CCMGAN-train-2021_05_03_15_36_29.log

[INFO] 2021-05-03 15:36:29 > Run name : CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 15:36:29 > {
  "config_path": "src/configs/TINY_ILSVRC2012/CCMGAN.json",
  "checkpoint_folder": null,
  "load_current": false,
  "log_output_path": null,
  "distributed_data_parallel": false,
  "nodes": 1,
  "nr": 0,
  "seed": 3246,
  "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": "valid",
  "eval_backbone": "Inception_V3"
}
[INFO] 2021-05-03 15:36:29 > {
  "data_processing": {
    "dataset_name": "tiny_imagenet",
    "data_path": "./data/TINY_ILSVRC2012",
    "img_size": 64,
    "num_classes": 200,
    "batch_size4prcsing": 256,
    "chunk_size": 500,
    "compression": false
  },
  "train": {
    "model": {
      "architecture": "big_resnet",
      "conditional_strategy": "CCMGAN",
      "pos_collected_numerator": false,
      "hypersphere_dim": 768,
      "bottleneck_dim": 192,
      "nonlinear_embed": true,
      "normalize_embed": true,
      "g_spectral_norm": true,
      "d_spectral_norm": true,
      "activation_fn": "ReLU",
      "attention": true,
      "attention_after_nth_gen_block": 3,
      "attention_after_nth_dis_block": 1,
      "z_dim": 100,
      "shared_dim": 128,
      "g_conv_dim": 80,
      "d_conv_dim": 80,
      "G_depth": "N/A",
      "D_depth": "N/A"
    },
    "optimization": {
      "optimizer": "Adam",
      "batch_size": 1024,
      "accumulation_steps": 1,
      "d_lr": 0.0004,
      "g_lr": 0.0001,
      "momentum": "N/A",
      "nesterov": "N/A",
      "alpha": "N/A",
      "beta1": 0.0,
      "beta2": 0.999,
      "g_steps_per_iter": 1,
      "d_steps_per_iter": 1,
      "total_step": 100000
    },
    "loss_function": {
      "adv_loss": "hinge",
      "contrastive_lambda": 0.75,
      "margin": 1.0,
      "tempering_type": "constant",
      "tempering_step": "N/A",
      "start_temperature": 0.75,
      "end_temperature": 0.75,
      "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": 20000
    }
  }
}
[INFO] 2021-05-03 15:36:29 > Load train datasets...
[INFO] 2021-05-03 15:36:40 > Train dataset size : 100000
[INFO] 2021-05-03 15:36:40 > Load valid datasets...
[INFO] 2021-05-03 15:36:41 > Eval dataset size : 10000
[INFO] 2021-05-03 15:36:41 > Build model...
[INFO] 2021-05-03 15:36:41 > Modules are located on models.big_resnet.
[INFO] 2021-05-03 15:37:05 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-05-03 15:37:05 > Number of parameters: 17335204
[INFO] 2021-05-03 15:37:05 > Generator(
  (linear0): Linear(in_features=20, out_features=20480, bias=True)
  (shared): Embedding(200, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1280, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1280, bias=False)
          (bias): Linear(in_features=148, out_features=1280, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1280, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1280, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(80, 160, 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)
      )
    )
    (4): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=80, bias=False)
          (bias): Linear(in_features=148, out_features=80, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(80, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-05-03 15:37:05 > Number of parameters: 31974002
[INFO] 2021-05-03 15:37:05 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, 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(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(80, 40, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(40, 80, 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(80, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(80, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 1280, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1280, 1280, 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=1280, out_features=1, bias=True)
  (linear2): Linear(in_features=1280, out_features=768, bias=True)
  (convert_head0): Linear(in_features=768, out_features=192, bias=True)
  (convert_head1): Linear(in_features=192, out_features=768, bias=True)
  (embedding): Embedding(200, 768)
)
[INFO] 2021-05-03 15:37:11 > Start training....
[INFO] 2021-05-03 15:38:41 > Step:     100 Progress: 0.1% Elapsed: 0:01:29 temperature: 0.75 ada_p: No Discriminator_loss: 7.30072 Generator_loss: 5.34456 
[INFO] 2021-05-03 15:39:54 > Step:     200 Progress: 0.1% Elapsed: 0:02:43 temperature: 0.75 ada_p: No Discriminator_loss: 7.08403 Generator_loss: 4.93298 
[INFO] 2021-05-03 15:41:06 > Step:     300 Progress: 0.1% Elapsed: 0:03:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.84898 Generator_loss: 6.17122 
[INFO] 2021-05-03 15:42:18 > Step:     400 Progress: 0.2% Elapsed: 0:05:06 temperature: 0.75 ada_p: No Discriminator_loss: 7.07053 Generator_loss: 5.48375 
[INFO] 2021-05-03 15:43:29 > Step:     500 Progress: 0.2% Elapsed: 0:06:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.94263 Generator_loss: 4.89858 
[INFO] 2021-05-03 15:44:41 > Step:     600 Progress: 0.3% Elapsed: 0:07:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.90662 Generator_loss: 5.37211 
[INFO] 2021-05-03 15:45:53 > Step:     700 Progress: 0.4% Elapsed: 0:08:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.96815 Generator_loss: 4.50286 
[INFO] 2021-05-03 15:47:04 > Step:     800 Progress: 0.4% Elapsed: 0:09:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.98956 Generator_loss: 4.6656 
[INFO] 2021-05-03 15:48:16 > Step:     900 Progress: 0.4% Elapsed: 0:11:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.94471 Generator_loss: 5.20397 
[INFO] 2021-05-03 15:49:27 > Step:    1000 Progress: 0.5% Elapsed: 0:12:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.95453 Generator_loss: 4.52363 
[INFO] 2021-05-03 15:50:39 > Step:    1100 Progress: 0.5% Elapsed: 0:13:27 temperature: 0.75 ada_p: No Discriminator_loss: 6.91963 Generator_loss: 4.29417 
[INFO] 2021-05-03 15:51:51 > Step:    1200 Progress: 0.6% Elapsed: 0:14:39 temperature: 0.75 ada_p: No Discriminator_loss: 6.92197 Generator_loss: 6.00213 
[INFO] 2021-05-03 15:53:02 > Step:    1300 Progress: 0.7% Elapsed: 0:15:50 temperature: 0.75 ada_p: No Discriminator_loss: 6.89917 Generator_loss: 5.16809 
[INFO] 2021-05-03 15:54:14 > Step:    1400 Progress: 0.7% Elapsed: 0:17:02 temperature: 0.75 ada_p: No Discriminator_loss: 7.00309 Generator_loss: 4.22255 
[INFO] 2021-05-03 15:55:25 > Step:    1500 Progress: 0.8% Elapsed: 0:18:13 temperature: 0.75 ada_p: No Discriminator_loss: 6.8526 Generator_loss: 5.57495 
[INFO] 2021-05-03 15:56:37 > Step:    1600 Progress: 0.8% Elapsed: 0:19:25 temperature: 0.75 ada_p: No Discriminator_loss: 6.98163 Generator_loss: 4.64274 
[INFO] 2021-05-03 15:57:49 > Step:    1700 Progress: 0.9% Elapsed: 0:20:37 temperature: 0.75 ada_p: No Discriminator_loss: 6.84958 Generator_loss: 4.39597 
[INFO] 2021-05-03 15:59:01 > Step:    1800 Progress: 0.9% Elapsed: 0:21:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.83334 Generator_loss: 4.36779 
[INFO] 2021-05-03 16:00:13 > Step:    1900 Progress: 0.9% Elapsed: 0:23:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.85246 Generator_loss: 4.28626 
[INFO] 2021-05-03 16:01:25 > Step:    2000 Progress: 1.0% Elapsed: 0:24:13 temperature: 0.75 ada_p: No Discriminator_loss: 6.83507 Generator_loss: 4.91879 
[INFO] 2021-05-03 16:01:25 > Start Evaluation (2000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 16:01:25 > Calculating FID Score....
[INFO] 2021-05-03 16:01:40 > Calculating Inception Score....
[INFO] 2021-05-03 16:01:43 > Calculate F_beta Score....
[INFO] 2021-05-03 16:02:03 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 16:02:03 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 16:02:04 > Calculate Accuracies....
[INFO] 2021-05-03 16:02:06 > Calculate Accuracies....
[INFO] 2021-05-03 16:02:08 > F_8 score (Step: 2000, Using valid images): 0.24912745415626353
[INFO] 2021-05-03 16:02:08 > F_1/8 score (Step: 2000, Using valid images): 0.5345969023061041
[INFO] 2021-05-03 16:02:08 > FID score (Step: 2000, Using valid moments): 102.50217569630547
[INFO] 2021-05-03 16:02:08 > Inception score (Step: 2000, 10000 generated images): 4.645226001739502
[INFO] 2021-05-03 16:02:08 > Best FID score (Step: 2000, Using valid moments): 102.50217569630547
[INFO] 2021-05-03 16:02:23 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 16:03:35 > Step:    2100 Progress: 1.1% Elapsed: 0:26:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.92744 Generator_loss: 4.49535 
[INFO] 2021-05-03 16:04:47 > Step:    2200 Progress: 1.1% Elapsed: 0:27:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.81848 Generator_loss: 4.20856 
[INFO] 2021-05-03 16:05:59 > Step:    2300 Progress: 1.1% Elapsed: 0:28:47 temperature: 0.75 ada_p: No Discriminator_loss: 6.95857 Generator_loss: 5.10421 
[INFO] 2021-05-03 16:07:10 > Step:    2400 Progress: 1.2% Elapsed: 0:29:59 temperature: 0.75 ada_p: No Discriminator_loss: 6.95465 Generator_loss: 4.56458 
[INFO] 2021-05-03 16:08:22 > Step:    2500 Progress: 1.2% Elapsed: 0:31:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.87053 Generator_loss: 5.61715 
[INFO] 2021-05-03 16:09:34 > Step:    2600 Progress: 1.3% Elapsed: 0:32:22 temperature: 0.75 ada_p: No Discriminator_loss: 6.93985 Generator_loss: 4.44374 
[INFO] 2021-05-03 16:10:46 > Step:    2700 Progress: 1.4% Elapsed: 0:33:34 temperature: 0.75 ada_p: No Discriminator_loss: 6.76374 Generator_loss: 5.29389 
[INFO] 2021-05-03 16:11:58 > Step:    2800 Progress: 1.4% Elapsed: 0:34:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.96484 Generator_loss: 4.49598 
[INFO] 2021-05-03 16:13:10 > Step:    2900 Progress: 1.5% Elapsed: 0:35:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.88496 Generator_loss: 5.41952 
[INFO] 2021-05-03 16:14:21 > Step:    3000 Progress: 1.5% Elapsed: 0:37:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.80009 Generator_loss: 5.40362 
[INFO] 2021-05-03 16:15:33 > Step:    3100 Progress: 1.6% Elapsed: 0:38:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.81655 Generator_loss: 5.42211 
[INFO] 2021-05-03 16:16:44 > Step:    3200 Progress: 1.6% Elapsed: 0:39:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.82934 Generator_loss: 5.30955 
[INFO] 2021-05-03 16:17:57 > Step:    3300 Progress: 1.7% Elapsed: 0:40:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.87455 Generator_loss: 5.58635 
[INFO] 2021-05-03 16:19:09 > Step:    3400 Progress: 1.7% Elapsed: 0:41:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.88101 Generator_loss: 5.18856 
[INFO] 2021-05-03 16:20:20 > Step:    3500 Progress: 1.8% Elapsed: 0:43:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.79422 Generator_loss: 4.07704 
[INFO] 2021-05-03 16:21:32 > Step:    3600 Progress: 1.8% Elapsed: 0:44:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.81132 Generator_loss: 5.35252 
[INFO] 2021-05-03 16:22:44 > Step:    3700 Progress: 1.8% Elapsed: 0:45:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.83591 Generator_loss: 5.64906 
[INFO] 2021-05-03 16:23:56 > Step:    3800 Progress: 1.9% Elapsed: 0:46:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.89302 Generator_loss: 4.17207 
[INFO] 2021-05-03 16:25:08 > Step:    3900 Progress: 1.9% Elapsed: 0:47:56 temperature: 0.75 ada_p: No Discriminator_loss: 7.06606 Generator_loss: 4.68795 
[INFO] 2021-05-03 16:26:20 > Step:    4000 Progress: 2.0% Elapsed: 0:49:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.85064 Generator_loss: 4.44838 
[INFO] 2021-05-03 16:26:20 > Start Evaluation (4000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 16:26:20 > Calculating FID Score....
[INFO] 2021-05-03 16:26:33 > Calculating Inception Score....
[INFO] 2021-05-03 16:26:36 > Calculate F_beta Score....
[INFO] 2021-05-03 16:26:51 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 16:26:52 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 16:26:52 > Calculate Accuracies....
[INFO] 2021-05-03 16:26:54 > Calculate Accuracies....
[INFO] 2021-05-03 16:26:56 > F_8 score (Step: 4000, Using valid images): 0.5183729732711784
[INFO] 2021-05-03 16:26:56 > F_1/8 score (Step: 4000, Using valid images): 0.7787381900862886
[INFO] 2021-05-03 16:26:56 > FID score (Step: 4000, Using valid moments): 74.80249893185709
[INFO] 2021-05-03 16:26:56 > Inception score (Step: 4000, 10000 generated images): 6.518217086791992
[INFO] 2021-05-03 16:26:56 > Best FID score (Step: 4000, Using valid moments): 74.80249893185709
[INFO] 2021-05-03 16:27:12 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 16:28:23 > Step:    4100 Progress: 2.1% Elapsed: 0:51:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.83155 Generator_loss: 4.92925 
[INFO] 2021-05-03 16:29:36 > Step:    4200 Progress: 2.1% Elapsed: 0:52:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.79923 Generator_loss: 5.49444 
[INFO] 2021-05-03 16:30:48 > Step:    4300 Progress: 2.1% Elapsed: 0:53:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.74202 Generator_loss: 5.48939 
[INFO] 2021-05-03 16:32:00 > Step:    4400 Progress: 2.2% Elapsed: 0:54:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.77552 Generator_loss: 4.24229 
[INFO] 2021-05-03 16:33:12 > Step:    4500 Progress: 2.2% Elapsed: 0:56:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.87709 Generator_loss: 4.58937 
[INFO] 2021-05-03 16:34:24 > Step:    4600 Progress: 2.3% Elapsed: 0:57:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.81378 Generator_loss: 5.58072 
[INFO] 2021-05-03 16:35:36 > Step:    4700 Progress: 2.4% Elapsed: 0:58:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.74563 Generator_loss: 4.56142 
[INFO] 2021-05-03 16:36:48 > Step:    4800 Progress: 2.4% Elapsed: 0:59:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.87462 Generator_loss: 5.16675 
[INFO] 2021-05-03 16:38:00 > Step:    4900 Progress: 2.5% Elapsed: 1:00:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.75081 Generator_loss: 5.14544 
[INFO] 2021-05-03 16:39:12 > Step:    5000 Progress: 2.5% Elapsed: 1:02:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.84555 Generator_loss: 5.4272 
[INFO] 2021-05-03 16:40:23 > Step:    5100 Progress: 2.5% Elapsed: 1:03:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.85355 Generator_loss: 5.27339 
[INFO] 2021-05-03 16:41:36 > Step:    5200 Progress: 2.6% Elapsed: 1:04:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.79458 Generator_loss: 5.00085 
[INFO] 2021-05-03 16:42:48 > Step:    5300 Progress: 2.6% Elapsed: 1:05:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.80555 Generator_loss: 5.18074 
[INFO] 2021-05-03 16:44:00 > Step:    5400 Progress: 2.7% Elapsed: 1:06:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.87368 Generator_loss: 5.49019 
[INFO] 2021-05-03 16:45:12 > Step:    5500 Progress: 2.8% Elapsed: 1:08:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.7801 Generator_loss: 5.57969 
[INFO] 2021-05-03 16:46:23 > Step:    5600 Progress: 2.8% Elapsed: 1:09:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.7333 Generator_loss: 5.7255 
[INFO] 2021-05-03 16:47:36 > Step:    5700 Progress: 2.9% Elapsed: 1:10:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.8028 Generator_loss: 5.67187 
[INFO] 2021-05-03 16:48:48 > Step:    5800 Progress: 2.9% Elapsed: 1:11:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.87875 Generator_loss: 4.70205 
[INFO] 2021-05-03 16:50:00 > Step:    5900 Progress: 2.9% Elapsed: 1:12:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.73484 Generator_loss: 4.8908 
[INFO] 2021-05-03 16:51:13 > Step:    6000 Progress: 3.0% Elapsed: 1:14:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.84528 Generator_loss: 4.7726 
[INFO] 2021-05-03 16:51:13 > Start Evaluation (6000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 16:51:13 > Calculating FID Score....
[INFO] 2021-05-03 16:51:26 > Calculating Inception Score....
[INFO] 2021-05-03 16:51:29 > Calculate F_beta Score....
[INFO] 2021-05-03 16:51:44 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 16:51:45 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 16:51:45 > Calculate Accuracies....
[INFO] 2021-05-03 16:51:48 > Calculate Accuracies....
[INFO] 2021-05-03 16:51:49 > F_8 score (Step: 6000, Using valid images): 0.6012395947201379
[INFO] 2021-05-03 16:51:49 > F_1/8 score (Step: 6000, Using valid images): 0.8374506693328146
[INFO] 2021-05-03 16:51:49 > FID score (Step: 6000, Using valid moments): 64.330071809029
[INFO] 2021-05-03 16:51:49 > Inception score (Step: 6000, 10000 generated images): 7.687791347503662
[INFO] 2021-05-03 16:51:49 > Best FID score (Step: 6000, Using valid moments): 64.330071809029
[INFO] 2021-05-03 16:52:05 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 16:53:17 > Step:    6100 Progress: 3.0% Elapsed: 1:16:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.74159 Generator_loss: 5.34209 
[INFO] 2021-05-03 16:54:30 > Step:    6200 Progress: 3.1% Elapsed: 1:17:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.91676 Generator_loss: 4.24655 
[INFO] 2021-05-03 16:55:42 > Step:    6300 Progress: 3.1% Elapsed: 1:18:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.78425 Generator_loss: 5.7379 
[INFO] 2021-05-03 16:56:54 > Step:    6400 Progress: 3.2% Elapsed: 1:19:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.75838 Generator_loss: 4.16877 
[INFO] 2021-05-03 16:58:08 > Step:    6500 Progress: 3.2% Elapsed: 1:20:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.70409 Generator_loss: 4.9222 
[INFO] 2021-05-03 16:59:20 > Step:    6600 Progress: 3.3% Elapsed: 1:22:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.71195 Generator_loss: 3.97169 
[INFO] 2021-05-03 17:00:32 > Step:    6700 Progress: 3.4% Elapsed: 1:23:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.66519 Generator_loss: 3.95236 
[INFO] 2021-05-03 17:01:44 > Step:    6800 Progress: 3.4% Elapsed: 1:24:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.70547 Generator_loss: 5.50096 
[INFO] 2021-05-03 17:02:56 > Step:    6900 Progress: 3.5% Elapsed: 1:25:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.84157 Generator_loss: 5.12017 
[INFO] 2021-05-03 17:04:08 > Step:    7000 Progress: 3.5% Elapsed: 1:26:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.77263 Generator_loss: 3.95303 
[INFO] 2021-05-03 17:05:20 > Step:    7100 Progress: 3.5% Elapsed: 1:28:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.74165 Generator_loss: 5.71121 
[INFO] 2021-05-03 17:06:33 > Step:    7200 Progress: 3.6% Elapsed: 1:29:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.85498 Generator_loss: 4.72948 
[INFO] 2021-05-03 17:07:45 > Step:    7300 Progress: 3.6% Elapsed: 1:30:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.74937 Generator_loss: 5.68054 
[INFO] 2021-05-03 17:08:57 > Step:    7400 Progress: 3.7% Elapsed: 1:31:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.73351 Generator_loss: 4.88215 
[INFO] 2021-05-03 17:10:09 > Step:    7500 Progress: 3.8% Elapsed: 1:32:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.67371 Generator_loss: 4.05575 
[INFO] 2021-05-03 17:11:22 > Step:    7600 Progress: 3.8% Elapsed: 1:34:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.74331 Generator_loss: 4.96552 
[INFO] 2021-05-03 17:12:34 > Step:    7700 Progress: 3.9% Elapsed: 1:35:22 temperature: 0.75 ada_p: No Discriminator_loss: 6.75909 Generator_loss: 5.11462 
[INFO] 2021-05-03 17:13:47 > Step:    7800 Progress: 3.9% Elapsed: 1:36:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.71598 Generator_loss: 4.11509 
[INFO] 2021-05-03 17:14:59 > Step:    7900 Progress: 4.0% Elapsed: 1:37:47 temperature: 0.75 ada_p: No Discriminator_loss: 6.74138 Generator_loss: 5.50679 
[INFO] 2021-05-03 17:16:11 > Step:    8000 Progress: 4.0% Elapsed: 1:38:59 temperature: 0.75 ada_p: No Discriminator_loss: 6.73401 Generator_loss: 4.08107 
[INFO] 2021-05-03 17:16:11 > Start Evaluation (8000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 17:16:11 > Calculating FID Score....
[INFO] 2021-05-03 17:16:25 > Calculating Inception Score....
[INFO] 2021-05-03 17:16:27 > Calculate F_beta Score....
[INFO] 2021-05-03 17:16:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 17:16:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 17:16:44 > Calculate Accuracies....
[INFO] 2021-05-03 17:16:46 > Calculate Accuracies....
[INFO] 2021-05-03 17:16:48 > F_8 score (Step: 8000, Using valid images): 0.6520285678305048
[INFO] 2021-05-03 17:16:48 > F_1/8 score (Step: 8000, Using valid images): 0.8803295073146533
[INFO] 2021-05-03 17:16:48 > FID score (Step: 8000, Using valid moments): 54.78303455406433
[INFO] 2021-05-03 17:16:48 > Inception score (Step: 8000, 10000 generated images): 8.371408462524414
[INFO] 2021-05-03 17:16:48 > Best FID score (Step: 8000, Using valid moments): 54.78303455406433
[INFO] 2021-05-03 17:17:03 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 17:18:16 > Step:    8100 Progress: 4.0% Elapsed: 1:41:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.82006 Generator_loss: 4.22025 
[INFO] 2021-05-03 17:19:28 > Step:    8200 Progress: 4.1% Elapsed: 1:42:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.63677 Generator_loss: 4.06448 
[INFO] 2021-05-03 17:20:41 > Step:    8300 Progress: 4.2% Elapsed: 1:43:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.67984 Generator_loss: 3.77613 
[INFO] 2021-05-03 17:21:54 > Step:    8400 Progress: 4.2% Elapsed: 1:44:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.76591 Generator_loss: 4.88856 
[INFO] 2021-05-03 17:23:07 > Step:    8500 Progress: 4.2% Elapsed: 1:45:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.74073 Generator_loss: 5.19036 
[INFO] 2021-05-03 17:24:19 > Step:    8600 Progress: 4.3% Elapsed: 1:47:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.81393 Generator_loss: 3.80009 
[INFO] 2021-05-03 17:25:31 > Step:    8700 Progress: 4.3% Elapsed: 1:48:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.80307 Generator_loss: 3.83967 
[INFO] 2021-05-03 17:26:43 > Step:    8800 Progress: 4.4% Elapsed: 1:49:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.70626 Generator_loss: 5.23795 
[INFO] 2021-05-03 17:27:56 > Step:    8900 Progress: 4.5% Elapsed: 1:50:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.75691 Generator_loss: 5.03286 
[INFO] 2021-05-03 17:29:08 > Step:    9000 Progress: 4.5% Elapsed: 1:51:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.71482 Generator_loss: 5.20213 
[INFO] 2021-05-03 17:30:20 > Step:    9100 Progress: 4.5% Elapsed: 1:53:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.66751 Generator_loss: 5.14616 
[INFO] 2021-05-03 17:31:32 > Step:    9200 Progress: 4.6% Elapsed: 1:54:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.7819 Generator_loss: 4.89502 
[INFO] 2021-05-03 17:32:44 > Step:    9300 Progress: 4.7% Elapsed: 1:55:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.72458 Generator_loss: 5.14795 
[INFO] 2021-05-03 17:33:56 > Step:    9400 Progress: 4.7% Elapsed: 1:56:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.74258 Generator_loss: 4.65993 
[INFO] 2021-05-03 17:35:09 > Step:    9500 Progress: 4.8% Elapsed: 1:57:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.80865 Generator_loss: 4.87162 
[INFO] 2021-05-03 17:36:21 > Step:    9600 Progress: 4.8% Elapsed: 1:59:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.73945 Generator_loss: 4.63714 
[INFO] 2021-05-03 17:37:33 > Step:    9700 Progress: 4.9% Elapsed: 2:00:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.65535 Generator_loss: 3.88717 
[INFO] 2021-05-03 17:38:47 > Step:    9800 Progress: 4.9% Elapsed: 2:01:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.56211 Generator_loss: 3.93358 
[INFO] 2021-05-03 17:39:58 > Step:    9900 Progress: 5.0% Elapsed: 2:02:47 temperature: 0.75 ada_p: No Discriminator_loss: 6.65174 Generator_loss: 5.51475 
[INFO] 2021-05-03 17:41:11 > Step:   10000 Progress: 5.0% Elapsed: 2:03:59 temperature: 0.75 ada_p: No Discriminator_loss: 6.76439 Generator_loss: 4.71322 
[INFO] 2021-05-03 17:41:11 > Start Evaluation (10000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 17:41:11 > Calculating FID Score....
[INFO] 2021-05-03 17:41:24 > Calculating Inception Score....
[INFO] 2021-05-03 17:41:27 > Calculate F_beta Score....
[INFO] 2021-05-03 17:41:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 17:41:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 17:41:43 > Calculate Accuracies....
[INFO] 2021-05-03 17:41:46 > Calculate Accuracies....
[INFO] 2021-05-03 17:41:47 > F_8 score (Step: 10000, Using valid images): 0.6845307296024358
[INFO] 2021-05-03 17:41:47 > F_1/8 score (Step: 10000, Using valid images): 0.9083267725383943
[INFO] 2021-05-03 17:41:47 > FID score (Step: 10000, Using valid moments): 48.534418616853316
[INFO] 2021-05-03 17:41:47 > Inception score (Step: 10000, 10000 generated images): 8.906596183776855
[INFO] 2021-05-03 17:41:47 > Best FID score (Step: 10000, Using valid moments): 48.534418616853316
[INFO] 2021-05-03 17:42:03 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 17:43:15 > Step:   10100 Progress: 5.1% Elapsed: 2:06:03 temperature: 0.75 ada_p: No Discriminator_loss: 6.59793 Generator_loss: 5.63064 
[INFO] 2021-05-03 17:44:28 > Step:   10200 Progress: 5.1% Elapsed: 2:07:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.59133 Generator_loss: 3.88086 
[INFO] 2021-05-03 17:45:40 > Step:   10300 Progress: 5.1% Elapsed: 2:08:28 temperature: 0.75 ada_p: No Discriminator_loss: 6.57308 Generator_loss: 5.44597 
[INFO] 2021-05-03 17:46:53 > Step:   10400 Progress: 5.2% Elapsed: 2:09:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.75044 Generator_loss: 5.10612 
[INFO] 2021-05-03 17:48:05 > Step:   10500 Progress: 5.2% Elapsed: 2:10:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.57861 Generator_loss: 5.54659 
[INFO] 2021-05-03 17:49:18 > Step:   10600 Progress: 5.3% Elapsed: 2:12:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.71105 Generator_loss: 4.02175 
[INFO] 2021-05-03 17:50:30 > Step:   10700 Progress: 5.3% Elapsed: 2:13:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.49822 Generator_loss: 4.31622 
[INFO] 2021-05-03 17:51:43 > Step:   10800 Progress: 5.4% Elapsed: 2:14:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.67033 Generator_loss: 5.21283 
[INFO] 2021-05-03 17:52:55 > Step:   10900 Progress: 5.5% Elapsed: 2:15:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.59773 Generator_loss: 5.38515 
[INFO] 2021-05-03 17:54:07 > Step:   11000 Progress: 5.5% Elapsed: 2:16:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.74346 Generator_loss: 5.62646 
[INFO] 2021-05-03 17:55:19 > Step:   11100 Progress: 5.5% Elapsed: 2:18:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.61961 Generator_loss: 3.99183 
[INFO] 2021-05-03 17:56:32 > Step:   11200 Progress: 5.6% Elapsed: 2:19:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.59735 Generator_loss: 5.01366 
[INFO] 2021-05-03 17:57:44 > Step:   11300 Progress: 5.7% Elapsed: 2:20:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.7207 Generator_loss: 4.22798 
[INFO] 2021-05-03 17:58:56 > Step:   11400 Progress: 5.7% Elapsed: 2:21:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.6212 Generator_loss: 4.37248 
[INFO] 2021-05-03 18:00:08 > Step:   11500 Progress: 5.8% Elapsed: 2:22:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.7844 Generator_loss: 4.92692 
[INFO] 2021-05-03 18:01:21 > Step:   11600 Progress: 5.8% Elapsed: 2:24:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.58659 Generator_loss: 5.6989 
[INFO] 2021-05-03 18:02:33 > Step:   11700 Progress: 5.9% Elapsed: 2:25:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.62281 Generator_loss: 5.42213 
[INFO] 2021-05-03 18:03:45 > Step:   11800 Progress: 5.9% Elapsed: 2:26:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.6187 Generator_loss: 4.79819 
[INFO] 2021-05-03 18:04:58 > Step:   11900 Progress: 5.9% Elapsed: 2:27:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.57345 Generator_loss: 5.3353 
[INFO] 2021-05-03 18:06:10 > Step:   12000 Progress: 6.0% Elapsed: 2:28:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.65369 Generator_loss: 5.17519 
[INFO] 2021-05-03 18:06:10 > Start Evaluation (12000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 18:06:10 > Calculating FID Score....
