 7.160929844416842
[INFO] 2021-05-04 14:49:04 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 14:50:28 > Step: 106100 Progress: 53.0% Elapsed: 1 day, 2:29:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.78922 Generator_loss: 2.33667
[INFO] 2021-05-04 14:51:49 > Step: 106200 Progress: 53.1% Elapsed: 1 day, 2:31:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.88772 Generator_loss: 2.10312
[INFO] 2021-05-04 14:53:12 > Step: 106300 Progress: 53.1% Elapsed: 1 day, 2:32:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.8367 Generator_loss: 2.34299
[INFO] 2021-05-04 14:54:37 > Step: 106400 Progress: 53.2% Elapsed: 1 day, 2:33:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.01645 Generator_loss: 2.31349
[INFO] 2021-05-04 14:56:00 > Step: 106500 Progress: 53.2% Elapsed: 1 day, 2:35:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.68548 Generator_loss: 2.44708
[INFO] 2021-05-04 14:57:24 > Step: 106600 Progress: 53.3% Elapsed: 1 day, 2:36:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.68826 Generator_loss: 2.02468
[INFO] 2021-05-04 14:58:46 > Step: 106700 Progress: 53.3% Elapsed: 1 day, 2:37:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.93161 Generator_loss: 2.46978
[INFO] 2021-05-04 15:00:10 > Step: 106800 Progress: 53.4% Elapsed: 1 day, 2:39:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.79769 Generator_loss: 1.56201
[INFO] 2021-05-04 15:01:34 > Step: 106900 Progress: 53.4% Elapsed: 1 day, 2:40:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.09627 Generator_loss: 1.51279
[INFO] 2021-05-04 15:02:57 > Step: 107000 Progress: 53.5% Elapsed: 1 day, 2:42:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.73828 Generator_loss: 1.594
[INFO] 2021-05-04 15:04:22 > Step: 107100 Progress: 53.5% Elapsed: 1 day, 2:43:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.01113 Generator_loss: 2.17646
[INFO] 2021-05-04 15:05:45 > Step: 107200 Progress: 53.6% Elapsed: 1 day, 2:44:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.70148 Generator_loss: 1.77987
[INFO] 2021-05-04 15:07:09 > Step: 107300 Progress: 53.6% Elapsed: 1 day, 2:46:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.90239 Generator_loss: 2.16608
[INFO] 2021-05-04 15:08:32 > Step: 107400 Progress: 53.7% Elapsed: 1 day, 2:47:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.82688 Generator_loss: 1.97124
[INFO] 2021-05-04 15:09:56 > Step: 107500 Progress: 53.8% Elapsed: 1 day, 2:49:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.93889 Generator_loss: 2.57748
[INFO] 2021-05-04 15:11:21 > Step: 107600 Progress: 53.8% Elapsed: 1 day, 2:50:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.94236 Generator_loss: 1.98234
[INFO] 2021-05-04 15:12:45 > Step: 107700 Progress: 53.8% Elapsed: 1 day, 2:51:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.95783 Generator_loss: 2.15214
[INFO] 2021-05-04 15:14:09 > Step: 107800 Progress: 53.9% Elapsed: 1 day, 2:53:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.88473 Generator_loss: 2.04088
[INFO] 2021-05-04 15:15:33 > Step: 107900 Progress: 53.9% Elapsed: 1 day, 2:54:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.84346 Generator_loss: 1.75611
[INFO] 2021-05-04 15:16:57 > Step: 108000 Progress: 54.0% Elapsed: 1 day, 2:56:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.77706 Generator_loss: 2.17548
[INFO] 2021-05-04 15:16:57 > Start Evaluation (108000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 15:16:57 > Calculating FID Score....
[INFO] 2021-05-04 15:17:30 > Calculating Inception Score....
[INFO] 2021-05-04 15:17:47 > Calculate F_beta Score....
[INFO] 2021-05-04 15:18:46 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 15:18:47 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 15:18:47 > Calculate Accuracies....
[INFO] 2021-05-04 15:18:54 > Calculate Accuracies....
[INFO] 2021-05-04 15:18:56 > F_8 score (Step: 108000, Using test images): 0.9916308913293211
[INFO] 2021-05-04 15:18:56 > F_1/8 score (Step: 108000, Using test images): 0.9955677581114191
[INFO] 2021-05-04 15:18:56 > FID score (Step: 108000, Using test moments): 7.330919223319313
[INFO] 2021-05-04 15:18:56 > Inception score (Step: 108000, 10000 generated images): 10.072673797607422
[INFO] 2021-05-04 15:18:56 > Best FID score (Step: 106000, Using test moments): 7.160929844416842
[INFO] 2021-05-04 15:18:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 15:20:20 > Step: 108100 Progress: 54.0% Elapsed: 1 day, 2:59:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.89373 Generator_loss: 2.38075
[INFO] 2021-05-04 15:21:44 > Step: 108200 Progress: 54.1% Elapsed: 1 day, 3:00:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.81668 Generator_loss: 2.44871
[INFO] 2021-05-04 15:23:05 > Step: 108300 Progress: 54.1% Elapsed: 1 day, 3:02:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.88808 Generator_loss: 2.2305
[INFO] 2021-05-04 15:24:28 > Step: 108400 Progress: 54.2% Elapsed: 1 day, 3:03:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.87203 Generator_loss: 2.47068
[INFO] 2021-05-04 15:25:52 > Step: 108500 Progress: 54.2% Elapsed: 1 day, 3:05:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.79124 Generator_loss: 2.89943
[INFO] 2021-05-04 15:27:15 > Step: 108600 Progress: 54.3% Elapsed: 1 day, 3:06:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.72204 Generator_loss: 2.2605
[INFO] 2021-05-04 15:28:35 > Step: 108700 Progress: 54.4% Elapsed: 1 day, 3:07:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.86227 Generator_loss: 1.99431
[INFO] 2021-05-04 15:29:59 > Step: 108800 Progress: 54.4% Elapsed: 1 day, 3:09:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.7493 Generator_loss: 2.09661
[INFO] 2021-05-04 15:31:23 > Step: 108900 Progress: 54.4% Elapsed: 1 day, 3:10:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.87171 Generator_loss: 2.51218
[INFO] 2021-05-04 15:32:47 > Step: 109000 Progress: 54.5% Elapsed: 1 day, 3:11:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.84328 Generator_loss: 2.10618
[INFO] 2021-05-04 15:34:11 > Step: 109100 Progress: 54.5% Elapsed: 1 day, 3:13:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.74386 Generator_loss: 2.22599
[INFO] 2021-05-04 15:35:35 > Step: 109200 Progress: 54.6% Elapsed: 1 day, 3:14:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.7072 Generator_loss: 1.86676
[INFO] 2021-05-04 15:36:59 > Step: 109300 Progress: 54.6% Elapsed: 1 day, 3:16:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.83055 Generator_loss: 1.87842
[INFO] 2021-05-04 15:38:23 > Step: 109400 Progress: 54.7% Elapsed: 1 day, 3:17:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.88359 Generator_loss: 1.9485
[INFO] 2021-05-04 15:39:46 > Step: 109500 Progress: 54.8% Elapsed: 1 day, 3:18:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.80159 Generator_loss: 2.12306
[INFO] 2021-05-04 15:41:11 > Step: 109600 Progress: 54.8% Elapsed: 1 day, 3:20:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.96268 Generator_loss: 2.03814
[INFO] 2021-05-04 15:42:35 > Step: 109700 Progress: 54.9% Elapsed: 1 day, 3:21:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.07797 Generator_loss: 1.85066
[INFO] 2021-05-04 15:43:59 > Step: 109800 Progress: 54.9% Elapsed: 1 day, 3:23:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.88954 Generator_loss: 2.28391
[INFO] 2021-05-04 15:45:22 > Step: 109900 Progress: 54.9% Elapsed: 1 day, 3:24:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.95758 Generator_loss: 2.17644
[INFO] 2021-05-04 15:46:46 > Step: 110000 Progress: 55.0% Elapsed: 1 day, 3:25:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.8812 Generator_loss: 1.84395
[INFO] 2021-05-04 15:46:46 > Start Evaluation (110000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 15:46:46 > Calculating FID Score....
[INFO] 2021-05-04 15:47:20 > Calculating Inception Score....
[INFO] 2021-05-04 15:47:37 > Calculate F_beta Score....
[INFO] 2021-05-04 15:48:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 15:48:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 15:48:33 > Calculate Accuracies....
[INFO] 2021-05-04 15:48:40 > Calculate Accuracies....
[INFO] 2021-05-04 15:48:42 > F_8 score (Step: 110000, Using test images): 0.9935626660398065
[INFO] 2021-05-04 15:48:42 > F_1/8 score (Step: 110000, Using test images): 0.9956363871003087
[INFO] 2021-05-04 15:48:42 > FID score (Step: 110000, Using test moments): 7.210542251374193
[INFO] 2021-05-04 15:48:42 > Inception score (Step: 110000, 10000 generated images): 9.973363876342773
[INFO] 2021-05-04 15:48:42 > Best FID score (Step: 106000, Using test moments): 7.160929844416842
[INFO] 2021-05-04 15:48:43 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 15:50:06 > Step: 110100 Progress: 55.0% Elapsed: 1 day, 3:29:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.76407 Generator_loss: 2.40732
[INFO] 2021-05-04 15:51:29 > Step: 110200 Progress: 55.1% Elapsed: 1 day, 3:30:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.12596 Generator_loss: 2.61743
[INFO] 2021-05-04 15:52:53 > Step: 110300 Progress: 55.1% Elapsed: 1 day, 3:32:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.81793 Generator_loss: 2.20936
[INFO] 2021-05-04 15:54:17 > Step: 110400 Progress: 55.2% Elapsed: 1 day, 3:33:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.90954 Generator_loss: 1.83612
[INFO] 2021-05-04 15:55:41 > Step: 110500 Progress: 55.2% Elapsed: 1 day, 3:34:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.87516 Generator_loss: 1.94656
[INFO] 2021-05-04 15:57:05 > Step: 110600 Progress: 55.3% Elapsed: 1 day, 3:36:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.79092 Generator_loss: 1.96014
[INFO] 2021-05-04 15:58:27 > Step: 110700 Progress: 55.4% Elapsed: 1 day, 3:37:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.84599 Generator_loss: 1.9556
[INFO] 2021-05-04 15:59:49 > Step: 110800 Progress: 55.4% Elapsed: 1 day, 3:38:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.8881 Generator_loss: 2.27204
[INFO] 2021-05-04 16:01:12 > Step: 110900 Progress: 55.5% Elapsed: 1 day, 3:40:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.94931 Generator_loss: 1.77323
[INFO] 2021-05-04 16:02:36 > Step: 111000 Progress: 55.5% Elapsed: 1 day, 3:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.71338 Generator_loss: 1.70561
[INFO] 2021-05-04 16:03:57 > Step: 111100 Progress: 55.5% Elapsed: 1 day, 3:43:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.87597 Generator_loss: 2.06136
[INFO] 2021-05-04 16:05:19 > Step: 111200 Progress: 55.6% Elapsed: 1 day, 3:44:30 temperature: 0.5 ada_p: No Discriminator_loss: 3.06589 Generator_loss: 1.67938
[INFO] 2021-05-04 16:06:43 > Step: 111300 Progress: 55.6% Elapsed: 1 day, 3:45:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.8309 Generator_loss: 1.95136
[INFO] 2021-05-04 16:08:07 > Step: 111400 Progress: 55.7% Elapsed: 1 day, 3:47:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.1532 Generator_loss: 1.75359
[INFO] 2021-05-04 16:09:31 > Step: 111500 Progress: 55.8% Elapsed: 1 day, 3:48:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.85902 Generator_loss: 1.82929
[INFO] 2021-05-04 16:10:55 > Step: 111600 Progress: 55.8% Elapsed: 1 day, 3:50:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.00872 Generator_loss: 1.9636
[INFO] 2021-05-04 16:12:19 > Step: 111700 Progress: 55.9% Elapsed: 1 day, 3:51:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.05231 Generator_loss: 1.885
[INFO] 2021-05-04 16:13:43 > Step: 111800 Progress: 55.9% Elapsed: 1 day, 3:52:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.03657 Generator_loss: 2.13518
[INFO] 2021-05-04 16:15:06 > Step: 111900 Progress: 56.0% Elapsed: 1 day, 3:54:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.84433 Generator_loss: 1.90014
[INFO] 2021-05-04 16:16:30 > Step: 112000 Progress: 56.0% Elapsed: 1 day, 3:55:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.83214 Generator_loss: 2.10597
[INFO] 2021-05-04 16:16:30 > Start Evaluation (112000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 16:16:30 > Calculating FID Score....
[INFO] 2021-05-04 16:17:04 > Calculating Inception Score....
[INFO] 2021-05-04 16:17:22 > Calculate F_beta Score....
[INFO] 2021-05-04 16:18:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 16:18:22 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 16:18:23 > Calculate Accuracies....
[INFO] 2021-05-04 16:18:31 > Calculate Accuracies....
[INFO] 2021-05-04 16:18:33 > F_8 score (Step: 112000, Using test images): 0.994969485544838
[INFO] 2021-05-04 16:18:33 > F_1/8 score (Step: 112000, Using test images): 0.9955727582772061
[INFO] 2021-05-04 16:18:33 > FID score (Step: 112000, Using test moments): 7.12064636648023
[INFO] 2021-05-04 16:18:33 > Inception score (Step: 112000, 10000 generated images): 9.989822387695312
[INFO] 2021-05-04 16:18:33 > Best FID score (Step: 112000, Using test moments): 7.12064636648023
[INFO] 2021-05-04 16:18:36 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 16:20:03 > Step: 112100 Progress: 56.0% Elapsed: 1 day, 3:59:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.98966 Generator_loss: 1.7046
[INFO] 2021-05-04 16:21:30 > Step: 112200 Progress: 56.1% Elapsed: 1 day, 4:00:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.77177 Generator_loss: 2.18586
[INFO] 2021-05-04 16:22:58 > Step: 112300 Progress: 56.1% Elapsed: 1 day, 4:02:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.92561 Generator_loss: 2.00726
[INFO] 2021-05-04 16:24:25 > Step: 112400 Progress: 56.2% Elapsed: 1 day, 4:03:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.87503 Generator_loss: 2.45074
[INFO] 2021-05-04 16:25:52 > Step: 112500 Progress: 56.2% Elapsed: 1 day, 4:05:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.96562 Generator_loss: 2.08207
[INFO] 2021-05-04 16:27:19 > Step: 112600 Progress: 56.3% Elapsed: 1 day, 4:06:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.89346 Generator_loss: 2.07524
[INFO] 2021-05-04 16:28:46 > Step: 112700 Progress: 56.4% Elapsed: 1 day, 4:07:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.84883 Generator_loss: 1.88467
[INFO] 2021-05-04 16:30:14 > Step: 112800 Progress: 56.4% Elapsed: 1 day, 4:09:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.95168 Generator_loss: 2.53266
[INFO] 2021-05-04 16:31:42 > Step: 112900 Progress: 56.5% Elapsed: 1 day, 4:10:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86183 Generator_loss: 2.07721
[INFO] 2021-05-04 16:33:10 > Step: 113000 Progress: 56.5% Elapsed: 1 day, 4:12:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.8294 Generator_loss: 2.41762
[INFO] 2021-05-04 16:34:38 > Step: 113100 Progress: 56.5% Elapsed: 1 day, 4:13:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.8698 Generator_loss: 1.72756
[INFO] 2021-05-04 16:36:02 > Step: 113200 Progress: 56.6% Elapsed: 1 day, 4:15:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.73542 Generator_loss: 2.32388
[INFO] 2021-05-04 16:37:28 > Step: 113300 Progress: 56.6% Elapsed: 1 day, 4:16:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.84475 Generator_loss: 2.24468
[INFO] 2021-05-04 16:38:56 > Step: 113400 Progress: 56.7% Elapsed: 1 day, 4:18:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.9063 Generator_loss: 2.19261
[INFO] 2021-05-04 16:40:23 > Step: 113500 Progress: 56.8% Elapsed: 1 day, 4:19:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.81605 Generator_loss: 1.68551
[INFO] 2021-05-04 16:41:47 > Step: 113600 Progress: 56.8% Elapsed: 1 day, 4:20:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.79853 Generator_loss: 2.1464
[INFO] 2021-05-04 16:43:14 > Step: 113700 Progress: 56.9% Elapsed: 1 day, 4:22:24 temperature: 0.5 ada_p: No Discriminator_loss: 3.00957 Generator_loss: 1.66856
[INFO] 2021-05-04 16:44:41 > Step: 113800 Progress: 56.9% Elapsed: 1 day, 4:23:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.99189 Generator_loss: 2.16412
[INFO] 2021-05-04 16:46:09 > Step: 113900 Progress: 57.0% Elapsed: 1 day, 4:25:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.7441 Generator_loss: 2.24289
[INFO] 2021-05-04 16:47:36 > Step: 114000 Progress: 57.0% Elapsed: 1 day, 4:26:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.86627 Generator_loss: 2.77392
[INFO] 2021-05-04 16:47:36 > Start Evaluation (114000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 16:47:36 > Calculating FID Score....
[INFO] 2021-05-04 16:48:11 > Calculating Inception Score....
[INFO] 2021-05-04 16:48:28 > Calculate F_beta Score....
[INFO] 2021-05-04 16:49:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 16:49:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 16:49:33 > Calculate Accuracies....
[INFO] 2021-05-04 16:49:40 > Calculate Accuracies....
[INFO] 2021-05-04 16:49:43 > F_8 score (Step: 114000, Using test images): 0.9947841857174257
[INFO] 2021-05-04 16:49:43 > F_1/8 score (Step: 114000, Using test images): 0.9964198862950331
[INFO] 2021-05-04 16:49:43 > FID score (Step: 114000, Using test moments): 7.14154076522567
[INFO] 2021-05-04 16:49:43 > Inception score (Step: 114000, 10000 generated images): 10.104543685913086
[INFO] 2021-05-04 16:49:43 > Best FID score (Step: 112000, Using test moments): 7.12064636648023
[INFO] 2021-05-04 16:49:46 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 16:51:13 > Step: 114100 Progress: 57.0% Elapsed: 1 day, 4:30:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.8031 Generator_loss: 1.94654
[INFO] 2021-05-04 16:52:42 > Step: 114200 Progress: 57.1% Elapsed: 1 day, 4:31:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.78831 Generator_loss: 2.48302
[INFO] 2021-05-04 16:54:09 > Step: 114300 Progress: 57.1% Elapsed: 1 day, 4:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.83593 Generator_loss: 2.34923
[INFO] 2021-05-04 16:55:36 > Step: 114400 Progress: 57.2% Elapsed: 1 day, 4:34:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.79769 Generator_loss: 1.89348
[INFO] 2021-05-04 16:57:03 > Step: 114500 Progress: 57.2% Elapsed: 1 day, 4:36:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.97091 Generator_loss: 1.83661
[INFO] 2021-05-04 16:58:31 > Step: 114600 Progress: 57.3% Elapsed: 1 day, 4:37:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.95313 Generator_loss: 2.14936
[INFO] 2021-05-04 16:59:58 > Step: 114700 Progress: 57.4% Elapsed: 1 day, 4:39:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.92015 Generator_loss: 2.45712
[INFO] 2021-05-04 17:01:24 > Step: 114800 Progress: 57.4% Elapsed: 1 day, 4:40:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.83199 Generator_loss: 2.10611
[INFO] 2021-05-04 17:02:51 > Step: 114900 Progress: 57.5% Elapsed: 1 day, 4:42:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.03796 Generator_loss: 1.7921
[INFO] 2021-05-04 17:04:18 > Step: 115000 Progress: 57.5% Elapsed: 1 day, 4:43:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.83561 Generator_loss: 2.40569
[INFO] 2021-05-04 17:05:44 > Step: 115100 Progress: 57.6% Elapsed: 1 day, 4:44:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.93977 Generator_loss: 2.18153
[INFO] 2021-05-04 17:07:11 > Step: 115200 Progress: 57.6% Elapsed: 1 day, 4:46:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.88404 Generator_loss: 2.03609
[INFO] 2021-05-04 17:08:41 > Step: 115300 Progress: 57.6% Elapsed: 1 day, 4:47:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.98195 Generator_loss: 1.95507
[INFO] 2021-05-04 17:10:08 > Step: 115400 Progress: 57.7% Elapsed: 1 day, 4:49:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.93107 Generator_loss: 1.68476
[INFO] 2021-05-04 17:11:34 > Step: 115500 Progress: 57.8% Elapsed: 1 day, 4:50:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.91018 Generator_loss: 1.80213
[INFO] 2021-05-04 17:12:58 > Step: 115600 Progress: 57.8% Elapsed: 1 day, 4:52:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.98095 Generator_loss: 2.41066
[INFO] 2021-05-04 17:14:18 > Step: 115700 Progress: 57.9% Elapsed: 1 day, 4:53:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.81222 Generator_loss: 2.29074
[INFO] 2021-05-04 17:15:42 > Step: 115800 Progress: 57.9% Elapsed: 1 day, 4:54:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.08031 Generator_loss: 2.19646
[INFO] 2021-05-04 17:17:05 > Step: 115900 Progress: 58.0% Elapsed: 1 day, 4:56:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.88649 Generator_loss: 1.87587
[INFO] 2021-05-04 17:18:28 > Step: 116000 Progress: 58.0% Elapsed: 1 day, 4:57:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.88625 Generator_loss: 2.11654
[INFO] 2021-05-04 17:18:28 > Start Evaluation (116000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 17:18:28 > Calculating FID Score....
[INFO] 2021-05-04 17:19:00 > Calculating Inception Score....
[INFO] 2021-05-04 17:19:17 > Calculate F_beta Score....
[INFO] 2021-05-04 17:20:15 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 17:20:15 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 17:20:16 > Calculate Accuracies....
[INFO] 2021-05-04 17:20:23 > Calculate Accuracies....
[INFO] 2021-05-04 17:20:24 > F_8 score (Step: 116000, Using test images): 0.9945443523453855
[INFO] 2021-05-04 17:20:24 > F_1/8 score (Step: 116000, Using test images): 0.9961445053671871
[INFO] 2021-05-04 17:20:24 > FID score (Step: 116000, Using test moments): 7.210590590603829
[INFO] 2021-05-04 17:20:24 > Inception score (Step: 116000, 10000 generated images): 9.965957641601562
[INFO] 2021-05-04 17:20:24 > Best FID score (Step: 112000, Using test moments): 7.12064636648023
[INFO] 2021-05-04 17:20:26 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 17:21:49 > Step: 116100 Progress: 58.1% Elapsed: 1 day, 5:01:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.82518 Generator_loss: 1.9611
[INFO] 2021-05-04 17:23:13 > Step: 116200 Progress: 58.1% Elapsed: 1 day, 5:02:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.92621 Generator_loss: 2.25526
[INFO] 2021-05-04 17:24:38 > Step: 116300 Progress: 58.1% Elapsed: 1 day, 5:03:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.84246 Generator_loss: 2.1102
[INFO] 2021-05-04 17:26:01 > Step: 116400 Progress: 58.2% Elapsed: 1 day, 5:05:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.80002 Generator_loss: 2.11434
[INFO] 2021-05-04 17:27:25 > Step: 116500 Progress: 58.2% Elapsed: 1 day, 5:06:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.72639 Generator_loss: 1.65905
[INFO] 2021-05-04 17:28:49 > Step: 116600 Progress: 58.3% Elapsed: 1 day, 5:07:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.6919 Generator_loss: 2.28915
[INFO] 2021-05-04 17:30:13 > Step: 116700 Progress: 58.4% Elapsed: 1 day, 5:09:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.89582 Generator_loss: 2.45599
[INFO] 2021-05-04 17:31:37 > Step: 116800 Progress: 58.4% Elapsed: 1 day, 5:10:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.82145 Generator_loss: 1.8051
[INFO] 2021-05-04 17:33:01 > Step: 116900 Progress: 58.5% Elapsed: 1 day, 5:12:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.86806 Generator_loss: 2.46336
[INFO] 2021-05-04 17:34:25 > Step: 117000 Progress: 58.5% Elapsed: 1 day, 5:13:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.93348 Generator_loss: 1.67154
[INFO] 2021-05-04 17:35:49 > Step: 117100 Progress: 58.6% Elapsed: 1 day, 5:14:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.74239 Generator_loss: 2.1026
[INFO] 2021-05-04 17:37:12 > Step: 117200 Progress: 58.6% Elapsed: 1 day, 5:16:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.75712 Generator_loss: 2.28179
[INFO] 2021-05-04 17:38:35 > Step: 117300 Progress: 58.7% Elapsed: 1 day, 5:17:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.72717 Generator_loss: 2.14199
[INFO] 2021-05-04 17:40:00 > Step: 117400 Progress: 58.7% Elapsed: 1 day, 5:19:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.95151 Generator_loss: 2.8752
[INFO] 2021-05-04 17:41:24 > Step: 117500 Progress: 58.8% Elapsed: 1 day, 5:20:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.02222 Generator_loss: 1.69876
[INFO] 2021-05-04 17:42:47 > Step: 117600 Progress: 58.8% Elapsed: 1 day, 5:21:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.89205 Generator_loss: 2.03215
[INFO] 2021-05-04 17:44:11 > Step: 117700 Progress: 58.9% Elapsed: 1 day, 5:23:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.90018 Generator_loss: 2.3022
[INFO] 2021-05-04 17:45:35 > Step: 117800 Progress: 58.9% Elapsed: 1 day, 5:24:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.99289 Generator_loss: 1.98414
[INFO] 2021-05-04 17:46:58 > Step: 117900 Progress: 59.0% Elapsed: 1 day, 5:26:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.94917 Generator_loss: 1.77525
[INFO] 2021-05-04 17:48:22 > Step: 118000 Progress: 59.0% Elapsed: 1 day, 5:27:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.9261 Generator_loss: 2.17886
[INFO] 2021-05-04 17:48:22 > Start Evaluation (118000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 17:48:22 > Calculating FID Score....
[INFO] 2021-05-04 17:48:55 > Calculating Inception Score....
[INFO] 2021-05-04 17:49:12 > Calculate F_beta Score....
[INFO] 2021-05-04 17:50:06 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 17:50:06 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 17:50:07 > Calculate Accuracies....
[INFO] 2021-05-04 17:50:13 > Calculate Accuracies....
