Path: blob/master/logs/IMAGENET/CCMGAN256-train-2021_04_30_19_04_27.log
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[INFO] 2021-04-30 19:04:27 > Run name : CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 19:04:27 > {
"config_path": "src/configs/ILSVRC2012/CCMGAN256.json",
"checkpoint_folder": null,
"load_current": false,
"log_output_path": null,
"distributed_data_parallel": false,
"nodes": 1,
"nr": 0,
"seed": 2744,
"num_workers": 8,
"synchronized_bn": true,
"mixed_precision": false,
"LARS_optimizer": false,
"disable_debugging_API": true,
"reduce_train_dataset": 1.0,
"bn_stat_OnTheFly": false,
"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] 2021-04-30 19:04:27 > {
"data_processing": {
"dataset_name": "imagenet",
"data_path": "./data/ILSVRC2012",
"img_size": 128,
"num_classes": 1000,
"batch_size4prcsing": 256,
"chunk_size": 500,
"compression": false
},
"train": {
"model": {
"architecture": "big_resnet",
"conditional_strategy": "CCMGAN",
"pos_collected_numerator": false,
"hypersphere_dim": 2048,
"bottleneck_dim": 512,
"nonlinear_embed": false,
"normalize_embed": true,
"g_spectral_norm": true,
"d_spectral_norm": true,
"activation_fn": "ReLU",
"attention": true,
"attention_after_nth_gen_block": 4,
"attention_after_nth_dis_block": 1,
"z_dim": 120,
"shared_dim": 128,
"g_conv_dim": 96,
"d_conv_dim": 96,
"G_depth": "N/A",
"D_depth": "N/A"
},
"optimization": {
"optimizer": "Adam",
"batch_size": 256,
"accumulation_steps": 1,
"d_lr": 0.0002,
"g_lr": 5e-05,
"momentum": "N/A",
"nesterov": "N/A",
"alpha": "N/A",
"beta1": 0.0,
"beta2": 0.999,
"g_steps_per_iter": 1,
"d_steps_per_iter": 2,
"total_step": 200000
},
"loss_function": {
"adv_loss": "hinge",
"contrastive_lambda": 1.0,
"margin": 0.98,
"tempering_type": "constant",
"tempering_step": "N/A",
"start_temperature": 0.5,
"end_temperature": 0.5,
"weight_clipping_for_dis": false,
"weight_clipping_bound": "N/A",
"gradient_penalty_for_dis": false,
"gradient_penalty_lambda": "N/A",
"deep_regret_analysis_for_dis": false,
"regret_penalty_lambda": "N/A",
"cr": false,
"cr_lambda": "N/A",
"bcr": false,
"real_lambda": "N/A",
"fake_lambda": "N/A",
"zcr": false,
"gen_lambda": "N/A",
"dis_lambda": "N/A",
"sigma_noise": "N/A"
},
"initialization": {
"g_init": "ortho",
"d_init": "ortho"
},
"training_and_sampling_setting": {
"random_flip_preprocessing": true,
"diff_aug": false,
"ada": false,
"ada_target": "N/A",
"ada_length": "N/A",
"prior": "gaussian",
"truncated_factor": 1,
"latent_op": false,
"latent_op_rate": "N/A",
"latent_op_step": "N/A",
"latent_op_step4eval": "N/A",
"latent_op_alpha": "N/A",
"latent_op_beta": "N/A",
"latent_norm_reg_weight": "N/A",
"ema": true,
"ema_decay": 0.9999,
"ema_start": 20000
}
}
}
[INFO] 2021-04-30 19:04:27 > Load train datasets...
[INFO] 2021-04-30 19:13:25 > Train dataset size : 1281167
[INFO] 2021-04-30 19:13:25 > Load valid datasets...
[INFO] 2021-04-30 19:13:40 > Eval dataset size : 50000
[INFO] 2021-04-30 19:13:40 > Build model...
[INFO] 2021-04-30 19:13:40 > Modules are located on models.big_resnet.
[INFO] 2021-04-30 19:14:11 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-04-30 19:14:11 > Number of parameters: 70433988
[INFO] 2021-04-30 19:14:11 > Generator(
(linear0): Linear(in_features=20, out_features=24576, bias=True)
(shared): Embedding(1000, 128)
(blocks): ModuleList(
(0): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=1536, bias=False)
(bias): Linear(in_features=148, out_features=1536, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=1536, bias=False)
(bias): Linear(in_features=148, out_features=1536, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1536, 1536, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(1): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=1536, bias=False)
(bias): Linear(in_features=148, out_features=1536, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=768, bias=False)
(bias): Linear(in_features=148, out_features=768, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(1536, 768, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(1536, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(2): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=768, bias=False)
(bias): Linear(in_features=148, out_features=768, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(768, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(768, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(3): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=384, bias=False)
(bias): Linear(in_features=148, out_features=384, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=192, bias=False)
(bias): Linear(in_features=148, out_features=192, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
(4): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(5): ModuleList(
(0): GenBlock(
(bn1): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=192, bias=False)
(bias): Linear(in_features=148, out_features=192, bias=False)
)
(bn2): ConditionalBatchNorm2d_for_skip_and_shared(
(bn): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
(gain): Linear(in_features=148, out_features=96, bias=False)
(bias): Linear(in_features=148, out_features=96, bias=False)
)
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
)
)
)
(bn4): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
(activation): ReLU(inplace=True)
(conv2d5): Conv2d(96, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(tanh): Tanh()
)
[INFO] 2021-04-30 19:14:11 > Number of parameters: 93741858
[INFO] 2021-04-30 19:14:11 > Discriminator(
(blocks): ModuleList(
(0): ModuleList(
(0): DiscOptBlock(
(conv2d0): Conv2d(3, 96, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(3, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(activation): ReLU(inplace=True)
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(1): ModuleList(
(0): Self_Attn(
(conv1x1_theta): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_phi): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_g): Conv2d(96, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
(conv1x1_attn): Conv2d(48, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
(maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
(softmax): Softmax(dim=-1)
)
)
(2): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(96, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(3): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(4): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(384, 768, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(384, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(5): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d0): Conv2d(768, 1536, kernel_size=(1, 1), stride=(1, 1))
(conv2d1): Conv2d(768, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
(6): ModuleList(
(0): DiscBlock(
(activation): ReLU(inplace=True)
(conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
)
)
)
(activation): ReLU(inplace=True)
(linear1): Linear(in_features=1536, out_features=1, bias=True)
(linear2): Linear(in_features=1536, out_features=2048, bias=True)
(convert_head0): Linear(in_features=2048, out_features=512, bias=True)
(convert_head1): Linear(in_features=512, out_features=2048, bias=True)
(embedding): Embedding(1000, 2048)
)
[INFO] 2021-04-30 19:14:15 > Start training....
[INFO] 2021-04-30 19:17:15 > Step: 100 Progress: 0.1% Elapsed: 0:03:00 temperature: 0.5 ada_p: No Discriminator_loss: 7.96838 Generator_loss: 6.3704
[INFO] 2021-04-30 19:19:54 > Step: 200 Progress: 0.1% Elapsed: 0:05:39 temperature: 0.5 ada_p: No Discriminator_loss: 7.54567 Generator_loss: 5.78524
[INFO] 2021-04-30 19:22:31 > Step: 300 Progress: 0.1% Elapsed: 0:08:16 temperature: 0.5 ada_p: No Discriminator_loss: 7.64929 Generator_loss: 6.0321
[INFO] 2021-04-30 19:25:09 > Step: 400 Progress: 0.2% Elapsed: 0:10:54 temperature: 0.5 ada_p: No Discriminator_loss: 6.97179 Generator_loss: 6.69158
[INFO] 2021-04-30 19:27:47 > Step: 500 Progress: 0.2% Elapsed: 0:13:32 temperature: 0.5 ada_p: No Discriminator_loss: 6.78386 Generator_loss: 5.11158
[INFO] 2021-04-30 19:30:25 > Step: 600 Progress: 0.3% Elapsed: 0:16:10 temperature: 0.5 ada_p: No Discriminator_loss: 6.4386 Generator_loss: 6.66342
[INFO] 2021-04-30 19:33:02 > Step: 700 Progress: 0.4% Elapsed: 0:18:47 temperature: 0.5 ada_p: No Discriminator_loss: 6.35935 Generator_loss: 6.62913
[INFO] 2021-04-30 19:35:40 > Step: 800 Progress: 0.4% Elapsed: 0:21:25 temperature: 0.5 ada_p: No Discriminator_loss: 6.45151 Generator_loss: 6.57497
[INFO] 2021-04-30 19:38:18 > Step: 900 Progress: 0.4% Elapsed: 0:24:03 temperature: 0.5 ada_p: No Discriminator_loss: 6.79709 Generator_loss: 6.60747
[INFO] 2021-04-30 19:40:56 > Step: 1000 Progress: 0.5% Elapsed: 0:26:41 temperature: 0.5 ada_p: No Discriminator_loss: 6.26147 Generator_loss: 6.48035
[INFO] 2021-04-30 19:43:34 > Step: 1100 Progress: 0.5% Elapsed: 0:29:19 temperature: 0.5 ada_p: No Discriminator_loss: 6.38966 Generator_loss: 6.2511
[INFO] 2021-04-30 19:46:12 > Step: 1200 Progress: 0.6% Elapsed: 0:31:57 temperature: 0.5 ada_p: No Discriminator_loss: 6.73942 Generator_loss: 6.74895
[INFO] 2021-04-30 19:48:50 > Step: 1300 Progress: 0.7% Elapsed: 0:34:35 temperature: 0.5 ada_p: No Discriminator_loss: 6.68653 Generator_loss: 5.60105
[INFO] 2021-04-30 19:51:28 > Step: 1400 Progress: 0.7% Elapsed: 0:37:13 temperature: 0.5 ada_p: No Discriminator_loss: 6.92909 Generator_loss: 5.77418
[INFO] 2021-04-30 19:54:06 > Step: 1500 Progress: 0.8% Elapsed: 0:39:51 temperature: 0.5 ada_p: No Discriminator_loss: 6.41457 Generator_loss: 6.35288
[INFO] 2021-04-30 19:56:44 > Step: 1600 Progress: 0.8% Elapsed: 0:42:29 temperature: 0.5 ada_p: No Discriminator_loss: 6.79781 Generator_loss: 6.4413
[INFO] 2021-04-30 19:59:22 > Step: 1700 Progress: 0.9% Elapsed: 0:45:06 temperature: 0.5 ada_p: No Discriminator_loss: 6.30664 Generator_loss: 6.64572
[INFO] 2021-04-30 20:02:00 > Step: 1800 Progress: 0.9% Elapsed: 0:47:45 temperature: 0.5 ada_p: No Discriminator_loss: 6.65158 Generator_loss: 6.54299
[INFO] 2021-04-30 20:04:38 > Step: 1900 Progress: 0.9% Elapsed: 0:50:23 temperature: 0.5 ada_p: No Discriminator_loss: 6.39231 Generator_loss: 7.0723
[INFO] 2021-04-30 20:07:17 > Step: 2000 Progress: 1.0% Elapsed: 0:53:02 temperature: 0.5 ada_p: No Discriminator_loss: 6.26743 Generator_loss: 6.81256
[INFO] 2021-04-30 20:07:17 > Start Evaluation (2000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 20:07:17 > Calculating FID Score....
[INFO] 2021-04-30 20:08:06 > Calculating Inception Score....
[INFO] 2021-04-30 20:08:36 > Calculate F_beta Score....
[INFO] 2021-04-30 20:10:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-04-30 20:10:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-04-30 20:10:20 > Calculate Accuracies....
[INFO] 2021-04-30 20:11:02 > Calculate Accuracies....
[INFO] 2021-04-30 20:11:42 > F_8 score (Step: 2000, Using valid images): 0.343678843892669
[INFO] 2021-04-30 20:11:42 > F_1/8 score (Step: 2000, Using valid images): 0.3174061314915955
[INFO] 2021-04-30 20:11:42 > FID score (Step: 2000, Using valid moments): 121.07483290090016
[INFO] 2021-04-30 20:11:42 > Inception score (Step: 2000, 50000 generated images): 7.078674793243408
[INFO] 2021-04-30 20:11:42 > Best FID score (Step: 2000, Using valid moments): 121.07483290090016
[INFO] 2021-04-30 20:12:34 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 20:15:13 > Step: 2100 Progress: 1.1% Elapsed: 1:00:58 temperature: 0.5 ada_p: No Discriminator_loss: 6.14792 Generator_loss: 6.30342
[INFO] 2021-04-30 20:17:52 > Step: 2200 Progress: 1.1% Elapsed: 1:03:37 temperature: 0.5 ada_p: No Discriminator_loss: 6.26746 Generator_loss: 6.07775
[INFO] 2021-04-30 20:20:30 > Step: 2300 Progress: 1.1% Elapsed: 1:06:15 temperature: 0.5 ada_p: No Discriminator_loss: 6.23009 Generator_loss: 5.22134
[INFO] 2021-04-30 20:23:08 > Step: 2400 Progress: 1.2% Elapsed: 1:08:53 temperature: 0.5 ada_p: No Discriminator_loss: 6.61498 Generator_loss: 6.46492
[INFO] 2021-04-30 20:25:46 > Step: 2500 Progress: 1.2% Elapsed: 1:11:31 temperature: 0.5 ada_p: No Discriminator_loss: 6.42868 Generator_loss: 5.9807
[INFO] 2021-04-30 20:28:25 > Step: 2600 Progress: 1.3% Elapsed: 1:14:10 temperature: 0.5 ada_p: No Discriminator_loss: 6.00182 Generator_loss: 6.34812
[INFO] 2021-04-30 20:31:04 > Step: 2700 Progress: 1.4% Elapsed: 1:16:48 temperature: 0.5 ada_p: No Discriminator_loss: 6.3895 Generator_loss: 6.40781
[INFO] 2021-04-30 20:33:42 > Step: 2800 Progress: 1.4% Elapsed: 1:19:27 temperature: 0.5 ada_p: No Discriminator_loss: 6.4405 Generator_loss: 4.7103
[INFO] 2021-04-30 20:36:20 > Step: 2900 Progress: 1.5% Elapsed: 1:22:05 temperature: 0.5 ada_p: No Discriminator_loss: 6.08151 Generator_loss: 6.36508
[INFO] 2021-04-30 20:38:58 > Step: 3000 Progress: 1.5% Elapsed: 1:24:43 temperature: 0.5 ada_p: No Discriminator_loss: 6.53608 Generator_loss: 5.02812
[INFO] 2021-04-30 20:41:36 > Step: 3100 Progress: 1.6% Elapsed: 1:27:21 temperature: 0.5 ada_p: No Discriminator_loss: 6.35169 Generator_loss: 6.48818
[INFO] 2021-04-30 20:44:14 > Step: 3200 Progress: 1.6% Elapsed: 1:29:59 temperature: 0.5 ada_p: No Discriminator_loss: 6.3358 Generator_loss: 5.11563
[INFO] 2021-04-30 20:46:53 > Step: 3300 Progress: 1.7% Elapsed: 1:32:38 temperature: 0.5 ada_p: No Discriminator_loss: 6.17194 Generator_loss: 6.05642
[INFO] 2021-04-30 20:49:31 > Step: 3400 Progress: 1.7% Elapsed: 1:35:16 temperature: 0.5 ada_p: No Discriminator_loss: 6.29321 Generator_loss: 4.71352
[INFO] 2021-04-30 20:52:10 > Step: 3500 Progress: 1.8% Elapsed: 1:37:54 temperature: 0.5 ada_p: No Discriminator_loss: 6.00353 Generator_loss: 5.31943
[INFO] 2021-04-30 20:54:49 > Step: 3600 Progress: 1.8% Elapsed: 1:40:33 temperature: 0.5 ada_p: No Discriminator_loss: 6.23968 Generator_loss: 5.39631
[INFO] 2021-04-30 20:57:27 > Step: 3700 Progress: 1.8% Elapsed: 1:43:12 temperature: 0.5 ada_p: No Discriminator_loss: 6.02985 Generator_loss: 5.31806
[INFO] 2021-04-30 21:00:05 > Step: 3800 Progress: 1.9% Elapsed: 1:45:50 temperature: 0.5 ada_p: No Discriminator_loss: 6.22042 Generator_loss: 5.37116
[INFO] 2021-04-30 21:02:44 > Step: 3900 Progress: 1.9% Elapsed: 1:48:29 temperature: 0.5 ada_p: No Discriminator_loss: 6.01976 Generator_loss: 5.04702
[INFO] 2021-04-30 21:05:22 > Step: 4000 Progress: 2.0% Elapsed: 1:51:07 temperature: 0.5 ada_p: No Discriminator_loss: 5.89776 Generator_loss: 5.15327
[INFO] 2021-04-30 21:05:22 > Start Evaluation (4000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 21:05:22 > Calculating FID Score....
[INFO] 2021-04-30 21:06:11 > Calculating Inception Score....
[INFO] 2021-04-30 21:06:41 > Calculate F_beta Score....
[INFO] 2021-04-30 21:08:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-04-30 21:08:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-04-30 21:08:47 > Calculate Accuracies....
[INFO] 2021-04-30 21:09:29 > Calculate Accuracies....
[INFO] 2021-04-30 21:10:09 > F_8 score (Step: 4000, Using valid images): 0.3894342544060936
[INFO] 2021-04-30 21:10:09 > F_1/8 score (Step: 4000, Using valid images): 0.4934481139905245
[INFO] 2021-04-30 21:10:09 > FID score (Step: 4000, Using valid moments): 99.27227634410986
[INFO] 2021-04-30 21:10:09 > Inception score (Step: 4000, 50000 generated images): 8.841445922851562
[INFO] 2021-04-30 21:10:09 > Best FID score (Step: 4000, Using valid moments): 99.27227634410986
[INFO] 2021-04-30 21:11:01 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 21:13:39 > Step: 4100 Progress: 2.1% Elapsed: 1:59:24 temperature: 0.5 ada_p: No Discriminator_loss: 6.12229 Generator_loss: 4.90344
[INFO] 2021-04-30 21:16:17 > Step: 4200 Progress: 2.1% Elapsed: 2:02:02 temperature: 0.5 ada_p: No Discriminator_loss: 6.02266 Generator_loss: 5.33847
[INFO] 2021-04-30 21:18:56 > Step: 4300 Progress: 2.1% Elapsed: 2:04:41 temperature: 0.5 ada_p: No Discriminator_loss: 6.07841 Generator_loss: 4.99413
[INFO] 2021-04-30 21:21:35 > Step: 4400 Progress: 2.2% Elapsed: 2:07:20 temperature: 0.5 ada_p: No Discriminator_loss: 5.80292 Generator_loss: 5.28763
[INFO] 2021-04-30 21:24:14 > Step: 4500 Progress: 2.2% Elapsed: 2:09:59 temperature: 0.5 ada_p: No Discriminator_loss: 6.13547 Generator_loss: 5.25134
[INFO] 2021-04-30 21:26:53 > Step: 4600 Progress: 2.3% Elapsed: 2:12:38 temperature: 0.5 ada_p: No Discriminator_loss: 6.1242 Generator_loss: 5.70945
[INFO] 2021-04-30 21:29:32 > Step: 4700 Progress: 2.4% Elapsed: 2:15:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.9074 Generator_loss: 5.1538
[INFO] 2021-04-30 21:32:10 > Step: 4800 Progress: 2.4% Elapsed: 2:17:55 temperature: 0.5 ada_p: No Discriminator_loss: 6.10722 Generator_loss: 5.6033
[INFO] 2021-04-30 21:34:49 > Step: 4900 Progress: 2.5% Elapsed: 2:20:34 temperature: 0.5 ada_p: No Discriminator_loss: 6.08063 Generator_loss: 5.08732
[INFO] 2021-04-30 21:37:27 > Step: 5000 Progress: 2.5% Elapsed: 2:23:12 temperature: 0.5 ada_p: No Discriminator_loss: 5.7724 Generator_loss: 5.33011
[INFO] 2021-04-30 21:40:07 > Step: 5100 Progress: 2.5% Elapsed: 2:25:52 temperature: 0.5 ada_p: No Discriminator_loss: 6.08684 Generator_loss: 5.58317
[INFO] 2021-04-30 21:42:45 > Step: 5200 Progress: 2.6% Elapsed: 2:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 5.57495 Generator_loss: 5.01583
[INFO] 2021-04-30 21:45:24 > Step: 5300 Progress: 2.6% Elapsed: 2:31:09 temperature: 0.5 ada_p: No Discriminator_loss: 5.86667 Generator_loss: 5.06599
[INFO] 2021-04-30 21:48:03 > Step: 5400 Progress: 2.7% Elapsed: 2:33:48 temperature: 0.5 ada_p: No Discriminator_loss: 5.73857 Generator_loss: 5.00358
[INFO] 2021-04-30 21:50:42 > Step: 5500 Progress: 2.8% Elapsed: 2:36:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.61321 Generator_loss: 5.31815
[INFO] 2021-04-30 21:53:20 > Step: 5600 Progress: 2.8% Elapsed: 2:39:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.62261 Generator_loss: 5.00074
[INFO] 2021-04-30 21:55:59 > Step: 5700 Progress: 2.9% Elapsed: 2:41:44 temperature: 0.5 ada_p: No Discriminator_loss: 5.71733 Generator_loss: 5.19641
[INFO] 2021-04-30 21:58:37 > Step: 5800 Progress: 2.9% Elapsed: 2:44:22 temperature: 0.5 ada_p: No Discriminator_loss: 5.72354 Generator_loss: 5.3045
[INFO] 2021-04-30 22:01:15 > Step: 5900 Progress: 2.9% Elapsed: 2:47:00 temperature: 0.5 ada_p: No Discriminator_loss: 5.94881 Generator_loss: 5.13491
[INFO] 2021-04-30 22:03:54 > Step: 6000 Progress: 3.0% Elapsed: 2:49:38 temperature: 0.5 ada_p: No Discriminator_loss: 5.85711 Generator_loss: 5.06056
[INFO] 2021-04-30 22:03:54 > Start Evaluation (6000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 22:03:54 > Calculating FID Score....
[INFO] 2021-04-30 22:04:42 > Calculating Inception Score....
[INFO] 2021-04-30 22:05:11 > Calculate F_beta Score....
[INFO] 2021-04-30 22:06:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-04-30 22:06:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-04-30 22:06:51 > Calculate Accuracies....
[INFO] 2021-04-30 22:07:33 > Calculate Accuracies....
[INFO] 2021-04-30 22:08:13 > F_8 score (Step: 6000, Using valid images): 0.4745237329225887
[INFO] 2021-04-30 22:08:13 > F_1/8 score (Step: 6000, Using valid images): 0.6644119863507728
[INFO] 2021-04-30 22:08:13 > FID score (Step: 6000, Using valid moments): 83.50316734593935
[INFO] 2021-04-30 22:08:13 > Inception score (Step: 6000, 50000 generated images): 10.560410499572754
[INFO] 2021-04-30 22:08:13 > Best FID score (Step: 6000, Using valid moments): 83.50316734593935
[INFO] 2021-04-30 22:09:06 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 22:11:44 > Step: 6100 Progress: 3.0% Elapsed: 2:57:29 temperature: 0.5 ada_p: No Discriminator_loss: 5.87242 Generator_loss: 5.64194
[INFO] 2021-04-30 22:14:22 > Step: 6200 Progress: 3.1% Elapsed: 3:00:07 temperature: 0.5 ada_p: No Discriminator_loss: 5.86302 Generator_loss: 5.22563
[INFO] 2021-04-30 22:17:00 > Step: 6300 Progress: 3.1% Elapsed: 3:02:45 temperature: 0.5 ada_p: No Discriminator_loss: 6.92535 Generator_loss: 5.24454
[INFO] 2021-04-30 22:19:38 > Step: 6400 Progress: 3.2% Elapsed: 3:05:23 temperature: 0.5 ada_p: No Discriminator_loss: 5.66698 Generator_loss: 5.45463
[INFO] 2021-04-30 22:22:17 > Step: 6500 Progress: 3.2% Elapsed: 3:08:01 temperature: 0.5 ada_p: No Discriminator_loss: 5.74252 Generator_loss: 4.93944
[INFO] 2021-04-30 22:24:55 > Step: 6600 Progress: 3.3% Elapsed: 3:10:40 temperature: 0.5 ada_p: No Discriminator_loss: 5.71619 Generator_loss: 5.3378
[INFO] 2021-04-30 22:27:33 > Step: 6700 Progress: 3.4% Elapsed: 3:13:18 temperature: 0.5 ada_p: No Discriminator_loss: 5.89349 Generator_loss: 5.26741
[INFO] 2021-04-30 22:30:12 > Step: 6800 Progress: 3.4% Elapsed: 3:15:56 temperature: 0.5 ada_p: No Discriminator_loss: 5.73992 Generator_loss: 5.32479
[INFO] 2021-04-30 22:32:50 > Step: 6900 Progress: 3.5% Elapsed: 3:18:35 temperature: 0.5 ada_p: No Discriminator_loss: 5.62932 Generator_loss: 5.24852
[INFO] 2021-04-30 22:35:29 > Step: 7000 Progress: 3.5% Elapsed: 3:21:14 temperature: 0.5 ada_p: No Discriminator_loss: 5.85454 Generator_loss: 5.32133
[INFO] 2021-04-30 22:38:08 > Step: 7100 Progress: 3.5% Elapsed: 3:23:53 temperature: 0.5 ada_p: No Discriminator_loss: 5.97676 Generator_loss: 5.42745
[INFO] 2021-04-30 22:40:46 > Step: 7200 Progress: 3.6% Elapsed: 3:26:31 temperature: 0.5 ada_p: No Discriminator_loss: 5.71568 Generator_loss: 5.34559
[INFO] 2021-04-30 22:43:25 > Step: 7300 Progress: 3.6% Elapsed: 3:29:10 temperature: 0.5 ada_p: No Discriminator_loss: 5.50173 Generator_loss: 5.17615
[INFO] 2021-04-30 22:46:04 > Step: 7400 Progress: 3.7% Elapsed: 3:31:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.66166 Generator_loss: 5.10609
[INFO] 2021-04-30 22:48:42 > Step: 7500 Progress: 3.8% Elapsed: 3:34:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.98247 Generator_loss: 5.39886
[INFO] 2021-04-30 22:51:22 > Step: 7600 Progress: 3.8% Elapsed: 3:37:07 temperature: 0.5 ada_p: No Discriminator_loss: 5.73444 Generator_loss: 5.51797
[INFO] 2021-04-30 22:54:02 > Step: 7700 Progress: 3.9% Elapsed: 3:39:47 temperature: 0.5 ada_p: No Discriminator_loss: 5.66995 Generator_loss: 5.30333
[INFO] 2021-04-30 22:56:41 > Step: 7800 Progress: 3.9% Elapsed: 3:42:26 temperature: 0.5 ada_p: No Discriminator_loss: 5.55072 Generator_loss: 5.18605
[INFO] 2021-04-30 22:59:20 > Step: 7900 Progress: 4.0% Elapsed: 3:45:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.36014 Generator_loss: 5.32603
[INFO] 2021-04-30 23:01:59 > Step: 8000 Progress: 4.0% Elapsed: 3:47:44 temperature: 0.5 ada_p: No Discriminator_loss: 5.46193 Generator_loss: 4.99889
[INFO] 2021-04-30 23:01:59 > Start Evaluation (8000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 23:01:59 > Calculating FID Score....
[INFO] 2021-04-30 23:02:48 > Calculating Inception Score....
[INFO] 2021-04-30 23:03:18 > Calculate F_beta Score....
[INFO] 2021-04-30 23:04:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-04-30 23:04:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-04-30 23:05:00 > Calculate Accuracies....
[INFO] 2021-04-30 23:05:42 > Calculate Accuracies....
[INFO] 2021-04-30 23:06:22 > F_8 score (Step: 8000, Using valid images): 0.4831043702380787
[INFO] 2021-04-30 23:06:22 > F_1/8 score (Step: 8000, Using valid images): 0.6984696333213581
[INFO] 2021-04-30 23:06:22 > FID score (Step: 8000, Using valid moments): 75.16188698379881
[INFO] 2021-04-30 23:06:22 > Inception score (Step: 8000, 50000 generated images): 11.569114685058594
[INFO] 2021-04-30 23:06:22 > Best FID score (Step: 8000, Using valid moments): 75.16188698379881
[INFO] 2021-04-30 23:07:15 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-04-30 23:09:53 > Step: 8100 Progress: 4.0% Elapsed: 3:55:38 temperature: 0.5 ada_p: No Discriminator_loss: 5.9626 Generator_loss: 5.20981
[INFO] 2021-04-30 23:12:32 > Step: 8200 Progress: 4.1% Elapsed: 3:58:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.67236 Generator_loss: 5.12494
[INFO] 2021-04-30 23:15:10 > Step: 8300 Progress: 4.2% Elapsed: 4:00:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.42422 Generator_loss: 5.34213
[INFO] 2021-04-30 23:17:48 > Step: 8400 Progress: 4.2% Elapsed: 4:03:33 temperature: 0.5 ada_p: No Discriminator_loss: 5.7009 Generator_loss: 5.24125
[INFO] 2021-04-30 23:20:26 > Step: 8500 Progress: 4.2% Elapsed: 4:06:11 temperature: 0.5 ada_p: No Discriminator_loss: 5.5641 Generator_loss: 5.27202
[INFO] 2021-04-30 23:23:05 > Step: 8600 Progress: 4.3% Elapsed: 4:08:50 temperature: 0.5 ada_p: No Discriminator_loss: 5.50028 Generator_loss: 5.18687
[INFO] 2021-04-30 23:25:43 > Step: 8700 Progress: 4.3% Elapsed: 4:11:28 temperature: 0.5 ada_p: No Discriminator_loss: 5.554 Generator_loss: 5.46289
[INFO] 2021-04-30 23:28:21 > Step: 8800 Progress: 4.4% Elapsed: 4:14:06 temperature: 0.5 ada_p: No Discriminator_loss: 5.46274 Generator_loss: 5.30719
[INFO] 2021-04-30 23:30:59 > Step: 8900 Progress: 4.5% Elapsed: 4:16:44 temperature: 0.5 ada_p: No Discriminator_loss: 5.6521 Generator_loss: 5.33159
[INFO] 2021-04-30 23:33:37 > Step: 9000 Progress: 4.5% Elapsed: 4:19:22 temperature: 0.5 ada_p: No Discriminator_loss: 5.41895 Generator_loss: 5.36879
[INFO] 2021-04-30 23:36:16 > Step: 9100 Progress: 4.5% Elapsed: 4:22:00 temperature: 0.5 ada_p: No Discriminator_loss: 5.59115 Generator_loss: 5.31668
[INFO] 2021-04-30 23:38:54 > Step: 9200 Progress: 4.6% Elapsed: 4:24:39 temperature: 0.5 ada_p: No Discriminator_loss: 5.56347 Generator_loss: 5.32607
[INFO] 2021-04-30 23:41:32 > Step: 9300 Progress: 4.7% Elapsed: 4:27:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.44546 Generator_loss: 5.28262
[INFO] 2021-04-30 23:44:10 > Step: 9400 Progress: 4.7% Elapsed: 4:29:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.56624 Generator_loss: 5.15298
[INFO] 2021-04-30 23:46:48 > Step: 9500 Progress: 4.8% Elapsed: 4:32:33 temperature: 0.5 ada_p: No Discriminator_loss: 5.45142 Generator_loss: 5.38594
[INFO] 2021-04-30 23:49:27 > Step: 9600 Progress: 4.8% Elapsed: 4:35:11 temperature: 0.5 ada_p: No Discriminator_loss: 5.60767 Generator_loss: 5.15162
[INFO] 2021-04-30 23:52:04 > Step: 9700 Progress: 4.9% Elapsed: 4:37:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.21666 Generator_loss: 5.47641
[INFO] 2021-04-30 23:54:44 > Step: 9800 Progress: 4.9% Elapsed: 4:40:29 temperature: 0.5 ada_p: No Discriminator_loss: 5.49268 Generator_loss: 5.51162
[INFO] 2021-04-30 23:57:23 > Step: 9900 Progress: 5.0% Elapsed: 4:43:08 temperature: 0.5 ada_p: No Discriminator_loss: 5.345 Generator_loss: 5.6009
[INFO] 2021-05-01 00:00:01 > Step: 10000 Progress: 5.0% Elapsed: 4:45:46 temperature: 0.5 ada_p: No Discriminator_loss: 5.42997 Generator_loss: 5.36971
[INFO] 2021-05-01 00:00:01 > Start Evaluation (10000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 00:00:01 > Calculating FID Score....