[INFO] 2021-05-03 18:06:23 > Calculating Inception Score....
[INFO] 2021-05-03 18:06:26 > Calculate F_beta Score....
[INFO] 2021-05-03 18:06:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 18:06:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 18:06:42 > Calculate Accuracies....
[INFO] 2021-05-03 18:06:44 > Calculate Accuracies....
[INFO] 2021-05-03 18:06:45 > F_8 score (Step: 12000, Using valid images): 0.7042427975492639
[INFO] 2021-05-03 18:06:45 > F_1/8 score (Step: 12000, Using valid images): 0.9323783280247336
[INFO] 2021-05-03 18:06:45 > FID score (Step: 12000, Using valid moments): 43.258965813199325
[INFO] 2021-05-03 18:06:45 > Inception score (Step: 12000, 10000 generated images): 9.54650592803955
[INFO] 2021-05-03 18:06:45 > Best FID score (Step: 12000, Using valid moments): 43.258965813199325
[INFO] 2021-05-03 18:07:01 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 18:08:13 > Step:   12100 Progress: 6.0% Elapsed: 2:31:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.55146 Generator_loss: 4.49048 
[INFO] 2021-05-03 18:09:25 > Step:   12200 Progress: 6.1% Elapsed: 2:32:13 temperature: 0.75 ada_p: No Discriminator_loss: 6.59726 Generator_loss: 4.77275 
[INFO] 2021-05-03 18:10:37 > Step:   12300 Progress: 6.2% Elapsed: 2:33:26 temperature: 0.75 ada_p: No Discriminator_loss: 6.79126 Generator_loss: 4.58545 
[INFO] 2021-05-03 18:11:50 > Step:   12400 Progress: 6.2% Elapsed: 2:34:38 temperature: 0.75 ada_p: No Discriminator_loss: 6.72012 Generator_loss: 5.25398 
[INFO] 2021-05-03 18:13:02 > Step:   12500 Progress: 6.2% Elapsed: 2:35:50 temperature: 0.75 ada_p: No Discriminator_loss: 6.57007 Generator_loss: 4.19394 
[INFO] 2021-05-03 18:14:14 > Step:   12600 Progress: 6.3% Elapsed: 2:37:02 temperature: 0.75 ada_p: No Discriminator_loss: 6.56042 Generator_loss: 5.45837 
[INFO] 2021-05-03 18:15:27 > Step:   12700 Progress: 6.3% Elapsed: 2:38:15 temperature: 0.75 ada_p: No Discriminator_loss: 6.66392 Generator_loss: 5.11173 
[INFO] 2021-05-03 18:16:40 > Step:   12800 Progress: 6.4% Elapsed: 2:39:28 temperature: 0.75 ada_p: No Discriminator_loss: 6.66606 Generator_loss: 5.14935 
[INFO] 2021-05-03 18:17:52 > Step:   12900 Progress: 6.5% Elapsed: 2:40:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.53764 Generator_loss: 4.78899 
[INFO] 2021-05-03 18:19:06 > Step:   13000 Progress: 6.5% Elapsed: 2:41:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.59539 Generator_loss: 3.86652 
[INFO] 2021-05-03 18:20:18 > Step:   13100 Progress: 6.6% Elapsed: 2:43:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.58559 Generator_loss: 3.97977 
[INFO] 2021-05-03 18:21:30 > Step:   13200 Progress: 6.6% Elapsed: 2:44:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.62974 Generator_loss: 5.28579 
[INFO] 2021-05-03 18:22:42 > Step:   13300 Progress: 6.7% Elapsed: 2:45:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.44588 Generator_loss: 5.2392 
[INFO] 2021-05-03 18:23:55 > Step:   13400 Progress: 6.7% Elapsed: 2:46:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.47302 Generator_loss: 5.15762 
[INFO] 2021-05-03 18:25:08 > Step:   13500 Progress: 6.8% Elapsed: 2:47:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.60784 Generator_loss: 3.99089 
[INFO] 2021-05-03 18:26:20 > Step:   13600 Progress: 6.8% Elapsed: 2:49:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.70861 Generator_loss: 4.92682 
[INFO] 2021-05-03 18:27:32 > Step:   13700 Progress: 6.9% Elapsed: 2:50:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.59633 Generator_loss: 4.29754 
[INFO] 2021-05-03 18:28:45 > Step:   13800 Progress: 6.9% Elapsed: 2:51:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.55774 Generator_loss: 4.21036 
[INFO] 2021-05-03 18:29:57 > Step:   13900 Progress: 7.0% Elapsed: 2:52:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.59918 Generator_loss: 5.1615 
[INFO] 2021-05-03 18:31:10 > Step:   14000 Progress: 7.0% Elapsed: 2:53:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.71231 Generator_loss: 3.81335 
[INFO] 2021-05-03 18:31:10 > Start Evaluation (14000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 18:31:10 > Calculating FID Score....
[INFO] 2021-05-03 18:31:23 > Calculating Inception Score....
[INFO] 2021-05-03 18:31:26 > Calculate F_beta Score....
[INFO] 2021-05-03 18:31:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 18:31:42 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 18:31:42 > Calculate Accuracies....
[INFO] 2021-05-03 18:31:45 > Calculate Accuracies....
[INFO] 2021-05-03 18:31:46 > F_8 score (Step: 14000, Using valid images): 0.7321538869648243
[INFO] 2021-05-03 18:31:46 > F_1/8 score (Step: 14000, Using valid images): 0.9426943130577164
[INFO] 2021-05-03 18:31:46 > FID score (Step: 14000, Using valid moments): 39.99452334878998
[INFO] 2021-05-03 18:31:46 > Inception score (Step: 14000, 10000 generated images): 10.644960403442383
[INFO] 2021-05-03 18:31:46 > Best FID score (Step: 14000, Using valid moments): 39.99452334878998
[INFO] 2021-05-03 18:32:02 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 18:33:14 > Step:   14100 Progress: 7.0% Elapsed: 2:56:02 temperature: 0.75 ada_p: No Discriminator_loss: 6.51894 Generator_loss: 5.32092 
[INFO] 2021-05-03 18:34:27 > Step:   14200 Progress: 7.1% Elapsed: 2:57:15 temperature: 0.75 ada_p: No Discriminator_loss: 6.71424 Generator_loss: 5.12732 
[INFO] 2021-05-03 18:35:39 > Step:   14300 Progress: 7.1% Elapsed: 2:58:27 temperature: 0.75 ada_p: No Discriminator_loss: 6.70669 Generator_loss: 5.0085 
[INFO] 2021-05-03 18:36:51 > Step:   14400 Progress: 7.2% Elapsed: 2:59:39 temperature: 0.75 ada_p: No Discriminator_loss: 6.44487 Generator_loss: 5.4092 
[INFO] 2021-05-03 18:38:04 > Step:   14500 Progress: 7.2% Elapsed: 3:00:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.57156 Generator_loss: 5.1096 
[INFO] 2021-05-03 18:39:16 > Step:   14600 Progress: 7.3% Elapsed: 3:02:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.46019 Generator_loss: 5.34547 
[INFO] 2021-05-03 18:40:28 > Step:   14700 Progress: 7.3% Elapsed: 3:03:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.49194 Generator_loss: 5.27619 
[INFO] 2021-05-03 18:41:41 > Step:   14800 Progress: 7.4% Elapsed: 3:04:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.44748 Generator_loss: 5.2338 
[INFO] 2021-05-03 18:42:53 > Step:   14900 Progress: 7.4% Elapsed: 3:05:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.67565 Generator_loss: 5.0665 
[INFO] 2021-05-03 18:44:05 > Step:   15000 Progress: 7.5% Elapsed: 3:06:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.60121 Generator_loss: 5.01859 
[INFO] 2021-05-03 18:45:18 > Step:   15100 Progress: 7.5% Elapsed: 3:08:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.63269 Generator_loss: 5.40271 
[INFO] 2021-05-03 18:46:30 > Step:   15200 Progress: 7.6% Elapsed: 3:09:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.53149 Generator_loss: 5.31302 
[INFO] 2021-05-03 18:47:42 > Step:   15300 Progress: 7.6% Elapsed: 3:10:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.48025 Generator_loss: 5.39956 
[INFO] 2021-05-03 18:48:54 > Step:   15400 Progress: 7.7% Elapsed: 3:11:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.5933 Generator_loss: 5.30005 
[INFO] 2021-05-03 18:50:07 > Step:   15500 Progress: 7.8% Elapsed: 3:12:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.42707 Generator_loss: 4.92407 
[INFO] 2021-05-03 18:51:18 > Step:   15600 Progress: 7.8% Elapsed: 3:14:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.47775 Generator_loss: 5.54523 
[INFO] 2021-05-03 18:52:31 > Step:   15700 Progress: 7.8% Elapsed: 3:15:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.50419 Generator_loss: 5.28001 
[INFO] 2021-05-03 18:53:43 > Step:   15800 Progress: 7.9% Elapsed: 3:16:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.4858 Generator_loss: 5.37415 
[INFO] 2021-05-03 18:54:55 > Step:   15900 Progress: 8.0% Elapsed: 3:17:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.61536 Generator_loss: 5.35663 
[INFO] 2021-05-03 18:56:08 > Step:   16000 Progress: 8.0% Elapsed: 3:18:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.41433 Generator_loss: 4.08518 
[INFO] 2021-05-03 18:56:08 > Start Evaluation (16000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 18:56:08 > Calculating FID Score....
[INFO] 2021-05-03 18:56:21 > Calculating Inception Score....
[INFO] 2021-05-03 18:56:24 > Calculate F_beta Score....
[INFO] 2021-05-03 18:56:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 18:56:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 18:56:42 > Calculate Accuracies....
[INFO] 2021-05-03 18:56:45 > Calculate Accuracies....
[INFO] 2021-05-03 18:56:48 > F_8 score (Step: 16000, Using valid images): 0.7374388182878041
[INFO] 2021-05-03 18:56:48 > F_1/8 score (Step: 16000, Using valid images): 0.9466701341083895
[INFO] 2021-05-03 18:56:48 > FID score (Step: 16000, Using valid moments): 38.45254574786554
[INFO] 2021-05-03 18:56:48 > Inception score (Step: 16000, 10000 generated images): 10.287416458129883
[INFO] 2021-05-03 18:56:48 > Best FID score (Step: 16000, Using valid moments): 38.45254574786554
[INFO] 2021-05-03 18:57:03 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 18:58:16 > Step:   16100 Progress: 8.1% Elapsed: 3:21:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.56605 Generator_loss: 5.26545 
[INFO] 2021-05-03 18:59:29 > Step:   16200 Progress: 8.1% Elapsed: 3:22:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.62843 Generator_loss: 4.88261 
[INFO] 2021-05-03 19:00:41 > Step:   16300 Progress: 8.2% Elapsed: 3:23:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.6724 Generator_loss: 5.3436 
[INFO] 2021-05-03 19:01:54 > Step:   16400 Progress: 8.2% Elapsed: 3:24:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.62569 Generator_loss: 5.00252 
[INFO] 2021-05-03 19:03:06 > Step:   16500 Progress: 8.2% Elapsed: 3:25:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.42655 Generator_loss: 5.13799 
[INFO] 2021-05-03 19:04:18 > Step:   16600 Progress: 8.3% Elapsed: 3:27:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.60889 Generator_loss: 5.39332 
[INFO] 2021-05-03 19:05:30 > Step:   16700 Progress: 8.3% Elapsed: 3:28:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.64762 Generator_loss: 5.00099 
[INFO] 2021-05-03 19:06:43 > Step:   16800 Progress: 8.4% Elapsed: 3:29:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.57273 Generator_loss: 5.30358 
[INFO] 2021-05-03 19:07:55 > Step:   16900 Progress: 8.5% Elapsed: 3:30:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.54086 Generator_loss: 3.76968 
[INFO] 2021-05-03 19:09:07 > Step:   17000 Progress: 8.5% Elapsed: 3:31:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.41066 Generator_loss: 5.59197 
[INFO] 2021-05-03 19:10:20 > Step:   17100 Progress: 8.6% Elapsed: 3:33:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.58852 Generator_loss: 5.35251 
[INFO] 2021-05-03 19:11:32 > Step:   17200 Progress: 8.6% Elapsed: 3:34:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.43571 Generator_loss: 3.98313 
[INFO] 2021-05-03 19:12:44 > Step:   17300 Progress: 8.6% Elapsed: 3:35:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.52238 Generator_loss: 3.90607 
[INFO] 2021-05-03 19:13:57 > Step:   17400 Progress: 8.7% Elapsed: 3:36:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.52573 Generator_loss: 4.39178 
[INFO] 2021-05-03 19:15:09 > Step:   17500 Progress: 8.8% Elapsed: 3:37:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.57908 Generator_loss: 5.28468 
[INFO] 2021-05-03 19:16:21 > Step:   17600 Progress: 8.8% Elapsed: 3:39:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.44253 Generator_loss: 5.18123 
[INFO] 2021-05-03 19:17:33 > Step:   17700 Progress: 8.8% Elapsed: 3:40:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.48053 Generator_loss: 5.1587 
[INFO] 2021-05-03 19:18:45 > Step:   17800 Progress: 8.9% Elapsed: 3:41:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.39844 Generator_loss: 4.15002 
[INFO] 2021-05-03 19:19:57 > Step:   17900 Progress: 8.9% Elapsed: 3:42:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.60283 Generator_loss: 5.18303 
[INFO] 2021-05-03 19:21:09 > Step:   18000 Progress: 9.0% Elapsed: 3:43:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.54834 Generator_loss: 4.90616 
[INFO] 2021-05-03 19:21:09 > Start Evaluation (18000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 19:21:09 > Calculating FID Score....
[INFO] 2021-05-03 19:21:23 > Calculating Inception Score....
[INFO] 2021-05-03 19:21:25 > Calculate F_beta Score....
[INFO] 2021-05-03 19:21:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 19:21:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 19:21:42 > Calculate Accuracies....
[INFO] 2021-05-03 19:21:44 > Calculate Accuracies....
[INFO] 2021-05-03 19:21:46 > F_8 score (Step: 18000, Using valid images): 0.7954584986886519
[INFO] 2021-05-03 19:21:46 > F_1/8 score (Step: 18000, Using valid images): 0.9511069728596778
[INFO] 2021-05-03 19:21:46 > FID score (Step: 18000, Using valid moments): 35.149353468486595
[INFO] 2021-05-03 19:21:46 > Inception score (Step: 18000, 10000 generated images): 11.429211616516113
[INFO] 2021-05-03 19:21:46 > Best FID score (Step: 18000, Using valid moments): 35.149353468486595
[INFO] 2021-05-03 19:22:02 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 19:23:15 > Step:   18100 Progress: 9.0% Elapsed: 3:46:03 temperature: 0.75 ada_p: No Discriminator_loss: 6.43731 Generator_loss: 4.87068 
[INFO] 2021-05-03 19:24:28 > Step:   18200 Progress: 9.1% Elapsed: 3:47:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.51661 Generator_loss: 4.07357 
[INFO] 2021-05-03 19:25:41 > Step:   18300 Progress: 9.2% Elapsed: 3:48:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.44263 Generator_loss: 4.50986 
[INFO] 2021-05-03 19:26:53 > Step:   18400 Progress: 9.2% Elapsed: 3:49:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.42396 Generator_loss: 5.52404 
[INFO] 2021-05-03 19:28:06 > Step:   18500 Progress: 9.2% Elapsed: 3:50:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.46576 Generator_loss: 5.68048 
[INFO] 2021-05-03 19:29:19 > Step:   18600 Progress: 9.3% Elapsed: 3:52:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.4772 Generator_loss: 4.62378 
[INFO] 2021-05-03 19:30:32 > Step:   18700 Progress: 9.3% Elapsed: 3:53:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.5239 Generator_loss: 4.10199 
[INFO] 2021-05-03 19:31:44 > Step:   18800 Progress: 9.4% Elapsed: 3:54:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.3638 Generator_loss: 5.02975 
[INFO] 2021-05-03 19:32:56 > Step:   18900 Progress: 9.4% Elapsed: 3:55:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.6244 Generator_loss: 3.88487 
[INFO] 2021-05-03 19:34:08 > Step:   19000 Progress: 9.5% Elapsed: 3:56:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.3878 Generator_loss: 4.32963 
[INFO] 2021-05-03 19:35:21 > Step:   19100 Progress: 9.6% Elapsed: 3:58:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.51277 Generator_loss: 4.79972 
[INFO] 2021-05-03 19:36:33 > Step:   19200 Progress: 9.6% Elapsed: 3:59:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.46557 Generator_loss: 4.09691 
[INFO] 2021-05-03 19:37:45 > Step:   19300 Progress: 9.7% Elapsed: 4:00:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.40966 Generator_loss: 5.31193 
[INFO] 2021-05-03 19:38:57 > Step:   19400 Progress: 9.7% Elapsed: 4:01:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.33808 Generator_loss: 4.88494 
[INFO] 2021-05-03 19:40:10 > Step:   19500 Progress: 9.8% Elapsed: 4:02:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.47039 Generator_loss: 4.77679 
[INFO] 2021-05-03 19:41:23 > Step:   19600 Progress: 9.8% Elapsed: 4:04:11 temperature: 0.75 ada_p: No Discriminator_loss: 6.41361 Generator_loss: 4.33904 
[INFO] 2021-05-03 19:42:35 > Step:   19700 Progress: 9.8% Elapsed: 4:05:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.48928 Generator_loss: 4.65542 
[INFO] 2021-05-03 19:43:48 > Step:   19800 Progress: 9.9% Elapsed: 4:06:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.5175 Generator_loss: 4.07219 
[INFO] 2021-05-03 19:45:00 > Step:   19900 Progress: 10.0% Elapsed: 4:07:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.33416 Generator_loss: 4.96511 
[INFO] 2021-05-03 19:46:13 > Step:   20000 Progress: 10.0% Elapsed: 4:09:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.54482 Generator_loss: 5.12254 
[INFO] 2021-05-03 19:46:13 > Start Evaluation (20000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 19:46:13 > Calculating FID Score....
[INFO] 2021-05-03 19:46:26 > Calculating Inception Score....
[INFO] 2021-05-03 19:46:29 > Calculate F_beta Score....
[INFO] 2021-05-03 19:46:45 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 19:46:45 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 19:46:45 > Calculate Accuracies....
[INFO] 2021-05-03 19:46:49 > Calculate Accuracies....
[INFO] 2021-05-03 19:46:50 > F_8 score (Step: 20000, Using valid images): 0.791063556762881
[INFO] 2021-05-03 19:46:50 > F_1/8 score (Step: 20000, Using valid images): 0.9589652790211319
[INFO] 2021-05-03 19:46:50 > FID score (Step: 20000, Using valid moments): 32.658397783810074
[INFO] 2021-05-03 19:46:50 > Inception score (Step: 20000, 10000 generated images): 11.810699462890625
[INFO] 2021-05-03 19:46:50 > Best FID score (Step: 20000, Using valid moments): 32.658397783810074
[INFO] 2021-05-03 19:47:07 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 19:48:20 > Step:   20100 Progress: 10.1% Elapsed: 4:11:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.28142 Generator_loss: 5.5821 
[INFO] 2021-05-03 19:49:33 > Step:   20200 Progress: 10.1% Elapsed: 4:12:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.351 Generator_loss: 4.82822 
[INFO] 2021-05-03 19:50:45 > Step:   20300 Progress: 10.2% Elapsed: 4:13:34 temperature: 0.75 ada_p: No Discriminator_loss: 6.4483 Generator_loss: 5.57927 
[INFO] 2021-05-03 19:51:58 > Step:   20400 Progress: 10.2% Elapsed: 4:14:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.52326 Generator_loss: 5.46445 
[INFO] 2021-05-03 19:53:11 > Step:   20500 Progress: 10.2% Elapsed: 4:15:59 temperature: 0.75 ada_p: No Discriminator_loss: 6.37473 Generator_loss: 5.36873 
[INFO] 2021-05-03 19:54:23 > Step:   20600 Progress: 10.3% Elapsed: 4:17:11 temperature: 0.75 ada_p: No Discriminator_loss: 6.51719 Generator_loss: 5.1857 
[INFO] 2021-05-03 19:55:35 > Step:   20700 Progress: 10.3% Elapsed: 4:18:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.3275 Generator_loss: 5.43073 
[INFO] 2021-05-03 19:56:48 > Step:   20800 Progress: 10.4% Elapsed: 4:19:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.3499 Generator_loss: 5.19094 
[INFO] 2021-05-03 19:58:01 > Step:   20900 Progress: 10.4% Elapsed: 4:20:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.63695 Generator_loss: 5.07593 
[INFO] 2021-05-03 19:59:13 > Step:   21000 Progress: 10.5% Elapsed: 4:22:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.41081 Generator_loss: 5.32563 
[INFO] 2021-05-03 20:00:25 > Step:   21100 Progress: 10.5% Elapsed: 4:23:13 temperature: 0.75 ada_p: No Discriminator_loss: 6.5131 Generator_loss: 5.35053 
[INFO] 2021-05-03 20:01:36 > Step:   21200 Progress: 10.6% Elapsed: 4:24:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.47079 Generator_loss: 5.61333 
[INFO] 2021-05-03 20:02:48 > Step:   21300 Progress: 10.7% Elapsed: 4:25:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.34017 Generator_loss: 4.64529 
[INFO] 2021-05-03 20:04:01 > Step:   21400 Progress: 10.7% Elapsed: 4:26:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.35828 Generator_loss: 4.29407 
[INFO] 2021-05-03 20:05:13 > Step:   21500 Progress: 10.8% Elapsed: 4:28:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.35842 Generator_loss: 4.51695 
[INFO] 2021-05-03 20:06:25 > Step:   21600 Progress: 10.8% Elapsed: 4:29:13 temperature: 0.75 ada_p: No Discriminator_loss: 6.3211 Generator_loss: 4.4948 
[INFO] 2021-05-03 20:07:37 > Step:   21700 Progress: 10.8% Elapsed: 4:30:25 temperature: 0.75 ada_p: No Discriminator_loss: 6.32352 Generator_loss: 4.98894 
[INFO] 2021-05-03 20:08:49 > Step:   21800 Progress: 10.9% Elapsed: 4:31:38 temperature: 0.75 ada_p: No Discriminator_loss: 6.50792 Generator_loss: 4.88565 
[INFO] 2021-05-03 20:10:02 > Step:   21900 Progress: 10.9% Elapsed: 4:32:50 temperature: 0.75 ada_p: No Discriminator_loss: 6.45047 Generator_loss: 4.3746 
[INFO] 2021-05-03 20:11:14 > Step:   22000 Progress: 11.0% Elapsed: 4:34:02 temperature: 0.75 ada_p: No Discriminator_loss: 6.51596 Generator_loss: 5.46597 
[INFO] 2021-05-03 20:11:14 > Start Evaluation (22000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 20:11:14 > Calculating FID Score....
[INFO] 2021-05-03 20:11:27 > Calculating Inception Score....
[INFO] 2021-05-03 20:11:30 > Calculate F_beta Score....
[INFO] 2021-05-03 20:11:45 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 20:11:46 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 20:11:46 > Calculate Accuracies....
[INFO] 2021-05-03 20:11:49 > Calculate Accuracies....
[INFO] 2021-05-03 20:11:50 > F_8 score (Step: 22000, Using valid images): 0.801819013707419
[INFO] 2021-05-03 20:11:50 > F_1/8 score (Step: 22000, Using valid images): 0.9612371430009379
[INFO] 2021-05-03 20:11:50 > FID score (Step: 22000, Using valid moments): 30.929813252751728
[INFO] 2021-05-03 20:11:50 > Inception score (Step: 22000, 10000 generated images): 11.828166961669922
[INFO] 2021-05-03 20:11:50 > Best FID score (Step: 22000, Using valid moments): 30.929813252751728
[INFO] 2021-05-03 20:12:06 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 20:13:19 > Step:   22100 Progress: 11.1% Elapsed: 4:36:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.59809 Generator_loss: 3.61365 
[INFO] 2021-05-03 20:14:31 > Step:   22200 Progress: 11.1% Elapsed: 4:37:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.57005 Generator_loss: 5.12962 
[INFO] 2021-05-03 20:15:43 > Step:   22300 Progress: 11.2% Elapsed: 4:38:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.33789 Generator_loss: 5.44976 
[INFO] 2021-05-03 20:16:55 > Step:   22400 Progress: 11.2% Elapsed: 4:39:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.44065 Generator_loss: 4.73383 
[INFO] 2021-05-03 20:18:07 > Step:   22500 Progress: 11.2% Elapsed: 4:40:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.77542 Generator_loss: 4.85836 
[INFO] 2021-05-03 20:19:18 > Step:   22600 Progress: 11.3% Elapsed: 4:42:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.37589 Generator_loss: 3.81346 
[INFO] 2021-05-03 20:20:31 > Step:   22700 Progress: 11.3% Elapsed: 4:43:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.4161 Generator_loss: 5.38685 
[INFO] 2021-05-03 20:21:43 > Step:   22800 Progress: 11.4% Elapsed: 4:44:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.53718 Generator_loss: 4.18318 
[INFO] 2021-05-03 20:22:55 > Step:   22900 Progress: 11.5% Elapsed: 4:45:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.49824 Generator_loss: 3.94135 
[INFO] 2021-05-03 20:24:08 > Step:   23000 Progress: 11.5% Elapsed: 4:46:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.39481 Generator_loss: 4.36393 
[INFO] 2021-05-03 20:25:20 > Step:   23100 Progress: 11.6% Elapsed: 4:48:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.43533 Generator_loss: 3.74814 
[INFO] 2021-05-03 20:26:33 > Step:   23200 Progress: 11.6% Elapsed: 4:49:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.34548 Generator_loss: 5.40839 
[INFO] 2021-05-03 20:27:45 > Step:   23300 Progress: 11.7% Elapsed: 4:50:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.2728 Generator_loss: 5.63367 
[INFO] 2021-05-03 20:28:57 > Step:   23400 Progress: 11.7% Elapsed: 4:51:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.2719 Generator_loss: 4.12081 
[INFO] 2021-05-03 20:30:10 > Step:   23500 Progress: 11.8% Elapsed: 4:52:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.52578 Generator_loss: 4.08354 
[INFO] 2021-05-03 20:31:22 > Step:   23600 Progress: 11.8% Elapsed: 4:54:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.27859 Generator_loss: 5.02635 
[INFO] 2021-05-03 20:32:34 > Step:   23700 Progress: 11.8% Elapsed: 4:55:22 temperature: 0.75 ada_p: No Discriminator_loss: 6.29745 Generator_loss: 5.32912 
[INFO] 2021-05-03 20:33:46 > Step:   23800 Progress: 11.9% Elapsed: 4:56:34 temperature: 0.75 ada_p: No Discriminator_loss: 6.25723 Generator_loss: 4.90827 
[INFO] 2021-05-03 20:34:59 > Step:   23900 Progress: 11.9% Elapsed: 4:57:47 temperature: 0.75 ada_p: No Discriminator_loss: 6.40199 Generator_loss: 5.34932 
[INFO] 2021-05-03 20:36:11 > Step:   24000 Progress: 12.0% Elapsed: 4:58:59 temperature: 0.75 ada_p: No Discriminator_loss: 6.47025 Generator_loss: 4.90914 
[INFO] 2021-05-03 20:36:11 > Start Evaluation (24000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 20:36:11 > Calculating FID Score....
[INFO] 2021-05-03 20:36:24 > Calculating Inception Score....
[INFO] 2021-05-03 20:36:27 > Calculate F_beta Score....
[INFO] 2021-05-03 20:36:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 20:36:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 20:36:44 > Calculate Accuracies....
[INFO] 2021-05-03 20:36:47 > Calculate Accuracies....