[INFO] 2021-05-04 17:50:15 > F_8 score (Step: 118000, Using test images): 0.9914801423928828
[INFO] 2021-05-04 17:50:15 > F_1/8 score (Step: 118000, Using test images): 0.9958678165891035
[INFO] 2021-05-04 17:50:15 > FID score (Step: 118000, Using test moments): 7.2288519911563185
[INFO] 2021-05-04 17:50:15 > Inception score (Step: 118000, 10000 generated images): 10.063591957092285
[INFO] 2021-05-04 17:50:15 > Best FID score (Step: 112000, Using test moments): 7.12064636648023
[INFO] 2021-05-04 17:50:16 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 17:51:41 > Step: 118100 Progress: 59.1% Elapsed: 1 day, 5:30:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.89595 Generator_loss: 1.99675
[INFO] 2021-05-04 17:53:05 > Step: 118200 Progress: 59.1% Elapsed: 1 day, 5:32:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.90201 Generator_loss: 1.88607
[INFO] 2021-05-04 17:54:27 > Step: 118300 Progress: 59.2% Elapsed: 1 day, 5:33:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.79297 Generator_loss: 2.31193
[INFO] 2021-05-04 17:55:49 > Step: 118400 Progress: 59.2% Elapsed: 1 day, 5:34:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.92008 Generator_loss: 1.64
[INFO] 2021-05-04 17:57:13 > Step: 118500 Progress: 59.2% Elapsed: 1 day, 5:36:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.99355 Generator_loss: 2.06755
[INFO] 2021-05-04 17:58:37 > Step: 118600 Progress: 59.3% Elapsed: 1 day, 5:37:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.95879 Generator_loss: 2.54248
[INFO] 2021-05-04 18:00:01 > Step: 118700 Progress: 59.4% Elapsed: 1 day, 5:39:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.7595 Generator_loss: 2.66405
[INFO] 2021-05-04 18:01:25 > Step: 118800 Progress: 59.4% Elapsed: 1 day, 5:40:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.80682 Generator_loss: 2.17727
[INFO] 2021-05-04 18:02:50 > Step: 118900 Progress: 59.5% Elapsed: 1 day, 5:42:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.90643 Generator_loss: 1.77037
[INFO] 2021-05-04 18:04:13 > Step: 119000 Progress: 59.5% Elapsed: 1 day, 5:43:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.01734 Generator_loss: 2.81645
[INFO] 2021-05-04 18:05:36 > Step: 119100 Progress: 59.6% Elapsed: 1 day, 5:44:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.14541 Generator_loss: 2.32985
[INFO] 2021-05-04 18:07:00 > Step: 119200 Progress: 59.6% Elapsed: 1 day, 5:46:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.91342 Generator_loss: 2.41041
[INFO] 2021-05-04 18:08:24 > Step: 119300 Progress: 59.7% Elapsed: 1 day, 5:47:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.9653 Generator_loss: 1.68549
[INFO] 2021-05-04 18:09:48 > Step: 119400 Progress: 59.7% Elapsed: 1 day, 5:48:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.84496 Generator_loss: 1.86488
[INFO] 2021-05-04 18:11:12 > Step: 119500 Progress: 59.8% Elapsed: 1 day, 5:50:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.82529 Generator_loss: 1.49637
[INFO] 2021-05-04 18:12:36 > Step: 119600 Progress: 59.8% Elapsed: 1 day, 5:51:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.801 Generator_loss: 1.79696
[INFO] 2021-05-04 18:14:00 > Step: 119700 Progress: 59.9% Elapsed: 1 day, 5:53:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.71597 Generator_loss: 2.81528
[INFO] 2021-05-04 18:15:23 > Step: 119800 Progress: 59.9% Elapsed: 1 day, 5:54:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.88775 Generator_loss: 2.11502
[INFO] 2021-05-04 18:16:48 > Step: 119900 Progress: 60.0% Elapsed: 1 day, 5:55:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.87333 Generator_loss: 2.13256
[INFO] 2021-05-04 18:18:11 > Step: 120000 Progress: 60.0% Elapsed: 1 day, 5:57:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.95582 Generator_loss: 1.85616
[INFO] 2021-05-04 18:18:11 > Start Evaluation (120000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 18:18:11 > Calculating FID Score....
[INFO] 2021-05-04 18:18:45 > Calculating Inception Score....
[INFO] 2021-05-04 18:19:02 > Calculate F_beta Score....
[INFO] 2021-05-04 18:19:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 18:19:58 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 18:19:58 > Calculate Accuracies....
[INFO] 2021-05-04 18:20:05 > Calculate Accuracies....
[INFO] 2021-05-04 18:20:07 > F_8 score (Step: 120000, Using test images): 0.9931216232790752
[INFO] 2021-05-04 18:20:07 > F_1/8 score (Step: 120000, Using test images): 0.9957085994077484
[INFO] 2021-05-04 18:20:07 > FID score (Step: 120000, Using test moments): 7.173693289870187
[INFO] 2021-05-04 18:20:07 > Inception score (Step: 120000, 10000 generated images): 9.98139762878418
[INFO] 2021-05-04 18:20:07 > Best FID score (Step: 112000, Using test moments): 7.12064636648023
[INFO] 2021-05-04 18:20:08 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 18:21:32 > Step: 120100 Progress: 60.1% Elapsed: 1 day, 6:00:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.70081 Generator_loss: 1.76619
[INFO] 2021-05-04 18:22:57 > Step: 120200 Progress: 60.1% Elapsed: 1 day, 6:02:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.84142 Generator_loss: 2.19685
[INFO] 2021-05-04 18:24:21 > Step: 120300 Progress: 60.2% Elapsed: 1 day, 6:03:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.92209 Generator_loss: 1.91404
[INFO] 2021-05-04 18:25:42 > Step: 120400 Progress: 60.2% Elapsed: 1 day, 6:04:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.94102 Generator_loss: 2.15819
[INFO] 2021-05-04 18:27:02 > Step: 120500 Progress: 60.2% Elapsed: 1 day, 6:06:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.85994 Generator_loss: 2.04454
[INFO] 2021-05-04 18:28:24 > Step: 120600 Progress: 60.3% Elapsed: 1 day, 6:07:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.88799 Generator_loss: 2.07471
[INFO] 2021-05-04 18:29:44 > Step: 120700 Progress: 60.4% Elapsed: 1 day, 6:08:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.70552 Generator_loss: 2.29989
[INFO] 2021-05-04 18:31:04 > Step: 120800 Progress: 60.4% Elapsed: 1 day, 6:10:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.99392 Generator_loss: 2.3666
[INFO] 2021-05-04 18:32:23 > Step: 120900 Progress: 60.5% Elapsed: 1 day, 6:11:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.85788 Generator_loss: 2.53933
[INFO] 2021-05-04 18:33:43 > Step: 121000 Progress: 60.5% Elapsed: 1 day, 6:12:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.8405 Generator_loss: 2.4977
[INFO] 2021-05-04 18:35:02 > Step: 121100 Progress: 60.6% Elapsed: 1 day, 6:14:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.9918 Generator_loss: 2.38496
[INFO] 2021-05-04 18:36:22 > Step: 121200 Progress: 60.6% Elapsed: 1 day, 6:15:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.74188 Generator_loss: 1.94887
[INFO] 2021-05-04 18:37:42 > Step: 121300 Progress: 60.7% Elapsed: 1 day, 6:16:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.87999 Generator_loss: 2.09612
[INFO] 2021-05-04 18:39:02 > Step: 121400 Progress: 60.7% Elapsed: 1 day, 6:18:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.76131 Generator_loss: 1.91422
[INFO] 2021-05-04 18:40:21 > Step: 121500 Progress: 60.8% Elapsed: 1 day, 6:19:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.82547 Generator_loss: 1.81503
[INFO] 2021-05-04 18:41:41 > Step: 121600 Progress: 60.8% Elapsed: 1 day, 6:20:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.77481 Generator_loss: 1.98962
[INFO] 2021-05-04 18:43:01 > Step: 121700 Progress: 60.9% Elapsed: 1 day, 6:22:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.9908 Generator_loss: 1.60829
[INFO] 2021-05-04 18:44:21 > Step: 121800 Progress: 60.9% Elapsed: 1 day, 6:23:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.94052 Generator_loss: 2.23749
[INFO] 2021-05-04 18:45:40 > Step: 121900 Progress: 61.0% Elapsed: 1 day, 6:24:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.92475 Generator_loss: 1.50897
[INFO] 2021-05-04 18:47:00 > Step: 122000 Progress: 61.0% Elapsed: 1 day, 6:26:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.065 Generator_loss: 2.14423
[INFO] 2021-05-04 18:47:00 > Start Evaluation (122000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 18:47:00 > Calculating FID Score....
[INFO] 2021-05-04 18:47:31 > Calculating Inception Score....
[INFO] 2021-05-04 18:47:48 > Calculate F_beta Score....
[INFO] 2021-05-04 18:48:37 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 18:48:37 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 18:48:38 > Calculate Accuracies....
[INFO] 2021-05-04 18:48:44 > Calculate Accuracies....
[INFO] 2021-05-04 18:48:45 > F_8 score (Step: 122000, Using test images): 0.9939301330084351
[INFO] 2021-05-04 18:48:45 > F_1/8 score (Step: 122000, Using test images): 0.996100974304822
[INFO] 2021-05-04 18:48:45 > FID score (Step: 122000, Using test moments): 7.0776746840434726
[INFO] 2021-05-04 18:48:45 > Inception score (Step: 122000, 10000 generated images): 9.933186531066895
[INFO] 2021-05-04 18:48:45 > Best FID score (Step: 122000, Using test moments): 7.0776746840434726
[INFO] 2021-05-04 18:48:48 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 18:50:07 > Step: 122100 Progress: 61.1% Elapsed: 1 day, 6:29:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.87193 Generator_loss: 1.94036
[INFO] 2021-05-04 18:51:27 > Step: 122200 Progress: 61.1% Elapsed: 1 day, 6:30:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.93853 Generator_loss: 2.20466
[INFO] 2021-05-04 18:52:46 > Step: 122300 Progress: 61.2% Elapsed: 1 day, 6:31:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.96954 Generator_loss: 1.97215
[INFO] 2021-05-04 18:54:06 > Step: 122400 Progress: 61.2% Elapsed: 1 day, 6:33:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.8975 Generator_loss: 1.6215
[INFO] 2021-05-04 18:55:25 > Step: 122500 Progress: 61.3% Elapsed: 1 day, 6:34:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.97263 Generator_loss: 1.82129
[INFO] 2021-05-04 18:56:45 > Step: 122600 Progress: 61.3% Elapsed: 1 day, 6:35:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.84024 Generator_loss: 2.02458
[INFO] 2021-05-04 18:58:05 > Step: 122700 Progress: 61.4% Elapsed: 1 day, 6:37:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.9351 Generator_loss: 2.09567
[INFO] 2021-05-04 18:59:24 > Step: 122800 Progress: 61.4% Elapsed: 1 day, 6:38:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.05046 Generator_loss: 2.70424
[INFO] 2021-05-04 19:00:44 > Step: 122900 Progress: 61.5% Elapsed: 1 day, 6:39:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.92251 Generator_loss: 2.26706
[INFO] 2021-05-04 19:02:03 > Step: 123000 Progress: 61.5% Elapsed: 1 day, 6:41:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.8156 Generator_loss: 1.73017
[INFO] 2021-05-04 19:03:23 > Step: 123100 Progress: 61.6% Elapsed: 1 day, 6:42:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.93004 Generator_loss: 1.62999
[INFO] 2021-05-04 19:04:42 > Step: 123200 Progress: 61.6% Elapsed: 1 day, 6:43:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.85133 Generator_loss: 1.79577
[INFO] 2021-05-04 19:06:02 > Step: 123300 Progress: 61.7% Elapsed: 1 day, 6:45:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.86439 Generator_loss: 1.63184
[INFO] 2021-05-04 19:07:21 > Step: 123400 Progress: 61.7% Elapsed: 1 day, 6:46:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.9315 Generator_loss: 2.05726
[INFO] 2021-05-04 19:08:41 > Step: 123500 Progress: 61.8% Elapsed: 1 day, 6:47:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.81765 Generator_loss: 1.81363
[INFO] 2021-05-04 19:10:00 > Step: 123600 Progress: 61.8% Elapsed: 1 day, 6:49:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.86552 Generator_loss: 1.92657
[INFO] 2021-05-04 19:11:19 > Step: 123700 Progress: 61.9% Elapsed: 1 day, 6:50:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.87084 Generator_loss: 1.7154
[INFO] 2021-05-04 19:12:39 > Step: 123800 Progress: 61.9% Elapsed: 1 day, 6:51:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.84946 Generator_loss: 1.71274
[INFO] 2021-05-04 19:13:58 > Step: 123900 Progress: 62.0% Elapsed: 1 day, 6:53:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.83622 Generator_loss: 2.23115
[INFO] 2021-05-04 19:15:17 > Step: 124000 Progress: 62.0% Elapsed: 1 day, 6:54:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.81605 Generator_loss: 2.12531
[INFO] 2021-05-04 19:15:18 > Start Evaluation (124000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 19:15:18 > Calculating FID Score....
[INFO] 2021-05-04 19:15:49 > Calculating Inception Score....
[INFO] 2021-05-04 19:16:06 > Calculate F_beta Score....
[INFO] 2021-05-04 19:16:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 19:16:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 19:16:57 > Calculate Accuracies....
[INFO] 2021-05-04 19:17:04 > Calculate Accuracies....
[INFO] 2021-05-04 19:17:05 > F_8 score (Step: 124000, Using test images): 0.9935034963629631
[INFO] 2021-05-04 19:17:05 > F_1/8 score (Step: 124000, Using test images): 0.9958460940585913
[INFO] 2021-05-04 19:17:05 > FID score (Step: 124000, Using test moments): 7.262877506517725
[INFO] 2021-05-04 19:17:05 > Inception score (Step: 124000, 10000 generated images): 10.230195045471191
[INFO] 2021-05-04 19:17:05 > Best FID score (Step: 122000, Using test moments): 7.0776746840434726
[INFO] 2021-05-04 19:17:07 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 19:18:26 > Step: 124100 Progress: 62.1% Elapsed: 1 day, 6:57:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.78904 Generator_loss: 2.65468
[INFO] 2021-05-04 19:19:46 > Step: 124200 Progress: 62.1% Elapsed: 1 day, 6:58:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.84177 Generator_loss: 2.09572
[INFO] 2021-05-04 19:21:05 > Step: 124300 Progress: 62.2% Elapsed: 1 day, 7:00:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.75882 Generator_loss: 2.05445
[INFO] 2021-05-04 19:22:25 > Step: 124400 Progress: 62.2% Elapsed: 1 day, 7:01:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.83887 Generator_loss: 2.45306
[INFO] 2021-05-04 19:23:45 > Step: 124500 Progress: 62.3% Elapsed: 1 day, 7:02:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.01024 Generator_loss: 1.48165
[INFO] 2021-05-04 19:25:04 > Step: 124600 Progress: 62.3% Elapsed: 1 day, 7:04:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.94964 Generator_loss: 2.34707
[INFO] 2021-05-04 19:26:24 > Step: 124700 Progress: 62.4% Elapsed: 1 day, 7:05:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.79892 Generator_loss: 2.33798
[INFO] 2021-05-04 19:27:44 > Step: 124800 Progress: 62.4% Elapsed: 1 day, 7:06:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.98512 Generator_loss: 2.56634
[INFO] 2021-05-04 19:29:03 > Step: 124900 Progress: 62.5% Elapsed: 1 day, 7:08:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.80243 Generator_loss: 2.07058
[INFO] 2021-05-04 19:30:23 > Step: 125000 Progress: 62.5% Elapsed: 1 day, 7:09:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.82506 Generator_loss: 1.9386
[INFO] 2021-05-04 19:31:42 > Step: 125100 Progress: 62.5% Elapsed: 1 day, 7:10:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.82324 Generator_loss: 1.91769
[INFO] 2021-05-04 19:33:02 > Step: 125200 Progress: 62.6% Elapsed: 1 day, 7:12:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.99617 Generator_loss: 2.05394
[INFO] 2021-05-04 19:34:21 > Step: 125300 Progress: 62.6% Elapsed: 1 day, 7:13:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.9325 Generator_loss: 1.61163
[INFO] 2021-05-04 19:35:41 > Step: 125400 Progress: 62.7% Elapsed: 1 day, 7:14:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.80522 Generator_loss: 1.67225
[INFO] 2021-05-04 19:37:00 > Step: 125500 Progress: 62.7% Elapsed: 1 day, 7:16:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.79672 Generator_loss: 2.11259
[INFO] 2021-05-04 19:38:20 > Step: 125600 Progress: 62.8% Elapsed: 1 day, 7:17:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.822 Generator_loss: 2.24424
[INFO] 2021-05-04 19:39:39 > Step: 125700 Progress: 62.8% Elapsed: 1 day, 7:18:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.07319 Generator_loss: 2.04049
[INFO] 2021-05-04 19:40:58 > Step: 125800 Progress: 62.9% Elapsed: 1 day, 7:20:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.88239 Generator_loss: 1.73274
[INFO] 2021-05-04 19:42:18 > Step: 125900 Progress: 62.9% Elapsed: 1 day, 7:21:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.73179 Generator_loss: 2.03359
[INFO] 2021-05-04 19:43:37 > Step: 126000 Progress: 63.0% Elapsed: 1 day, 7:22:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.94289 Generator_loss: 1.76877
[INFO] 2021-05-04 19:43:37 > Start Evaluation (126000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 19:43:37 > Calculating FID Score....
[INFO] 2021-05-04 19:44:07 > Calculating Inception Score....
[INFO] 2021-05-04 19:44:25 > Calculate F_beta Score....
[INFO] 2021-05-04 19:45:14 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 19:45:14 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 19:45:15 > Calculate Accuracies....
[INFO] 2021-05-04 19:45:21 > Calculate Accuracies....
[INFO] 2021-05-04 19:45:22 > F_8 score (Step: 126000, Using test images): 0.9920461145944097
[INFO] 2021-05-04 19:45:22 > F_1/8 score (Step: 126000, Using test images): 0.995707108248478
[INFO] 2021-05-04 19:45:22 > FID score (Step: 126000, Using test moments): 7.075825956033782
[INFO] 2021-05-04 19:45:22 > Inception score (Step: 126000, 10000 generated images): 10.028985977172852
[INFO] 2021-05-04 19:45:22 > Best FID score (Step: 126000, Using test moments): 7.075825956033782
[INFO] 2021-05-04 19:45:25 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 19:46:44 > Step: 126100 Progress: 63.0% Elapsed: 1 day, 7:25:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.95244 Generator_loss: 1.49394
[INFO] 2021-05-04 19:48:03 > Step: 126200 Progress: 63.1% Elapsed: 1 day, 7:27:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.99297 Generator_loss: 1.92622
[INFO] 2021-05-04 19:49:23 > Step: 126300 Progress: 63.1% Elapsed: 1 day, 7:28:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.919 Generator_loss: 2.10525
[INFO] 2021-05-04 19:50:42 > Step: 126400 Progress: 63.2% Elapsed: 1 day, 7:29:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.98623 Generator_loss: 2.13234
[INFO] 2021-05-04 19:52:02 > Step: 126500 Progress: 63.2% Elapsed: 1 day, 7:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.94854 Generator_loss: 2.00533
[INFO] 2021-05-04 19:53:21 > Step: 126600 Progress: 63.3% Elapsed: 1 day, 7:32:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.88613 Generator_loss: 1.94132
[INFO] 2021-05-04 19:54:40 > Step: 126700 Progress: 63.3% Elapsed: 1 day, 7:33:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.89229 Generator_loss: 2.17113
[INFO] 2021-05-04 19:56:00 > Step: 126800 Progress: 63.4% Elapsed: 1 day, 7:35:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.84123 Generator_loss: 1.99616
[INFO] 2021-05-04 19:57:19 > Step: 126900 Progress: 63.4% Elapsed: 1 day, 7:36:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.87341 Generator_loss: 1.74154
[INFO] 2021-05-04 19:58:38 > Step: 127000 Progress: 63.5% Elapsed: 1 day, 7:37:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.79175 Generator_loss: 2.69737
[INFO] 2021-05-04 19:59:58 > Step: 127100 Progress: 63.5% Elapsed: 1 day, 7:39:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.871 Generator_loss: 2.52483
[INFO] 2021-05-04 20:01:17 > Step: 127200 Progress: 63.6% Elapsed: 1 day, 7:40:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.76524 Generator_loss: 2.07639
[INFO] 2021-05-04 20:02:36 > Step: 127300 Progress: 63.6% Elapsed: 1 day, 7:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.06101 Generator_loss: 1.63656
[INFO] 2021-05-04 20:03:56 > Step: 127400 Progress: 63.7% Elapsed: 1 day, 7:43:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.85351 Generator_loss: 1.90026
[INFO] 2021-05-04 20:05:15 > Step: 127500 Progress: 63.7% Elapsed: 1 day, 7:44:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.89255 Generator_loss: 2.47001
[INFO] 2021-05-04 20:06:34 > Step: 127600 Progress: 63.8% Elapsed: 1 day, 7:45:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.89288 Generator_loss: 2.06068
[INFO] 2021-05-04 20:07:54 > Step: 127700 Progress: 63.8% Elapsed: 1 day, 7:47:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.96322 Generator_loss: 1.80179
[INFO] 2021-05-04 20:09:13 > Step: 127800 Progress: 63.9% Elapsed: 1 day, 7:48:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.88358 Generator_loss: 2.27183
[INFO] 2021-05-04 20:10:32 > Step: 127900 Progress: 63.9% Elapsed: 1 day, 7:49:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.87717 Generator_loss: 1.84637
[INFO] 2021-05-04 20:11:52 > Step: 128000 Progress: 64.0% Elapsed: 1 day, 7:51:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.95908 Generator_loss: 1.73165
[INFO] 2021-05-04 20:11:52 > Start Evaluation (128000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 20:11:52 > Calculating FID Score....
[INFO] 2021-05-04 20:12:23 > Calculating Inception Score....
[INFO] 2021-05-04 20:12:40 > Calculate F_beta Score....
[INFO] 2021-05-04 20:13:30 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 20:13:30 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 20:13:30 > Calculate Accuracies....
[INFO] 2021-05-04 20:13:37 > Calculate Accuracies....
[INFO] 2021-05-04 20:13:38 > F_8 score (Step: 128000, Using test images): 0.9940762302762156
[INFO] 2021-05-04 20:13:38 > F_1/8 score (Step: 128000, Using test images): 0.9963815018802258
[INFO] 2021-05-04 20:13:38 > FID score (Step: 128000, Using test moments): 6.991193409114089
[INFO] 2021-05-04 20:13:38 > Inception score (Step: 128000, 10000 generated images): 9.982572555541992
[INFO] 2021-05-04 20:13:38 > Best FID score (Step: 128000, Using test moments): 6.991193409114089
[INFO] 2021-05-04 20:13:40 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 20:15:00 > Step: 128100 Progress: 64.0% Elapsed: 1 day, 7:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.93692 Generator_loss: 2.24799
[INFO] 2021-05-04 20:16:19 > Step: 128200 Progress: 64.1% Elapsed: 1 day, 7:55:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.94206 Generator_loss: 2.24352
[INFO] 2021-05-04 20:17:38 > Step: 128300 Progress: 64.1% Elapsed: 1 day, 7:56:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.87731 Generator_loss: 1.82207
[INFO] 2021-05-04 20:18:58 > Step: 128400 Progress: 64.2% Elapsed: 1 day, 7:58:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.96778 Generator_loss: 1.78276
[INFO] 2021-05-04 20:20:17 > Step: 128500 Progress: 64.2% Elapsed: 1 day, 7:59:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.70357 Generator_loss: 2.44776
[INFO] 2021-05-04 20:21:37 > Step: 128600 Progress: 64.3% Elapsed: 1 day, 8:00:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.08978 Generator_loss: 1.94942
[INFO] 2021-05-04 20:22:56 > Step: 128700 Progress: 64.3% Elapsed: 1 day, 8:02:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.92475 Generator_loss: 2.25609
[INFO] 2021-05-04 20:24:16 > Step: 128800 Progress: 64.4% Elapsed: 1 day, 8:03:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.89126 Generator_loss: 2.14002
[INFO] 2021-05-04 20:25:35 > Step: 128900 Progress: 64.5% Elapsed: 1 day, 8:04:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.83061 Generator_loss: 2.25734
[INFO] 2021-05-04 20:26:55 > Step: 129000 Progress: 64.5% Elapsed: 1 day, 8:06:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.94965 Generator_loss: 1.89613
[INFO] 2021-05-04 20:28:14 > Step: 129100 Progress: 64.5% Elapsed: 1 day, 8:07:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.89594 Generator_loss: 2.2124
[INFO] 2021-05-04 20:29:34 > Step: 129200 Progress: 64.6% Elapsed: 1 day, 8:08:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.86388 Generator_loss: 1.89332
[INFO] 2021-05-04 20:30:53 > Step: 129300 Progress: 64.6% Elapsed: 1 day, 8:10:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.70254 Generator_loss: 2.42755
[INFO] 2021-05-04 20:32:12 > Step: 129400 Progress: 64.7% Elapsed: 1 day, 8:11:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.99723 Generator_loss: 2.19797
[INFO] 2021-05-04 20:33:32 > Step: 129500 Progress: 64.8% Elapsed: 1 day, 8:12:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.88388 Generator_loss: 2.3849
[INFO] 2021-05-04 20:34:51 > Step: 129600 Progress: 64.8% Elapsed: 1 day, 8:14:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.97023 Generator_loss: 2.32092
[INFO] 2021-05-04 20:36:11 > Step: 129700 Progress: 64.8% Elapsed: 1 day, 8:15:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.99153 Generator_loss: 2.14178
[INFO] 2021-05-04 20:37:31 > Step: 129800 Progress: 64.9% Elapsed: 1 day, 8:16:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.89429 Generator_loss: 1.92799
[INFO] 2021-05-04 20:38:51 > Step: 129900 Progress: 65.0% Elapsed: 1 day, 8:18:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.85858 Generator_loss: 1.89485
[INFO] 2021-05-04 20:40:10 > Step: 130000 Progress: 65.0% Elapsed: 1 day, 8:19:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.85285 Generator_loss: 1.94438
[INFO] 2021-05-04 20:40:10 > Start Evaluation (130000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 20:40:10 > Calculating FID Score....
[INFO] 2021-05-04 20:40:41 > Calculating Inception Score....
[INFO] 2021-05-04 20:40:58 > Calculate F_beta Score....
[INFO] 2021-05-04 20:41:47 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 20:41:48 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 20:41:48 > Calculate Accuracies....