[INFO] 2021-05-01 00:00:51 > Calculating Inception Score....
[INFO] 2021-05-01 00:01:22 > Calculate F_beta Score....
[INFO] 2021-05-01 00:03:01 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 00:03:01 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 00:03:02 > Calculate Accuracies....
[INFO] 2021-05-01 00:03:44 > Calculate Accuracies....
[INFO] 2021-05-01 00:04:28 > F_8 score (Step: 10000, Using valid images): 0.5015761045258722
[INFO] 2021-05-01 00:04:28 > F_1/8 score (Step: 10000, Using valid images): 0.7573304574242139
[INFO] 2021-05-01 00:04:28 > FID score (Step: 10000, Using valid moments): 68.6006777400732
[INFO] 2021-05-01 00:04:28 > Inception score (Step: 10000, 50000 generated images): 12.549519538879395
[INFO] 2021-05-01 00:04:28 > Best FID score (Step: 10000, Using valid moments): 68.6006777400732
[INFO] 2021-05-01 00:05:21 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 00:08:00 > Step: 10100 Progress: 5.1% Elapsed: 4:53:45 temperature: 0.5 ada_p: No Discriminator_loss: 5.44006 Generator_loss: 5.25567
[INFO] 2021-05-01 00:10:39 > Step: 10200 Progress: 5.1% Elapsed: 4:56:24 temperature: 0.5 ada_p: No Discriminator_loss: 5.77961 Generator_loss: 5.27318
[INFO] 2021-05-01 00:13:17 > Step: 10300 Progress: 5.1% Elapsed: 4:59:02 temperature: 0.5 ada_p: No Discriminator_loss: 5.49445 Generator_loss: 5.49384
[INFO] 2021-05-01 00:15:55 > Step: 10400 Progress: 5.2% Elapsed: 5:01:39 temperature: 0.5 ada_p: No Discriminator_loss: 5.32148 Generator_loss: 5.2329
[INFO] 2021-05-01 00:18:32 > Step: 10500 Progress: 5.2% Elapsed: 5:04:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.49203 Generator_loss: 5.24326
[INFO] 2021-05-01 00:21:11 > Step: 10600 Progress: 5.3% Elapsed: 5:06:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.43866 Generator_loss: 5.32135
[INFO] 2021-05-01 00:23:49 > Step: 10700 Progress: 5.3% Elapsed: 5:09:34 temperature: 0.5 ada_p: No Discriminator_loss: 5.49967 Generator_loss: 5.29123
[INFO] 2021-05-01 00:26:27 > Step: 10800 Progress: 5.4% Elapsed: 5:12:12 temperature: 0.5 ada_p: No Discriminator_loss: 5.36076 Generator_loss: 5.22541
[INFO] 2021-05-01 00:29:05 > Step: 10900 Progress: 5.5% Elapsed: 5:14:50 temperature: 0.5 ada_p: No Discriminator_loss: 5.3753 Generator_loss: 5.37012
[INFO] 2021-05-01 00:31:43 > Step: 11000 Progress: 5.5% Elapsed: 5:17:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.34449 Generator_loss: 5.28294
[INFO] 2021-05-01 00:34:20 > Step: 11100 Progress: 5.5% Elapsed: 5:20:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.2869 Generator_loss: 5.20098
[INFO] 2021-05-01 00:36:58 > Step: 11200 Progress: 5.6% Elapsed: 5:22:43 temperature: 0.5 ada_p: No Discriminator_loss: 5.39069 Generator_loss: 5.34167
[INFO] 2021-05-01 00:39:36 > Step: 11300 Progress: 5.7% Elapsed: 5:25:21 temperature: 0.5 ada_p: No Discriminator_loss: 5.47629 Generator_loss: 5.31463
[INFO] 2021-05-01 00:42:15 > Step: 11400 Progress: 5.7% Elapsed: 5:28:00 temperature: 0.5 ada_p: No Discriminator_loss: 5.30373 Generator_loss: 5.47745
[INFO] 2021-05-01 00:44:53 > Step: 11500 Progress: 5.8% Elapsed: 5:30:38 temperature: 0.5 ada_p: No Discriminator_loss: 5.63406 Generator_loss: 5.12925
[INFO] 2021-05-01 00:47:31 > Step: 11600 Progress: 5.8% Elapsed: 5:33:16 temperature: 0.5 ada_p: No Discriminator_loss: 5.64608 Generator_loss: 5.45307
[INFO] 2021-05-01 00:50:09 > Step: 11700 Progress: 5.9% Elapsed: 5:35:54 temperature: 0.5 ada_p: No Discriminator_loss: 5.31452 Generator_loss: 5.22273
[INFO] 2021-05-01 00:52:48 > Step: 11800 Progress: 5.9% Elapsed: 5:38:33 temperature: 0.5 ada_p: No Discriminator_loss: 5.46265 Generator_loss: 5.14934
[INFO] 2021-05-01 00:55:26 > Step: 11900 Progress: 5.9% Elapsed: 5:41:11 temperature: 0.5 ada_p: No Discriminator_loss: 5.22981 Generator_loss: 5.16056
[INFO] 2021-05-01 00:58:04 > Step: 12000 Progress: 6.0% Elapsed: 5:43:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.26818 Generator_loss: 5.5404
[INFO] 2021-05-01 00:58:04 > Start Evaluation (12000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 00:58:04 > Calculating FID Score....
[INFO] 2021-05-01 00:58:52 > Calculating Inception Score....
[INFO] 2021-05-01 00:59:21 > Calculate F_beta Score....
[INFO] 2021-05-01 01:00:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 01:00:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 01:00:59 > Calculate Accuracies....
[INFO] 2021-05-01 01:01:41 > Calculate Accuracies....
[INFO] 2021-05-01 01:02:21 > F_8 score (Step: 12000, Using valid images): 0.5458585378010454
[INFO] 2021-05-01 01:02:21 > F_1/8 score (Step: 12000, Using valid images): 0.7677169690556028
[INFO] 2021-05-01 01:02:21 > FID score (Step: 12000, Using valid moments): 68.31554020259574
[INFO] 2021-05-01 01:02:21 > Inception score (Step: 12000, 50000 generated images): 12.73900318145752
[INFO] 2021-05-01 01:02:21 > Best FID score (Step: 12000, Using valid moments): 68.31554020259574
[INFO] 2021-05-01 01:03:13 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 01:05:51 > Step: 12100 Progress: 6.0% Elapsed: 5:51:36 temperature: 0.5 ada_p: No Discriminator_loss: 5.13646 Generator_loss: 5.50398
[INFO] 2021-05-01 01:08:29 > Step: 12200 Progress: 6.1% Elapsed: 5:54:14 temperature: 0.5 ada_p: No Discriminator_loss: 5.29722 Generator_loss: 5.05614
[INFO] 2021-05-01 01:11:07 > Step: 12300 Progress: 6.2% Elapsed: 5:56:52 temperature: 0.5 ada_p: No Discriminator_loss: 5.59075 Generator_loss: 5.19702
[INFO] 2021-05-01 01:13:46 > Step: 12400 Progress: 6.2% Elapsed: 5:59:31 temperature: 0.5 ada_p: No Discriminator_loss: 5.40579 Generator_loss: 5.30201
[INFO] 2021-05-01 01:16:25 > Step: 12500 Progress: 6.2% Elapsed: 6:02:10 temperature: 0.5 ada_p: No Discriminator_loss: 5.53353 Generator_loss: 5.18726
[INFO] 2021-05-01 01:19:04 > Step: 12600 Progress: 6.3% Elapsed: 6:04:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.25958 Generator_loss: 5.37046
[INFO] 2021-05-01 01:21:42 > Step: 12700 Progress: 6.3% Elapsed: 6:07:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.12704 Generator_loss: 5.344
[INFO] 2021-05-01 01:24:20 > Step: 12800 Progress: 6.4% Elapsed: 6:10:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.52654 Generator_loss: 5.26546
[INFO] 2021-05-01 01:26:58 > Step: 12900 Progress: 6.5% Elapsed: 6:12:42 temperature: 0.5 ada_p: No Discriminator_loss: 5.37135 Generator_loss: 5.20349
[INFO] 2021-05-01 01:29:36 > Step: 13000 Progress: 6.5% Elapsed: 6:15:21 temperature: 0.5 ada_p: No Discriminator_loss: 5.18032 Generator_loss: 5.50466
[INFO] 2021-05-01 01:32:15 > Step: 13100 Progress: 6.6% Elapsed: 6:17:59 temperature: 0.5 ada_p: No Discriminator_loss: 5.18355 Generator_loss: 5.49711
[INFO] 2021-05-01 01:34:53 > Step: 13200 Progress: 6.6% Elapsed: 6:20:38 temperature: 0.5 ada_p: No Discriminator_loss: 5.57197 Generator_loss: 5.2737
[INFO] 2021-05-01 01:37:32 > Step: 13300 Progress: 6.7% Elapsed: 6:23:16 temperature: 0.5 ada_p: No Discriminator_loss: 5.19707 Generator_loss: 5.53275
[INFO] 2021-05-01 01:40:10 > Step: 13400 Progress: 6.7% Elapsed: 6:25:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.19498 Generator_loss: 5.31657
[INFO] 2021-05-01 01:42:48 > Step: 13500 Progress: 6.8% Elapsed: 6:28:33 temperature: 0.5 ada_p: No Discriminator_loss: 5.40764 Generator_loss: 5.31019
[INFO] 2021-05-01 01:45:27 > Step: 13600 Progress: 6.8% Elapsed: 6:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 5.13009 Generator_loss: 5.29953
[INFO] 2021-05-01 01:48:05 > Step: 13700 Progress: 6.9% Elapsed: 6:33:50 temperature: 0.5 ada_p: No Discriminator_loss: 5.15907 Generator_loss: 5.25665
[INFO] 2021-05-01 01:50:44 > Step: 13800 Progress: 6.9% Elapsed: 6:36:29 temperature: 0.5 ada_p: No Discriminator_loss: 5.11948 Generator_loss: 5.25917
[INFO] 2021-05-01 01:53:23 > Step: 13900 Progress: 7.0% Elapsed: 6:39:08 temperature: 0.5 ada_p: No Discriminator_loss: 5.07187 Generator_loss: 5.40714
[INFO] 2021-05-01 01:56:02 > Step: 14000 Progress: 7.0% Elapsed: 6:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 5.04213 Generator_loss: 6.23611
[INFO] 2021-05-01 01:56:02 > Start Evaluation (14000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 01:56:02 > Calculating FID Score....
[INFO] 2021-05-01 01:56:50 > Calculating Inception Score....
[INFO] 2021-05-01 01:57:20 > Calculate F_beta Score....
[INFO] 2021-05-01 01:59:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 01:59:01 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 01:59:02 > Calculate Accuracies....
[INFO] 2021-05-01 01:59:43 > Calculate Accuracies....
[INFO] 2021-05-01 02:00:24 > F_8 score (Step: 14000, Using valid images): 0.5828194279451614
[INFO] 2021-05-01 02:00:24 > F_1/8 score (Step: 14000, Using valid images): 0.8515135337279612
[INFO] 2021-05-01 02:00:24 > FID score (Step: 14000, Using valid moments): 54.997697536666806
[INFO] 2021-05-01 02:00:24 > Inception score (Step: 14000, 50000 generated images): 15.12287425994873
[INFO] 2021-05-01 02:00:24 > Best FID score (Step: 14000, Using valid moments): 54.997697536666806
[INFO] 2021-05-01 02:01:16 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 02:03:54 > Step: 14100 Progress: 7.0% Elapsed: 6:49:39 temperature: 0.5 ada_p: No Discriminator_loss: 5.14352 Generator_loss: 5.20082
[INFO] 2021-05-01 02:06:33 > Step: 14200 Progress: 7.1% Elapsed: 6:52:18 temperature: 0.5 ada_p: No Discriminator_loss: 5.34068 Generator_loss: 5.4893
[INFO] 2021-05-01 02:09:11 > Step: 14300 Progress: 7.1% Elapsed: 6:54:56 temperature: 0.5 ada_p: No Discriminator_loss: 5.37654 Generator_loss: 5.42469
[INFO] 2021-05-01 02:11:50 > Step: 14400 Progress: 7.2% Elapsed: 6:57:34 temperature: 0.5 ada_p: No Discriminator_loss: 5.43042 Generator_loss: 5.12559
[INFO] 2021-05-01 02:14:28 > Step: 14500 Progress: 7.2% Elapsed: 7:00:13 temperature: 0.5 ada_p: No Discriminator_loss: 5.19913 Generator_loss: 5.33197
[INFO] 2021-05-01 02:17:06 > Step: 14600 Progress: 7.3% Elapsed: 7:02:51 temperature: 0.5 ada_p: No Discriminator_loss: 5.23978 Generator_loss: 5.34034
[INFO] 2021-05-01 02:19:44 > Step: 14700 Progress: 7.3% Elapsed: 7:05:29 temperature: 0.5 ada_p: No Discriminator_loss: 5.22015 Generator_loss: 5.36741
[INFO] 2021-05-01 02:22:22 > Step: 14800 Progress: 7.4% Elapsed: 7:08:07 temperature: 0.5 ada_p: No Discriminator_loss: 5.2195 Generator_loss: 5.3856
[INFO] 2021-05-01 02:25:00 > Step: 14900 Progress: 7.4% Elapsed: 7:10:45 temperature: 0.5 ada_p: No Discriminator_loss: 5.2191 Generator_loss: 5.09097
[INFO] 2021-05-01 02:27:38 > Step: 15000 Progress: 7.5% Elapsed: 7:13:23 temperature: 0.5 ada_p: No Discriminator_loss: 5.20815 Generator_loss: 5.07321
[INFO] 2021-05-01 02:30:18 > Step: 15100 Progress: 7.5% Elapsed: 7:16:03 temperature: 0.5 ada_p: No Discriminator_loss: 5.04966 Generator_loss: 5.46784
[INFO] 2021-05-01 02:32:57 > Step: 15200 Progress: 7.6% Elapsed: 7:18:41 temperature: 0.5 ada_p: No Discriminator_loss: 5.10239 Generator_loss: 5.58151
[INFO] 2021-05-01 02:35:35 > Step: 15300 Progress: 7.6% Elapsed: 7:21:20 temperature: 0.5 ada_p: No Discriminator_loss: 5.46458 Generator_loss: 5.16637
[INFO] 2021-05-01 02:38:13 > Step: 15400 Progress: 7.7% Elapsed: 7:23:58 temperature: 0.5 ada_p: No Discriminator_loss: 5.16961 Generator_loss: 5.17663
[INFO] 2021-05-01 02:40:52 > Step: 15500 Progress: 7.8% Elapsed: 7:26:37 temperature: 0.5 ada_p: No Discriminator_loss: 5.11062 Generator_loss: 5.33619
[INFO] 2021-05-01 02:43:31 > Step: 15600 Progress: 7.8% Elapsed: 7:29:16 temperature: 0.5 ada_p: No Discriminator_loss: 5.34097 Generator_loss: 5.60526
[INFO] 2021-05-01 02:46:10 > Step: 15700 Progress: 7.8% Elapsed: 7:31:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.2181 Generator_loss: 5.11291
[INFO] 2021-05-01 02:48:48 > Step: 15800 Progress: 7.9% Elapsed: 7:34:33 temperature: 0.5 ada_p: No Discriminator_loss: 5.05772 Generator_loss: 5.85529
[INFO] 2021-05-01 02:51:27 > Step: 15900 Progress: 8.0% Elapsed: 7:37:12 temperature: 0.5 ada_p: No Discriminator_loss: 5.21951 Generator_loss: 5.29489
[INFO] 2021-05-01 02:54:05 > Step: 16000 Progress: 8.0% Elapsed: 7:39:50 temperature: 0.5 ada_p: No Discriminator_loss: 5.12731 Generator_loss: 5.31167
[INFO] 2021-05-01 02:54:05 > Start Evaluation (16000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 02:54:05 > Calculating FID Score....
[INFO] 2021-05-01 02:54:55 > Calculating Inception Score....
[INFO] 2021-05-01 02:55:25 > Calculate F_beta Score....
[INFO] 2021-05-01 02:57:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 02:57:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 02:57:04 > Calculate Accuracies....
[INFO] 2021-05-01 02:57:46 > Calculate Accuracies....
[INFO] 2021-05-01 02:58:26 > F_8 score (Step: 16000, Using valid images): 0.569892991592995
[INFO] 2021-05-01 02:58:26 > F_1/8 score (Step: 16000, Using valid images): 0.8643514171289505
[INFO] 2021-05-01 02:58:26 > FID score (Step: 16000, Using valid moments): 55.398522889104015
[INFO] 2021-05-01 02:58:26 > Inception score (Step: 16000, 50000 generated images): 14.725994110107422
[INFO] 2021-05-01 02:58:26 > Best FID score (Step: 14000, Using valid moments): 54.997697536666806
[INFO] 2021-05-01 02:58:53 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 03:01:32 > Step: 16100 Progress: 8.1% Elapsed: 7:47:16 temperature: 0.5 ada_p: No Discriminator_loss: 5.36306 Generator_loss: 5.06848
[INFO] 2021-05-01 03:04:10 > Step: 16200 Progress: 8.1% Elapsed: 7:49:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.22912 Generator_loss: 5.23057
[INFO] 2021-05-01 03:06:48 > Step: 16300 Progress: 8.2% Elapsed: 7:52:33 temperature: 0.5 ada_p: No Discriminator_loss: 5.33799 Generator_loss: 5.14691
[INFO] 2021-05-01 03:09:26 > Step: 16400 Progress: 8.2% Elapsed: 7:55:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.96946 Generator_loss: 5.28438
[INFO] 2021-05-01 03:12:04 > Step: 16500 Progress: 8.2% Elapsed: 7:57:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.33316 Generator_loss: 5.47541
[INFO] 2021-05-01 03:14:42 > Step: 16600 Progress: 8.3% Elapsed: 8:00:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.06333 Generator_loss: 5.47092
[INFO] 2021-05-01 03:17:21 > Step: 16700 Progress: 8.3% Elapsed: 8:03:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.02027 Generator_loss: 5.325
[INFO] 2021-05-01 03:19:59 > Step: 16800 Progress: 8.4% Elapsed: 8:05:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.9388 Generator_loss: 5.48536
[INFO] 2021-05-01 03:22:38 > Step: 16900 Progress: 8.5% Elapsed: 8:08:23 temperature: 0.5 ada_p: No Discriminator_loss: 5.35041 Generator_loss: 5.22351
[INFO] 2021-05-01 03:25:17 > Step: 17000 Progress: 8.5% Elapsed: 8:11:02 temperature: 0.5 ada_p: No Discriminator_loss: 5.10503 Generator_loss: 5.31465
[INFO] 2021-05-01 03:27:56 > Step: 17100 Progress: 8.6% Elapsed: 8:13:41 temperature: 0.5 ada_p: No Discriminator_loss: 5.24346 Generator_loss: 5.5128
[INFO] 2021-05-01 03:30:35 > Step: 17200 Progress: 8.6% Elapsed: 8:16:20 temperature: 0.5 ada_p: No Discriminator_loss: 5.23599 Generator_loss: 5.41121
[INFO] 2021-05-01 03:33:14 > Step: 17300 Progress: 8.6% Elapsed: 8:18:59 temperature: 0.5 ada_p: No Discriminator_loss: 5.02283 Generator_loss: 5.42809
[INFO] 2021-05-01 03:35:53 > Step: 17400 Progress: 8.7% Elapsed: 8:21:38 temperature: 0.5 ada_p: No Discriminator_loss: 5.42769 Generator_loss: 5.00934
[INFO] 2021-05-01 03:38:32 > Step: 17500 Progress: 8.8% Elapsed: 8:24:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.08483 Generator_loss: 5.17721
[INFO] 2021-05-01 03:41:12 > Step: 17600 Progress: 8.8% Elapsed: 8:26:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.97255 Generator_loss: 5.37833
[INFO] 2021-05-01 03:43:50 > Step: 17700 Progress: 8.8% Elapsed: 8:29:35 temperature: 0.5 ada_p: No Discriminator_loss: 5.25923 Generator_loss: 5.29911
[INFO] 2021-05-01 03:46:28 > Step: 17800 Progress: 8.9% Elapsed: 8:32:13 temperature: 0.5 ada_p: No Discriminator_loss: 5.42416 Generator_loss: 5.07692
[INFO] 2021-05-01 03:49:06 > Step: 17900 Progress: 8.9% Elapsed: 8:34:50 temperature: 0.5 ada_p: No Discriminator_loss: 5.14029 Generator_loss: 5.14065
[INFO] 2021-05-01 03:51:44 > Step: 18000 Progress: 9.0% Elapsed: 8:37:29 temperature: 0.5 ada_p: No Discriminator_loss: 5.10303 Generator_loss: 5.37524
[INFO] 2021-05-01 03:51:44 > Start Evaluation (18000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 03:51:44 > Calculating FID Score....
[INFO] 2021-05-01 03:52:33 > Calculating Inception Score....
[INFO] 2021-05-01 03:53:02 > Calculate F_beta Score....
[INFO] 2021-05-01 03:54:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 03:54:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 03:54:44 > Calculate Accuracies....
[INFO] 2021-05-01 03:55:25 > Calculate Accuracies....
[INFO] 2021-05-01 03:56:05 > F_8 score (Step: 18000, Using valid images): 0.605192882906679
[INFO] 2021-05-01 03:56:05 > F_1/8 score (Step: 18000, Using valid images): 0.8434097930362955
[INFO] 2021-05-01 03:56:05 > FID score (Step: 18000, Using valid moments): 52.22406761373105
[INFO] 2021-05-01 03:56:05 > Inception score (Step: 18000, 50000 generated images): 15.823113441467285
[INFO] 2021-05-01 03:56:05 > Best FID score (Step: 18000, Using valid moments): 52.22406761373105
[INFO] 2021-05-01 03:56:58 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 03:59:36 > Step: 18100 Progress: 9.0% Elapsed: 8:45:21 temperature: 0.5 ada_p: No Discriminator_loss: 5.11329 Generator_loss: 5.28604
[INFO] 2021-05-01 04:02:14 > Step: 18200 Progress: 9.1% Elapsed: 8:47:59 temperature: 0.5 ada_p: No Discriminator_loss: 5.18048 Generator_loss: 5.22606
[INFO] 2021-05-01 04:04:52 > Step: 18300 Progress: 9.2% Elapsed: 8:50:37 temperature: 0.5 ada_p: No Discriminator_loss: 5.01452 Generator_loss: 5.48161
[INFO] 2021-05-01 04:07:30 > Step: 18400 Progress: 9.2% Elapsed: 8:53:15 temperature: 0.5 ada_p: No Discriminator_loss: 5.30106 Generator_loss: 5.13659
[INFO] 2021-05-01 04:10:09 > Step: 18500 Progress: 9.2% Elapsed: 8:55:54 temperature: 0.5 ada_p: No Discriminator_loss: 5.13898 Generator_loss: 5.27394
[INFO] 2021-05-01 04:12:48 > Step: 18600 Progress: 9.3% Elapsed: 8:58:32 temperature: 0.5 ada_p: No Discriminator_loss: 5.04754 Generator_loss: 5.516
[INFO] 2021-05-01 04:15:26 > Step: 18700 Progress: 9.3% Elapsed: 9:01:10 temperature: 0.5 ada_p: No Discriminator_loss: 5.51742 Generator_loss: 5.34968
[INFO] 2021-05-01 04:18:03 > Step: 18800 Progress: 9.4% Elapsed: 9:03:48 temperature: 0.5 ada_p: No Discriminator_loss: 5.2097 Generator_loss: 5.45046
[INFO] 2021-05-01 04:20:42 > Step: 18900 Progress: 9.4% Elapsed: 9:06:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.36652 Generator_loss: 5.51213
[INFO] 2021-05-01 04:23:21 > Step: 19000 Progress: 9.5% Elapsed: 9:09:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.97395 Generator_loss: 5.33227
[INFO] 2021-05-01 04:25:59 > Step: 19100 Progress: 9.6% Elapsed: 9:11:44 temperature: 0.5 ada_p: No Discriminator_loss: 5.64822 Generator_loss: 5.12564
[INFO] 2021-05-01 04:28:37 > Step: 19200 Progress: 9.6% Elapsed: 9:14:22 temperature: 0.5 ada_p: No Discriminator_loss: 5.05895 Generator_loss: 5.31799
[INFO] 2021-05-01 04:31:16 > Step: 19300 Progress: 9.7% Elapsed: 9:17:01 temperature: 0.5 ada_p: No Discriminator_loss: 5.53192 Generator_loss: 5.27875
[INFO] 2021-05-01 04:33:54 > Step: 19400 Progress: 9.7% Elapsed: 9:19:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.8612 Generator_loss: 5.46544
[INFO] 2021-05-01 04:36:33 > Step: 19500 Progress: 9.8% Elapsed: 9:22:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.17795 Generator_loss: 5.49015
[INFO] 2021-05-01 04:39:11 > Step: 19600 Progress: 9.8% Elapsed: 9:24:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.90424 Generator_loss: 5.48952
[INFO] 2021-05-01 04:41:49 > Step: 19700 Progress: 9.8% Elapsed: 9:27:34 temperature: 0.5 ada_p: No Discriminator_loss: 5.17641 Generator_loss: 5.2493
[INFO] 2021-05-01 04:44:26 > Step: 19800 Progress: 9.9% Elapsed: 9:30:11 temperature: 0.5 ada_p: No Discriminator_loss: 5.12375 Generator_loss: 5.38678
[INFO] 2021-05-01 04:47:05 > Step: 19900 Progress: 10.0% Elapsed: 9:32:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.91558 Generator_loss: 5.55944
[INFO] 2021-05-01 04:49:43 > Step: 20000 Progress: 10.0% Elapsed: 9:35:28 temperature: 0.5 ada_p: No Discriminator_loss: 5.05682 Generator_loss: 5.59909
[INFO] 2021-05-01 04:49:43 > Start Evaluation (20000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 04:49:43 > Calculating FID Score....
[INFO] 2021-05-01 04:50:31 > Calculating Inception Score....
[INFO] 2021-05-01 04:51:00 > Calculate F_beta Score....
[INFO] 2021-05-01 04:52:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 04:52:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 04:52:40 > Calculate Accuracies....
[INFO] 2021-05-01 04:53:22 > Calculate Accuracies....
[INFO] 2021-05-01 04:54:02 > F_8 score (Step: 20000, Using valid images): 0.599011329277816
[INFO] 2021-05-01 04:54:02 > F_1/8 score (Step: 20000, Using valid images): 0.883418145655988
[INFO] 2021-05-01 04:54:02 > FID score (Step: 20000, Using valid moments): 52.1501545385878
[INFO] 2021-05-01 04:54:02 > Inception score (Step: 20000, 50000 generated images): 16.092472076416016
[INFO] 2021-05-01 04:54:02 > Best FID score (Step: 20000, Using valid moments): 52.1501545385878
[INFO] 2021-05-01 04:54:54 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 04:57:34 > Step: 20100 Progress: 10.1% Elapsed: 9:43:19 temperature: 0.5 ada_p: No Discriminator_loss: 5.30443 Generator_loss: 5.08413
[INFO] 2021-05-01 05:00:12 > Step: 20200 Progress: 10.1% Elapsed: 9:45:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.99118 Generator_loss: 5.67222
[INFO] 2021-05-01 05:02:50 > Step: 20300 Progress: 10.2% Elapsed: 9:48:35 temperature: 0.5 ada_p: No Discriminator_loss: 5.25102 Generator_loss: 5.37692
[INFO] 2021-05-01 05:05:28 > Step: 20400 Progress: 10.2% Elapsed: 9:51:13 temperature: 0.5 ada_p: No Discriminator_loss: 5.1568 Generator_loss: 5.42112
[INFO] 2021-05-01 05:08:06 > Step: 20500 Progress: 10.2% Elapsed: 9:53:51 temperature: 0.5 ada_p: No Discriminator_loss: 5.01282 Generator_loss: 5.97331
[INFO] 2021-05-01 05:10:44 > Step: 20600 Progress: 10.3% Elapsed: 9:56:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.93449 Generator_loss: 5.57136
[INFO] 2021-05-01 05:13:21 > Step: 20700 Progress: 10.3% Elapsed: 9:59:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.94993 Generator_loss: 5.56545
[INFO] 2021-05-01 05:15:59 > Step: 20800 Progress: 10.4% Elapsed: 10:01:44 temperature: 0.5 ada_p: No Discriminator_loss: 5.4123 Generator_loss: 5.3869
[INFO] 2021-05-01 05:18:37 > Step: 20900 Progress: 10.4% Elapsed: 10:04:22 temperature: 0.5 ada_p: No Discriminator_loss: 5.06654 Generator_loss: 5.45526
[INFO] 2021-05-01 05:21:15 > Step: 21000 Progress: 10.5% Elapsed: 10:07:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.89256 Generator_loss: 5.64811
[INFO] 2021-05-01 05:23:53 > Step: 21100 Progress: 10.5% Elapsed: 10:09:37 temperature: 0.5 ada_p: No Discriminator_loss: 5.0917 Generator_loss: 5.33769
[INFO] 2021-05-01 05:26:31 > Step: 21200 Progress: 10.6% Elapsed: 10:12:16 temperature: 0.5 ada_p: No Discriminator_loss: 5.02733 Generator_loss: 5.59837
[INFO] 2021-05-01 05:29:09 > Step: 21300 Progress: 10.7% Elapsed: 10:14:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.93881 Generator_loss: 5.11644
[INFO] 2021-05-01 05:31:47 > Step: 21400 Progress: 10.7% Elapsed: 10:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 5.12841 Generator_loss: 5.41854
[INFO] 2021-05-01 05:34:25 > Step: 21500 Progress: 10.8% Elapsed: 10:20:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.90234 Generator_loss: 5.34153
[INFO] 2021-05-01 05:37:03 > Step: 21600 Progress: 10.8% Elapsed: 10:22:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.8572 Generator_loss: 5.37332
[INFO] 2021-05-01 05:39:41 > Step: 21700 Progress: 10.8% Elapsed: 10:25:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.88534 Generator_loss: 5.7922
[INFO] 2021-05-01 05:42:19 > Step: 21800 Progress: 10.9% Elapsed: 10:28:04 temperature: 0.5 ada_p: No Discriminator_loss: 5.07187 Generator_loss: 5.51636
[INFO] 2021-05-01 05:44:58 > Step: 21900 Progress: 10.9% Elapsed: 10:30:42 temperature: 0.5 ada_p: No Discriminator_loss: 5.07807 Generator_loss: 5.25951
[INFO] 2021-05-01 05:47:35 > Step: 22000 Progress: 11.0% Elapsed: 10:33:20 temperature: 0.5 ada_p: No Discriminator_loss: 5.13608 Generator_loss: 5.58071
[INFO] 2021-05-01 05:47:35 > Start Evaluation (22000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 05:47:35 > Calculating FID Score....
[INFO] 2021-05-01 05:48:24 > Calculating Inception Score....
[INFO] 2021-05-01 05:48:53 > Calculate F_beta Score....
[INFO] 2021-05-01 05:50:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 05:50:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 05:50:28 > Calculate Accuracies....
[INFO] 2021-05-01 05:51:10 > Calculate Accuracies....