[INFO] 2021-05-03 20:36:48 > F_8 score (Step: 24000, Using valid images): 0.8326645630977014
[INFO] 2021-05-03 20:36:48 > F_1/8 score (Step: 24000, Using valid images): 0.9688149010186258
[INFO] 2021-05-03 20:36:48 > FID score (Step: 24000, Using valid moments): 28.395542585347812
[INFO] 2021-05-03 20:36:48 > Inception score (Step: 24000, 10000 generated images): 12.387184143066406
[INFO] 2021-05-03 20:36:48 > Best FID score (Step: 24000, Using valid moments): 28.395542585347812
[INFO] 2021-05-03 20:37:04 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 20:38:17 > Step:   24100 Progress: 12.0% Elapsed: 5:01:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.66584 Generator_loss: 4.15587 
[INFO] 2021-05-03 20:39:29 > Step:   24200 Progress: 12.1% Elapsed: 5:02:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.66157 Generator_loss: 5.4767 
[INFO] 2021-05-03 20:40:42 > Step:   24300 Progress: 12.2% Elapsed: 5:03:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.46273 Generator_loss: 4.48047 
[INFO] 2021-05-03 20:41:54 > Step:   24400 Progress: 12.2% Elapsed: 5:04:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.3415 Generator_loss: 5.02216 
[INFO] 2021-05-03 20:43:06 > Step:   24500 Progress: 12.2% Elapsed: 5:05:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.32971 Generator_loss: 5.29179 
[INFO] 2021-05-03 20:44:18 > Step:   24600 Progress: 12.3% Elapsed: 5:07:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.53956 Generator_loss: 5.3047 
[INFO] 2021-05-03 20:45:30 > Step:   24700 Progress: 12.3% Elapsed: 5:08:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.27715 Generator_loss: 3.99537 
[INFO] 2021-05-03 20:46:42 > Step:   24800 Progress: 12.4% Elapsed: 5:09:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.34799 Generator_loss: 5.55436 
[INFO] 2021-05-03 20:47:55 > Step:   24900 Progress: 12.4% Elapsed: 5:10:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.37228 Generator_loss: 4.59994 
[INFO] 2021-05-03 20:49:06 > Step:   25000 Progress: 12.5% Elapsed: 5:11:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.3438 Generator_loss: 5.29503 
[INFO] 2021-05-03 20:50:18 > Step:   25100 Progress: 12.6% Elapsed: 5:13:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.31893 Generator_loss: 4.99758 
[INFO] 2021-05-03 20:51:31 > Step:   25200 Progress: 12.6% Elapsed: 5:14:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.4616 Generator_loss: 4.58622 
[INFO] 2021-05-03 20:52:43 > Step:   25300 Progress: 12.7% Elapsed: 5:15:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.34664 Generator_loss: 5.29348 
[INFO] 2021-05-03 20:53:55 > Step:   25400 Progress: 12.7% Elapsed: 5:16:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.42567 Generator_loss: 4.25919 
[INFO] 2021-05-03 20:55:07 > Step:   25500 Progress: 12.8% Elapsed: 5:17:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.23279 Generator_loss: 5.68232 
[INFO] 2021-05-03 20:56:19 > Step:   25600 Progress: 12.8% Elapsed: 5:19:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.32263 Generator_loss: 4.55955 
[INFO] 2021-05-03 20:57:31 > Step:   25700 Progress: 12.8% Elapsed: 5:20:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.30007 Generator_loss: 4.19724 
[INFO] 2021-05-03 20:58:44 > Step:   25800 Progress: 12.9% Elapsed: 5:21:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.46563 Generator_loss: 4.71203 
[INFO] 2021-05-03 20:59:57 > Step:   25900 Progress: 13.0% Elapsed: 5:22:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.37632 Generator_loss: 4.57635 
[INFO] 2021-05-03 21:01:10 > Step:   26000 Progress: 13.0% Elapsed: 5:23:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.35 Generator_loss: 3.89666 
[INFO] 2021-05-03 21:01:10 > Start Evaluation (26000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 21:01:10 > Calculating FID Score....
[INFO] 2021-05-03 21:01:23 > Calculating Inception Score....
[INFO] 2021-05-03 21:01:26 > Calculate F_beta Score....
[INFO] 2021-05-03 21:01:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 21:01:41 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 21:01:42 > Calculate Accuracies....
[INFO] 2021-05-03 21:01:44 > Calculate Accuracies....
[INFO] 2021-05-03 21:01:45 > F_8 score (Step: 26000, Using valid images): 0.8537515246047247
[INFO] 2021-05-03 21:01:45 > F_1/8 score (Step: 26000, Using valid images): 0.9724136822362103
[INFO] 2021-05-03 21:01:45 > FID score (Step: 26000, Using valid moments): 26.224089450980273
[INFO] 2021-05-03 21:01:45 > Inception score (Step: 26000, 10000 generated images): 13.300028800964355
[INFO] 2021-05-03 21:01:45 > Best FID score (Step: 26000, Using valid moments): 26.224089450980273
[INFO] 2021-05-03 21:02:01 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 21:03:14 > Step:   26100 Progress: 13.1% Elapsed: 5:26:02 temperature: 0.75 ada_p: No Discriminator_loss: 6.2139 Generator_loss: 5.02502 
[INFO] 2021-05-03 21:04:26 > Step:   26200 Progress: 13.1% Elapsed: 5:27:15 temperature: 0.75 ada_p: No Discriminator_loss: 6.32885 Generator_loss: 4.7395 
[INFO] 2021-05-03 21:05:39 > Step:   26300 Progress: 13.2% Elapsed: 5:28:27 temperature: 0.75 ada_p: No Discriminator_loss: 6.42198 Generator_loss: 5.05642 
[INFO] 2021-05-03 21:06:52 > Step:   26400 Progress: 13.2% Elapsed: 5:29:40 temperature: 0.75 ada_p: No Discriminator_loss: 6.31754 Generator_loss: 5.72907 
[INFO] 2021-05-03 21:08:05 > Step:   26500 Progress: 13.2% Elapsed: 5:30:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.42158 Generator_loss: 4.23803 
[INFO] 2021-05-03 21:09:17 > Step:   26600 Progress: 13.3% Elapsed: 5:32:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.19361 Generator_loss: 5.50348 
[INFO] 2021-05-03 21:10:29 > Step:   26700 Progress: 13.4% Elapsed: 5:33:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.18993 Generator_loss: 5.07256 
[INFO] 2021-05-03 21:11:41 > Step:   26800 Progress: 13.4% Elapsed: 5:34:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.23402 Generator_loss: 5.17837 
[INFO] 2021-05-03 21:12:54 > Step:   26900 Progress: 13.5% Elapsed: 5:35:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.25275 Generator_loss: 4.64445 
[INFO] 2021-05-03 21:14:07 > Step:   27000 Progress: 13.5% Elapsed: 5:36:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.32985 Generator_loss: 4.4699 
[INFO] 2021-05-03 21:15:20 > Step:   27100 Progress: 13.6% Elapsed: 5:38:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.31409 Generator_loss: 4.12393 
[INFO] 2021-05-03 21:16:32 > Step:   27200 Progress: 13.6% Elapsed: 5:39:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.27608 Generator_loss: 5.11327 
[INFO] 2021-05-03 21:17:44 > Step:   27300 Progress: 13.7% Elapsed: 5:40:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.49587 Generator_loss: 5.34873 
[INFO] 2021-05-03 21:18:57 > Step:   27400 Progress: 13.7% Elapsed: 5:41:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.25069 Generator_loss: 4.60777 
[INFO] 2021-05-03 21:20:10 > Step:   27500 Progress: 13.8% Elapsed: 5:42:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.34208 Generator_loss: 5.78136 
[INFO] 2021-05-03 21:21:23 > Step:   27600 Progress: 13.8% Elapsed: 5:44:11 temperature: 0.75 ada_p: No Discriminator_loss: 6.49886 Generator_loss: 4.98002 
[INFO] 2021-05-03 21:22:35 > Step:   27700 Progress: 13.9% Elapsed: 5:45:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.43152 Generator_loss: 3.77471 
[INFO] 2021-05-03 21:23:47 > Step:   27800 Progress: 13.9% Elapsed: 5:46:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.26668 Generator_loss: 4.63396 
[INFO] 2021-05-03 21:24:59 > Step:   27900 Progress: 14.0% Elapsed: 5:47:47 temperature: 0.75 ada_p: No Discriminator_loss: 6.34688 Generator_loss: 5.5312 
[INFO] 2021-05-03 21:26:12 > Step:   28000 Progress: 14.0% Elapsed: 5:49:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.244 Generator_loss: 4.57703 
[INFO] 2021-05-03 21:26:12 > Start Evaluation (28000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 21:26:12 > Calculating FID Score....
[INFO] 2021-05-03 21:26:25 > Calculating Inception Score....
[INFO] 2021-05-03 21:26:28 > Calculate F_beta Score....
[INFO] 2021-05-03 21:26:44 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 21:26:44 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 21:26:44 > Calculate Accuracies....
[INFO] 2021-05-03 21:26:47 > Calculate Accuracies....
[INFO] 2021-05-03 21:26:48 > F_8 score (Step: 28000, Using valid images): 0.877982941412816
[INFO] 2021-05-03 21:26:48 > F_1/8 score (Step: 28000, Using valid images): 0.9727871197245056
[INFO] 2021-05-03 21:26:48 > FID score (Step: 28000, Using valid moments): 24.931481980545243
[INFO] 2021-05-03 21:26:48 > Inception score (Step: 28000, 10000 generated images): 13.817538261413574
[INFO] 2021-05-03 21:26:48 > Best FID score (Step: 28000, Using valid moments): 24.931481980545243
[INFO] 2021-05-03 21:27:04 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 21:28:17 > Step:   28100 Progress: 14.1% Elapsed: 5:51:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.21831 Generator_loss: 5.47362 
[INFO] 2021-05-03 21:29:29 > Step:   28200 Progress: 14.1% Elapsed: 5:52:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.15171 Generator_loss: 5.28283 
[INFO] 2021-05-03 21:30:42 > Step:   28300 Progress: 14.1% Elapsed: 5:53:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.42174 Generator_loss: 3.87286 
[INFO] 2021-05-03 21:31:54 > Step:   28400 Progress: 14.2% Elapsed: 5:54:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.4984 Generator_loss: 5.415 
[INFO] 2021-05-03 21:33:06 > Step:   28500 Progress: 14.2% Elapsed: 5:55:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.55627 Generator_loss: 3.8715 
[INFO] 2021-05-03 21:34:18 > Step:   28600 Progress: 14.3% Elapsed: 5:57:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.35896 Generator_loss: 5.58344 
[INFO] 2021-05-03 21:35:31 > Step:   28700 Progress: 14.3% Elapsed: 5:58:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.19568 Generator_loss: 4.76237 
[INFO] 2021-05-03 21:36:43 > Step:   28800 Progress: 14.4% Elapsed: 5:59:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.23022 Generator_loss: 4.35237 
[INFO] 2021-05-03 21:37:55 > Step:   28900 Progress: 14.4% Elapsed: 6:00:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.22241 Generator_loss: 4.54302 
[INFO] 2021-05-03 21:39:07 > Step:   29000 Progress: 14.5% Elapsed: 6:01:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.20522 Generator_loss: 5.25573 
[INFO] 2021-05-03 21:40:20 > Step:   29100 Progress: 14.5% Elapsed: 6:03:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.39141 Generator_loss: 4.60198 
[INFO] 2021-05-03 21:41:33 > Step:   29200 Progress: 14.6% Elapsed: 6:04:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.26113 Generator_loss: 4.08953 
[INFO] 2021-05-03 21:42:44 > Step:   29300 Progress: 14.6% Elapsed: 6:05:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.24917 Generator_loss: 5.06038 
[INFO] 2021-05-03 21:43:56 > Step:   29400 Progress: 14.7% Elapsed: 6:06:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.1701 Generator_loss: 4.62459 
[INFO] 2021-05-03 21:45:08 > Step:   29500 Progress: 14.8% Elapsed: 6:07:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.36373 Generator_loss: 4.0106 
[INFO] 2021-05-03 21:46:20 > Step:   29600 Progress: 14.8% Elapsed: 6:09:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.26655 Generator_loss: 4.3441 
[INFO] 2021-05-03 21:47:32 > Step:   29700 Progress: 14.8% Elapsed: 6:10:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.23667 Generator_loss: 4.53212 
[INFO] 2021-05-03 21:48:44 > Step:   29800 Progress: 14.9% Elapsed: 6:11:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.1653 Generator_loss: 5.00599 
[INFO] 2021-05-03 21:49:55 > Step:   29900 Progress: 14.9% Elapsed: 6:12:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.27848 Generator_loss: 4.78419 
[INFO] 2021-05-03 21:51:07 > Step:   30000 Progress: 15.0% Elapsed: 6:13:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.34507 Generator_loss: 5.60829 
[INFO] 2021-05-03 21:51:07 > Start Evaluation (30000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 21:51:07 > Calculating FID Score....
[INFO] 2021-05-03 21:51:21 > Calculating Inception Score....
[INFO] 2021-05-03 21:51:23 > Calculate F_beta Score....
[INFO] 2021-05-03 21:51:38 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 21:51:39 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 21:51:39 > Calculate Accuracies....
[INFO] 2021-05-03 21:51:42 > Calculate Accuracies....
[INFO] 2021-05-03 21:51:43 > F_8 score (Step: 30000, Using valid images): 0.8933697556108596
[INFO] 2021-05-03 21:51:43 > F_1/8 score (Step: 30000, Using valid images): 0.9772658036533616
[INFO] 2021-05-03 21:51:43 > FID score (Step: 30000, Using valid moments): 23.64235869531683
[INFO] 2021-05-03 21:51:43 > Inception score (Step: 30000, 10000 generated images): 14.093289375305176
[INFO] 2021-05-03 21:51:43 > Best FID score (Step: 30000, Using valid moments): 23.64235869531683
[INFO] 2021-05-03 21:51:59 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 21:53:12 > Step:   30100 Progress: 15.0% Elapsed: 6:16:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.26354 Generator_loss: 4.86208 
[INFO] 2021-05-03 21:54:24 > Step:   30200 Progress: 15.1% Elapsed: 6:17:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.30311 Generator_loss: 4.33797 
[INFO] 2021-05-03 21:55:36 > Step:   30300 Progress: 15.2% Elapsed: 6:18:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.21305 Generator_loss: 5.54047 
[INFO] 2021-05-03 21:56:49 > Step:   30400 Progress: 15.2% Elapsed: 6:19:37 temperature: 0.75 ada_p: No Discriminator_loss: 6.15268 Generator_loss: 4.82724 
[INFO] 2021-05-03 21:58:01 > Step:   30500 Progress: 15.2% Elapsed: 6:20:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.13097 Generator_loss: 4.32704 
[INFO] 2021-05-03 21:59:13 > Step:   30600 Progress: 15.3% Elapsed: 6:22:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.30634 Generator_loss: 4.05956 
[INFO] 2021-05-03 22:00:26 > Step:   30700 Progress: 15.3% Elapsed: 6:23:14 temperature: 0.75 ada_p: No Discriminator_loss: 6.10309 Generator_loss: 5.38232 
[INFO] 2021-05-03 22:01:38 > Step:   30800 Progress: 15.4% Elapsed: 6:24:26 temperature: 0.75 ada_p: No Discriminator_loss: 6.20094 Generator_loss: 4.55131 
[INFO] 2021-05-03 22:02:51 > Step:   30900 Progress: 15.4% Elapsed: 6:25:39 temperature: 0.75 ada_p: No Discriminator_loss: 6.27605 Generator_loss: 5.35374 
[INFO] 2021-05-03 22:04:04 > Step:   31000 Progress: 15.5% Elapsed: 6:26:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.18975 Generator_loss: 5.20091 
[INFO] 2021-05-03 22:05:17 > Step:   31100 Progress: 15.6% Elapsed: 6:28:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.2689 Generator_loss: 4.62708 
[INFO] 2021-05-03 22:06:30 > Step:   31200 Progress: 15.6% Elapsed: 6:29:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.39068 Generator_loss: 5.28201 
[INFO] 2021-05-03 22:07:43 > Step:   31300 Progress: 15.7% Elapsed: 6:30:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.19237 Generator_loss: 4.13176 
[INFO] 2021-05-03 22:08:56 > Step:   31400 Progress: 15.7% Elapsed: 6:31:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.11928 Generator_loss: 4.59147 
[INFO] 2021-05-03 22:10:08 > Step:   31500 Progress: 15.8% Elapsed: 6:32:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.4555 Generator_loss: 5.05799 
[INFO] 2021-05-03 22:11:20 > Step:   31600 Progress: 15.8% Elapsed: 6:34:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.36017 Generator_loss: 4.05475 
[INFO] 2021-05-03 22:12:32 > Step:   31700 Progress: 15.8% Elapsed: 6:35:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.26639 Generator_loss: 5.12706 
[INFO] 2021-05-03 22:13:45 > Step:   31800 Progress: 15.9% Elapsed: 6:36:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.25558 Generator_loss: 5.24462 
[INFO] 2021-05-03 22:14:58 > Step:   31900 Progress: 16.0% Elapsed: 6:37:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.21597 Generator_loss: 5.68662 
[INFO] 2021-05-03 22:16:10 > Step:   32000 Progress: 16.0% Elapsed: 6:38:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.14597 Generator_loss: 4.70482 
[INFO] 2021-05-03 22:16:10 > Start Evaluation (32000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 22:16:10 > Calculating FID Score....
[INFO] 2021-05-03 22:16:23 > Calculating Inception Score....
[INFO] 2021-05-03 22:16:26 > Calculate F_beta Score....
[INFO] 2021-05-03 22:16:54 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 22:16:55 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 22:16:55 > Calculate Accuracies....
[INFO] 2021-05-03 22:16:57 > Calculate Accuracies....
[INFO] 2021-05-03 22:16:59 > F_8 score (Step: 32000, Using valid images): 0.9030297068961892
[INFO] 2021-05-03 22:16:59 > F_1/8 score (Step: 32000, Using valid images): 0.9783512383502505
[INFO] 2021-05-03 22:16:59 > FID score (Step: 32000, Using valid moments): 22.682588956985228
[INFO] 2021-05-03 22:16:59 > Inception score (Step: 32000, 10000 generated images): 14.721280097961426
[INFO] 2021-05-03 22:16:59 > Best FID score (Step: 32000, Using valid moments): 22.682588956985228
[INFO] 2021-05-03 22:17:15 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 22:18:32 > Step:   32100 Progress: 16.1% Elapsed: 6:41:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.07855 Generator_loss: 4.59166 
[INFO] 2021-05-03 22:19:44 > Step:   32200 Progress: 16.1% Elapsed: 6:42:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.1807 Generator_loss: 5.12944 
[INFO] 2021-05-03 22:20:57 > Step:   32300 Progress: 16.2% Elapsed: 6:43:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.21001 Generator_loss: 4.61113 
[INFO] 2021-05-03 22:22:10 > Step:   32400 Progress: 16.2% Elapsed: 6:44:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.14204 Generator_loss: 5.63082 
[INFO] 2021-05-03 22:23:22 > Step:   32500 Progress: 16.2% Elapsed: 6:46:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.21456 Generator_loss: 5.20399 
[INFO] 2021-05-03 22:24:35 > Step:   32600 Progress: 16.3% Elapsed: 6:47:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.45235 Generator_loss: 5.38891 
[INFO] 2021-05-03 22:25:47 > Step:   32700 Progress: 16.4% Elapsed: 6:48:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.24118 Generator_loss: 5.21318 
[INFO] 2021-05-03 22:26:59 > Step:   32800 Progress: 16.4% Elapsed: 6:49:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.53931 Generator_loss: 5.4761 
[INFO] 2021-05-03 22:28:12 > Step:   32900 Progress: 16.4% Elapsed: 6:51:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.12495 Generator_loss: 5.55012 
[INFO] 2021-05-03 22:29:25 > Step:   33000 Progress: 16.5% Elapsed: 6:52:13 temperature: 0.75 ada_p: No Discriminator_loss: 6.17759 Generator_loss: 4.03561 
[INFO] 2021-05-03 22:30:38 > Step:   33100 Progress: 16.6% Elapsed: 6:53:26 temperature: 0.75 ada_p: No Discriminator_loss: 6.29226 Generator_loss: 5.31964 
[INFO] 2021-05-03 22:31:51 > Step:   33200 Progress: 16.6% Elapsed: 6:54:39 temperature: 0.75 ada_p: No Discriminator_loss: 6.06232 Generator_loss: 5.35541 
[INFO] 2021-05-03 22:33:04 > Step:   33300 Progress: 16.7% Elapsed: 6:55:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.15455 Generator_loss: 5.51555 
[INFO] 2021-05-03 22:34:17 > Step:   33400 Progress: 16.7% Elapsed: 6:57:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.08423 Generator_loss: 4.8456 
[INFO] 2021-05-03 22:35:29 > Step:   33500 Progress: 16.8% Elapsed: 6:58:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.10885 Generator_loss: 5.46038 
[INFO] 2021-05-03 22:36:42 > Step:   33600 Progress: 16.8% Elapsed: 6:59:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.02809 Generator_loss: 5.55775 
[INFO] 2021-05-03 22:37:55 > Step:   33700 Progress: 16.9% Elapsed: 7:00:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.18523 Generator_loss: 4.23234 
[INFO] 2021-05-03 22:39:08 > Step:   33800 Progress: 16.9% Elapsed: 7:01:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.42352 Generator_loss: 5.36651 
[INFO] 2021-05-03 22:40:20 > Step:   33900 Progress: 17.0% Elapsed: 7:03:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.204 Generator_loss: 5.48085 
[INFO] 2021-05-03 22:41:33 > Step:   34000 Progress: 17.0% Elapsed: 7:04:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.09435 Generator_loss: 5.25771 
[INFO] 2021-05-03 22:41:33 > Start Evaluation (34000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 22:41:33 > Calculating FID Score....
[INFO] 2021-05-03 22:41:46 > Calculating Inception Score....
[INFO] 2021-05-03 22:41:49 > Calculate F_beta Score....
[INFO] 2021-05-03 22:42:04 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 22:42:04 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 22:42:05 > Calculate Accuracies....
[INFO] 2021-05-03 22:42:07 > Calculate Accuracies....
[INFO] 2021-05-03 22:42:08 > F_8 score (Step: 34000, Using valid images): 0.9111472695562762
[INFO] 2021-05-03 22:42:08 > F_1/8 score (Step: 34000, Using valid images): 0.9797477840915305
[INFO] 2021-05-03 22:42:08 > FID score (Step: 34000, Using valid moments): 21.60026623154579
[INFO] 2021-05-03 22:42:08 > Inception score (Step: 34000, 10000 generated images): 15.181774139404297
[INFO] 2021-05-03 22:42:08 > Best FID score (Step: 34000, Using valid moments): 21.60026623154579
[INFO] 2021-05-03 22:42:24 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 22:43:37 > Step:   34100 Progress: 17.1% Elapsed: 7:06:25 temperature: 0.75 ada_p: No Discriminator_loss: 6.25148 Generator_loss: 4.09318 
[INFO] 2021-05-03 22:44:50 > Step:   34200 Progress: 17.1% Elapsed: 7:07:38 temperature: 0.75 ada_p: No Discriminator_loss: 6.29443 Generator_loss: 5.84709 
[INFO] 2021-05-03 22:46:03 > Step:   34300 Progress: 17.2% Elapsed: 7:08:51 temperature: 0.75 ada_p: No Discriminator_loss: 6.10826 Generator_loss: 4.90583 
[INFO] 2021-05-03 22:47:15 > Step:   34400 Progress: 17.2% Elapsed: 7:10:03 temperature: 0.75 ada_p: No Discriminator_loss: 6.09772 Generator_loss: 4.18369 
[INFO] 2021-05-03 22:48:28 > Step:   34500 Progress: 17.2% Elapsed: 7:11:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.15723 Generator_loss: 4.30479 
[INFO] 2021-05-03 22:49:40 > Step:   34600 Progress: 17.3% Elapsed: 7:12:28 temperature: 0.75 ada_p: No Discriminator_loss: 6.19607 Generator_loss: 4.52241 
[INFO] 2021-05-03 22:50:52 > Step:   34700 Progress: 17.3% Elapsed: 7:13:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.0552 Generator_loss: 5.19895 
[INFO] 2021-05-03 22:52:05 > Step:   34800 Progress: 17.4% Elapsed: 7:14:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.16432 Generator_loss: 4.91488 
[INFO] 2021-05-03 22:53:18 > Step:   34900 Progress: 17.4% Elapsed: 7:16:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.17759 Generator_loss: 5.38481 
[INFO] 2021-05-03 22:54:30 > Step:   35000 Progress: 17.5% Elapsed: 7:17:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.04166 Generator_loss: 4.54845 
[INFO] 2021-05-03 22:55:42 > Step:   35100 Progress: 17.5% Elapsed: 7:18:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.06645 Generator_loss: 4.68205 
[INFO] 2021-05-03 22:56:55 > Step:   35200 Progress: 17.6% Elapsed: 7:19:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.28642 Generator_loss: 4.41268 
[INFO] 2021-05-03 22:58:08 > Step:   35300 Progress: 17.6% Elapsed: 7:20:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.10971 Generator_loss: 5.36968 
[INFO] 2021-05-03 22:59:21 > Step:   35400 Progress: 17.7% Elapsed: 7:22:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.10689 Generator_loss: 5.32955 
[INFO] 2021-05-03 23:00:33 > Step:   35500 Progress: 17.8% Elapsed: 7:23:22 temperature: 0.75 ada_p: No Discriminator_loss: 6.12117 Generator_loss: 5.48689 
[INFO] 2021-05-03 23:01:47 > Step:   35600 Progress: 17.8% Elapsed: 7:24:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.031 Generator_loss: 4.83004 
[INFO] 2021-05-03 23:03:00 > Step:   35700 Progress: 17.8% Elapsed: 7:25:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.34556 Generator_loss: 5.44787 
[INFO] 2021-05-03 23:04:12 > Step:   35800 Progress: 17.9% Elapsed: 7:27:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.03653 Generator_loss: 4.99922 
[INFO] 2021-05-03 23:05:25 > Step:   35900 Progress: 17.9% Elapsed: 7:28:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.98374 Generator_loss: 5.27206 
[INFO] 2021-05-03 23:06:36 > Step:   36000 Progress: 18.0% Elapsed: 7:29:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.17751 Generator_loss: 5.59631 
[INFO] 2021-05-03 23:06:36 > Start Evaluation (36000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 23:06:36 > Calculating FID Score....
[INFO] 2021-05-03 23:06:49 > Calculating Inception Score....
[INFO] 2021-05-03 23:06:52 > Calculate F_beta Score....
[INFO] 2021-05-03 23:07:08 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 23:07:08 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 23:07:09 > Calculate Accuracies....
[INFO] 2021-05-03 23:07:11 > Calculate Accuracies....
[INFO] 2021-05-03 23:07:12 > F_8 score (Step: 36000, Using valid images): 0.9181237785619957
[INFO] 2021-05-03 23:07:12 > F_1/8 score (Step: 36000, Using valid images): 0.9823432082339818
[INFO] 2021-05-03 23:07:12 > FID score (Step: 36000, Using valid moments): 20.979096886277205
[INFO] 2021-05-03 23:07:12 > Inception score (Step: 36000, 10000 generated images): 15.10793685913086
[INFO] 2021-05-03 23:07:12 > Best FID score (Step: 36000, Using valid moments): 20.979096886277205
[INFO] 2021-05-03 23:07:28 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 23:08:41 > Step:   36100 Progress: 18.1% Elapsed: 7:31:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.24409 Generator_loss: 5.37825 
[INFO] 2021-05-03 23:09:53 > Step:   36200 Progress: 18.1% Elapsed: 7:32:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.10432 Generator_loss: 5.35444 
[INFO] 2021-05-03 23:11:05 > Step:   36300 Progress: 18.1% Elapsed: 7:33:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.36472 Generator_loss: 5.61565 
[INFO] 2021-05-03 23:12:17 > Step:   36400 Progress: 18.2% Elapsed: 7:35:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.14665 Generator_loss: 5.70609 
[INFO] 2021-05-03 23:13:29 > Step:   36500 Progress: 18.2% Elapsed: 7:36:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.19536 Generator_loss: 5.41918 
[INFO] 2021-05-03 23:14:41 > Step:   36600 Progress: 18.3% Elapsed: 7:37:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.07715 Generator_loss: 4.77823 
[INFO] 2021-05-03 23:15:53 > Step:   36700 Progress: 18.4% Elapsed: 7:38:41 temperature: 0.75 ada_p: No Discriminator_loss: 6.2435 Generator_loss: 4.82836 
[INFO] 2021-05-03 23:17:05 > Step:   36800 Progress: 18.4% Elapsed: 7:39:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.03296 Generator_loss: 4.28765 
[INFO] 2021-05-03 23:18:17 > Step:   36900 Progress: 18.4% Elapsed: 7:41:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.05592 Generator_loss: 5.48323 
[INFO] 2021-05-03 23:19:29 > Step:   37000 Progress: 18.5% Elapsed: 7:42:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.05371 Generator_loss: 4.37267 
[INFO] 2021-05-03 23:20:41 > Step:   37100 Progress: 18.6% Elapsed: 7:43:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.29561 Generator_loss: 5.36965 
[INFO] 2021-05-03 23:21:54 > Step:   37200 Progress: 18.6% Elapsed: 7:44:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.11394 Generator_loss: 4.84352 
[INFO] 2021-05-03 23:23:06 > Step:   37300 Progress: 18.6% Elapsed: 7:45:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.09774 Generator_loss: 5.56549 
[INFO] 2021-05-03 23:24:18 > Step:   37400 Progress: 18.7% Elapsed: 7:47:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.16595 Generator_loss: 4.88368 
[INFO] 2021-05-03 23:25:30 > Step:   37500 Progress: 18.8% Elapsed: 7:48:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.27645 Generator_loss: 5.70498 
[INFO] 2021-05-03 23:26:43 > Step:   37600 Progress: 18.8% Elapsed: 7:49:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.20531 Generator_loss: 4.89002 
[INFO] 2021-05-03 23:27:55 > Step:   37700 Progress: 18.9% Elapsed: 7:50:43 temperature: 0.75 ada_p: No Discriminator_loss: 6.29009 Generator_loss: 4.40691 
[INFO] 2021-05-03 23:29:08 > Step:   37800 Progress: 18.9% Elapsed: 7:51:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.15916 Generator_loss: 3.69636 
[INFO] 2021-05-03 23:30:20 > Step:   37900 Progress: 18.9% Elapsed: 7:53:09 temperature: 0.75 ada_p: No Discriminator_loss: 6.1685 Generator_loss: 4.73404 
[INFO] 2021-05-03 23:31:33 > Step:   38000 Progress: 19.0% Elapsed: 7:54:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.00872 Generator_loss: 4.99474 
[INFO] 2021-05-03 23:31:33 > Start Evaluation (38000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 23:31:33 > Calculating FID Score....