[INFO] 2021-05-04 20:41:54 > Calculate Accuracies....
[INFO] 2021-05-04 20:41:56 > F_8 score (Step: 130000, Using test images): 0.9948577985490294
[INFO] 2021-05-04 20:41:56 > F_1/8 score (Step: 130000, Using test images): 0.9961577914027159
[INFO] 2021-05-04 20:41:56 > FID score (Step: 130000, Using test moments): 7.0311947696125685
[INFO] 2021-05-04 20:41:56 > Inception score (Step: 130000, 10000 generated images): 10.103486061096191
[INFO] 2021-05-04 20:41:56 > Best FID score (Step: 128000, Using test moments): 6.991193409114089
[INFO] 2021-05-04 20:41:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 20:43:16 > Step: 130100 Progress: 65.0% Elapsed: 1 day, 8:22:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.82056 Generator_loss: 2.0337
[INFO] 2021-05-04 20:44:36 > Step: 130200 Progress: 65.1% Elapsed: 1 day, 8:23:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.99915 Generator_loss: 1.74307
[INFO] 2021-05-04 20:45:56 > Step: 130300 Progress: 65.1% Elapsed: 1 day, 8:25:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.97201 Generator_loss: 1.39855
[INFO] 2021-05-04 20:47:15 > Step: 130400 Progress: 65.2% Elapsed: 1 day, 8:26:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.82689 Generator_loss: 2.19216
[INFO] 2021-05-04 20:48:35 > Step: 130500 Progress: 65.2% Elapsed: 1 day, 8:27:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.91247 Generator_loss: 2.31192
[INFO] 2021-05-04 20:49:54 > Step: 130600 Progress: 65.3% Elapsed: 1 day, 8:29:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.92776 Generator_loss: 2.16285
[INFO] 2021-05-04 20:51:13 > Step: 130700 Progress: 65.3% Elapsed: 1 day, 8:30:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.9676 Generator_loss: 2.07633
[INFO] 2021-05-04 20:52:32 > Step: 130800 Progress: 65.4% Elapsed: 1 day, 8:31:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.79659 Generator_loss: 1.68567
[INFO] 2021-05-04 20:53:52 > Step: 130900 Progress: 65.5% Elapsed: 1 day, 8:33:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.95267 Generator_loss: 1.78685
[INFO] 2021-05-04 20:55:11 > Step: 131000 Progress: 65.5% Elapsed: 1 day, 8:34:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.7821 Generator_loss: 1.68756
[INFO] 2021-05-04 20:56:31 > Step: 131100 Progress: 65.5% Elapsed: 1 day, 8:35:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.863 Generator_loss: 2.16371
[INFO] 2021-05-04 20:57:50 > Step: 131200 Progress: 65.6% Elapsed: 1 day, 8:37:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.69575 Generator_loss: 2.17744
[INFO] 2021-05-04 20:59:09 > Step: 131300 Progress: 65.6% Elapsed: 1 day, 8:38:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.97157 Generator_loss: 2.19331
[INFO] 2021-05-04 21:00:29 > Step: 131400 Progress: 65.7% Elapsed: 1 day, 8:39:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.80847 Generator_loss: 2.32413
[INFO] 2021-05-04 21:01:48 > Step: 131500 Progress: 65.8% Elapsed: 1 day, 8:40:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.90011 Generator_loss: 1.75313
[INFO] 2021-05-04 21:03:08 > Step: 131600 Progress: 65.8% Elapsed: 1 day, 8:42:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.9146 Generator_loss: 1.44777
[INFO] 2021-05-04 21:04:27 > Step: 131700 Progress: 65.8% Elapsed: 1 day, 8:43:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.88114 Generator_loss: 2.43203
[INFO] 2021-05-04 21:05:46 > Step: 131800 Progress: 65.9% Elapsed: 1 day, 8:44:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.82077 Generator_loss: 1.86599
[INFO] 2021-05-04 21:07:06 > Step: 131900 Progress: 66.0% Elapsed: 1 day, 8:46:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.89503 Generator_loss: 2.53756
[INFO] 2021-05-04 21:08:25 > Step: 132000 Progress: 66.0% Elapsed: 1 day, 8:47:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.82313 Generator_loss: 2.64677
[INFO] 2021-05-04 21:08:25 > Start Evaluation (132000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 21:08:25 > Calculating FID Score....
[INFO] 2021-05-04 21:08:56 > Calculating Inception Score....
[INFO] 2021-05-04 21:09:14 > Calculate F_beta Score....
[INFO] 2021-05-04 21:10:03 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 21:10:03 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 21:10:04 > Calculate Accuracies....
[INFO] 2021-05-04 21:10:10 > Calculate Accuracies....
[INFO] 2021-05-04 21:10:11 > F_8 score (Step: 132000, Using test images): 0.9945509692320114
[INFO] 2021-05-04 21:10:11 > F_1/8 score (Step: 132000, Using test images): 0.9962576357130523
[INFO] 2021-05-04 21:10:11 > FID score (Step: 132000, Using test moments): 6.979231789211497
[INFO] 2021-05-04 21:10:11 > Inception score (Step: 132000, 10000 generated images): 10.21794605255127
[INFO] 2021-05-04 21:10:11 > Best FID score (Step: 132000, Using test moments): 6.979231789211497
[INFO] 2021-05-04 21:10:13 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 21:11:33 > Step: 132100 Progress: 66.0% Elapsed: 1 day, 8:50:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.92777 Generator_loss: 2.18923
[INFO] 2021-05-04 21:12:52 > Step: 132200 Progress: 66.1% Elapsed: 1 day, 8:52:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.00381 Generator_loss: 2.01542
[INFO] 2021-05-04 21:14:12 > Step: 132300 Progress: 66.1% Elapsed: 1 day, 8:53:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.78003 Generator_loss: 1.75128
[INFO] 2021-05-04 21:15:31 > Step: 132400 Progress: 66.2% Elapsed: 1 day, 8:54:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.95201 Generator_loss: 2.37693
[INFO] 2021-05-04 21:16:51 > Step: 132500 Progress: 66.2% Elapsed: 1 day, 8:56:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.08106 Generator_loss: 1.88877
[INFO] 2021-05-04 21:18:10 > Step: 132600 Progress: 66.3% Elapsed: 1 day, 8:57:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.06068 Generator_loss: 2.63939
[INFO] 2021-05-04 21:19:30 > Step: 132700 Progress: 66.3% Elapsed: 1 day, 8:58:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.87219 Generator_loss: 1.64096
[INFO] 2021-05-04 21:20:49 > Step: 132800 Progress: 66.4% Elapsed: 1 day, 9:00:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.04497 Generator_loss: 2.64088
[INFO] 2021-05-04 21:22:09 > Step: 132900 Progress: 66.5% Elapsed: 1 day, 9:01:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.77989 Generator_loss: 2.6105
[INFO] 2021-05-04 21:23:29 > Step: 133000 Progress: 66.5% Elapsed: 1 day, 9:02:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.99118 Generator_loss: 2.24076
[INFO] 2021-05-04 21:24:48 > Step: 133100 Progress: 66.5% Elapsed: 1 day, 9:03:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.90898 Generator_loss: 2.26372
[INFO] 2021-05-04 21:26:07 > Step: 133200 Progress: 66.6% Elapsed: 1 day, 9:05:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.9448 Generator_loss: 1.94438
[INFO] 2021-05-04 21:27:27 > Step: 133300 Progress: 66.6% Elapsed: 1 day, 9:06:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.82034 Generator_loss: 2.15169
[INFO] 2021-05-04 21:28:47 > Step: 133400 Progress: 66.7% Elapsed: 1 day, 9:07:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.05158 Generator_loss: 0.874055
[INFO] 2021-05-04 21:30:06 > Step: 133500 Progress: 66.8% Elapsed: 1 day, 9:09:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.95708 Generator_loss: 1.82438
[INFO] 2021-05-04 21:31:25 > Step: 133600 Progress: 66.8% Elapsed: 1 day, 9:10:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.85613 Generator_loss: 2.27338
[INFO] 2021-05-04 21:32:45 > Step: 133700 Progress: 66.8% Elapsed: 1 day, 9:11:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.9383 Generator_loss: 2.22118
[INFO] 2021-05-04 21:34:04 > Step: 133800 Progress: 66.9% Elapsed: 1 day, 9:13:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.92252 Generator_loss: 1.9998
[INFO] 2021-05-04 21:35:24 > Step: 133900 Progress: 67.0% Elapsed: 1 day, 9:14:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.02463 Generator_loss: 1.61077
[INFO] 2021-05-04 21:36:43 > Step: 134000 Progress: 67.0% Elapsed: 1 day, 9:15:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.8779 Generator_loss: 1.7463
[INFO] 2021-05-04 21:36:43 > Start Evaluation (134000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 21:36:43 > Calculating FID Score....
[INFO] 2021-05-04 21:37:14 > Calculating Inception Score....
[INFO] 2021-05-04 21:37:31 > Calculate F_beta Score....
[INFO] 2021-05-04 21:38:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 21:38:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 21:38:22 > Calculate Accuracies....
[INFO] 2021-05-04 21:38:28 > Calculate Accuracies....
[INFO] 2021-05-04 21:38:29 > F_8 score (Step: 134000, Using test images): 0.9931535252585239
[INFO] 2021-05-04 21:38:29 > F_1/8 score (Step: 134000, Using test images): 0.9961401065868111
[INFO] 2021-05-04 21:38:29 > FID score (Step: 134000, Using test moments): 7.118032951271857
[INFO] 2021-05-04 21:38:29 > Inception score (Step: 134000, 10000 generated images): 10.056293487548828
[INFO] 2021-05-04 21:38:29 > Best FID score (Step: 132000, Using test moments): 6.979231789211497
[INFO] 2021-05-04 21:38:31 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 21:39:50 > Step: 134100 Progress: 67.0% Elapsed: 1 day, 9:19:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.77286 Generator_loss: 1.73419
[INFO] 2021-05-04 21:41:10 > Step: 134200 Progress: 67.1% Elapsed: 1 day, 9:20:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.87358 Generator_loss: 1.58071
[INFO] 2021-05-04 21:42:29 > Step: 134300 Progress: 67.2% Elapsed: 1 day, 9:21:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.95851 Generator_loss: 1.94345
[INFO] 2021-05-04 21:43:49 > Step: 134400 Progress: 67.2% Elapsed: 1 day, 9:22:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.90306 Generator_loss: 2.52754
[INFO] 2021-05-04 21:45:08 > Step: 134500 Progress: 67.2% Elapsed: 1 day, 9:24:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.78141 Generator_loss: 2.3672
[INFO] 2021-05-04 21:46:27 > Step: 134600 Progress: 67.3% Elapsed: 1 day, 9:25:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.92017 Generator_loss: 2.07548
[INFO] 2021-05-04 21:47:46 > Step: 134700 Progress: 67.3% Elapsed: 1 day, 9:26:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.97298 Generator_loss: 1.8901
[INFO] 2021-05-04 21:49:06 > Step: 134800 Progress: 67.4% Elapsed: 1 day, 9:28:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.24333 Generator_loss: 1.41006
[INFO] 2021-05-04 21:50:25 > Step: 134900 Progress: 67.5% Elapsed: 1 day, 9:29:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.8447 Generator_loss: 2.53105
[INFO] 2021-05-04 21:51:45 > Step: 135000 Progress: 67.5% Elapsed: 1 day, 9:30:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.99619 Generator_loss: 2.14442
[INFO] 2021-05-04 21:53:04 > Step: 135100 Progress: 67.5% Elapsed: 1 day, 9:32:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.83969 Generator_loss: 2.3903
[INFO] 2021-05-04 21:54:24 > Step: 135200 Progress: 67.6% Elapsed: 1 day, 9:33:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.86516 Generator_loss: 2.06949
[INFO] 2021-05-04 21:55:43 > Step: 135300 Progress: 67.7% Elapsed: 1 day, 9:34:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.81786 Generator_loss: 1.50854
[INFO] 2021-05-04 21:57:02 > Step: 135400 Progress: 67.7% Elapsed: 1 day, 9:36:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.9038 Generator_loss: 1.76506
[INFO] 2021-05-04 21:58:22 > Step: 135500 Progress: 67.8% Elapsed: 1 day, 9:37:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.8869 Generator_loss: 2.21567
[INFO] 2021-05-04 21:59:41 > Step: 135600 Progress: 67.8% Elapsed: 1 day, 9:38:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.78097 Generator_loss: 1.69605
[INFO] 2021-05-04 22:01:00 > Step: 135700 Progress: 67.8% Elapsed: 1 day, 9:40:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.89445 Generator_loss: 1.89622
[INFO] 2021-05-04 22:02:20 > Step: 135800 Progress: 67.9% Elapsed: 1 day, 9:41:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.93944 Generator_loss: 1.82686
[INFO] 2021-05-04 22:03:39 > Step: 135900 Progress: 68.0% Elapsed: 1 day, 9:42:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.90111 Generator_loss: 2.28713
[INFO] 2021-05-04 22:04:59 > Step: 136000 Progress: 68.0% Elapsed: 1 day, 9:44:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.86905 Generator_loss: 1.89982
[INFO] 2021-05-04 22:04:59 > Start Evaluation (136000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 22:04:59 > Calculating FID Score....
[INFO] 2021-05-04 22:05:29 > Calculating Inception Score....
[INFO] 2021-05-04 22:05:47 > Calculate F_beta Score....
[INFO] 2021-05-04 22:06:38 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 22:06:39 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 22:06:39 > Calculate Accuracies....
[INFO] 2021-05-04 22:06:45 > Calculate Accuracies....
[INFO] 2021-05-04 22:06:47 > F_8 score (Step: 136000, Using test images): 0.9944565277204086
[INFO] 2021-05-04 22:06:47 > F_1/8 score (Step: 136000, Using test images): 0.9960471854030615
[INFO] 2021-05-04 22:06:47 > FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-04 22:06:47 > Inception score (Step: 136000, 10000 generated images): 9.899698257446289
[INFO] 2021-05-04 22:06:47 > Best FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-04 22:06:49 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 22:08:08 > Step: 136100 Progress: 68.0% Elapsed: 1 day, 9:47:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.90623 Generator_loss: 2.01421
[INFO] 2021-05-04 22:09:28 > Step: 136200 Progress: 68.1% Elapsed: 1 day, 9:48:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.88906 Generator_loss: 2.33077
[INFO] 2021-05-04 22:10:47 > Step: 136300 Progress: 68.2% Elapsed: 1 day, 9:49:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.70506 Generator_loss: 1.94321
[INFO] 2021-05-04 22:12:07 > Step: 136400 Progress: 68.2% Elapsed: 1 day, 9:51:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.02016 Generator_loss: 2.03327
[INFO] 2021-05-04 22:13:26 > Step: 136500 Progress: 68.2% Elapsed: 1 day, 9:52:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.86163 Generator_loss: 1.111
[INFO] 2021-05-04 22:14:46 > Step: 136600 Progress: 68.3% Elapsed: 1 day, 9:53:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.75903 Generator_loss: 1.6918
[INFO] 2021-05-04 22:16:05 > Step: 136700 Progress: 68.3% Elapsed: 1 day, 9:55:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.01925 Generator_loss: 1.59123
[INFO] 2021-05-04 22:17:24 > Step: 136800 Progress: 68.4% Elapsed: 1 day, 9:56:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.861 Generator_loss: 2.34538
[INFO] 2021-05-04 22:18:44 > Step: 136900 Progress: 68.5% Elapsed: 1 day, 9:57:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.98707 Generator_loss: 1.75196
[INFO] 2021-05-04 22:20:03 > Step: 137000 Progress: 68.5% Elapsed: 1 day, 9:59:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.24637 Generator_loss: 1.72915
[INFO] 2021-05-04 22:21:22 > Step: 137100 Progress: 68.5% Elapsed: 1 day, 10:00:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.89184 Generator_loss: 2.27523
[INFO] 2021-05-04 22:22:41 > Step: 137200 Progress: 68.6% Elapsed: 1 day, 10:01:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.67867 Generator_loss: 1.82291
[INFO] 2021-05-04 22:24:01 > Step: 137300 Progress: 68.7% Elapsed: 1 day, 10:03:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.0854 Generator_loss: 2.23317
[INFO] 2021-05-04 22:25:20 > Step: 137400 Progress: 68.7% Elapsed: 1 day, 10:04:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.89885 Generator_loss: 1.82522
[INFO] 2021-05-04 22:26:39 > Step: 137500 Progress: 68.8% Elapsed: 1 day, 10:05:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.98939 Generator_loss: 2.41767
[INFO] 2021-05-04 22:27:59 > Step: 137600 Progress: 68.8% Elapsed: 1 day, 10:07:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.00487 Generator_loss: 1.96311
[INFO] 2021-05-04 22:29:19 > Step: 137700 Progress: 68.8% Elapsed: 1 day, 10:08:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.80153 Generator_loss: 2.0249
[INFO] 2021-05-04 22:30:38 > Step: 137800 Progress: 68.9% Elapsed: 1 day, 10:09:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.9526 Generator_loss: 1.67794
[INFO] 2021-05-04 22:31:57 > Step: 137900 Progress: 69.0% Elapsed: 1 day, 10:11:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.76197 Generator_loss: 2.18928
[INFO] 2021-05-04 22:33:17 > Step: 138000 Progress: 69.0% Elapsed: 1 day, 10:12:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.97429 Generator_loss: 2.16389
[INFO] 2021-05-04 22:33:17 > Start Evaluation (138000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 22:33:17 > Calculating FID Score....
[INFO] 2021-05-04 22:33:47 > Calculating Inception Score....
[INFO] 2021-05-04 22:34:04 > Calculate F_beta Score....
[INFO] 2021-05-04 22:34:56 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 22:34:56 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 22:34:56 > Calculate Accuracies....
[INFO] 2021-05-04 22:35:03 > Calculate Accuracies....
[INFO] 2021-05-04 22:35:04 > F_8 score (Step: 138000, Using test images): 0.9934693365095755
[INFO] 2021-05-04 22:35:04 > F_1/8 score (Step: 138000, Using test images): 0.9954691959304123
[INFO] 2021-05-04 22:35:04 > FID score (Step: 138000, Using test moments): 7.050645079543756
[INFO] 2021-05-04 22:35:04 > Inception score (Step: 138000, 10000 generated images): 10.046293258666992
[INFO] 2021-05-04 22:35:04 > Best FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-04 22:35:06 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 22:36:25 > Step: 138100 Progress: 69.0% Elapsed: 1 day, 10:15:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.95123 Generator_loss: 2.23384
[INFO] 2021-05-04 22:37:44 > Step: 138200 Progress: 69.1% Elapsed: 1 day, 10:16:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.83108 Generator_loss: 2.42447
[INFO] 2021-05-04 22:39:04 > Step: 138300 Progress: 69.2% Elapsed: 1 day, 10:18:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.9013 Generator_loss: 2.27597
[INFO] 2021-05-04 22:40:24 > Step: 138400 Progress: 69.2% Elapsed: 1 day, 10:19:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.9006 Generator_loss: 2.33382
[INFO] 2021-05-04 22:41:44 > Step: 138500 Progress: 69.2% Elapsed: 1 day, 10:20:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.82561 Generator_loss: 1.94147
[INFO] 2021-05-04 22:43:03 > Step: 138600 Progress: 69.3% Elapsed: 1 day, 10:22:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.90287 Generator_loss: 2.3215
[INFO] 2021-05-04 22:44:24 > Step: 138700 Progress: 69.3% Elapsed: 1 day, 10:23:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.90351 Generator_loss: 2.63535
[INFO] 2021-05-04 22:45:43 > Step: 138800 Progress: 69.4% Elapsed: 1 day, 10:24:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86785 Generator_loss: 2.02572
[INFO] 2021-05-04 22:47:02 > Step: 138900 Progress: 69.5% Elapsed: 1 day, 10:26:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.88037 Generator_loss: 1.85304
[INFO] 2021-05-04 22:48:22 > Step: 139000 Progress: 69.5% Elapsed: 1 day, 10:27:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.74541 Generator_loss: 2.34207
[INFO] 2021-05-04 22:49:41 > Step: 139100 Progress: 69.5% Elapsed: 1 day, 10:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.92935 Generator_loss: 1.68915
[INFO] 2021-05-04 22:51:00 > Step: 139200 Progress: 69.6% Elapsed: 1 day, 10:30:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.90227 Generator_loss: 2.43815
[INFO] 2021-05-04 22:52:20 > Step: 139300 Progress: 69.7% Elapsed: 1 day, 10:31:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.74135 Generator_loss: 1.96079
[INFO] 2021-05-04 22:53:39 > Step: 139400 Progress: 69.7% Elapsed: 1 day, 10:32:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.92145 Generator_loss: 1.77286
[INFO] 2021-05-04 22:54:59 > Step: 139500 Progress: 69.8% Elapsed: 1 day, 10:34:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.9088 Generator_loss: 1.82298
[INFO] 2021-05-04 22:56:18 > Step: 139600 Progress: 69.8% Elapsed: 1 day, 10:35:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.78328 Generator_loss: 2.0774
[INFO] 2021-05-04 22:57:38 > Step: 139700 Progress: 69.8% Elapsed: 1 day, 10:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.07712 Generator_loss: 2.04382
[INFO] 2021-05-04 22:58:57 > Step: 139800 Progress: 69.9% Elapsed: 1 day, 10:38:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.85942 Generator_loss: 2.13153
[INFO] 2021-05-04 23:00:17 > Step: 139900 Progress: 70.0% Elapsed: 1 day, 10:39:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.02049 Generator_loss: 1.91765
[INFO] 2021-05-04 23:01:36 > Step: 140000 Progress: 70.0% Elapsed: 1 day, 10:40:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.79203 Generator_loss: 1.8131
[INFO] 2021-05-04 23:01:36 > Start Evaluation (140000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 23:01:36 > Calculating FID Score....
[INFO] 2021-05-04 23:02:06 > Calculating Inception Score....
[INFO] 2021-05-04 23:02:23 > Calculate F_beta Score....
[INFO] 2021-05-04 23:03:14 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 23:03:14 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 23:03:15 > Calculate Accuracies....
[INFO] 2021-05-04 23:03:21 > Calculate Accuracies....
[INFO] 2021-05-04 23:03:22 > F_8 score (Step: 140000, Using test images): 0.9941722284825487
[INFO] 2021-05-04 23:03:22 > F_1/8 score (Step: 140000, Using test images): 0.9963420604806175
[INFO] 2021-05-04 23:03:22 > FID score (Step: 140000, Using test moments): 6.998905177369636
[INFO] 2021-05-04 23:03:22 > Inception score (Step: 140000, 10000 generated images): 10.206541061401367
[INFO] 2021-05-04 23:03:22 > Best FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-04 23:03:24 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 23:04:43 > Step: 140100 Progress: 70.0% Elapsed: 1 day, 10:43:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.81507 Generator_loss: 2.06366
[INFO] 2021-05-04 23:06:02 > Step: 140200 Progress: 70.1% Elapsed: 1 day, 10:45:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.83672 Generator_loss: 2.39179
[INFO] 2021-05-04 23:07:22 > Step: 140300 Progress: 70.2% Elapsed: 1 day, 10:46:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.7523 Generator_loss: 1.94154
[INFO] 2021-05-04 23:08:41 > Step: 140400 Progress: 70.2% Elapsed: 1 day, 10:47:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.83143 Generator_loss: 2.02857
[INFO] 2021-05-04 23:10:01 > Step: 140500 Progress: 70.2% Elapsed: 1 day, 10:49:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.88105 Generator_loss: 2.06567
[INFO] 2021-05-04 23:11:20 > Step: 140600 Progress: 70.3% Elapsed: 1 day, 10:50:30 temperature: 0.5 ada_p: No Discriminator_loss: 3.07208 Generator_loss: 1.48407
[INFO] 2021-05-04 23:12:39 > Step: 140700 Progress: 70.3% Elapsed: 1 day, 10:51:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.92328 Generator_loss: 2.17368
[INFO] 2021-05-04 23:13:59 > Step: 140800 Progress: 70.4% Elapsed: 1 day, 10:53:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.9778 Generator_loss: 2.3776
[INFO] 2021-05-04 23:15:18 > Step: 140900 Progress: 70.5% Elapsed: 1 day, 10:54:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.81676 Generator_loss: 1.90788
[INFO] 2021-05-04 23:16:37 > Step: 141000 Progress: 70.5% Elapsed: 1 day, 10:55:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.73788 Generator_loss: 1.84363
[INFO] 2021-05-04 23:17:56 > Step: 141100 Progress: 70.5% Elapsed: 1 day, 10:57:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.96141 Generator_loss: 2.00707
[INFO] 2021-05-04 23:19:16 > Step: 141200 Progress: 70.6% Elapsed: 1 day, 10:58:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.85852 Generator_loss: 2.3259
[INFO] 2021-05-04 23:20:35 > Step: 141300 Progress: 70.7% Elapsed: 1 day, 10:59:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.82452 Generator_loss: 2.05669
[INFO] 2021-05-04 23:21:55 > Step: 141400 Progress: 70.7% Elapsed: 1 day, 11:01:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.98011 Generator_loss: 2.67496
[INFO] 2021-05-04 23:23:15 > Step: 141500 Progress: 70.8% Elapsed: 1 day, 11:02:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.70115 Generator_loss: 2.39252
[INFO] 2021-05-04 23:24:34 > Step: 141600 Progress: 70.8% Elapsed: 1 day, 11:03:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.83766 Generator_loss: 2.36854
[INFO] 2021-05-04 23:25:53 > Step: 141700 Progress: 70.9% Elapsed: 1 day, 11:05:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.11514 Generator_loss: 2.32428
[INFO] 2021-05-04 23:27:13 > Step: 141800 Progress: 70.9% Elapsed: 1 day, 11:06:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.05518 Generator_loss: 1.77159
[INFO] 2021-05-04 23:28:33 > Step: 141900 Progress: 71.0% Elapsed: 1 day, 11:07:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.66549 Generator_loss: 2.28896
[INFO] 2021-05-04 23:29:52 > Step: 142000 Progress: 71.0% Elapsed: 1 day, 11:09:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.78445 Generator_loss: 2.04987
[INFO] 2021-05-04 23:29:52 > Start Evaluation (142000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 23:29:52 > Calculating FID Score....
[INFO] 2021-05-04 23:30:24 > Calculating Inception Score....
[INFO] 2021-05-04 23:30:41 > Calculate F_beta Score....
[INFO] 2021-05-04 23:31:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 23:31:32 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 23:31:32 > Calculate Accuracies....