[INFO] 2021-05-01 05:51:50 > F_8 score (Step: 22000, Using valid images): 0.6724933585884729
[INFO] 2021-05-01 05:51:50 > F_1/8 score (Step: 22000, Using valid images): 0.8976037978606343
[INFO] 2021-05-01 05:51:50 > FID score (Step: 22000, Using valid moments): 46.87551814529553
[INFO] 2021-05-01 05:51:50 > Inception score (Step: 22000, 50000 generated images): 17.268938064575195
[INFO] 2021-05-01 05:51:50 > Best FID score (Step: 22000, Using valid moments): 46.87551814529553
[INFO] 2021-05-01 05:52:43 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 05:55:21 > Step: 22100 Progress: 11.1% Elapsed: 10:41:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.85653 Generator_loss: 5.59498
[INFO] 2021-05-01 05:57:59 > Step: 22200 Progress: 11.1% Elapsed: 10:43:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.79444 Generator_loss: 5.73846
[INFO] 2021-05-01 06:00:37 > Step: 22300 Progress: 11.2% Elapsed: 10:46:22 temperature: 0.5 ada_p: No Discriminator_loss: 5.07797 Generator_loss: 6.22006
[INFO] 2021-05-01 06:03:15 > Step: 22400 Progress: 11.2% Elapsed: 10:49:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.92972 Generator_loss: 5.43592
[INFO] 2021-05-01 06:05:54 > Step: 22500 Progress: 11.2% Elapsed: 10:51:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.85292 Generator_loss: 5.58669
[INFO] 2021-05-01 06:08:34 > Step: 22600 Progress: 11.3% Elapsed: 10:54:19 temperature: 0.5 ada_p: No Discriminator_loss: 5.47091 Generator_loss: 5.20316
[INFO] 2021-05-01 06:11:12 > Step: 22700 Progress: 11.3% Elapsed: 10:56:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.99648 Generator_loss: 5.21446
[INFO] 2021-05-01 06:13:51 > Step: 22800 Progress: 11.4% Elapsed: 10:59:35 temperature: 0.5 ada_p: No Discriminator_loss: 5.31004 Generator_loss: 5.17667
[INFO] 2021-05-01 06:16:30 > Step: 22900 Progress: 11.5% Elapsed: 11:02:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.66335 Generator_loss: 5.88749
[INFO] 2021-05-01 06:19:08 > Step: 23000 Progress: 11.5% Elapsed: 11:04:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.86966 Generator_loss: 5.71322
[INFO] 2021-05-01 06:21:47 > Step: 23100 Progress: 11.6% Elapsed: 11:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.96437 Generator_loss: 5.24737
[INFO] 2021-05-01 06:24:25 > Step: 23200 Progress: 11.6% Elapsed: 11:10:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.85734 Generator_loss: 5.48543
[INFO] 2021-05-01 06:27:04 > Step: 23300 Progress: 11.7% Elapsed: 11:12:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.19485 Generator_loss: 5.43646
[INFO] 2021-05-01 06:29:42 > Step: 23400 Progress: 11.7% Elapsed: 11:15:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.29048 Generator_loss: 5.01564
[INFO] 2021-05-01 06:32:20 > Step: 23500 Progress: 11.8% Elapsed: 11:18:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.00876 Generator_loss: 5.24151
[INFO] 2021-05-01 06:34:59 > Step: 23600 Progress: 11.8% Elapsed: 11:20:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.79418 Generator_loss: 5.41397
[INFO] 2021-05-01 06:37:37 > Step: 23700 Progress: 11.8% Elapsed: 11:23:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.83824 Generator_loss: 6.27894
[INFO] 2021-05-01 06:40:16 > Step: 23800 Progress: 11.9% Elapsed: 11:26:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.80204 Generator_loss: 6.11331
[INFO] 2021-05-01 06:42:55 > Step: 23900 Progress: 11.9% Elapsed: 11:28:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.90994 Generator_loss: 5.45635
[INFO] 2021-05-01 06:45:34 > Step: 24000 Progress: 12.0% Elapsed: 11:31:18 temperature: 0.5 ada_p: No Discriminator_loss: 5.15746 Generator_loss: 5.96299
[INFO] 2021-05-01 06:45:34 > Start Evaluation (24000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 06:45:34 > Calculating FID Score....
[INFO] 2021-05-01 06:46:23 > Calculating Inception Score....
[INFO] 2021-05-01 06:46:53 > Calculate F_beta Score....
[INFO] 2021-05-01 06:48:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 06:48:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 06:48:31 > Calculate Accuracies....
[INFO] 2021-05-01 06:49:13 > Calculate Accuracies....
[INFO] 2021-05-01 06:49:54 > F_8 score (Step: 24000, Using valid images): 0.6989755240478525
[INFO] 2021-05-01 06:49:54 > F_1/8 score (Step: 24000, Using valid images): 0.9117978725296652
[INFO] 2021-05-01 06:49:54 > FID score (Step: 24000, Using valid moments): 42.49319080737905
[INFO] 2021-05-01 06:49:54 > Inception score (Step: 24000, 50000 generated images): 18.335735321044922
[INFO] 2021-05-01 06:49:54 > Best FID score (Step: 24000, Using valid moments): 42.49319080737905
[INFO] 2021-05-01 06:50:47 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 06:53:26 > Step: 24100 Progress: 12.0% Elapsed: 11:39:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.84595 Generator_loss: 5.4817
[INFO] 2021-05-01 06:56:04 > Step: 24200 Progress: 12.1% Elapsed: 11:41:49 temperature: 0.5 ada_p: No Discriminator_loss: 5.62806 Generator_loss: 5.42172
[INFO] 2021-05-01 06:58:42 > Step: 24300 Progress: 12.2% Elapsed: 11:44:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.03212 Generator_loss: 5.36136
[INFO] 2021-05-01 07:01:20 > Step: 24400 Progress: 12.2% Elapsed: 11:47:05 temperature: 0.5 ada_p: No Discriminator_loss: 5.0752 Generator_loss: 5.25684
[INFO] 2021-05-01 07:03:58 > Step: 24500 Progress: 12.2% Elapsed: 11:49:42 temperature: 0.5 ada_p: No Discriminator_loss: 5.02956 Generator_loss: 5.34192
[INFO] 2021-05-01 07:06:36 > Step: 24600 Progress: 12.3% Elapsed: 11:52:20 temperature: 0.5 ada_p: No Discriminator_loss: 5.30334 Generator_loss: 5.29214
[INFO] 2021-05-01 07:09:14 > Step: 24700 Progress: 12.3% Elapsed: 11:54:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.83678 Generator_loss: 5.50289
[INFO] 2021-05-01 07:11:52 > Step: 24800 Progress: 12.4% Elapsed: 11:57:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.90499 Generator_loss: 5.25504
[INFO] 2021-05-01 07:14:30 > Step: 24900 Progress: 12.4% Elapsed: 12:00:15 temperature: 0.5 ada_p: No Discriminator_loss: 5.1078 Generator_loss: 5.24797
[INFO] 2021-05-01 07:17:08 > Step: 25000 Progress: 12.5% Elapsed: 12:02:53 temperature: 0.5 ada_p: No Discriminator_loss: 5.07734 Generator_loss: 5.19284
[INFO] 2021-05-01 07:19:48 > Step: 25100 Progress: 12.6% Elapsed: 12:05:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.8938 Generator_loss: 5.36023
[INFO] 2021-05-01 07:22:26 > Step: 25200 Progress: 12.6% Elapsed: 12:08:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.81299 Generator_loss: 5.41841
[INFO] 2021-05-01 07:25:04 > Step: 25300 Progress: 12.7% Elapsed: 12:10:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.91786 Generator_loss: 5.35565
[INFO] 2021-05-01 07:27:42 > Step: 25400 Progress: 12.7% Elapsed: 12:13:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.81368 Generator_loss: 5.67423
[INFO] 2021-05-01 07:30:21 > Step: 25500 Progress: 12.8% Elapsed: 12:16:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.94887 Generator_loss: 5.41114
[INFO] 2021-05-01 07:32:59 > Step: 25600 Progress: 12.8% Elapsed: 12:18:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.81604 Generator_loss: 5.47871
[INFO] 2021-05-01 07:35:38 > Step: 25700 Progress: 12.8% Elapsed: 12:21:23 temperature: 0.5 ada_p: No Discriminator_loss: 5.25854 Generator_loss: 5.30482
[INFO] 2021-05-01 07:38:16 > Step: 25800 Progress: 12.9% Elapsed: 12:24:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.93538 Generator_loss: 5.40202
[INFO] 2021-05-01 07:40:55 > Step: 25900 Progress: 13.0% Elapsed: 12:26:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.8825 Generator_loss: 5.58163
[INFO] 2021-05-01 07:43:33 > Step: 26000 Progress: 13.0% Elapsed: 12:29:18 temperature: 0.5 ada_p: No Discriminator_loss: 5.02413 Generator_loss: 5.4098
[INFO] 2021-05-01 07:43:33 > Start Evaluation (26000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 07:43:33 > Calculating FID Score....
[INFO] 2021-05-01 07:44:21 > Calculating Inception Score....
[INFO] 2021-05-01 07:44:51 > Calculate F_beta Score....
[INFO] 2021-05-01 07:46:29 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 07:46:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 07:46:30 > Calculate Accuracies....
[INFO] 2021-05-01 07:47:12 > Calculate Accuracies....
[INFO] 2021-05-01 07:47:52 > F_8 score (Step: 26000, Using valid images): 0.7369276248055743
[INFO] 2021-05-01 07:47:52 > F_1/8 score (Step: 26000, Using valid images): 0.9260564584193606
[INFO] 2021-05-01 07:47:52 > FID score (Step: 26000, Using valid moments): 39.42269542659574
[INFO] 2021-05-01 07:47:52 > Inception score (Step: 26000, 50000 generated images): 19.218368530273438
[INFO] 2021-05-01 07:47:52 > Best FID score (Step: 26000, Using valid moments): 39.42269542659574
[INFO] 2021-05-01 07:48:44 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 07:51:21 > Step: 26100 Progress: 13.1% Elapsed: 12:37:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.80888 Generator_loss: 5.26662
[INFO] 2021-05-01 07:53:59 > Step: 26200 Progress: 13.1% Elapsed: 12:39:44 temperature: 0.5 ada_p: No Discriminator_loss: 5.08026 Generator_loss: 5.13589
[INFO] 2021-05-01 07:56:37 > Step: 26300 Progress: 13.2% Elapsed: 12:42:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.88576 Generator_loss: 5.57928
[INFO] 2021-05-01 07:59:15 > Step: 26400 Progress: 13.2% Elapsed: 12:45:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.95393 Generator_loss: 5.59284
[INFO] 2021-05-01 08:01:53 > Step: 26500 Progress: 13.2% Elapsed: 12:47:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.97488 Generator_loss: 5.458
[INFO] 2021-05-01 08:04:31 > Step: 26600 Progress: 13.3% Elapsed: 12:50:16 temperature: 0.5 ada_p: No Discriminator_loss: 5.0444 Generator_loss: 5.35171
[INFO] 2021-05-01 08:07:09 > Step: 26700 Progress: 13.4% Elapsed: 12:52:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.9768 Generator_loss: 5.35731
[INFO] 2021-05-01 08:09:46 > Step: 26800 Progress: 13.4% Elapsed: 12:55:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.97328 Generator_loss: 5.40262
[INFO] 2021-05-01 08:12:24 > Step: 26900 Progress: 13.5% Elapsed: 12:58:09 temperature: 0.5 ada_p: No Discriminator_loss: 5.09012 Generator_loss: 5.21438
[INFO] 2021-05-01 08:15:02 > Step: 27000 Progress: 13.5% Elapsed: 13:00:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.88144 Generator_loss: 5.28147
[INFO] 2021-05-01 08:17:40 > Step: 27100 Progress: 13.6% Elapsed: 13:03:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.89672 Generator_loss: 5.30971
[INFO] 2021-05-01 08:20:17 > Step: 27200 Progress: 13.6% Elapsed: 13:06:02 temperature: 0.5 ada_p: No Discriminator_loss: 5.05123 Generator_loss: 4.94723
[INFO] 2021-05-01 08:22:56 > Step: 27300 Progress: 13.7% Elapsed: 13:08:41 temperature: 0.5 ada_p: No Discriminator_loss: 5.06845 Generator_loss: 5.33399
[INFO] 2021-05-01 08:25:34 > Step: 27400 Progress: 13.7% Elapsed: 13:11:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.91563 Generator_loss: 5.13329
[INFO] 2021-05-01 08:28:12 > Step: 27500 Progress: 13.8% Elapsed: 13:13:57 temperature: 0.5 ada_p: No Discriminator_loss: 5.01515 Generator_loss: 5.31754
[INFO] 2021-05-01 08:30:52 > Step: 27600 Progress: 13.8% Elapsed: 13:16:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.72456 Generator_loss: 5.33368
[INFO] 2021-05-01 08:33:31 > Step: 27700 Progress: 13.9% Elapsed: 13:19:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.67599 Generator_loss: 5.50092
[INFO] 2021-05-01 08:36:09 > Step: 27800 Progress: 13.9% Elapsed: 13:21:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.87031 Generator_loss: 5.72692
[INFO] 2021-05-01 08:38:48 > Step: 27900 Progress: 14.0% Elapsed: 13:24:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.69582 Generator_loss: 5.6748
[INFO] 2021-05-01 08:41:26 > Step: 28000 Progress: 14.0% Elapsed: 13:27:11 temperature: 0.5 ada_p: No Discriminator_loss: 5.09823 Generator_loss: 5.51264
[INFO] 2021-05-01 08:41:26 > Start Evaluation (28000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 08:41:26 > Calculating FID Score....
[INFO] 2021-05-01 08:42:14 > Calculating Inception Score....
[INFO] 2021-05-01 08:42:44 > Calculate F_beta Score....
[INFO] 2021-05-01 08:44:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 08:44:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 08:44:22 > Calculate Accuracies....
[INFO] 2021-05-01 08:45:04 > Calculate Accuracies....
[INFO] 2021-05-01 08:45:44 > F_8 score (Step: 28000, Using valid images): 0.7576760580932281
[INFO] 2021-05-01 08:45:44 > F_1/8 score (Step: 28000, Using valid images): 0.9293674580122125
[INFO] 2021-05-01 08:45:44 > FID score (Step: 28000, Using valid moments): 37.00177432234045
[INFO] 2021-05-01 08:45:44 > Inception score (Step: 28000, 50000 generated images): 19.91180419921875
[INFO] 2021-05-01 08:45:44 > Best FID score (Step: 28000, Using valid moments): 37.00177432234045
[INFO] 2021-05-01 08:46:36 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 08:49:14 > Step: 28100 Progress: 14.1% Elapsed: 13:34:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.85344 Generator_loss: 5.33854
[INFO] 2021-05-01 08:51:52 > Step: 28200 Progress: 14.1% Elapsed: 13:37:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.89988 Generator_loss: 5.307
[INFO] 2021-05-01 08:54:30 > Step: 28300 Progress: 14.1% Elapsed: 13:40:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.90973 Generator_loss: 5.3755
[INFO] 2021-05-01 08:57:08 > Step: 28400 Progress: 14.2% Elapsed: 13:42:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.9883 Generator_loss: 5.56951
[INFO] 2021-05-01 08:59:46 > Step: 28500 Progress: 14.2% Elapsed: 13:45:31 temperature: 0.5 ada_p: No Discriminator_loss: 5.01915 Generator_loss: 5.31154
[INFO] 2021-05-01 09:02:24 > Step: 28600 Progress: 14.3% Elapsed: 13:48:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.85477 Generator_loss: 5.51781
[INFO] 2021-05-01 09:05:02 > Step: 28700 Progress: 14.3% Elapsed: 13:50:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.70382 Generator_loss: 5.56565
[INFO] 2021-05-01 09:07:40 > Step: 28800 Progress: 14.4% Elapsed: 13:53:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.79163 Generator_loss: 5.60232
[INFO] 2021-05-01 09:10:19 > Step: 28900 Progress: 14.4% Elapsed: 13:56:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.79577 Generator_loss: 5.64999
[INFO] 2021-05-01 09:12:57 > Step: 29000 Progress: 14.5% Elapsed: 13:58:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.81119 Generator_loss: 5.44598
[INFO] 2021-05-01 09:15:35 > Step: 29100 Progress: 14.5% Elapsed: 14:01:20 temperature: 0.5 ada_p: No Discriminator_loss: 5.39283 Generator_loss: 4.9175
[INFO] 2021-05-01 09:18:13 > Step: 29200 Progress: 14.6% Elapsed: 14:03:58 temperature: 0.5 ada_p: No Discriminator_loss: 5.02827 Generator_loss: 5.37216
[INFO] 2021-05-01 09:20:51 > Step: 29300 Progress: 14.6% Elapsed: 14:06:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.90147 Generator_loss: 5.39851
[INFO] 2021-05-01 09:23:29 > Step: 29400 Progress: 14.7% Elapsed: 14:09:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.79356 Generator_loss: 6.31912
[INFO] 2021-05-01 09:26:09 > Step: 29500 Progress: 14.8% Elapsed: 14:11:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.89818 Generator_loss: 5.45349
[INFO] 2021-05-01 09:28:47 > Step: 29600 Progress: 14.8% Elapsed: 14:14:32 temperature: 0.5 ada_p: No Discriminator_loss: 5.02925 Generator_loss: 5.3076
[INFO] 2021-05-01 09:31:26 > Step: 29700 Progress: 14.8% Elapsed: 14:17:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.90169 Generator_loss: 5.55102
[INFO] 2021-05-01 09:34:05 > Step: 29800 Progress: 14.9% Elapsed: 14:19:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.80956 Generator_loss: 5.49877
[INFO] 2021-05-01 09:36:43 > Step: 29900 Progress: 14.9% Elapsed: 14:22:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.85972 Generator_loss: 5.38444
[INFO] 2021-05-01 09:39:21 > Step: 30000 Progress: 15.0% Elapsed: 14:25:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.8224 Generator_loss: 5.50817
[INFO] 2021-05-01 09:39:21 > Start Evaluation (30000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 09:39:21 > Calculating FID Score....
[INFO] 2021-05-01 09:40:10 > Calculating Inception Score....
[INFO] 2021-05-01 09:40:39 > Calculate F_beta Score....
[INFO] 2021-05-01 09:42:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 09:42:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 09:42:20 > Calculate Accuracies....
[INFO] 2021-05-01 09:43:02 > Calculate Accuracies....
[INFO] 2021-05-01 09:43:42 > F_8 score (Step: 30000, Using valid images): 0.7653124737773954
[INFO] 2021-05-01 09:43:42 > F_1/8 score (Step: 30000, Using valid images): 0.9333973250990154
[INFO] 2021-05-01 09:43:42 > FID score (Step: 30000, Using valid moments): 35.07722951798564
[INFO] 2021-05-01 09:43:42 > Inception score (Step: 30000, 50000 generated images): 20.41460609436035
[INFO] 2021-05-01 09:43:42 > Best FID score (Step: 30000, Using valid moments): 35.07722951798564
[INFO] 2021-05-01 09:44:34 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 09:47:15 > Step: 30100 Progress: 15.0% Elapsed: 14:33:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.94931 Generator_loss: 5.3582
[INFO] 2021-05-01 09:49:53 > Step: 30200 Progress: 15.1% Elapsed: 14:35:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.73009 Generator_loss: 5.56487
[INFO] 2021-05-01 09:52:31 > Step: 30300 Progress: 15.2% Elapsed: 14:38:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.77602 Generator_loss: 6.0102
[INFO] 2021-05-01 09:55:09 > Step: 30400 Progress: 15.2% Elapsed: 14:40:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.69073 Generator_loss: 5.79255
[INFO] 2021-05-01 09:57:47 > Step: 30500 Progress: 15.2% Elapsed: 14:43:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.87554 Generator_loss: 5.46825
[INFO] 2021-05-01 10:00:25 > Step: 30600 Progress: 15.3% Elapsed: 14:46:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.9159 Generator_loss: 5.50772
[INFO] 2021-05-01 10:03:03 > Step: 30700 Progress: 15.3% Elapsed: 14:48:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.77145 Generator_loss: 5.64185
[INFO] 2021-05-01 10:05:41 > Step: 30800 Progress: 15.4% Elapsed: 14:51:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.91611 Generator_loss: 5.5768
[INFO] 2021-05-01 10:08:19 > Step: 30900 Progress: 15.4% Elapsed: 14:54:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.71818 Generator_loss: 5.13449
[INFO] 2021-05-01 10:10:57 > Step: 31000 Progress: 15.5% Elapsed: 14:56:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.71221 Generator_loss: 5.58866
[INFO] 2021-05-01 10:13:36 > Step: 31100 Progress: 15.6% Elapsed: 14:59:21 temperature: 0.5 ada_p: No Discriminator_loss: 5.03614 Generator_loss: 5.51425
[INFO] 2021-05-01 10:16:14 > Step: 31200 Progress: 15.6% Elapsed: 15:01:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.71149 Generator_loss: 5.44383
[INFO] 2021-05-01 10:18:52 > Step: 31300 Progress: 15.7% Elapsed: 15:04:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.91976 Generator_loss: 5.50792
[INFO] 2021-05-01 10:21:30 > Step: 31400 Progress: 15.7% Elapsed: 15:07:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.7453 Generator_loss: 5.98467
[INFO] 2021-05-01 10:24:08 > Step: 31500 Progress: 15.8% Elapsed: 15:09:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.73328 Generator_loss: 5.9463
[INFO] 2021-05-01 10:26:46 > Step: 31600 Progress: 15.8% Elapsed: 15:12:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.964 Generator_loss: 5.5523
[INFO] 2021-05-01 10:29:25 > Step: 31700 Progress: 15.8% Elapsed: 15:15:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.72148 Generator_loss: 6.09478
[INFO] 2021-05-01 10:32:03 > Step: 31800 Progress: 15.9% Elapsed: 15:17:48 temperature: 0.5 ada_p: No Discriminator_loss: 5.1346 Generator_loss: 5.12149
[INFO] 2021-05-01 10:34:42 > Step: 31900 Progress: 16.0% Elapsed: 15:20:27 temperature: 0.5 ada_p: No Discriminator_loss: 5.13465 Generator_loss: 5.13907
[INFO] 2021-05-01 10:37:20 > Step: 32000 Progress: 16.0% Elapsed: 15:23:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.96824 Generator_loss: 5.24262
[INFO] 2021-05-01 10:37:20 > Start Evaluation (32000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 10:37:20 > Calculating FID Score....
[INFO] 2021-05-01 10:38:08 > Calculating Inception Score....
[INFO] 2021-05-01 10:38:37 > Calculate F_beta Score....
[INFO] 2021-05-01 10:40:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 10:40:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 10:40:15 > Calculate Accuracies....
[INFO] 2021-05-01 10:40:57 > Calculate Accuracies....
[INFO] 2021-05-01 10:41:36 > F_8 score (Step: 32000, Using valid images): 0.8082215152479442
[INFO] 2021-05-01 10:41:36 > F_1/8 score (Step: 32000, Using valid images): 0.9412657040103851
[INFO] 2021-05-01 10:41:36 > FID score (Step: 32000, Using valid moments): 33.92583952522659
[INFO] 2021-05-01 10:41:36 > Inception score (Step: 32000, 50000 generated images): 21.106325149536133
[INFO] 2021-05-01 10:41:36 > Best FID score (Step: 32000, Using valid moments): 33.92583952522659
[INFO] 2021-05-01 10:42:29 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 10:45:08 > Step: 32100 Progress: 16.1% Elapsed: 15:30:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.9607 Generator_loss: 5.17666
[INFO] 2021-05-01 10:47:47 > Step: 32200 Progress: 16.1% Elapsed: 15:33:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.79264 Generator_loss: 5.61484
[INFO] 2021-05-01 10:50:26 > Step: 32300 Progress: 16.2% Elapsed: 15:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.99618 Generator_loss: 5.94877
[INFO] 2021-05-01 10:53:04 > Step: 32400 Progress: 16.2% Elapsed: 15:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.81853 Generator_loss: 5.45417
[INFO] 2021-05-01 10:55:43 > Step: 32500 Progress: 16.2% Elapsed: 15:41:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.83517 Generator_loss: 5.44399
[INFO] 2021-05-01 10:58:23 > Step: 32600 Progress: 16.3% Elapsed: 15:44:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.68627 Generator_loss: 5.64139
[INFO] 2021-05-01 11:01:02 > Step: 32700 Progress: 16.4% Elapsed: 15:46:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.87778 Generator_loss: 5.52986
[INFO] 2021-05-01 11:03:40 > Step: 32800 Progress: 16.4% Elapsed: 15:49:25 temperature: 0.5 ada_p: No Discriminator_loss: 5.03408 Generator_loss: 5.32619
[INFO] 2021-05-01 11:06:18 > Step: 32900 Progress: 16.4% Elapsed: 15:52:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.86137 Generator_loss: 5.32175
[INFO] 2021-05-01 11:08:56 > Step: 33000 Progress: 16.5% Elapsed: 15:54:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.7211 Generator_loss: 5.61089
[INFO] 2021-05-01 11:11:35 > Step: 33100 Progress: 16.6% Elapsed: 15:57:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.85161 Generator_loss: 6.21711
[INFO] 2021-05-01 11:14:14 > Step: 33200 Progress: 16.6% Elapsed: 15:59:59 temperature: 0.5 ada_p: No Discriminator_loss: 5.00067 Generator_loss: 5.24978
[INFO] 2021-05-01 11:16:53 > Step: 33300 Progress: 16.7% Elapsed: 16:02:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.82976 Generator_loss: 5.19875
[INFO] 2021-05-01 11:19:32 > Step: 33400 Progress: 16.7% Elapsed: 16:05:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.73554 Generator_loss: 5.50649
[INFO] 2021-05-01 11:22:10 > Step: 33500 Progress: 16.8% Elapsed: 16:07:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.64049 Generator_loss: 5.58252
[INFO] 2021-05-01 11:24:49 > Step: 33600 Progress: 16.8% Elapsed: 16:10:34 temperature: 0.5 ada_p: No Discriminator_loss: 5.04179 Generator_loss: 5.22163
[INFO] 2021-05-01 11:27:28 > Step: 33700 Progress: 16.9% Elapsed: 16:13:13 temperature: 0.5 ada_p: No Discriminator_loss: 5.13548 Generator_loss: 5.16556
[INFO] 2021-05-01 11:30:07 > Step: 33800 Progress: 16.9% Elapsed: 16:15:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.887 Generator_loss: 5.15724
[INFO] 2021-05-01 11:32:46 > Step: 33900 Progress: 17.0% Elapsed: 16:18:31 temperature: 0.5 ada_p: No Discriminator_loss: 5.09591 Generator_loss: 4.76562
[INFO] 2021-05-01 11:35:24 > Step: 34000 Progress: 17.0% Elapsed: 16:21:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.87668 Generator_loss: 5.44706
[INFO] 2021-05-01 11:35:24 > Start Evaluation (34000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 11:35:24 > Calculating FID Score....
[INFO] 2021-05-01 11:36:12 > Calculating Inception Score....
[INFO] 2021-05-01 11:36:42 > Calculate F_beta Score....
[INFO] 2021-05-01 11:38:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 11:38:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 11:38:23 > Calculate Accuracies....
[INFO] 2021-05-01 11:39:04 > Calculate Accuracies....
[INFO] 2021-05-01 11:39:44 > F_8 score (Step: 34000, Using valid images): 0.8009720981989628
[INFO] 2021-05-01 11:39:44 > F_1/8 score (Step: 34000, Using valid images): 0.9469163583322739
[INFO] 2021-05-01 11:39:44 > FID score (Step: 34000, Using valid moments): 32.93109219760953
[INFO] 2021-05-01 11:39:44 > Inception score (Step: 34000, 50000 generated images): 21.77967643737793
[INFO] 2021-05-01 11:39:44 > Best FID score (Step: 34000, Using valid moments): 32.93109219760953
[INFO] 2021-05-01 11:40:36 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 11:43:15 > Step: 34100 Progress: 17.1% Elapsed: 16:29:00 temperature: 0.5 ada_p: No Discriminator_loss: 5.14676 Generator_loss: 5.39531
[INFO] 2021-05-01 11:45:54 > Step: 34200 Progress: 17.1% Elapsed: 16:31:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.92262 Generator_loss: 5.49782
[INFO] 2021-05-01 11:48:33 > Step: 34300 Progress: 17.2% Elapsed: 16:34:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.75152 Generator_loss: 5.61321
[INFO] 2021-05-01 11:51:12 > Step: 34400 Progress: 17.2% Elapsed: 16:36:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.92215 Generator_loss: 5.1429
[INFO] 2021-05-01 11:53:50 > Step: 34500 Progress: 17.2% Elapsed: 16:39:35 temperature: 0.5 ada_p: No Discriminator_loss: 5.00505 Generator_loss: 4.9804
[INFO] 2021-05-01 11:56:29 > Step: 34600 Progress: 17.3% Elapsed: 16:42:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.76698 Generator_loss: 6.0967
[INFO] 2021-05-01 11:59:07 > Step: 34700 Progress: 17.3% Elapsed: 16:44:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.74678 Generator_loss: 5.95078
[INFO] 2021-05-01 12:01:46 > Step: 34800 Progress: 17.4% Elapsed: 16:47:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.77161 Generator_loss: 5.46452
[INFO] 2021-05-01 12:04:24 > Step: 34900 Progress: 17.4% Elapsed: 16:50:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.80948 Generator_loss: 5.56073
[INFO] 2021-05-01 12:07:03 > Step: 35000 Progress: 17.5% Elapsed: 16:52:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.76144 Generator_loss: 5.71705
[INFO] 2021-05-01 12:09:43 > Step: 35100 Progress: 17.5% Elapsed: 16:55:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.75173 Generator_loss: 5.52438
[INFO] 2021-05-01 12:12:22 > Step: 35200 Progress: 17.6% Elapsed: 16:58:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.72669 Generator_loss: 5.54788
[INFO] 2021-05-01 12:15:01 > Step: 35300 Progress: 17.6% Elapsed: 17:00:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.7447 Generator_loss: 5.58432
[INFO] 2021-05-01 12:17:39 > Step: 35400 Progress: 17.7% Elapsed: 17:03:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.70871 Generator_loss: 5.65985
[INFO] 2021-05-01 12:20:17 > Step: 35500 Progress: 17.8% Elapsed: 17:06:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.7306 Generator_loss: 5.30944
[INFO] 2021-05-01 12:22:56 > Step: 35600 Progress: 17.8% Elapsed: 17:08:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.81462 Generator_loss: 5.31572
[INFO] 2021-05-01 12:25:35 > Step: 35700 Progress: 17.8% Elapsed: 17:11:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.85123 Generator_loss: 5.42459
[INFO] 2021-05-01 12:28:13 > Step: 35800 Progress: 17.9% Elapsed: 17:13:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.76929 Generator_loss: 5.45152
[INFO] 2021-05-01 12:30:52 > Step: 35900 Progress: 17.9% Elapsed: 17:16:37 temperature: 0.5 ada_p: No Discriminator_loss: 5.11604 Generator_loss: 5.12165
[INFO] 2021-05-01 12:33:31 > Step: 36000 Progress: 18.0% Elapsed: 17:19:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.92661 Generator_loss: 5.1843
[INFO] 2021-05-01 12:33:31 > Start Evaluation (36000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 12:33:31 > Calculating FID Score....
[INFO] 2021-05-01 12:34:18 > Calculating Inception Score....
[INFO] 2021-05-01 12:34:48 > Calculate F_beta Score....
[INFO] 2021-05-01 12:36:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 12:36:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 12:36:26 > Calculate Accuracies....
[INFO] 2021-05-01 12:37:08 > Calculate Accuracies....