[INFO] 2021-05-03 23:31:46 > Calculating Inception Score....
[INFO] 2021-05-03 23:31:48 > Calculate F_beta Score....
[INFO] 2021-05-03 23:32:19 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 23:32:19 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 23:32:20 > Calculate Accuracies....
[INFO] 2021-05-03 23:32:22 > Calculate Accuracies....
[INFO] 2021-05-03 23:32:24 > F_8 score (Step: 38000, Using valid images): 0.9324754344184282
[INFO] 2021-05-03 23:32:24 > F_1/8 score (Step: 38000, Using valid images): 0.9815952838877107
[INFO] 2021-05-03 23:32:24 > FID score (Step: 38000, Using valid moments): 20.044198276020836
[INFO] 2021-05-03 23:32:24 > Inception score (Step: 38000, 10000 generated images): 15.791817665100098
[INFO] 2021-05-03 23:32:24 > Best FID score (Step: 38000, Using valid moments): 20.044198276020836
[INFO] 2021-05-03 23:32:44 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 23:33:57 > Step:   38100 Progress: 19.1% Elapsed: 7:56:45 temperature: 0.75 ada_p: No Discriminator_loss: 6.08206 Generator_loss: 5.52947 
[INFO] 2021-05-03 23:35:09 > Step:   38200 Progress: 19.1% Elapsed: 7:57:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.43136 Generator_loss: 5.00412 
[INFO] 2021-05-03 23:36:22 > Step:   38300 Progress: 19.1% Elapsed: 7:59:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.06853 Generator_loss: 5.52249 
[INFO] 2021-05-03 23:37:34 > Step:   38400 Progress: 19.2% Elapsed: 8:00:22 temperature: 0.75 ada_p: No Discriminator_loss: 6.19177 Generator_loss: 5.35193 
[INFO] 2021-05-03 23:38:46 > Step:   38500 Progress: 19.2% Elapsed: 8:01:34 temperature: 0.75 ada_p: No Discriminator_loss: 6.12988 Generator_loss: 4.45781 
[INFO] 2021-05-03 23:39:58 > Step:   38600 Progress: 19.3% Elapsed: 8:02:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.19101 Generator_loss: 4.01314 
[INFO] 2021-05-03 23:41:10 > Step:   38700 Progress: 19.4% Elapsed: 8:03:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.16499 Generator_loss: 5.54019 
[INFO] 2021-05-03 23:42:22 > Step:   38800 Progress: 19.4% Elapsed: 8:05:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.04883 Generator_loss: 5.25923 
[INFO] 2021-05-03 23:43:35 > Step:   38900 Progress: 19.4% Elapsed: 8:06:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.31268 Generator_loss: 5.46233 
[INFO] 2021-05-03 23:44:47 > Step:   39000 Progress: 19.5% Elapsed: 8:07:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.2293 Generator_loss: 4.19369 
[INFO] 2021-05-03 23:46:00 > Step:   39100 Progress: 19.6% Elapsed: 8:08:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.04586 Generator_loss: 4.99039 
[INFO] 2021-05-03 23:47:11 > Step:   39200 Progress: 19.6% Elapsed: 8:10:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.05281 Generator_loss: 5.66238 
[INFO] 2021-05-03 23:48:24 > Step:   39300 Progress: 19.7% Elapsed: 8:11:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.08176 Generator_loss: 4.44053 
[INFO] 2021-05-03 23:49:36 > Step:   39400 Progress: 19.7% Elapsed: 8:12:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.02582 Generator_loss: 4.5111 
[INFO] 2021-05-03 23:50:48 > Step:   39500 Progress: 19.8% Elapsed: 8:13:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.98643 Generator_loss: 5.42645 
[INFO] 2021-05-03 23:52:00 > Step:   39600 Progress: 19.8% Elapsed: 8:14:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.12924 Generator_loss: 5.05002 
[INFO] 2021-05-03 23:53:12 > Step:   39700 Progress: 19.9% Elapsed: 8:16:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.08309 Generator_loss: 5.08313 
[INFO] 2021-05-03 23:54:24 > Step:   39800 Progress: 19.9% Elapsed: 8:17:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.98244 Generator_loss: 4.46276 
[INFO] 2021-05-03 23:55:35 > Step:   39900 Progress: 20.0% Elapsed: 8:18:23 temperature: 0.75 ada_p: No Discriminator_loss: 6.06566 Generator_loss: 5.57107 
[INFO] 2021-05-03 23:56:47 > Step:   40000 Progress: 20.0% Elapsed: 8:19:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.35538 Generator_loss: 4.88027 
[INFO] 2021-05-03 23:56:47 > Start Evaluation (40000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 23:56:47 > Calculating FID Score....
[INFO] 2021-05-03 23:57:01 > Calculating Inception Score....
[INFO] 2021-05-03 23:57:03 > Calculate F_beta Score....
[INFO] 2021-05-03 23:57:20 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-03 23:57:20 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-03 23:57:21 > Calculate Accuracies....
[INFO] 2021-05-03 23:57:23 > Calculate Accuracies....
[INFO] 2021-05-03 23:57:25 > F_8 score (Step: 40000, Using valid images): 0.931829110381967
[INFO] 2021-05-03 23:57:25 > F_1/8 score (Step: 40000, Using valid images): 0.9846695749262119
[INFO] 2021-05-03 23:57:25 > FID score (Step: 40000, Using valid moments): 19.518446522456088
[INFO] 2021-05-03 23:57:25 > Inception score (Step: 40000, 10000 generated images): 15.974294662475586
[INFO] 2021-05-03 23:57:25 > Best FID score (Step: 40000, Using valid moments): 19.518446522456088
[INFO] 2021-05-03 23:57:40 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-03 23:58:53 > Step:   40100 Progress: 20.1% Elapsed: 8:21:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.95367 Generator_loss: 5.45784 
[INFO] 2021-05-04 00:00:06 > Step:   40200 Progress: 20.1% Elapsed: 8:22:54 temperature: 0.75 ada_p: No Discriminator_loss: 6.10837 Generator_loss: 5.18788 
[INFO] 2021-05-04 00:01:18 > Step:   40300 Progress: 20.2% Elapsed: 8:24:06 temperature: 0.75 ada_p: No Discriminator_loss: 6.08823 Generator_loss: 5.39285 
[INFO] 2021-05-04 00:02:30 > Step:   40400 Progress: 20.2% Elapsed: 8:25:18 temperature: 0.75 ada_p: No Discriminator_loss: 6.22274 Generator_loss: 5.26019 
[INFO] 2021-05-04 00:03:43 > Step:   40500 Progress: 20.2% Elapsed: 8:26:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.09168 Generator_loss: 4.63827 
[INFO] 2021-05-04 00:04:56 > Step:   40600 Progress: 20.3% Elapsed: 8:27:44 temperature: 0.75 ada_p: No Discriminator_loss: 6.07959 Generator_loss: 4.6578 
[INFO] 2021-05-04 00:06:09 > Step:   40700 Progress: 20.3% Elapsed: 8:28:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.03284 Generator_loss: 4.62323 
[INFO] 2021-05-04 00:07:22 > Step:   40800 Progress: 20.4% Elapsed: 8:30:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.07001 Generator_loss: 5.4973 
[INFO] 2021-05-04 00:08:34 > Step:   40900 Progress: 20.4% Elapsed: 8:31:22 temperature: 0.75 ada_p: No Discriminator_loss: 6.22834 Generator_loss: 5.62796 
[INFO] 2021-05-04 00:09:46 > Step:   41000 Progress: 20.5% Elapsed: 8:32:35 temperature: 0.75 ada_p: No Discriminator_loss: 6.04119 Generator_loss: 4.49775 
[INFO] 2021-05-04 00:10:59 > Step:   41100 Progress: 20.5% Elapsed: 8:33:47 temperature: 0.75 ada_p: No Discriminator_loss: 6.0178 Generator_loss: 4.07859 
[INFO] 2021-05-04 00:12:12 > Step:   41200 Progress: 20.6% Elapsed: 8:35:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.10582 Generator_loss: 4.81571 
[INFO] 2021-05-04 00:13:24 > Step:   41300 Progress: 20.6% Elapsed: 8:36:12 temperature: 0.75 ada_p: No Discriminator_loss: 6.25614 Generator_loss: 4.12977 
[INFO] 2021-05-04 00:14:37 > Step:   41400 Progress: 20.7% Elapsed: 8:37:25 temperature: 0.75 ada_p: No Discriminator_loss: 6.07849 Generator_loss: 5.25757 
[INFO] 2021-05-04 00:15:50 > Step:   41500 Progress: 20.8% Elapsed: 8:38:38 temperature: 0.75 ada_p: No Discriminator_loss: 5.96799 Generator_loss: 3.97948 
[INFO] 2021-05-04 00:17:03 > Step:   41600 Progress: 20.8% Elapsed: 8:39:51 temperature: 0.75 ada_p: No Discriminator_loss: 5.97112 Generator_loss: 4.73283 
[INFO] 2021-05-04 00:18:15 > Step:   41700 Progress: 20.8% Elapsed: 8:41:03 temperature: 0.75 ada_p: No Discriminator_loss: 6.20974 Generator_loss: 5.3991 
[INFO] 2021-05-04 00:19:28 > Step:   41800 Progress: 20.9% Elapsed: 8:42:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.23581 Generator_loss: 5.24054 
[INFO] 2021-05-04 00:20:41 > Step:   41900 Progress: 20.9% Elapsed: 8:43:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.98294 Generator_loss: 5.40456 
[INFO] 2021-05-04 00:21:54 > Step:   42000 Progress: 21.0% Elapsed: 8:44:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.23076 Generator_loss: 4.17849 
[INFO] 2021-05-04 00:21:54 > Start Evaluation (42000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 00:21:54 > Calculating FID Score....
[INFO] 2021-05-04 00:22:08 > Calculating Inception Score....
[INFO] 2021-05-04 00:22:10 > Calculate F_beta Score....
[INFO] 2021-05-04 00:22:26 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 00:22:26 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 00:22:27 > Calculate Accuracies....
[INFO] 2021-05-04 00:22:29 > Calculate Accuracies....
[INFO] 2021-05-04 00:22:31 > F_8 score (Step: 42000, Using valid images): 0.9387844195294403
[INFO] 2021-05-04 00:22:31 > F_1/8 score (Step: 42000, Using valid images): 0.9822947761982262
[INFO] 2021-05-04 00:22:31 > FID score (Step: 42000, Using valid moments): 19.08941225648158
[INFO] 2021-05-04 00:22:31 > Inception score (Step: 42000, 10000 generated images): 16.23375701904297
[INFO] 2021-05-04 00:22:31 > Best FID score (Step: 42000, Using valid moments): 19.08941225648158
[INFO] 2021-05-04 00:22:47 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 00:24:00 > Step:   42100 Progress: 21.1% Elapsed: 8:46:48 temperature: 0.75 ada_p: No Discriminator_loss: 6.18967 Generator_loss: 5.39446 
[INFO] 2021-05-04 00:25:13 > Step:   42200 Progress: 21.1% Elapsed: 8:48:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.04311 Generator_loss: 4.48435 
[INFO] 2021-05-04 00:26:26 > Step:   42300 Progress: 21.1% Elapsed: 8:49:15 temperature: 0.75 ada_p: No Discriminator_loss: 6.0856 Generator_loss: 5.51396 
[INFO] 2021-05-04 00:27:39 > Step:   42400 Progress: 21.2% Elapsed: 8:50:27 temperature: 0.75 ada_p: No Discriminator_loss: 6.11828 Generator_loss: 5.49243 
[INFO] 2021-05-04 00:28:51 > Step:   42500 Progress: 21.2% Elapsed: 8:51:40 temperature: 0.75 ada_p: No Discriminator_loss: 6.35446 Generator_loss: 5.15877 
[INFO] 2021-05-04 00:30:03 > Step:   42600 Progress: 21.3% Elapsed: 8:52:51 temperature: 0.75 ada_p: No Discriminator_loss: 6.12568 Generator_loss: 5.59672 
[INFO] 2021-05-04 00:31:16 > Step:   42700 Progress: 21.3% Elapsed: 8:54:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.09492 Generator_loss: 4.86325 
[INFO] 2021-05-04 00:32:28 > Step:   42800 Progress: 21.4% Elapsed: 8:55:16 temperature: 0.75 ada_p: No Discriminator_loss: 6.11422 Generator_loss: 4.7147 
[INFO] 2021-05-04 00:33:41 > Step:   42900 Progress: 21.4% Elapsed: 8:56:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.15998 Generator_loss: 4.87942 
[INFO] 2021-05-04 00:34:53 > Step:   43000 Progress: 21.5% Elapsed: 8:57:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.87916 Generator_loss: 5.35798 
[INFO] 2021-05-04 00:36:05 > Step:   43100 Progress: 21.6% Elapsed: 8:58:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.0841 Generator_loss: 3.82065 
[INFO] 2021-05-04 00:37:17 > Step:   43200 Progress: 21.6% Elapsed: 9:00:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.11475 Generator_loss: 4.51779 
[INFO] 2021-05-04 00:38:30 > Step:   43300 Progress: 21.6% Elapsed: 9:01:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.95226 Generator_loss: 5.18247 
[INFO] 2021-05-04 00:39:43 > Step:   43400 Progress: 21.7% Elapsed: 9:02:31 temperature: 0.75 ada_p: No Discriminator_loss: 6.0583 Generator_loss: 5.4643 
[INFO] 2021-05-04 00:40:55 > Step:   43500 Progress: 21.8% Elapsed: 9:03:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.914 Generator_loss: 4.76615 
[INFO] 2021-05-04 00:42:08 > Step:   43600 Progress: 21.8% Elapsed: 9:04:56 temperature: 0.75 ada_p: No Discriminator_loss: 6.1343 Generator_loss: 5.23802 
[INFO] 2021-05-04 00:43:20 > Step:   43700 Progress: 21.9% Elapsed: 9:06:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.88161 Generator_loss: 5.5134 
[INFO] 2021-05-04 00:44:32 > Step:   43800 Progress: 21.9% Elapsed: 9:07:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.06311 Generator_loss: 4.41702 
[INFO] 2021-05-04 00:45:45 > Step:   43900 Progress: 21.9% Elapsed: 9:08:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.5356 Generator_loss: 5.08284 
[INFO] 2021-05-04 00:46:57 > Step:   44000 Progress: 22.0% Elapsed: 9:09:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.9848 Generator_loss: 5.50098 
[INFO] 2021-05-04 00:46:57 > Start Evaluation (44000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 00:46:57 > Calculating FID Score....
[INFO] 2021-05-04 00:47:10 > Calculating Inception Score....
[INFO] 2021-05-04 00:47:13 > Calculate F_beta Score....
[INFO] 2021-05-04 00:47:28 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 00:47:28 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 00:47:29 > Calculate Accuracies....
[INFO] 2021-05-04 00:47:31 > Calculate Accuracies....
[INFO] 2021-05-04 00:47:33 > F_8 score (Step: 44000, Using valid images): 0.9373200979139804
[INFO] 2021-05-04 00:47:33 > F_1/8 score (Step: 44000, Using valid images): 0.9833135540196848
[INFO] 2021-05-04 00:47:33 > FID score (Step: 44000, Using valid moments): 18.602617571398127
[INFO] 2021-05-04 00:47:33 > Inception score (Step: 44000, 10000 generated images): 16.919448852539062
[INFO] 2021-05-04 00:47:33 > Best FID score (Step: 44000, Using valid moments): 18.602617571398127
[INFO] 2021-05-04 00:47:49 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 00:49:01 > Step:   44100 Progress: 22.1% Elapsed: 9:11:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.06743 Generator_loss: 4.44513 
[INFO] 2021-05-04 00:50:14 > Step:   44200 Progress: 22.1% Elapsed: 9:13:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.93869 Generator_loss: 4.82714 
[INFO] 2021-05-04 00:51:26 > Step:   44300 Progress: 22.1% Elapsed: 9:14:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.92147 Generator_loss: 4.40512 
[INFO] 2021-05-04 00:52:39 > Step:   44400 Progress: 22.2% Elapsed: 9:15:27 temperature: 0.75 ada_p: No Discriminator_loss: 5.95639 Generator_loss: 5.52431 
[INFO] 2021-05-04 00:53:51 > Step:   44500 Progress: 22.2% Elapsed: 9:16:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.99914 Generator_loss: 5.07848 
[INFO] 2021-05-04 00:55:04 > Step:   44600 Progress: 22.3% Elapsed: 9:17:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.04752 Generator_loss: 4.79321 
[INFO] 2021-05-04 00:56:16 > Step:   44700 Progress: 22.4% Elapsed: 9:19:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.30367 Generator_loss: 4.33197 
[INFO] 2021-05-04 00:57:29 > Step:   44800 Progress: 22.4% Elapsed: 9:20:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.99103 Generator_loss: 4.76957 
[INFO] 2021-05-04 00:58:41 > Step:   44900 Progress: 22.4% Elapsed: 9:21:29 temperature: 0.75 ada_p: No Discriminator_loss: 6.09593 Generator_loss: 4.38992 
[INFO] 2021-05-04 00:59:54 > Step:   45000 Progress: 22.5% Elapsed: 9:22:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.9866 Generator_loss: 4.30151 
[INFO] 2021-05-04 01:01:07 > Step:   45100 Progress: 22.6% Elapsed: 9:23:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.99985 Generator_loss: 4.49247 
[INFO] 2021-05-04 01:02:19 > Step:   45200 Progress: 22.6% Elapsed: 9:25:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.93358 Generator_loss: 5.03778 
[INFO] 2021-05-04 01:03:33 > Step:   45300 Progress: 22.7% Elapsed: 9:26:21 temperature: 0.75 ada_p: No Discriminator_loss: 6.00641 Generator_loss: 4.25029 
[INFO] 2021-05-04 01:04:45 > Step:   45400 Progress: 22.7% Elapsed: 9:27:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.94064 Generator_loss: 5.26754 
[INFO] 2021-05-04 01:05:58 > Step:   45500 Progress: 22.8% Elapsed: 9:28:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.05452 Generator_loss: 4.47819 
[INFO] 2021-05-04 01:07:10 > Step:   45600 Progress: 22.8% Elapsed: 9:29:59 temperature: 0.75 ada_p: No Discriminator_loss: 6.21012 Generator_loss: 5.11394 
[INFO] 2021-05-04 01:08:23 > Step:   45700 Progress: 22.9% Elapsed: 9:31:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.94826 Generator_loss: 5.28133 
[INFO] 2021-05-04 01:09:35 > Step:   45800 Progress: 22.9% Elapsed: 9:32:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.79259 Generator_loss: 5.13776 
[INFO] 2021-05-04 01:10:48 > Step:   45900 Progress: 22.9% Elapsed: 9:33:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.88025 Generator_loss: 5.33448 
[INFO] 2021-05-04 01:12:00 > Step:   46000 Progress: 23.0% Elapsed: 9:34:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.09447 Generator_loss: 5.18165 
[INFO] 2021-05-04 01:12:00 > Start Evaluation (46000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 01:12:00 > Calculating FID Score....
[INFO] 2021-05-04 01:12:14 > Calculating Inception Score....
[INFO] 2021-05-04 01:12:16 > Calculate F_beta Score....
[INFO] 2021-05-04 01:12:31 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 01:12:31 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 01:12:32 > Calculate Accuracies....
[INFO] 2021-05-04 01:12:34 > Calculate Accuracies....
[INFO] 2021-05-04 01:12:36 > F_8 score (Step: 46000, Using valid images): 0.9425765756423274
[INFO] 2021-05-04 01:12:36 > F_1/8 score (Step: 46000, Using valid images): 0.9816682815676686
[INFO] 2021-05-04 01:12:36 > FID score (Step: 46000, Using valid moments): 18.11849372654882
[INFO] 2021-05-04 01:12:36 > Inception score (Step: 46000, 10000 generated images): 16.828720092773438
[INFO] 2021-05-04 01:12:36 > Best FID score (Step: 46000, Using valid moments): 18.11849372654882
[INFO] 2021-05-04 01:12:52 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 01:14:04 > Step:   46100 Progress: 23.1% Elapsed: 9:36:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.05509 Generator_loss: 5.61595 
[INFO] 2021-05-04 01:15:16 > Step:   46200 Progress: 23.1% Elapsed: 9:38:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.83055 Generator_loss: 4.5553 
[INFO] 2021-05-04 01:16:29 > Step:   46300 Progress: 23.2% Elapsed: 9:39:17 temperature: 0.75 ada_p: No Discriminator_loss: 6.00221 Generator_loss: 4.21188 
[INFO] 2021-05-04 01:17:41 > Step:   46400 Progress: 23.2% Elapsed: 9:40:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.91992 Generator_loss: 5.13267 
[INFO] 2021-05-04 01:18:54 > Step:   46500 Progress: 23.2% Elapsed: 9:41:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.04186 Generator_loss: 4.30568 
[INFO] 2021-05-04 01:20:07 > Step:   46600 Progress: 23.3% Elapsed: 9:42:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.06378 Generator_loss: 4.54972 
[INFO] 2021-05-04 01:21:20 > Step:   46700 Progress: 23.4% Elapsed: 9:44:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.84822 Generator_loss: 4.53272 
[INFO] 2021-05-04 01:22:33 > Step:   46800 Progress: 23.4% Elapsed: 9:45:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.98633 Generator_loss: 5.27296 
[INFO] 2021-05-04 01:23:45 > Step:   46900 Progress: 23.4% Elapsed: 9:46:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.24713 Generator_loss: 5.03608 
[INFO] 2021-05-04 01:24:58 > Step:   47000 Progress: 23.5% Elapsed: 9:47:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.88396 Generator_loss: 5.52865 
[INFO] 2021-05-04 01:26:10 > Step:   47100 Progress: 23.5% Elapsed: 9:48:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.04534 Generator_loss: 5.66715 
[INFO] 2021-05-04 01:27:23 > Step:   47200 Progress: 23.6% Elapsed: 9:50:11 temperature: 0.75 ada_p: No Discriminator_loss: 6.13533 Generator_loss: 5.22921 
[INFO] 2021-05-04 01:28:36 > Step:   47300 Progress: 23.6% Elapsed: 9:51:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.00457 Generator_loss: 5.36008 
[INFO] 2021-05-04 01:29:48 > Step:   47400 Progress: 23.7% Elapsed: 9:52:36 temperature: 0.75 ada_p: No Discriminator_loss: 6.0241 Generator_loss: 4.70884 
[INFO] 2021-05-04 01:31:00 > Step:   47500 Progress: 23.8% Elapsed: 9:53:49 temperature: 0.75 ada_p: No Discriminator_loss: 5.98707 Generator_loss: 5.53535 
[INFO] 2021-05-04 01:32:13 > Step:   47600 Progress: 23.8% Elapsed: 9:55:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.04825 Generator_loss: 5.40118 
[INFO] 2021-05-04 01:33:25 > Step:   47700 Progress: 23.8% Elapsed: 9:56:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.98714 Generator_loss: 4.55407 
[INFO] 2021-05-04 01:34:38 > Step:   47800 Progress: 23.9% Elapsed: 9:57:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.87711 Generator_loss: 4.404 
[INFO] 2021-05-04 01:35:50 > Step:   47900 Progress: 23.9% Elapsed: 9:58:38 temperature: 0.75 ada_p: No Discriminator_loss: 6.16199 Generator_loss: 4.16072 
[INFO] 2021-05-04 01:37:02 > Step:   48000 Progress: 24.0% Elapsed: 9:59:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.87295 Generator_loss: 5.2735 
[INFO] 2021-05-04 01:37:02 > Start Evaluation (48000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 01:37:02 > Calculating FID Score....
[INFO] 2021-05-04 01:37:16 > Calculating Inception Score....
[INFO] 2021-05-04 01:37:19 > Calculate F_beta Score....
[INFO] 2021-05-04 01:37:35 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 01:37:35 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 01:37:36 > Calculate Accuracies....
[INFO] 2021-05-04 01:37:38 > Calculate Accuracies....
[INFO] 2021-05-04 01:37:39 > F_8 score (Step: 48000, Using valid images): 0.9438883233430583
[INFO] 2021-05-04 01:37:39 > F_1/8 score (Step: 48000, Using valid images): 0.9858184194931546
[INFO] 2021-05-04 01:37:39 > FID score (Step: 48000, Using valid moments): 17.55711624981592
[INFO] 2021-05-04 01:37:39 > Inception score (Step: 48000, 10000 generated images): 17.17206382751465
[INFO] 2021-05-04 01:37:39 > Best FID score (Step: 48000, Using valid moments): 17.55711624981592
[INFO] 2021-05-04 01:37:55 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 01:39:07 > Step:   48100 Progress: 24.1% Elapsed: 10:01:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.88167 Generator_loss: 4.87137 
[INFO] 2021-05-04 01:40:19 > Step:   48200 Progress: 24.1% Elapsed: 10:03:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.06461 Generator_loss: 4.90802 
[INFO] 2021-05-04 01:41:31 > Step:   48300 Progress: 24.1% Elapsed: 10:04:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.98446 Generator_loss: 5.40301 
[INFO] 2021-05-04 01:42:44 > Step:   48400 Progress: 24.2% Elapsed: 10:05:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.87602 Generator_loss: 5.45548 
[INFO] 2021-05-04 01:43:56 > Step:   48500 Progress: 24.2% Elapsed: 10:06:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.90082 Generator_loss: 5.78392 
[INFO] 2021-05-04 01:45:10 > Step:   48600 Progress: 24.3% Elapsed: 10:07:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.0181 Generator_loss: 4.17416 
[INFO] 2021-05-04 01:46:23 > Step:   48700 Progress: 24.3% Elapsed: 10:09:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.84851 Generator_loss: 4.81964 
[INFO] 2021-05-04 01:47:36 > Step:   48800 Progress: 24.4% Elapsed: 10:10:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.177 Generator_loss: 4.8745 
[INFO] 2021-05-04 01:48:48 > Step:   48900 Progress: 24.4% Elapsed: 10:11:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.90635 Generator_loss: 5.23716 
[INFO] 2021-05-04 01:50:01 > Step:   49000 Progress: 24.5% Elapsed: 10:12:49 temperature: 0.75 ada_p: No Discriminator_loss: 6.13883 Generator_loss: 3.64604 
[INFO] 2021-05-04 01:51:13 > Step:   49100 Progress: 24.6% Elapsed: 10:14:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.27216 Generator_loss: 3.63848 
[INFO] 2021-05-04 01:52:25 > Step:   49200 Progress: 24.6% Elapsed: 10:15:14 temperature: 0.75 ada_p: No Discriminator_loss: 6.0384 Generator_loss: 5.51621 
[INFO] 2021-05-04 01:53:38 > Step:   49300 Progress: 24.6% Elapsed: 10:16:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.88587 Generator_loss: 5.20233 
[INFO] 2021-05-04 01:54:50 > Step:   49400 Progress: 24.7% Elapsed: 10:17:38 temperature: 0.75 ada_p: No Discriminator_loss: 5.96779 Generator_loss: 5.24572 
[INFO] 2021-05-04 01:56:02 > Step:   49500 Progress: 24.8% Elapsed: 10:18:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.91951 Generator_loss: 5.44139 
[INFO] 2021-05-04 01:57:15 > Step:   49600 Progress: 24.8% Elapsed: 10:20:03 temperature: 0.75 ada_p: No Discriminator_loss: 5.93724 Generator_loss: 4.29771 
[INFO] 2021-05-04 01:58:27 > Step:   49700 Progress: 24.9% Elapsed: 10:21:15 temperature: 0.75 ada_p: No Discriminator_loss: 5.77067 Generator_loss: 5.04279 
[INFO] 2021-05-04 01:59:40 > Step:   49800 Progress: 24.9% Elapsed: 10:22:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.88014 Generator_loss: 5.47422 
[INFO] 2021-05-04 02:00:52 > Step:   49900 Progress: 24.9% Elapsed: 10:23:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.91969 Generator_loss: 5.50179 
[INFO] 2021-05-04 02:02:04 > Step:   50000 Progress: 25.0% Elapsed: 10:24:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.13785 Generator_loss: 5.5144 
[INFO] 2021-05-04 02:02:04 > Start Evaluation (50000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 02:02:04 > Calculating FID Score....
[INFO] 2021-05-04 02:02:17 > Calculating Inception Score....
[INFO] 2021-05-04 02:02:20 > Calculate F_beta Score....
[INFO] 2021-05-04 02:02:35 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 02:02:35 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 02:02:36 > Calculate Accuracies....
[INFO] 2021-05-04 02:02:38 > Calculate Accuracies....