[INFO] 2021-05-04 23:31:39 > Calculate Accuracies....
[INFO] 2021-05-04 23:31:40 > F_8 score (Step: 142000, Using test images): 0.9939979345482084
[INFO] 2021-05-04 23:31:40 > F_1/8 score (Step: 142000, Using test images): 0.9958396852847607
[INFO] 2021-05-04 23:31:40 > FID score (Step: 142000, Using test moments): 7.086036405722325
[INFO] 2021-05-04 23:31:40 > Inception score (Step: 142000, 10000 generated images): 9.97248363494873
[INFO] 2021-05-04 23:31:40 > Best FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-04 23:31:41 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 23:33:00 > Step: 142100 Progress: 71.0% Elapsed: 1 day, 11:12:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.79371 Generator_loss: 2.39009
[INFO] 2021-05-04 23:34:20 > Step: 142200 Progress: 71.1% Elapsed: 1 day, 11:13:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.93197 Generator_loss: 1.85537
[INFO] 2021-05-04 23:35:39 > Step: 142300 Progress: 71.2% Elapsed: 1 day, 11:14:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.8288 Generator_loss: 2.49025
[INFO] 2021-05-04 23:36:59 > Step: 142400 Progress: 71.2% Elapsed: 1 day, 11:16:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.88936 Generator_loss: 1.72068
[INFO] 2021-05-04 23:38:18 > Step: 142500 Progress: 71.2% Elapsed: 1 day, 11:17:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.96215 Generator_loss: 1.32632
[INFO] 2021-05-04 23:39:38 > Step: 142600 Progress: 71.3% Elapsed: 1 day, 11:18:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.93681 Generator_loss: 1.90634
[INFO] 2021-05-04 23:40:57 > Step: 142700 Progress: 71.4% Elapsed: 1 day, 11:20:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.81091 Generator_loss: 2.04889
[INFO] 2021-05-04 23:42:16 > Step: 142800 Progress: 71.4% Elapsed: 1 day, 11:21:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.92795 Generator_loss: 1.50015
[INFO] 2021-05-04 23:43:36 > Step: 142900 Progress: 71.5% Elapsed: 1 day, 11:22:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.72964 Generator_loss: 1.83204
[INFO] 2021-05-04 23:44:55 > Step: 143000 Progress: 71.5% Elapsed: 1 day, 11:24:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.08407 Generator_loss: 1.63435
[INFO] 2021-05-04 23:46:15 > Step: 143100 Progress: 71.5% Elapsed: 1 day, 11:25:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.88392 Generator_loss: 2.42868
[INFO] 2021-05-04 23:47:34 > Step: 143200 Progress: 71.6% Elapsed: 1 day, 11:26:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.92048 Generator_loss: 1.85437
[INFO] 2021-05-04 23:48:53 > Step: 143300 Progress: 71.7% Elapsed: 1 day, 11:28:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.86127 Generator_loss: 2.45208
[INFO] 2021-05-04 23:50:13 > Step: 143400 Progress: 71.7% Elapsed: 1 day, 11:29:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.04462 Generator_loss: 1.81269
[INFO] 2021-05-04 23:51:32 > Step: 143500 Progress: 71.8% Elapsed: 1 day, 11:30:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.85302 Generator_loss: 2.03193
[INFO] 2021-05-04 23:52:52 > Step: 143600 Progress: 71.8% Elapsed: 1 day, 11:32:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.98152 Generator_loss: 2.1451
[INFO] 2021-05-04 23:54:11 > Step: 143700 Progress: 71.9% Elapsed: 1 day, 11:33:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.00243 Generator_loss: 2.14795
[INFO] 2021-05-04 23:55:30 > Step: 143800 Progress: 71.9% Elapsed: 1 day, 11:34:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.75486 Generator_loss: 2.03835
[INFO] 2021-05-04 23:56:50 > Step: 143900 Progress: 72.0% Elapsed: 1 day, 11:36:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.82186 Generator_loss: 1.77541
[INFO] 2021-05-04 23:58:10 > Step: 144000 Progress: 72.0% Elapsed: 1 day, 11:37:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.92248 Generator_loss: 2.07462
[INFO] 2021-05-04 23:58:10 > Start Evaluation (144000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-04 23:58:10 > Calculating FID Score....
[INFO] 2021-05-04 23:58:41 > Calculating Inception Score....
[INFO] 2021-05-04 23:58:58 > Calculate F_beta Score....
[INFO] 2021-05-04 23:59:49 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-04 23:59:49 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-04 23:59:50 > Calculate Accuracies....
[INFO] 2021-05-04 23:59:56 > Calculate Accuracies....
[INFO] 2021-05-04 23:59:57 > F_8 score (Step: 144000, Using test images): 0.994815172308556
[INFO] 2021-05-04 23:59:57 > F_1/8 score (Step: 144000, Using test images): 0.9968674952826773
[INFO] 2021-05-04 23:59:57 > FID score (Step: 144000, Using test moments): 6.978396403343083
[INFO] 2021-05-04 23:59:57 > Inception score (Step: 144000, 10000 generated images): 10.198979377746582
[INFO] 2021-05-04 23:59:57 > Best FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-04 23:59:59 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 00:01:18 > Step: 144100 Progress: 72.0% Elapsed: 1 day, 11:40:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.89934 Generator_loss: 1.79612
[INFO] 2021-05-05 00:02:37 > Step: 144200 Progress: 72.1% Elapsed: 1 day, 11:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.96335 Generator_loss: 2.04356
[INFO] 2021-05-05 00:03:56 > Step: 144300 Progress: 72.2% Elapsed: 1 day, 11:43:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.7843 Generator_loss: 1.73618
[INFO] 2021-05-05 00:05:16 > Step: 144400 Progress: 72.2% Elapsed: 1 day, 11:44:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.91863 Generator_loss: 2.08391
[INFO] 2021-05-05 00:06:35 > Step: 144500 Progress: 72.2% Elapsed: 1 day, 11:45:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.00694 Generator_loss: 2.04545
[INFO] 2021-05-05 00:07:54 > Step: 144600 Progress: 72.3% Elapsed: 1 day, 11:47:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.85618 Generator_loss: 2.21743
[INFO] 2021-05-05 00:09:14 > Step: 144700 Progress: 72.4% Elapsed: 1 day, 11:48:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.76621 Generator_loss: 2.34089
[INFO] 2021-05-05 00:10:33 > Step: 144800 Progress: 72.4% Elapsed: 1 day, 11:49:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.82376 Generator_loss: 1.93176
[INFO] 2021-05-05 00:11:52 > Step: 144900 Progress: 72.5% Elapsed: 1 day, 11:51:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.90246 Generator_loss: 1.81938
[INFO] 2021-05-05 00:13:11 > Step: 145000 Progress: 72.5% Elapsed: 1 day, 11:52:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.75785 Generator_loss: 1.83148
[INFO] 2021-05-05 00:14:31 > Step: 145100 Progress: 72.5% Elapsed: 1 day, 11:53:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.84939 Generator_loss: 1.8764
[INFO] 2021-05-05 00:15:53 > Step: 145200 Progress: 72.6% Elapsed: 1 day, 11:55:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.93893 Generator_loss: 2.00907
[INFO] 2021-05-05 00:17:12 > Step: 145300 Progress: 72.7% Elapsed: 1 day, 11:56:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.861 Generator_loss: 2.37091
[INFO] 2021-05-05 00:18:32 > Step: 145400 Progress: 72.7% Elapsed: 1 day, 11:57:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.9395 Generator_loss: 2.42429
[INFO] 2021-05-05 00:19:52 > Step: 145500 Progress: 72.8% Elapsed: 1 day, 11:59:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.8873 Generator_loss: 2.04155
[INFO] 2021-05-05 00:21:12 > Step: 145600 Progress: 72.8% Elapsed: 1 day, 12:00:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.82367 Generator_loss: 1.82579
[INFO] 2021-05-05 00:22:32 > Step: 145700 Progress: 72.9% Elapsed: 1 day, 12:01:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.85289 Generator_loss: 1.92234
[INFO] 2021-05-05 00:23:52 > Step: 145800 Progress: 72.9% Elapsed: 1 day, 12:03:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.71426 Generator_loss: 2.23257
[INFO] 2021-05-05 00:25:12 > Step: 145900 Progress: 73.0% Elapsed: 1 day, 12:04:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.90334 Generator_loss: 1.99057
[INFO] 2021-05-05 00:26:33 > Step: 146000 Progress: 73.0% Elapsed: 1 day, 12:05:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.97435 Generator_loss: 2.23836
[INFO] 2021-05-05 00:26:33 > Start Evaluation (146000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 00:26:33 > Calculating FID Score....
[INFO] 2021-05-05 00:27:04 > Calculating Inception Score....
[INFO] 2021-05-05 00:27:21 > Calculate F_beta Score....
[INFO] 2021-05-05 00:28:13 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 00:28:13 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 00:28:14 > Calculate Accuracies....
[INFO] 2021-05-05 00:28:20 > Calculate Accuracies....
[INFO] 2021-05-05 00:28:22 > F_8 score (Step: 146000, Using test images): 0.9942682908865177
[INFO] 2021-05-05 00:28:22 > F_1/8 score (Step: 146000, Using test images): 0.9959717293506334
[INFO] 2021-05-05 00:28:22 > FID score (Step: 146000, Using test moments): 7.0546273144414045
[INFO] 2021-05-05 00:28:22 > Inception score (Step: 146000, 10000 generated images): 9.991121292114258
[INFO] 2021-05-05 00:28:22 > Best FID score (Step: 136000, Using test moments): 6.9383328004706755
[INFO] 2021-05-05 00:28:23 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 00:29:43 > Step: 146100 Progress: 73.0% Elapsed: 1 day, 12:08:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.84512 Generator_loss: 2.37755
[INFO] 2021-05-05 00:31:03 > Step: 146200 Progress: 73.1% Elapsed: 1 day, 12:10:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.84669 Generator_loss: 1.98986
[INFO] 2021-05-05 00:32:23 > Step: 146300 Progress: 73.2% Elapsed: 1 day, 12:11:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.87043 Generator_loss: 2.0031
[INFO] 2021-05-05 00:33:43 > Step: 146400 Progress: 73.2% Elapsed: 1 day, 12:12:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.64006 Generator_loss: 1.89528
[INFO] 2021-05-05 00:35:03 > Step: 146500 Progress: 73.2% Elapsed: 1 day, 12:14:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.03747 Generator_loss: 1.84374
[INFO] 2021-05-05 00:36:23 > Step: 146600 Progress: 73.3% Elapsed: 1 day, 12:15:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.81602 Generator_loss: 1.7085
[INFO] 2021-05-05 00:37:43 > Step: 146700 Progress: 73.4% Elapsed: 1 day, 12:16:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.05276 Generator_loss: 2.0041
[INFO] 2021-05-05 00:39:03 > Step: 146800 Progress: 73.4% Elapsed: 1 day, 12:18:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.82682 Generator_loss: 1.90752
[INFO] 2021-05-05 00:40:23 > Step: 146900 Progress: 73.5% Elapsed: 1 day, 12:19:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.98348 Generator_loss: 2.33871
[INFO] 2021-05-05 00:41:43 > Step: 147000 Progress: 73.5% Elapsed: 1 day, 12:20:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.72825 Generator_loss: 1.98907
[INFO] 2021-05-05 00:43:03 > Step: 147100 Progress: 73.6% Elapsed: 1 day, 12:22:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.96501 Generator_loss: 2.12946
[INFO] 2021-05-05 00:44:23 > Step: 147200 Progress: 73.6% Elapsed: 1 day, 12:23:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.89204 Generator_loss: 2.10565
[INFO] 2021-05-05 00:45:43 > Step: 147300 Progress: 73.7% Elapsed: 1 day, 12:24:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.04075 Generator_loss: 2.16221
[INFO] 2021-05-05 00:47:03 > Step: 147400 Progress: 73.7% Elapsed: 1 day, 12:26:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.74171 Generator_loss: 2.19658
[INFO] 2021-05-05 00:48:24 > Step: 147500 Progress: 73.8% Elapsed: 1 day, 12:27:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.91669 Generator_loss: 1.30058
[INFO] 2021-05-05 00:49:44 > Step: 147600 Progress: 73.8% Elapsed: 1 day, 12:28:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.97921 Generator_loss: 2.59684
[INFO] 2021-05-05 00:51:04 > Step: 147700 Progress: 73.9% Elapsed: 1 day, 12:30:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.89053 Generator_loss: 2.39227
[INFO] 2021-05-05 00:52:24 > Step: 147800 Progress: 73.9% Elapsed: 1 day, 12:31:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.77284 Generator_loss: 1.84656
[INFO] 2021-05-05 00:53:44 > Step: 147900 Progress: 74.0% Elapsed: 1 day, 12:32:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.83202 Generator_loss: 1.77697
[INFO] 2021-05-05 00:55:04 > Step: 148000 Progress: 74.0% Elapsed: 1 day, 12:34:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.8618 Generator_loss: 2.41797
[INFO] 2021-05-05 00:55:04 > Start Evaluation (148000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 00:55:04 > Calculating FID Score....
[INFO] 2021-05-05 00:55:36 > Calculating Inception Score....
[INFO] 2021-05-05 00:55:53 > Calculate F_beta Score....
[INFO] 2021-05-05 00:56:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 00:56:45 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 00:56:45 > Calculate Accuracies....
[INFO] 2021-05-05 00:56:52 > Calculate Accuracies....
[INFO] 2021-05-05 00:56:53 > F_8 score (Step: 148000, Using test images): 0.9948635595947249
[INFO] 2021-05-05 00:56:53 > F_1/8 score (Step: 148000, Using test images): 0.9963648922641818
[INFO] 2021-05-05 00:56:53 > FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 00:56:53 > Inception score (Step: 148000, 10000 generated images): 10.322245597839355
[INFO] 2021-05-05 00:56:53 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 00:56:58 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 00:58:17 > Step: 148100 Progress: 74.1% Elapsed: 1 day, 12:37:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.94666 Generator_loss: 1.52704
[INFO] 2021-05-05 00:59:37 > Step: 148200 Progress: 74.1% Elapsed: 1 day, 12:38:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.85661 Generator_loss: 1.93953
[INFO] 2021-05-05 01:00:58 > Step: 148300 Progress: 74.2% Elapsed: 1 day, 12:40:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.76865 Generator_loss: 2.41644
[INFO] 2021-05-05 01:02:18 > Step: 148400 Progress: 74.2% Elapsed: 1 day, 12:41:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.9147 Generator_loss: 2.05806
[INFO] 2021-05-05 01:03:38 > Step: 148500 Progress: 74.2% Elapsed: 1 day, 12:42:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.93154 Generator_loss: 2.18119
[INFO] 2021-05-05 01:04:58 > Step: 148600 Progress: 74.3% Elapsed: 1 day, 12:44:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.8824 Generator_loss: 2.04696
[INFO] 2021-05-05 01:06:18 > Step: 148700 Progress: 74.4% Elapsed: 1 day, 12:45:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.84371 Generator_loss: 2.03269
[INFO] 2021-05-05 01:07:38 > Step: 148800 Progress: 74.4% Elapsed: 1 day, 12:46:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.8424 Generator_loss: 1.82464
[INFO] 2021-05-05 01:08:58 > Step: 148900 Progress: 74.5% Elapsed: 1 day, 12:48:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.84841 Generator_loss: 2.26605
[INFO] 2021-05-05 01:10:18 > Step: 149000 Progress: 74.5% Elapsed: 1 day, 12:49:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.92416 Generator_loss: 2.33678
[INFO] 2021-05-05 01:11:38 > Step: 149100 Progress: 74.6% Elapsed: 1 day, 12:50:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.89381 Generator_loss: 2.26458
[INFO] 2021-05-05 01:12:58 > Step: 149200 Progress: 74.6% Elapsed: 1 day, 12:52:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.97326 Generator_loss: 1.8347
[INFO] 2021-05-05 01:14:18 > Step: 149300 Progress: 74.7% Elapsed: 1 day, 12:53:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.79994 Generator_loss: 2.1863
[INFO] 2021-05-05 01:15:38 > Step: 149400 Progress: 74.7% Elapsed: 1 day, 12:54:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.90815 Generator_loss: 1.76485
[INFO] 2021-05-05 01:16:58 > Step: 149500 Progress: 74.8% Elapsed: 1 day, 12:56:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.96363 Generator_loss: 2.38493
[INFO] 2021-05-05 01:18:18 > Step: 149600 Progress: 74.8% Elapsed: 1 day, 12:57:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.90703 Generator_loss: 1.86813
[INFO] 2021-05-05 01:19:38 > Step: 149700 Progress: 74.9% Elapsed: 1 day, 12:58:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.83069 Generator_loss: 2.01981
[INFO] 2021-05-05 01:20:58 > Step: 149800 Progress: 74.9% Elapsed: 1 day, 13:00:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.98323 Generator_loss: 1.92757
[INFO] 2021-05-05 01:22:18 > Step: 149900 Progress: 75.0% Elapsed: 1 day, 13:01:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.80308 Generator_loss: 1.78847
[INFO] 2021-05-05 01:23:39 > Step: 150000 Progress: 75.0% Elapsed: 1 day, 13:02:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.91079 Generator_loss: 1.73831
[INFO] 2021-05-05 01:23:39 > Start Evaluation (150000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 01:23:39 > Calculating FID Score....
[INFO] 2021-05-05 01:24:10 > Calculating Inception Score....
[INFO] 2021-05-05 01:24:27 > Calculate F_beta Score....
[INFO] 2021-05-05 01:25:19 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 01:25:20 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 01:25:20 > Calculate Accuracies....
[INFO] 2021-05-05 01:25:26 > Calculate Accuracies....
[INFO] 2021-05-05 01:25:28 > F_8 score (Step: 150000, Using test images): 0.9943408039596611
[INFO] 2021-05-05 01:25:28 > F_1/8 score (Step: 150000, Using test images): 0.9962093866860691
[INFO] 2021-05-05 01:25:28 > FID score (Step: 150000, Using test moments): 7.015329588191548
[INFO] 2021-05-05 01:25:28 > Inception score (Step: 150000, 10000 generated images): 10.148143768310547
[INFO] 2021-05-05 01:25:28 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 01:25:29 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 01:26:48 > Step: 150100 Progress: 75.0% Elapsed: 1 day, 13:05:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.77574 Generator_loss: 2.1581
[INFO] 2021-05-05 01:28:08 > Step: 150200 Progress: 75.1% Elapsed: 1 day, 13:07:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.89767 Generator_loss: 2.13399
[INFO] 2021-05-05 01:29:28 > Step: 150300 Progress: 75.1% Elapsed: 1 day, 13:08:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.86798 Generator_loss: 1.4995
[INFO] 2021-05-05 01:30:49 > Step: 150400 Progress: 75.2% Elapsed: 1 day, 13:09:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.69669 Generator_loss: 2.08274
[INFO] 2021-05-05 01:32:09 > Step: 150500 Progress: 75.2% Elapsed: 1 day, 13:11:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.97071 Generator_loss: 1.92906
[INFO] 2021-05-05 01:33:29 > Step: 150600 Progress: 75.3% Elapsed: 1 day, 13:12:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.83207 Generator_loss: 1.92055
[INFO] 2021-05-05 01:34:50 > Step: 150700 Progress: 75.3% Elapsed: 1 day, 13:14:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.04435 Generator_loss: 1.50512
[INFO] 2021-05-05 01:36:09 > Step: 150800 Progress: 75.4% Elapsed: 1 day, 13:15:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.91375 Generator_loss: 2.28298
[INFO] 2021-05-05 01:37:29 > Step: 150900 Progress: 75.4% Elapsed: 1 day, 13:16:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.93464 Generator_loss: 1.4852
[INFO] 2021-05-05 01:38:49 > Step: 151000 Progress: 75.5% Elapsed: 1 day, 13:17:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.91304 Generator_loss: 2.0764
[INFO] 2021-05-05 01:40:09 > Step: 151100 Progress: 75.5% Elapsed: 1 day, 13:19:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.9276 Generator_loss: 1.73551
[INFO] 2021-05-05 01:41:29 > Step: 151200 Progress: 75.6% Elapsed: 1 day, 13:20:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.89513 Generator_loss: 2.16059
[INFO] 2021-05-05 01:42:48 > Step: 151300 Progress: 75.6% Elapsed: 1 day, 13:21:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.85789 Generator_loss: 1.93329
[INFO] 2021-05-05 01:44:09 > Step: 151400 Progress: 75.7% Elapsed: 1 day, 13:23:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.82364 Generator_loss: 2.01264
[INFO] 2021-05-05 01:45:28 > Step: 151500 Progress: 75.8% Elapsed: 1 day, 13:24:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.77606 Generator_loss: 1.89499
[INFO] 2021-05-05 01:46:48 > Step: 151600 Progress: 75.8% Elapsed: 1 day, 13:25:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.06283 Generator_loss: 2.79822
[INFO] 2021-05-05 01:48:08 > Step: 151700 Progress: 75.8% Elapsed: 1 day, 13:27:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.69778 Generator_loss: 2.69806
[INFO] 2021-05-05 01:49:28 > Step: 151800 Progress: 75.9% Elapsed: 1 day, 13:28:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.93277 Generator_loss: 1.64116
[INFO] 2021-05-05 01:50:48 > Step: 151900 Progress: 75.9% Elapsed: 1 day, 13:29:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.9326 Generator_loss: 1.80613
[INFO] 2021-05-05 01:52:08 > Step: 152000 Progress: 76.0% Elapsed: 1 day, 13:31:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.94045 Generator_loss: 2.17254
[INFO] 2021-05-05 01:52:08 > Start Evaluation (152000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 01:52:08 > Calculating FID Score....
[INFO] 2021-05-05 01:52:40 > Calculating Inception Score....
[INFO] 2021-05-05 01:52:57 > Calculate F_beta Score....
[INFO] 2021-05-05 01:53:47 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 01:53:48 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 01:53:48 > Calculate Accuracies....
[INFO] 2021-05-05 01:53:54 > Calculate Accuracies....
[INFO] 2021-05-05 01:53:56 > F_8 score (Step: 152000, Using test images): 0.9932250588006128
[INFO] 2021-05-05 01:53:56 > F_1/8 score (Step: 152000, Using test images): 0.9959293231557788
[INFO] 2021-05-05 01:53:56 > FID score (Step: 152000, Using test moments): 6.935289258736248
[INFO] 2021-05-05 01:53:56 > Inception score (Step: 152000, 10000 generated images): 10.097280502319336
[INFO] 2021-05-05 01:53:56 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 01:53:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 01:55:17 > Step: 152100 Progress: 76.0% Elapsed: 1 day, 13:34:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.93861 Generator_loss: 2.34721
[INFO] 2021-05-05 01:56:37 > Step: 152200 Progress: 76.1% Elapsed: 1 day, 13:35:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.7196 Generator_loss: 2.00171
[INFO] 2021-05-05 01:57:57 > Step: 152300 Progress: 76.1% Elapsed: 1 day, 13:37:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.79971 Generator_loss: 2.25724
[INFO] 2021-05-05 01:59:17 > Step: 152400 Progress: 76.2% Elapsed: 1 day, 13:38:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.05819 Generator_loss: 2.4437
[INFO] 2021-05-05 02:00:37 > Step: 152500 Progress: 76.2% Elapsed: 1 day, 13:39:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.86669 Generator_loss: 1.8357
[INFO] 2021-05-05 02:01:57 > Step: 152600 Progress: 76.3% Elapsed: 1 day, 13:41:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.00878 Generator_loss: 2.45262
[INFO] 2021-05-05 02:03:17 > Step: 152700 Progress: 76.3% Elapsed: 1 day, 13:42:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.69922 Generator_loss: 1.92004
[INFO] 2021-05-05 02:04:37 > Step: 152800 Progress: 76.4% Elapsed: 1 day, 13:43:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.81748 Generator_loss: 2.15017
[INFO] 2021-05-05 02:05:57 > Step: 152900 Progress: 76.4% Elapsed: 1 day, 13:45:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.7944 Generator_loss: 1.56203
[INFO] 2021-05-05 02:07:17 > Step: 153000 Progress: 76.5% Elapsed: 1 day, 13:46:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.8239 Generator_loss: 2.12257
[INFO] 2021-05-05 02:08:37 > Step: 153100 Progress: 76.5% Elapsed: 1 day, 13:47:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.89201 Generator_loss: 1.98213
[INFO] 2021-05-05 02:09:57 > Step: 153200 Progress: 76.6% Elapsed: 1 day, 13:49:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.85132 Generator_loss: 2.25945
[INFO] 2021-05-05 02:11:17 > Step: 153300 Progress: 76.6% Elapsed: 1 day, 13:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.79526 Generator_loss: 2.19825
[INFO] 2021-05-05 02:12:37 > Step: 153400 Progress: 76.7% Elapsed: 1 day, 13:51:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.92368 Generator_loss: 2.09753
[INFO] 2021-05-05 02:13:57 > Step: 153500 Progress: 76.8% Elapsed: 1 day, 13:53:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.90294 Generator_loss: 1.70748
[INFO] 2021-05-05 02:15:17 > Step: 153600 Progress: 76.8% Elapsed: 1 day, 13:54:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.92691 Generator_loss: 1.68259
[INFO] 2021-05-05 02:16:37 > Step: 153700 Progress: 76.8% Elapsed: 1 day, 13:55:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.98146 Generator_loss: 2.01008
[INFO] 2021-05-05 02:17:58 > Step: 153800 Progress: 76.9% Elapsed: 1 day, 13:57:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.81011 Generator_loss: 1.96892
[INFO] 2021-05-05 02:19:18 > Step: 153900 Progress: 77.0% Elapsed: 1 day, 13:58:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.8138 Generator_loss: 1.64819
[INFO] 2021-05-05 02:20:38 > Step: 154000 Progress: 77.0% Elapsed: 1 day, 13:59:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.86831 Generator_loss: 2.1687
[INFO] 2021-05-05 02:20:38 > Start Evaluation (154000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 02:20:38 > Calculating FID Score....
[INFO] 2021-05-05 02:21:10 > Calculating Inception Score....
[INFO] 2021-05-05 02:21:27 > Calculate F_beta Score....
[INFO] 2021-05-05 02:22:19 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 02:22:19 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 02:22:19 > Calculate Accuracies....
[INFO] 2021-05-05 02:22:26 > Calculate Accuracies....