[INFO] 2021-05-01 12:37:48 > F_8 score (Step: 36000, Using valid images): 0.7645921031040345
[INFO] 2021-05-01 12:37:48 > F_1/8 score (Step: 36000, Using valid images): 0.9355775441354147
[INFO] 2021-05-01 12:37:48 > FID score (Step: 36000, Using valid moments): 31.82477178065369
[INFO] 2021-05-01 12:37:48 > Inception score (Step: 36000, 50000 generated images): 22.287029266357422
[INFO] 2021-05-01 12:37:48 > Best FID score (Step: 36000, Using valid moments): 31.82477178065369
[INFO] 2021-05-01 12:38:40 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 12:41:18 > Step: 36100 Progress: 18.1% Elapsed: 17:27:03 temperature: 0.5 ada_p: No Discriminator_loss: 5.00889 Generator_loss: 5.16435
[INFO] 2021-05-01 12:43:57 > Step: 36200 Progress: 18.1% Elapsed: 17:29:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.70944 Generator_loss: 5.94488
[INFO] 2021-05-01 12:46:35 > Step: 36300 Progress: 18.1% Elapsed: 17:32:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.86442 Generator_loss: 5.59063
[INFO] 2021-05-01 12:49:14 > Step: 36400 Progress: 18.2% Elapsed: 17:34:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.66698 Generator_loss: 5.55181
[INFO] 2021-05-01 12:51:52 > Step: 36500 Progress: 18.2% Elapsed: 17:37:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.73429 Generator_loss: 5.543
[INFO] 2021-05-01 12:54:31 > Step: 36600 Progress: 18.3% Elapsed: 17:40:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.83977 Generator_loss: 5.37876
[INFO] 2021-05-01 12:57:09 > Step: 36700 Progress: 18.4% Elapsed: 17:42:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.95901 Generator_loss: 5.1479
[INFO] 2021-05-01 12:59:48 > Step: 36800 Progress: 18.4% Elapsed: 17:45:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.75827 Generator_loss: 5.36409
[INFO] 2021-05-01 13:02:26 > Step: 36900 Progress: 18.4% Elapsed: 17:48:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.66898 Generator_loss: 5.43974
[INFO] 2021-05-01 13:05:05 > Step: 37000 Progress: 18.5% Elapsed: 17:50:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.77471 Generator_loss: 5.63797
[INFO] 2021-05-01 13:07:44 > Step: 37100 Progress: 18.6% Elapsed: 17:53:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.77915 Generator_loss: 5.53019
[INFO] 2021-05-01 13:10:22 > Step: 37200 Progress: 18.6% Elapsed: 17:56:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.82323 Generator_loss: 5.31013
[INFO] 2021-05-01 13:13:00 > Step: 37300 Progress: 18.6% Elapsed: 17:58:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.77335 Generator_loss: 5.18548
[INFO] 2021-05-01 13:15:38 > Step: 37400 Progress: 18.7% Elapsed: 18:01:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.71264 Generator_loss: 5.49083
[INFO] 2021-05-01 13:18:16 > Step: 37500 Progress: 18.8% Elapsed: 18:04:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.7134 Generator_loss: 5.41602
[INFO] 2021-05-01 13:20:56 > Step: 37600 Progress: 18.8% Elapsed: 18:06:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.66946 Generator_loss: 5.68814
[INFO] 2021-05-01 13:23:35 > Step: 37700 Progress: 18.9% Elapsed: 18:09:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.67552 Generator_loss: 5.50692
[INFO] 2021-05-01 13:26:13 > Step: 37800 Progress: 18.9% Elapsed: 18:11:58 temperature: 0.5 ada_p: No Discriminator_loss: 5.24349 Generator_loss: 5.14632
[INFO] 2021-05-01 13:28:52 > Step: 37900 Progress: 18.9% Elapsed: 18:14:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.86145 Generator_loss: 5.50396
[INFO] 2021-05-01 13:31:31 > Step: 38000 Progress: 19.0% Elapsed: 18:17:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.80838 Generator_loss: 5.21941
[INFO] 2021-05-01 13:31:31 > Start Evaluation (38000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 13:31:31 > Calculating FID Score....
[INFO] 2021-05-01 13:32:19 > Calculating Inception Score....
[INFO] 2021-05-01 13:32:48 > Calculate F_beta Score....
[INFO] 2021-05-01 13:35:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 13:35:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 13:35:09 > Calculate Accuracies....
[INFO] 2021-05-01 13:35:51 > Calculate Accuracies....
[INFO] 2021-05-01 13:36:30 > F_8 score (Step: 38000, Using valid images): 0.8368773986391775
[INFO] 2021-05-01 13:36:30 > F_1/8 score (Step: 38000, Using valid images): 0.945982859758475
[INFO] 2021-05-01 13:36:30 > FID score (Step: 38000, Using valid moments): 30.981994285228268
[INFO] 2021-05-01 13:36:30 > Inception score (Step: 38000, 50000 generated images): 22.97477912902832
[INFO] 2021-05-01 13:36:30 > Best FID score (Step: 38000, Using valid moments): 30.981994285228268
[INFO] 2021-05-01 13:37:23 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 13:40:01 > Step: 38100 Progress: 19.1% Elapsed: 18:25:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.6585 Generator_loss: 5.59255
[INFO] 2021-05-01 13:42:39 > Step: 38200 Progress: 19.1% Elapsed: 18:28:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.69325 Generator_loss: 5.31776
[INFO] 2021-05-01 13:45:17 > Step: 38300 Progress: 19.1% Elapsed: 18:31:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.72576 Generator_loss: 5.2889
[INFO] 2021-05-01 13:47:54 > Step: 38400 Progress: 19.2% Elapsed: 18:33:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.76434 Generator_loss: 5.49762
[INFO] 2021-05-01 13:50:32 > Step: 38500 Progress: 19.2% Elapsed: 18:36:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.74531 Generator_loss: 5.56861
[INFO] 2021-05-01 13:53:10 > Step: 38600 Progress: 19.3% Elapsed: 18:38:55 temperature: 0.5 ada_p: No Discriminator_loss: 5.12407 Generator_loss: 4.95677
[INFO] 2021-05-01 13:55:48 > Step: 38700 Progress: 19.4% Elapsed: 18:41:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.8041 Generator_loss: 5.34059
[INFO] 2021-05-01 13:58:27 > Step: 38800 Progress: 19.4% Elapsed: 18:44:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.82864 Generator_loss: 5.25671
[INFO] 2021-05-01 14:01:05 > Step: 38900 Progress: 19.4% Elapsed: 18:46:50 temperature: 0.5 ada_p: No Discriminator_loss: 5.01061 Generator_loss: 5.24325
[INFO] 2021-05-01 14:03:43 > Step: 39000 Progress: 19.5% Elapsed: 18:49:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.77269 Generator_loss: 6.08312
[INFO] 2021-05-01 14:06:22 > Step: 39100 Progress: 19.6% Elapsed: 18:52:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.88334 Generator_loss: 5.09223
[INFO] 2021-05-01 14:08:59 > Step: 39200 Progress: 19.6% Elapsed: 18:54:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.71162 Generator_loss: 5.22736
[INFO] 2021-05-01 14:11:38 > Step: 39300 Progress: 19.7% Elapsed: 18:57:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.9582 Generator_loss: 5.41328
[INFO] 2021-05-01 14:14:16 > Step: 39400 Progress: 19.7% Elapsed: 19:00:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.70252 Generator_loss: 5.15746
[INFO] 2021-05-01 14:16:54 > Step: 39500 Progress: 19.8% Elapsed: 19:02:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.60593 Generator_loss: 5.68772
[INFO] 2021-05-01 14:19:32 > Step: 39600 Progress: 19.8% Elapsed: 19:05:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.73586 Generator_loss: 5.8365
[INFO] 2021-05-01 14:22:10 > Step: 39700 Progress: 19.9% Elapsed: 19:07:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.65932 Generator_loss: 5.79887
[INFO] 2021-05-01 14:24:48 > Step: 39800 Progress: 19.9% Elapsed: 19:10:32 temperature: 0.5 ada_p: No Discriminator_loss: 5.80635 Generator_loss: 6.45352
[INFO] 2021-05-01 14:27:25 > Step: 39900 Progress: 20.0% Elapsed: 19:13:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.87165 Generator_loss: 5.31357
[INFO] 2021-05-01 14:30:03 > Step: 40000 Progress: 20.0% Elapsed: 19:15:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.67892 Generator_loss: 6.06639
[INFO] 2021-05-01 14:30:03 > Start Evaluation (40000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 14:30:03 > Calculating FID Score....
[INFO] 2021-05-01 14:30:51 > Calculating Inception Score....
[INFO] 2021-05-01 14:31:20 > Calculate F_beta Score....
[INFO] 2021-05-01 14:32:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 14:32:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 14:32:57 > Calculate Accuracies....
[INFO] 2021-05-01 14:33:39 > Calculate Accuracies....
[INFO] 2021-05-01 14:34:19 > F_8 score (Step: 40000, Using valid images): 0.8463394465762218
[INFO] 2021-05-01 14:34:19 > F_1/8 score (Step: 40000, Using valid images): 0.9414808088377596
[INFO] 2021-05-01 14:34:19 > FID score (Step: 40000, Using valid moments): 30.267159400715855
[INFO] 2021-05-01 14:34:19 > Inception score (Step: 40000, 50000 generated images): 23.47136878967285
[INFO] 2021-05-01 14:34:19 > Best FID score (Step: 40000, Using valid moments): 30.267159400715855
[INFO] 2021-05-01 14:35:11 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 14:37:51 > Step: 40100 Progress: 20.1% Elapsed: 19:23:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.76903 Generator_loss: 5.48258
[INFO] 2021-05-01 14:40:29 > Step: 40200 Progress: 20.1% Elapsed: 19:26:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.71104 Generator_loss: 5.4513
[INFO] 2021-05-01 14:43:08 > Step: 40300 Progress: 20.2% Elapsed: 19:28:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.93236 Generator_loss: 5.46917
[INFO] 2021-05-01 14:45:46 > Step: 40400 Progress: 20.2% Elapsed: 19:31:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.66059 Generator_loss: 5.57524
[INFO] 2021-05-01 14:48:24 > Step: 40500 Progress: 20.2% Elapsed: 19:34:09 temperature: 0.5 ada_p: No Discriminator_loss: 5.1256 Generator_loss: 5.00513
[INFO] 2021-05-01 14:51:02 > Step: 40600 Progress: 20.3% Elapsed: 19:36:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.94591 Generator_loss: 5.3237
[INFO] 2021-05-01 14:53:40 > Step: 40700 Progress: 20.3% Elapsed: 19:39:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.70713 Generator_loss: 6.14834
[INFO] 2021-05-01 14:56:18 > Step: 40800 Progress: 20.4% Elapsed: 19:42:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.77538 Generator_loss: 5.69267
[INFO] 2021-05-01 14:58:56 > Step: 40900 Progress: 20.4% Elapsed: 19:44:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.88531 Generator_loss: 5.26815
[INFO] 2021-05-01 15:01:35 > Step: 41000 Progress: 20.5% Elapsed: 19:47:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.98297 Generator_loss: 5.23271
[INFO] 2021-05-01 15:04:12 > Step: 41100 Progress: 20.5% Elapsed: 19:49:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.79072 Generator_loss: 5.24807
[INFO] 2021-05-01 15:06:51 > Step: 41200 Progress: 20.6% Elapsed: 19:52:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.71289 Generator_loss: 5.41984
[INFO] 2021-05-01 15:09:29 > Step: 41300 Progress: 20.6% Elapsed: 19:55:14 temperature: 0.5 ada_p: No Discriminator_loss: 5.40789 Generator_loss: 5.1126
[INFO] 2021-05-01 15:12:07 > Step: 41400 Progress: 20.7% Elapsed: 19:57:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.7021 Generator_loss: 5.62475
[INFO] 2021-05-01 15:14:44 > Step: 41500 Progress: 20.8% Elapsed: 20:00:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.72998 Generator_loss: 5.53032
[INFO] 2021-05-01 15:17:22 > Step: 41600 Progress: 20.8% Elapsed: 20:03:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.75158 Generator_loss: 5.42535
[INFO] 2021-05-01 15:20:01 > Step: 41700 Progress: 20.8% Elapsed: 20:05:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.63562 Generator_loss: 5.21077
[INFO] 2021-05-01 15:22:39 > Step: 41800 Progress: 20.9% Elapsed: 20:08:24 temperature: 0.5 ada_p: No Discriminator_loss: 5.18106 Generator_loss: 5.30756
[INFO] 2021-05-01 15:25:18 > Step: 41900 Progress: 20.9% Elapsed: 20:11:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.94642 Generator_loss: 5.11259
[INFO] 2021-05-01 15:27:57 > Step: 42000 Progress: 21.0% Elapsed: 20:13:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.67785 Generator_loss: 5.4842
[INFO] 2021-05-01 15:27:57 > Start Evaluation (42000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 15:27:57 > Calculating FID Score....
[INFO] 2021-05-01 15:28:47 > Calculating Inception Score....
[INFO] 2021-05-01 15:29:17 > Calculate F_beta Score....
[INFO] 2021-05-01 15:31:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 15:31:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 15:31:04 > Calculate Accuracies....
[INFO] 2021-05-01 15:31:46 > Calculate Accuracies....
[INFO] 2021-05-01 15:32:26 > F_8 score (Step: 42000, Using valid images): 0.8550998214460301
[INFO] 2021-05-01 15:32:26 > F_1/8 score (Step: 42000, Using valid images): 0.9503445851645701
[INFO] 2021-05-01 15:32:26 > FID score (Step: 42000, Using valid moments): 29.550760029440937
[INFO] 2021-05-01 15:32:26 > Inception score (Step: 42000, 50000 generated images): 23.86197853088379
[INFO] 2021-05-01 15:32:26 > Best FID score (Step: 42000, Using valid moments): 29.550760029440937
[INFO] 2021-05-01 15:33:19 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 15:35:58 > Step: 42100 Progress: 21.1% Elapsed: 20:21:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.61783 Generator_loss: 5.51024
[INFO] 2021-05-01 15:38:37 > Step: 42200 Progress: 21.1% Elapsed: 20:24:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.85302 Generator_loss: 5.3984
[INFO] 2021-05-01 15:41:16 > Step: 42300 Progress: 21.1% Elapsed: 20:27:00 temperature: 0.5 ada_p: No Discriminator_loss: 5.13839 Generator_loss: 5.27779
[INFO] 2021-05-01 15:43:54 > Step: 42400 Progress: 21.2% Elapsed: 20:29:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.62442 Generator_loss: 5.31508
[INFO] 2021-05-01 15:46:33 > Step: 42500 Progress: 21.2% Elapsed: 20:32:18 temperature: 0.5 ada_p: No Discriminator_loss: 5.01941 Generator_loss: 5.32976
[INFO] 2021-05-01 15:49:14 > Step: 42600 Progress: 21.3% Elapsed: 20:34:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.55447 Generator_loss: 5.6482
[INFO] 2021-05-01 15:51:53 > Step: 42700 Progress: 21.3% Elapsed: 20:37:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.73703 Generator_loss: 5.27933
[INFO] 2021-05-01 15:54:32 > Step: 42800 Progress: 21.4% Elapsed: 20:40:17 temperature: 0.5 ada_p: No Discriminator_loss: 5.11906 Generator_loss: 5.5418
[INFO] 2021-05-01 15:57:10 > Step: 42900 Progress: 21.4% Elapsed: 20:42:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.74248 Generator_loss: 5.42758
[INFO] 2021-05-01 15:59:49 > Step: 43000 Progress: 21.5% Elapsed: 20:45:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.66217 Generator_loss: 6.18132
[INFO] 2021-05-01 16:02:28 > Step: 43100 Progress: 21.6% Elapsed: 20:48:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.6277 Generator_loss: 5.27661
[INFO] 2021-05-01 16:05:07 > Step: 43200 Progress: 21.6% Elapsed: 20:50:52 temperature: 0.5 ada_p: No Discriminator_loss: 5.68062 Generator_loss: 4.95793
[INFO] 2021-05-01 16:07:46 > Step: 43300 Progress: 21.6% Elapsed: 20:53:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.6724 Generator_loss: 6.14033
[INFO] 2021-05-01 16:10:24 > Step: 43400 Progress: 21.7% Elapsed: 20:56:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.79692 Generator_loss: 5.53897
[INFO] 2021-05-01 16:13:02 > Step: 43500 Progress: 21.8% Elapsed: 20:58:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.8056 Generator_loss: 5.48648
[INFO] 2021-05-01 16:15:41 > Step: 43600 Progress: 21.8% Elapsed: 21:01:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.82025 Generator_loss: 5.32086
[INFO] 2021-05-01 16:18:20 > Step: 43700 Progress: 21.9% Elapsed: 21:04:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.75298 Generator_loss: 5.50575
[INFO] 2021-05-01 16:20:58 > Step: 43800 Progress: 21.9% Elapsed: 21:06:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.73227 Generator_loss: 5.59435
[INFO] 2021-05-01 16:23:37 > Step: 43900 Progress: 21.9% Elapsed: 21:09:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.74428 Generator_loss: 5.47239
[INFO] 2021-05-01 16:26:17 > Step: 44000 Progress: 22.0% Elapsed: 21:12:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.78413 Generator_loss: 5.53892
[INFO] 2021-05-01 16:26:17 > Start Evaluation (44000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 16:26:17 > Calculating FID Score....
[INFO] 2021-05-01 16:27:05 > Calculating Inception Score....
[INFO] 2021-05-01 16:27:35 > Calculate F_beta Score....
[INFO] 2021-05-01 16:29:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 16:29:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 16:29:15 > Calculate Accuracies....
[INFO] 2021-05-01 16:29:57 > Calculate Accuracies....
[INFO] 2021-05-01 16:30:37 > F_8 score (Step: 44000, Using valid images): 0.8536313751041289
[INFO] 2021-05-01 16:30:37 > F_1/8 score (Step: 44000, Using valid images): 0.9445866896425364
[INFO] 2021-05-01 16:30:37 > FID score (Step: 44000, Using valid moments): 28.818121071583278
[INFO] 2021-05-01 16:30:37 > Inception score (Step: 44000, 50000 generated images): 24.353557586669922
[INFO] 2021-05-01 16:30:37 > Best FID score (Step: 44000, Using valid moments): 28.818121071583278
[INFO] 2021-05-01 16:31:30 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 16:34:08 > Step: 44100 Progress: 22.1% Elapsed: 21:19:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.91838 Generator_loss: 5.21362
[INFO] 2021-05-01 16:36:47 > Step: 44200 Progress: 22.1% Elapsed: 21:22:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.8805 Generator_loss: 5.62613
[INFO] 2021-05-01 16:39:26 > Step: 44300 Progress: 22.1% Elapsed: 21:25:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.5754 Generator_loss: 5.78999
[INFO] 2021-05-01 16:42:05 > Step: 44400 Progress: 22.2% Elapsed: 21:27:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.68132 Generator_loss: 5.40352
[INFO] 2021-05-01 16:44:43 > Step: 44500 Progress: 22.2% Elapsed: 21:30:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.66132 Generator_loss: 5.51756
[INFO] 2021-05-01 16:47:22 > Step: 44600 Progress: 22.3% Elapsed: 21:33:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.91813 Generator_loss: 5.14785
[INFO] 2021-05-01 16:50:00 > Step: 44700 Progress: 22.4% Elapsed: 21:35:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.66316 Generator_loss: 5.62188
[INFO] 2021-05-01 16:52:39 > Step: 44800 Progress: 22.4% Elapsed: 21:38:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.77293 Generator_loss: 5.49853
[INFO] 2021-05-01 16:55:18 > Step: 44900 Progress: 22.4% Elapsed: 21:41:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.69428 Generator_loss: 5.57989
[INFO] 2021-05-01 16:57:56 > Step: 45000 Progress: 22.5% Elapsed: 21:43:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.60802 Generator_loss: 6.00879
[INFO] 2021-05-01 17:00:37 > Step: 45100 Progress: 22.6% Elapsed: 21:46:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.86704 Generator_loss: 5.07175
[INFO] 2021-05-01 17:03:15 > Step: 45200 Progress: 22.6% Elapsed: 21:49:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.64926 Generator_loss: 5.48787
[INFO] 2021-05-01 17:05:54 > Step: 45300 Progress: 22.7% Elapsed: 21:51:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.73829 Generator_loss: 5.44087
[INFO] 2021-05-01 17:08:33 > Step: 45400 Progress: 22.7% Elapsed: 21:54:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.56356 Generator_loss: 6.07225
[INFO] 2021-05-01 17:11:12 > Step: 45500 Progress: 22.8% Elapsed: 21:56:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.62122 Generator_loss: 5.35384
[INFO] 2021-05-01 17:13:51 > Step: 45600 Progress: 22.8% Elapsed: 21:59:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.86266 Generator_loss: 5.34962
[INFO] 2021-05-01 17:16:30 > Step: 45700 Progress: 22.9% Elapsed: 22:02:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.9253 Generator_loss: 5.32061
[INFO] 2021-05-01 17:19:08 > Step: 45800 Progress: 22.9% Elapsed: 22:04:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.68556 Generator_loss: 5.39153
[INFO] 2021-05-01 17:21:47 > Step: 45900 Progress: 22.9% Elapsed: 22:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.74301 Generator_loss: 5.5671
[INFO] 2021-05-01 17:24:25 > Step: 46000 Progress: 23.0% Elapsed: 22:10:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.63139 Generator_loss: 5.67964
[INFO] 2021-05-01 17:24:25 > Start Evaluation (46000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 17:24:25 > Calculating FID Score....
[INFO] 2021-05-01 17:25:14 > Calculating Inception Score....
[INFO] 2021-05-01 17:25:43 > Calculate F_beta Score....
[INFO] 2021-05-01 17:27:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 17:27:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 17:27:24 > Calculate Accuracies....
[INFO] 2021-05-01 17:28:06 > Calculate Accuracies....
[INFO] 2021-05-01 17:28:46 > F_8 score (Step: 46000, Using valid images): 0.86013917568874
[INFO] 2021-05-01 17:28:46 > F_1/8 score (Step: 46000, Using valid images): 0.9462674490255752
[INFO] 2021-05-01 17:28:46 > FID score (Step: 46000, Using valid moments): 28.292988225954275
[INFO] 2021-05-01 17:28:46 > Inception score (Step: 46000, 50000 generated images): 24.814393997192383
[INFO] 2021-05-01 17:28:46 > Best FID score (Step: 46000, Using valid moments): 28.292988225954275
[INFO] 2021-05-01 17:29:39 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 17:32:18 > Step: 46100 Progress: 23.1% Elapsed: 22:18:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.80319 Generator_loss: 6.24184
[INFO] 2021-05-01 17:34:57 > Step: 46200 Progress: 23.1% Elapsed: 22:20:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.92955 Generator_loss: 5.02395
[INFO] 2021-05-01 17:37:35 > Step: 46300 Progress: 23.2% Elapsed: 22:23:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.56717 Generator_loss: 5.91863
[INFO] 2021-05-01 17:40:14 > Step: 46400 Progress: 23.2% Elapsed: 22:25:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.75785 Generator_loss: 5.34014
[INFO] 2021-05-01 17:42:52 > Step: 46500 Progress: 23.2% Elapsed: 22:28:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.61024 Generator_loss: 5.72457
[INFO] 2021-05-01 17:45:30 > Step: 46600 Progress: 23.3% Elapsed: 22:31:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.9072 Generator_loss: 5.44859
[INFO] 2021-05-01 17:48:09 > Step: 46700 Progress: 23.4% Elapsed: 22:33:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.67325 Generator_loss: 5.39337
[INFO] 2021-05-01 17:50:48 > Step: 46800 Progress: 23.4% Elapsed: 22:36:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.7436 Generator_loss: 5.42295
[INFO] 2021-05-01 17:53:26 > Step: 46900 Progress: 23.4% Elapsed: 22:39:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.73898 Generator_loss: 5.47893
[INFO] 2021-05-01 17:56:05 > Step: 47000 Progress: 23.5% Elapsed: 22:41:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.55973 Generator_loss: 5.61307
[INFO] 2021-05-01 17:58:43 > Step: 47100 Progress: 23.5% Elapsed: 22:44:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.66642 Generator_loss: 5.64202
[INFO] 2021-05-01 18:01:21 > Step: 47200 Progress: 23.6% Elapsed: 22:47:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.62927 Generator_loss: 5.87863
[INFO] 2021-05-01 18:04:00 > Step: 47300 Progress: 23.6% Elapsed: 22:49:45 temperature: 0.5 ada_p: No Discriminator_loss: 5.07348 Generator_loss: 4.89296
[INFO] 2021-05-01 18:06:39 > Step: 47400 Progress: 23.7% Elapsed: 22:52:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.82139 Generator_loss: 5.32635
[INFO] 2021-05-01 18:09:18 > Step: 47500 Progress: 23.8% Elapsed: 22:55:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.71214 Generator_loss: 5.64588
[INFO] 2021-05-01 18:11:59 > Step: 47600 Progress: 23.8% Elapsed: 22:57:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.60233 Generator_loss: 5.80903
[INFO] 2021-05-01 18:14:38 > Step: 47700 Progress: 23.8% Elapsed: 23:00:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.72051 Generator_loss: 5.85711
[INFO] 2021-05-01 18:17:17 > Step: 47800 Progress: 23.9% Elapsed: 23:03:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.64992 Generator_loss: 5.57845
[INFO] 2021-05-01 18:19:55 > Step: 47900 Progress: 23.9% Elapsed: 23:05:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.98765 Generator_loss: 5.33635
[INFO] 2021-05-01 18:22:34 > Step: 48000 Progress: 24.0% Elapsed: 23:08:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.82869 Generator_loss: 5.48836
[INFO] 2021-05-01 18:22:34 > Start Evaluation (48000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 18:22:34 > Calculating FID Score....
[INFO] 2021-05-01 18:23:22 > Calculating Inception Score....
[INFO] 2021-05-01 18:23:51 > Calculate F_beta Score....
[INFO] 2021-05-01 18:25:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 18:25:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 18:25:29 > Calculate Accuracies....
[INFO] 2021-05-01 18:26:10 > Calculate Accuracies....
[INFO] 2021-05-01 18:26:50 > F_8 score (Step: 48000, Using valid images): 0.8540711462926702
[INFO] 2021-05-01 18:26:50 > F_1/8 score (Step: 48000, Using valid images): 0.9483459622576207
[INFO] 2021-05-01 18:26:50 > FID score (Step: 48000, Using valid moments): 27.571094822346197
[INFO] 2021-05-01 18:26:50 > Inception score (Step: 48000, 50000 generated images): 25.222068786621094
[INFO] 2021-05-01 18:26:50 > Best FID score (Step: 48000, Using valid moments): 27.571094822346197
[INFO] 2021-05-01 18:27:42 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 18:30:21 > Step: 48100 Progress: 24.1% Elapsed: 23:16:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.79861 Generator_loss: 5.27088
[INFO] 2021-05-01 18:33:00 > Step: 48200 Progress: 24.1% Elapsed: 23:18:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.84934 Generator_loss: 5.4398
[INFO] 2021-05-01 18:35:38 > Step: 48300 Progress: 24.1% Elapsed: 23:21:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.65157 Generator_loss: 5.98689
[INFO] 2021-05-01 18:38:17 > Step: 48400 Progress: 24.2% Elapsed: 23:24:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.81077 Generator_loss: 5.32527
[INFO] 2021-05-01 18:40:55 > Step: 48500 Progress: 24.2% Elapsed: 23:26:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.75066 Generator_loss: 5.45237
[INFO] 2021-05-01 18:43:33 > Step: 48600 Progress: 24.3% Elapsed: 23:29:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.83643 Generator_loss: 6.23799
[INFO] 2021-05-01 18:46:12 > Step: 48700 Progress: 24.3% Elapsed: 23:31:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.58611 Generator_loss: 5.98691
[INFO] 2021-05-01 18:48:51 > Step: 48800 Progress: 24.4% Elapsed: 23:34:36 temperature: 0.5 ada_p: No Discriminator_loss: 5.37864 Generator_loss: 4.08209
[INFO] 2021-05-01 18:51:30 > Step: 48900 Progress: 24.4% Elapsed: 23:37:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.73191 Generator_loss: 5.53914
[INFO] 2021-05-01 18:54:08 > Step: 49000 Progress: 24.5% Elapsed: 23:39:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.65797 Generator_loss: 5.71864
[INFO] 2021-05-01 18:56:47 > Step: 49100 Progress: 24.6% Elapsed: 23:42:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.77975 Generator_loss: 5.49418
[INFO] 2021-05-01 18:59:25 > Step: 49200 Progress: 24.6% Elapsed: 23:45:10 temperature: 0.5 ada_p: No Discriminator_loss: 5.25347 Generator_loss: 5.16144
[INFO] 2021-05-01 19:02:05 > Step: 49300 Progress: 24.6% Elapsed: 23:47:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.63476 Generator_loss: 5.77205
[INFO] 2021-05-01 19:04:43 > Step: 49400 Progress: 24.7% Elapsed: 23:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.58593 Generator_loss: 5.58908
[INFO] 2021-05-01 19:07:21 > Step: 49500 Progress: 24.8% Elapsed: 23:53:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.53036 Generator_loss: 5.95991
[INFO] 2021-05-01 19:10:00 > Step: 49600 Progress: 24.8% Elapsed: 23:55:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.6853 Generator_loss: 6.31469
[INFO] 2021-05-01 19:12:38 > Step: 49700 Progress: 24.9% Elapsed: 23:58:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.79933 Generator_loss: 5.31194
[INFO] 2021-05-01 19:15:17 > Step: 49800 Progress: 24.9% Elapsed: 1 day, 0:01:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.70932 Generator_loss: 5.59928
[INFO] 2021-05-01 19:17:55 > Step: 49900 Progress: 24.9% Elapsed: 1 day, 0:03:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.83673 Generator_loss: 5.24255
[INFO] 2021-05-01 19:20:33 > Step: 50000 Progress: 25.0% Elapsed: 1 day, 0:06:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.68219 Generator_loss: 5.69615
[INFO] 2021-05-01 19:20:33 > Start Evaluation (50000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 19:20:33 > Calculating FID Score....
[INFO] 2021-05-01 19:21:21 > Calculating Inception Score....
[INFO] 2021-05-01 19:21:52 > Calculate F_beta Score....
[INFO] 2021-05-01 19:23:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 19:23:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 19:23:28 > Calculate Accuracies....
[INFO] 2021-05-01 19:24:10 > Calculate Accuracies....
[INFO] 2021-05-01 19:24:51 > F_8 score (Step: 50000, Using valid images): 0.8343961684846444
[INFO] 2021-05-01 19:24:51 > F_1/8 score (Step: 50000, Using valid images): 0.9442436337086502
[INFO] 2021-05-01 19:24:51 > FID score (Step: 50000, Using valid moments): 27.227355803116154
[INFO] 2021-05-01 19:24:51 > Inception score (Step: 50000, 50000 generated images): 25.54974937438965
[INFO] 2021-05-01 19:24:51 > Best FID score (Step: 50000, Using valid moments): 27.227355803116154
[INFO] 2021-05-01 19:25:44 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 19:28:24 > Step: 50100 Progress: 25.1% Elapsed: 1 day, 0:14:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.71675 Generator_loss: 5.44651
[INFO] 2021-05-01 19:31:02 > Step: 50200 Progress: 25.1% Elapsed: 1 day, 0:16:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.50905 Generator_loss: 5.55203
[INFO] 2021-05-01 19:33:41 > Step: 50300 Progress: 25.1% Elapsed: 1 day, 0:19:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.83387 Generator_loss: 5.41079
[INFO] 2021-05-01 19:36:19 > Step: 50400 Progress: 25.2% Elapsed: 1 day, 0:22:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.69509 Generator_loss: 5.39648
[INFO] 2021-05-01 19:38:58 > Step: 50500 Progress: 25.2% Elapsed: 1 day, 0:24:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.65559 Generator_loss: 5.58668
[INFO] 2021-05-01 19:41:35 > Step: 50600 Progress: 25.3% Elapsed: 1 day, 0:27:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.5488 Generator_loss: 5.61286
[INFO] 2021-05-01 19:44:13 > Step: 50700 Progress: 25.4% Elapsed: 1 day, 0:29:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.6771 Generator_loss: 5.79565
[INFO] 2021-05-01 19:46:52 > Step: 50800 Progress: 25.4% Elapsed: 1 day, 0:32:37 temperature: 0.5 ada_p: No Discriminator_loss: 5.27363 Generator_loss: 5.27825
[INFO] 2021-05-01 19:49:30 > Step: 50900 Progress: 25.4% Elapsed: 1 day, 0:35:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.50119 Generator_loss: 5.6362
[INFO] 2021-05-01 19:52:09 > Step: 51000 Progress: 25.5% Elapsed: 1 day, 0:37:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.87146 Generator_loss: 5.23489
[INFO] 2021-05-01 19:54:48 > Step: 51100 Progress: 25.6% Elapsed: 1 day, 0:40:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.76859 Generator_loss: 5.24895
[INFO] 2021-05-01 19:57:27 > Step: 51200 Progress: 25.6% Elapsed: 1 day, 0:43:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.7855 Generator_loss: 5.50459
[INFO] 2021-05-01 20:00:06 > Step: 51300 Progress: 25.7% Elapsed: 1 day, 0:45:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.60911 Generator_loss: 5.53112
[INFO] 2021-05-01 20:02:45 > Step: 51400 Progress: 25.7% Elapsed: 1 day, 0:48:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.55624 Generator_loss: 5.72801
[INFO] 2021-05-01 20:05:23 > Step: 51500 Progress: 25.8% Elapsed: 1 day, 0:51:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.62026 Generator_loss: 5.67466
[INFO] 2021-05-01 20:08:02 > Step: 51600 Progress: 25.8% Elapsed: 1 day, 0:53:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.89612 Generator_loss: 5.02784
[INFO] 2021-05-01 20:10:40 > Step: 51700 Progress: 25.9% Elapsed: 1 day, 0:56:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.85371 Generator_loss: 5.57525
[INFO] 2021-05-01 20:13:18 > Step: 51800 Progress: 25.9% Elapsed: 1 day, 0:59:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.39839 Generator_loss: 6.07497
[INFO] 2021-05-01 20:15:56 > Step: 51900 Progress: 25.9% Elapsed: 1 day, 1:01:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.71368 Generator_loss: 5.75015
[INFO] 2021-05-01 20:18:35 > Step: 52000 Progress: 26.0% Elapsed: 1 day, 1:04:19 temperature: 0.5 ada_p: No Discriminator_loss: 5.40427 Generator_loss: 5.19788
[INFO] 2021-05-01 20:18:35 > Start Evaluation (52000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 20:18:35 > Calculating FID Score....