[INFO] 2021-05-04 02:02:40 > F_8 score (Step: 50000, Using valid images): 0.9526787046069185
[INFO] 2021-05-04 02:02:40 > F_1/8 score (Step: 50000, Using valid images): 0.9838316952745382
[INFO] 2021-05-04 02:02:40 > FID score (Step: 50000, Using valid moments): 17.06935171693516
[INFO] 2021-05-04 02:02:40 > Inception score (Step: 50000, 10000 generated images): 17.349407196044922
[INFO] 2021-05-04 02:02:40 > Best FID score (Step: 50000, Using valid moments): 17.06935171693516
[INFO] 2021-05-04 02:02:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 02:04:10 > Step:   50100 Progress: 25.1% Elapsed: 10:26:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.99039 Generator_loss: 5.43205 
[INFO] 2021-05-04 02:05:23 > Step:   50200 Progress: 25.1% Elapsed: 10:28:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.9333 Generator_loss: 4.99151 
[INFO] 2021-05-04 02:06:35 > Step:   50300 Progress: 25.1% Elapsed: 10:29:24 temperature: 0.75 ada_p: No Discriminator_loss: 6.11337 Generator_loss: 5.56572 
[INFO] 2021-05-04 02:07:48 > Step:   50400 Progress: 25.2% Elapsed: 10:30:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.87087 Generator_loss: 5.22535 
[INFO] 2021-05-04 02:09:00 > Step:   50500 Progress: 25.2% Elapsed: 10:31:49 temperature: 0.75 ada_p: No Discriminator_loss: 5.89074 Generator_loss: 5.95601 
[INFO] 2021-05-04 02:10:13 > Step:   50600 Progress: 25.3% Elapsed: 10:33:01 temperature: 0.75 ada_p: No Discriminator_loss: 5.97492 Generator_loss: 5.28411 
[INFO] 2021-05-04 02:11:25 > Step:   50700 Progress: 25.4% Elapsed: 10:34:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.95936 Generator_loss: 4.15498 
[INFO] 2021-05-04 02:12:38 > Step:   50800 Progress: 25.4% Elapsed: 10:35:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.9191 Generator_loss: 4.56208 
[INFO] 2021-05-04 02:13:51 > Step:   50900 Progress: 25.4% Elapsed: 10:36:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.8752 Generator_loss: 4.65078 
[INFO] 2021-05-04 02:15:04 > Step:   51000 Progress: 25.5% Elapsed: 10:37:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.92925 Generator_loss: 5.43035 
[INFO] 2021-05-04 02:16:16 > Step:   51100 Progress: 25.6% Elapsed: 10:39:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.2335 Generator_loss: 5.8035 
[INFO] 2021-05-04 02:17:29 > Step:   51200 Progress: 25.6% Elapsed: 10:40:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.93704 Generator_loss: 5.58857 
[INFO] 2021-05-04 02:18:42 > Step:   51300 Progress: 25.7% Elapsed: 10:41:30 temperature: 0.75 ada_p: No Discriminator_loss: 5.9949 Generator_loss: 4.90302 
[INFO] 2021-05-04 02:19:54 > Step:   51400 Progress: 25.7% Elapsed: 10:42:42 temperature: 0.75 ada_p: No Discriminator_loss: 6.08872 Generator_loss: 5.48159 
[INFO] 2021-05-04 02:21:06 > Step:   51500 Progress: 25.8% Elapsed: 10:43:55 temperature: 0.75 ada_p: No Discriminator_loss: 6.04334 Generator_loss: 4.46261 
[INFO] 2021-05-04 02:22:19 > Step:   51600 Progress: 25.8% Elapsed: 10:45:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.84714 Generator_loss: 5.60368 
[INFO] 2021-05-04 02:23:31 > Step:   51700 Progress: 25.9% Elapsed: 10:46:19 temperature: 0.75 ada_p: No Discriminator_loss: 6.13429 Generator_loss: 5.45631 
[INFO] 2021-05-04 02:24:45 > Step:   51800 Progress: 25.9% Elapsed: 10:47:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.81084 Generator_loss: 5.61994 
[INFO] 2021-05-04 02:25:58 > Step:   51900 Progress: 25.9% Elapsed: 10:48:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.21624 Generator_loss: 5.26429 
[INFO] 2021-05-04 02:27:10 > Step:   52000 Progress: 26.0% Elapsed: 10:49:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.86633 Generator_loss: 4.58033 
[INFO] 2021-05-04 02:27:10 > Start Evaluation (52000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 02:27:10 > Calculating FID Score....
[INFO] 2021-05-04 02:27:24 > Calculating Inception Score....
[INFO] 2021-05-04 02:27:26 > Calculate F_beta Score....
[INFO] 2021-05-04 02:27:42 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 02:27:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 02:27:43 > Calculate Accuracies....
[INFO] 2021-05-04 02:27:45 > Calculate Accuracies....
[INFO] 2021-05-04 02:27:47 > F_8 score (Step: 52000, Using valid images): 0.9524551220268067
[INFO] 2021-05-04 02:27:47 > F_1/8 score (Step: 52000, Using valid images): 0.9872247350616636
[INFO] 2021-05-04 02:27:47 > FID score (Step: 52000, Using valid moments): 17.03569904328026
[INFO] 2021-05-04 02:27:47 > Inception score (Step: 52000, 10000 generated images): 17.9162540435791
[INFO] 2021-05-04 02:27:47 > Best FID score (Step: 52000, Using valid moments): 17.03569904328026
[INFO] 2021-05-04 02:28:03 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 02:29:15 > Step:   52100 Progress: 26.1% Elapsed: 10:52:03 temperature: 0.75 ada_p: No Discriminator_loss: 5.85833 Generator_loss: 4.71921 
[INFO] 2021-05-04 02:30:28 > Step:   52200 Progress: 26.1% Elapsed: 10:53:16 temperature: 0.75 ada_p: No Discriminator_loss: 5.85901 Generator_loss: 5.52211 
[INFO] 2021-05-04 02:31:40 > Step:   52300 Progress: 26.2% Elapsed: 10:54:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.92598 Generator_loss: 5.29721 
[INFO] 2021-05-04 02:32:53 > Step:   52400 Progress: 26.2% Elapsed: 10:55:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.85013 Generator_loss: 5.57645 
[INFO] 2021-05-04 02:34:06 > Step:   52500 Progress: 26.2% Elapsed: 10:56:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.80481 Generator_loss: 4.50829 
[INFO] 2021-05-04 02:35:18 > Step:   52600 Progress: 26.3% Elapsed: 10:58:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.97758 Generator_loss: 3.82292 
[INFO] 2021-05-04 02:36:30 > Step:   52700 Progress: 26.4% Elapsed: 10:59:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.79546 Generator_loss: 4.92418 
[INFO] 2021-05-04 02:37:43 > Step:   52800 Progress: 26.4% Elapsed: 11:00:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.784 Generator_loss: 4.93738 
[INFO] 2021-05-04 02:38:55 > Step:   52900 Progress: 26.5% Elapsed: 11:01:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.74177 Generator_loss: 4.67864 
[INFO] 2021-05-04 02:40:08 > Step:   53000 Progress: 26.5% Elapsed: 11:02:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.88067 Generator_loss: 5.46439 
[INFO] 2021-05-04 02:41:20 > Step:   53100 Progress: 26.6% Elapsed: 11:04:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.9982 Generator_loss: 4.45817 
[INFO] 2021-05-04 02:42:33 > Step:   53200 Progress: 26.6% Elapsed: 11:05:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.83527 Generator_loss: 4.66077 
[INFO] 2021-05-04 02:43:45 > Step:   53300 Progress: 26.7% Elapsed: 11:06:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.82442 Generator_loss: 4.84373 
[INFO] 2021-05-04 02:44:58 > Step:   53400 Progress: 26.7% Elapsed: 11:07:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.84517 Generator_loss: 4.49079 
[INFO] 2021-05-04 02:46:10 > Step:   53500 Progress: 26.8% Elapsed: 11:08:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.84241 Generator_loss: 4.52179 
[INFO] 2021-05-04 02:47:22 > Step:   53600 Progress: 26.8% Elapsed: 11:10:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.20136 Generator_loss: 4.31604 
[INFO] 2021-05-04 02:48:35 > Step:   53700 Progress: 26.9% Elapsed: 11:11:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.88976 Generator_loss: 5.87031 
[INFO] 2021-05-04 02:49:47 > Step:   53800 Progress: 26.9% Elapsed: 11:12:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.90921 Generator_loss: 4.90066 
[INFO] 2021-05-04 02:50:59 > Step:   53900 Progress: 27.0% Elapsed: 11:13:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.94098 Generator_loss: 4.64673 
[INFO] 2021-05-04 02:52:12 > Step:   54000 Progress: 27.0% Elapsed: 11:15:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.11285 Generator_loss: 5.54058 
[INFO] 2021-05-04 02:52:12 > Start Evaluation (54000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 02:52:12 > Calculating FID Score....
[INFO] 2021-05-04 02:52:25 > Calculating Inception Score....
[INFO] 2021-05-04 02:52:28 > Calculate F_beta Score....
[INFO] 2021-05-04 02:52:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 02:52:43 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 02:52:44 > Calculate Accuracies....
[INFO] 2021-05-04 02:52:46 > Calculate Accuracies....
[INFO] 2021-05-04 02:52:47 > F_8 score (Step: 54000, Using valid images): 0.9536067083546205
[INFO] 2021-05-04 02:52:47 > F_1/8 score (Step: 54000, Using valid images): 0.9852624118772562
[INFO] 2021-05-04 02:52:47 > FID score (Step: 54000, Using valid moments): 16.49652048858644
[INFO] 2021-05-04 02:52:47 > Inception score (Step: 54000, 10000 generated images): 17.648263931274414
[INFO] 2021-05-04 02:52:47 > Best FID score (Step: 54000, Using valid moments): 16.49652048858644
[INFO] 2021-05-04 02:53:03 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 02:54:15 > Step:   54100 Progress: 27.1% Elapsed: 11:17:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.89258 Generator_loss: 4.22149 
[INFO] 2021-05-04 02:55:28 > Step:   54200 Progress: 27.1% Elapsed: 11:18:16 temperature: 0.75 ada_p: No Discriminator_loss: 5.96671 Generator_loss: 5.46418 
[INFO] 2021-05-04 02:56:40 > Step:   54300 Progress: 27.2% Elapsed: 11:19:28 temperature: 0.75 ada_p: No Discriminator_loss: 6.09391 Generator_loss: 5.26431 
[INFO] 2021-05-04 02:57:52 > Step:   54400 Progress: 27.2% Elapsed: 11:20:40 temperature: 0.75 ada_p: No Discriminator_loss: 6.14532 Generator_loss: 5.68665 
[INFO] 2021-05-04 02:59:04 > Step:   54500 Progress: 27.3% Elapsed: 11:21:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.93157 Generator_loss: 5.65473 
[INFO] 2021-05-04 03:00:16 > Step:   54600 Progress: 27.3% Elapsed: 11:23:04 temperature: 0.75 ada_p: No Discriminator_loss: 6.00546 Generator_loss: 4.10061 
[INFO] 2021-05-04 03:01:28 > Step:   54700 Progress: 27.4% Elapsed: 11:24:16 temperature: 0.75 ada_p: No Discriminator_loss: 5.90089 Generator_loss: 5.68287 
[INFO] 2021-05-04 03:02:40 > Step:   54800 Progress: 27.4% Elapsed: 11:25:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.84003 Generator_loss: 4.40939 
[INFO] 2021-05-04 03:03:52 > Step:   54900 Progress: 27.5% Elapsed: 11:26:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.88097 Generator_loss: 5.78564 
[INFO] 2021-05-04 03:05:05 > Step:   55000 Progress: 27.5% Elapsed: 11:27:53 temperature: 0.75 ada_p: No Discriminator_loss: 6.10105 Generator_loss: 5.3146 
[INFO] 2021-05-04 03:06:17 > Step:   55100 Progress: 27.6% Elapsed: 11:29:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.88774 Generator_loss: 4.27655 
[INFO] 2021-05-04 03:07:30 > Step:   55200 Progress: 27.6% Elapsed: 11:30:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.87587 Generator_loss: 5.41596 
[INFO] 2021-05-04 03:08:42 > Step:   55300 Progress: 27.7% Elapsed: 11:31:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.17182 Generator_loss: 5.46797 
[INFO] 2021-05-04 03:09:54 > Step:   55400 Progress: 27.7% Elapsed: 11:32:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.8931 Generator_loss: 5.52415 
[INFO] 2021-05-04 03:11:06 > Step:   55500 Progress: 27.8% Elapsed: 11:33:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.92043 Generator_loss: 4.68364 
[INFO] 2021-05-04 03:12:19 > Step:   55600 Progress: 27.8% Elapsed: 11:35:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.79613 Generator_loss: 4.75657 
[INFO] 2021-05-04 03:13:32 > Step:   55700 Progress: 27.9% Elapsed: 11:36:20 temperature: 0.75 ada_p: No Discriminator_loss: 5.95792 Generator_loss: 4.34049 
[INFO] 2021-05-04 03:14:44 > Step:   55800 Progress: 27.9% Elapsed: 11:37:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.13302 Generator_loss: 5.51162 
[INFO] 2021-05-04 03:15:57 > Step:   55900 Progress: 28.0% Elapsed: 11:38:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.77069 Generator_loss: 5.62513 
[INFO] 2021-05-04 03:17:09 > Step:   56000 Progress: 28.0% Elapsed: 11:39:57 temperature: 0.75 ada_p: No Discriminator_loss: 6.24758 Generator_loss: 3.70754 
[INFO] 2021-05-04 03:17:09 > Start Evaluation (56000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 03:17:09 > Calculating FID Score....
[INFO] 2021-05-04 03:17:23 > Calculating Inception Score....
[INFO] 2021-05-04 03:17:25 > Calculate F_beta Score....
[INFO] 2021-05-04 03:17:40 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 03:17:40 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 03:17:41 > Calculate Accuracies....
[INFO] 2021-05-04 03:17:43 > Calculate Accuracies....
[INFO] 2021-05-04 03:17:45 > F_8 score (Step: 56000, Using valid images): 0.9497186403216914
[INFO] 2021-05-04 03:17:45 > F_1/8 score (Step: 56000, Using valid images): 0.9867615673730611
[INFO] 2021-05-04 03:17:45 > FID score (Step: 56000, Using valid moments): 16.24172816710751
[INFO] 2021-05-04 03:17:45 > Inception score (Step: 56000, 10000 generated images): 18.257732391357422
[INFO] 2021-05-04 03:17:45 > Best FID score (Step: 56000, Using valid moments): 16.24172816710751
[INFO] 2021-05-04 03:18:00 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 03:19:13 > Step:   56100 Progress: 28.1% Elapsed: 11:42:01 temperature: 0.75 ada_p: No Discriminator_loss: 5.8454 Generator_loss: 4.34873 
[INFO] 2021-05-04 03:20:25 > Step:   56200 Progress: 28.1% Elapsed: 11:43:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.80375 Generator_loss: 4.71181 
[INFO] 2021-05-04 03:21:37 > Step:   56300 Progress: 28.1% Elapsed: 11:44:25 temperature: 0.75 ada_p: No Discriminator_loss: 5.68032 Generator_loss: 5.34252 
[INFO] 2021-05-04 03:22:49 > Step:   56400 Progress: 28.2% Elapsed: 11:45:37 temperature: 0.75 ada_p: No Discriminator_loss: 5.90833 Generator_loss: 4.282 
[INFO] 2021-05-04 03:24:01 > Step:   56500 Progress: 28.2% Elapsed: 11:46:50 temperature: 0.75 ada_p: No Discriminator_loss: 6.07435 Generator_loss: 5.3783 
[INFO] 2021-05-04 03:25:13 > Step:   56600 Progress: 28.3% Elapsed: 11:48:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.11458 Generator_loss: 4.9196 
[INFO] 2021-05-04 03:26:25 > Step:   56700 Progress: 28.3% Elapsed: 11:49:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.96938 Generator_loss: 4.78664 
[INFO] 2021-05-04 03:27:38 > Step:   56800 Progress: 28.4% Elapsed: 11:50:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.9362 Generator_loss: 4.34605 
[INFO] 2021-05-04 03:28:49 > Step:   56900 Progress: 28.4% Elapsed: 11:51:38 temperature: 0.75 ada_p: No Discriminator_loss: 5.89451 Generator_loss: 4.88606 
[INFO] 2021-05-04 03:30:02 > Step:   57000 Progress: 28.5% Elapsed: 11:52:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.88439 Generator_loss: 4.29861 
[INFO] 2021-05-04 03:31:14 > Step:   57100 Progress: 28.5% Elapsed: 11:54:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.83594 Generator_loss: 4.04345 
[INFO] 2021-05-04 03:32:26 > Step:   57200 Progress: 28.6% Elapsed: 11:55:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.75789 Generator_loss: 5.30489 
[INFO] 2021-05-04 03:33:39 > Step:   57300 Progress: 28.6% Elapsed: 11:56:27 temperature: 0.75 ada_p: No Discriminator_loss: 5.76796 Generator_loss: 4.49483 
[INFO] 2021-05-04 03:34:52 > Step:   57400 Progress: 28.7% Elapsed: 11:57:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.88326 Generator_loss: 3.99406 
[INFO] 2021-05-04 03:36:04 > Step:   57500 Progress: 28.7% Elapsed: 11:58:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.75539 Generator_loss: 5.3534 
[INFO] 2021-05-04 03:37:17 > Step:   57600 Progress: 28.8% Elapsed: 12:00:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.0446 Generator_loss: 5.43349 
[INFO] 2021-05-04 03:38:29 > Step:   57700 Progress: 28.8% Elapsed: 12:01:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.85463 Generator_loss: 5.46032 
[INFO] 2021-05-04 03:39:42 > Step:   57800 Progress: 28.9% Elapsed: 12:02:30 temperature: 0.75 ada_p: No Discriminator_loss: 5.83273 Generator_loss: 5.56968 
[INFO] 2021-05-04 03:40:54 > Step:   57900 Progress: 28.9% Elapsed: 12:03:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.95957 Generator_loss: 5.29352 
[INFO] 2021-05-04 03:42:07 > Step:   58000 Progress: 29.0% Elapsed: 12:04:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.73481 Generator_loss: 5.2528 
[INFO] 2021-05-04 03:42:07 > Start Evaluation (58000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 03:42:07 > Calculating FID Score....
[INFO] 2021-05-04 03:42:20 > Calculating Inception Score....
[INFO] 2021-05-04 03:42:23 > Calculate F_beta Score....
[INFO] 2021-05-04 03:42:38 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 03:42:38 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 03:42:39 > Calculate Accuracies....
[INFO] 2021-05-04 03:42:41 > Calculate Accuracies....
[INFO] 2021-05-04 03:42:43 > F_8 score (Step: 58000, Using valid images): 0.9544985836180192
[INFO] 2021-05-04 03:42:43 > F_1/8 score (Step: 58000, Using valid images): 0.9872557307005655
[INFO] 2021-05-04 03:42:43 > FID score (Step: 58000, Using valid moments): 16.319532493207987
[INFO] 2021-05-04 03:42:43 > Inception score (Step: 58000, 10000 generated images): 18.4630069732666
[INFO] 2021-05-04 03:42:43 > Best FID score (Step: 56000, Using valid moments): 16.24172816710751
[INFO] 2021-05-04 03:42:50 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 03:44:03 > Step:   58100 Progress: 29.0% Elapsed: 12:06:51 temperature: 0.75 ada_p: No Discriminator_loss: 5.70959 Generator_loss: 5.17365 
[INFO] 2021-05-04 03:45:15 > Step:   58200 Progress: 29.1% Elapsed: 12:08:03 temperature: 0.75 ada_p: No Discriminator_loss: 6.02281 Generator_loss: 5.70109 
[INFO] 2021-05-04 03:46:29 > Step:   58300 Progress: 29.1% Elapsed: 12:09:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.93385 Generator_loss: 5.36346 
[INFO] 2021-05-04 03:47:42 > Step:   58400 Progress: 29.2% Elapsed: 12:10:30 temperature: 0.75 ada_p: No Discriminator_loss: 6.40382 Generator_loss: 5.50175 
[INFO] 2021-05-04 03:48:54 > Step:   58500 Progress: 29.2% Elapsed: 12:11:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.87642 Generator_loss: 5.57911 
[INFO] 2021-05-04 03:50:06 > Step:   58600 Progress: 29.3% Elapsed: 12:12:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.82723 Generator_loss: 5.29738 
[INFO] 2021-05-04 03:51:19 > Step:   58700 Progress: 29.3% Elapsed: 12:14:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.01608 Generator_loss: 4.88953 
[INFO] 2021-05-04 03:52:32 > Step:   58800 Progress: 29.4% Elapsed: 12:15:20 temperature: 0.75 ada_p: No Discriminator_loss: 6.21561 Generator_loss: 5.30598 
[INFO] 2021-05-04 03:53:44 > Step:   58900 Progress: 29.4% Elapsed: 12:16:32 temperature: 0.75 ada_p: No Discriminator_loss: 6.01471 Generator_loss: 4.62877 
[INFO] 2021-05-04 03:54:56 > Step:   59000 Progress: 29.5% Elapsed: 12:17:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.74891 Generator_loss: 4.91469 
[INFO] 2021-05-04 03:56:08 > Step:   59100 Progress: 29.5% Elapsed: 12:18:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.89697 Generator_loss: 4.76294 
[INFO] 2021-05-04 03:57:20 > Step:   59200 Progress: 29.6% Elapsed: 12:20:08 temperature: 0.75 ada_p: No Discriminator_loss: 6.05123 Generator_loss: 4.15777 
[INFO] 2021-05-04 03:58:33 > Step:   59300 Progress: 29.6% Elapsed: 12:21:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.88793 Generator_loss: 4.52387 
[INFO] 2021-05-04 03:59:45 > Step:   59400 Progress: 29.7% Elapsed: 12:22:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.83618 Generator_loss: 4.10962 
[INFO] 2021-05-04 04:00:56 > Step:   59500 Progress: 29.8% Elapsed: 12:23:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.81958 Generator_loss: 4.86269 
[INFO] 2021-05-04 04:02:08 > Step:   59600 Progress: 29.8% Elapsed: 12:24:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.70072 Generator_loss: 5.82851 
[INFO] 2021-05-04 04:03:20 > Step:   59700 Progress: 29.8% Elapsed: 12:26:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.84176 Generator_loss: 5.52595 
[INFO] 2021-05-04 04:04:33 > Step:   59800 Progress: 29.9% Elapsed: 12:27:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.86972 Generator_loss: 5.48109 
[INFO] 2021-05-04 04:05:45 > Step:   59900 Progress: 29.9% Elapsed: 12:28:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.79184 Generator_loss: 5.38496 
[INFO] 2021-05-04 04:06:57 > Step:   60000 Progress: 30.0% Elapsed: 12:29:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.72347 Generator_loss: 5.55528 
[INFO] 2021-05-04 04:06:57 > Start Evaluation (60000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 04:06:57 > Calculating FID Score....
[INFO] 2021-05-04 04:07:11 > Calculating Inception Score....
[INFO] 2021-05-04 04:07:14 > Calculate F_beta Score....
[INFO] 2021-05-04 04:07:30 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 04:07:30 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 04:07:31 > Calculate Accuracies....
[INFO] 2021-05-04 04:07:33 > Calculate Accuracies....
[INFO] 2021-05-04 04:07:35 > F_8 score (Step: 60000, Using valid images): 0.9593637534040876
[INFO] 2021-05-04 04:07:35 > F_1/8 score (Step: 60000, Using valid images): 0.9876212906561663
[INFO] 2021-05-04 04:07:35 > FID score (Step: 60000, Using valid moments): 15.812209675551458
[INFO] 2021-05-04 04:07:35 > Inception score (Step: 60000, 10000 generated images): 18.473222732543945
[INFO] 2021-05-04 04:07:35 > Best FID score (Step: 60000, Using valid moments): 15.812209675551458
[INFO] 2021-05-04 04:07:51 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 04:09:04 > Step:   60100 Progress: 30.0% Elapsed: 12:31:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.99573 Generator_loss: 5.49134 
[INFO] 2021-05-04 04:10:16 > Step:   60200 Progress: 30.1% Elapsed: 12:33:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.85977 Generator_loss: 4.24463 
[INFO] 2021-05-04 04:11:29 > Step:   60300 Progress: 30.1% Elapsed: 12:34:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.90172 Generator_loss: 5.46775 
[INFO] 2021-05-04 04:12:42 > Step:   60400 Progress: 30.2% Elapsed: 12:35:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.80613 Generator_loss: 5.64522 
[INFO] 2021-05-04 04:13:55 > Step:   60500 Progress: 30.2% Elapsed: 12:36:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.66758 Generator_loss: 5.63537 
[INFO] 2021-05-04 04:15:08 > Step:   60600 Progress: 30.3% Elapsed: 12:37:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.85082 Generator_loss: 4.74611 
[INFO] 2021-05-04 04:16:20 > Step:   60700 Progress: 30.3% Elapsed: 12:39:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.91347 Generator_loss: 5.39134 
[INFO] 2021-05-04 04:17:32 > Step:   60800 Progress: 30.4% Elapsed: 12:40:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.88626 Generator_loss: 4.54104 
[INFO] 2021-05-04 04:18:45 > Step:   60900 Progress: 30.4% Elapsed: 12:41:33 temperature: 0.75 ada_p: No Discriminator_loss: 6.01322 Generator_loss: 4.80544 
[INFO] 2021-05-04 04:19:57 > Step:   61000 Progress: 30.5% Elapsed: 12:42:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.85999 Generator_loss: 5.5756 
[INFO] 2021-05-04 04:21:09 > Step:   61100 Progress: 30.6% Elapsed: 12:43:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.74599 Generator_loss: 5.4511 
[INFO] 2021-05-04 04:22:21 > Step:   61200 Progress: 30.6% Elapsed: 12:45:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.81927 Generator_loss: 5.66982 
[INFO] 2021-05-04 04:23:33 > Step:   61300 Progress: 30.6% Elapsed: 12:46:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.9716 Generator_loss: 5.49542 
[INFO] 2021-05-04 04:24:45 > Step:   61400 Progress: 30.7% Elapsed: 12:47:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.82638 Generator_loss: 5.58057 
[INFO] 2021-05-04 04:25:58 > Step:   61500 Progress: 30.8% Elapsed: 12:48:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.8895 Generator_loss: 5.45896 
[INFO] 2021-05-04 04:27:10 > Step:   61600 Progress: 30.8% Elapsed: 12:49:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.77092 Generator_loss: 4.94811 
[INFO] 2021-05-04 04:28:22 > Step:   61700 Progress: 30.9% Elapsed: 12:51:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.8163 Generator_loss: 5.62134 
[INFO] 2021-05-04 04:29:34 > Step:   61800 Progress: 30.9% Elapsed: 12:52:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.64811 Generator_loss: 4.67982 
[INFO] 2021-05-04 04:30:46 > Step:   61900 Progress: 30.9% Elapsed: 12:53:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.93512 Generator_loss: 5.7037 
[INFO] 2021-05-04 04:31:58 > Step:   62000 Progress: 31.0% Elapsed: 12:54:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.8864 Generator_loss: 4.39009 
[INFO] 2021-05-04 04:31:58 > Start Evaluation (62000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 04:31:58 > Calculating FID Score....
[INFO] 2021-05-04 04:32:12 > Calculating Inception Score....
[INFO] 2021-05-04 04:32:15 > Calculate F_beta Score....
[INFO] 2021-05-04 04:32:36 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 04:32:36 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 04:32:37 > Calculate Accuracies....
[INFO] 2021-05-04 04:32:39 > Calculate Accuracies....