[INFO] 2021-05-05 02:22:27 > F_8 score (Step: 154000, Using test images): 0.9931122854863134
[INFO] 2021-05-05 02:22:27 > F_1/8 score (Step: 154000, Using test images): 0.993877617751082
[INFO] 2021-05-05 02:22:27 > FID score (Step: 154000, Using test moments): 6.998911982226048
[INFO] 2021-05-05 02:22:27 > Inception score (Step: 154000, 10000 generated images): 10.081202507019043
[INFO] 2021-05-05 02:22:27 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 02:22:29 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 02:23:48 > Step: 154100 Progress: 77.0% Elapsed: 1 day, 14:02:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.90106 Generator_loss: 2.41469
[INFO] 2021-05-05 02:25:08 > Step: 154200 Progress: 77.1% Elapsed: 1 day, 14:04:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.06868 Generator_loss: 2.32954
[INFO] 2021-05-05 02:26:28 > Step: 154300 Progress: 77.1% Elapsed: 1 day, 14:05:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.99104 Generator_loss: 1.87325
[INFO] 2021-05-05 02:27:48 > Step: 154400 Progress: 77.2% Elapsed: 1 day, 14:06:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.83136 Generator_loss: 1.30467
[INFO] 2021-05-05 02:29:08 > Step: 154500 Progress: 77.2% Elapsed: 1 day, 14:08:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.84185 Generator_loss: 2.04447
[INFO] 2021-05-05 02:30:28 > Step: 154600 Progress: 77.3% Elapsed: 1 day, 14:09:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.88402 Generator_loss: 1.25066
[INFO] 2021-05-05 02:31:49 > Step: 154700 Progress: 77.3% Elapsed: 1 day, 14:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.78047 Generator_loss: 2.19164
[INFO] 2021-05-05 02:33:09 > Step: 154800 Progress: 77.4% Elapsed: 1 day, 14:12:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.7321 Generator_loss: 2.24391
[INFO] 2021-05-05 02:34:29 > Step: 154900 Progress: 77.5% Elapsed: 1 day, 14:13:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.85111 Generator_loss: 1.50636
[INFO] 2021-05-05 02:35:49 > Step: 155000 Progress: 77.5% Elapsed: 1 day, 14:14:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.01075 Generator_loss: 2.02416
[INFO] 2021-05-05 02:37:09 > Step: 155100 Progress: 77.5% Elapsed: 1 day, 14:16:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.81425 Generator_loss: 1.71711
[INFO] 2021-05-05 02:38:29 > Step: 155200 Progress: 77.6% Elapsed: 1 day, 14:17:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.77378 Generator_loss: 1.95621
[INFO] 2021-05-05 02:39:49 > Step: 155300 Progress: 77.6% Elapsed: 1 day, 14:18:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.8844 Generator_loss: 1.79417
[INFO] 2021-05-05 02:41:09 > Step: 155400 Progress: 77.7% Elapsed: 1 day, 14:20:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.04859 Generator_loss: 1.83457
[INFO] 2021-05-05 02:42:29 > Step: 155500 Progress: 77.8% Elapsed: 1 day, 14:21:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.01449 Generator_loss: 2.15978
[INFO] 2021-05-05 02:43:48 > Step: 155600 Progress: 77.8% Elapsed: 1 day, 14:22:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.97955 Generator_loss: 2.32467
[INFO] 2021-05-05 02:45:09 > Step: 155700 Progress: 77.8% Elapsed: 1 day, 14:24:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.84183 Generator_loss: 1.49285
[INFO] 2021-05-05 02:46:29 > Step: 155800 Progress: 77.9% Elapsed: 1 day, 14:25:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.92129 Generator_loss: 2.37271
[INFO] 2021-05-05 02:47:49 > Step: 155900 Progress: 78.0% Elapsed: 1 day, 14:26:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.77689 Generator_loss: 1.81149
[INFO] 2021-05-05 02:49:09 > Step: 156000 Progress: 78.0% Elapsed: 1 day, 14:28:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.65284 Generator_loss: 1.60277
[INFO] 2021-05-05 02:49:09 > Start Evaluation (156000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 02:49:09 > Calculating FID Score....
[INFO] 2021-05-05 02:49:40 > Calculating Inception Score....
[INFO] 2021-05-05 02:49:57 > Calculate F_beta Score....
[INFO] 2021-05-05 02:50:49 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 02:50:49 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 02:50:49 > Calculate Accuracies....
[INFO] 2021-05-05 02:50:56 > Calculate Accuracies....
[INFO] 2021-05-05 02:50:57 > F_8 score (Step: 156000, Using test images): 0.9940701872165583
[INFO] 2021-05-05 02:50:57 > F_1/8 score (Step: 156000, Using test images): 0.9964379042636475
[INFO] 2021-05-05 02:50:57 > FID score (Step: 156000, Using test moments): 6.91702624535634
[INFO] 2021-05-05 02:50:57 > Inception score (Step: 156000, 10000 generated images): 10.147741317749023
[INFO] 2021-05-05 02:50:57 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 02:50:59 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 02:52:19 > Step: 156100 Progress: 78.0% Elapsed: 1 day, 14:31:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.16726 Generator_loss: 2.5213
[INFO] 2021-05-05 02:53:38 > Step: 156200 Progress: 78.1% Elapsed: 1 day, 14:32:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.85039 Generator_loss: 1.88319
[INFO] 2021-05-05 02:54:58 > Step: 156300 Progress: 78.1% Elapsed: 1 day, 14:34:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.89987 Generator_loss: 1.94814
[INFO] 2021-05-05 02:56:19 > Step: 156400 Progress: 78.2% Elapsed: 1 day, 14:35:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.82242 Generator_loss: 1.7578
[INFO] 2021-05-05 02:57:38 > Step: 156500 Progress: 78.2% Elapsed: 1 day, 14:36:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.8957 Generator_loss: 2.57225
[INFO] 2021-05-05 02:58:58 > Step: 156600 Progress: 78.3% Elapsed: 1 day, 14:38:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.92751 Generator_loss: 1.8211
[INFO] 2021-05-05 03:00:18 > Step: 156700 Progress: 78.3% Elapsed: 1 day, 14:39:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.8374 Generator_loss: 2.36431
[INFO] 2021-05-05 03:01:38 > Step: 156800 Progress: 78.4% Elapsed: 1 day, 14:40:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.83665 Generator_loss: 2.03883
[INFO] 2021-05-05 03:02:58 > Step: 156900 Progress: 78.5% Elapsed: 1 day, 14:42:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.89711 Generator_loss: 1.81962
[INFO] 2021-05-05 03:04:18 > Step: 157000 Progress: 78.5% Elapsed: 1 day, 14:43:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.93553 Generator_loss: 1.93863
[INFO] 2021-05-05 03:05:38 > Step: 157100 Progress: 78.5% Elapsed: 1 day, 14:44:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.79044 Generator_loss: 1.98493
[INFO] 2021-05-05 03:06:58 > Step: 157200 Progress: 78.6% Elapsed: 1 day, 14:46:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.86682 Generator_loss: 1.95057
[INFO] 2021-05-05 03:08:18 > Step: 157300 Progress: 78.6% Elapsed: 1 day, 14:47:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.76789 Generator_loss: 2.20316
[INFO] 2021-05-05 03:09:38 > Step: 157400 Progress: 78.7% Elapsed: 1 day, 14:48:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.97921 Generator_loss: 1.52341
[INFO] 2021-05-05 03:10:59 > Step: 157500 Progress: 78.8% Elapsed: 1 day, 14:50:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.74109 Generator_loss: 1.74828
[INFO] 2021-05-05 03:12:18 > Step: 157600 Progress: 78.8% Elapsed: 1 day, 14:51:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.81784 Generator_loss: 2.15425
[INFO] 2021-05-05 03:13:38 > Step: 157700 Progress: 78.8% Elapsed: 1 day, 14:52:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.83051 Generator_loss: 2.05617
[INFO] 2021-05-05 03:14:59 > Step: 157800 Progress: 78.9% Elapsed: 1 day, 14:54:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.07979 Generator_loss: 1.69508
[INFO] 2021-05-05 03:16:19 > Step: 157900 Progress: 79.0% Elapsed: 1 day, 14:55:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.88836 Generator_loss: 2.13114
[INFO] 2021-05-05 03:17:39 > Step: 158000 Progress: 79.0% Elapsed: 1 day, 14:56:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.83912 Generator_loss: 2.23068
[INFO] 2021-05-05 03:17:39 > Start Evaluation (158000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 03:17:39 > Calculating FID Score....
[INFO] 2021-05-05 03:18:11 > Calculating Inception Score....
[INFO] 2021-05-05 03:18:28 > Calculate F_beta Score....
[INFO] 2021-05-05 03:19:20 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 03:19:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 03:19:21 > Calculate Accuracies....
[INFO] 2021-05-05 03:19:28 > Calculate Accuracies....
[INFO] 2021-05-05 03:19:29 > F_8 score (Step: 158000, Using test images): 0.9949834474953553
[INFO] 2021-05-05 03:19:29 > F_1/8 score (Step: 158000, Using test images): 0.9969058130476068
[INFO] 2021-05-05 03:19:29 > FID score (Step: 158000, Using test moments): 6.965432886632016
[INFO] 2021-05-05 03:19:29 > Inception score (Step: 158000, 10000 generated images): 10.21231746673584
[INFO] 2021-05-05 03:19:29 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 03:19:30 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 03:20:50 > Step: 158100 Progress: 79.0% Elapsed: 1 day, 15:00:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.04144 Generator_loss: 2.33277
[INFO] 2021-05-05 03:22:11 > Step: 158200 Progress: 79.1% Elapsed: 1 day, 15:01:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.81644 Generator_loss: 1.75638
[INFO] 2021-05-05 03:23:30 > Step: 158300 Progress: 79.1% Elapsed: 1 day, 15:02:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.96563 Generator_loss: 2.09888
[INFO] 2021-05-05 03:24:50 > Step: 158400 Progress: 79.2% Elapsed: 1 day, 15:04:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.87721 Generator_loss: 2.59788
[INFO] 2021-05-05 03:26:11 > Step: 158500 Progress: 79.2% Elapsed: 1 day, 15:05:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.84226 Generator_loss: 2.17901
[INFO] 2021-05-05 03:27:31 > Step: 158600 Progress: 79.3% Elapsed: 1 day, 15:06:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.86851 Generator_loss: 1.96124
[INFO] 2021-05-05 03:28:50 > Step: 158700 Progress: 79.3% Elapsed: 1 day, 15:08:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.85675 Generator_loss: 1.92626
[INFO] 2021-05-05 03:30:10 > Step: 158800 Progress: 79.4% Elapsed: 1 day, 15:09:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.77606 Generator_loss: 2.11634
[INFO] 2021-05-05 03:31:31 > Step: 158900 Progress: 79.5% Elapsed: 1 day, 15:10:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.0476 Generator_loss: 2.87416
[INFO] 2021-05-05 03:32:51 > Step: 159000 Progress: 79.5% Elapsed: 1 day, 15:12:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.75934 Generator_loss: 2.37838
[INFO] 2021-05-05 03:34:11 > Step: 159100 Progress: 79.5% Elapsed: 1 day, 15:13:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.90863 Generator_loss: 2.39025
[INFO] 2021-05-05 03:35:32 > Step: 159200 Progress: 79.6% Elapsed: 1 day, 15:14:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.0085 Generator_loss: 1.66191
[INFO] 2021-05-05 03:36:52 > Step: 159300 Progress: 79.7% Elapsed: 1 day, 15:16:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.93778 Generator_loss: 2.41405
[INFO] 2021-05-05 03:38:12 > Step: 159400 Progress: 79.7% Elapsed: 1 day, 15:17:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.11359 Generator_loss: 2.59521
[INFO] 2021-05-05 03:39:31 > Step: 159500 Progress: 79.8% Elapsed: 1 day, 15:18:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.85964 Generator_loss: 1.94514
[INFO] 2021-05-05 03:40:52 > Step: 159600 Progress: 79.8% Elapsed: 1 day, 15:20:02 temperature: 0.5 ada_p: No Discriminator_loss: 2.8349 Generator_loss: 1.97103
[INFO] 2021-05-05 03:42:12 > Step: 159700 Progress: 79.8% Elapsed: 1 day, 15:21:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.80704 Generator_loss: 2.08399
[INFO] 2021-05-05 03:43:31 > Step: 159800 Progress: 79.9% Elapsed: 1 day, 15:22:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.89967 Generator_loss: 1.86422
[INFO] 2021-05-05 03:44:51 > Step: 159900 Progress: 80.0% Elapsed: 1 day, 15:24:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.03323 Generator_loss: 1.59227
[INFO] 2021-05-05 03:46:12 > Step: 160000 Progress: 80.0% Elapsed: 1 day, 15:25:22 temperature: 0.5 ada_p: No Discriminator_loss: 2.82575 Generator_loss: 2.45307
[INFO] 2021-05-05 03:46:12 > Start Evaluation (160000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 03:46:12 > Calculating FID Score....
[INFO] 2021-05-05 03:46:44 > Calculating Inception Score....
[INFO] 2021-05-05 03:47:01 > Calculate F_beta Score....
[INFO] 2021-05-05 03:47:52 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 03:47:52 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 03:47:53 > Calculate Accuracies....
[INFO] 2021-05-05 03:48:00 > Calculate Accuracies....
[INFO] 2021-05-05 03:48:01 > F_8 score (Step: 160000, Using test images): 0.9939241880892639
[INFO] 2021-05-05 03:48:01 > F_1/8 score (Step: 160000, Using test images): 0.9948907485402055
[INFO] 2021-05-05 03:48:01 > FID score (Step: 160000, Using test moments): 6.876442660873238
[INFO] 2021-05-05 03:48:01 > Inception score (Step: 160000, 10000 generated images): 10.205480575561523
[INFO] 2021-05-05 03:48:01 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 03:48:02 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 03:49:22 > Step: 160100 Progress: 80.0% Elapsed: 1 day, 15:28:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.78039 Generator_loss: 1.74584
[INFO] 2021-05-05 03:50:42 > Step: 160200 Progress: 80.1% Elapsed: 1 day, 15:29:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.84868 Generator_loss: 2.13992
[INFO] 2021-05-05 03:52:02 > Step: 160300 Progress: 80.2% Elapsed: 1 day, 15:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.9204 Generator_loss: 2.03605
[INFO] 2021-05-05 03:53:22 > Step: 160400 Progress: 80.2% Elapsed: 1 day, 15:32:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.96354 Generator_loss: 2.01379
[INFO] 2021-05-05 03:54:42 > Step: 160500 Progress: 80.2% Elapsed: 1 day, 15:33:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.88313 Generator_loss: 1.88227
[INFO] 2021-05-05 03:56:02 > Step: 160600 Progress: 80.3% Elapsed: 1 day, 15:35:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.90339 Generator_loss: 2.01482
[INFO] 2021-05-05 03:57:22 > Step: 160700 Progress: 80.3% Elapsed: 1 day, 15:36:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.86896 Generator_loss: 1.86916
[INFO] 2021-05-05 03:58:42 > Step: 160800 Progress: 80.4% Elapsed: 1 day, 15:37:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.89187 Generator_loss: 1.68652
[INFO] 2021-05-05 04:00:02 > Step: 160900 Progress: 80.5% Elapsed: 1 day, 15:39:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.84495 Generator_loss: 1.9841
[INFO] 2021-05-05 04:01:22 > Step: 161000 Progress: 80.5% Elapsed: 1 day, 15:40:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.8813 Generator_loss: 2.18174
[INFO] 2021-05-05 04:02:42 > Step: 161100 Progress: 80.5% Elapsed: 1 day, 15:41:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.09585 Generator_loss: 1.81746
[INFO] 2021-05-05 04:04:02 > Step: 161200 Progress: 80.6% Elapsed: 1 day, 15:43:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.92463 Generator_loss: 2.12185
[INFO] 2021-05-05 04:05:22 > Step: 161300 Progress: 80.7% Elapsed: 1 day, 15:44:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.97133 Generator_loss: 2.46767
[INFO] 2021-05-05 04:06:42 > Step: 161400 Progress: 80.7% Elapsed: 1 day, 15:45:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.81717 Generator_loss: 1.60355
[INFO] 2021-05-05 04:08:02 > Step: 161500 Progress: 80.8% Elapsed: 1 day, 15:47:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.76881 Generator_loss: 1.88485
[INFO] 2021-05-05 04:09:22 > Step: 161600 Progress: 80.8% Elapsed: 1 day, 15:48:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.82304 Generator_loss: 2.40884
[INFO] 2021-05-05 04:10:43 > Step: 161700 Progress: 80.8% Elapsed: 1 day, 15:49:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86029 Generator_loss: 2.14537
[INFO] 2021-05-05 04:12:02 > Step: 161800 Progress: 80.9% Elapsed: 1 day, 15:51:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.97926 Generator_loss: 2.20875
[INFO] 2021-05-05 04:13:22 > Step: 161900 Progress: 81.0% Elapsed: 1 day, 15:52:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.96197 Generator_loss: 1.45886
[INFO] 2021-05-05 04:14:42 > Step: 162000 Progress: 81.0% Elapsed: 1 day, 15:53:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.87911 Generator_loss: 3.18908
[INFO] 2021-05-05 04:14:42 > Start Evaluation (162000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 04:14:42 > Calculating FID Score....
[INFO] 2021-05-05 04:15:14 > Calculating Inception Score....
[INFO] 2021-05-05 04:15:31 > Calculate F_beta Score....
[INFO] 2021-05-05 04:16:23 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 04:16:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 04:16:24 > Calculate Accuracies....
[INFO] 2021-05-05 04:16:30 > Calculate Accuracies....
[INFO] 2021-05-05 04:16:32 > F_8 score (Step: 162000, Using test images): 0.9954687433393573
[INFO] 2021-05-05 04:16:32 > F_1/8 score (Step: 162000, Using test images): 0.9969077939126918
[INFO] 2021-05-05 04:16:32 > FID score (Step: 162000, Using test moments): 6.914261934786964
[INFO] 2021-05-05 04:16:32 > Inception score (Step: 162000, 10000 generated images): 10.04438304901123
[INFO] 2021-05-05 04:16:32 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 04:16:34 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 04:17:55 > Step: 162100 Progress: 81.0% Elapsed: 1 day, 15:57:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.12979 Generator_loss: 2.3222
[INFO] 2021-05-05 04:19:15 > Step: 162200 Progress: 81.1% Elapsed: 1 day, 15:58:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.96113 Generator_loss: 1.35512
[INFO] 2021-05-05 04:20:35 > Step: 162300 Progress: 81.2% Elapsed: 1 day, 15:59:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.81029 Generator_loss: 2.41517
[INFO] 2021-05-05 04:21:55 > Step: 162400 Progress: 81.2% Elapsed: 1 day, 16:01:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.81403 Generator_loss: 1.85421
[INFO] 2021-05-05 04:23:15 > Step: 162500 Progress: 81.2% Elapsed: 1 day, 16:02:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.01269 Generator_loss: 1.62652
[INFO] 2021-05-05 04:24:35 > Step: 162600 Progress: 81.3% Elapsed: 1 day, 16:03:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.94075 Generator_loss: 2.03618
[INFO] 2021-05-05 04:25:55 > Step: 162700 Progress: 81.3% Elapsed: 1 day, 16:05:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.86762 Generator_loss: 1.99072
[INFO] 2021-05-05 04:27:16 > Step: 162800 Progress: 81.4% Elapsed: 1 day, 16:06:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.68513 Generator_loss: 2.45799
[INFO] 2021-05-05 04:28:36 > Step: 162900 Progress: 81.5% Elapsed: 1 day, 16:07:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.06948 Generator_loss: 2.04307
[INFO] 2021-05-05 04:29:55 > Step: 163000 Progress: 81.5% Elapsed: 1 day, 16:09:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.95866 Generator_loss: 1.65314
[INFO] 2021-05-05 04:31:16 > Step: 163100 Progress: 81.5% Elapsed: 1 day, 16:10:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.04603 Generator_loss: 2.23764
[INFO] 2021-05-05 04:32:36 > Step: 163200 Progress: 81.6% Elapsed: 1 day, 16:11:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.90059 Generator_loss: 2.09458
[INFO] 2021-05-05 04:33:56 > Step: 163300 Progress: 81.7% Elapsed: 1 day, 16:13:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.99905 Generator_loss: 1.1033
[INFO] 2021-05-05 04:35:16 > Step: 163400 Progress: 81.7% Elapsed: 1 day, 16:14:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.09319 Generator_loss: 1.93915
[INFO] 2021-05-05 04:36:36 > Step: 163500 Progress: 81.8% Elapsed: 1 day, 16:15:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.93906 Generator_loss: 1.81018
[INFO] 2021-05-05 04:37:56 > Step: 163600 Progress: 81.8% Elapsed: 1 day, 16:17:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.9456 Generator_loss: 2.2184
[INFO] 2021-05-05 04:39:16 > Step: 163700 Progress: 81.8% Elapsed: 1 day, 16:18:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.06601 Generator_loss: 2.16895
[INFO] 2021-05-05 04:40:36 > Step: 163800 Progress: 81.9% Elapsed: 1 day, 16:19:47 temperature: 0.5 ada_p: No Discriminator_loss: 2.83163 Generator_loss: 2.18358
[INFO] 2021-05-05 04:41:57 > Step: 163900 Progress: 82.0% Elapsed: 1 day, 16:21:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.94744 Generator_loss: 1.91173
[INFO] 2021-05-05 04:43:17 > Step: 164000 Progress: 82.0% Elapsed: 1 day, 16:22:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.77895 Generator_loss: 2.37389
[INFO] 2021-05-05 04:43:17 > Start Evaluation (164000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 04:43:17 > Calculating FID Score....
[INFO] 2021-05-05 04:43:48 > Calculating Inception Score....
[INFO] 2021-05-05 04:44:06 > Calculate F_beta Score....
[INFO] 2021-05-05 04:44:56 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 04:44:56 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 04:44:57 > Calculate Accuracies....
[INFO] 2021-05-05 04:45:03 > Calculate Accuracies....
[INFO] 2021-05-05 04:45:05 > F_8 score (Step: 164000, Using test images): 0.9938840760434084
[INFO] 2021-05-05 04:45:05 > F_1/8 score (Step: 164000, Using test images): 0.9965329231313282
[INFO] 2021-05-05 04:45:05 > FID score (Step: 164000, Using test moments): 6.9298757174049115
[INFO] 2021-05-05 04:45:05 > Inception score (Step: 164000, 10000 generated images): 10.092352867126465
[INFO] 2021-05-05 04:45:05 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 04:45:06 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 04:46:26 > Step: 164100 Progress: 82.0% Elapsed: 1 day, 16:25:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.97478 Generator_loss: 1.95693
[INFO] 2021-05-05 04:47:46 > Step: 164200 Progress: 82.1% Elapsed: 1 day, 16:26:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.84742 Generator_loss: 1.95457
[INFO] 2021-05-05 04:49:06 > Step: 164300 Progress: 82.2% Elapsed: 1 day, 16:28:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.87538 Generator_loss: 2.21853
[INFO] 2021-05-05 04:50:26 > Step: 164400 Progress: 82.2% Elapsed: 1 day, 16:29:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.83897 Generator_loss: 2.03418
[INFO] 2021-05-05 04:51:46 > Step: 164500 Progress: 82.2% Elapsed: 1 day, 16:30:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.8837 Generator_loss: 2.18764
[INFO] 2021-05-05 04:53:07 > Step: 164600 Progress: 82.3% Elapsed: 1 day, 16:32:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.8933 Generator_loss: 2.17095
[INFO] 2021-05-05 04:54:26 > Step: 164700 Progress: 82.3% Elapsed: 1 day, 16:33:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.88627 Generator_loss: 1.86015
[INFO] 2021-05-05 04:55:46 > Step: 164800 Progress: 82.4% Elapsed: 1 day, 16:34:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.88732 Generator_loss: 1.37308
[INFO] 2021-05-05 04:57:07 > Step: 164900 Progress: 82.5% Elapsed: 1 day, 16:36:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.90677 Generator_loss: 2.39713
[INFO] 2021-05-05 04:58:27 > Step: 165000 Progress: 82.5% Elapsed: 1 day, 16:37:37 temperature: 0.5 ada_p: No Discriminator_loss: 2.92291 Generator_loss: 1.72053
[INFO] 2021-05-05 04:59:46 > Step: 165100 Progress: 82.5% Elapsed: 1 day, 16:38:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.74631 Generator_loss: 1.62926
[INFO] 2021-05-05 05:01:07 > Step: 165200 Progress: 82.6% Elapsed: 1 day, 16:40:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.01452 Generator_loss: 2.34495
[INFO] 2021-05-05 05:02:27 > Step: 165300 Progress: 82.7% Elapsed: 1 day, 16:41:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.01225 Generator_loss: 1.63339
[INFO] 2021-05-05 05:03:47 > Step: 165400 Progress: 82.7% Elapsed: 1 day, 16:42:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.90616 Generator_loss: 2.01808
[INFO] 2021-05-05 05:05:07 > Step: 165500 Progress: 82.8% Elapsed: 1 day, 16:44:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.80733 Generator_loss: 1.66978
[INFO] 2021-05-05 05:06:27 > Step: 165600 Progress: 82.8% Elapsed: 1 day, 16:45:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.00953 Generator_loss: 2.28294
[INFO] 2021-05-05 05:07:47 > Step: 165700 Progress: 82.8% Elapsed: 1 day, 16:46:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.78698 Generator_loss: 2.20683
[INFO] 2021-05-05 05:09:07 > Step: 165800 Progress: 82.9% Elapsed: 1 day, 16:48:18 temperature: 0.5 ada_p: No Discriminator_loss: 2.82676 Generator_loss: 2.18836
[INFO] 2021-05-05 05:10:27 > Step: 165900 Progress: 83.0% Elapsed: 1 day, 16:49:38 temperature: 0.5 ada_p: No Discriminator_loss: 2.9043 Generator_loss: 1.89109
[INFO] 2021-05-05 05:11:48 > Step: 166000 Progress: 83.0% Elapsed: 1 day, 16:50:58 temperature: 0.5 ada_p: No Discriminator_loss: 2.87481 Generator_loss: 2.00504
[INFO] 2021-05-05 05:11:48 > Start Evaluation (166000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 05:11:48 > Calculating FID Score....
[INFO] 2021-05-05 05:12:19 > Calculating Inception Score....
[INFO] 2021-05-05 05:12:36 > Calculate F_beta Score....
[INFO] 2021-05-05 05:13:30 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 05:13:31 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 05:13:31 > Calculate Accuracies....
[INFO] 2021-05-05 05:13:38 > Calculate Accuracies....