[INFO] 2021-05-01 20:19:23 > Calculating Inception Score....
[INFO] 2021-05-01 20:19:52 > Calculate F_beta Score....
[INFO] 2021-05-01 20:23:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 20:23:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 20:23:59 > Calculate Accuracies....
[INFO] 2021-05-01 20:24:41 > Calculate Accuracies....
[INFO] 2021-05-01 20:25:20 > F_8 score (Step: 52000, Using valid images): 0.8407039483765275
[INFO] 2021-05-01 20:25:20 > F_1/8 score (Step: 52000, Using valid images): 0.9498867869894293
[INFO] 2021-05-01 20:25:20 > FID score (Step: 52000, Using valid moments): 26.639518571363055
[INFO] 2021-05-01 20:25:20 > Inception score (Step: 52000, 50000 generated images): 26.411983489990234
[INFO] 2021-05-01 20:25:20 > Best FID score (Step: 52000, Using valid moments): 26.639518571363055
[INFO] 2021-05-01 20:26:12 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 20:28:50 > Step: 52100 Progress: 26.1% Elapsed: 1 day, 1:14:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.78772 Generator_loss: 5.53879
[INFO] 2021-05-01 20:31:29 > Step: 52200 Progress: 26.1% Elapsed: 1 day, 1:17:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.73494 Generator_loss: 5.41973
[INFO] 2021-05-01 20:34:08 > Step: 52300 Progress: 26.2% Elapsed: 1 day, 1:19:53 temperature: 0.5 ada_p: No Discriminator_loss: 5.01787 Generator_loss: 5.29992
[INFO] 2021-05-01 20:36:46 > Step: 52400 Progress: 26.2% Elapsed: 1 day, 1:22:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.79432 Generator_loss: 5.33057
[INFO] 2021-05-01 20:39:25 > Step: 52500 Progress: 26.2% Elapsed: 1 day, 1:25:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.6307 Generator_loss: 6.10673
[INFO] 2021-05-01 20:42:05 > Step: 52600 Progress: 26.3% Elapsed: 1 day, 1:27:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.76924 Generator_loss: 5.27655
[INFO] 2021-05-01 20:44:44 > Step: 52700 Progress: 26.4% Elapsed: 1 day, 1:30:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.61308 Generator_loss: 5.33133
[INFO] 2021-05-01 20:47:22 > Step: 52800 Progress: 26.4% Elapsed: 1 day, 1:33:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.58926 Generator_loss: 6.1035
[INFO] 2021-05-01 20:50:00 > Step: 52900 Progress: 26.5% Elapsed: 1 day, 1:35:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.80229 Generator_loss: 5.56736
[INFO] 2021-05-01 20:52:39 > Step: 53000 Progress: 26.5% Elapsed: 1 day, 1:38:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.82674 Generator_loss: 5.25959
[INFO] 2021-05-01 20:55:17 > Step: 53100 Progress: 26.6% Elapsed: 1 day, 1:41:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.62896 Generator_loss: 6.00103
[INFO] 2021-05-01 20:57:55 > Step: 53200 Progress: 26.6% Elapsed: 1 day, 1:43:40 temperature: 0.5 ada_p: No Discriminator_loss: 5.64312 Generator_loss: 5.25285
[INFO] 2021-05-01 21:00:34 > Step: 53300 Progress: 26.7% Elapsed: 1 day, 1:46:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.58406 Generator_loss: 5.69488
[INFO] 2021-05-01 21:03:12 > Step: 53400 Progress: 26.7% Elapsed: 1 day, 1:48:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.57904 Generator_loss: 6.02592
[INFO] 2021-05-01 21:05:50 > Step: 53500 Progress: 26.8% Elapsed: 1 day, 1:51:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.65903 Generator_loss: 5.58084
[INFO] 2021-05-01 21:08:28 > Step: 53600 Progress: 26.8% Elapsed: 1 day, 1:54:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.91655 Generator_loss: 5.1097
[INFO] 2021-05-01 21:11:06 > Step: 53700 Progress: 26.9% Elapsed: 1 day, 1:56:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.72439 Generator_loss: 5.48788
[INFO] 2021-05-01 21:13:44 > Step: 53800 Progress: 26.9% Elapsed: 1 day, 1:59:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.74247 Generator_loss: 5.5223
[INFO] 2021-05-01 21:16:22 > Step: 53900 Progress: 27.0% Elapsed: 1 day, 2:02:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.66664 Generator_loss: 5.3589
[INFO] 2021-05-01 21:19:01 > Step: 54000 Progress: 27.0% Elapsed: 1 day, 2:04:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.79997 Generator_loss: 5.15623
[INFO] 2021-05-01 21:19:01 > Start Evaluation (54000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 21:19:01 > Calculating FID Score....
[INFO] 2021-05-01 21:19:49 > Calculating Inception Score....
[INFO] 2021-05-01 21:20:19 > Calculate F_beta Score....
[INFO] 2021-05-01 21:22:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 21:22:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 21:22:05 > Calculate Accuracies....
[INFO] 2021-05-01 21:22:47 > Calculate Accuracies....
[INFO] 2021-05-01 21:23:28 > F_8 score (Step: 54000, Using valid images): 0.8369611761412641
[INFO] 2021-05-01 21:23:28 > F_1/8 score (Step: 54000, Using valid images): 0.9495999417855497
[INFO] 2021-05-01 21:23:28 > FID score (Step: 54000, Using valid moments): 26.25103592356163
[INFO] 2021-05-01 21:23:28 > Inception score (Step: 54000, 50000 generated images): 26.56923484802246
[INFO] 2021-05-01 21:23:28 > Best FID score (Step: 54000, Using valid moments): 26.25103592356163
[INFO] 2021-05-01 21:24:21 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 21:26:59 > Step: 54100 Progress: 27.1% Elapsed: 1 day, 2:12:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.66635 Generator_loss: 5.39914
[INFO] 2021-05-01 21:29:38 > Step: 54200 Progress: 27.1% Elapsed: 1 day, 2:15:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.71032 Generator_loss: 5.32899
[INFO] 2021-05-01 21:32:16 > Step: 54300 Progress: 27.2% Elapsed: 1 day, 2:18:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.7813 Generator_loss: 4.98371
[INFO] 2021-05-01 21:34:54 > Step: 54400 Progress: 27.2% Elapsed: 1 day, 2:20:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.64054 Generator_loss: 5.45962
[INFO] 2021-05-01 21:37:33 > Step: 54500 Progress: 27.3% Elapsed: 1 day, 2:23:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.56526 Generator_loss: 5.66383
[INFO] 2021-05-01 21:40:11 > Step: 54600 Progress: 27.3% Elapsed: 1 day, 2:25:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.6269 Generator_loss: 5.51604
[INFO] 2021-05-01 21:42:49 > Step: 54700 Progress: 27.4% Elapsed: 1 day, 2:28:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.90542 Generator_loss: 5.30634
[INFO] 2021-05-01 21:45:28 > Step: 54800 Progress: 27.4% Elapsed: 1 day, 2:31:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.51506 Generator_loss: 5.496
[INFO] 2021-05-01 21:48:07 > Step: 54900 Progress: 27.5% Elapsed: 1 day, 2:33:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.65165 Generator_loss: 5.56677
[INFO] 2021-05-01 21:50:46 > Step: 55000 Progress: 27.5% Elapsed: 1 day, 2:36:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.7222 Generator_loss: 5.66793
[INFO] 2021-05-01 21:53:26 > Step: 55100 Progress: 27.6% Elapsed: 1 day, 2:39:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.76392 Generator_loss: 5.38889
[INFO] 2021-05-01 21:56:05 > Step: 55200 Progress: 27.6% Elapsed: 1 day, 2:41:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.66365 Generator_loss: 5.48414
[INFO] 2021-05-01 21:58:43 > Step: 55300 Progress: 27.7% Elapsed: 1 day, 2:44:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.57363 Generator_loss: 5.52661
[INFO] 2021-05-01 22:01:22 > Step: 55400 Progress: 27.7% Elapsed: 1 day, 2:47:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.68496 Generator_loss: 5.31411
[INFO] 2021-05-01 22:04:00 > Step: 55500 Progress: 27.8% Elapsed: 1 day, 2:49:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.72931 Generator_loss: 5.29393
[INFO] 2021-05-01 22:06:39 > Step: 55600 Progress: 27.8% Elapsed: 1 day, 2:52:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.66958 Generator_loss: 6.38517
[INFO] 2021-05-01 22:09:17 > Step: 55700 Progress: 27.9% Elapsed: 1 day, 2:55:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.93393 Generator_loss: 5.50188
[INFO] 2021-05-01 22:11:56 > Step: 55800 Progress: 27.9% Elapsed: 1 day, 2:57:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.50387 Generator_loss: 5.88408
[INFO] 2021-05-01 22:14:35 > Step: 55900 Progress: 28.0% Elapsed: 1 day, 3:00:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.74645 Generator_loss: 5.68591
[INFO] 2021-05-01 22:17:13 > Step: 56000 Progress: 28.0% Elapsed: 1 day, 3:02:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.9064 Generator_loss: 5.31361
[INFO] 2021-05-01 22:17:13 > Start Evaluation (56000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 22:17:13 > Calculating FID Score....
[INFO] 2021-05-01 22:18:03 > Calculating Inception Score....
[INFO] 2021-05-01 22:18:32 > Calculate F_beta Score....
[INFO] 2021-05-01 22:20:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 22:20:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 22:20:08 > Calculate Accuracies....
[INFO] 2021-05-01 22:20:51 > Calculate Accuracies....
[INFO] 2021-05-01 22:21:30 > F_8 score (Step: 56000, Using valid images): 0.8474276204969077
[INFO] 2021-05-01 22:21:30 > F_1/8 score (Step: 56000, Using valid images): 0.945156188037582
[INFO] 2021-05-01 22:21:30 > FID score (Step: 56000, Using valid moments): 25.734916994750733
[INFO] 2021-05-01 22:21:30 > Inception score (Step: 56000, 50000 generated images): 27.28901481628418
[INFO] 2021-05-01 22:21:30 > Best FID score (Step: 56000, Using valid moments): 25.734916994750733
[INFO] 2021-05-01 22:22:22 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 22:25:01 > Step: 56100 Progress: 28.1% Elapsed: 1 day, 3:10:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.94145 Generator_loss: 5.263
[INFO] 2021-05-01 22:27:40 > Step: 56200 Progress: 28.1% Elapsed: 1 day, 3:13:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.6527 Generator_loss: 5.53871
[INFO] 2021-05-01 22:30:19 > Step: 56300 Progress: 28.1% Elapsed: 1 day, 3:16:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.4923 Generator_loss: 5.65364
[INFO] 2021-05-01 22:32:58 > Step: 56400 Progress: 28.2% Elapsed: 1 day, 3:18:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.65914 Generator_loss: 5.35545
[INFO] 2021-05-01 22:35:37 > Step: 56500 Progress: 28.2% Elapsed: 1 day, 3:21:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.72506 Generator_loss: 5.56458
[INFO] 2021-05-01 22:38:16 > Step: 56600 Progress: 28.3% Elapsed: 1 day, 3:24:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.46656 Generator_loss: 5.89161
[INFO] 2021-05-01 22:40:54 > Step: 56700 Progress: 28.3% Elapsed: 1 day, 3:26:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.83844 Generator_loss: 5.23659
[INFO] 2021-05-01 22:43:33 > Step: 56800 Progress: 28.4% Elapsed: 1 day, 3:29:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.54749 Generator_loss: 5.74246
[INFO] 2021-05-01 22:46:12 > Step: 56900 Progress: 28.4% Elapsed: 1 day, 3:31:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.65192 Generator_loss: 5.55445
[INFO] 2021-05-01 22:48:50 > Step: 57000 Progress: 28.5% Elapsed: 1 day, 3:34:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.79108 Generator_loss: 5.449
[INFO] 2021-05-01 22:51:28 > Step: 57100 Progress: 28.5% Elapsed: 1 day, 3:37:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.76156 Generator_loss: 5.33277
[INFO] 2021-05-01 22:54:06 > Step: 57200 Progress: 28.6% Elapsed: 1 day, 3:39:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.53556 Generator_loss: 5.62517
[INFO] 2021-05-01 22:56:45 > Step: 57300 Progress: 28.6% Elapsed: 1 day, 3:42:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.57746 Generator_loss: 5.88491
[INFO] 2021-05-01 22:59:24 > Step: 57400 Progress: 28.7% Elapsed: 1 day, 3:45:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.69361 Generator_loss: 5.51461
[INFO] 2021-05-01 23:02:03 > Step: 57500 Progress: 28.7% Elapsed: 1 day, 3:47:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.55578 Generator_loss: 5.68902
[INFO] 2021-05-01 23:04:43 > Step: 57600 Progress: 28.8% Elapsed: 1 day, 3:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.56204 Generator_loss: 5.45201
[INFO] 2021-05-01 23:07:22 > Step: 57700 Progress: 28.8% Elapsed: 1 day, 3:53:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.62403 Generator_loss: 5.52928
[INFO] 2021-05-01 23:10:01 > Step: 57800 Progress: 28.9% Elapsed: 1 day, 3:55:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.61698 Generator_loss: 5.62714
[INFO] 2021-05-01 23:12:41 > Step: 57900 Progress: 28.9% Elapsed: 1 day, 3:58:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.80271 Generator_loss: 5.40411
[INFO] 2021-05-01 23:15:19 > Step: 58000 Progress: 29.0% Elapsed: 1 day, 4:01:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.5757 Generator_loss: 5.39938
[INFO] 2021-05-01 23:15:19 > Start Evaluation (58000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 23:15:19 > Calculating FID Score....
[INFO] 2021-05-01 23:16:09 > Calculating Inception Score....
[INFO] 2021-05-01 23:16:38 > Calculate F_beta Score....
[INFO] 2021-05-01 23:18:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-01 23:18:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-01 23:18:20 > Calculate Accuracies....
[INFO] 2021-05-01 23:19:02 > Calculate Accuracies....
[INFO] 2021-05-01 23:19:42 > F_8 score (Step: 58000, Using valid images): 0.8842827283615722
[INFO] 2021-05-01 23:19:42 > F_1/8 score (Step: 58000, Using valid images): 0.9533891482481105
[INFO] 2021-05-01 23:19:42 > FID score (Step: 58000, Using valid moments): 25.119384715714943
[INFO] 2021-05-01 23:19:42 > Inception score (Step: 58000, 50000 generated images): 27.94472885131836
[INFO] 2021-05-01 23:19:42 > Best FID score (Step: 58000, Using valid moments): 25.119384715714943
[INFO] 2021-05-01 23:20:35 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-01 23:23:14 > Step: 58100 Progress: 29.0% Elapsed: 1 day, 4:08:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.60291 Generator_loss: 5.58187
[INFO] 2021-05-01 23:25:53 > Step: 58200 Progress: 29.1% Elapsed: 1 day, 4:11:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.65221 Generator_loss: 5.58905
[INFO] 2021-05-01 23:28:31 > Step: 58300 Progress: 29.1% Elapsed: 1 day, 4:14:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.48109 Generator_loss: 6.16465
[INFO] 2021-05-01 23:31:10 > Step: 58400 Progress: 29.2% Elapsed: 1 day, 4:16:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.50389 Generator_loss: 6.50757
[INFO] 2021-05-01 23:33:48 > Step: 58500 Progress: 29.2% Elapsed: 1 day, 4:19:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.54608 Generator_loss: 5.95813
[INFO] 2021-05-01 23:36:27 > Step: 58600 Progress: 29.3% Elapsed: 1 day, 4:22:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.63428 Generator_loss: 5.62995
[INFO] 2021-05-01 23:39:04 > Step: 58700 Progress: 29.3% Elapsed: 1 day, 4:24:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.62376 Generator_loss: 5.27032
[INFO] 2021-05-01 23:41:43 > Step: 58800 Progress: 29.4% Elapsed: 1 day, 4:27:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.47721 Generator_loss: 5.54587
[INFO] 2021-05-01 23:44:21 > Step: 58900 Progress: 29.4% Elapsed: 1 day, 4:30:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.766 Generator_loss: 5.67752
[INFO] 2021-05-01 23:46:59 > Step: 59000 Progress: 29.5% Elapsed: 1 day, 4:32:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.57724 Generator_loss: 5.79628
[INFO] 2021-05-01 23:49:38 > Step: 59100 Progress: 29.5% Elapsed: 1 day, 4:35:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.70504 Generator_loss: 5.37082
[INFO] 2021-05-01 23:52:16 > Step: 59200 Progress: 29.6% Elapsed: 1 day, 4:38:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.76511 Generator_loss: 5.59709
[INFO] 2021-05-01 23:54:55 > Step: 59300 Progress: 29.6% Elapsed: 1 day, 4:40:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.63155 Generator_loss: 5.51124
[INFO] 2021-05-01 23:57:33 > Step: 59400 Progress: 29.7% Elapsed: 1 day, 4:43:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.65172 Generator_loss: 5.30797
[INFO] 2021-05-02 00:00:12 > Step: 59500 Progress: 29.8% Elapsed: 1 day, 4:45:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.86779 Generator_loss: 5.38984
[INFO] 2021-05-02 00:02:50 > Step: 59600 Progress: 29.8% Elapsed: 1 day, 4:48:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.58716 Generator_loss: 5.66217
[INFO] 2021-05-02 00:05:29 > Step: 59700 Progress: 29.8% Elapsed: 1 day, 4:51:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.86758 Generator_loss: 5.08448
[INFO] 2021-05-02 00:08:07 > Step: 59800 Progress: 29.9% Elapsed: 1 day, 4:53:52 temperature: 0.5 ada_p: No Discriminator_loss: 5.04774 Generator_loss: 5.13283
[INFO] 2021-05-02 00:10:46 > Step: 59900 Progress: 29.9% Elapsed: 1 day, 4:56:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.68924 Generator_loss: 5.31554
[INFO] 2021-05-02 00:13:25 > Step: 60000 Progress: 30.0% Elapsed: 1 day, 4:59:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.61396 Generator_loss: 5.63484
[INFO] 2021-05-02 00:13:25 > Start Evaluation (60000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 00:13:25 > Calculating FID Score....
[INFO] 2021-05-02 00:14:14 > Calculating Inception Score....
[INFO] 2021-05-02 00:14:44 > Calculate F_beta Score....
[INFO] 2021-05-02 00:16:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 00:16:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 00:16:29 > Calculate Accuracies....
[INFO] 2021-05-02 00:17:11 > Calculate Accuracies....
[INFO] 2021-05-02 00:17:51 > F_8 score (Step: 60000, Using valid images): 0.8646208145752199
[INFO] 2021-05-02 00:17:51 > F_1/8 score (Step: 60000, Using valid images): 0.9508626322251162
[INFO] 2021-05-02 00:17:51 > FID score (Step: 60000, Using valid moments): 24.839623639773208
[INFO] 2021-05-02 00:17:51 > Inception score (Step: 60000, 50000 generated images): 28.126121520996094
[INFO] 2021-05-02 00:17:51 > Best FID score (Step: 60000, Using valid moments): 24.839623639773208
[INFO] 2021-05-02 00:18:44 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 00:21:24 > Step: 60100 Progress: 30.0% Elapsed: 1 day, 5:07:09 temperature: 0.5 ada_p: No Discriminator_loss: 5.97064 Generator_loss: 6.44957
[INFO] 2021-05-02 00:24:03 > Step: 60200 Progress: 30.1% Elapsed: 1 day, 5:09:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.52127 Generator_loss: 5.69157
[INFO] 2021-05-02 00:26:42 > Step: 60300 Progress: 30.1% Elapsed: 1 day, 5:12:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.75001 Generator_loss: 5.32784
[INFO] 2021-05-02 00:29:21 > Step: 60400 Progress: 30.2% Elapsed: 1 day, 5:15:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.46958 Generator_loss: 6.29202
[INFO] 2021-05-02 00:31:59 > Step: 60500 Progress: 30.2% Elapsed: 1 day, 5:17:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.51478 Generator_loss: 5.56309
[INFO] 2021-05-02 00:34:38 > Step: 60600 Progress: 30.3% Elapsed: 1 day, 5:20:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.60895 Generator_loss: 5.6549
[INFO] 2021-05-02 00:37:17 > Step: 60700 Progress: 30.3% Elapsed: 1 day, 5:23:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.59248 Generator_loss: 5.2634
[INFO] 2021-05-02 00:39:56 > Step: 60800 Progress: 30.4% Elapsed: 1 day, 5:25:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.49931 Generator_loss: 6.09795
[INFO] 2021-05-02 00:42:35 > Step: 60900 Progress: 30.4% Elapsed: 1 day, 5:28:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.59272 Generator_loss: 6.26649
[INFO] 2021-05-02 00:45:14 > Step: 61000 Progress: 30.5% Elapsed: 1 day, 5:30:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.71371 Generator_loss: 5.29219
[INFO] 2021-05-02 00:47:54 > Step: 61100 Progress: 30.6% Elapsed: 1 day, 5:33:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.56244 Generator_loss: 5.75683
[INFO] 2021-05-02 00:50:33 > Step: 61200 Progress: 30.6% Elapsed: 1 day, 5:36:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.76923 Generator_loss: 5.51594
[INFO] 2021-05-02 00:53:12 > Step: 61300 Progress: 30.6% Elapsed: 1 day, 5:38:57 temperature: 0.5 ada_p: No Discriminator_loss: 5.93779 Generator_loss: 4.92718
[INFO] 2021-05-02 00:55:51 > Step: 61400 Progress: 30.7% Elapsed: 1 day, 5:41:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.66116 Generator_loss: 5.32802
[INFO] 2021-05-02 00:58:31 > Step: 61500 Progress: 30.8% Elapsed: 1 day, 5:44:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.6071 Generator_loss: 5.16372
[INFO] 2021-05-02 01:01:10 > Step: 61600 Progress: 30.8% Elapsed: 1 day, 5:46:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.73182 Generator_loss: 5.42452
[INFO] 2021-05-02 01:03:49 > Step: 61700 Progress: 30.9% Elapsed: 1 day, 5:49:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.52103 Generator_loss: 5.70156
[INFO] 2021-05-02 01:06:28 > Step: 61800 Progress: 30.9% Elapsed: 1 day, 5:52:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.58321 Generator_loss: 6.3255
[INFO] 2021-05-02 01:09:07 > Step: 61900 Progress: 30.9% Elapsed: 1 day, 5:54:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.57269 Generator_loss: 5.50518
[INFO] 2021-05-02 01:11:46 > Step: 62000 Progress: 31.0% Elapsed: 1 day, 5:57:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.42586 Generator_loss: 5.97459
[INFO] 2021-05-02 01:11:46 > Start Evaluation (62000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 01:11:46 > Calculating FID Score....
[INFO] 2021-05-02 01:12:34 > Calculating Inception Score....
[INFO] 2021-05-02 01:13:04 > Calculate F_beta Score....
[INFO] 2021-05-02 01:14:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 01:14:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 01:14:40 > Calculate Accuracies....
[INFO] 2021-05-02 01:15:22 > Calculate Accuracies....
[INFO] 2021-05-02 01:16:02 > F_8 score (Step: 62000, Using valid images): 0.882255110832106
[INFO] 2021-05-02 01:16:02 > F_1/8 score (Step: 62000, Using valid images): 0.9522641344422963
[INFO] 2021-05-02 01:16:02 > FID score (Step: 62000, Using valid moments): 24.40950568954821
[INFO] 2021-05-02 01:16:02 > Inception score (Step: 62000, 50000 generated images): 28.945261001586914
[INFO] 2021-05-02 01:16:02 > Best FID score (Step: 62000, Using valid moments): 24.40950568954821
[INFO] 2021-05-02 01:16:55 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 01:19:34 > Step: 62100 Progress: 31.1% Elapsed: 1 day, 6:05:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.58753 Generator_loss: 5.43454
[INFO] 2021-05-02 01:22:12 > Step: 62200 Progress: 31.1% Elapsed: 1 day, 6:07:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.7195 Generator_loss: 5.13646
[INFO] 2021-05-02 01:24:50 > Step: 62300 Progress: 31.1% Elapsed: 1 day, 6:10:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.59365 Generator_loss: 5.86173
[INFO] 2021-05-02 01:27:29 > Step: 62400 Progress: 31.2% Elapsed: 1 day, 6:13:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.55123 Generator_loss: 5.547
[INFO] 2021-05-02 01:30:07 > Step: 62500 Progress: 31.2% Elapsed: 1 day, 6:15:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.54833 Generator_loss: 5.60097
[INFO] 2021-05-02 01:32:47 > Step: 62600 Progress: 31.3% Elapsed: 1 day, 6:18:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.67084 Generator_loss: 5.64863
[INFO] 2021-05-02 01:35:26 > Step: 62700 Progress: 31.4% Elapsed: 1 day, 6:21:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.70779 Generator_loss: 5.46413
[INFO] 2021-05-02 01:38:05 > Step: 62800 Progress: 31.4% Elapsed: 1 day, 6:23:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.50319 Generator_loss: 5.68912
[INFO] 2021-05-02 01:40:44 > Step: 62900 Progress: 31.4% Elapsed: 1 day, 6:26:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.70574 Generator_loss: 5.76979
[INFO] 2021-05-02 01:43:22 > Step: 63000 Progress: 31.5% Elapsed: 1 day, 6:29:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.55392 Generator_loss: 5.45986
[INFO] 2021-05-02 01:46:00 > Step: 63100 Progress: 31.6% Elapsed: 1 day, 6:31:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.50446 Generator_loss: 5.5259
[INFO] 2021-05-02 01:48:39 > Step: 63200 Progress: 31.6% Elapsed: 1 day, 6:34:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.58399 Generator_loss: 5.45061
[INFO] 2021-05-02 01:51:17 > Step: 63300 Progress: 31.6% Elapsed: 1 day, 6:37:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.56746 Generator_loss: 5.73893
[INFO] 2021-05-02 01:53:56 > Step: 63400 Progress: 31.7% Elapsed: 1 day, 6:39:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.51092 Generator_loss: 5.66455
[INFO] 2021-05-02 01:56:34 > Step: 63500 Progress: 31.8% Elapsed: 1 day, 6:42:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.60632 Generator_loss: 5.52133
[INFO] 2021-05-02 01:59:13 > Step: 63600 Progress: 31.8% Elapsed: 1 day, 6:44:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.64413 Generator_loss: 5.36078
[INFO] 2021-05-02 02:01:51 > Step: 63700 Progress: 31.9% Elapsed: 1 day, 6:47:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.71118 Generator_loss: 5.49745
[INFO] 2021-05-02 02:04:29 > Step: 63800 Progress: 31.9% Elapsed: 1 day, 6:50:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.67995 Generator_loss: 5.30262
[INFO] 2021-05-02 02:07:07 > Step: 63900 Progress: 31.9% Elapsed: 1 day, 6:52:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.48024 Generator_loss: 5.66404
[INFO] 2021-05-02 02:09:46 > Step: 64000 Progress: 32.0% Elapsed: 1 day, 6:55:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.48893 Generator_loss: 5.53811
[INFO] 2021-05-02 02:09:46 > Start Evaluation (64000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 02:09:46 > Calculating FID Score....
[INFO] 2021-05-02 02:10:34 > Calculating Inception Score....
[INFO] 2021-05-02 02:11:04 > Calculate F_beta Score....
[INFO] 2021-05-02 02:13:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 02:13:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 02:13:42 > Calculate Accuracies....
[INFO] 2021-05-02 02:14:24 > Calculate Accuracies....
[INFO] 2021-05-02 02:15:04 > F_8 score (Step: 64000, Using valid images): 0.8729613718682124
[INFO] 2021-05-02 02:15:04 > F_1/8 score (Step: 64000, Using valid images): 0.9522653199944296
[INFO] 2021-05-02 02:15:04 > FID score (Step: 64000, Using valid moments): 24.057702469405115
[INFO] 2021-05-02 02:15:04 > Inception score (Step: 64000, 50000 generated images): 29.009145736694336
[INFO] 2021-05-02 02:15:04 > Best FID score (Step: 64000, Using valid moments): 24.057702469405115
[INFO] 2021-05-02 02:15:56 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 02:18:35 > Step: 64100 Progress: 32.0% Elapsed: 1 day, 7:04:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.49237 Generator_loss: 5.84899
[INFO] 2021-05-02 02:21:13 > Step: 64200 Progress: 32.1% Elapsed: 1 day, 7:06:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.69972 Generator_loss: 5.39466
[INFO] 2021-05-02 02:23:51 > Step: 64300 Progress: 32.1% Elapsed: 1 day, 7:09:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.61121 Generator_loss: 5.59905
[INFO] 2021-05-02 02:26:30 > Step: 64400 Progress: 32.2% Elapsed: 1 day, 7:12:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.64962 Generator_loss: 6.34356
[INFO] 2021-05-02 02:29:09 > Step: 64500 Progress: 32.2% Elapsed: 1 day, 7:14:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.65829 Generator_loss: 5.34044
[INFO] 2021-05-02 02:31:48 > Step: 64600 Progress: 32.3% Elapsed: 1 day, 7:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.51271 Generator_loss: 5.88392
[INFO] 2021-05-02 02:34:26 > Step: 64700 Progress: 32.4% Elapsed: 1 day, 7:20:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.52502 Generator_loss: 5.53722
[INFO] 2021-05-02 02:37:05 > Step: 64800 Progress: 32.4% Elapsed: 1 day, 7:22:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.51689 Generator_loss: 5.54326
[INFO] 2021-05-02 02:39:43 > Step: 64900 Progress: 32.5% Elapsed: 1 day, 7:25:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.82567 Generator_loss: 5.52205
[INFO] 2021-05-02 02:42:23 > Step: 65000 Progress: 32.5% Elapsed: 1 day, 7:28:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.64946 Generator_loss: 5.22214
[INFO] 2021-05-02 02:45:02 > Step: 65100 Progress: 32.6% Elapsed: 1 day, 7:30:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.96479 Generator_loss: 5.1132
[INFO] 2021-05-02 02:47:41 > Step: 65200 Progress: 32.6% Elapsed: 1 day, 7:33:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.88002 Generator_loss: 5.45914
[INFO] 2021-05-02 02:50:20 > Step: 65300 Progress: 32.6% Elapsed: 1 day, 7:36:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.60315 Generator_loss: 5.43052
[INFO] 2021-05-02 02:53:00 > Step: 65400 Progress: 32.7% Elapsed: 1 day, 7:38:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.58799 Generator_loss: 5.52918
[INFO] 2021-05-02 02:55:39 > Step: 65500 Progress: 32.8% Elapsed: 1 day, 7:41:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.46432 Generator_loss: 5.8285
[INFO] 2021-05-02 02:58:18 > Step: 65600 Progress: 32.8% Elapsed: 1 day, 7:44:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.58428 Generator_loss: 5.81782
[INFO] 2021-05-02 03:00:57 > Step: 65700 Progress: 32.9% Elapsed: 1 day, 7:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.56949 Generator_loss: 5.49825
[INFO] 2021-05-02 03:03:35 > Step: 65800 Progress: 32.9% Elapsed: 1 day, 7:49:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.63419 Generator_loss: 5.55981
[INFO] 2021-05-02 03:06:13 > Step: 65900 Progress: 33.0% Elapsed: 1 day, 7:51:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.64779 Generator_loss: 5.33585
[INFO] 2021-05-02 03:08:53 > Step: 66000 Progress: 33.0% Elapsed: 1 day, 7:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.62315 Generator_loss: 5.63411
[INFO] 2021-05-02 03:08:53 > Start Evaluation (66000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 03:08:53 > Calculating FID Score....