[INFO] 2021-05-04 04:32:41 > F_8 score (Step: 62000, Using valid images): 0.960726509022743
[INFO] 2021-05-04 04:32:41 > F_1/8 score (Step: 62000, Using valid images): 0.9878514601758803
[INFO] 2021-05-04 04:32:41 > FID score (Step: 62000, Using valid moments): 15.60577306460931
[INFO] 2021-05-04 04:32:41 > Inception score (Step: 62000, 10000 generated images): 18.905527114868164
[INFO] 2021-05-04 04:32:41 > Best FID score (Step: 62000, Using valid moments): 15.60577306460931
[INFO] 2021-05-04 04:32:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 04:34:10 > Step:   62100 Progress: 31.1% Elapsed: 12:56:58 temperature: 0.75 ada_p: No Discriminator_loss: 6.00393 Generator_loss: 5.31729 
[INFO] 2021-05-04 04:35:22 > Step:   62200 Progress: 31.1% Elapsed: 12:58:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.69389 Generator_loss: 5.35171 
[INFO] 2021-05-04 04:36:34 > Step:   62300 Progress: 31.1% Elapsed: 12:59:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.8339 Generator_loss: 5.55666 
[INFO] 2021-05-04 04:37:46 > Step:   62400 Progress: 31.2% Elapsed: 13:00:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.89248 Generator_loss: 4.79877 
[INFO] 2021-05-04 04:38:58 > Step:   62500 Progress: 31.2% Elapsed: 13:01:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.91976 Generator_loss: 4.64573 
[INFO] 2021-05-04 04:40:10 > Step:   62600 Progress: 31.3% Elapsed: 13:02:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.73227 Generator_loss: 4.40998 
[INFO] 2021-05-04 04:41:22 > Step:   62700 Progress: 31.4% Elapsed: 13:04:10 temperature: 0.75 ada_p: No Discriminator_loss: 6.02406 Generator_loss: 4.4841 
[INFO] 2021-05-04 04:42:34 > Step:   62800 Progress: 31.4% Elapsed: 13:05:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.77028 Generator_loss: 4.33766 
[INFO] 2021-05-04 04:43:46 > Step:   62900 Progress: 31.4% Elapsed: 13:06:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.80272 Generator_loss: 5.60057 
[INFO] 2021-05-04 04:44:58 > Step:   63000 Progress: 31.5% Elapsed: 13:07:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.78153 Generator_loss: 4.49775 
[INFO] 2021-05-04 04:46:11 > Step:   63100 Progress: 31.6% Elapsed: 13:08:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.88931 Generator_loss: 5.15924 
[INFO] 2021-05-04 04:47:23 > Step:   63200 Progress: 31.6% Elapsed: 13:10:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.78574 Generator_loss: 5.43794 
[INFO] 2021-05-04 04:48:35 > Step:   63300 Progress: 31.6% Elapsed: 13:11:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.74476 Generator_loss: 5.72159 
[INFO] 2021-05-04 04:49:47 > Step:   63400 Progress: 31.7% Elapsed: 13:12:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.79136 Generator_loss: 5.08475 
[INFO] 2021-05-04 04:50:59 > Step:   63500 Progress: 31.8% Elapsed: 13:13:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.83669 Generator_loss: 5.5783 
[INFO] 2021-05-04 04:52:11 > Step:   63600 Progress: 31.8% Elapsed: 13:14:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.91406 Generator_loss: 4.01483 
[INFO] 2021-05-04 04:53:23 > Step:   63700 Progress: 31.9% Elapsed: 13:16:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.76193 Generator_loss: 4.76275 
[INFO] 2021-05-04 04:54:35 > Step:   63800 Progress: 31.9% Elapsed: 13:17:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.78586 Generator_loss: 4.81941 
[INFO] 2021-05-04 04:55:47 > Step:   63900 Progress: 31.9% Elapsed: 13:18:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.83522 Generator_loss: 4.67632 
[INFO] 2021-05-04 04:56:59 > Step:   64000 Progress: 32.0% Elapsed: 13:19:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.74452 Generator_loss: 5.57356 
[INFO] 2021-05-04 04:56:59 > Start Evaluation (64000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 04:56:59 > Calculating FID Score....
[INFO] 2021-05-04 04:57:13 > Calculating Inception Score....
[INFO] 2021-05-04 04:57:15 > Calculate F_beta Score....
[INFO] 2021-05-04 04:57:31 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 04:57:32 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 04:57:32 > Calculate Accuracies....
[INFO] 2021-05-04 04:57:35 > Calculate Accuracies....
[INFO] 2021-05-04 04:57:36 > F_8 score (Step: 64000, Using valid images): 0.9614463119174504
[INFO] 2021-05-04 04:57:36 > F_1/8 score (Step: 64000, Using valid images): 0.9869411681349214
[INFO] 2021-05-04 04:57:36 > FID score (Step: 64000, Using valid moments): 15.550103147926848
[INFO] 2021-05-04 04:57:36 > Inception score (Step: 64000, 10000 generated images): 18.81114387512207
[INFO] 2021-05-04 04:57:36 > Best FID score (Step: 64000, Using valid moments): 15.550103147926848
[INFO] 2021-05-04 04:57:54 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 04:59:07 > Step:   64100 Progress: 32.0% Elapsed: 13:21:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.76986 Generator_loss: 5.84367 
[INFO] 2021-05-04 05:00:19 > Step:   64200 Progress: 32.1% Elapsed: 13:23:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.13794 Generator_loss: 5.36884 
[INFO] 2021-05-04 05:01:31 > Step:   64300 Progress: 32.1% Elapsed: 13:24:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.80641 Generator_loss: 4.31442 
[INFO] 2021-05-04 05:02:43 > Step:   64400 Progress: 32.2% Elapsed: 13:25:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.77291 Generator_loss: 4.53137 
[INFO] 2021-05-04 05:03:55 > Step:   64500 Progress: 32.2% Elapsed: 13:26:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.85771 Generator_loss: 4.53711 
[INFO] 2021-05-04 05:05:07 > Step:   64600 Progress: 32.3% Elapsed: 13:27:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.78122 Generator_loss: 4.50469 
[INFO] 2021-05-04 05:06:20 > Step:   64700 Progress: 32.4% Elapsed: 13:29:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.73306 Generator_loss: 5.27945 
[INFO] 2021-05-04 05:07:31 > Step:   64800 Progress: 32.4% Elapsed: 13:30:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.91132 Generator_loss: 5.04121 
[INFO] 2021-05-04 05:08:43 > Step:   64900 Progress: 32.5% Elapsed: 13:31:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.72174 Generator_loss: 4.43488 
[INFO] 2021-05-04 05:09:55 > Step:   65000 Progress: 32.5% Elapsed: 13:32:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.80131 Generator_loss: 4.35011 
[INFO] 2021-05-04 05:11:07 > Step:   65100 Progress: 32.6% Elapsed: 13:33:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.77721 Generator_loss: 4.51692 
[INFO] 2021-05-04 05:12:18 > Step:   65200 Progress: 32.6% Elapsed: 13:35:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.76007 Generator_loss: 4.22364 
[INFO] 2021-05-04 05:13:30 > Step:   65300 Progress: 32.6% Elapsed: 13:36:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.88389 Generator_loss: 4.21006 
[INFO] 2021-05-04 05:14:43 > Step:   65400 Progress: 32.7% Elapsed: 13:37:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.71868 Generator_loss: 4.65608 
[INFO] 2021-05-04 05:15:55 > Step:   65500 Progress: 32.8% Elapsed: 13:38:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.86615 Generator_loss: 4.06278 
[INFO] 2021-05-04 05:17:07 > Step:   65600 Progress: 32.8% Elapsed: 13:39:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.76532 Generator_loss: 5.54168 
[INFO] 2021-05-04 05:18:19 > Step:   65700 Progress: 32.9% Elapsed: 13:41:07 temperature: 0.75 ada_p: No Discriminator_loss: 6.02809 Generator_loss: 5.396 
[INFO] 2021-05-04 05:19:31 > Step:   65800 Progress: 32.9% Elapsed: 13:42:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.77894 Generator_loss: 5.70841 
[INFO] 2021-05-04 05:20:43 > Step:   65900 Progress: 33.0% Elapsed: 13:43:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.74338 Generator_loss: 5.13424 
[INFO] 2021-05-04 05:21:55 > Step:   66000 Progress: 33.0% Elapsed: 13:44:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.81369 Generator_loss: 4.67186 
[INFO] 2021-05-04 05:21:55 > Start Evaluation (66000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 05:21:55 > Calculating FID Score....
[INFO] 2021-05-04 05:22:08 > Calculating Inception Score....
[INFO] 2021-05-04 05:22:11 > Calculate F_beta Score....
[INFO] 2021-05-04 05:22:26 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 05:22:27 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 05:22:27 > Calculate Accuracies....
[INFO] 2021-05-04 05:22:30 > Calculate Accuracies....
[INFO] 2021-05-04 05:22:31 > F_8 score (Step: 66000, Using valid images): 0.9601156816526052
[INFO] 2021-05-04 05:22:31 > F_1/8 score (Step: 66000, Using valid images): 0.9885480126492547
[INFO] 2021-05-04 05:22:31 > FID score (Step: 66000, Using valid moments): 15.587954051195425
[INFO] 2021-05-04 05:22:31 > Inception score (Step: 66000, 10000 generated images): 19.10664176940918
[INFO] 2021-05-04 05:22:31 > Best FID score (Step: 64000, Using valid moments): 15.550103147926848
[INFO] 2021-05-04 05:22:39 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 05:23:52 > Step:   66100 Progress: 33.1% Elapsed: 13:46:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.97466 Generator_loss: 5.10103 
[INFO] 2021-05-04 05:25:04 > Step:   66200 Progress: 33.1% Elapsed: 13:47:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.75532 Generator_loss: 4.3002 
[INFO] 2021-05-04 05:26:16 > Step:   66300 Progress: 33.1% Elapsed: 13:49:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.72184 Generator_loss: 4.43288 
[INFO] 2021-05-04 05:27:29 > Step:   66400 Progress: 33.2% Elapsed: 13:50:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.73411 Generator_loss: 5.76149 
[INFO] 2021-05-04 05:28:41 > Step:   66500 Progress: 33.2% Elapsed: 13:51:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.90184 Generator_loss: 5.59878 
[INFO] 2021-05-04 05:29:53 > Step:   66600 Progress: 33.3% Elapsed: 13:52:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.67444 Generator_loss: 5.51146 
[INFO] 2021-05-04 05:31:06 > Step:   66700 Progress: 33.4% Elapsed: 13:53:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.7908 Generator_loss: 4.48188 
[INFO] 2021-05-04 05:32:18 > Step:   66800 Progress: 33.4% Elapsed: 13:55:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.72262 Generator_loss: 4.39044 
[INFO] 2021-05-04 05:33:31 > Step:   66900 Progress: 33.5% Elapsed: 13:56:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.90069 Generator_loss: 5.63294 
[INFO] 2021-05-04 05:34:43 > Step:   67000 Progress: 33.5% Elapsed: 13:57:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.91342 Generator_loss: 5.54397 
[INFO] 2021-05-04 05:35:55 > Step:   67100 Progress: 33.6% Elapsed: 13:58:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.86685 Generator_loss: 5.46287 
[INFO] 2021-05-04 05:37:08 > Step:   67200 Progress: 33.6% Elapsed: 13:59:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.80566 Generator_loss: 5.61246 
[INFO] 2021-05-04 05:38:20 > Step:   67300 Progress: 33.7% Elapsed: 14:01:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.77873 Generator_loss: 4.71701 
[INFO] 2021-05-04 05:39:33 > Step:   67400 Progress: 33.7% Elapsed: 14:02:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.86674 Generator_loss: 5.60102 
[INFO] 2021-05-04 05:40:45 > Step:   67500 Progress: 33.8% Elapsed: 14:03:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.90337 Generator_loss: 5.44659 
[INFO] 2021-05-04 05:41:58 > Step:   67600 Progress: 33.8% Elapsed: 14:04:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.73623 Generator_loss: 5.74494 
[INFO] 2021-05-04 05:43:11 > Step:   67700 Progress: 33.9% Elapsed: 14:05:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.86483 Generator_loss: 4.54235 
[INFO] 2021-05-04 05:44:24 > Step:   67800 Progress: 33.9% Elapsed: 14:07:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.86329 Generator_loss: 4.44948 
[INFO] 2021-05-04 05:45:37 > Step:   67900 Progress: 34.0% Elapsed: 14:08:25 temperature: 0.75 ada_p: No Discriminator_loss: 5.84068 Generator_loss: 5.5096 
[INFO] 2021-05-04 05:46:51 > Step:   68000 Progress: 34.0% Elapsed: 14:09:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.99451 Generator_loss: 5.65218 
[INFO] 2021-05-04 05:46:51 > Start Evaluation (68000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 05:46:51 > Calculating FID Score....
[INFO] 2021-05-04 05:47:04 > Calculating Inception Score....
[INFO] 2021-05-04 05:47:07 > Calculate F_beta Score....
[INFO] 2021-05-04 05:47:22 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 05:47:22 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 05:47:23 > Calculate Accuracies....
[INFO] 2021-05-04 05:47:25 > Calculate Accuracies....
[INFO] 2021-05-04 05:47:27 > F_8 score (Step: 68000, Using valid images): 0.9611534576524775
[INFO] 2021-05-04 05:47:27 > F_1/8 score (Step: 68000, Using valid images): 0.9863147285184479
[INFO] 2021-05-04 05:47:27 > FID score (Step: 68000, Using valid moments): 15.444602621100557
[INFO] 2021-05-04 05:47:27 > Inception score (Step: 68000, 10000 generated images): 18.9341983795166
[INFO] 2021-05-04 05:47:27 > Best FID score (Step: 68000, Using valid moments): 15.444602621100557
[INFO] 2021-05-04 05:47:43 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 05:48:55 > Step:   68100 Progress: 34.1% Elapsed: 14:11:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.73131 Generator_loss: 4.57069 
[INFO] 2021-05-04 05:50:09 > Step:   68200 Progress: 34.1% Elapsed: 14:12:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.65318 Generator_loss: 5.03947 
[INFO] 2021-05-04 05:51:21 > Step:   68300 Progress: 34.2% Elapsed: 14:14:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.89037 Generator_loss: 5.53593 
[INFO] 2021-05-04 05:52:33 > Step:   68400 Progress: 34.2% Elapsed: 14:15:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.74734 Generator_loss: 5.61267 
[INFO] 2021-05-04 05:53:45 > Step:   68500 Progress: 34.2% Elapsed: 14:16:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.78855 Generator_loss: 4.61051 
[INFO] 2021-05-04 05:54:58 > Step:   68600 Progress: 34.3% Elapsed: 14:17:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.83441 Generator_loss: 4.22401 
[INFO] 2021-05-04 05:56:10 > Step:   68700 Progress: 34.4% Elapsed: 14:18:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.83283 Generator_loss: 5.18109 
[INFO] 2021-05-04 05:57:22 > Step:   68800 Progress: 34.4% Elapsed: 14:20:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.77997 Generator_loss: 4.35894 
[INFO] 2021-05-04 05:58:34 > Step:   68900 Progress: 34.4% Elapsed: 14:21:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.7744 Generator_loss: 4.80793 
[INFO] 2021-05-04 05:59:46 > Step:   69000 Progress: 34.5% Elapsed: 14:22:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.71233 Generator_loss: 5.5972 
[INFO] 2021-05-04 06:00:59 > Step:   69100 Progress: 34.5% Elapsed: 14:23:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.84136 Generator_loss: 4.71731 
[INFO] 2021-05-04 06:02:11 > Step:   69200 Progress: 34.6% Elapsed: 14:24:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.90995 Generator_loss: 4.91358 
[INFO] 2021-05-04 06:03:23 > Step:   69300 Progress: 34.6% Elapsed: 14:26:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.70409 Generator_loss: 5.35092 
[INFO] 2021-05-04 06:04:36 > Step:   69400 Progress: 34.7% Elapsed: 14:27:24 temperature: 0.75 ada_p: No Discriminator_loss: 5.76749 Generator_loss: 5.45759 
[INFO] 2021-05-04 06:05:49 > Step:   69500 Progress: 34.8% Elapsed: 14:28:37 temperature: 0.75 ada_p: No Discriminator_loss: 5.96585 Generator_loss: 5.41908 
[INFO] 2021-05-04 06:07:01 > Step:   69600 Progress: 34.8% Elapsed: 14:29:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.76643 Generator_loss: 5.4254 
[INFO] 2021-05-04 06:08:14 > Step:   69700 Progress: 34.8% Elapsed: 14:31:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.95054 Generator_loss: 5.39978 
[INFO] 2021-05-04 06:09:27 > Step:   69800 Progress: 34.9% Elapsed: 14:32:15 temperature: 0.75 ada_p: No Discriminator_loss: 5.71847 Generator_loss: 4.76499 
[INFO] 2021-05-04 06:10:39 > Step:   69900 Progress: 34.9% Elapsed: 14:33:27 temperature: 0.75 ada_p: No Discriminator_loss: 5.78134 Generator_loss: 4.67565 
[INFO] 2021-05-04 06:11:52 > Step:   70000 Progress: 35.0% Elapsed: 14:34:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.67658 Generator_loss: 4.59478 
[INFO] 2021-05-04 06:11:52 > Start Evaluation (70000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 06:11:52 > Calculating FID Score....
[INFO] 2021-05-04 06:12:06 > Calculating Inception Score....
[INFO] 2021-05-04 06:12:09 > Calculate F_beta Score....
[INFO] 2021-05-04 06:12:23 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 06:12:23 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 06:12:24 > Calculate Accuracies....
[INFO] 2021-05-04 06:12:26 > Calculate Accuracies....
[INFO] 2021-05-04 06:12:28 > F_8 score (Step: 70000, Using valid images): 0.9607871224143253
[INFO] 2021-05-04 06:12:28 > F_1/8 score (Step: 70000, Using valid images): 0.9861672518260436
[INFO] 2021-05-04 06:12:28 > FID score (Step: 70000, Using valid moments): 15.440755917535057
[INFO] 2021-05-04 06:12:28 > Inception score (Step: 70000, 10000 generated images): 19.152151107788086
[INFO] 2021-05-04 06:12:28 > Best FID score (Step: 70000, Using valid moments): 15.440755917535057
[INFO] 2021-05-04 06:12:44 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 06:13:56 > Step:   70100 Progress: 35.0% Elapsed: 14:36:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.79857 Generator_loss: 5.57278 
[INFO] 2021-05-04 06:15:09 > Step:   70200 Progress: 35.1% Elapsed: 14:37:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.79341 Generator_loss: 5.58322 
[INFO] 2021-05-04 06:16:21 > Step:   70300 Progress: 35.1% Elapsed: 14:39:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.78871 Generator_loss: 4.65962 
[INFO] 2021-05-04 06:17:33 > Step:   70400 Progress: 35.2% Elapsed: 14:40:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.92462 Generator_loss: 4.41073 
[INFO] 2021-05-04 06:18:45 > Step:   70500 Progress: 35.2% Elapsed: 14:41:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.7314 Generator_loss: 5.08002 
[INFO] 2021-05-04 06:19:57 > Step:   70600 Progress: 35.3% Elapsed: 14:42:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.82019 Generator_loss: 4.62923 
[INFO] 2021-05-04 06:21:09 > Step:   70700 Progress: 35.4% Elapsed: 14:43:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.75621 Generator_loss: 4.81359 
[INFO] 2021-05-04 06:22:21 > Step:   70800 Progress: 35.4% Elapsed: 14:45:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.69038 Generator_loss: 4.30112 
[INFO] 2021-05-04 06:23:34 > Step:   70900 Progress: 35.4% Elapsed: 14:46:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.75617 Generator_loss: 4.47354 
[INFO] 2021-05-04 06:24:46 > Step:   71000 Progress: 35.5% Elapsed: 14:47:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.87611 Generator_loss: 4.39742 
[INFO] 2021-05-04 06:25:58 > Step:   71100 Progress: 35.5% Elapsed: 14:48:46 temperature: 0.75 ada_p: No Discriminator_loss: 6.03691 Generator_loss: 5.31847 
[INFO] 2021-05-04 06:27:11 > Step:   71200 Progress: 35.6% Elapsed: 14:49:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.86192 Generator_loss: 5.53559 
[INFO] 2021-05-04 06:28:23 > Step:   71300 Progress: 35.6% Elapsed: 14:51:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.84235 Generator_loss: 5.53225 
[INFO] 2021-05-04 06:29:35 > Step:   71400 Progress: 35.7% Elapsed: 14:52:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.75642 Generator_loss: 4.44632 
[INFO] 2021-05-04 06:30:48 > Step:   71500 Progress: 35.8% Elapsed: 14:53:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.76286 Generator_loss: 5.39263 
[INFO] 2021-05-04 06:32:00 > Step:   71600 Progress: 35.8% Elapsed: 14:54:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.80516 Generator_loss: 4.7434 
[INFO] 2021-05-04 06:33:12 > Step:   71700 Progress: 35.9% Elapsed: 14:56:00 temperature: 0.75 ada_p: No Discriminator_loss: 5.62381 Generator_loss: 4.55592 
[INFO] 2021-05-04 06:34:24 > Step:   71800 Progress: 35.9% Elapsed: 14:57:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.76293 Generator_loss: 4.42131 
[INFO] 2021-05-04 06:35:36 > Step:   71900 Progress: 35.9% Elapsed: 14:58:24 temperature: 0.75 ada_p: No Discriminator_loss: 5.76402 Generator_loss: 4.69559 
[INFO] 2021-05-04 06:36:48 > Step:   72000 Progress: 36.0% Elapsed: 14:59:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.88041 Generator_loss: 4.62674 
[INFO] 2021-05-04 06:36:48 > Start Evaluation (72000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 06:36:48 > Calculating FID Score....
[INFO] 2021-05-04 06:37:02 > Calculating Inception Score....
[INFO] 2021-05-04 06:37:05 > Calculate F_beta Score....
[INFO] 2021-05-04 06:37:21 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 06:37:21 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 06:37:22 > Calculate Accuracies....
[INFO] 2021-05-04 06:37:24 > Calculate Accuracies....
[INFO] 2021-05-04 06:37:25 > F_8 score (Step: 72000, Using valid images): 0.9600327201219387
[INFO] 2021-05-04 06:37:25 > F_1/8 score (Step: 72000, Using valid images): 0.9884443688284384
[INFO] 2021-05-04 06:37:25 > FID score (Step: 72000, Using valid moments): 15.148285926852168
[INFO] 2021-05-04 06:37:25 > Inception score (Step: 72000, 10000 generated images): 18.83106803894043
[INFO] 2021-05-04 06:37:25 > Best FID score (Step: 72000, Using valid moments): 15.148285926852168
[INFO] 2021-05-04 06:37:41 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 06:38:54 > Step:   72100 Progress: 36.0% Elapsed: 15:01:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.63536 Generator_loss: 4.8018 
[INFO] 2021-05-04 06:40:07 > Step:   72200 Progress: 36.1% Elapsed: 15:02:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.67624 Generator_loss: 4.35251 
[INFO] 2021-05-04 06:41:20 > Step:   72300 Progress: 36.1% Elapsed: 15:04:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.67953 Generator_loss: 4.45832 
[INFO] 2021-05-04 06:42:32 > Step:   72400 Progress: 36.2% Elapsed: 15:05:20 temperature: 0.75 ada_p: No Discriminator_loss: 5.61447 Generator_loss: 4.81599 
[INFO] 2021-05-04 06:43:44 > Step:   72500 Progress: 36.2% Elapsed: 15:06:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.97034 Generator_loss: 4.45242 
[INFO] 2021-05-04 06:44:56 > Step:   72600 Progress: 36.3% Elapsed: 15:07:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.85374 Generator_loss: 5.17414 
[INFO] 2021-05-04 06:46:09 > Step:   72700 Progress: 36.4% Elapsed: 15:08:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.83175 Generator_loss: 5.40896 
[INFO] 2021-05-04 06:47:21 > Step:   72800 Progress: 36.4% Elapsed: 15:10:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.64993 Generator_loss: 5.63165 
[INFO] 2021-05-04 06:48:33 > Step:   72900 Progress: 36.4% Elapsed: 15:11:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.69304 Generator_loss: 5.62686 
[INFO] 2021-05-04 06:49:45 > Step:   73000 Progress: 36.5% Elapsed: 15:12:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.62079 Generator_loss: 5.24743 
[INFO] 2021-05-04 06:50:58 > Step:   73100 Progress: 36.5% Elapsed: 15:13:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.67032 Generator_loss: 4.53257 
[INFO] 2021-05-04 06:52:10 > Step:   73200 Progress: 36.6% Elapsed: 15:14:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.75231 Generator_loss: 4.48597 
[INFO] 2021-05-04 06:53:22 > Step:   73300 Progress: 36.6% Elapsed: 15:16:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.74596 Generator_loss: 4.57732 
[INFO] 2021-05-04 06:54:34 > Step:   73400 Progress: 36.7% Elapsed: 15:17:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.74542 Generator_loss: 4.39944 
[INFO] 2021-05-04 06:55:46 > Step:   73500 Progress: 36.8% Elapsed: 15:18:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.77496 Generator_loss: 4.52703 
[INFO] 2021-05-04 06:56:59 > Step:   73600 Progress: 36.8% Elapsed: 15:19:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.87687 Generator_loss: 5.32058 
[INFO] 2021-05-04 06:58:11 > Step:   73700 Progress: 36.9% Elapsed: 15:20:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.68442 Generator_loss: 5.65189 
[INFO] 2021-05-04 06:59:23 > Step:   73800 Progress: 36.9% Elapsed: 15:22:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.767 Generator_loss: 5.509 
[INFO] 2021-05-04 07:00:36 > Step:   73900 Progress: 37.0% Elapsed: 15:23:24 temperature: 0.75 ada_p: No Discriminator_loss: 5.73527 Generator_loss: 5.39618 
[INFO] 2021-05-04 07:01:48 > Step:   74000 Progress: 37.0% Elapsed: 15:24:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.7661 Generator_loss: 4.43531 
[INFO] 2021-05-04 07:01:48 > Start Evaluation (74000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 07:01:48 > Calculating FID Score....
[INFO] 2021-05-04 07:02:01 > Calculating Inception Score....
[INFO] 2021-05-04 07:02:04 > Calculate F_beta Score....
[INFO] 2021-05-04 07:02:18 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 07:02:18 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 07:02:19 > Calculate Accuracies....
[INFO] 2021-05-04 07:02:21 > Calculate Accuracies....
[INFO] 2021-05-04 07:02:23 > F_8 score (Step: 74000, Using valid images): 0.9672191920784805
[INFO] 2021-05-04 07:02:23 > F_1/8 score (Step: 74000, Using valid images): 0.9860962437551261
[INFO] 2021-05-04 07:02:23 > FID score (Step: 74000, Using valid moments): 15.22898082130996
[INFO] 2021-05-04 07:02:23 > Inception score (Step: 74000, 10000 generated images): 19.43028450012207
[INFO] 2021-05-04 07:02:23 > Best FID score (Step: 72000, Using valid moments): 15.148285926852168
[INFO] 2021-05-04 07:02:31 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 07:03:43 > Step:   74100 Progress: 37.0% Elapsed: 15:26:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.92232 Generator_loss: 4.18473 
[INFO] 2021-05-04 07:04:56 > Step:   74200 Progress: 37.1% Elapsed: 15:27:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.95027 Generator_loss: 5.86174 
[INFO] 2021-05-04 07:06:08 > Step:   74300 Progress: 37.1% Elapsed: 15:28:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.83622 Generator_loss: 4.70764 
[INFO] 2021-05-04 07:07:22 > Step:   74400 Progress: 37.2% Elapsed: 15:30:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.8394 Generator_loss: 4.82386 
[INFO] 2021-05-04 07:08:34 > Step:   74500 Progress: 37.2% Elapsed: 15:31:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.65272 Generator_loss: 4.47727 
[INFO] 2021-05-04 07:09:47 > Step:   74600 Progress: 37.3% Elapsed: 15:32:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.87372 Generator_loss: 4.64268 
[INFO] 2021-05-04 07:10:59 > Step:   74700 Progress: 37.4% Elapsed: 15:33:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.75835 Generator_loss: 5.49449 
[INFO] 2021-05-04 07:12:12 > Step:   74800 Progress: 37.4% Elapsed: 15:35:00 temperature: 0.75 ada_p: No Discriminator_loss: 6.20011 Generator_loss: 5.32196 
[INFO] 2021-05-04 07:13:25 > Step:   74900 Progress: 37.5% Elapsed: 15:36:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.77117 Generator_loss: 4.8557 
[INFO] 2021-05-04 07:14:37 > Step:   75000 Progress: 37.5% Elapsed: 15:37:25 temperature: 0.75 ada_p: No Discriminator_loss: 5.86863 Generator_loss: 4.48789 
[INFO] 2021-05-04 07:15:50 > Step:   75100 Progress: 37.5% Elapsed: 15:38:38 temperature: 0.75 ada_p: No Discriminator_loss: 6.01858 Generator_loss: 5.08171 
[INFO] 2021-05-04 07:17:02 > Step:   75200 Progress: 37.6% Elapsed: 15:39:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.61119 Generator_loss: 4.55419 
[INFO] 2021-05-04 07:18:15 > Step:   75300 Progress: 37.6% Elapsed: 15:41:03 temperature: 0.75 ada_p: No Discriminator_loss: 5.66341 Generator_loss: 4.69533 
[INFO] 2021-05-04 07:19:28 > Step:   75400 Progress: 37.7% Elapsed: 15:42:16 temperature: 0.75 ada_p: No Discriminator_loss: 5.64083 Generator_loss: 4.50333 
[INFO] 2021-05-04 07:20:40 > Step:   75500 Progress: 37.8% Elapsed: 15:43:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.64634 Generator_loss: 5.67465 
[INFO] 2021-05-04 07:21:53 > Step:   75600 Progress: 37.8% Elapsed: 15:44:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.72395 Generator_loss: 5.32469 
[INFO] 2021-05-04 07:23:06 > Step:   75700 Progress: 37.9% Elapsed: 15:45:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.78948 Generator_loss: 5.53552 
[INFO] 2021-05-04 07:24:19 > Step:   75800 Progress: 37.9% Elapsed: 15:47:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.76452 Generator_loss: 5.72595 
[INFO] 2021-05-04 07:25:31 > Step:   75900 Progress: 38.0% Elapsed: 15:48:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.93135 Generator_loss: 4.27507 
[INFO] 2021-05-04 07:26:44 > Step:   76000 Progress: 38.0% Elapsed: 15:49:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.91038 Generator_loss: 5.50781 
[INFO] 2021-05-04 07:26:44 > Start Evaluation (76000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 07:26:44 > Calculating FID Score....
[INFO] 2021-05-04 07:26:57 > Calculating Inception Score....
[INFO] 2021-05-04 07:27:00 > Calculate F_beta Score....
[INFO] 2021-05-04 07:27:16 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 07:27:16 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 07:27:17 > Calculate Accuracies....
[INFO] 2021-05-04 07:27:19 > Calculate Accuracies....