[INFO] 2021-05-05 05:13:39 > F_8 score (Step: 166000, Using test images): 0.9944478531937407
[INFO] 2021-05-05 05:13:39 > F_1/8 score (Step: 166000, Using test images): 0.9969114341573068
[INFO] 2021-05-05 05:13:39 > FID score (Step: 166000, Using test moments): 6.9373930752879005
[INFO] 2021-05-05 05:13:39 > Inception score (Step: 166000, 10000 generated images): 10.248323440551758
[INFO] 2021-05-05 05:13:39 > Best FID score (Step: 148000, Using test moments): 6.867266660116286
[INFO] 2021-05-05 05:13:41 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 05:15:00 > Step: 166100 Progress: 83.0% Elapsed: 1 day, 16:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.93393 Generator_loss: 1.61869
[INFO] 2021-05-05 05:16:20 > Step: 166200 Progress: 83.1% Elapsed: 1 day, 16:55:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.01851 Generator_loss: 2.51699
[INFO] 2021-05-05 05:17:41 > Step: 166300 Progress: 83.2% Elapsed: 1 day, 16:56:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.92785 Generator_loss: 2.11742
[INFO] 2021-05-05 05:19:00 > Step: 166400 Progress: 83.2% Elapsed: 1 day, 16:58:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.91206 Generator_loss: 1.90653
[INFO] 2021-05-05 05:20:20 > Step: 166500 Progress: 83.2% Elapsed: 1 day, 16:59:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.73584 Generator_loss: 2.57368
[INFO] 2021-05-05 05:21:40 > Step: 166600 Progress: 83.3% Elapsed: 1 day, 17:00:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.86738 Generator_loss: 2.04586
[INFO] 2021-05-05 05:23:00 > Step: 166700 Progress: 83.4% Elapsed: 1 day, 17:02:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.84561 Generator_loss: 1.69089
[INFO] 2021-05-05 05:24:20 > Step: 166800 Progress: 83.4% Elapsed: 1 day, 17:03:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.89004 Generator_loss: 2.30503
[INFO] 2021-05-05 05:25:40 > Step: 166900 Progress: 83.5% Elapsed: 1 day, 17:04:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.79791 Generator_loss: 2.00797
[INFO] 2021-05-05 05:27:00 > Step: 167000 Progress: 83.5% Elapsed: 1 day, 17:06:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.85753 Generator_loss: 1.98921
[INFO] 2021-05-05 05:28:21 > Step: 167100 Progress: 83.5% Elapsed: 1 day, 17:07:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.70086 Generator_loss: 1.91558
[INFO] 2021-05-05 05:29:41 > Step: 167200 Progress: 83.6% Elapsed: 1 day, 17:08:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.0051 Generator_loss: 1.63538
[INFO] 2021-05-05 05:31:01 > Step: 167300 Progress: 83.7% Elapsed: 1 day, 17:10:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.98732 Generator_loss: 2.61225
[INFO] 2021-05-05 05:32:21 > Step: 167400 Progress: 83.7% Elapsed: 1 day, 17:11:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.86766 Generator_loss: 1.70728
[INFO] 2021-05-05 05:33:41 > Step: 167500 Progress: 83.8% Elapsed: 1 day, 17:12:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.81634 Generator_loss: 2.01075
[INFO] 2021-05-05 05:35:01 > Step: 167600 Progress: 83.8% Elapsed: 1 day, 17:14:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.05747 Generator_loss: 1.92153
[INFO] 2021-05-05 05:36:21 > Step: 167700 Progress: 83.9% Elapsed: 1 day, 17:15:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.94662 Generator_loss: 1.80182
[INFO] 2021-05-05 05:37:42 > Step: 167800 Progress: 83.9% Elapsed: 1 day, 17:16:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.97088 Generator_loss: 1.96492
[INFO] 2021-05-05 05:39:02 > Step: 167900 Progress: 84.0% Elapsed: 1 day, 17:18:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.74429 Generator_loss: 2.36992
[INFO] 2021-05-05 05:40:22 > Step: 168000 Progress: 84.0% Elapsed: 1 day, 17:19:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.05012 Generator_loss: 1.61064
[INFO] 2021-05-05 05:40:22 > Start Evaluation (168000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 05:40:22 > Calculating FID Score....
[INFO] 2021-05-05 05:40:53 > Calculating Inception Score....
[INFO] 2021-05-05 05:41:11 > Calculate F_beta Score....
[INFO] 2021-05-05 05:42:02 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 05:42:02 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 05:42:03 > Calculate Accuracies....
[INFO] 2021-05-05 05:42:09 > Calculate Accuracies....
[INFO] 2021-05-05 05:42:10 > F_8 score (Step: 168000, Using test images): 0.9941475076549882
[INFO] 2021-05-05 05:42:10 > F_1/8 score (Step: 168000, Using test images): 0.9957484456075856
[INFO] 2021-05-05 05:42:10 > FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 05:42:10 > Inception score (Step: 168000, 10000 generated images): 10.180944442749023
[INFO] 2021-05-05 05:42:10 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 05:42:13 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 05:43:33 > Step: 168100 Progress: 84.0% Elapsed: 1 day, 17:22:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.72953 Generator_loss: 2.54482
[INFO] 2021-05-05 05:44:53 > Step: 168200 Progress: 84.1% Elapsed: 1 day, 17:24:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.01414 Generator_loss: 1.82856
[INFO] 2021-05-05 05:46:13 > Step: 168300 Progress: 84.2% Elapsed: 1 day, 17:25:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.99033 Generator_loss: 1.80388
[INFO] 2021-05-05 05:47:33 > Step: 168400 Progress: 84.2% Elapsed: 1 day, 17:26:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.89483 Generator_loss: 1.57617
[INFO] 2021-05-05 05:48:53 > Step: 168500 Progress: 84.2% Elapsed: 1 day, 17:28:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.95107 Generator_loss: 2.50975
[INFO] 2021-05-05 05:50:13 > Step: 168600 Progress: 84.3% Elapsed: 1 day, 17:29:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.80411 Generator_loss: 1.79757
[INFO] 2021-05-05 05:51:33 > Step: 168700 Progress: 84.4% Elapsed: 1 day, 17:30:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.07771 Generator_loss: 2.71434
[INFO] 2021-05-05 05:52:53 > Step: 168800 Progress: 84.4% Elapsed: 1 day, 17:32:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.93585 Generator_loss: 2.25786
[INFO] 2021-05-05 05:54:13 > Step: 168900 Progress: 84.5% Elapsed: 1 day, 17:33:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.92456 Generator_loss: 2.3079
[INFO] 2021-05-05 05:55:33 > Step: 169000 Progress: 84.5% Elapsed: 1 day, 17:34:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.84836 Generator_loss: 2.42983
[INFO] 2021-05-05 05:56:52 > Step: 169100 Progress: 84.5% Elapsed: 1 day, 17:36:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.84003 Generator_loss: 2.39678
[INFO] 2021-05-05 05:58:13 > Step: 169200 Progress: 84.6% Elapsed: 1 day, 17:37:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.128 Generator_loss: 1.58914
[INFO] 2021-05-05 05:59:33 > Step: 169300 Progress: 84.7% Elapsed: 1 day, 17:38:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.80313 Generator_loss: 1.98893
[INFO] 2021-05-05 06:00:53 > Step: 169400 Progress: 84.7% Elapsed: 1 day, 17:40:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.7574 Generator_loss: 2.03176
[INFO] 2021-05-05 06:02:13 > Step: 169500 Progress: 84.8% Elapsed: 1 day, 17:41:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.92847 Generator_loss: 2.17948
[INFO] 2021-05-05 06:03:33 > Step: 169600 Progress: 84.8% Elapsed: 1 day, 17:42:43 temperature: 0.5 ada_p: No Discriminator_loss: 2.97038 Generator_loss: 1.48436
[INFO] 2021-05-05 06:04:53 > Step: 169700 Progress: 84.9% Elapsed: 1 day, 17:44:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.7966 Generator_loss: 2.04824
[INFO] 2021-05-05 06:06:13 > Step: 169800 Progress: 84.9% Elapsed: 1 day, 17:45:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.0686 Generator_loss: 2.8256
[INFO] 2021-05-05 06:07:33 > Step: 169900 Progress: 85.0% Elapsed: 1 day, 17:46:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.80597 Generator_loss: 1.72466
[INFO] 2021-05-05 06:08:53 > Step: 170000 Progress: 85.0% Elapsed: 1 day, 17:48:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.92678 Generator_loss: 2.26902
[INFO] 2021-05-05 06:08:53 > Start Evaluation (170000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 06:08:53 > Calculating FID Score....
[INFO] 2021-05-05 06:09:25 > Calculating Inception Score....
[INFO] 2021-05-05 06:09:42 > Calculate F_beta Score....
[INFO] 2021-05-05 06:10:33 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 06:10:34 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 06:10:34 > Calculate Accuracies....
[INFO] 2021-05-05 06:10:40 > Calculate Accuracies....
[INFO] 2021-05-05 06:10:42 > F_8 score (Step: 170000, Using test images): 0.9934875917683714
[INFO] 2021-05-05 06:10:42 > F_1/8 score (Step: 170000, Using test images): 0.9963244365051376
[INFO] 2021-05-05 06:10:42 > FID score (Step: 170000, Using test moments): 6.954523759586436
[INFO] 2021-05-05 06:10:42 > Inception score (Step: 170000, 10000 generated images): 10.082660675048828
[INFO] 2021-05-05 06:10:42 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 06:10:43 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 06:12:03 > Step: 170100 Progress: 85.0% Elapsed: 1 day, 17:51:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.92269 Generator_loss: 2.13485
[INFO] 2021-05-05 06:13:23 > Step: 170200 Progress: 85.1% Elapsed: 1 day, 17:52:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.021 Generator_loss: 2.31295
[INFO] 2021-05-05 06:14:43 > Step: 170300 Progress: 85.2% Elapsed: 1 day, 17:53:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.85472 Generator_loss: 2.20531
[INFO] 2021-05-05 06:16:03 > Step: 170400 Progress: 85.2% Elapsed: 1 day, 17:55:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.87151 Generator_loss: 1.91479
[INFO] 2021-05-05 06:17:23 > Step: 170500 Progress: 85.2% Elapsed: 1 day, 17:56:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.99383 Generator_loss: 2.46752
[INFO] 2021-05-05 06:18:43 > Step: 170600 Progress: 85.3% Elapsed: 1 day, 17:57:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.89029 Generator_loss: 2.05979
[INFO] 2021-05-05 06:20:03 > Step: 170700 Progress: 85.4% Elapsed: 1 day, 17:59:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.84453 Generator_loss: 2.26254
[INFO] 2021-05-05 06:21:23 > Step: 170800 Progress: 85.4% Elapsed: 1 day, 18:00:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.9332 Generator_loss: 2.1568
[INFO] 2021-05-05 06:22:43 > Step: 170900 Progress: 85.5% Elapsed: 1 day, 18:01:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.96817 Generator_loss: 2.17489
[INFO] 2021-05-05 06:24:03 > Step: 171000 Progress: 85.5% Elapsed: 1 day, 18:03:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.82573 Generator_loss: 2.37341
[INFO] 2021-05-05 06:25:23 > Step: 171100 Progress: 85.5% Elapsed: 1 day, 18:04:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.89629 Generator_loss: 1.93117
[INFO] 2021-05-05 06:26:43 > Step: 171200 Progress: 85.6% Elapsed: 1 day, 18:05:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.97649 Generator_loss: 2.20523
[INFO] 2021-05-05 06:28:04 > Step: 171300 Progress: 85.7% Elapsed: 1 day, 18:07:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.83891 Generator_loss: 2.0855
[INFO] 2021-05-05 06:29:23 > Step: 171400 Progress: 85.7% Elapsed: 1 day, 18:08:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.76117 Generator_loss: 1.7891
[INFO] 2021-05-05 06:30:43 > Step: 171500 Progress: 85.8% Elapsed: 1 day, 18:09:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.80006 Generator_loss: 1.5529
[INFO] 2021-05-05 06:32:03 > Step: 171600 Progress: 85.8% Elapsed: 1 day, 18:11:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.80828 Generator_loss: 1.74538
[INFO] 2021-05-05 06:33:24 > Step: 171700 Progress: 85.9% Elapsed: 1 day, 18:12:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.98377 Generator_loss: 2.08773
[INFO] 2021-05-05 06:34:44 > Step: 171800 Progress: 85.9% Elapsed: 1 day, 18:13:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.96095 Generator_loss: 2.4812
[INFO] 2021-05-05 06:36:04 > Step: 171900 Progress: 86.0% Elapsed: 1 day, 18:15:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.7306 Generator_loss: 2.40444
[INFO] 2021-05-05 06:37:24 > Step: 172000 Progress: 86.0% Elapsed: 1 day, 18:16:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.79514 Generator_loss: 1.97477
[INFO] 2021-05-05 06:37:24 > Start Evaluation (172000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 06:37:24 > Calculating FID Score....
[INFO] 2021-05-05 06:37:56 > Calculating Inception Score....
[INFO] 2021-05-05 06:38:13 > Calculate F_beta Score....
[INFO] 2021-05-05 06:39:04 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 06:39:05 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 06:39:05 > Calculate Accuracies....
[INFO] 2021-05-05 06:39:11 > Calculate Accuracies....
[INFO] 2021-05-05 06:39:13 > F_8 score (Step: 172000, Using test images): 0.9943938503565157
[INFO] 2021-05-05 06:39:13 > F_1/8 score (Step: 172000, Using test images): 0.9964928004202002
[INFO] 2021-05-05 06:39:13 > FID score (Step: 172000, Using test moments): 6.942495407859894
[INFO] 2021-05-05 06:39:13 > Inception score (Step: 172000, 10000 generated images): 10.13200855255127
[INFO] 2021-05-05 06:39:13 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 06:39:14 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 06:40:34 > Step: 172100 Progress: 86.1% Elapsed: 1 day, 18:19:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.91659 Generator_loss: 1.7517
[INFO] 2021-05-05 06:41:54 > Step: 172200 Progress: 86.1% Elapsed: 1 day, 18:21:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.99442 Generator_loss: 1.98114
[INFO] 2021-05-05 06:43:14 > Step: 172300 Progress: 86.2% Elapsed: 1 day, 18:22:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.7662 Generator_loss: 2.20464
[INFO] 2021-05-05 06:44:34 > Step: 172400 Progress: 86.2% Elapsed: 1 day, 18:23:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.83537 Generator_loss: 1.54614
[INFO] 2021-05-05 06:45:54 > Step: 172500 Progress: 86.2% Elapsed: 1 day, 18:25:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.88809 Generator_loss: 2.07061
[INFO] 2021-05-05 06:47:14 > Step: 172600 Progress: 86.3% Elapsed: 1 day, 18:26:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.73741 Generator_loss: 2.14024
[INFO] 2021-05-05 06:48:34 > Step: 172700 Progress: 86.4% Elapsed: 1 day, 18:27:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.8701 Generator_loss: 1.79
[INFO] 2021-05-05 06:49:54 > Step: 172800 Progress: 86.4% Elapsed: 1 day, 18:29:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.98853 Generator_loss: 2.38367
[INFO] 2021-05-05 06:51:14 > Step: 172900 Progress: 86.5% Elapsed: 1 day, 18:30:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.80743 Generator_loss: 2.41993
[INFO] 2021-05-05 06:52:35 > Step: 173000 Progress: 86.5% Elapsed: 1 day, 18:31:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.7679 Generator_loss: 2.16768
[INFO] 2021-05-05 06:53:55 > Step: 173100 Progress: 86.6% Elapsed: 1 day, 18:33:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.88043 Generator_loss: 1.61904
[INFO] 2021-05-05 06:55:15 > Step: 173200 Progress: 86.6% Elapsed: 1 day, 18:34:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.86825 Generator_loss: 2.34879
[INFO] 2021-05-05 06:56:35 > Step: 173300 Progress: 86.7% Elapsed: 1 day, 18:35:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.92374 Generator_loss: 2.3629
[INFO] 2021-05-05 06:57:55 > Step: 173400 Progress: 86.7% Elapsed: 1 day, 18:37:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.8322 Generator_loss: 1.58788
[INFO] 2021-05-05 06:59:15 > Step: 173500 Progress: 86.8% Elapsed: 1 day, 18:38:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.85224 Generator_loss: 1.81987
[INFO] 2021-05-05 07:00:35 > Step: 173600 Progress: 86.8% Elapsed: 1 day, 18:39:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.80078 Generator_loss: 2.03174
[INFO] 2021-05-05 07:01:55 > Step: 173700 Progress: 86.9% Elapsed: 1 day, 18:41:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.82811 Generator_loss: 1.87135
[INFO] 2021-05-05 07:03:16 > Step: 173800 Progress: 86.9% Elapsed: 1 day, 18:42:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.81062 Generator_loss: 2.34517
[INFO] 2021-05-05 07:04:36 > Step: 173900 Progress: 87.0% Elapsed: 1 day, 18:43:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.84154 Generator_loss: 2.18805
[INFO] 2021-05-05 07:05:56 > Step: 174000 Progress: 87.0% Elapsed: 1 day, 18:45:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.79167 Generator_loss: 2.06618
[INFO] 2021-05-05 07:05:56 > Start Evaluation (174000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 07:05:56 > Calculating FID Score....
[INFO] 2021-05-05 07:06:27 > Calculating Inception Score....
[INFO] 2021-05-05 07:06:45 > Calculate F_beta Score....
[INFO] 2021-05-05 07:07:39 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 07:07:39 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 07:07:40 > Calculate Accuracies....
[INFO] 2021-05-05 07:07:46 > Calculate Accuracies....
[INFO] 2021-05-05 07:07:48 > F_8 score (Step: 174000, Using test images): 0.9926704310901605
[INFO] 2021-05-05 07:07:48 > F_1/8 score (Step: 174000, Using test images): 0.9961293408843122
[INFO] 2021-05-05 07:07:48 > FID score (Step: 174000, Using test moments): 6.905494817821648
[INFO] 2021-05-05 07:07:48 > Inception score (Step: 174000, 10000 generated images): 10.029041290283203
[INFO] 2021-05-05 07:07:48 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 07:07:49 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 07:09:09 > Step: 174100 Progress: 87.1% Elapsed: 1 day, 18:48:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.8187 Generator_loss: 1.63857
[INFO] 2021-05-05 07:10:29 > Step: 174200 Progress: 87.1% Elapsed: 1 day, 18:49:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.09724 Generator_loss: 1.43714
[INFO] 2021-05-05 07:11:49 > Step: 174300 Progress: 87.2% Elapsed: 1 day, 18:50:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.71006 Generator_loss: 1.99353
[INFO] 2021-05-05 07:13:09 > Step: 174400 Progress: 87.2% Elapsed: 1 day, 18:52:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.83502 Generator_loss: 2.37812
[INFO] 2021-05-05 07:14:29 > Step: 174500 Progress: 87.2% Elapsed: 1 day, 18:53:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.91771 Generator_loss: 2.12384
[INFO] 2021-05-05 07:15:49 > Step: 174600 Progress: 87.3% Elapsed: 1 day, 18:55:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.96012 Generator_loss: 1.65827
[INFO] 2021-05-05 07:17:09 > Step: 174700 Progress: 87.4% Elapsed: 1 day, 18:56:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.72723 Generator_loss: 1.86746
[INFO] 2021-05-05 07:18:30 > Step: 174800 Progress: 87.4% Elapsed: 1 day, 18:57:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.89003 Generator_loss: 1.7434
[INFO] 2021-05-05 07:19:49 > Step: 174900 Progress: 87.5% Elapsed: 1 day, 18:59:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.92063 Generator_loss: 1.99604
[INFO] 2021-05-05 07:21:09 > Step: 175000 Progress: 87.5% Elapsed: 1 day, 19:00:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.80658 Generator_loss: 2.04383
[INFO] 2021-05-05 07:22:29 > Step: 175100 Progress: 87.5% Elapsed: 1 day, 19:01:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.72036 Generator_loss: 2.00998
[INFO] 2021-05-05 07:23:50 > Step: 175200 Progress: 87.6% Elapsed: 1 day, 19:03:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.79417 Generator_loss: 2.58951
[INFO] 2021-05-05 07:25:10 > Step: 175300 Progress: 87.6% Elapsed: 1 day, 19:04:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.8865 Generator_loss: 1.73252
[INFO] 2021-05-05 07:26:29 > Step: 175400 Progress: 87.7% Elapsed: 1 day, 19:05:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.88565 Generator_loss: 2.13968
[INFO] 2021-05-05 07:27:49 > Step: 175500 Progress: 87.8% Elapsed: 1 day, 19:07:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.97992 Generator_loss: 2.45015
[INFO] 2021-05-05 07:29:10 > Step: 175600 Progress: 87.8% Elapsed: 1 day, 19:08:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.93842 Generator_loss: 2.46154
[INFO] 2021-05-05 07:30:30 > Step: 175700 Progress: 87.8% Elapsed: 1 day, 19:09:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.76383 Generator_loss: 2.25253
[INFO] 2021-05-05 07:31:50 > Step: 175800 Progress: 87.9% Elapsed: 1 day, 19:11:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.81196 Generator_loss: 2.29747
[INFO] 2021-05-05 07:33:10 > Step: 175900 Progress: 87.9% Elapsed: 1 day, 19:12:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.86451 Generator_loss: 1.57702
[INFO] 2021-05-05 07:34:30 > Step: 176000 Progress: 88.0% Elapsed: 1 day, 19:13:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.87449 Generator_loss: 2.22066
[INFO] 2021-05-05 07:34:30 > Start Evaluation (176000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 07:34:30 > Calculating FID Score....
[INFO] 2021-05-05 07:35:02 > Calculating Inception Score....
[INFO] 2021-05-05 07:35:19 > Calculate F_beta Score....
[INFO] 2021-05-05 07:36:12 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 07:36:12 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 07:36:12 > Calculate Accuracies....
[INFO] 2021-05-05 07:36:19 > Calculate Accuracies....
[INFO] 2021-05-05 07:36:20 > F_8 score (Step: 176000, Using test images): 0.9961692390329673
[INFO] 2021-05-05 07:36:20 > F_1/8 score (Step: 176000, Using test images): 0.9963566841802233
[INFO] 2021-05-05 07:36:20 > FID score (Step: 176000, Using test moments): 6.915671797149798
[INFO] 2021-05-05 07:36:20 > Inception score (Step: 176000, 10000 generated images): 9.940821647644043
[INFO] 2021-05-05 07:36:20 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 07:36:22 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 07:37:41 > Step: 176100 Progress: 88.0% Elapsed: 1 day, 19:16:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.8093 Generator_loss: 1.82277
[INFO] 2021-05-05 07:39:01 > Step: 176200 Progress: 88.1% Elapsed: 1 day, 19:18:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.93511 Generator_loss: 1.86176
[INFO] 2021-05-05 07:40:21 > Step: 176300 Progress: 88.1% Elapsed: 1 day, 19:19:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.84307 Generator_loss: 2.1029
[INFO] 2021-05-05 07:41:41 > Step: 176400 Progress: 88.2% Elapsed: 1 day, 19:20:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.73555 Generator_loss: 2.64948
[INFO] 2021-05-05 07:43:01 > Step: 176500 Progress: 88.2% Elapsed: 1 day, 19:22:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.84018 Generator_loss: 2.02183
[INFO] 2021-05-05 07:44:21 > Step: 176600 Progress: 88.3% Elapsed: 1 day, 19:23:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.91596 Generator_loss: 2.21553
[INFO] 2021-05-05 07:45:41 > Step: 176700 Progress: 88.3% Elapsed: 1 day, 19:24:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.78981 Generator_loss: 2.23624
[INFO] 2021-05-05 07:47:01 > Step: 176800 Progress: 88.4% Elapsed: 1 day, 19:26:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.08084 Generator_loss: 1.74856
[INFO] 2021-05-05 07:48:21 > Step: 176900 Progress: 88.4% Elapsed: 1 day, 19:27:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.87875 Generator_loss: 2.07139
[INFO] 2021-05-05 07:49:42 > Step: 177000 Progress: 88.5% Elapsed: 1 day, 19:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.84046 Generator_loss: 1.81848
[INFO] 2021-05-05 07:51:01 > Step: 177100 Progress: 88.5% Elapsed: 1 day, 19:30:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.79881 Generator_loss: 2.2356
[INFO] 2021-05-05 07:52:21 > Step: 177200 Progress: 88.6% Elapsed: 1 day, 19:31:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.03671 Generator_loss: 1.75493
[INFO] 2021-05-05 07:53:42 > Step: 177300 Progress: 88.6% Elapsed: 1 day, 19:32:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.03394 Generator_loss: 1.99077
[INFO] 2021-05-05 07:55:01 > Step: 177400 Progress: 88.7% Elapsed: 1 day, 19:34:12 temperature: 0.5 ada_p: No Discriminator_loss: 2.77822 Generator_loss: 2.11994
[INFO] 2021-05-05 07:56:21 > Step: 177500 Progress: 88.8% Elapsed: 1 day, 19:35:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.97313 Generator_loss: 2.37914
[INFO] 2021-05-05 07:57:41 > Step: 177600 Progress: 88.8% Elapsed: 1 day, 19:36:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.05164 Generator_loss: 2.25979
[INFO] 2021-05-05 07:59:01 > Step: 177700 Progress: 88.8% Elapsed: 1 day, 19:38:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.0282 Generator_loss: 1.63803
[INFO] 2021-05-05 08:00:22 > Step: 177800 Progress: 88.9% Elapsed: 1 day, 19:39:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.01965 Generator_loss: 1.69499
[INFO] 2021-05-05 08:01:42 > Step: 177900 Progress: 88.9% Elapsed: 1 day, 19:40:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.72867 Generator_loss: 1.7948
[INFO] 2021-05-05 08:03:02 > Step: 178000 Progress: 89.0% Elapsed: 1 day, 19:42:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.8899 Generator_loss: 1.90759
[INFO] 2021-05-05 08:03:02 > Start Evaluation (178000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 08:03:02 > Calculating FID Score....
[INFO] 2021-05-05 08:03:35 > Calculating Inception Score....
[INFO] 2021-05-05 08:03:52 > Calculate F_beta Score....
[INFO] 2021-05-05 08:04:43 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 08:04:44 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 08:04:44 > Calculate Accuracies....
[INFO] 2021-05-05 08:04:50 > Calculate Accuracies....