[INFO] 2021-05-02 03:09:42 > Calculating Inception Score....
[INFO] 2021-05-02 03:10:11 > Calculate F_beta Score....
[INFO] 2021-05-02 03:11:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 03:11:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 03:11:54 > Calculate Accuracies....
[INFO] 2021-05-02 03:12:36 > Calculate Accuracies....
[INFO] 2021-05-02 03:13:16 > F_8 score (Step: 66000, Using valid images): 0.8757629625029881
[INFO] 2021-05-02 03:13:16 > F_1/8 score (Step: 66000, Using valid images): 0.9539476003528169
[INFO] 2021-05-02 03:13:16 > FID score (Step: 66000, Using valid moments): 23.81474849702306
[INFO] 2021-05-02 03:13:16 > Inception score (Step: 66000, 50000 generated images): 29.511228561401367
[INFO] 2021-05-02 03:13:16 > Best FID score (Step: 66000, Using valid moments): 23.81474849702306
[INFO] 2021-05-02 03:14:08 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 03:16:47 > Step: 66100 Progress: 33.1% Elapsed: 1 day, 8:02:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.46617 Generator_loss: 6.19339
[INFO] 2021-05-02 03:19:26 > Step: 66200 Progress: 33.1% Elapsed: 1 day, 8:05:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.47889 Generator_loss: 5.84859
[INFO] 2021-05-02 03:22:05 > Step: 66300 Progress: 33.1% Elapsed: 1 day, 8:07:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.78381 Generator_loss: 5.38359
[INFO] 2021-05-02 03:24:43 > Step: 66400 Progress: 33.2% Elapsed: 1 day, 8:10:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.54979 Generator_loss: 5.52736
[INFO] 2021-05-02 03:27:22 > Step: 66500 Progress: 33.2% Elapsed: 1 day, 8:13:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.62786 Generator_loss: 5.35235
[INFO] 2021-05-02 03:30:01 > Step: 66600 Progress: 33.3% Elapsed: 1 day, 8:15:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.4683 Generator_loss: 5.80268
[INFO] 2021-05-02 03:32:40 > Step: 66700 Progress: 33.4% Elapsed: 1 day, 8:18:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.52733 Generator_loss: 5.57646
[INFO] 2021-05-02 03:35:19 > Step: 66800 Progress: 33.4% Elapsed: 1 day, 8:21:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.57182 Generator_loss: 5.54321
[INFO] 2021-05-02 03:37:57 > Step: 66900 Progress: 33.5% Elapsed: 1 day, 8:23:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.53005 Generator_loss: 6.30159
[INFO] 2021-05-02 03:40:36 > Step: 67000 Progress: 33.5% Elapsed: 1 day, 8:26:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.59431 Generator_loss: 5.45885
[INFO] 2021-05-02 03:43:15 > Step: 67100 Progress: 33.6% Elapsed: 1 day, 8:29:00 temperature: 0.5 ada_p: No Discriminator_loss: 5.27148 Generator_loss: 4.92359
[INFO] 2021-05-02 03:45:54 > Step: 67200 Progress: 33.6% Elapsed: 1 day, 8:31:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.4724 Generator_loss: 5.66164
[INFO] 2021-05-02 03:48:33 > Step: 67300 Progress: 33.7% Elapsed: 1 day, 8:34:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.67923 Generator_loss: 5.50908
[INFO] 2021-05-02 03:51:11 > Step: 67400 Progress: 33.7% Elapsed: 1 day, 8:36:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.58189 Generator_loss: 5.56228
[INFO] 2021-05-02 03:53:50 > Step: 67500 Progress: 33.8% Elapsed: 1 day, 8:39:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.70173 Generator_loss: 5.12069
[INFO] 2021-05-02 03:56:29 > Step: 67600 Progress: 33.8% Elapsed: 1 day, 8:42:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.49799 Generator_loss: 6.18672
[INFO] 2021-05-02 03:59:07 > Step: 67700 Progress: 33.9% Elapsed: 1 day, 8:44:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.51509 Generator_loss: 6.436
[INFO] 2021-05-02 04:01:46 > Step: 67800 Progress: 33.9% Elapsed: 1 day, 8:47:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.76171 Generator_loss: 5.35754
[INFO] 2021-05-02 04:04:24 > Step: 67900 Progress: 34.0% Elapsed: 1 day, 8:50:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.58377 Generator_loss: 6.30947
[INFO] 2021-05-02 04:07:03 > Step: 68000 Progress: 34.0% Elapsed: 1 day, 8:52:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.65034 Generator_loss: 5.4703
[INFO] 2021-05-02 04:07:03 > Start Evaluation (68000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 04:07:03 > Calculating FID Score....
[INFO] 2021-05-02 04:07:51 > Calculating Inception Score....
[INFO] 2021-05-02 04:08:21 > Calculate F_beta Score....
[INFO] 2021-05-02 04:09:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 04:09:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 04:09:59 > Calculate Accuracies....
[INFO] 2021-05-02 04:10:41 > Calculate Accuracies....
[INFO] 2021-05-02 04:11:21 > F_8 score (Step: 68000, Using valid images): 0.8822900024540137
[INFO] 2021-05-02 04:11:21 > F_1/8 score (Step: 68000, Using valid images): 0.9498289806629264
[INFO] 2021-05-02 04:11:21 > FID score (Step: 68000, Using valid moments): 23.533170125765196
[INFO] 2021-05-02 04:11:21 > Inception score (Step: 68000, 50000 generated images): 30.05046272277832
[INFO] 2021-05-02 04:11:21 > Best FID score (Step: 68000, Using valid moments): 23.533170125765196
[INFO] 2021-05-02 04:12:14 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 04:14:53 > Step: 68100 Progress: 34.1% Elapsed: 1 day, 9:00:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.85139 Generator_loss: 5.28177
[INFO] 2021-05-02 04:17:32 > Step: 68200 Progress: 34.1% Elapsed: 1 day, 9:03:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.53024 Generator_loss: 5.73441
[INFO] 2021-05-02 04:20:10 > Step: 68300 Progress: 34.2% Elapsed: 1 day, 9:05:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.55897 Generator_loss: 5.64025
[INFO] 2021-05-02 04:22:48 > Step: 68400 Progress: 34.2% Elapsed: 1 day, 9:08:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.40785 Generator_loss: 5.82868
[INFO] 2021-05-02 04:25:27 > Step: 68500 Progress: 34.2% Elapsed: 1 day, 9:11:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.55731 Generator_loss: 5.48598
[INFO] 2021-05-02 04:28:05 > Step: 68600 Progress: 34.3% Elapsed: 1 day, 9:13:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.88989 Generator_loss: 4.92519
[INFO] 2021-05-02 04:30:43 > Step: 68700 Progress: 34.4% Elapsed: 1 day, 9:16:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.48699 Generator_loss: 5.8511
[INFO] 2021-05-02 04:33:22 > Step: 68800 Progress: 34.4% Elapsed: 1 day, 9:19:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.64076 Generator_loss: 5.57377
[INFO] 2021-05-02 04:36:00 > Step: 68900 Progress: 34.4% Elapsed: 1 day, 9:21:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.46541 Generator_loss: 5.6274
[INFO] 2021-05-02 04:38:38 > Step: 69000 Progress: 34.5% Elapsed: 1 day, 9:24:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.41935 Generator_loss: 5.94743
[INFO] 2021-05-02 04:41:17 > Step: 69100 Progress: 34.5% Elapsed: 1 day, 9:27:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.51138 Generator_loss: 5.71781
[INFO] 2021-05-02 04:43:55 > Step: 69200 Progress: 34.6% Elapsed: 1 day, 9:29:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.44844 Generator_loss: 5.81304
[INFO] 2021-05-02 04:46:34 > Step: 69300 Progress: 34.6% Elapsed: 1 day, 9:32:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.75584 Generator_loss: 5.52641
[INFO] 2021-05-02 04:49:12 > Step: 69400 Progress: 34.7% Elapsed: 1 day, 9:34:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.60536 Generator_loss: 5.30325
[INFO] 2021-05-02 04:51:51 > Step: 69500 Progress: 34.8% Elapsed: 1 day, 9:37:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.77445 Generator_loss: 5.26327
[INFO] 2021-05-02 04:54:30 > Step: 69600 Progress: 34.8% Elapsed: 1 day, 9:40:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.58394 Generator_loss: 5.6073
[INFO] 2021-05-02 04:57:08 > Step: 69700 Progress: 34.8% Elapsed: 1 day, 9:42:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.59361 Generator_loss: 5.70736
[INFO] 2021-05-02 04:59:47 > Step: 69800 Progress: 34.9% Elapsed: 1 day, 9:45:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.8428 Generator_loss: 5.28297
[INFO] 2021-05-02 05:02:26 > Step: 69900 Progress: 34.9% Elapsed: 1 day, 9:48:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.65993 Generator_loss: 5.48324
[INFO] 2021-05-02 05:05:05 > Step: 70000 Progress: 35.0% Elapsed: 1 day, 9:50:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.40924 Generator_loss: 6.10207
[INFO] 2021-05-02 05:05:05 > Start Evaluation (70000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 05:05:05 > Calculating FID Score....
[INFO] 2021-05-02 05:05:54 > Calculating Inception Score....
[INFO] 2021-05-02 05:06:23 > Calculate F_beta Score....
[INFO] 2021-05-02 05:08:02 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 05:08:02 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 05:08:03 > Calculate Accuracies....
[INFO] 2021-05-02 05:08:45 > Calculate Accuracies....
[INFO] 2021-05-02 05:09:26 > F_8 score (Step: 70000, Using valid images): 0.8740316039277872
[INFO] 2021-05-02 05:09:26 > F_1/8 score (Step: 70000, Using valid images): 0.9511042246495406
[INFO] 2021-05-02 05:09:26 > FID score (Step: 70000, Using valid moments): 23.451988695723117
[INFO] 2021-05-02 05:09:26 > Inception score (Step: 70000, 50000 generated images): 30.338865280151367
[INFO] 2021-05-02 05:09:26 > Best FID score (Step: 70000, Using valid moments): 23.451988695723117
[INFO] 2021-05-02 05:10:18 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 05:12:59 > Step: 70100 Progress: 35.0% Elapsed: 1 day, 9:58:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.5445 Generator_loss: 5.74358
[INFO] 2021-05-02 05:15:38 > Step: 70200 Progress: 35.1% Elapsed: 1 day, 10:01:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.49929 Generator_loss: 5.72111
[INFO] 2021-05-02 05:18:17 > Step: 70300 Progress: 35.1% Elapsed: 1 day, 10:04:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.4722 Generator_loss: 6.1653
[INFO] 2021-05-02 05:20:56 > Step: 70400 Progress: 35.2% Elapsed: 1 day, 10:06:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.58211 Generator_loss: 5.45163
[INFO] 2021-05-02 05:23:35 > Step: 70500 Progress: 35.2% Elapsed: 1 day, 10:09:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.4237 Generator_loss: 5.83254
[INFO] 2021-05-02 05:26:14 > Step: 70600 Progress: 35.3% Elapsed: 1 day, 10:11:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.84838 Generator_loss: 5.3015
[INFO] 2021-05-02 05:28:52 > Step: 70700 Progress: 35.4% Elapsed: 1 day, 10:14:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.53055 Generator_loss: 5.81257
[INFO] 2021-05-02 05:31:31 > Step: 70800 Progress: 35.4% Elapsed: 1 day, 10:17:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.50508 Generator_loss: 5.44217
[INFO] 2021-05-02 05:34:10 > Step: 70900 Progress: 35.4% Elapsed: 1 day, 10:19:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.62781 Generator_loss: 5.5459
[INFO] 2021-05-02 05:36:49 > Step: 71000 Progress: 35.5% Elapsed: 1 day, 10:22:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.60801 Generator_loss: 5.78328
[INFO] 2021-05-02 05:39:28 > Step: 71100 Progress: 35.5% Elapsed: 1 day, 10:25:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.5138 Generator_loss: 5.43265
[INFO] 2021-05-02 05:42:07 > Step: 71200 Progress: 35.6% Elapsed: 1 day, 10:27:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.6055 Generator_loss: 5.52677
[INFO] 2021-05-02 05:44:46 > Step: 71300 Progress: 35.6% Elapsed: 1 day, 10:30:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.65355 Generator_loss: 5.56107
[INFO] 2021-05-02 05:47:24 > Step: 71400 Progress: 35.7% Elapsed: 1 day, 10:33:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.50915 Generator_loss: 5.53996
[INFO] 2021-05-02 05:50:03 > Step: 71500 Progress: 35.8% Elapsed: 1 day, 10:35:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.41991 Generator_loss: 5.78933
[INFO] 2021-05-02 05:52:42 > Step: 71600 Progress: 35.8% Elapsed: 1 day, 10:38:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.4228 Generator_loss: 5.79047
[INFO] 2021-05-02 05:55:20 > Step: 71700 Progress: 35.9% Elapsed: 1 day, 10:41:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.42343 Generator_loss: 5.57269
[INFO] 2021-05-02 05:57:58 > Step: 71800 Progress: 35.9% Elapsed: 1 day, 10:43:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.5509 Generator_loss: 6.18669
[INFO] 2021-05-02 06:00:37 > Step: 71900 Progress: 35.9% Elapsed: 1 day, 10:46:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.6272 Generator_loss: 5.39055
[INFO] 2021-05-02 06:03:15 > Step: 72000 Progress: 36.0% Elapsed: 1 day, 10:49:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.46888 Generator_loss: 6.11495
[INFO] 2021-05-02 06:03:15 > Start Evaluation (72000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 06:03:15 > Calculating FID Score....
[INFO] 2021-05-02 06:04:04 > Calculating Inception Score....
[INFO] 2021-05-02 06:04:33 > Calculate F_beta Score....
[INFO] 2021-05-02 06:06:10 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 06:06:10 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 06:06:11 > Calculate Accuracies....
[INFO] 2021-05-02 06:06:53 > Calculate Accuracies....
[INFO] 2021-05-02 06:07:33 > F_8 score (Step: 72000, Using valid images): 0.9085657359331255
[INFO] 2021-05-02 06:07:33 > F_1/8 score (Step: 72000, Using valid images): 0.9556550980265838
[INFO] 2021-05-02 06:07:33 > FID score (Step: 72000, Using valid moments): 22.976347559333192
[INFO] 2021-05-02 06:07:33 > Inception score (Step: 72000, 50000 generated images): 30.95088005065918
[INFO] 2021-05-02 06:07:33 > Best FID score (Step: 72000, Using valid moments): 22.976347559333192
[INFO] 2021-05-02 06:08:26 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 06:11:04 > Step: 72100 Progress: 36.0% Elapsed: 1 day, 10:56:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.72387 Generator_loss: 5.30152
[INFO] 2021-05-02 06:13:43 > Step: 72200 Progress: 36.1% Elapsed: 1 day, 10:59:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.4175 Generator_loss: 5.8586
[INFO] 2021-05-02 06:16:22 > Step: 72300 Progress: 36.1% Elapsed: 1 day, 11:02:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.44225 Generator_loss: 5.95751
[INFO] 2021-05-02 06:19:02 > Step: 72400 Progress: 36.2% Elapsed: 1 day, 11:04:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.68158 Generator_loss: 5.4416
[INFO] 2021-05-02 06:21:41 > Step: 72500 Progress: 36.2% Elapsed: 1 day, 11:07:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.48911 Generator_loss: 5.4694
[INFO] 2021-05-02 06:24:21 > Step: 72600 Progress: 36.3% Elapsed: 1 day, 11:10:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.60492 Generator_loss: 5.3273
[INFO] 2021-05-02 06:27:00 > Step: 72700 Progress: 36.4% Elapsed: 1 day, 11:12:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.60143 Generator_loss: 6.4484
[INFO] 2021-05-02 06:29:39 > Step: 72800 Progress: 36.4% Elapsed: 1 day, 11:15:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.60837 Generator_loss: 5.44857
[INFO] 2021-05-02 06:32:18 > Step: 72900 Progress: 36.4% Elapsed: 1 day, 11:18:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.43478 Generator_loss: 5.87825
[INFO] 2021-05-02 06:34:56 > Step: 73000 Progress: 36.5% Elapsed: 1 day, 11:20:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.91035 Generator_loss: 5.11437
[INFO] 2021-05-02 06:37:34 > Step: 73100 Progress: 36.5% Elapsed: 1 day, 11:23:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.61844 Generator_loss: 5.52465
[INFO] 2021-05-02 06:40:13 > Step: 73200 Progress: 36.6% Elapsed: 1 day, 11:25:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.64845 Generator_loss: 5.5103
[INFO] 2021-05-02 06:42:52 > Step: 73300 Progress: 36.6% Elapsed: 1 day, 11:28:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.85399 Generator_loss: 4.18378
[INFO] 2021-05-02 06:45:30 > Step: 73400 Progress: 36.7% Elapsed: 1 day, 11:31:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.43684 Generator_loss: 5.63343
[INFO] 2021-05-02 06:48:09 > Step: 73500 Progress: 36.8% Elapsed: 1 day, 11:33:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.48129 Generator_loss: 5.59596
[INFO] 2021-05-02 06:50:47 > Step: 73600 Progress: 36.8% Elapsed: 1 day, 11:36:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.64418 Generator_loss: 5.50698
[INFO] 2021-05-02 06:53:26 > Step: 73700 Progress: 36.9% Elapsed: 1 day, 11:39:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.46716 Generator_loss: 5.65828
[INFO] 2021-05-02 06:56:04 > Step: 73800 Progress: 36.9% Elapsed: 1 day, 11:41:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.49235 Generator_loss: 5.31023
[INFO] 2021-05-02 06:58:42 > Step: 73900 Progress: 37.0% Elapsed: 1 day, 11:44:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.5211 Generator_loss: 5.4614
[INFO] 2021-05-02 07:01:20 > Step: 74000 Progress: 37.0% Elapsed: 1 day, 11:47:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.57619 Generator_loss: 5.60676
[INFO] 2021-05-02 07:01:20 > Start Evaluation (74000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 07:01:20 > Calculating FID Score....
[INFO] 2021-05-02 07:02:08 > Calculating Inception Score....
[INFO] 2021-05-02 07:02:37 > Calculate F_beta Score....
[INFO] 2021-05-02 07:04:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 07:04:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 07:04:33 > Calculate Accuracies....
[INFO] 2021-05-02 07:05:14 > Calculate Accuracies....
[INFO] 2021-05-02 07:05:55 > F_8 score (Step: 74000, Using valid images): 0.9070260464192054
[INFO] 2021-05-02 07:05:55 > F_1/8 score (Step: 74000, Using valid images): 0.9543013149594198
[INFO] 2021-05-02 07:05:55 > FID score (Step: 74000, Using valid moments): 22.624516476653355
[INFO] 2021-05-02 07:05:55 > Inception score (Step: 74000, 50000 generated images): 31.544540405273438
[INFO] 2021-05-02 07:05:55 > Best FID score (Step: 74000, Using valid moments): 22.624516476653355
[INFO] 2021-05-02 07:06:47 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 07:09:25 > Step: 74100 Progress: 37.0% Elapsed: 1 day, 11:55:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.57309 Generator_loss: 5.5315
[INFO] 2021-05-02 07:12:03 > Step: 74200 Progress: 37.1% Elapsed: 1 day, 11:57:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.50999 Generator_loss: 5.62747
[INFO] 2021-05-02 07:14:41 > Step: 74300 Progress: 37.1% Elapsed: 1 day, 12:00:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.38883 Generator_loss: 6.05744
[INFO] 2021-05-02 07:17:19 > Step: 74400 Progress: 37.2% Elapsed: 1 day, 12:03:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.47338 Generator_loss: 5.80278
[INFO] 2021-05-02 07:19:57 > Step: 74500 Progress: 37.2% Elapsed: 1 day, 12:05:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.44087 Generator_loss: 5.87129
[INFO] 2021-05-02 07:22:35 > Step: 74600 Progress: 37.3% Elapsed: 1 day, 12:08:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.65 Generator_loss: 5.36859
[INFO] 2021-05-02 07:25:13 > Step: 74700 Progress: 37.4% Elapsed: 1 day, 12:10:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.57897 Generator_loss: 5.62392
[INFO] 2021-05-02 07:27:50 > Step: 74800 Progress: 37.4% Elapsed: 1 day, 12:13:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.72247 Generator_loss: 5.2571
[INFO] 2021-05-02 07:30:29 > Step: 74900 Progress: 37.5% Elapsed: 1 day, 12:16:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.64227 Generator_loss: 5.32572
[INFO] 2021-05-02 07:33:07 > Step: 75000 Progress: 37.5% Elapsed: 1 day, 12:18:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.51243 Generator_loss: 6.60624
[INFO] 2021-05-02 07:35:47 > Step: 75100 Progress: 37.5% Elapsed: 1 day, 12:21:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.49214 Generator_loss: 5.49752
[INFO] 2021-05-02 07:38:25 > Step: 75200 Progress: 37.6% Elapsed: 1 day, 12:24:10 temperature: 0.5 ada_p: No Discriminator_loss: 5.14222 Generator_loss: 5.22202
[INFO] 2021-05-02 07:41:04 > Step: 75300 Progress: 37.6% Elapsed: 1 day, 12:26:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.41427 Generator_loss: 5.80483
[INFO] 2021-05-02 07:43:43 > Step: 75400 Progress: 37.7% Elapsed: 1 day, 12:29:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.49964 Generator_loss: 6.46771
[INFO] 2021-05-02 07:46:21 > Step: 75500 Progress: 37.8% Elapsed: 1 day, 12:32:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.71307 Generator_loss: 5.27409
[INFO] 2021-05-02 07:49:00 > Step: 75600 Progress: 37.8% Elapsed: 1 day, 12:34:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.48062 Generator_loss: 6.06751
[INFO] 2021-05-02 07:51:39 > Step: 75700 Progress: 37.9% Elapsed: 1 day, 12:37:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.37793 Generator_loss: 5.70691
[INFO] 2021-05-02 07:54:18 > Step: 75800 Progress: 37.9% Elapsed: 1 day, 12:40:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.54116 Generator_loss: 5.91673
[INFO] 2021-05-02 07:56:57 > Step: 75900 Progress: 38.0% Elapsed: 1 day, 12:42:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.7496 Generator_loss: 5.4698
[INFO] 2021-05-02 07:59:36 > Step: 76000 Progress: 38.0% Elapsed: 1 day, 12:45:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.47261 Generator_loss: 5.70033
[INFO] 2021-05-02 07:59:36 > Start Evaluation (76000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 07:59:36 > Calculating FID Score....
[INFO] 2021-05-02 08:00:25 > Calculating Inception Score....
[INFO] 2021-05-02 08:00:54 > Calculate F_beta Score....
[INFO] 2021-05-02 08:02:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 08:02:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 08:02:29 > Calculate Accuracies....
[INFO] 2021-05-02 08:03:10 > Calculate Accuracies....
[INFO] 2021-05-02 08:03:51 > F_8 score (Step: 76000, Using valid images): 0.8929210284197182
[INFO] 2021-05-02 08:03:51 > F_1/8 score (Step: 76000, Using valid images): 0.9506884579666017
[INFO] 2021-05-02 08:03:51 > FID score (Step: 76000, Using valid moments): 22.51003337889722
[INFO] 2021-05-02 08:03:51 > Inception score (Step: 76000, 50000 generated images): 31.751298904418945
[INFO] 2021-05-02 08:03:51 > Best FID score (Step: 76000, Using valid moments): 22.51003337889722
[INFO] 2021-05-02 08:04:44 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 08:07:22 > Step: 76100 Progress: 38.0% Elapsed: 1 day, 12:53:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.576 Generator_loss: 5.19244
[INFO] 2021-05-02 08:10:01 > Step: 76200 Progress: 38.1% Elapsed: 1 day, 12:55:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.53155 Generator_loss: 5.61973
[INFO] 2021-05-02 08:12:39 > Step: 76300 Progress: 38.1% Elapsed: 1 day, 12:58:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.54789 Generator_loss: 5.60765
[INFO] 2021-05-02 08:15:18 > Step: 76400 Progress: 38.2% Elapsed: 1 day, 13:01:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.61578 Generator_loss: 6.08695
[INFO] 2021-05-02 08:17:57 > Step: 76500 Progress: 38.2% Elapsed: 1 day, 13:03:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.39067 Generator_loss: 5.67659
[INFO] 2021-05-02 08:20:36 > Step: 76600 Progress: 38.3% Elapsed: 1 day, 13:06:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.51406 Generator_loss: 5.89251
[INFO] 2021-05-02 08:23:15 > Step: 76700 Progress: 38.4% Elapsed: 1 day, 13:09:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.45294 Generator_loss: 5.81682
[INFO] 2021-05-02 08:25:54 > Step: 76800 Progress: 38.4% Elapsed: 1 day, 13:11:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.41972 Generator_loss: 5.48773
[INFO] 2021-05-02 08:28:32 > Step: 76900 Progress: 38.5% Elapsed: 1 day, 13:14:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.60748 Generator_loss: 5.4133
[INFO] 2021-05-02 08:31:11 > Step: 77000 Progress: 38.5% Elapsed: 1 day, 13:16:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.60775 Generator_loss: 5.54541
[INFO] 2021-05-02 08:33:50 > Step: 77100 Progress: 38.6% Elapsed: 1 day, 13:19:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.55499 Generator_loss: 5.50788
[INFO] 2021-05-02 08:36:30 > Step: 77200 Progress: 38.6% Elapsed: 1 day, 13:22:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.46457 Generator_loss: 5.47723
[INFO] 2021-05-02 08:39:09 > Step: 77300 Progress: 38.6% Elapsed: 1 day, 13:24:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.66545 Generator_loss: 6.21553
[INFO] 2021-05-02 08:41:48 > Step: 77400 Progress: 38.7% Elapsed: 1 day, 13:27:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.42471 Generator_loss: 5.70831
[INFO] 2021-05-02 08:44:27 > Step: 77500 Progress: 38.8% Elapsed: 1 day, 13:30:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.67462 Generator_loss: 5.14393
[INFO] 2021-05-02 08:47:07 > Step: 77600 Progress: 38.8% Elapsed: 1 day, 13:32:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.48654 Generator_loss: 5.51063
[INFO] 2021-05-02 08:49:45 > Step: 77700 Progress: 38.9% Elapsed: 1 day, 13:35:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.60627 Generator_loss: 5.39535
[INFO] 2021-05-02 08:52:24 > Step: 77800 Progress: 38.9% Elapsed: 1 day, 13:38:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.62234 Generator_loss: 5.28864
[INFO] 2021-05-02 08:55:02 > Step: 77900 Progress: 39.0% Elapsed: 1 day, 13:40:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.42828 Generator_loss: 6.34187
[INFO] 2021-05-02 08:57:40 > Step: 78000 Progress: 39.0% Elapsed: 1 day, 13:43:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.36428 Generator_loss: 6.14806
[INFO] 2021-05-02 08:57:40 > Start Evaluation (78000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 08:57:40 > Calculating FID Score....
[INFO] 2021-05-02 08:58:28 > Calculating Inception Score....
[INFO] 2021-05-02 08:58:57 > Calculate F_beta Score....
[INFO] 2021-05-02 09:00:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 09:00:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 09:00:34 > Calculate Accuracies....
[INFO] 2021-05-02 09:01:16 > Calculate Accuracies....
[INFO] 2021-05-02 09:01:56 > F_8 score (Step: 78000, Using valid images): 0.9086129427430532
[INFO] 2021-05-02 09:01:56 > F_1/8 score (Step: 78000, Using valid images): 0.9581315972629524
[INFO] 2021-05-02 09:01:56 > FID score (Step: 78000, Using valid moments): 22.088538872253537
[INFO] 2021-05-02 09:01:56 > Inception score (Step: 78000, 50000 generated images): 32.155029296875
[INFO] 2021-05-02 09:01:56 > Best FID score (Step: 78000, Using valid moments): 22.088538872253537
[INFO] 2021-05-02 09:02:48 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 09:05:26 > Step: 78100 Progress: 39.1% Elapsed: 1 day, 13:51:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.44108 Generator_loss: 5.67661
[INFO] 2021-05-02 09:08:04 > Step: 78200 Progress: 39.1% Elapsed: 1 day, 13:53:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.45725 Generator_loss: 5.96622
[INFO] 2021-05-02 09:10:42 > Step: 78300 Progress: 39.1% Elapsed: 1 day, 13:56:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.405 Generator_loss: 6.43111
[INFO] 2021-05-02 09:13:21 > Step: 78400 Progress: 39.2% Elapsed: 1 day, 13:59:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.43886 Generator_loss: 5.36307
[INFO] 2021-05-02 09:15:59 > Step: 78500 Progress: 39.2% Elapsed: 1 day, 14:01:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.43143 Generator_loss: 5.79538
[INFO] 2021-05-02 09:18:37 > Step: 78600 Progress: 39.3% Elapsed: 1 day, 14:04:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.42519 Generator_loss: 5.63322
[INFO] 2021-05-02 09:21:16 > Step: 78700 Progress: 39.4% Elapsed: 1 day, 14:07:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.45293 Generator_loss: 5.71212
[INFO] 2021-05-02 09:23:54 > Step: 78800 Progress: 39.4% Elapsed: 1 day, 14:09:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.61892 Generator_loss: 5.38513
[INFO] 2021-05-02 09:26:32 > Step: 78900 Progress: 39.5% Elapsed: 1 day, 14:12:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.46439 Generator_loss: 5.54081
[INFO] 2021-05-02 09:29:11 > Step: 79000 Progress: 39.5% Elapsed: 1 day, 14:14:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.53546 Generator_loss: 6.22737
[INFO] 2021-05-02 09:31:49 > Step: 79100 Progress: 39.6% Elapsed: 1 day, 14:17:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.51209 Generator_loss: 5.68585
[INFO] 2021-05-02 09:34:27 > Step: 79200 Progress: 39.6% Elapsed: 1 day, 14:20:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.50771 Generator_loss: 5.49891
[INFO] 2021-05-02 09:37:06 > Step: 79300 Progress: 39.6% Elapsed: 1 day, 14:22:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.5348 Generator_loss: 5.81615
[INFO] 2021-05-02 09:39:44 > Step: 79400 Progress: 39.7% Elapsed: 1 day, 14:25:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.5456 Generator_loss: 5.56101
[INFO] 2021-05-02 09:42:22 > Step: 79500 Progress: 39.8% Elapsed: 1 day, 14:28:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.50079 Generator_loss: 5.67184
[INFO] 2021-05-02 09:45:01 > Step: 79600 Progress: 39.8% Elapsed: 1 day, 14:30:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.62743 Generator_loss: 5.53871
[INFO] 2021-05-02 09:47:39 > Step: 79700 Progress: 39.9% Elapsed: 1 day, 14:33:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.45692 Generator_loss: 6.02121
[INFO] 2021-05-02 09:50:18 > Step: 79800 Progress: 39.9% Elapsed: 1 day, 14:36:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.56353 Generator_loss: 5.60858
[INFO] 2021-05-02 09:52:56 > Step: 79900 Progress: 40.0% Elapsed: 1 day, 14:38:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.72851 Generator_loss: 5.1096
[INFO] 2021-05-02 09:55:34 > Step: 80000 Progress: 40.0% Elapsed: 1 day, 14:41:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.81799 Generator_loss: 4.97098
[INFO] 2021-05-02 09:55:34 > Start Evaluation (80000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 09:55:34 > Calculating FID Score....