[INFO] 2021-05-04 07:27:21 > F_8 score (Step: 76000, Using valid images): 0.9619437569489689
[INFO] 2021-05-04 07:27:21 > F_1/8 score (Step: 76000, Using valid images): 0.9852994378664295
[INFO] 2021-05-04 07:27:21 > FID score (Step: 76000, Using valid moments): 15.004163280226294
[INFO] 2021-05-04 07:27:21 > Inception score (Step: 76000, 10000 generated images): 19.229066848754883
[INFO] 2021-05-04 07:27:21 > Best FID score (Step: 76000, Using valid moments): 15.004163280226294
[INFO] 2021-05-04 07:27:36 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 07:28:49 > Step:   76100 Progress: 38.0% Elapsed: 15:51:37 temperature: 0.75 ada_p: No Discriminator_loss: 5.70954 Generator_loss: 5.7097 
[INFO] 2021-05-04 07:30:01 > Step:   76200 Progress: 38.1% Elapsed: 15:52:49 temperature: 0.75 ada_p: No Discriminator_loss: 5.79691 Generator_loss: 5.43943 
[INFO] 2021-05-04 07:31:14 > Step:   76300 Progress: 38.1% Elapsed: 15:54:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.65583 Generator_loss: 5.62943 
[INFO] 2021-05-04 07:32:26 > Step:   76400 Progress: 38.2% Elapsed: 15:55:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.75099 Generator_loss: 5.75832 
[INFO] 2021-05-04 07:33:39 > Step:   76500 Progress: 38.2% Elapsed: 15:56:27 temperature: 0.75 ada_p: No Discriminator_loss: 5.63878 Generator_loss: 4.34743 
[INFO] 2021-05-04 07:34:51 > Step:   76600 Progress: 38.3% Elapsed: 15:57:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.63558 Generator_loss: 4.78178 
[INFO] 2021-05-04 07:36:04 > Step:   76700 Progress: 38.4% Elapsed: 15:58:52 temperature: 0.75 ada_p: No Discriminator_loss: 6.09022 Generator_loss: 4.32377 
[INFO] 2021-05-04 07:37:17 > Step:   76800 Progress: 38.4% Elapsed: 16:00:05 temperature: 0.75 ada_p: No Discriminator_loss: 5.72401 Generator_loss: 4.60263 
[INFO] 2021-05-04 07:38:30 > Step:   76900 Progress: 38.5% Elapsed: 16:01:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.65342 Generator_loss: 5.65751 
[INFO] 2021-05-04 07:39:43 > Step:   77000 Progress: 38.5% Elapsed: 16:02:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.82279 Generator_loss: 5.01903 
[INFO] 2021-05-04 07:40:55 > Step:   77100 Progress: 38.6% Elapsed: 16:03:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.79412 Generator_loss: 5.07603 
[INFO] 2021-05-04 07:42:08 > Step:   77200 Progress: 38.6% Elapsed: 16:04:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.66046 Generator_loss: 4.66978 
[INFO] 2021-05-04 07:43:21 > Step:   77300 Progress: 38.6% Elapsed: 16:06:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.73197 Generator_loss: 4.62658 
[INFO] 2021-05-04 07:44:34 > Step:   77400 Progress: 38.7% Elapsed: 16:07:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.64613 Generator_loss: 4.41196 
[INFO] 2021-05-04 07:45:46 > Step:   77500 Progress: 38.8% Elapsed: 16:08:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.76995 Generator_loss: 4.64408 
[INFO] 2021-05-04 07:46:59 > Step:   77600 Progress: 38.8% Elapsed: 16:09:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.76584 Generator_loss: 5.05957 
[INFO] 2021-05-04 07:48:12 > Step:   77700 Progress: 38.9% Elapsed: 16:11:00 temperature: 0.75 ada_p: No Discriminator_loss: 5.67294 Generator_loss: 5.62908 
[INFO] 2021-05-04 07:49:24 > Step:   77800 Progress: 38.9% Elapsed: 16:12:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.66391 Generator_loss: 5.57017 
[INFO] 2021-05-04 07:50:36 > Step:   77900 Progress: 39.0% Elapsed: 16:13:24 temperature: 0.75 ada_p: No Discriminator_loss: 5.94325 Generator_loss: 5.41027 
[INFO] 2021-05-04 07:51:48 > Step:   78000 Progress: 39.0% Elapsed: 16:14:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.6357 Generator_loss: 5.59502 
[INFO] 2021-05-04 07:51:48 > Start Evaluation (78000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 07:51:48 > Calculating FID Score....
[INFO] 2021-05-04 07:52:01 > Calculating Inception Score....
[INFO] 2021-05-04 07:52:04 > Calculate F_beta Score....
[INFO] 2021-05-04 07:52:20 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 07:52:20 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 07:52:20 > Calculate Accuracies....
[INFO] 2021-05-04 07:52:23 > Calculate Accuracies....
[INFO] 2021-05-04 07:52:24 > F_8 score (Step: 78000, Using valid images): 0.9631170360782786
[INFO] 2021-05-04 07:52:24 > F_1/8 score (Step: 78000, Using valid images): 0.9862066895012797
[INFO] 2021-05-04 07:52:24 > FID score (Step: 78000, Using valid moments): 14.807871743929923
[INFO] 2021-05-04 07:52:24 > Inception score (Step: 78000, 10000 generated images): 19.6219539642334
[INFO] 2021-05-04 07:52:24 > Best FID score (Step: 78000, Using valid moments): 14.807871743929923
[INFO] 2021-05-04 07:52:40 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 07:53:52 > Step:   78100 Progress: 39.1% Elapsed: 16:16:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.69735 Generator_loss: 5.54577 
[INFO] 2021-05-04 07:55:05 > Step:   78200 Progress: 39.1% Elapsed: 16:17:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.77685 Generator_loss: 4.47776 
[INFO] 2021-05-04 07:56:17 > Step:   78300 Progress: 39.1% Elapsed: 16:19:05 temperature: 0.75 ada_p: No Discriminator_loss: 5.78521 Generator_loss: 4.17573 
[INFO] 2021-05-04 07:57:29 > Step:   78400 Progress: 39.2% Elapsed: 16:20:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.67801 Generator_loss: 4.86724 
[INFO] 2021-05-04 07:58:41 > Step:   78500 Progress: 39.2% Elapsed: 16:21:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.67738 Generator_loss: 4.70243 
[INFO] 2021-05-04 07:59:54 > Step:   78600 Progress: 39.3% Elapsed: 16:22:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.77062 Generator_loss: 4.72263 
[INFO] 2021-05-04 08:01:06 > Step:   78700 Progress: 39.4% Elapsed: 16:23:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.65337 Generator_loss: 4.51318 
[INFO] 2021-05-04 08:02:18 > Step:   78800 Progress: 39.4% Elapsed: 16:25:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.73928 Generator_loss: 4.55465 
[INFO] 2021-05-04 08:03:30 > Step:   78900 Progress: 39.5% Elapsed: 16:26:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.73511 Generator_loss: 4.19709 
[INFO] 2021-05-04 08:04:42 > Step:   79000 Progress: 39.5% Elapsed: 16:27:30 temperature: 0.75 ada_p: No Discriminator_loss: 5.67638 Generator_loss: 4.89298 
[INFO] 2021-05-04 08:05:54 > Step:   79100 Progress: 39.6% Elapsed: 16:28:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.86474 Generator_loss: 4.22139 
[INFO] 2021-05-04 08:07:06 > Step:   79200 Progress: 39.6% Elapsed: 16:29:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.74649 Generator_loss: 4.30285 
[INFO] 2021-05-04 08:08:19 > Step:   79300 Progress: 39.6% Elapsed: 16:31:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.91619 Generator_loss: 4.44386 
[INFO] 2021-05-04 08:09:31 > Step:   79400 Progress: 39.7% Elapsed: 16:32:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.62408 Generator_loss: 4.69096 
[INFO] 2021-05-04 08:10:43 > Step:   79500 Progress: 39.8% Elapsed: 16:33:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.64461 Generator_loss: 4.51157 
[INFO] 2021-05-04 08:11:55 > Step:   79600 Progress: 39.8% Elapsed: 16:34:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.65211 Generator_loss: 4.71876 
[INFO] 2021-05-04 08:13:08 > Step:   79700 Progress: 39.9% Elapsed: 16:35:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.64931 Generator_loss: 4.53904 
[INFO] 2021-05-04 08:14:20 > Step:   79800 Progress: 39.9% Elapsed: 16:37:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.51379 Generator_loss: 5.00818 
[INFO] 2021-05-04 08:15:32 > Step:   79900 Progress: 40.0% Elapsed: 16:38:20 temperature: 0.75 ada_p: No Discriminator_loss: 5.66874 Generator_loss: 4.62141 
[INFO] 2021-05-04 08:16:45 > Step:   80000 Progress: 40.0% Elapsed: 16:39:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.5366 Generator_loss: 4.55118 
[INFO] 2021-05-04 08:16:45 > Start Evaluation (80000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 08:16:45 > Calculating FID Score....
[INFO] 2021-05-04 08:16:58 > Calculating Inception Score....
[INFO] 2021-05-04 08:17:01 > Calculate F_beta Score....
[INFO] 2021-05-04 08:17:16 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 08:17:16 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 08:17:17 > Calculate Accuracies....
[INFO] 2021-05-04 08:17:19 > Calculate Accuracies....
[INFO] 2021-05-04 08:17:21 > F_8 score (Step: 80000, Using valid images): 0.9679251217675593
[INFO] 2021-05-04 08:17:21 > F_1/8 score (Step: 80000, Using valid images): 0.988300976509803
[INFO] 2021-05-04 08:17:21 > FID score (Step: 80000, Using valid moments): 14.722223055485074
[INFO] 2021-05-04 08:17:21 > Inception score (Step: 80000, 10000 generated images): 19.52167510986328
[INFO] 2021-05-04 08:17:21 > Best FID score (Step: 80000, Using valid moments): 14.722223055485074
[INFO] 2021-05-04 08:17:39 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 08:18:51 > Step:   80100 Progress: 40.1% Elapsed: 16:41:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.67761 Generator_loss: 5.81665 
[INFO] 2021-05-04 08:20:04 > Step:   80200 Progress: 40.1% Elapsed: 16:42:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.70596 Generator_loss: 4.36875 
[INFO] 2021-05-04 08:21:16 > Step:   80300 Progress: 40.2% Elapsed: 16:44:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.84526 Generator_loss: 4.77195 
[INFO] 2021-05-04 08:22:29 > Step:   80400 Progress: 40.2% Elapsed: 16:45:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.62442 Generator_loss: 5.41442 
[INFO] 2021-05-04 08:23:41 > Step:   80500 Progress: 40.2% Elapsed: 16:46:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.64237 Generator_loss: 5.57252 
[INFO] 2021-05-04 08:24:54 > Step:   80600 Progress: 40.3% Elapsed: 16:47:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.69195 Generator_loss: 5.6421 
[INFO] 2021-05-04 08:26:06 > Step:   80700 Progress: 40.4% Elapsed: 16:48:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.72709 Generator_loss: 5.57037 
[INFO] 2021-05-04 08:27:19 > Step:   80800 Progress: 40.4% Elapsed: 16:50:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.62026 Generator_loss: 4.63918 
[INFO] 2021-05-04 08:28:32 > Step:   80900 Progress: 40.5% Elapsed: 16:51:20 temperature: 0.75 ada_p: No Discriminator_loss: 5.72936 Generator_loss: 5.54723 
[INFO] 2021-05-04 08:29:45 > Step:   81000 Progress: 40.5% Elapsed: 16:52:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.72889 Generator_loss: 5.56813 
[INFO] 2021-05-04 08:30:57 > Step:   81100 Progress: 40.6% Elapsed: 16:53:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.87958 Generator_loss: 5.54226 
[INFO] 2021-05-04 08:32:10 > Step:   81200 Progress: 40.6% Elapsed: 16:54:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.81806 Generator_loss: 5.50685 
[INFO] 2021-05-04 08:33:23 > Step:   81300 Progress: 40.6% Elapsed: 16:56:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.57182 Generator_loss: 5.60847 
[INFO] 2021-05-04 08:34:35 > Step:   81400 Progress: 40.7% Elapsed: 16:57:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.78025 Generator_loss: 5.7111 
[INFO] 2021-05-04 08:35:48 > Step:   81500 Progress: 40.8% Elapsed: 16:58:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.711 Generator_loss: 4.88483 
[INFO] 2021-05-04 08:37:00 > Step:   81600 Progress: 40.8% Elapsed: 16:59:49 temperature: 0.75 ada_p: No Discriminator_loss: 5.61486 Generator_loss: 4.34287 
[INFO] 2021-05-04 08:38:13 > Step:   81700 Progress: 40.8% Elapsed: 17:01:01 temperature: 0.75 ada_p: No Discriminator_loss: 6.09387 Generator_loss: 5.44149 
[INFO] 2021-05-04 08:39:26 > Step:   81800 Progress: 40.9% Elapsed: 17:02:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.68826 Generator_loss: 5.76363 
[INFO] 2021-05-04 08:40:38 > Step:   81900 Progress: 40.9% Elapsed: 17:03:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.62148 Generator_loss: 4.82195 
[INFO] 2021-05-04 08:41:50 > Step:   82000 Progress: 41.0% Elapsed: 17:04:38 temperature: 0.75 ada_p: No Discriminator_loss: 5.69351 Generator_loss: 4.72277 
[INFO] 2021-05-04 08:41:50 > Start Evaluation (82000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 08:41:50 > Calculating FID Score....
[INFO] 2021-05-04 08:42:04 > Calculating Inception Score....
[INFO] 2021-05-04 08:42:06 > Calculate F_beta Score....
[INFO] 2021-05-04 08:42:21 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 08:42:21 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 08:42:22 > Calculate Accuracies....
[INFO] 2021-05-04 08:42:24 > Calculate Accuracies....
[INFO] 2021-05-04 08:42:26 > F_8 score (Step: 82000, Using valid images): 0.9668365346278408
[INFO] 2021-05-04 08:42:26 > F_1/8 score (Step: 82000, Using valid images): 0.9871235891763148
[INFO] 2021-05-04 08:42:26 > FID score (Step: 82000, Using valid moments): 14.845862381353925
[INFO] 2021-05-04 08:42:26 > Inception score (Step: 82000, 10000 generated images): 19.44894027709961
[INFO] 2021-05-04 08:42:26 > Best FID score (Step: 80000, Using valid moments): 14.722223055485074
[INFO] 2021-05-04 08:42:34 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 08:43:46 > Step:   82100 Progress: 41.0% Elapsed: 17:06:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.67058 Generator_loss: 4.49112 
[INFO] 2021-05-04 08:44:59 > Step:   82200 Progress: 41.1% Elapsed: 17:07:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.77994 Generator_loss: 4.69437 
[INFO] 2021-05-04 08:46:11 > Step:   82300 Progress: 41.1% Elapsed: 17:08:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.6338 Generator_loss: 4.78858 
[INFO] 2021-05-04 08:47:23 > Step:   82400 Progress: 41.2% Elapsed: 17:10:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.69872 Generator_loss: 4.74528 
[INFO] 2021-05-04 08:48:35 > Step:   82500 Progress: 41.2% Elapsed: 17:11:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.83032 Generator_loss: 4.33464 
[INFO] 2021-05-04 08:49:47 > Step:   82600 Progress: 41.3% Elapsed: 17:12:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.61845 Generator_loss: 4.49274 
[INFO] 2021-05-04 08:50:59 > Step:   82700 Progress: 41.3% Elapsed: 17:13:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.57967 Generator_loss: 4.34029 
[INFO] 2021-05-04 08:52:12 > Step:   82800 Progress: 41.4% Elapsed: 17:15:00 temperature: 0.75 ada_p: No Discriminator_loss: 5.63733 Generator_loss: 5.3821 
[INFO] 2021-05-04 08:53:25 > Step:   82900 Progress: 41.4% Elapsed: 17:16:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.56886 Generator_loss: 5.52207 
[INFO] 2021-05-04 08:54:38 > Step:   83000 Progress: 41.5% Elapsed: 17:17:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.66546 Generator_loss: 4.55389 
[INFO] 2021-05-04 08:55:50 > Step:   83100 Progress: 41.5% Elapsed: 17:18:38 temperature: 0.75 ada_p: No Discriminator_loss: 5.70965 Generator_loss: 4.10461 
[INFO] 2021-05-04 08:57:02 > Step:   83200 Progress: 41.6% Elapsed: 17:19:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.64124 Generator_loss: 4.71715 
[INFO] 2021-05-04 08:58:15 > Step:   83300 Progress: 41.6% Elapsed: 17:21:03 temperature: 0.75 ada_p: No Discriminator_loss: 5.75843 Generator_loss: 4.52595 
[INFO] 2021-05-04 08:59:27 > Step:   83400 Progress: 41.7% Elapsed: 17:22:16 temperature: 0.75 ada_p: No Discriminator_loss: 5.70388 Generator_loss: 5.00288 
[INFO] 2021-05-04 09:00:40 > Step:   83500 Progress: 41.8% Elapsed: 17:23:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.60466 Generator_loss: 4.65284 
[INFO] 2021-05-04 09:01:53 > Step:   83600 Progress: 41.8% Elapsed: 17:24:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.72625 Generator_loss: 4.53609 
[INFO] 2021-05-04 09:03:06 > Step:   83700 Progress: 41.9% Elapsed: 17:25:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.62856 Generator_loss: 4.6484 
[INFO] 2021-05-04 09:04:18 > Step:   83800 Progress: 41.9% Elapsed: 17:27:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.73524 Generator_loss: 4.72034 
[INFO] 2021-05-04 09:05:31 > Step:   83900 Progress: 41.9% Elapsed: 17:28:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.7428 Generator_loss: 4.68602 
[INFO] 2021-05-04 09:06:44 > Step:   84000 Progress: 42.0% Elapsed: 17:29:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.60394 Generator_loss: 4.87758 
[INFO] 2021-05-04 09:06:44 > Start Evaluation (84000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 09:06:44 > Calculating FID Score....
[INFO] 2021-05-04 09:06:57 > Calculating Inception Score....
[INFO] 2021-05-04 09:07:00 > Calculate F_beta Score....
[INFO] 2021-05-04 09:07:23 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 09:07:23 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 09:07:24 > Calculate Accuracies....
[INFO] 2021-05-04 09:07:26 > Calculate Accuracies....
[INFO] 2021-05-04 09:07:28 > F_8 score (Step: 84000, Using valid images): 0.9679239773304175
[INFO] 2021-05-04 09:07:28 > F_1/8 score (Step: 84000, Using valid images): 0.9870627374469907
[INFO] 2021-05-04 09:07:28 > FID score (Step: 84000, Using valid moments): 14.728807423679996
[INFO] 2021-05-04 09:07:28 > Inception score (Step: 84000, 10000 generated images): 19.865407943725586
[INFO] 2021-05-04 09:07:28 > Best FID score (Step: 80000, Using valid moments): 14.722223055485074
[INFO] 2021-05-04 09:07:36 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 09:08:51 > Step:   84100 Progress: 42.0% Elapsed: 17:31:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.74041 Generator_loss: 4.60673 
[INFO] 2021-05-04 09:10:04 > Step:   84200 Progress: 42.1% Elapsed: 17:32:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.6821 Generator_loss: 4.59607 
[INFO] 2021-05-04 09:11:16 > Step:   84300 Progress: 42.1% Elapsed: 17:34:05 temperature: 0.75 ada_p: No Discriminator_loss: 5.75818 Generator_loss: 4.63152 
[INFO] 2021-05-04 09:12:29 > Step:   84400 Progress: 42.2% Elapsed: 17:35:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.58523 Generator_loss: 5.64875 
[INFO] 2021-05-04 09:13:42 > Step:   84500 Progress: 42.2% Elapsed: 17:36:30 temperature: 0.75 ada_p: No Discriminator_loss: 5.63497 Generator_loss: 5.57347 
[INFO] 2021-05-04 09:14:54 > Step:   84600 Progress: 42.3% Elapsed: 17:37:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.7844 Generator_loss: 5.54892 
[INFO] 2021-05-04 09:16:07 > Step:   84700 Progress: 42.4% Elapsed: 17:38:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.74769 Generator_loss: 5.56308 
[INFO] 2021-05-04 09:17:21 > Step:   84800 Progress: 42.4% Elapsed: 17:40:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.66373 Generator_loss: 5.4999 
[INFO] 2021-05-04 09:18:34 > Step:   84900 Progress: 42.4% Elapsed: 17:41:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.61481 Generator_loss: 5.77653 
[INFO] 2021-05-04 09:19:46 > Step:   85000 Progress: 42.5% Elapsed: 17:42:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.80708 Generator_loss: 5.66572 
[INFO] 2021-05-04 09:21:00 > Step:   85100 Progress: 42.5% Elapsed: 17:43:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.58841 Generator_loss: 5.53908 
[INFO] 2021-05-04 09:22:13 > Step:   85200 Progress: 42.6% Elapsed: 17:45:01 temperature: 0.75 ada_p: No Discriminator_loss: 5.64069 Generator_loss: 5.47973 
[INFO] 2021-05-04 09:23:26 > Step:   85300 Progress: 42.6% Elapsed: 17:46:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.77615 Generator_loss: 4.58088 
[INFO] 2021-05-04 09:24:39 > Step:   85400 Progress: 42.7% Elapsed: 17:47:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.63733 Generator_loss: 4.29109 
[INFO] 2021-05-04 09:25:52 > Step:   85500 Progress: 42.8% Elapsed: 17:48:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.87745 Generator_loss: 5.41458 
[INFO] 2021-05-04 09:27:05 > Step:   85600 Progress: 42.8% Elapsed: 17:49:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.74572 Generator_loss: 5.60785 
[INFO] 2021-05-04 09:28:18 > Step:   85700 Progress: 42.9% Elapsed: 17:51:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.75983 Generator_loss: 5.60236 
[INFO] 2021-05-04 09:29:31 > Step:   85800 Progress: 42.9% Elapsed: 17:52:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.79073 Generator_loss: 5.39141 
[INFO] 2021-05-04 09:30:43 > Step:   85900 Progress: 43.0% Elapsed: 17:53:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.86595 Generator_loss: 5.63377 
[INFO] 2021-05-04 09:31:56 > Step:   86000 Progress: 43.0% Elapsed: 17:54:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.75793 Generator_loss: 5.46524 
[INFO] 2021-05-04 09:31:56 > Start Evaluation (86000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 09:31:56 > Calculating FID Score....
[INFO] 2021-05-04 09:32:09 > Calculating Inception Score....
[INFO] 2021-05-04 09:32:11 > Calculate F_beta Score....
[INFO] 2021-05-04 09:32:27 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 09:32:27 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 09:32:28 > Calculate Accuracies....
[INFO] 2021-05-04 09:32:30 > Calculate Accuracies....
[INFO] 2021-05-04 09:32:32 > F_8 score (Step: 86000, Using valid images): 0.9626602772922037
[INFO] 2021-05-04 09:32:32 > F_1/8 score (Step: 86000, Using valid images): 0.9868008546038175
[INFO] 2021-05-04 09:32:32 > FID score (Step: 86000, Using valid moments): 14.710066363189526
[INFO] 2021-05-04 09:32:32 > Inception score (Step: 86000, 10000 generated images): 19.775955200195312
[INFO] 2021-05-04 09:32:32 > Best FID score (Step: 86000, Using valid moments): 14.710066363189526
[INFO] 2021-05-04 09:32:49 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 09:34:01 > Step:   86100 Progress: 43.0% Elapsed: 17:56:49 temperature: 0.75 ada_p: No Discriminator_loss: 5.67137 Generator_loss: 5.54316 
[INFO] 2021-05-04 09:35:14 > Step:   86200 Progress: 43.1% Elapsed: 17:58:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.63847 Generator_loss: 5.47598 
[INFO] 2021-05-04 09:36:27 > Step:   86300 Progress: 43.1% Elapsed: 17:59:15 temperature: 0.75 ada_p: No Discriminator_loss: 5.85195 Generator_loss: 5.58766 
[INFO] 2021-05-04 09:37:40 > Step:   86400 Progress: 43.2% Elapsed: 18:00:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.58517 Generator_loss: 5.62422 
[INFO] 2021-05-04 09:38:53 > Step:   86500 Progress: 43.2% Elapsed: 18:01:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.65032 Generator_loss: 4.74657 
[INFO] 2021-05-04 09:40:06 > Step:   86600 Progress: 43.3% Elapsed: 18:02:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.73601 Generator_loss: 4.1944 
[INFO] 2021-05-04 09:41:19 > Step:   86700 Progress: 43.4% Elapsed: 18:04:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.63847 Generator_loss: 5.7073 
[INFO] 2021-05-04 09:42:31 > Step:   86800 Progress: 43.4% Elapsed: 18:05:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.85403 Generator_loss: 5.6892 
[INFO] 2021-05-04 09:43:44 > Step:   86900 Progress: 43.5% Elapsed: 18:06:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.60918 Generator_loss: 5.64329 
[INFO] 2021-05-04 09:44:56 > Step:   87000 Progress: 43.5% Elapsed: 18:07:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.60149 Generator_loss: 5.78824 
[INFO] 2021-05-04 09:46:08 > Step:   87100 Progress: 43.5% Elapsed: 18:08:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.83753 Generator_loss: 5.5854 
[INFO] 2021-05-04 09:47:20 > Step:   87200 Progress: 43.6% Elapsed: 18:10:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.62647 Generator_loss: 5.76145 
[INFO] 2021-05-04 09:48:32 > Step:   87300 Progress: 43.6% Elapsed: 18:11:20 temperature: 0.75 ada_p: No Discriminator_loss: 5.6573 Generator_loss: 4.704 
[INFO] 2021-05-04 09:49:46 > Step:   87400 Progress: 43.7% Elapsed: 18:12:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.55643 Generator_loss: 4.46046 
[INFO] 2021-05-04 09:50:58 > Step:   87500 Progress: 43.8% Elapsed: 18:13:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.78647 Generator_loss: 5.43649 
[INFO] 2021-05-04 09:52:11 > Step:   87600 Progress: 43.8% Elapsed: 18:14:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.5986 Generator_loss: 5.72756 
[INFO] 2021-05-04 09:53:24 > Step:   87700 Progress: 43.9% Elapsed: 18:16:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.67351 Generator_loss: 5.54316 
[INFO] 2021-05-04 09:54:37 > Step:   87800 Progress: 43.9% Elapsed: 18:17:25 temperature: 0.75 ada_p: No Discriminator_loss: 5.7614 Generator_loss: 5.51718 
[INFO] 2021-05-04 09:55:50 > Step:   87900 Progress: 44.0% Elapsed: 18:18:38 temperature: 0.75 ada_p: No Discriminator_loss: 5.64537 Generator_loss: 5.57087 
[INFO] 2021-05-04 09:57:02 > Step:   88000 Progress: 44.0% Elapsed: 18:19:50 temperature: 0.75 ada_p: No Discriminator_loss: 5.63517 Generator_loss: 5.46766 
[INFO] 2021-05-04 09:57:02 > Start Evaluation (88000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 09:57:02 > Calculating FID Score....
[INFO] 2021-05-04 09:57:16 > Calculating Inception Score....
[INFO] 2021-05-04 09:57:18 > Calculate F_beta Score....
[INFO] 2021-05-04 09:57:36 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 09:57:36 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 09:57:37 > Calculate Accuracies....
[INFO] 2021-05-04 09:57:39 > Calculate Accuracies....
