CCMGAN-train-2021_05_03_12_20_37.log

[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