[INFO] 2021-05-02 09:56:22 > Calculating Inception Score....
[INFO] 2021-05-02 09:56:51 > Calculate F_beta Score....
[INFO] 2021-05-02 09:58:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 09:58:29 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 09:58:29 > Calculate Accuracies....
[INFO] 2021-05-02 09:59:11 > Calculate Accuracies....
[INFO] 2021-05-02 09:59:53 > F_8 score (Step: 80000, Using valid images): 0.9101311032558925
[INFO] 2021-05-02 09:59:53 > F_1/8 score (Step: 80000, Using valid images): 0.953920885582671
[INFO] 2021-05-02 09:59:53 > FID score (Step: 80000, Using valid moments): 21.835974671892814
[INFO] 2021-05-02 09:59:53 > Inception score (Step: 80000, 50000 generated images): 33.23933410644531
[INFO] 2021-05-02 09:59:53 > Best FID score (Step: 80000, Using valid moments): 21.835974671892814
[INFO] 2021-05-02 10:00:45 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 10:03:25 > Step: 80100 Progress: 40.1% Elapsed: 1 day, 14:49:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.79365 Generator_loss: 5.24485
[INFO] 2021-05-02 10:06:04 > Step: 80200 Progress: 40.1% Elapsed: 1 day, 14:51:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.5086 Generator_loss: 6.26904
[INFO] 2021-05-02 10:08:42 > Step: 80300 Progress: 40.2% Elapsed: 1 day, 14:54:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.37588 Generator_loss: 5.7951
[INFO] 2021-05-02 10:11:20 > Step: 80400 Progress: 40.2% Elapsed: 1 day, 14:57:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.39809 Generator_loss: 6.49439
[INFO] 2021-05-02 10:13:59 > Step: 80500 Progress: 40.2% Elapsed: 1 day, 14:59:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.49089 Generator_loss: 5.34797
[INFO] 2021-05-02 10:16:37 > Step: 80600 Progress: 40.3% Elapsed: 1 day, 15:02:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.4693 Generator_loss: 5.22481
[INFO] 2021-05-02 10:19:15 > Step: 80700 Progress: 40.4% Elapsed: 1 day, 15:05:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.44221 Generator_loss: 6.22119
[INFO] 2021-05-02 10:21:54 > Step: 80800 Progress: 40.4% Elapsed: 1 day, 15:07:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.46866 Generator_loss: 6.20635
[INFO] 2021-05-02 10:24:32 > Step: 80900 Progress: 40.5% Elapsed: 1 day, 15:10:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.62493 Generator_loss: 5.08698
[INFO] 2021-05-02 10:27:10 > Step: 81000 Progress: 40.5% Elapsed: 1 day, 15:12:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.62186 Generator_loss: 4.9052
[INFO] 2021-05-02 10:29:49 > Step: 81100 Progress: 40.6% Elapsed: 1 day, 15:15:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.49861 Generator_loss: 5.4658
[INFO] 2021-05-02 10:32:27 > Step: 81200 Progress: 40.6% Elapsed: 1 day, 15:18:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.65183 Generator_loss: 5.36342
[INFO] 2021-05-02 10:35:05 > Step: 81300 Progress: 40.6% Elapsed: 1 day, 15:20:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.53151 Generator_loss: 5.52786
[INFO] 2021-05-02 10:37:44 > Step: 81400 Progress: 40.7% Elapsed: 1 day, 15:23:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.48963 Generator_loss: 5.75086
[INFO] 2021-05-02 10:40:22 > Step: 81500 Progress: 40.8% Elapsed: 1 day, 15:26:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.47357 Generator_loss: 6.34354
[INFO] 2021-05-02 10:43:00 > Step: 81600 Progress: 40.8% Elapsed: 1 day, 15:28:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.45578 Generator_loss: 6.11646
[INFO] 2021-05-02 10:45:39 > Step: 81700 Progress: 40.8% Elapsed: 1 day, 15:31:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.4117 Generator_loss: 6.33263
[INFO] 2021-05-02 10:48:17 > Step: 81800 Progress: 40.9% Elapsed: 1 day, 15:34:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.54067 Generator_loss: 5.47437
[INFO] 2021-05-02 10:50:55 > Step: 81900 Progress: 40.9% Elapsed: 1 day, 15:36:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.75282 Generator_loss: 5.09237
[INFO] 2021-05-02 10:53:33 > Step: 82000 Progress: 41.0% Elapsed: 1 day, 15:39:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.39546 Generator_loss: 5.75224
[INFO] 2021-05-02 10:53:33 > Start Evaluation (82000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 10:53:33 > Calculating FID Score....
[INFO] 2021-05-02 10:54:22 > Calculating Inception Score....
[INFO] 2021-05-02 10:54:51 > Calculate F_beta Score....
[INFO] 2021-05-02 10:56:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 10:56:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 10:56:28 > Calculate Accuracies....
[INFO] 2021-05-02 10:57:10 > Calculate Accuracies....
[INFO] 2021-05-02 10:57:51 > F_8 score (Step: 82000, Using valid images): 0.9153362326670395
[INFO] 2021-05-02 10:57:51 > F_1/8 score (Step: 82000, Using valid images): 0.9580807325787338
[INFO] 2021-05-02 10:57:51 > FID score (Step: 82000, Using valid moments): 21.63972391109769
[INFO] 2021-05-02 10:57:51 > Inception score (Step: 82000, 50000 generated images): 33.12112045288086
[INFO] 2021-05-02 10:57:51 > Best FID score (Step: 82000, Using valid moments): 21.63972391109769
[INFO] 2021-05-02 10:58:43 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 11:01:22 > Step: 82100 Progress: 41.0% Elapsed: 1 day, 15:47:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.48266 Generator_loss: 5.66799
[INFO] 2021-05-02 11:04:01 > Step: 82200 Progress: 41.1% Elapsed: 1 day, 15:49:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.75585 Generator_loss: 5.40963
[INFO] 2021-05-02 11:06:39 > Step: 82300 Progress: 41.1% Elapsed: 1 day, 15:52:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.71469 Generator_loss: 5.15818
[INFO] 2021-05-02 11:09:18 > Step: 82400 Progress: 41.2% Elapsed: 1 day, 15:55:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.52302 Generator_loss: 6.44808
[INFO] 2021-05-02 11:11:57 > Step: 82500 Progress: 41.2% Elapsed: 1 day, 15:57:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.3313 Generator_loss: 6.06121
[INFO] 2021-05-02 11:14:37 > Step: 82600 Progress: 41.3% Elapsed: 1 day, 16:00:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.55377 Generator_loss: 5.17571
[INFO] 2021-05-02 11:17:15 > Step: 82700 Progress: 41.3% Elapsed: 1 day, 16:03:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.34615 Generator_loss: 6.22219
[INFO] 2021-05-02 11:19:54 > Step: 82800 Progress: 41.4% Elapsed: 1 day, 16:05:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.41608 Generator_loss: 5.59723
[INFO] 2021-05-02 11:22:32 > Step: 82900 Progress: 41.4% Elapsed: 1 day, 16:08:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.47079 Generator_loss: 5.56321
[INFO] 2021-05-02 11:25:11 > Step: 83000 Progress: 41.5% Elapsed: 1 day, 16:10:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.59398 Generator_loss: 5.23345
[INFO] 2021-05-02 11:27:50 > Step: 83100 Progress: 41.5% Elapsed: 1 day, 16:13:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.42428 Generator_loss: 5.94879
[INFO] 2021-05-02 11:30:28 > Step: 83200 Progress: 41.6% Elapsed: 1 day, 16:16:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.68278 Generator_loss: 5.46086
[INFO] 2021-05-02 11:33:07 > Step: 83300 Progress: 41.6% Elapsed: 1 day, 16:18:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.44802 Generator_loss: 5.60523
[INFO] 2021-05-02 11:35:45 > Step: 83400 Progress: 41.7% Elapsed: 1 day, 16:21:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.66022 Generator_loss: 5.31375
[INFO] 2021-05-02 11:38:23 > Step: 83500 Progress: 41.8% Elapsed: 1 day, 16:24:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.37099 Generator_loss: 5.89115
[INFO] 2021-05-02 11:41:01 > Step: 83600 Progress: 41.8% Elapsed: 1 day, 16:26:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.51007 Generator_loss: 6.2826
[INFO] 2021-05-02 11:43:39 > Step: 83700 Progress: 41.9% Elapsed: 1 day, 16:29:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.50461 Generator_loss: 5.43459
[INFO] 2021-05-02 11:46:17 > Step: 83800 Progress: 41.9% Elapsed: 1 day, 16:32:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.61014 Generator_loss: 5.27553
[INFO] 2021-05-02 11:48:56 > Step: 83900 Progress: 41.9% Elapsed: 1 day, 16:34:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.44897 Generator_loss: 5.51448
[INFO] 2021-05-02 11:51:35 > Step: 84000 Progress: 42.0% Elapsed: 1 day, 16:37:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.4386 Generator_loss: 6.17281
[INFO] 2021-05-02 11:51:35 > Start Evaluation (84000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 11:51:35 > Calculating FID Score....
[INFO] 2021-05-02 11:52:24 > Calculating Inception Score....
[INFO] 2021-05-02 11:52:53 > Calculate F_beta Score....
[INFO] 2021-05-02 11:54:29 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 11:54:29 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 11:54:30 > Calculate Accuracies....
[INFO] 2021-05-02 11:55:12 > Calculate Accuracies....
[INFO] 2021-05-02 11:55:53 > F_8 score (Step: 84000, Using valid images): 0.9094081365122815
[INFO] 2021-05-02 11:55:53 > F_1/8 score (Step: 84000, Using valid images): 0.9598593402138398
[INFO] 2021-05-02 11:55:53 > FID score (Step: 84000, Using valid moments): 21.159791590693544
[INFO] 2021-05-02 11:55:53 > Inception score (Step: 84000, 50000 generated images): 33.89596939086914
[INFO] 2021-05-02 11:55:53 > Best FID score (Step: 84000, Using valid moments): 21.159791590693544
[INFO] 2021-05-02 11:56:45 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 11:59:25 > Step: 84100 Progress: 42.0% Elapsed: 1 day, 16:45:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.42513 Generator_loss: 5.88401
[INFO] 2021-05-02 12:02:03 > Step: 84200 Progress: 42.1% Elapsed: 1 day, 16:47:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.49844 Generator_loss: 5.76099
[INFO] 2021-05-02 12:04:42 > Step: 84300 Progress: 42.1% Elapsed: 1 day, 16:50:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.70849 Generator_loss: 6.25503
[INFO] 2021-05-02 12:07:20 > Step: 84400 Progress: 42.2% Elapsed: 1 day, 16:53:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.34511 Generator_loss: 6.11868
[INFO] 2021-05-02 12:09:59 > Step: 84500 Progress: 42.2% Elapsed: 1 day, 16:55:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.44287 Generator_loss: 5.68396
[INFO] 2021-05-02 12:12:37 > Step: 84600 Progress: 42.3% Elapsed: 1 day, 16:58:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.53915 Generator_loss: 5.56702
[INFO] 2021-05-02 12:15:16 > Step: 84700 Progress: 42.4% Elapsed: 1 day, 17:01:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.50234 Generator_loss: 5.71128
[INFO] 2021-05-02 12:17:55 > Step: 84800 Progress: 42.4% Elapsed: 1 day, 17:03:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.44338 Generator_loss: 6.33904
[INFO] 2021-05-02 12:20:34 > Step: 84900 Progress: 42.4% Elapsed: 1 day, 17:06:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.61245 Generator_loss: 5.47193
[INFO] 2021-05-02 12:23:13 > Step: 85000 Progress: 42.5% Elapsed: 1 day, 17:08:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.45031 Generator_loss: 5.54955
[INFO] 2021-05-02 12:25:52 > Step: 85100 Progress: 42.5% Elapsed: 1 day, 17:11:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.48344 Generator_loss: 5.44243
[INFO] 2021-05-02 12:28:31 > Step: 85200 Progress: 42.6% Elapsed: 1 day, 17:14:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.6961 Generator_loss: 5.34674
[INFO] 2021-05-02 12:31:09 > Step: 85300 Progress: 42.6% Elapsed: 1 day, 17:16:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.4578 Generator_loss: 6.41744
[INFO] 2021-05-02 12:33:48 > Step: 85400 Progress: 42.7% Elapsed: 1 day, 17:19:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.51023 Generator_loss: 5.47974
[INFO] 2021-05-02 12:36:27 > Step: 85500 Progress: 42.8% Elapsed: 1 day, 17:22:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.45328 Generator_loss: 5.73325
[INFO] 2021-05-02 12:39:06 > Step: 85600 Progress: 42.8% Elapsed: 1 day, 17:24:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.23808 Generator_loss: 5.66102
[INFO] 2021-05-02 12:41:44 > Step: 85700 Progress: 42.9% Elapsed: 1 day, 17:27:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.32799 Generator_loss: 5.72808
[INFO] 2021-05-02 12:44:23 > Step: 85800 Progress: 42.9% Elapsed: 1 day, 17:30:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.40058 Generator_loss: 5.82491
[INFO] 2021-05-02 12:47:01 > Step: 85900 Progress: 43.0% Elapsed: 1 day, 17:32:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.45133 Generator_loss: 5.6031
[INFO] 2021-05-02 12:49:39 > Step: 86000 Progress: 43.0% Elapsed: 1 day, 17:35:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.41695 Generator_loss: 5.67497
[INFO] 2021-05-02 12:49:39 > Start Evaluation (86000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 12:49:39 > Calculating FID Score....
[INFO] 2021-05-02 12:50:27 > Calculating Inception Score....
[INFO] 2021-05-02 12:50:56 > Calculate F_beta Score....
[INFO] 2021-05-02 12:52:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 12:52:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 12:52:34 > Calculate Accuracies....
[INFO] 2021-05-02 12:53:15 > Calculate Accuracies....
[INFO] 2021-05-02 12:53:56 > F_8 score (Step: 86000, Using valid images): 0.9184058451433762
[INFO] 2021-05-02 12:53:56 > F_1/8 score (Step: 86000, Using valid images): 0.9543153636700208
[INFO] 2021-05-02 12:53:56 > FID score (Step: 86000, Using valid moments): 21.170593120290164
[INFO] 2021-05-02 12:53:56 > Inception score (Step: 86000, 50000 generated images): 33.70875549316406
[INFO] 2021-05-02 12:53:56 > Best FID score (Step: 84000, Using valid moments): 21.159791590693544
[INFO] 2021-05-02 12:54:22 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 12:57:00 > Step: 86100 Progress: 43.0% Elapsed: 1 day, 17:42:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.43225 Generator_loss: 5.88057
[INFO] 2021-05-02 12:59:39 > Step: 86200 Progress: 43.1% Elapsed: 1 day, 17:45:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.47071 Generator_loss: 5.45193
[INFO] 2021-05-02 13:02:18 > Step: 86300 Progress: 43.1% Elapsed: 1 day, 17:48:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.36508 Generator_loss: 5.65221
[INFO] 2021-05-02 13:04:56 > Step: 86400 Progress: 43.2% Elapsed: 1 day, 17:50:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.35718 Generator_loss: 6.1389
[INFO] 2021-05-02 13:07:35 > Step: 86500 Progress: 43.2% Elapsed: 1 day, 17:53:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.84585 Generator_loss: 5.21219
[INFO] 2021-05-02 13:10:14 > Step: 86600 Progress: 43.3% Elapsed: 1 day, 17:55:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.48074 Generator_loss: 5.43254
[INFO] 2021-05-02 13:12:53 > Step: 86700 Progress: 43.4% Elapsed: 1 day, 17:58:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.36226 Generator_loss: 5.55159
[INFO] 2021-05-02 13:15:32 > Step: 86800 Progress: 43.4% Elapsed: 1 day, 18:01:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.5011 Generator_loss: 6.07657
[INFO] 2021-05-02 13:18:11 > Step: 86900 Progress: 43.5% Elapsed: 1 day, 18:03:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.43405 Generator_loss: 6.27101
[INFO] 2021-05-02 13:20:50 > Step: 87000 Progress: 43.5% Elapsed: 1 day, 18:06:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.58513 Generator_loss: 5.2603
[INFO] 2021-05-02 13:23:28 > Step: 87100 Progress: 43.5% Elapsed: 1 day, 18:09:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.44334 Generator_loss: 5.54703
[INFO] 2021-05-02 13:26:07 > Step: 87200 Progress: 43.6% Elapsed: 1 day, 18:11:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.37965 Generator_loss: 5.57869
[INFO] 2021-05-02 13:28:46 > Step: 87300 Progress: 43.6% Elapsed: 1 day, 18:14:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.55814 Generator_loss: 5.62373
[INFO] 2021-05-02 13:31:25 > Step: 87400 Progress: 43.7% Elapsed: 1 day, 18:17:10 temperature: 0.5 ada_p: No Discriminator_loss: 5.23014 Generator_loss: 4.94742
[INFO] 2021-05-02 13:34:04 > Step: 87500 Progress: 43.8% Elapsed: 1 day, 18:19:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.65171 Generator_loss: 6.57837
[INFO] 2021-05-02 13:36:44 > Step: 87600 Progress: 43.8% Elapsed: 1 day, 18:22:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.53886 Generator_loss: 5.47989
[INFO] 2021-05-02 13:39:23 > Step: 87700 Progress: 43.9% Elapsed: 1 day, 18:25:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.35658 Generator_loss: 5.55072
[INFO] 2021-05-02 13:42:01 > Step: 87800 Progress: 43.9% Elapsed: 1 day, 18:27:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.4745 Generator_loss: 5.38105
[INFO] 2021-05-02 13:44:40 > Step: 87900 Progress: 44.0% Elapsed: 1 day, 18:30:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.49603 Generator_loss: 5.31075
[INFO] 2021-05-02 13:47:19 > Step: 88000 Progress: 44.0% Elapsed: 1 day, 18:33:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.50297 Generator_loss: 5.47825
[INFO] 2021-05-02 13:47:19 > Start Evaluation (88000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 13:47:19 > Calculating FID Score....
[INFO] 2021-05-02 13:48:08 > Calculating Inception Score....
[INFO] 2021-05-02 13:48:37 > Calculate F_beta Score....
[INFO] 2021-05-02 13:50:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 13:50:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 13:50:13 > Calculate Accuracies....
[INFO] 2021-05-02 13:50:55 > Calculate Accuracies....
[INFO] 2021-05-02 13:51:36 > F_8 score (Step: 88000, Using valid images): 0.9284890158019421
[INFO] 2021-05-02 13:51:36 > F_1/8 score (Step: 88000, Using valid images): 0.9579545334093764
[INFO] 2021-05-02 13:51:36 > FID score (Step: 88000, Using valid moments): 20.912937900851148
[INFO] 2021-05-02 13:51:36 > Inception score (Step: 88000, 50000 generated images): 34.03865051269531
[INFO] 2021-05-02 13:51:36 > Best FID score (Step: 88000, Using valid moments): 20.912937900851148
[INFO] 2021-05-02 13:52:28 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 13:55:07 > Step: 88100 Progress: 44.0% Elapsed: 1 day, 18:40:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.50274 Generator_loss: 5.27566
[INFO] 2021-05-02 13:57:46 > Step: 88200 Progress: 44.1% Elapsed: 1 day, 18:43:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.60511 Generator_loss: 5.18085
[INFO] 2021-05-02 14:00:24 > Step: 88300 Progress: 44.1% Elapsed: 1 day, 18:46:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.41869 Generator_loss: 5.43285
[INFO] 2021-05-02 14:03:03 > Step: 88400 Progress: 44.2% Elapsed: 1 day, 18:48:48 temperature: 0.5 ada_p: No Discriminator_loss: 5.00593 Generator_loss: 5.05671
[INFO] 2021-05-02 14:05:41 > Step: 88500 Progress: 44.2% Elapsed: 1 day, 18:51:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.4623 Generator_loss: 6.1991
[INFO] 2021-05-02 14:08:20 > Step: 88600 Progress: 44.3% Elapsed: 1 day, 18:54:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.52884 Generator_loss: 5.31851
[INFO] 2021-05-02 14:10:58 > Step: 88700 Progress: 44.4% Elapsed: 1 day, 18:56:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.73148 Generator_loss: 5.39523
[INFO] 2021-05-02 14:13:36 > Step: 88800 Progress: 44.4% Elapsed: 1 day, 18:59:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.82244 Generator_loss: 5.12575
[INFO] 2021-05-02 14:16:15 > Step: 88900 Progress: 44.5% Elapsed: 1 day, 19:02:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.58616 Generator_loss: 5.60207
[INFO] 2021-05-02 14:18:54 > Step: 89000 Progress: 44.5% Elapsed: 1 day, 19:04:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.60279 Generator_loss: 6.38442
[INFO] 2021-05-02 14:21:32 > Step: 89100 Progress: 44.5% Elapsed: 1 day, 19:07:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.55522 Generator_loss: 5.49382
[INFO] 2021-05-02 14:24:11 > Step: 89200 Progress: 44.6% Elapsed: 1 day, 19:09:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.50589 Generator_loss: 5.90652
[INFO] 2021-05-02 14:26:49 > Step: 89300 Progress: 44.6% Elapsed: 1 day, 19:12:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.45127 Generator_loss: 5.64608
[INFO] 2021-05-02 14:29:28 > Step: 89400 Progress: 44.7% Elapsed: 1 day, 19:15:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.47673 Generator_loss: 5.6568
[INFO] 2021-05-02 14:32:06 > Step: 89500 Progress: 44.8% Elapsed: 1 day, 19:17:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.47393 Generator_loss: 5.39892
[INFO] 2021-05-02 14:34:44 > Step: 89600 Progress: 44.8% Elapsed: 1 day, 19:20:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.38634 Generator_loss: 5.49151
[INFO] 2021-05-02 14:37:22 > Step: 89700 Progress: 44.9% Elapsed: 1 day, 19:23:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.41104 Generator_loss: 5.77492
[INFO] 2021-05-02 14:40:01 > Step: 89800 Progress: 44.9% Elapsed: 1 day, 19:25:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.433 Generator_loss: 6.34757
[INFO] 2021-05-02 14:42:39 > Step: 89900 Progress: 45.0% Elapsed: 1 day, 19:28:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.57834 Generator_loss: 5.48933
[INFO] 2021-05-02 14:45:18 > Step: 90000 Progress: 45.0% Elapsed: 1 day, 19:31:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.47825 Generator_loss: 5.7207
[INFO] 2021-05-02 14:45:18 > Start Evaluation (90000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 14:45:18 > Calculating FID Score....
[INFO] 2021-05-02 14:46:07 > Calculating Inception Score....
[INFO] 2021-05-02 14:46:37 > Calculate F_beta Score....
[INFO] 2021-05-02 14:48:15 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 14:48:15 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 14:48:16 > Calculate Accuracies....
[INFO] 2021-05-02 14:48:58 > Calculate Accuracies....
[INFO] 2021-05-02 14:49:39 > F_8 score (Step: 90000, Using valid images): 0.9098416564724989
[INFO] 2021-05-02 14:49:39 > F_1/8 score (Step: 90000, Using valid images): 0.9583868573156475
[INFO] 2021-05-02 14:49:39 > FID score (Step: 90000, Using valid moments): 20.630323186563658
[INFO] 2021-05-02 14:49:39 > Inception score (Step: 90000, 50000 generated images): 34.90144348144531
[INFO] 2021-05-02 14:49:39 > Best FID score (Step: 90000, Using valid moments): 20.630323186563658
[INFO] 2021-05-02 14:50:31 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 14:53:11 > Step: 90100 Progress: 45.1% Elapsed: 1 day, 19:38:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.38654 Generator_loss: 5.52975
[INFO] 2021-05-02 14:55:50 > Step: 90200 Progress: 45.1% Elapsed: 1 day, 19:41:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.4856 Generator_loss: 5.25549
[INFO] 2021-05-02 14:58:29 > Step: 90300 Progress: 45.1% Elapsed: 1 day, 19:44:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.45776 Generator_loss: 6.3018
[INFO] 2021-05-02 15:01:08 > Step: 90400 Progress: 45.2% Elapsed: 1 day, 19:46:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.55196 Generator_loss: 5.40331
[INFO] 2021-05-02 15:03:46 > Step: 90500 Progress: 45.2% Elapsed: 1 day, 19:49:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.35767 Generator_loss: 5.84963
[INFO] 2021-05-02 15:06:25 > Step: 90600 Progress: 45.3% Elapsed: 1 day, 19:52:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.38365 Generator_loss: 5.58759
[INFO] 2021-05-02 15:09:03 > Step: 90700 Progress: 45.4% Elapsed: 1 day, 19:54:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.38476 Generator_loss: 5.79756
[INFO] 2021-05-02 15:11:42 > Step: 90800 Progress: 45.4% Elapsed: 1 day, 19:57:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.59142 Generator_loss: 5.22196
[INFO] 2021-05-02 15:14:21 > Step: 90900 Progress: 45.5% Elapsed: 1 day, 20:00:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.49255 Generator_loss: 5.64489
[INFO] 2021-05-02 15:16:59 > Step: 91000 Progress: 45.5% Elapsed: 1 day, 20:02:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.38843 Generator_loss: 6.22658
[INFO] 2021-05-02 15:19:38 > Step: 91100 Progress: 45.6% Elapsed: 1 day, 20:05:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.69268 Generator_loss: 5.30738
[INFO] 2021-05-02 15:22:17 > Step: 91200 Progress: 45.6% Elapsed: 1 day, 20:08:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.49553 Generator_loss: 5.80928
[INFO] 2021-05-02 15:24:56 > Step: 91300 Progress: 45.6% Elapsed: 1 day, 20:10:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.39038 Generator_loss: 5.49178
[INFO] 2021-05-02 15:27:35 > Step: 91400 Progress: 45.7% Elapsed: 1 day, 20:13:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.50651 Generator_loss: 5.60423
[INFO] 2021-05-02 15:30:13 > Step: 91500 Progress: 45.8% Elapsed: 1 day, 20:15:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.48328 Generator_loss: 5.4994
[INFO] 2021-05-02 15:32:51 > Step: 91600 Progress: 45.8% Elapsed: 1 day, 20:18:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.54255 Generator_loss: 5.25894
[INFO] 2021-05-02 15:35:30 > Step: 91700 Progress: 45.9% Elapsed: 1 day, 20:21:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.40463 Generator_loss: 6.08755
[INFO] 2021-05-02 15:38:09 > Step: 91800 Progress: 45.9% Elapsed: 1 day, 20:23:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.33887 Generator_loss: 5.87954
[INFO] 2021-05-02 15:40:48 > Step: 91900 Progress: 46.0% Elapsed: 1 day, 20:26:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.51864 Generator_loss: 5.77299
[INFO] 2021-05-02 15:43:26 > Step: 92000 Progress: 46.0% Elapsed: 1 day, 20:29:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.58573 Generator_loss: 5.47486
[INFO] 2021-05-02 15:43:26 > Start Evaluation (92000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 15:43:26 > Calculating FID Score....
[INFO] 2021-05-02 15:44:14 > Calculating Inception Score....
[INFO] 2021-05-02 15:44:43 > Calculate F_beta Score....
[INFO] 2021-05-02 15:46:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 15:46:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 15:46:21 > Calculate Accuracies....
[INFO] 2021-05-02 15:47:03 > Calculate Accuracies....
[INFO] 2021-05-02 15:47:44 > F_8 score (Step: 92000, Using valid images): 0.9203977590377012
[INFO] 2021-05-02 15:47:44 > F_1/8 score (Step: 92000, Using valid images): 0.962703617271666
[INFO] 2021-05-02 15:47:44 > FID score (Step: 92000, Using valid moments): 20.5536850078214
[INFO] 2021-05-02 15:47:44 > Inception score (Step: 92000, 50000 generated images): 35.298667907714844
[INFO] 2021-05-02 15:47:44 > Best FID score (Step: 92000, Using valid moments): 20.5536850078214
[INFO] 2021-05-02 15:48:37 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 15:51:15 > Step: 92100 Progress: 46.1% Elapsed: 1 day, 20:37:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.46955 Generator_loss: 5.79549
[INFO] 2021-05-02 15:53:53 > Step: 92200 Progress: 46.1% Elapsed: 1 day, 20:39:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.47762 Generator_loss: 5.44634
[INFO] 2021-05-02 15:56:32 > Step: 92300 Progress: 46.2% Elapsed: 1 day, 20:42:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.29352 Generator_loss: 5.73126
[INFO] 2021-05-02 15:59:10 > Step: 92400 Progress: 46.2% Elapsed: 1 day, 20:44:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.53272 Generator_loss: 5.53745
[INFO] 2021-05-02 16:01:49 > Step: 92500 Progress: 46.2% Elapsed: 1 day, 20:47:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.31546 Generator_loss: 5.9971
[INFO] 2021-05-02 16:04:29 > Step: 92600 Progress: 46.3% Elapsed: 1 day, 20:50:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.66469 Generator_loss: 5.3639
[INFO] 2021-05-02 16:07:08 > Step: 92700 Progress: 46.4% Elapsed: 1 day, 20:52:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.53853 Generator_loss: 5.29115
[INFO] 2021-05-02 16:09:46 > Step: 92800 Progress: 46.4% Elapsed: 1 day, 20:55:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.69756 Generator_loss: 5.36307
[INFO] 2021-05-02 16:12:24 > Step: 92900 Progress: 46.5% Elapsed: 1 day, 20:58:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.32596 Generator_loss: 5.90068
[INFO] 2021-05-02 16:15:03 > Step: 93000 Progress: 46.5% Elapsed: 1 day, 21:00:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.33563 Generator_loss: 5.88097
[INFO] 2021-05-02 16:17:41 > Step: 93100 Progress: 46.6% Elapsed: 1 day, 21:03:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.38951 Generator_loss: 5.76644
[INFO] 2021-05-02 16:20:20 > Step: 93200 Progress: 46.6% Elapsed: 1 day, 21:06:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.61924 Generator_loss: 5.15889
[INFO] 2021-05-02 16:22:59 > Step: 93300 Progress: 46.7% Elapsed: 1 day, 21:08:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.76111 Generator_loss: 5.22958
[INFO] 2021-05-02 16:25:38 > Step: 93400 Progress: 46.7% Elapsed: 1 day, 21:11:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.69033 Generator_loss: 5.21542
[INFO] 2021-05-02 16:28:18 > Step: 93500 Progress: 46.8% Elapsed: 1 day, 21:14:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.34184 Generator_loss: 5.80781
[INFO] 2021-05-02 16:30:56 > Step: 93600 Progress: 46.8% Elapsed: 1 day, 21:16:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.57651 Generator_loss: 5.64563
[INFO] 2021-05-02 16:33:35 > Step: 93700 Progress: 46.9% Elapsed: 1 day, 21:19:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.49101 Generator_loss: 5.69381
[INFO] 2021-05-02 16:36:14 > Step: 93800 Progress: 46.9% Elapsed: 1 day, 21:21:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.52081 Generator_loss: 5.5241
[INFO] 2021-05-02 16:38:53 > Step: 93900 Progress: 46.9% Elapsed: 1 day, 21:24:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.33418 Generator_loss: 5.7148
[INFO] 2021-05-02 16:41:32 > Step: 94000 Progress: 47.0% Elapsed: 1 day, 21:27:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.4894 Generator_loss: 6.08135
[INFO] 2021-05-02 16:41:32 > Start Evaluation (94000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 16:41:32 > Calculating FID Score....