[INFO] 2021-05-04 09:57:41 > F_8 score (Step: 88000, Using valid images): 0.9671800964389446
[INFO] 2021-05-04 09:57:41 > F_1/8 score (Step: 88000, Using valid images): 0.9884211671885123
[INFO] 2021-05-04 09:57:41 > FID score (Step: 88000, Using valid moments): 14.6667575469246
[INFO] 2021-05-04 09:57:41 > Inception score (Step: 88000, 10000 generated images): 19.45476722717285
[INFO] 2021-05-04 09:57:41 > Best FID score (Step: 88000, Using valid moments): 14.6667575469246
[INFO] 2021-05-04 09:57:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 09:59:09 > Step:   88100 Progress: 44.0% Elapsed: 18:21:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.62692 Generator_loss: 4.4193 
[INFO] 2021-05-04 10:00:21 > Step:   88200 Progress: 44.1% Elapsed: 18:23:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.64423 Generator_loss: 4.8289 
[INFO] 2021-05-04 10:01:33 > Step:   88300 Progress: 44.1% Elapsed: 18:24:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.76607 Generator_loss: 4.69419 
[INFO] 2021-05-04 10:02:46 > Step:   88400 Progress: 44.2% Elapsed: 18:25:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.612 Generator_loss: 4.60517 
[INFO] 2021-05-04 10:03:58 > Step:   88500 Progress: 44.2% Elapsed: 18:26:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.68183 Generator_loss: 4.53664 
[INFO] 2021-05-04 10:05:10 > Step:   88600 Progress: 44.3% Elapsed: 18:27:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.62083 Generator_loss: 4.39224 
[INFO] 2021-05-04 10:06:23 > Step:   88700 Progress: 44.4% Elapsed: 18:29:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.75828 Generator_loss: 5.06172 
[INFO] 2021-05-04 10:07:35 > Step:   88800 Progress: 44.4% Elapsed: 18:30:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.6735 Generator_loss: 4.36526 
[INFO] 2021-05-04 10:08:47 > Step:   88900 Progress: 44.5% Elapsed: 18:31:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.7075 Generator_loss: 4.75807 
[INFO] 2021-05-04 10:10:00 > Step:   89000 Progress: 44.5% Elapsed: 18:32:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.54556 Generator_loss: 4.46837 
[INFO] 2021-05-04 10:11:12 > Step:   89100 Progress: 44.5% Elapsed: 18:34:00 temperature: 0.75 ada_p: No Discriminator_loss: 5.57503 Generator_loss: 4.47383 
[INFO] 2021-05-04 10:12:24 > Step:   89200 Progress: 44.6% Elapsed: 18:35:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.72567 Generator_loss: 4.2094 
[INFO] 2021-05-04 10:13:36 > Step:   89300 Progress: 44.6% Elapsed: 18:36:24 temperature: 0.75 ada_p: No Discriminator_loss: 5.67565 Generator_loss: 4.55821 
[INFO] 2021-05-04 10:14:49 > Step:   89400 Progress: 44.7% Elapsed: 18:37:37 temperature: 0.75 ada_p: No Discriminator_loss: 5.63093 Generator_loss: 4.39053 
[INFO] 2021-05-04 10:16:03 > Step:   89500 Progress: 44.8% Elapsed: 18:38:51 temperature: 0.75 ada_p: No Discriminator_loss: 5.5616 Generator_loss: 4.36006 
[INFO] 2021-05-04 10:17:15 > Step:   89600 Progress: 44.8% Elapsed: 18:40:03 temperature: 0.75 ada_p: No Discriminator_loss: 5.5938 Generator_loss: 4.40742 
[INFO] 2021-05-04 10:18:27 > Step:   89700 Progress: 44.9% Elapsed: 18:41:15 temperature: 0.75 ada_p: No Discriminator_loss: 5.5838 Generator_loss: 5.37805 
[INFO] 2021-05-04 10:19:40 > Step:   89800 Progress: 44.9% Elapsed: 18:42:28 temperature: 0.75 ada_p: No Discriminator_loss: 5.74839 Generator_loss: 5.59415 
[INFO] 2021-05-04 10:20:53 > Step:   89900 Progress: 45.0% Elapsed: 18:43:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.73694 Generator_loss: 5.53122 
[INFO] 2021-05-04 10:22:05 > Step:   90000 Progress: 45.0% Elapsed: 18:44:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.73258 Generator_loss: 5.50206 
[INFO] 2021-05-04 10:22:06 > Start Evaluation (90000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 10:22:06 > Calculating FID Score....
[INFO] 2021-05-04 10:22:19 > Calculating Inception Score....
[INFO] 2021-05-04 10:22:22 > Calculate F_beta Score....
[INFO] 2021-05-04 10:22:36 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 10:22:37 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 10:22:37 > Calculate Accuracies....
[INFO] 2021-05-04 10:22:40 > Calculate Accuracies....
[INFO] 2021-05-04 10:22:41 > F_8 score (Step: 90000, Using valid images): 0.9670868218711597
[INFO] 2021-05-04 10:22:41 > F_1/8 score (Step: 90000, Using valid images): 0.9880219474478124
[INFO] 2021-05-04 10:22:41 > FID score (Step: 90000, Using valid moments): 14.505889327585464
[INFO] 2021-05-04 10:22:41 > Inception score (Step: 90000, 10000 generated images): 19.543344497680664
[INFO] 2021-05-04 10:22:41 > Best FID score (Step: 90000, Using valid moments): 14.505889327585464
[INFO] 2021-05-04 10:22:57 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 10:24:10 > Step:   90100 Progress: 45.1% Elapsed: 18:46:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.86373 Generator_loss: 5.70486 
[INFO] 2021-05-04 10:25:23 > Step:   90200 Progress: 45.1% Elapsed: 18:48:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.84964 Generator_loss: 5.52542 
[INFO] 2021-05-04 10:26:35 > Step:   90300 Progress: 45.1% Elapsed: 18:49:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.67016 Generator_loss: 4.4573 
[INFO] 2021-05-04 10:27:48 > Step:   90400 Progress: 45.2% Elapsed: 18:50:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.81145 Generator_loss: 4.90561 
[INFO] 2021-05-04 10:29:00 > Step:   90500 Progress: 45.2% Elapsed: 18:51:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.71725 Generator_loss: 4.60296 
[INFO] 2021-05-04 10:30:14 > Step:   90600 Progress: 45.3% Elapsed: 18:53:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.68077 Generator_loss: 4.56049 
[INFO] 2021-05-04 10:31:27 > Step:   90700 Progress: 45.4% Elapsed: 18:54:15 temperature: 0.75 ada_p: No Discriminator_loss: 5.64515 Generator_loss: 4.78351 
[INFO] 2021-05-04 10:32:39 > Step:   90800 Progress: 45.4% Elapsed: 18:55:27 temperature: 0.75 ada_p: No Discriminator_loss: 5.51887 Generator_loss: 4.46533 
[INFO] 2021-05-04 10:33:52 > Step:   90900 Progress: 45.5% Elapsed: 18:56:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.65943 Generator_loss: 4.84099 
[INFO] 2021-05-04 10:35:05 > Step:   91000 Progress: 45.5% Elapsed: 18:57:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.65113 Generator_loss: 4.47159 
[INFO] 2021-05-04 10:36:18 > Step:   91100 Progress: 45.6% Elapsed: 18:59:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.73064 Generator_loss: 5.41903 
[INFO] 2021-05-04 10:37:31 > Step:   91200 Progress: 45.6% Elapsed: 19:00:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.73852 Generator_loss: 5.70565 
[INFO] 2021-05-04 10:38:44 > Step:   91300 Progress: 45.6% Elapsed: 19:01:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.76 Generator_loss: 5.63598 
[INFO] 2021-05-04 10:39:57 > Step:   91400 Progress: 45.7% Elapsed: 19:02:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.64611 Generator_loss: 5.65272 
[INFO] 2021-05-04 10:41:10 > Step:   91500 Progress: 45.8% Elapsed: 19:03:58 temperature: 0.75 ada_p: No Discriminator_loss: 5.87848 Generator_loss: 5.65555 
[INFO] 2021-05-04 10:42:23 > Step:   91600 Progress: 45.8% Elapsed: 19:05:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.63793 Generator_loss: 5.67306 
[INFO] 2021-05-04 10:43:35 > Step:   91700 Progress: 45.9% Elapsed: 19:06:23 temperature: 0.75 ada_p: No Discriminator_loss: 5.89659 Generator_loss: 5.41811 
[INFO] 2021-05-04 10:44:48 > Step:   91800 Progress: 45.9% Elapsed: 19:07:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.66725 Generator_loss: 5.53218 
[INFO] 2021-05-04 10:46:01 > Step:   91900 Progress: 46.0% Elapsed: 19:08:49 temperature: 0.75 ada_p: No Discriminator_loss: 5.7396 Generator_loss: 5.57217 
[INFO] 2021-05-04 10:47:14 > Step:   92000 Progress: 46.0% Elapsed: 19:10:02 temperature: 0.75 ada_p: No Discriminator_loss: 5.66903 Generator_loss: 4.74751 
[INFO] 2021-05-04 10:47:14 > Start Evaluation (92000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 10:47:14 > Calculating FID Score....
[INFO] 2021-05-04 10:47:27 > Calculating Inception Score....
[INFO] 2021-05-04 10:47:30 > Calculate F_beta Score....
[INFO] 2021-05-04 10:47:45 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 10:47:46 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 10:47:46 > Calculate Accuracies....
[INFO] 2021-05-04 10:47:49 > Calculate Accuracies....
[INFO] 2021-05-04 10:47:50 > F_8 score (Step: 92000, Using valid images): 0.9675674298885196
[INFO] 2021-05-04 10:47:50 > F_1/8 score (Step: 92000, Using valid images): 0.9881713939927216
[INFO] 2021-05-04 10:47:50 > FID score (Step: 92000, Using valid moments): 14.487722085722964
[INFO] 2021-05-04 10:47:50 > Inception score (Step: 92000, 10000 generated images): 19.883934020996094
[INFO] 2021-05-04 10:47:50 > Best FID score (Step: 92000, Using valid moments): 14.487722085722964
[INFO] 2021-05-04 10:48:06 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 10:49:19 > Step:   92100 Progress: 46.1% Elapsed: 19:12:07 temperature: 0.75 ada_p: No Discriminator_loss: 5.62716 Generator_loss: 4.70401 
[INFO] 2021-05-04 10:50:32 > Step:   92200 Progress: 46.1% Elapsed: 19:13:20 temperature: 0.75 ada_p: No Discriminator_loss: 5.55423 Generator_loss: 4.59888 
[INFO] 2021-05-04 10:51:44 > Step:   92300 Progress: 46.2% Elapsed: 19:14:32 temperature: 0.75 ada_p: No Discriminator_loss: 5.65316 Generator_loss: 4.49818 
[INFO] 2021-05-04 10:52:56 > Step:   92400 Progress: 46.2% Elapsed: 19:15:44 temperature: 0.75 ada_p: No Discriminator_loss: 5.59876 Generator_loss: 4.32563 
[INFO] 2021-05-04 10:54:08 > Step:   92500 Progress: 46.2% Elapsed: 19:16:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.62157 Generator_loss: 4.58925 
[INFO] 2021-05-04 10:55:20 > Step:   92600 Progress: 46.3% Elapsed: 19:18:08 temperature: 0.75 ada_p: No Discriminator_loss: 5.7141 Generator_loss: 4.54632 
[INFO] 2021-05-04 10:56:32 > Step:   92700 Progress: 46.4% Elapsed: 19:19:21 temperature: 0.75 ada_p: No Discriminator_loss: 5.69667 Generator_loss: 4.56431 
[INFO] 2021-05-04 10:57:45 > Step:   92800 Progress: 46.4% Elapsed: 19:20:33 temperature: 0.75 ada_p: No Discriminator_loss: 5.77729 Generator_loss: 5.52828 
[INFO] 2021-05-04 10:58:57 > Step:   92900 Progress: 46.5% Elapsed: 19:21:45 temperature: 0.75 ada_p: No Discriminator_loss: 5.57897 Generator_loss: 5.53785 
[INFO] 2021-05-04 11:00:09 > Step:   93000 Progress: 46.5% Elapsed: 19:22:57 temperature: 0.75 ada_p: No Discriminator_loss: 5.61585 Generator_loss: 5.72545 
[INFO] 2021-05-04 11:01:21 > Step:   93100 Progress: 46.6% Elapsed: 19:24:10 temperature: 0.75 ada_p: No Discriminator_loss: 5.66979 Generator_loss: 5.63864 
[INFO] 2021-05-04 11:02:34 > Step:   93200 Progress: 46.6% Elapsed: 19:25:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.60065 Generator_loss: 5.68634 
[INFO] 2021-05-04 11:03:46 > Step:   93300 Progress: 46.7% Elapsed: 19:26:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.63392 Generator_loss: 5.6363 
[INFO] 2021-05-04 11:04:58 > Step:   93400 Progress: 46.7% Elapsed: 19:27:46 temperature: 0.75 ada_p: No Discriminator_loss: 5.72996 Generator_loss: 5.47956 
[INFO] 2021-05-04 11:06:11 > Step:   93500 Progress: 46.8% Elapsed: 19:28:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.61072 Generator_loss: 5.5337 
[INFO] 2021-05-04 11:07:24 > Step:   93600 Progress: 46.8% Elapsed: 19:30:12 temperature: 0.75 ada_p: No Discriminator_loss: 5.70871 Generator_loss: 5.59203 
[INFO] 2021-05-04 11:08:37 > Step:   93700 Progress: 46.9% Elapsed: 19:31:25 temperature: 0.75 ada_p: No Discriminator_loss: 5.55536 Generator_loss: 5.63366 
[INFO] 2021-05-04 11:09:50 > Step:   93800 Progress: 46.9% Elapsed: 19:32:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.56595 Generator_loss: 5.74042 
[INFO] 2021-05-04 11:11:03 > Step:   93900 Progress: 46.9% Elapsed: 19:33:51 temperature: 0.75 ada_p: No Discriminator_loss: 5.86721 Generator_loss: 5.37369 
[INFO] 2021-05-04 11:12:16 > Step:   94000 Progress: 47.0% Elapsed: 19:35:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.73467 Generator_loss: 5.51988 
[INFO] 2021-05-04 11:12:16 > Start Evaluation (94000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 11:12:16 > Calculating FID Score....
[INFO] 2021-05-04 11:12:29 > Calculating Inception Score....
[INFO] 2021-05-04 11:12:32 > Calculate F_beta Score....
[INFO] 2021-05-04 11:12:47 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 11:12:48 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 11:12:48 > Calculate Accuracies....
[INFO] 2021-05-04 11:12:51 > Calculate Accuracies....
[INFO] 2021-05-04 11:12:52 > F_8 score (Step: 94000, Using valid images): 0.9711891418085092
[INFO] 2021-05-04 11:12:52 > F_1/8 score (Step: 94000, Using valid images): 0.9871063402596786
[INFO] 2021-05-04 11:12:52 > FID score (Step: 94000, Using valid moments): 14.648371085925362
[INFO] 2021-05-04 11:12:52 > Inception score (Step: 94000, 10000 generated images): 20.11576271057129
[INFO] 2021-05-04 11:12:52 > Best FID score (Step: 92000, Using valid moments): 14.487722085722964
[INFO] 2021-05-04 11:13:00 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 11:14:13 > Step:   94100 Progress: 47.0% Elapsed: 19:37:01 temperature: 0.75 ada_p: No Discriminator_loss: 5.80837 Generator_loss: 5.53316 
[INFO] 2021-05-04 11:15:26 > Step:   94200 Progress: 47.1% Elapsed: 19:38:14 temperature: 0.75 ada_p: No Discriminator_loss: 5.61293 Generator_loss: 5.7474 
[INFO] 2021-05-04 11:16:38 > Step:   94300 Progress: 47.1% Elapsed: 19:39:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.57415 Generator_loss: 5.5461 
[INFO] 2021-05-04 11:17:50 > Step:   94400 Progress: 47.2% Elapsed: 19:40:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.73844 Generator_loss: 4.47501 
[INFO] 2021-05-04 11:19:02 > Step:   94500 Progress: 47.2% Elapsed: 19:41:51 temperature: 0.75 ada_p: No Discriminator_loss: 5.6354 Generator_loss: 4.62205 
[INFO] 2021-05-04 11:20:15 > Step:   94600 Progress: 47.3% Elapsed: 19:43:03 temperature: 0.75 ada_p: No Discriminator_loss: 5.83392 Generator_loss: 4.385 
[INFO] 2021-05-04 11:21:27 > Step:   94700 Progress: 47.3% Elapsed: 19:44:15 temperature: 0.75 ada_p: No Discriminator_loss: 5.66817 Generator_loss: 4.6173 
[INFO] 2021-05-04 11:22:39 > Step:   94800 Progress: 47.4% Elapsed: 19:45:27 temperature: 0.75 ada_p: No Discriminator_loss: 5.82041 Generator_loss: 5.73307 
[INFO] 2021-05-04 11:23:52 > Step:   94900 Progress: 47.4% Elapsed: 19:46:40 temperature: 0.75 ada_p: No Discriminator_loss: 5.83007 Generator_loss: 5.92855 
[INFO] 2021-05-04 11:25:04 > Step:   95000 Progress: 47.5% Elapsed: 19:47:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.63653 Generator_loss: 4.47774 
[INFO] 2021-05-04 11:26:16 > Step:   95100 Progress: 47.5% Elapsed: 19:49:04 temperature: 0.75 ada_p: No Discriminator_loss: 5.64749 Generator_loss: 4.59505 
[INFO] 2021-05-04 11:27:29 > Step:   95200 Progress: 47.6% Elapsed: 19:50:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.6826 Generator_loss: 4.72957 
[INFO] 2021-05-04 11:28:42 > Step:   95300 Progress: 47.6% Elapsed: 19:51:30 temperature: 0.75 ada_p: No Discriminator_loss: 5.59953 Generator_loss: 4.59186 
[INFO] 2021-05-04 11:29:55 > Step:   95400 Progress: 47.7% Elapsed: 19:52:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.65351 Generator_loss: 4.44438 
[INFO] 2021-05-04 11:31:08 > Step:   95500 Progress: 47.8% Elapsed: 19:53:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.67123 Generator_loss: 4.59002 
[INFO] 2021-05-04 11:32:21 > Step:   95600 Progress: 47.8% Elapsed: 19:55:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.69407 Generator_loss: 4.3604 
[INFO] 2021-05-04 11:33:34 > Step:   95700 Progress: 47.9% Elapsed: 19:56:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.6556 Generator_loss: 5.78272 
[INFO] 2021-05-04 11:34:47 > Step:   95800 Progress: 47.9% Elapsed: 19:57:35 temperature: 0.75 ada_p: No Discriminator_loss: 5.66774 Generator_loss: 5.43365 
[INFO] 2021-05-04 11:36:00 > Step:   95900 Progress: 47.9% Elapsed: 19:58:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.8018 Generator_loss: 5.49817 
[INFO] 2021-05-04 11:37:12 > Step:   96000 Progress: 48.0% Elapsed: 20:00:00 temperature: 0.75 ada_p: No Discriminator_loss: 5.65694 Generator_loss: 5.64546 
[INFO] 2021-05-04 11:37:12 > Start Evaluation (96000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 11:37:12 > Calculating FID Score....
[INFO] 2021-05-04 11:37:26 > Calculating Inception Score....
[INFO] 2021-05-04 11:37:29 > Calculate F_beta Score....
[INFO] 2021-05-04 11:37:44 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 11:37:44 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 11:37:45 > Calculate Accuracies....
[INFO] 2021-05-04 11:37:47 > Calculate Accuracies....
[INFO] 2021-05-04 11:37:49 > F_8 score (Step: 96000, Using valid images): 0.9712953624039152
[INFO] 2021-05-04 11:37:49 > F_1/8 score (Step: 96000, Using valid images): 0.9875778737275026
[INFO] 2021-05-04 11:37:49 > FID score (Step: 96000, Using valid moments): 14.347809502358018
[INFO] 2021-05-04 11:37:49 > Inception score (Step: 96000, 10000 generated images): 20.47870445251465
[INFO] 2021-05-04 11:37:49 > Best FID score (Step: 96000, Using valid moments): 14.347809502358018
[INFO] 2021-05-04 11:38:05 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 11:39:17 > Step:   96100 Progress: 48.0% Elapsed: 20:02:05 temperature: 0.75 ada_p: No Discriminator_loss: 5.63177 Generator_loss: 5.5891 
[INFO] 2021-05-04 11:40:29 > Step:   96200 Progress: 48.1% Elapsed: 20:03:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.63976 Generator_loss: 5.60815 
[INFO] 2021-05-04 11:41:41 > Step:   96300 Progress: 48.1% Elapsed: 20:04:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.7692 Generator_loss: 5.47653 
[INFO] 2021-05-04 11:42:52 > Step:   96400 Progress: 48.2% Elapsed: 20:05:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.7295 Generator_loss: 5.82578 
[INFO] 2021-05-04 11:44:04 > Step:   96500 Progress: 48.2% Elapsed: 20:06:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.66924 Generator_loss: 5.58492 
[INFO] 2021-05-04 11:45:17 > Step:   96600 Progress: 48.3% Elapsed: 20:08:05 temperature: 0.75 ada_p: No Discriminator_loss: 5.77849 Generator_loss: 5.47987 
[INFO] 2021-05-04 11:46:29 > Step:   96700 Progress: 48.4% Elapsed: 20:09:17 temperature: 0.75 ada_p: No Discriminator_loss: 5.68899 Generator_loss: 5.4645 
[INFO] 2021-05-04 11:47:41 > Step:   96800 Progress: 48.4% Elapsed: 20:10:29 temperature: 0.75 ada_p: No Discriminator_loss: 5.72015 Generator_loss: 5.67746 
[INFO] 2021-05-04 11:48:53 > Step:   96900 Progress: 48.4% Elapsed: 20:11:41 temperature: 0.75 ada_p: No Discriminator_loss: 5.64195 Generator_loss: 5.53253 
[INFO] 2021-05-04 11:50:04 > Step:   97000 Progress: 48.5% Elapsed: 20:12:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.64857 Generator_loss: 5.92984 
[INFO] 2021-05-04 11:51:18 > Step:   97100 Progress: 48.5% Elapsed: 20:14:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.56497 Generator_loss: 5.24077 
[INFO] 2021-05-04 11:52:30 > Step:   97200 Progress: 48.6% Elapsed: 20:15:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.65116 Generator_loss: 4.84731 
[INFO] 2021-05-04 11:53:42 > Step:   97300 Progress: 48.6% Elapsed: 20:16:30 temperature: 0.75 ada_p: No Discriminator_loss: 5.85415 Generator_loss: 5.06672 
[INFO] 2021-05-04 11:54:54 > Step:   97400 Progress: 48.7% Elapsed: 20:17:42 temperature: 0.75 ada_p: No Discriminator_loss: 5.65187 Generator_loss: 5.46358 
[INFO] 2021-05-04 11:56:06 > Step:   97500 Progress: 48.8% Elapsed: 20:18:54 temperature: 0.75 ada_p: No Discriminator_loss: 5.56208 Generator_loss: 5.64464 
[INFO] 2021-05-04 11:57:18 > Step:   97600 Progress: 48.8% Elapsed: 20:20:06 temperature: 0.75 ada_p: No Discriminator_loss: 5.67807 Generator_loss: 5.54574 
[INFO] 2021-05-04 11:58:30 > Step:   97700 Progress: 48.9% Elapsed: 20:21:19 temperature: 0.75 ada_p: No Discriminator_loss: 5.66203 Generator_loss: 5.58458 
[INFO] 2021-05-04 11:59:42 > Step:   97800 Progress: 48.9% Elapsed: 20:22:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.68749 Generator_loss: 5.73631 
[INFO] 2021-05-04 12:00:54 > Step:   97900 Progress: 48.9% Elapsed: 20:23:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.60369 Generator_loss: 5.74574 
[INFO] 2021-05-04 12:02:07 > Step:   98000 Progress: 49.0% Elapsed: 20:24:55 temperature: 0.75 ada_p: No Discriminator_loss: 5.57557 Generator_loss: 5.59547 
[INFO] 2021-05-04 12:02:07 > Start Evaluation (98000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 12:02:07 > Calculating FID Score....
[INFO] 2021-05-04 12:02:20 > Calculating Inception Score....
[INFO] 2021-05-04 12:02:23 > Calculate F_beta Score....
[INFO] 2021-05-04 12:02:39 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 12:02:39 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 12:02:39 > Calculate Accuracies....
[INFO] 2021-05-04 12:02:42 > Calculate Accuracies....
[INFO] 2021-05-04 12:02:43 > F_8 score (Step: 98000, Using valid images): 0.9718916359639445
[INFO] 2021-05-04 12:02:43 > F_1/8 score (Step: 98000, Using valid images): 0.9894842381896854
[INFO] 2021-05-04 12:02:43 > FID score (Step: 98000, Using valid moments): 14.462139572209878
[INFO] 2021-05-04 12:02:43 > Inception score (Step: 98000, 10000 generated images): 20.95988655090332
[INFO] 2021-05-04 12:02:43 > Best FID score (Step: 96000, Using valid moments): 14.347809502358018
[INFO] 2021-05-04 12:02:51 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 12:04:04 > Step:   98100 Progress: 49.0% Elapsed: 20:26:53 temperature: 0.75 ada_p: No Discriminator_loss: 5.60085 Generator_loss: 5.46517 
[INFO] 2021-05-04 12:05:17 > Step:   98200 Progress: 49.1% Elapsed: 20:28:05 temperature: 0.75 ada_p: No Discriminator_loss: 6.03518 Generator_loss: 5.44123 
[INFO] 2021-05-04 12:06:30 > Step:   98300 Progress: 49.1% Elapsed: 20:29:18 temperature: 0.75 ada_p: No Discriminator_loss: 5.46902 Generator_loss: 5.37274 
[INFO] 2021-05-04 12:07:43 > Step:   98400 Progress: 49.2% Elapsed: 20:30:31 temperature: 0.75 ada_p: No Discriminator_loss: 5.65444 Generator_loss: 5.51265 
[INFO] 2021-05-04 12:08:55 > Step:   98500 Progress: 49.2% Elapsed: 20:31:43 temperature: 0.75 ada_p: No Discriminator_loss: 5.66166 Generator_loss: 5.62614 
[INFO] 2021-05-04 12:10:08 > Step:   98600 Progress: 49.3% Elapsed: 20:32:56 temperature: 0.75 ada_p: No Discriminator_loss: 5.57212 Generator_loss: 5.77738 
[INFO] 2021-05-04 12:11:21 > Step:   98700 Progress: 49.4% Elapsed: 20:34:09 temperature: 0.75 ada_p: No Discriminator_loss: 5.5056 Generator_loss: 5.51422 
[INFO] 2021-05-04 12:12:34 > Step:   98800 Progress: 49.4% Elapsed: 20:35:22 temperature: 0.75 ada_p: No Discriminator_loss: 5.6598 Generator_loss: 5.54608 
[INFO] 2021-05-04 12:13:46 > Step:   98900 Progress: 49.5% Elapsed: 20:36:34 temperature: 0.75 ada_p: No Discriminator_loss: 5.70426 Generator_loss: 5.17735 
[INFO] 2021-05-04 12:14:59 > Step:   99000 Progress: 49.5% Elapsed: 20:37:47 temperature: 0.75 ada_p: No Discriminator_loss: 5.49589 Generator_loss: 4.79192 
[INFO] 2021-05-04 12:16:11 > Step:   99100 Progress: 49.5% Elapsed: 20:38:59 temperature: 0.75 ada_p: No Discriminator_loss: 5.67255 Generator_loss: 4.52977 
[INFO] 2021-05-04 12:17:23 > Step:   99200 Progress: 49.6% Elapsed: 20:40:11 temperature: 0.75 ada_p: No Discriminator_loss: 5.76723 Generator_loss: 4.63033 
[INFO] 2021-05-04 12:18:36 > Step:   99300 Progress: 49.6% Elapsed: 20:41:24 temperature: 0.75 ada_p: No Discriminator_loss: 5.70243 Generator_loss: 4.66294 
[INFO] 2021-05-04 12:19:47 > Step:   99400 Progress: 49.7% Elapsed: 20:42:36 temperature: 0.75 ada_p: No Discriminator_loss: 5.57575 Generator_loss: 4.55013 
[INFO] 2021-05-04 12:21:00 > Step:   99500 Progress: 49.8% Elapsed: 20:43:48 temperature: 0.75 ada_p: No Discriminator_loss: 5.69406 Generator_loss: 4.58137 
[INFO] 2021-05-04 12:22:12 > Step:   99600 Progress: 49.8% Elapsed: 20:45:00 temperature: 0.75 ada_p: No Discriminator_loss: 5.65181 Generator_loss: 4.4087 
[INFO] 2021-05-04 12:23:25 > Step:   99700 Progress: 49.9% Elapsed: 20:46:13 temperature: 0.75 ada_p: No Discriminator_loss: 5.56476 Generator_loss: 4.63672 
[INFO] 2021-05-04 12:24:38 > Step:   99800 Progress: 49.9% Elapsed: 20:47:26 temperature: 0.75 ada_p: No Discriminator_loss: 5.71618 Generator_loss: 4.72713 
[INFO] 2021-05-04 12:25:51 > Step:   99900 Progress: 50.0% Elapsed: 20:48:39 temperature: 0.75 ada_p: No Discriminator_loss: 5.58661 Generator_loss: 4.65519 
[INFO] 2021-05-04 12:27:04 > Step:  100000 Progress: 50.0% Elapsed: 20:49:52 temperature: 0.75 ada_p: No Discriminator_loss: 5.68314 Generator_loss: 4.49907 
[INFO] 2021-05-04 12:27:04 > Start Evaluation (100000 Step): CCMGAN-train-2021_05_03_15_36_29
[INFO] 2021-05-04 12:27:04 > Calculating FID Score....
[INFO] 2021-05-04 12:27:17 > Calculating Inception Score....
[INFO] 2021-05-04 12:27:20 > Calculate F_beta Score....
[INFO] 2021-05-04 12:27:35 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/pr_curve.png
[INFO] 2021-05-04 12:27:35 > Save image to ./figures/CCMGAN-train-2021_05_03_15_36_29/sim_heatmap.png
[INFO] 2021-05-04 12:27:36 > Calculate Accuracies....
[INFO] 2021-05-04 12:27:38 > Calculate Accuracies....
[INFO] 2021-05-04 12:27:40 > F_8 score (Step: 100000, Using valid images): 0.971921496222747
[INFO] 2021-05-04 12:27:40 > F_1/8 score (Step: 100000, Using valid images): 0.9870088806851683
[INFO] 2021-05-04 12:27:40 > FID score (Step: 100000, Using valid moments): 14.433513841388503
[INFO] 2021-05-04 12:27:40 > Inception score (Step: 100000, 10000 generated images): 20.840085983276367
[INFO] 2021-05-04 12:27:40 > Best FID score (Step: 96000, Using valid moments): 14.347809502358018
[INFO] 2021-05-04 12:27:48 > Save model to checkpoints/CCMGAN-train-2021_05_03_15_36_29