[INFO] 2021-05-05 08:04:52 > F_8 score (Step: 178000, Using test images): 0.9935211771172046
[INFO] 2021-05-05 08:04:52 > F_1/8 score (Step: 178000, Using test images): 0.9954918608990089
[INFO] 2021-05-05 08:04:52 > FID score (Step: 178000, Using test moments): 6.792217544172502
[INFO] 2021-05-05 08:04:52 > Inception score (Step: 178000, 10000 generated images): 10.120996475219727
[INFO] 2021-05-05 08:04:52 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 08:04:53 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 08:06:13 > Step: 178100 Progress: 89.0% Elapsed: 1 day, 19:45:23 temperature: 0.5 ada_p: No Discriminator_loss: 2.81804 Generator_loss: 1.99494
[INFO] 2021-05-05 08:07:33 > Step: 178200 Progress: 89.1% Elapsed: 1 day, 19:46:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.27718 Generator_loss: 1.72355
[INFO] 2021-05-05 08:08:53 > Step: 178300 Progress: 89.1% Elapsed: 1 day, 19:48:03 temperature: 0.5 ada_p: No Discriminator_loss: 2.92618 Generator_loss: 1.95732
[INFO] 2021-05-05 08:10:13 > Step: 178400 Progress: 89.2% Elapsed: 1 day, 19:49:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.81058 Generator_loss: 2.08147
[INFO] 2021-05-05 08:11:33 > Step: 178500 Progress: 89.2% Elapsed: 1 day, 19:50:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.69522 Generator_loss: 1.86013
[INFO] 2021-05-05 08:12:53 > Step: 178600 Progress: 89.3% Elapsed: 1 day, 19:52:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.65385 Generator_loss: 1.92432
[INFO] 2021-05-05 08:14:14 > Step: 178700 Progress: 89.3% Elapsed: 1 day, 19:53:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.86106 Generator_loss: 1.96308
[INFO] 2021-05-05 08:15:34 > Step: 178800 Progress: 89.4% Elapsed: 1 day, 19:54:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.83606 Generator_loss: 1.46549
[INFO] 2021-05-05 08:16:54 > Step: 178900 Progress: 89.5% Elapsed: 1 day, 19:56:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.89591 Generator_loss: 1.98315
[INFO] 2021-05-05 08:18:14 > Step: 179000 Progress: 89.5% Elapsed: 1 day, 19:57:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.90267 Generator_loss: 2.23383
[INFO] 2021-05-05 08:19:34 > Step: 179100 Progress: 89.5% Elapsed: 1 day, 19:58:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.97946 Generator_loss: 2.13703
[INFO] 2021-05-05 08:20:54 > Step: 179200 Progress: 89.6% Elapsed: 1 day, 20:00:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.85879 Generator_loss: 2.01785
[INFO] 2021-05-05 08:22:14 > Step: 179300 Progress: 89.6% Elapsed: 1 day, 20:01:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.72185 Generator_loss: 2.28223
[INFO] 2021-05-05 08:23:34 > Step: 179400 Progress: 89.7% Elapsed: 1 day, 20:02:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.9002 Generator_loss: 2.6817
[INFO] 2021-05-05 08:24:54 > Step: 179500 Progress: 89.8% Elapsed: 1 day, 20:04:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.76596 Generator_loss: 2.21507
[INFO] 2021-05-05 08:26:14 > Step: 179600 Progress: 89.8% Elapsed: 1 day, 20:05:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.93449 Generator_loss: 1.62968
[INFO] 2021-05-05 08:27:34 > Step: 179700 Progress: 89.8% Elapsed: 1 day, 20:06:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.00489 Generator_loss: 2.56242
[INFO] 2021-05-05 08:28:55 > Step: 179800 Progress: 89.9% Elapsed: 1 day, 20:08:06 temperature: 0.5 ada_p: No Discriminator_loss: 2.95555 Generator_loss: 1.85929
[INFO] 2021-05-05 08:30:15 > Step: 179900 Progress: 90.0% Elapsed: 1 day, 20:09:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.95473 Generator_loss: 2.40743
[INFO] 2021-05-05 08:31:35 > Step: 180000 Progress: 90.0% Elapsed: 1 day, 20:10:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.81697 Generator_loss: 2.6522
[INFO] 2021-05-05 08:31:35 > Start Evaluation (180000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 08:31:35 > Calculating FID Score....
[INFO] 2021-05-05 08:32:07 > Calculating Inception Score....
[INFO] 2021-05-05 08:32:24 > Calculate F_beta Score....
[INFO] 2021-05-05 08:33:16 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 08:33:16 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 08:33:16 > Calculate Accuracies....
[INFO] 2021-05-05 08:33:23 > Calculate Accuracies....
[INFO] 2021-05-05 08:33:24 > F_8 score (Step: 180000, Using test images): 0.9943494197813372
[INFO] 2021-05-05 08:33:24 > F_1/8 score (Step: 180000, Using test images): 0.9969996805306967
[INFO] 2021-05-05 08:33:24 > FID score (Step: 180000, Using test moments): 6.919374742135858
[INFO] 2021-05-05 08:33:24 > Inception score (Step: 180000, 10000 generated images): 10.085402488708496
[INFO] 2021-05-05 08:33:24 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 08:33:26 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 08:34:46 > Step: 180100 Progress: 90.0% Elapsed: 1 day, 20:13:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.00335 Generator_loss: 1.85814
[INFO] 2021-05-05 08:36:06 > Step: 180200 Progress: 90.1% Elapsed: 1 day, 20:15:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.85852 Generator_loss: 1.7681
[INFO] 2021-05-05 08:37:26 > Step: 180300 Progress: 90.1% Elapsed: 1 day, 20:16:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.92959 Generator_loss: 2.17415
[INFO] 2021-05-05 08:38:46 > Step: 180400 Progress: 90.2% Elapsed: 1 day, 20:17:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.90323 Generator_loss: 1.82533
[INFO] 2021-05-05 08:40:06 > Step: 180500 Progress: 90.2% Elapsed: 1 day, 20:19:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.82298 Generator_loss: 1.91859
[INFO] 2021-05-05 08:41:26 > Step: 180600 Progress: 90.3% Elapsed: 1 day, 20:20:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.03418 Generator_loss: 1.78548
[INFO] 2021-05-05 08:42:46 > Step: 180700 Progress: 90.3% Elapsed: 1 day, 20:21:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.82677 Generator_loss: 2.11684
[INFO] 2021-05-05 08:44:06 > Step: 180800 Progress: 90.4% Elapsed: 1 day, 20:23:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.82049 Generator_loss: 1.88581
[INFO] 2021-05-05 08:45:26 > Step: 180900 Progress: 90.5% Elapsed: 1 day, 20:24:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.83603 Generator_loss: 1.80681
[INFO] 2021-05-05 08:46:46 > Step: 181000 Progress: 90.5% Elapsed: 1 day, 20:25:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.77934 Generator_loss: 2.1865
[INFO] 2021-05-05 08:48:05 > Step: 181100 Progress: 90.5% Elapsed: 1 day, 20:27:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.81369 Generator_loss: 1.96911
[INFO] 2021-05-05 08:49:26 > Step: 181200 Progress: 90.6% Elapsed: 1 day, 20:28:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.84911 Generator_loss: 1.75074
[INFO] 2021-05-05 08:50:46 > Step: 181300 Progress: 90.6% Elapsed: 1 day, 20:29:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.9273 Generator_loss: 1.81933
[INFO] 2021-05-05 08:52:06 > Step: 181400 Progress: 90.7% Elapsed: 1 day, 20:31:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.9072 Generator_loss: 1.93477
[INFO] 2021-05-05 08:53:25 > Step: 181500 Progress: 90.8% Elapsed: 1 day, 20:32:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.85198 Generator_loss: 2.39103
[INFO] 2021-05-05 08:54:46 > Step: 181600 Progress: 90.8% Elapsed: 1 day, 20:33:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.95876 Generator_loss: 1.96496
[INFO] 2021-05-05 08:56:06 > Step: 181700 Progress: 90.8% Elapsed: 1 day, 20:35:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.04817 Generator_loss: 2.36703
[INFO] 2021-05-05 08:57:26 > Step: 181800 Progress: 90.9% Elapsed: 1 day, 20:36:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.86166 Generator_loss: 1.70863
[INFO] 2021-05-05 08:58:46 > Step: 181900 Progress: 91.0% Elapsed: 1 day, 20:37:57 temperature: 0.5 ada_p: No Discriminator_loss: 2.69237 Generator_loss: 1.91148
[INFO] 2021-05-05 09:00:06 > Step: 182000 Progress: 91.0% Elapsed: 1 day, 20:39:17 temperature: 0.5 ada_p: No Discriminator_loss: 2.73829 Generator_loss: 2.34893
[INFO] 2021-05-05 09:00:06 > Start Evaluation (182000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 09:00:06 > Calculating FID Score....
[INFO] 2021-05-05 09:00:38 > Calculating Inception Score....
[INFO] 2021-05-05 09:00:55 > Calculate F_beta Score....
[INFO] 2021-05-05 09:01:48 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 09:01:48 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 09:01:49 > Calculate Accuracies....
[INFO] 2021-05-05 09:01:55 > Calculate Accuracies....
[INFO] 2021-05-05 09:01:56 > F_8 score (Step: 182000, Using test images): 0.9959412824066166
[INFO] 2021-05-05 09:01:56 > F_1/8 score (Step: 182000, Using test images): 0.9960279912514678
[INFO] 2021-05-05 09:01:56 > FID score (Step: 182000, Using test moments): 6.811410379271933
[INFO] 2021-05-05 09:01:56 > Inception score (Step: 182000, 10000 generated images): 9.854694366455078
[INFO] 2021-05-05 09:01:56 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 09:01:58 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 09:03:17 > Step: 182100 Progress: 91.0% Elapsed: 1 day, 20:42:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.89857 Generator_loss: 1.85988
[INFO] 2021-05-05 09:04:37 > Step: 182200 Progress: 91.1% Elapsed: 1 day, 20:43:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.84807 Generator_loss: 2.38853
[INFO] 2021-05-05 09:05:58 > Step: 182300 Progress: 91.1% Elapsed: 1 day, 20:45:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.87543 Generator_loss: 2.18349
[INFO] 2021-05-05 09:07:18 > Step: 182400 Progress: 91.2% Elapsed: 1 day, 20:46:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.84233 Generator_loss: 2.03312
[INFO] 2021-05-05 09:08:38 > Step: 182500 Progress: 91.2% Elapsed: 1 day, 20:47:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.80959 Generator_loss: 1.9922
[INFO] 2021-05-05 09:09:58 > Step: 182600 Progress: 91.3% Elapsed: 1 day, 20:49:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.85324 Generator_loss: 2.37896
[INFO] 2021-05-05 09:11:18 > Step: 182700 Progress: 91.3% Elapsed: 1 day, 20:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.92191 Generator_loss: 1.49075
[INFO] 2021-05-05 09:12:38 > Step: 182800 Progress: 91.4% Elapsed: 1 day, 20:51:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.80389 Generator_loss: 2.36611
[INFO] 2021-05-05 09:13:58 > Step: 182900 Progress: 91.5% Elapsed: 1 day, 20:53:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.03349 Generator_loss: 1.70967
[INFO] 2021-05-05 09:15:18 > Step: 183000 Progress: 91.5% Elapsed: 1 day, 20:54:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.74197 Generator_loss: 1.82201
[INFO] 2021-05-05 09:16:38 > Step: 183100 Progress: 91.5% Elapsed: 1 day, 20:55:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.99387 Generator_loss: 2.00252
[INFO] 2021-05-05 09:17:58 > Step: 183200 Progress: 91.6% Elapsed: 1 day, 20:57:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.91286 Generator_loss: 2.09822
[INFO] 2021-05-05 09:19:18 > Step: 183300 Progress: 91.6% Elapsed: 1 day, 20:58:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.88662 Generator_loss: 1.62992
[INFO] 2021-05-05 09:20:39 > Step: 183400 Progress: 91.7% Elapsed: 1 day, 20:59:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.80021 Generator_loss: 2.4593
[INFO] 2021-05-05 09:21:59 > Step: 183500 Progress: 91.8% Elapsed: 1 day, 21:01:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.88036 Generator_loss: 1.55722
[INFO] 2021-05-05 09:23:19 > Step: 183600 Progress: 91.8% Elapsed: 1 day, 21:02:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.83862 Generator_loss: 1.76559
[INFO] 2021-05-05 09:24:39 > Step: 183700 Progress: 91.8% Elapsed: 1 day, 21:03:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.98445 Generator_loss: 1.89739
[INFO] 2021-05-05 09:25:59 > Step: 183800 Progress: 91.9% Elapsed: 1 day, 21:05:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.81726 Generator_loss: 1.58564
[INFO] 2021-05-05 09:27:19 > Step: 183900 Progress: 92.0% Elapsed: 1 day, 21:06:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.92185 Generator_loss: 1.61829
[INFO] 2021-05-05 09:28:39 > Step: 184000 Progress: 92.0% Elapsed: 1 day, 21:07:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.03674 Generator_loss: 2.56974
[INFO] 2021-05-05 09:28:39 > Start Evaluation (184000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 09:28:39 > Calculating FID Score....
[INFO] 2021-05-05 09:29:11 > Calculating Inception Score....
[INFO] 2021-05-05 09:29:29 > Calculate F_beta Score....
[INFO] 2021-05-05 09:30:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 09:30:21 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 09:30:22 > Calculate Accuracies....
[INFO] 2021-05-05 09:30:28 > Calculate Accuracies....
[INFO] 2021-05-05 09:30:29 > F_8 score (Step: 184000, Using test images): 0.9953308469476344
[INFO] 2021-05-05 09:30:29 > F_1/8 score (Step: 184000, Using test images): 0.9968783331241915
[INFO] 2021-05-05 09:30:29 > FID score (Step: 184000, Using test moments): 6.848043508302112
[INFO] 2021-05-05 09:30:29 > Inception score (Step: 184000, 10000 generated images): 10.026626586914062
[INFO] 2021-05-05 09:30:29 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 09:30:31 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 09:31:51 > Step: 184100 Progress: 92.0% Elapsed: 1 day, 21:11:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.78978 Generator_loss: 2.31387
[INFO] 2021-05-05 09:33:11 > Step: 184200 Progress: 92.1% Elapsed: 1 day, 21:12:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.77419 Generator_loss: 1.95441
[INFO] 2021-05-05 09:34:31 > Step: 184300 Progress: 92.2% Elapsed: 1 day, 21:13:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.80013 Generator_loss: 2.14885
[INFO] 2021-05-05 09:35:51 > Step: 184400 Progress: 92.2% Elapsed: 1 day, 21:15:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.89494 Generator_loss: 2.19699
[INFO] 2021-05-05 09:37:11 > Step: 184500 Progress: 92.2% Elapsed: 1 day, 21:16:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.83035 Generator_loss: 1.77752
[INFO] 2021-05-05 09:38:31 > Step: 184600 Progress: 92.3% Elapsed: 1 day, 21:17:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.84263 Generator_loss: 2.0033
[INFO] 2021-05-05 09:39:51 > Step: 184700 Progress: 92.3% Elapsed: 1 day, 21:19:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.03692 Generator_loss: 1.99175
[INFO] 2021-05-05 09:41:11 > Step: 184800 Progress: 92.4% Elapsed: 1 day, 21:20:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.91603 Generator_loss: 2.19807
[INFO] 2021-05-05 09:42:31 > Step: 184900 Progress: 92.5% Elapsed: 1 day, 21:21:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.88832 Generator_loss: 2.0018
[INFO] 2021-05-05 09:43:51 > Step: 185000 Progress: 92.5% Elapsed: 1 day, 21:23:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.75974 Generator_loss: 2.55198
[INFO] 2021-05-05 09:45:11 > Step: 185100 Progress: 92.5% Elapsed: 1 day, 21:24:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.90367 Generator_loss: 2.05
[INFO] 2021-05-05 09:46:31 > Step: 185200 Progress: 92.6% Elapsed: 1 day, 21:25:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.90027 Generator_loss: 2.35353
[INFO] 2021-05-05 09:47:51 > Step: 185300 Progress: 92.7% Elapsed: 1 day, 21:27:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.918 Generator_loss: 2.04397
[INFO] 2021-05-05 09:49:11 > Step: 185400 Progress: 92.7% Elapsed: 1 day, 21:28:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.90795 Generator_loss: 2.07436
[INFO] 2021-05-05 09:50:31 > Step: 185500 Progress: 92.8% Elapsed: 1 day, 21:29:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.82302 Generator_loss: 2.16127
[INFO] 2021-05-05 09:51:51 > Step: 185600 Progress: 92.8% Elapsed: 1 day, 21:31:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.97778 Generator_loss: 2.42327
[INFO] 2021-05-05 09:53:11 > Step: 185700 Progress: 92.8% Elapsed: 1 day, 21:32:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.92767 Generator_loss: 2.10331
[INFO] 2021-05-05 09:54:31 > Step: 185800 Progress: 92.9% Elapsed: 1 day, 21:33:42 temperature: 0.5 ada_p: No Discriminator_loss: 2.93131 Generator_loss: 2.12943
[INFO] 2021-05-05 09:55:51 > Step: 185900 Progress: 93.0% Elapsed: 1 day, 21:35:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.97863 Generator_loss: 2.27367
[INFO] 2021-05-05 09:57:11 > Step: 186000 Progress: 93.0% Elapsed: 1 day, 21:36:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.87828 Generator_loss: 2.43675
[INFO] 2021-05-05 09:57:11 > Start Evaluation (186000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 09:57:11 > Calculating FID Score....
[INFO] 2021-05-05 09:57:43 > Calculating Inception Score....
[INFO] 2021-05-05 09:58:00 > Calculate F_beta Score....
[INFO] 2021-05-05 09:58:52 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 09:58:53 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 09:58:53 > Calculate Accuracies....
[INFO] 2021-05-05 09:59:00 > Calculate Accuracies....
[INFO] 2021-05-05 09:59:01 > F_8 score (Step: 186000, Using test images): 0.9951496363683644
[INFO] 2021-05-05 09:59:01 > F_1/8 score (Step: 186000, Using test images): 0.9964452895680614
[INFO] 2021-05-05 09:59:01 > FID score (Step: 186000, Using test moments): 6.821695458636498
[INFO] 2021-05-05 09:59:01 > Inception score (Step: 186000, 10000 generated images): 10.01164436340332
[INFO] 2021-05-05 09:59:01 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 09:59:02 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 10:00:22 > Step: 186100 Progress: 93.0% Elapsed: 1 day, 21:39:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.80498 Generator_loss: 1.6754
[INFO] 2021-05-05 10:01:42 > Step: 186200 Progress: 93.1% Elapsed: 1 day, 21:40:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.81555 Generator_loss: 1.93687
[INFO] 2021-05-05 10:03:02 > Step: 186300 Progress: 93.2% Elapsed: 1 day, 21:42:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.81907 Generator_loss: 2.27579
[INFO] 2021-05-05 10:04:22 > Step: 186400 Progress: 93.2% Elapsed: 1 day, 21:43:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.87412 Generator_loss: 2.14548
[INFO] 2021-05-05 10:05:43 > Step: 186500 Progress: 93.2% Elapsed: 1 day, 21:44:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.86496 Generator_loss: 2.57516
[INFO] 2021-05-05 10:07:03 > Step: 186600 Progress: 93.3% Elapsed: 1 day, 21:46:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.95253 Generator_loss: 2.15142
[INFO] 2021-05-05 10:08:23 > Step: 186700 Progress: 93.3% Elapsed: 1 day, 21:47:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.70335 Generator_loss: 2.06951
[INFO] 2021-05-05 10:09:42 > Step: 186800 Progress: 93.4% Elapsed: 1 day, 21:48:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.76472 Generator_loss: 1.85298
[INFO] 2021-05-05 10:11:03 > Step: 186900 Progress: 93.5% Elapsed: 1 day, 21:50:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.94365 Generator_loss: 1.59998
[INFO] 2021-05-05 10:12:23 > Step: 187000 Progress: 93.5% Elapsed: 1 day, 21:51:33 temperature: 0.5 ada_p: No Discriminator_loss: 2.83032 Generator_loss: 2.1687
[INFO] 2021-05-05 10:13:43 > Step: 187100 Progress: 93.5% Elapsed: 1 day, 21:52:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.76727 Generator_loss: 1.98241
[INFO] 2021-05-05 10:15:03 > Step: 187200 Progress: 93.6% Elapsed: 1 day, 21:54:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.00685 Generator_loss: 2.08435
[INFO] 2021-05-05 10:16:23 > Step: 187300 Progress: 93.7% Elapsed: 1 day, 21:55:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.95625 Generator_loss: 2.39284
[INFO] 2021-05-05 10:17:43 > Step: 187400 Progress: 93.7% Elapsed: 1 day, 21:56:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.90108 Generator_loss: 2.49913
[INFO] 2021-05-05 10:19:03 > Step: 187500 Progress: 93.8% Elapsed: 1 day, 21:58:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.89696 Generator_loss: 2.01421
[INFO] 2021-05-05 10:20:24 > Step: 187600 Progress: 93.8% Elapsed: 1 day, 21:59:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.95009 Generator_loss: 2.27072
[INFO] 2021-05-05 10:21:44 > Step: 187700 Progress: 93.8% Elapsed: 1 day, 22:00:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.82477 Generator_loss: 1.67973
[INFO] 2021-05-05 10:23:04 > Step: 187800 Progress: 93.9% Elapsed: 1 day, 22:02:14 temperature: 0.5 ada_p: No Discriminator_loss: 2.82436 Generator_loss: 2.09445
[INFO] 2021-05-05 10:24:24 > Step: 187900 Progress: 94.0% Elapsed: 1 day, 22:03:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.97545 Generator_loss: 2.00227
[INFO] 2021-05-05 10:25:44 > Step: 188000 Progress: 94.0% Elapsed: 1 day, 22:04:54 temperature: 0.5 ada_p: No Discriminator_loss: 2.83394 Generator_loss: 1.52967
[INFO] 2021-05-05 10:25:44 > Start Evaluation (188000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 10:25:44 > Calculating FID Score....
[INFO] 2021-05-05 10:26:15 > Calculating Inception Score....
[INFO] 2021-05-05 10:26:33 > Calculate F_beta Score....
[INFO] 2021-05-05 10:27:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 10:27:24 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 10:27:25 > Calculate Accuracies....
[INFO] 2021-05-05 10:27:31 > Calculate Accuracies....
[INFO] 2021-05-05 10:27:32 > F_8 score (Step: 188000, Using test images): 0.9952127412187437
[INFO] 2021-05-05 10:27:32 > F_1/8 score (Step: 188000, Using test images): 0.9957964475688635
[INFO] 2021-05-05 10:27:32 > FID score (Step: 188000, Using test moments): 6.854283641624136
[INFO] 2021-05-05 10:27:32 > Inception score (Step: 188000, 10000 generated images): 10.25492000579834
[INFO] 2021-05-05 10:27:32 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 10:27:34 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 10:28:54 > Step: 188100 Progress: 94.0% Elapsed: 1 day, 22:08:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.87184 Generator_loss: 2.20148
[INFO] 2021-05-05 10:30:13 > Step: 188200 Progress: 94.1% Elapsed: 1 day, 22:09:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.87228 Generator_loss: 2.11502
[INFO] 2021-05-05 10:31:34 > Step: 188300 Progress: 94.2% Elapsed: 1 day, 22:10:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.79595 Generator_loss: 1.8184
[INFO] 2021-05-05 10:32:54 > Step: 188400 Progress: 94.2% Elapsed: 1 day, 22:12:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.87114 Generator_loss: 2.03392
[INFO] 2021-05-05 10:34:14 > Step: 188500 Progress: 94.2% Elapsed: 1 day, 22:13:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.83409 Generator_loss: 1.71097
[INFO] 2021-05-05 10:35:34 > Step: 188600 Progress: 94.3% Elapsed: 1 day, 22:14:44 temperature: 0.5 ada_p: No Discriminator_loss: 2.88031 Generator_loss: 2.2425
[INFO] 2021-05-05 10:36:54 > Step: 188700 Progress: 94.3% Elapsed: 1 day, 22:16:04 temperature: 0.5 ada_p: No Discriminator_loss: 2.93861 Generator_loss: 2.79272
[INFO] 2021-05-05 10:38:14 > Step: 188800 Progress: 94.4% Elapsed: 1 day, 22:17:24 temperature: 0.5 ada_p: No Discriminator_loss: 2.90488 Generator_loss: 1.32285
[INFO] 2021-05-05 10:39:34 > Step: 188900 Progress: 94.5% Elapsed: 1 day, 22:18:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.20654 Generator_loss: 2.42833
[INFO] 2021-05-05 10:40:54 > Step: 189000 Progress: 94.5% Elapsed: 1 day, 22:20:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.83264 Generator_loss: 1.61328
[INFO] 2021-05-05 10:42:14 > Step: 189100 Progress: 94.5% Elapsed: 1 day, 22:21:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.86917 Generator_loss: 1.83062
[INFO] 2021-05-05 10:43:34 > Step: 189200 Progress: 94.6% Elapsed: 1 day, 22:22:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.82492 Generator_loss: 1.56531
[INFO] 2021-05-05 10:44:54 > Step: 189300 Progress: 94.7% Elapsed: 1 day, 22:24:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.73753 Generator_loss: 2.11147
[INFO] 2021-05-05 10:46:15 > Step: 189400 Progress: 94.7% Elapsed: 1 day, 22:25:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.83994 Generator_loss: 1.9162
[INFO] 2021-05-05 10:47:35 > Step: 189500 Progress: 94.8% Elapsed: 1 day, 22:26:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.20373 Generator_loss: 2.25346
[INFO] 2021-05-05 10:48:54 > Step: 189600 Progress: 94.8% Elapsed: 1 day, 22:28:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.85186 Generator_loss: 2.15473
[INFO] 2021-05-05 10:50:15 > Step: 189700 Progress: 94.8% Elapsed: 1 day, 22:29:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.87626 Generator_loss: 2.32485
[INFO] 2021-05-05 10:51:35 > Step: 189800 Progress: 94.9% Elapsed: 1 day, 22:30:45 temperature: 0.5 ada_p: No Discriminator_loss: 2.77035 Generator_loss: 2.2904
[INFO] 2021-05-05 10:52:55 > Step: 189900 Progress: 95.0% Elapsed: 1 day, 22:32:05 temperature: 0.5 ada_p: No Discriminator_loss: 2.88115 Generator_loss: 1.71725
[INFO] 2021-05-05 10:54:15 > Step: 190000 Progress: 95.0% Elapsed: 1 day, 22:33:25 temperature: 0.5 ada_p: No Discriminator_loss: 2.96568 Generator_loss: 2.11936
[INFO] 2021-05-05 10:54:15 > Start Evaluation (190000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 10:54:15 > Calculating FID Score....
[INFO] 2021-05-05 10:54:47 > Calculating Inception Score....
[INFO] 2021-05-05 10:55:04 > Calculate F_beta Score....
[INFO] 2021-05-05 10:55:55 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 10:55:56 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 10:55:56 > Calculate Accuracies....
[INFO] 2021-05-05 10:56:02 > Calculate Accuracies....
[INFO] 2021-05-05 10:56:04 > F_8 score (Step: 190000, Using test images): 0.9944913746176196
[INFO] 2021-05-05 10:56:04 > F_1/8 score (Step: 190000, Using test images): 0.9965097275227613
[INFO] 2021-05-05 10:56:04 > FID score (Step: 190000, Using test moments): 6.927379275085912
[INFO] 2021-05-05 10:56:04 > Inception score (Step: 190000, 10000 generated images): 10.071587562561035
[INFO] 2021-05-05 10:56:04 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 10:56:05 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 10:57:25 > Step: 190100 Progress: 95.0% Elapsed: 1 day, 22:36:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.85208 Generator_loss: 1.94927
[INFO] 2021-05-05 10:58:45 > Step: 190200 Progress: 95.1% Elapsed: 1 day, 22:37:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.68536 Generator_loss: 1.61053
[INFO] 2021-05-05 11:00:05 > Step: 190300 Progress: 95.2% Elapsed: 1 day, 22:39:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.76521 Generator_loss: 1.68417
[INFO] 2021-05-05 11:01:25 > Step: 190400 Progress: 95.2% Elapsed: 1 day, 22:40:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.79223 Generator_loss: 2.51592
[INFO] 2021-05-05 11:02:45 > Step: 190500 Progress: 95.2% Elapsed: 1 day, 22:41:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.78745 Generator_loss: 1.38031
[INFO] 2021-05-05 11:04:05 > Step: 190600 Progress: 95.3% Elapsed: 1 day, 22:43:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.9912 Generator_loss: 2.24909
[INFO] 2021-05-05 11:05:25 > Step: 190700 Progress: 95.3% Elapsed: 1 day, 22:44:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.83461 Generator_loss: 1.64109
[INFO] 2021-05-05 11:06:45 > Step: 190800 Progress: 95.4% Elapsed: 1 day, 22:45:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.00002 Generator_loss: 2.23948
[INFO] 2021-05-05 11:08:05 > Step: 190900 Progress: 95.5% Elapsed: 1 day, 22:47:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.79755 Generator_loss: 1.9621
[INFO] 2021-05-05 11:09:25 > Step: 191000 Progress: 95.5% Elapsed: 1 day, 22:48:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.91922 Generator_loss: 2.23803
[INFO] 2021-05-05 11:10:45 > Step: 191100 Progress: 95.5% Elapsed: 1 day, 22:49:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.00035 Generator_loss: 1.22417
[INFO] 2021-05-05 11:12:05 > Step: 191200 Progress: 95.6% Elapsed: 1 day, 22:51:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.83495 Generator_loss: 2.15308
[INFO] 2021-05-05 11:13:25 > Step: 191300 Progress: 95.7% Elapsed: 1 day, 22:52:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.89165 Generator_loss: 2.69666
[INFO] 2021-05-05 11:14:45 > Step: 191400 Progress: 95.7% Elapsed: 1 day, 22:53:55 temperature: 0.5 ada_p: No Discriminator_loss: 2.73552 Generator_loss: 2.0033
[INFO] 2021-05-05 11:16:05 > Step: 191500 Progress: 95.8% Elapsed: 1 day, 22:55:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.73293 Generator_loss: 2.141
[INFO] 2021-05-05 11:17:25 > Step: 191600 Progress: 95.8% Elapsed: 1 day, 22:56:35 temperature: 0.5 ada_p: No Discriminator_loss: 2.83406 Generator_loss: 2.1942
[INFO] 2021-05-05 11:18:45 > Step: 191700 Progress: 95.9% Elapsed: 1 day, 22:57:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.89923 Generator_loss: 2.14209
[INFO] 2021-05-05 11:20:05 > Step: 191800 Progress: 95.9% Elapsed: 1 day, 22:59:16 temperature: 0.5 ada_p: No Discriminator_loss: 2.81047 Generator_loss: 2.309
[INFO] 2021-05-05 11:21:26 > Step: 191900 Progress: 96.0% Elapsed: 1 day, 23:00:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.02731 Generator_loss: 1.97987
[INFO] 2021-05-05 11:22:46 > Step: 192000 Progress: 96.0% Elapsed: 1 day, 23:01:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.93838 Generator_loss: 2.29321
[INFO] 2021-05-05 11:22:46 > Start Evaluation (192000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 11:22:46 > Calculating FID Score....
[INFO] 2021-05-05 11:23:17 > Calculating Inception Score....
[INFO] 2021-05-05 11:23:34 > Calculate F_beta Score....
[INFO] 2021-05-05 11:24:27 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 11:24:27 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 11:24:27 > Calculate Accuracies....
[INFO] 2021-05-05 11:24:34 > Calculate Accuracies....
[INFO] 2021-05-05 11:24:35 > F_8 score (Step: 192000, Using test images): 0.9934707701057611
[INFO] 2021-05-05 11:24:35 > F_1/8 score (Step: 192000, Using test images): 0.9953233947078892
[INFO] 2021-05-05 11:24:35 > FID score (Step: 192000, Using test moments): 6.854497015173422
[INFO] 2021-05-05 11:24:35 > Inception score (Step: 192000, 10000 generated images): 10.056593894958496
[INFO] 2021-05-05 11:24:35 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 11:24:36 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 11:25:56 > Step: 192100 Progress: 96.0% Elapsed: 1 day, 23:05:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.91635 Generator_loss: 2.38602
[INFO] 2021-05-05 11:27:16 > Step: 192200 Progress: 96.1% Elapsed: 1 day, 23:06:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.89122 Generator_loss: 1.8297
[INFO] 2021-05-05 11:28:37 > Step: 192300 Progress: 96.2% Elapsed: 1 day, 23:07:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.06307 Generator_loss: 1.92467
[INFO] 2021-05-05 11:29:57 > Step: 192400 Progress: 96.2% Elapsed: 1 day, 23:09:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.01057 Generator_loss: 1.86431
[INFO] 2021-05-05 11:31:17 > Step: 192500 Progress: 96.2% Elapsed: 1 day, 23:10:27 temperature: 0.5 ada_p: No Discriminator_loss: 2.93181 Generator_loss: 2.12643
[INFO] 2021-05-05 11:32:37 > Step: 192600 Progress: 96.3% Elapsed: 1 day, 23:11:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.8439 Generator_loss: 1.98368
[INFO] 2021-05-05 11:33:57 > Step: 192700 Progress: 96.4% Elapsed: 1 day, 23:13:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.8897 Generator_loss: 2.339
[INFO] 2021-05-05 11:35:17 > Step: 192800 Progress: 96.4% Elapsed: 1 day, 23:14:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.83584 Generator_loss: 1.99572
[INFO] 2021-05-05 11:36:38 > Step: 192900 Progress: 96.5% Elapsed: 1 day, 23:15:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.0316 Generator_loss: 1.831
[INFO] 2021-05-05 11:37:58 > Step: 193000 Progress: 96.5% Elapsed: 1 day, 23:17:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.80146 Generator_loss: 1.80984
[INFO] 2021-05-05 11:39:18 > Step: 193100 Progress: 96.5% Elapsed: 1 day, 23:18:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.9163 Generator_loss: 1.83156
[INFO] 2021-05-05 11:40:37 > Step: 193200 Progress: 96.6% Elapsed: 1 day, 23:19:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.89477 Generator_loss: 1.98039
[INFO] 2021-05-05 11:41:58 > Step: 193300 Progress: 96.7% Elapsed: 1 day, 23:21:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.90972 Generator_loss: 1.98841
[INFO] 2021-05-05 11:43:18 > Step: 193400 Progress: 96.7% Elapsed: 1 day, 23:22:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.08555 Generator_loss: 1.31324
[INFO] 2021-05-05 11:44:38 > Step: 193500 Progress: 96.8% Elapsed: 1 day, 23:23:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.94675 Generator_loss: 2.1496
[INFO] 2021-05-05 11:45:59 > Step: 193600 Progress: 96.8% Elapsed: 1 day, 23:25:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.92119 Generator_loss: 2.66887
[INFO] 2021-05-05 11:47:19 > Step: 193700 Progress: 96.9% Elapsed: 1 day, 23:26:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.93901 Generator_loss: 1.81856
[INFO] 2021-05-05 11:48:38 > Step: 193800 Progress: 96.9% Elapsed: 1 day, 23:27:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.0243 Generator_loss: 2.28714
[INFO] 2021-05-05 11:49:58 > Step: 193900 Progress: 97.0% Elapsed: 1 day, 23:29:09 temperature: 0.5 ada_p: No Discriminator_loss: 2.97584 Generator_loss: 2.20347
[INFO] 2021-05-05 11:51:19 > Step: 194000 Progress: 97.0% Elapsed: 1 day, 23:30:29 temperature: 0.5 ada_p: No Discriminator_loss: 2.83897 Generator_loss: 1.90073
[INFO] 2021-05-05 11:51:19 > Start Evaluation (194000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 11:51:19 > Calculating FID Score....
[INFO] 2021-05-05 11:51:50 > Calculating Inception Score....
[INFO] 2021-05-05 11:52:07 > Calculate F_beta Score....
[INFO] 2021-05-05 11:52:59 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 11:53:00 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 11:53:00 > Calculate Accuracies....
[INFO] 2021-05-05 11:53:06 > Calculate Accuracies....
[INFO] 2021-05-05 11:53:08 > F_8 score (Step: 194000, Using test images): 0.9954379152451124
[INFO] 2021-05-05 11:53:08 > F_1/8 score (Step: 194000, Using test images): 0.9952993393339213
[INFO] 2021-05-05 11:53:08 > FID score (Step: 194000, Using test moments): 6.902319799997258
[INFO] 2021-05-05 11:53:08 > Inception score (Step: 194000, 10000 generated images): 10.077301979064941
[INFO] 2021-05-05 11:53:08 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 11:53:09 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 11:54:29 > Step: 194100 Progress: 97.0% Elapsed: 1 day, 23:33:39 temperature: 0.5 ada_p: No Discriminator_loss: 2.96291 Generator_loss: 2.4872
[INFO] 2021-05-05 11:55:49 > Step: 194200 Progress: 97.1% Elapsed: 1 day, 23:34:59 temperature: 0.5 ada_p: No Discriminator_loss: 2.87113 Generator_loss: 2.03472
[INFO] 2021-05-05 11:57:09 > Step: 194300 Progress: 97.2% Elapsed: 1 day, 23:36:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.89036 Generator_loss: 2.3077
[INFO] 2021-05-05 11:58:29 > Step: 194400 Progress: 97.2% Elapsed: 1 day, 23:37:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.8419 Generator_loss: 2.02627
[INFO] 2021-05-05 11:59:49 > Step: 194500 Progress: 97.2% Elapsed: 1 day, 23:39:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.78637 Generator_loss: 2.2391
[INFO] 2021-05-05 12:01:09 > Step: 194600 Progress: 97.3% Elapsed: 1 day, 23:40:19 temperature: 0.5 ada_p: No Discriminator_loss: 2.75277 Generator_loss: 1.65119
[INFO] 2021-05-05 12:02:29 > Step: 194700 Progress: 97.4% Elapsed: 1 day, 23:41:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.81568 Generator_loss: 1.83542
[INFO] 2021-05-05 12:03:49 > Step: 194800 Progress: 97.4% Elapsed: 1 day, 23:43:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.05268 Generator_loss: 1.43542
[INFO] 2021-05-05 12:05:09 > Step: 194900 Progress: 97.5% Elapsed: 1 day, 23:44:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.78127 Generator_loss: 2.24948
[INFO] 2021-05-05 12:06:29 > Step: 195000 Progress: 97.5% Elapsed: 1 day, 23:45:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.9018 Generator_loss: 2.23152
[INFO] 2021-05-05 12:07:50 > Step: 195100 Progress: 97.5% Elapsed: 1 day, 23:47:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.21746 Generator_loss: 2.22499
[INFO] 2021-05-05 12:09:10 > Step: 195200 Progress: 97.6% Elapsed: 1 day, 23:48:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.92309 Generator_loss: 2.14192
[INFO] 2021-05-05 12:10:30 > Step: 195300 Progress: 97.7% Elapsed: 1 day, 23:49:40 temperature: 0.5 ada_p: No Discriminator_loss: 2.90902 Generator_loss: 2.00191
[INFO] 2021-05-05 12:11:50 > Step: 195400 Progress: 97.7% Elapsed: 1 day, 23:51:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.81057 Generator_loss: 2.35609
[INFO] 2021-05-05 12:13:10 > Step: 195500 Progress: 97.8% Elapsed: 1 day, 23:52:20 temperature: 0.5 ada_p: No Discriminator_loss: 2.80347 Generator_loss: 2.57337
[INFO] 2021-05-05 12:14:30 > Step: 195600 Progress: 97.8% Elapsed: 1 day, 23:53:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.09745 Generator_loss: 1.75183
[INFO] 2021-05-05 12:15:50 > Step: 195700 Progress: 97.9% Elapsed: 1 day, 23:55:00 temperature: 0.5 ada_p: No Discriminator_loss: 2.86166 Generator_loss: 2.02705
[INFO] 2021-05-05 12:17:10 > Step: 195800 Progress: 97.9% Elapsed: 1 day, 23:56:21 temperature: 0.5 ada_p: No Discriminator_loss: 2.74787 Generator_loss: 1.48614
[INFO] 2021-05-05 12:18:30 > Step: 195900 Progress: 98.0% Elapsed: 1 day, 23:57:41 temperature: 0.5 ada_p: No Discriminator_loss: 2.90806 Generator_loss: 2.61704
[INFO] 2021-05-05 12:19:50 > Step: 196000 Progress: 98.0% Elapsed: 1 day, 23:59:01 temperature: 0.5 ada_p: No Discriminator_loss: 2.77641 Generator_loss: 2.23363
[INFO] 2021-05-05 12:19:50 > Start Evaluation (196000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 12:19:50 > Calculating FID Score....
[INFO] 2021-05-05 12:20:22 > Calculating Inception Score....
[INFO] 2021-05-05 12:20:39 > Calculate F_beta Score....
[INFO] 2021-05-05 12:21:30 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 12:21:31 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 12:21:31 > Calculate Accuracies....
[INFO] 2021-05-05 12:21:37 > Calculate Accuracies....
[INFO] 2021-05-05 12:21:39 > F_8 score (Step: 196000, Using test images): 0.994374001465698
[INFO] 2021-05-05 12:21:39 > F_1/8 score (Step: 196000, Using test images): 0.9959641896201709
[INFO] 2021-05-05 12:21:39 > FID score (Step: 196000, Using test moments): 6.838943131930307
[INFO] 2021-05-05 12:21:39 > Inception score (Step: 196000, 10000 generated images): 10.12878704071045
[INFO] 2021-05-05 12:21:39 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 12:21:40 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 12:23:00 > Step: 196100 Progress: 98.0% Elapsed: 2 days, 0:02:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.85944 Generator_loss: 2.1315
[INFO] 2021-05-05 12:24:20 > Step: 196200 Progress: 98.1% Elapsed: 2 days, 0:03:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.80954 Generator_loss: 2.31016
[INFO] 2021-05-05 12:25:40 > Step: 196300 Progress: 98.2% Elapsed: 2 days, 0:04:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.03819 Generator_loss: 2.44446
[INFO] 2021-05-05 12:27:00 > Step: 196400 Progress: 98.2% Elapsed: 2 days, 0:06:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.87829 Generator_loss: 1.78396
[INFO] 2021-05-05 12:28:20 > Step: 196500 Progress: 98.2% Elapsed: 2 days, 0:07:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.04527 Generator_loss: 2.19365
[INFO] 2021-05-05 12:29:40 > Step: 196600 Progress: 98.3% Elapsed: 2 days, 0:08:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.77154 Generator_loss: 2.08862
[INFO] 2021-05-05 12:31:00 > Step: 196700 Progress: 98.4% Elapsed: 2 days, 0:10:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.90422 Generator_loss: 1.70663
[INFO] 2021-05-05 12:32:20 > Step: 196800 Progress: 98.4% Elapsed: 2 days, 0:11:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.99813 Generator_loss: 1.89817
[INFO] 2021-05-05 12:33:40 > Step: 196900 Progress: 98.5% Elapsed: 2 days, 0:12:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.87986 Generator_loss: 1.49171
[INFO] 2021-05-05 12:35:00 > Step: 197000 Progress: 98.5% Elapsed: 2 days, 0:14:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.86358 Generator_loss: 1.96096
[INFO] 2021-05-05 12:36:20 > Step: 197100 Progress: 98.6% Elapsed: 2 days, 0:15:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.83567 Generator_loss: 2.01485
[INFO] 2021-05-05 12:37:40 > Step: 197200 Progress: 98.6% Elapsed: 2 days, 0:16:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.90757 Generator_loss: 2.05533
[INFO] 2021-05-05 12:39:00 > Step: 197300 Progress: 98.7% Elapsed: 2 days, 0:18:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.95498 Generator_loss: 2.03042
[INFO] 2021-05-05 12:40:20 > Step: 197400 Progress: 98.7% Elapsed: 2 days, 0:19:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.88321 Generator_loss: 2.0433
[INFO] 2021-05-05 12:41:41 > Step: 197500 Progress: 98.8% Elapsed: 2 days, 0:20:51 temperature: 0.5 ada_p: No Discriminator_loss: 2.88922 Generator_loss: 2.31832
[INFO] 2021-05-05 12:43:01 > Step: 197600 Progress: 98.8% Elapsed: 2 days, 0:22:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.08895 Generator_loss: 2.38796
[INFO] 2021-05-05 12:44:21 > Step: 197700 Progress: 98.9% Elapsed: 2 days, 0:23:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.17793 Generator_loss: 1.21658
[INFO] 2021-05-05 12:45:40 > Step: 197800 Progress: 98.9% Elapsed: 2 days, 0:24:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.90716 Generator_loss: 1.98933
[INFO] 2021-05-05 12:47:00 > Step: 197900 Progress: 99.0% Elapsed: 2 days, 0:26:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.88301 Generator_loss: 1.72237
[INFO] 2021-05-05 12:48:19 > Step: 198000 Progress: 99.0% Elapsed: 2 days, 0:27:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.795 Generator_loss: 2.05955
[INFO] 2021-05-05 12:48:19 > Start Evaluation (198000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 12:48:19 > Calculating FID Score....
[INFO] 2021-05-05 12:48:50 > Calculating Inception Score....
[INFO] 2021-05-05 12:49:07 > Calculate F_beta Score....
[INFO] 2021-05-05 12:49:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 12:49:57 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 12:49:58 > Calculate Accuracies....
[INFO] 2021-05-05 12:50:04 > Calculate Accuracies....
[INFO] 2021-05-05 12:50:05 > F_8 score (Step: 198000, Using test images): 0.9938297490723728
[INFO] 2021-05-05 12:50:05 > F_1/8 score (Step: 198000, Using test images): 0.9955796711673941
[INFO] 2021-05-05 12:50:05 > FID score (Step: 198000, Using test moments): 6.903177473779635
[INFO] 2021-05-05 12:50:05 > Inception score (Step: 198000, 10000 generated images): 10.246391296386719
[INFO] 2021-05-05 12:50:05 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 12:50:07 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 12:51:26 > Step: 198100 Progress: 99.1% Elapsed: 2 days, 0:30:36 temperature: 0.5 ada_p: No Discriminator_loss: 2.8683 Generator_loss: 2.16246
[INFO] 2021-05-05 12:52:45 > Step: 198200 Progress: 99.1% Elapsed: 2 days, 0:31:56 temperature: 0.5 ada_p: No Discriminator_loss: 2.82112 Generator_loss: 1.95801
[INFO] 2021-05-05 12:54:04 > Step: 198300 Progress: 99.2% Elapsed: 2 days, 0:33:15 temperature: 0.5 ada_p: No Discriminator_loss: 2.95602 Generator_loss: 1.52936
[INFO] 2021-05-05 12:55:24 > Step: 198400 Progress: 99.2% Elapsed: 2 days, 0:34:34 temperature: 0.5 ada_p: No Discriminator_loss: 2.90983 Generator_loss: 1.43459
[INFO] 2021-05-05 12:56:43 > Step: 198500 Progress: 99.2% Elapsed: 2 days, 0:35:53 temperature: 0.5 ada_p: No Discriminator_loss: 2.80682 Generator_loss: 2.40569
[INFO] 2021-05-05 12:58:03 > Step: 198600 Progress: 99.3% Elapsed: 2 days, 0:37:13 temperature: 0.5 ada_p: No Discriminator_loss: 2.87672 Generator_loss: 2.0579
[INFO] 2021-05-05 12:59:22 > Step: 198700 Progress: 99.4% Elapsed: 2 days, 0:38:32 temperature: 0.5 ada_p: No Discriminator_loss: 2.96907 Generator_loss: 2.35902
[INFO] 2021-05-05 13:00:41 > Step: 198800 Progress: 99.4% Elapsed: 2 days, 0:39:52 temperature: 0.5 ada_p: No Discriminator_loss: 2.83776 Generator_loss: 2.55827
[INFO] 2021-05-05 13:02:01 > Step: 198900 Progress: 99.5% Elapsed: 2 days, 0:41:11 temperature: 0.5 ada_p: No Discriminator_loss: 2.77372 Generator_loss: 1.6314
[INFO] 2021-05-05 13:03:21 > Step: 199000 Progress: 99.5% Elapsed: 2 days, 0:42:31 temperature: 0.5 ada_p: No Discriminator_loss: 2.98969 Generator_loss: 2.30354
[INFO] 2021-05-05 13:04:40 > Step: 199100 Progress: 99.6% Elapsed: 2 days, 0:43:50 temperature: 0.5 ada_p: No Discriminator_loss: 2.92175 Generator_loss: 2.02018
[INFO] 2021-05-05 13:05:59 > Step: 199200 Progress: 99.6% Elapsed: 2 days, 0:45:10 temperature: 0.5 ada_p: No Discriminator_loss: 2.89575 Generator_loss: 1.428
[INFO] 2021-05-05 13:07:19 > Step: 199300 Progress: 99.7% Elapsed: 2 days, 0:46:30 temperature: 0.5 ada_p: No Discriminator_loss: 2.80325 Generator_loss: 1.72757
[INFO] 2021-05-05 13:08:39 > Step: 199400 Progress: 99.7% Elapsed: 2 days, 0:47:49 temperature: 0.5 ada_p: No Discriminator_loss: 2.8234 Generator_loss: 1.968
[INFO] 2021-05-05 13:09:58 > Step: 199500 Progress: 99.8% Elapsed: 2 days, 0:49:08 temperature: 0.5 ada_p: No Discriminator_loss: 2.73811 Generator_loss: 1.99263
[INFO] 2021-05-05 13:11:17 > Step: 199600 Progress: 99.8% Elapsed: 2 days, 0:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 2.78888 Generator_loss: 2.17321
[INFO] 2021-05-05 13:12:37 > Step: 199700 Progress: 99.9% Elapsed: 2 days, 0:51:48 temperature: 0.5 ada_p: No Discriminator_loss: 2.85161 Generator_loss: 1.55214
[INFO] 2021-05-05 13:13:57 > Step: 199800 Progress: 99.9% Elapsed: 2 days, 0:53:07 temperature: 0.5 ada_p: No Discriminator_loss: 2.88206 Generator_loss: 2.1987
[INFO] 2021-05-05 13:15:16 > Step: 199900 Progress: 100.0% Elapsed: 2 days, 0:54:26 temperature: 0.5 ada_p: No Discriminator_loss: 2.9814 Generator_loss: 1.52061
[INFO] 2021-05-05 13:16:36 > Step: 200000 Progress: 100.0% Elapsed: 2 days, 0:55:46 temperature: 0.5 ada_p: No Discriminator_loss: 2.91875 Generator_loss: 1.96456
[INFO] 2021-05-05 13:16:36 > Start Evaluation (200000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 13:16:36 > Calculating FID Score....
[INFO] 2021-05-05 13:17:07 > Calculating Inception Score....
[INFO] 2021-05-05 13:17:24 > Calculate F_beta Score....
[INFO] 2021-05-05 13:18:14 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 13:18:15 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 13:18:15 > Calculate Accuracies....
[INFO] 2021-05-05 13:18:21 > Calculate Accuracies....
[INFO] 2021-05-05 13:18:23 > F_8 score (Step: 200000, Using test images): 0.9946659068348693
[INFO] 2021-05-05 13:18:23 > F_1/8 score (Step: 200000, Using test images): 0.9957457598411183
[INFO] 2021-05-05 13:18:23 > FID score (Step: 200000, Using test moments): 6.920669148663308
[INFO] 2021-05-05 13:18:23 > Inception score (Step: 200000, 10000 generated images): 9.983137130737305
[INFO] 2021-05-05 13:18:23 > Best FID score (Step: 168000, Using test moments): 6.717404183913004
[INFO] 2021-05-05 13:18:24 > Save model to checkpoints/CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 13:18:25 > Start Evaluation (200000 Step): CCMGAN-train-2021_05_03_12_20_37
[INFO] 2021-05-05 13:18:25 > Calculating FID Score....
[INFO] 2021-05-05 13:18:56 > Calculating Inception Score....
[INFO] 2021-05-05 13:19:13 > Calculate F_beta Score....
[INFO] 2021-05-05 13:20:03 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/pr_curve.png
[INFO] 2021-05-05 13:20:04 > Save image to ./figures/CCMGAN-train-2021_05_03_12_20_37/sim_heatmap.png
[INFO] 2021-05-05 13:20:04 > Calculate Accuracies....
[INFO] 2021-05-05 13:20:10 > Calculate Accuracies....
[INFO] 2021-05-05 13:20:12 > F_8 score (Step: 200000, Using test images): 0.9925301042595958
[INFO] 2021-05-05 13:20:12 > F_1/8 score (Step: 200000, Using test images): 0.9961973005873721
[INFO] 2021-05-05 13:20:12 > FID score (Step: 200000, Using test moments): 6.941953100494743
[INFO] 2021-05-05 13:20:12 > Inception score (Step: 200000, 10000 generated images): 10.143741607666016
[INFO] 2021-05-05 13:20:12 > Best FID score (Step: 168000, Using test moments): 6.717404183913004