[INFO] 2021-05-02 16:42:22 > Calculating Inception Score....
[INFO] 2021-05-02 16:42:52 > Calculate F_beta Score....
[INFO] 2021-05-02 16:44:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 16:44:34 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 16:44:34 > Calculate Accuracies....
[INFO] 2021-05-02 16:45:16 > Calculate Accuracies....
[INFO] 2021-05-02 16:45:57 > F_8 score (Step: 94000, Using valid images): 0.928448935248932
[INFO] 2021-05-02 16:45:57 > F_1/8 score (Step: 94000, Using valid images): 0.9583223664706262
[INFO] 2021-05-02 16:45:57 > FID score (Step: 94000, Using valid moments): 20.312368052185377
[INFO] 2021-05-02 16:45:57 > Inception score (Step: 94000, 50000 generated images): 35.835933685302734
[INFO] 2021-05-02 16:45:57 > Best FID score (Step: 94000, Using valid moments): 20.312368052185377
[INFO] 2021-05-02 16:46:51 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 16:49:29 > Step: 94100 Progress: 47.0% Elapsed: 1 day, 21:35:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.80207 Generator_loss: 5.00479
[INFO] 2021-05-02 16:52:09 > Step: 94200 Progress: 47.1% Elapsed: 1 day, 21:37:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.66357 Generator_loss: 5.53794
[INFO] 2021-05-02 16:54:48 > Step: 94300 Progress: 47.1% Elapsed: 1 day, 21:40:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.33395 Generator_loss: 5.81501
[INFO] 2021-05-02 16:57:27 > Step: 94400 Progress: 47.2% Elapsed: 1 day, 21:43:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.56354 Generator_loss: 6.56715
[INFO] 2021-05-02 17:00:06 > Step: 94500 Progress: 47.2% Elapsed: 1 day, 21:45:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.55184 Generator_loss: 6.23747
[INFO] 2021-05-02 17:02:45 > Step: 94600 Progress: 47.3% Elapsed: 1 day, 21:48:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.84986 Generator_loss: 5.11371
[INFO] 2021-05-02 17:05:24 > Step: 94700 Progress: 47.3% Elapsed: 1 day, 21:51:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.47964 Generator_loss: 5.43262
[INFO] 2021-05-02 17:08:03 > Step: 94800 Progress: 47.4% Elapsed: 1 day, 21:53:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.76224 Generator_loss: 5.13127
[INFO] 2021-05-02 17:10:42 > Step: 94900 Progress: 47.4% Elapsed: 1 day, 21:56:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.41202 Generator_loss: 5.84124
[INFO] 2021-05-02 17:13:21 > Step: 95000 Progress: 47.5% Elapsed: 1 day, 21:59:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.57025 Generator_loss: 5.29644
[INFO] 2021-05-02 17:16:01 > Step: 95100 Progress: 47.5% Elapsed: 1 day, 22:01:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.37422 Generator_loss: 5.53901
[INFO] 2021-05-02 17:18:39 > Step: 95200 Progress: 47.6% Elapsed: 1 day, 22:04:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.49687 Generator_loss: 5.26508
[INFO] 2021-05-02 17:21:18 > Step: 95300 Progress: 47.6% Elapsed: 1 day, 22:07:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.31356 Generator_loss: 5.74103
[INFO] 2021-05-02 17:23:57 > Step: 95400 Progress: 47.7% Elapsed: 1 day, 22:09:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.57932 Generator_loss: 5.6509
[INFO] 2021-05-02 17:26:37 > Step: 95500 Progress: 47.8% Elapsed: 1 day, 22:12:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.65839 Generator_loss: 5.41753
[INFO] 2021-05-02 17:29:16 > Step: 95600 Progress: 47.8% Elapsed: 1 day, 22:15:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.34503 Generator_loss: 5.71983
[INFO] 2021-05-02 17:31:55 > Step: 95700 Progress: 47.9% Elapsed: 1 day, 22:17:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.46182 Generator_loss: 5.37179
[INFO] 2021-05-02 17:34:34 > Step: 95800 Progress: 47.9% Elapsed: 1 day, 22:20:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.67709 Generator_loss: 5.36034
[INFO] 2021-05-02 17:37:12 > Step: 95900 Progress: 47.9% Elapsed: 1 day, 22:22:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.41987 Generator_loss: 6.09785
[INFO] 2021-05-02 17:39:51 > Step: 96000 Progress: 48.0% Elapsed: 1 day, 22:25:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.34948 Generator_loss: 5.61634
[INFO] 2021-05-02 17:39:51 > Start Evaluation (96000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 17:39:51 > Calculating FID Score....
[INFO] 2021-05-02 17:40:40 > Calculating Inception Score....
[INFO] 2021-05-02 17:41:09 > Calculate F_beta Score....
[INFO] 2021-05-02 17:42:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 17:42:45 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 17:42:46 > Calculate Accuracies....
[INFO] 2021-05-02 17:43:27 > Calculate Accuracies....
[INFO] 2021-05-02 17:44:09 > F_8 score (Step: 96000, Using valid images): 0.9065874057463373
[INFO] 2021-05-02 17:44:09 > F_1/8 score (Step: 96000, Using valid images): 0.958904217593155
[INFO] 2021-05-02 17:44:09 > FID score (Step: 96000, Using valid moments): 20.171769271839423
[INFO] 2021-05-02 17:44:09 > Inception score (Step: 96000, 50000 generated images): 36.007503509521484
[INFO] 2021-05-02 17:44:09 > Best FID score (Step: 96000, Using valid moments): 20.171769271839423
[INFO] 2021-05-02 17:45:02 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 17:47:41 > Step: 96100 Progress: 48.0% Elapsed: 1 day, 22:33:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.39123 Generator_loss: 6.40945
[INFO] 2021-05-02 17:50:20 > Step: 96200 Progress: 48.1% Elapsed: 1 day, 22:36:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.38863 Generator_loss: 5.80981
[INFO] 2021-05-02 17:52:59 > Step: 96300 Progress: 48.1% Elapsed: 1 day, 22:38:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.35972 Generator_loss: 5.43559
[INFO] 2021-05-02 17:55:38 > Step: 96400 Progress: 48.2% Elapsed: 1 day, 22:41:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.43367 Generator_loss: 6.32199
[INFO] 2021-05-02 17:58:17 > Step: 96500 Progress: 48.2% Elapsed: 1 day, 22:44:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.32105 Generator_loss: 5.96638
[INFO] 2021-05-02 18:00:55 > Step: 96600 Progress: 48.3% Elapsed: 1 day, 22:46:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.38737 Generator_loss: 5.85204
[INFO] 2021-05-02 18:03:34 > Step: 96700 Progress: 48.4% Elapsed: 1 day, 22:49:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.33878 Generator_loss: 5.4348
[INFO] 2021-05-02 18:06:12 > Step: 96800 Progress: 48.4% Elapsed: 1 day, 22:51:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.37934 Generator_loss: 5.39696
[INFO] 2021-05-02 18:08:51 > Step: 96900 Progress: 48.4% Elapsed: 1 day, 22:54:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.36363 Generator_loss: 6.30778
[INFO] 2021-05-02 18:11:30 > Step: 97000 Progress: 48.5% Elapsed: 1 day, 22:57:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.42744 Generator_loss: 5.86913
[INFO] 2021-05-02 18:14:09 > Step: 97100 Progress: 48.5% Elapsed: 1 day, 22:59:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.44724 Generator_loss: 5.61572
[INFO] 2021-05-02 18:16:48 > Step: 97200 Progress: 48.6% Elapsed: 1 day, 23:02:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.52653 Generator_loss: 5.91249
[INFO] 2021-05-02 18:19:27 > Step: 97300 Progress: 48.6% Elapsed: 1 day, 23:05:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.35272 Generator_loss: 5.85989
[INFO] 2021-05-02 18:22:07 > Step: 97400 Progress: 48.7% Elapsed: 1 day, 23:07:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.60084 Generator_loss: 5.38655
[INFO] 2021-05-02 18:24:46 > Step: 97500 Progress: 48.8% Elapsed: 1 day, 23:10:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.38823 Generator_loss: 5.51091
[INFO] 2021-05-02 18:27:26 > Step: 97600 Progress: 48.8% Elapsed: 1 day, 23:13:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.8456 Generator_loss: 5.08921
[INFO] 2021-05-02 18:30:05 > Step: 97700 Progress: 48.9% Elapsed: 1 day, 23:15:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.41724 Generator_loss: 5.6303
[INFO] 2021-05-02 18:32:44 > Step: 97800 Progress: 48.9% Elapsed: 1 day, 23:18:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.28356 Generator_loss: 6.18066
[INFO] 2021-05-02 18:35:22 > Step: 97900 Progress: 48.9% Elapsed: 1 day, 23:21:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.34194 Generator_loss: 5.39315
[INFO] 2021-05-02 18:38:00 > Step: 98000 Progress: 49.0% Elapsed: 1 day, 23:23:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.43011 Generator_loss: 5.77433
[INFO] 2021-05-02 18:38:00 > Start Evaluation (98000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 18:38:00 > Calculating FID Score....
[INFO] 2021-05-02 18:38:49 > Calculating Inception Score....
[INFO] 2021-05-02 18:39:19 > Calculate F_beta Score....
[INFO] 2021-05-02 18:40:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 18:40:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 18:40:57 > Calculate Accuracies....
[INFO] 2021-05-02 18:41:39 > Calculate Accuracies....
[INFO] 2021-05-02 18:42:20 > F_8 score (Step: 98000, Using valid images): 0.919893126775115
[INFO] 2021-05-02 18:42:20 > F_1/8 score (Step: 98000, Using valid images): 0.9599694623932667
[INFO] 2021-05-02 18:42:20 > FID score (Step: 98000, Using valid moments): 19.990514742597156
[INFO] 2021-05-02 18:42:20 > Inception score (Step: 98000, 50000 generated images): 36.48339080810547
[INFO] 2021-05-02 18:42:20 > Best FID score (Step: 98000, Using valid moments): 19.990514742597156
[INFO] 2021-05-02 18:43:13 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 18:45:51 > Step: 98100 Progress: 49.0% Elapsed: 1 day, 23:31:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.31443 Generator_loss: 5.77347
[INFO] 2021-05-02 18:48:30 > Step: 98200 Progress: 49.1% Elapsed: 1 day, 23:34:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.41781 Generator_loss: 6.02774
[INFO] 2021-05-02 18:51:09 > Step: 98300 Progress: 49.1% Elapsed: 1 day, 23:36:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.46425 Generator_loss: 5.54677
[INFO] 2021-05-02 18:53:47 > Step: 98400 Progress: 49.2% Elapsed: 1 day, 23:39:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.32311 Generator_loss: 6.05017
[INFO] 2021-05-02 18:56:25 > Step: 98500 Progress: 49.2% Elapsed: 1 day, 23:42:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.31551 Generator_loss: 5.89187
[INFO] 2021-05-02 18:59:03 > Step: 98600 Progress: 49.3% Elapsed: 1 day, 23:44:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.42956 Generator_loss: 6.14735
[INFO] 2021-05-02 19:01:41 > Step: 98700 Progress: 49.4% Elapsed: 1 day, 23:47:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.50196 Generator_loss: 5.45485
[INFO] 2021-05-02 19:04:19 > Step: 98800 Progress: 49.4% Elapsed: 1 day, 23:50:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.55144 Generator_loss: 5.48654
[INFO] 2021-05-02 19:06:58 > Step: 98900 Progress: 49.5% Elapsed: 1 day, 23:52:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.61843 Generator_loss: 5.36035
[INFO] 2021-05-02 19:09:36 > Step: 99000 Progress: 49.5% Elapsed: 1 day, 23:55:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.40752 Generator_loss: 6.27229
[INFO] 2021-05-02 19:12:14 > Step: 99100 Progress: 49.5% Elapsed: 1 day, 23:57:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.53554 Generator_loss: 5.64464
[INFO] 2021-05-02 19:14:54 > Step: 99200 Progress: 49.6% Elapsed: 2 days, 0:00:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.43587 Generator_loss: 5.69361
[INFO] 2021-05-02 19:17:33 > Step: 99300 Progress: 49.6% Elapsed: 2 days, 0:03:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.53973 Generator_loss: 5.2371
[INFO] 2021-05-02 19:20:12 > Step: 99400 Progress: 49.7% Elapsed: 2 days, 0:05:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.36705 Generator_loss: 5.82858
[INFO] 2021-05-02 19:22:50 > Step: 99500 Progress: 49.8% Elapsed: 2 days, 0:08:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.57467 Generator_loss: 5.37124
[INFO] 2021-05-02 19:25:29 > Step: 99600 Progress: 49.8% Elapsed: 2 days, 0:11:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.52547 Generator_loss: 5.65934
[INFO] 2021-05-02 19:28:08 > Step: 99700 Progress: 49.9% Elapsed: 2 days, 0:13:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.82772 Generator_loss: 4.64864
[INFO] 2021-05-02 19:30:46 > Step: 99800 Progress: 49.9% Elapsed: 2 days, 0:16:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.39884 Generator_loss: 5.4975
[INFO] 2021-05-02 19:33:25 > Step: 99900 Progress: 50.0% Elapsed: 2 days, 0:19:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.56569 Generator_loss: 5.83775
[INFO] 2021-05-02 19:36:04 > Step: 100000 Progress: 50.0% Elapsed: 2 days, 0:21:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.37892 Generator_loss: 6.20118
[INFO] 2021-05-02 19:36:04 > Start Evaluation (100000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 19:36:04 > Calculating FID Score....
[INFO] 2021-05-02 19:36:52 > Calculating Inception Score....
[INFO] 2021-05-02 19:37:21 > Calculate F_beta Score....
[INFO] 2021-05-02 19:41:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 19:41:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 19:41:08 > Calculate Accuracies....
[INFO] 2021-05-02 19:41:49 > Calculate Accuracies....
[INFO] 2021-05-02 19:42:29 > F_8 score (Step: 100000, Using valid images): 0.9184719623331621
[INFO] 2021-05-02 19:42:29 > F_1/8 score (Step: 100000, Using valid images): 0.9584216577232088
[INFO] 2021-05-02 19:42:29 > FID score (Step: 100000, Using valid moments): 19.872738262385667
[INFO] 2021-05-02 19:42:29 > Inception score (Step: 100000, 50000 generated images): 36.741729736328125
[INFO] 2021-05-02 19:42:29 > Best FID score (Step: 100000, Using valid moments): 19.872738262385667
[INFO] 2021-05-02 19:43:21 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 19:46:02 > Step: 100100 Progress: 50.0% Elapsed: 2 days, 0:31:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.3782 Generator_loss: 5.49626
[INFO] 2021-05-02 19:48:40 > Step: 100200 Progress: 50.1% Elapsed: 2 days, 0:34:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.43762 Generator_loss: 5.44703
[INFO] 2021-05-02 19:51:19 > Step: 100300 Progress: 50.1% Elapsed: 2 days, 0:37:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.4135 Generator_loss: 5.80676
[INFO] 2021-05-02 19:53:58 > Step: 100400 Progress: 50.2% Elapsed: 2 days, 0:39:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.34562 Generator_loss: 5.57012
[INFO] 2021-05-02 19:56:37 > Step: 100500 Progress: 50.2% Elapsed: 2 days, 0:42:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.23944 Generator_loss: 5.92847
[INFO] 2021-05-02 19:59:16 > Step: 100600 Progress: 50.3% Elapsed: 2 days, 0:45:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.81187 Generator_loss: 5.19061
[INFO] 2021-05-02 20:01:55 > Step: 100700 Progress: 50.3% Elapsed: 2 days, 0:47:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.4941 Generator_loss: 5.34299
[INFO] 2021-05-02 20:04:33 > Step: 100800 Progress: 50.4% Elapsed: 2 days, 0:50:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.38137 Generator_loss: 6.09488
[INFO] 2021-05-02 20:07:12 > Step: 100900 Progress: 50.4% Elapsed: 2 days, 0:52:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.44757 Generator_loss: 5.48071
[INFO] 2021-05-02 20:09:51 > Step: 101000 Progress: 50.5% Elapsed: 2 days, 0:55:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.30927 Generator_loss: 5.73109
[INFO] 2021-05-02 20:12:30 > Step: 101100 Progress: 50.5% Elapsed: 2 days, 0:58:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.32213 Generator_loss: 6.38344
[INFO] 2021-05-02 20:15:08 > Step: 101200 Progress: 50.6% Elapsed: 2 days, 1:00:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.37864 Generator_loss: 5.49625
[INFO] 2021-05-02 20:17:46 > Step: 101300 Progress: 50.6% Elapsed: 2 days, 1:03:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.47341 Generator_loss: 5.48701
[INFO] 2021-05-02 20:20:25 > Step: 101400 Progress: 50.7% Elapsed: 2 days, 1:06:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.36651 Generator_loss: 5.74361
[INFO] 2021-05-02 20:23:03 > Step: 101500 Progress: 50.7% Elapsed: 2 days, 1:08:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.65814 Generator_loss: 5.02843
[INFO] 2021-05-02 20:25:41 > Step: 101600 Progress: 50.8% Elapsed: 2 days, 1:11:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.29745 Generator_loss: 6.08397
[INFO] 2021-05-02 20:28:20 > Step: 101700 Progress: 50.8% Elapsed: 2 days, 1:14:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.33586 Generator_loss: 6.30317
[INFO] 2021-05-02 20:30:58 > Step: 101800 Progress: 50.9% Elapsed: 2 days, 1:16:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.37996 Generator_loss: 5.54786
[INFO] 2021-05-02 20:33:37 > Step: 101900 Progress: 50.9% Elapsed: 2 days, 1:19:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.36119 Generator_loss: 5.74602
[INFO] 2021-05-02 20:36:16 > Step: 102000 Progress: 51.0% Elapsed: 2 days, 1:22:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.45234 Generator_loss: 5.37767
[INFO] 2021-05-02 20:36:16 > Start Evaluation (102000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 20:36:16 > Calculating FID Score....
[INFO] 2021-05-02 20:37:04 > Calculating Inception Score....
[INFO] 2021-05-02 20:37:33 > Calculate F_beta Score....
[INFO] 2021-05-02 20:39:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 20:39:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 20:39:09 > Calculate Accuracies....
[INFO] 2021-05-02 20:39:51 > Calculate Accuracies....
[INFO] 2021-05-02 20:40:30 > F_8 score (Step: 102000, Using valid images): 0.9314674572900894
[INFO] 2021-05-02 20:40:30 > F_1/8 score (Step: 102000, Using valid images): 0.9589781562545039
[INFO] 2021-05-02 20:40:30 > FID score (Step: 102000, Using valid moments): 19.956197273793293
[INFO] 2021-05-02 20:40:30 > Inception score (Step: 102000, 50000 generated images): 36.907161712646484
[INFO] 2021-05-02 20:40:30 > Best FID score (Step: 100000, Using valid moments): 19.872738262385667
[INFO] 2021-05-02 20:40:56 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 20:43:36 > Step: 102100 Progress: 51.0% Elapsed: 2 days, 1:29:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.51461 Generator_loss: 6.11179
[INFO] 2021-05-02 20:46:14 > Step: 102200 Progress: 51.1% Elapsed: 2 days, 1:31:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.55582 Generator_loss: 5.33912
[INFO] 2021-05-02 20:48:52 > Step: 102300 Progress: 51.1% Elapsed: 2 days, 1:34:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.45012 Generator_loss: 6.29223
[INFO] 2021-05-02 20:51:30 > Step: 102400 Progress: 51.2% Elapsed: 2 days, 1:37:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.46393 Generator_loss: 5.36402
[INFO] 2021-05-02 20:54:08 > Step: 102500 Progress: 51.2% Elapsed: 2 days, 1:39:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.55971 Generator_loss: 5.44399
[INFO] 2021-05-02 20:56:48 > Step: 102600 Progress: 51.3% Elapsed: 2 days, 1:42:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.57381 Generator_loss: 5.36828
[INFO] 2021-05-02 20:59:26 > Step: 102700 Progress: 51.3% Elapsed: 2 days, 1:45:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.46493 Generator_loss: 5.4312
[INFO] 2021-05-02 21:02:06 > Step: 102800 Progress: 51.4% Elapsed: 2 days, 1:47:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.41309 Generator_loss: 5.87809
[INFO] 2021-05-02 21:04:45 > Step: 102900 Progress: 51.4% Elapsed: 2 days, 1:50:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.76213 Generator_loss: 5.33961
[INFO] 2021-05-02 21:07:24 > Step: 103000 Progress: 51.5% Elapsed: 2 days, 1:53:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.43904 Generator_loss: 5.59574
[INFO] 2021-05-02 21:10:03 > Step: 103100 Progress: 51.5% Elapsed: 2 days, 1:55:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.40884 Generator_loss: 5.56257
[INFO] 2021-05-02 21:12:41 > Step: 103200 Progress: 51.6% Elapsed: 2 days, 1:58:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.26678 Generator_loss: 6.05946
[INFO] 2021-05-02 21:15:20 > Step: 103300 Progress: 51.6% Elapsed: 2 days, 2:01:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.40315 Generator_loss: 5.63477
[INFO] 2021-05-02 21:17:58 > Step: 103400 Progress: 51.7% Elapsed: 2 days, 2:03:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.22949 Generator_loss: 6.06072
[INFO] 2021-05-02 21:20:37 > Step: 103500 Progress: 51.7% Elapsed: 2 days, 2:06:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.43822 Generator_loss: 5.5641
[INFO] 2021-05-02 21:23:15 > Step: 103600 Progress: 51.8% Elapsed: 2 days, 2:09:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.54639 Generator_loss: 5.34827
[INFO] 2021-05-02 21:25:54 > Step: 103700 Progress: 51.8% Elapsed: 2 days, 2:11:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.41031 Generator_loss: 5.93317
[INFO] 2021-05-02 21:28:33 > Step: 103800 Progress: 51.9% Elapsed: 2 days, 2:14:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.34036 Generator_loss: 5.84599
[INFO] 2021-05-02 21:31:12 > Step: 103900 Progress: 51.9% Elapsed: 2 days, 2:16:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.31571 Generator_loss: 6.01526
[INFO] 2021-05-02 21:33:51 > Step: 104000 Progress: 52.0% Elapsed: 2 days, 2:19:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.6585 Generator_loss: 5.38625
[INFO] 2021-05-02 21:33:51 > Start Evaluation (104000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 21:33:51 > Calculating FID Score....
[INFO] 2021-05-02 21:34:40 > Calculating Inception Score....
[INFO] 2021-05-02 21:35:10 > Calculate F_beta Score....
[INFO] 2021-05-02 21:36:48 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 21:36:49 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 21:36:49 > Calculate Accuracies....
[INFO] 2021-05-02 21:37:31 > Calculate Accuracies....
[INFO] 2021-05-02 21:38:10 > F_8 score (Step: 104000, Using valid images): 0.920474690735781
[INFO] 2021-05-02 21:38:11 > F_1/8 score (Step: 104000, Using valid images): 0.9612630255301358
[INFO] 2021-05-02 21:38:11 > FID score (Step: 104000, Using valid moments): 19.743515134572306
[INFO] 2021-05-02 21:38:11 > Inception score (Step: 104000, 50000 generated images): 37.58751678466797
[INFO] 2021-05-02 21:38:11 > Best FID score (Step: 104000, Using valid moments): 19.743515134572306
[INFO] 2021-05-02 21:39:03 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 21:41:42 > Step: 104100 Progress: 52.0% Elapsed: 2 days, 2:27:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.33981 Generator_loss: 6.04425
[INFO] 2021-05-02 21:44:20 > Step: 104200 Progress: 52.1% Elapsed: 2 days, 2:30:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.41418 Generator_loss: 5.40925
[INFO] 2021-05-02 21:46:59 > Step: 104300 Progress: 52.1% Elapsed: 2 days, 2:32:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.51318 Generator_loss: 5.72299
[INFO] 2021-05-02 21:49:38 > Step: 104400 Progress: 52.2% Elapsed: 2 days, 2:35:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.34864 Generator_loss: 6.37589
[INFO] 2021-05-02 21:52:17 > Step: 104500 Progress: 52.2% Elapsed: 2 days, 2:38:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.50556 Generator_loss: 5.59452
[INFO] 2021-05-02 21:54:57 > Step: 104600 Progress: 52.3% Elapsed: 2 days, 2:40:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.37187 Generator_loss: 5.65656
[INFO] 2021-05-02 21:57:36 > Step: 104700 Progress: 52.3% Elapsed: 2 days, 2:43:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.34749 Generator_loss: 5.61316
[INFO] 2021-05-02 22:00:14 > Step: 104800 Progress: 52.4% Elapsed: 2 days, 2:45:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.34189 Generator_loss: 6.24445
[INFO] 2021-05-02 22:02:53 > Step: 104900 Progress: 52.4% Elapsed: 2 days, 2:48:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.46303 Generator_loss: 5.49723
[INFO] 2021-05-02 22:05:32 > Step: 105000 Progress: 52.5% Elapsed: 2 days, 2:51:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.70358 Generator_loss: 5.72409
[INFO] 2021-05-02 22:08:12 > Step: 105100 Progress: 52.5% Elapsed: 2 days, 2:53:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.454 Generator_loss: 5.68399
[INFO] 2021-05-02 22:10:52 > Step: 105200 Progress: 52.6% Elapsed: 2 days, 2:56:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.46745 Generator_loss: 5.41223
[INFO] 2021-05-02 22:13:30 > Step: 105300 Progress: 52.6% Elapsed: 2 days, 2:59:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.43715 Generator_loss: 5.63291
[INFO] 2021-05-02 22:16:09 > Step: 105400 Progress: 52.7% Elapsed: 2 days, 3:01:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.36971 Generator_loss: 5.6417
[INFO] 2021-05-02 22:18:48 > Step: 105500 Progress: 52.8% Elapsed: 2 days, 3:04:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.5023 Generator_loss: 5.7124
[INFO] 2021-05-02 22:21:28 > Step: 105600 Progress: 52.8% Elapsed: 2 days, 3:07:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.34691 Generator_loss: 5.96013
[INFO] 2021-05-02 22:24:07 > Step: 105700 Progress: 52.8% Elapsed: 2 days, 3:09:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.49052 Generator_loss: 6.19301
[INFO] 2021-05-02 22:26:45 > Step: 105800 Progress: 52.9% Elapsed: 2 days, 3:12:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.39025 Generator_loss: 5.92461
[INFO] 2021-05-02 22:29:24 > Step: 105900 Progress: 52.9% Elapsed: 2 days, 3:15:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.48551 Generator_loss: 5.70647
[INFO] 2021-05-02 22:32:03 > Step: 106000 Progress: 53.0% Elapsed: 2 days, 3:17:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.41794 Generator_loss: 5.57684
[INFO] 2021-05-02 22:32:03 > Start Evaluation (106000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 22:32:03 > Calculating FID Score....
[INFO] 2021-05-02 22:32:51 > Calculating Inception Score....
[INFO] 2021-05-02 22:33:20 > Calculate F_beta Score....
[INFO] 2021-05-02 22:34:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 22:34:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 22:34:58 > Calculate Accuracies....
[INFO] 2021-05-02 22:35:40 > Calculate Accuracies....
[INFO] 2021-05-02 22:36:20 > F_8 score (Step: 106000, Using valid images): 0.9235037347156615
[INFO] 2021-05-02 22:36:20 > F_1/8 score (Step: 106000, Using valid images): 0.9662060509773568
[INFO] 2021-05-02 22:36:20 > FID score (Step: 106000, Using valid moments): 19.531169439699
[INFO] 2021-05-02 22:36:20 > Inception score (Step: 106000, 50000 generated images): 37.84446716308594
[INFO] 2021-05-02 22:36:20 > Best FID score (Step: 106000, Using valid moments): 19.531169439699
[INFO] 2021-05-02 22:37:14 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 22:39:52 > Step: 106100 Progress: 53.0% Elapsed: 2 days, 3:25:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.37549 Generator_loss: 5.62292
[INFO] 2021-05-02 22:42:31 > Step: 106200 Progress: 53.1% Elapsed: 2 days, 3:28:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.32471 Generator_loss: 5.57516
[INFO] 2021-05-02 22:45:10 > Step: 106300 Progress: 53.1% Elapsed: 2 days, 3:30:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.38932 Generator_loss: 5.70156
[INFO] 2021-05-02 22:47:49 > Step: 106400 Progress: 53.2% Elapsed: 2 days, 3:33:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.40805 Generator_loss: 5.39485
[INFO] 2021-05-02 22:50:27 > Step: 106500 Progress: 53.2% Elapsed: 2 days, 3:36:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.28063 Generator_loss: 5.75979
[INFO] 2021-05-02 22:53:06 > Step: 106600 Progress: 53.3% Elapsed: 2 days, 3:38:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.33929 Generator_loss: 6.42793
[INFO] 2021-05-02 22:55:45 > Step: 106700 Progress: 53.3% Elapsed: 2 days, 3:41:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.44826 Generator_loss: 5.4114
[INFO] 2021-05-02 22:58:24 > Step: 106800 Progress: 53.4% Elapsed: 2 days, 3:44:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.41026 Generator_loss: 5.85414
[INFO] 2021-05-02 23:01:03 > Step: 106900 Progress: 53.4% Elapsed: 2 days, 3:46:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.36496 Generator_loss: 5.89378
[INFO] 2021-05-02 23:03:41 > Step: 107000 Progress: 53.5% Elapsed: 2 days, 3:49:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.74462 Generator_loss: 5.19662
[INFO] 2021-05-02 23:06:21 > Step: 107100 Progress: 53.5% Elapsed: 2 days, 3:52:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.3619 Generator_loss: 6.14162
[INFO] 2021-05-02 23:09:00 > Step: 107200 Progress: 53.6% Elapsed: 2 days, 3:54:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.8442 Generator_loss: 4.99424
[INFO] 2021-05-02 23:11:40 > Step: 107300 Progress: 53.6% Elapsed: 2 days, 3:57:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.3013 Generator_loss: 5.97645
[INFO] 2021-05-02 23:14:19 > Step: 107400 Progress: 53.7% Elapsed: 2 days, 4:00:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.59784 Generator_loss: 5.34216
[INFO] 2021-05-02 23:16:58 > Step: 107500 Progress: 53.8% Elapsed: 2 days, 4:02:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.4604 Generator_loss: 5.41861
[INFO] 2021-05-02 23:19:39 > Step: 107600 Progress: 53.8% Elapsed: 2 days, 4:05:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.51705 Generator_loss: 5.50413
[INFO] 2021-05-02 23:22:18 > Step: 107700 Progress: 53.8% Elapsed: 2 days, 4:08:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.42483 Generator_loss: 5.73093
[INFO] 2021-05-02 23:24:57 > Step: 107800 Progress: 53.9% Elapsed: 2 days, 4:10:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.31032 Generator_loss: 5.86822
[INFO] 2021-05-02 23:27:35 > Step: 107900 Progress: 53.9% Elapsed: 2 days, 4:13:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.36824 Generator_loss: 6.49923
[INFO] 2021-05-02 23:30:15 > Step: 108000 Progress: 54.0% Elapsed: 2 days, 4:15:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.41781 Generator_loss: 5.24717
[INFO] 2021-05-02 23:30:15 > Start Evaluation (108000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 23:30:15 > Calculating FID Score....
[INFO] 2021-05-02 23:31:04 > Calculating Inception Score....
[INFO] 2021-05-02 23:31:33 > Calculate F_beta Score....
[INFO] 2021-05-02 23:33:09 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-02 23:33:09 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-02 23:33:10 > Calculate Accuracies....
[INFO] 2021-05-02 23:33:52 > Calculate Accuracies....
[INFO] 2021-05-02 23:34:32 > F_8 score (Step: 108000, Using valid images): 0.9307126426884481
[INFO] 2021-05-02 23:34:32 > F_1/8 score (Step: 108000, Using valid images): 0.9600671358812904
[INFO] 2021-05-02 23:34:32 > FID score (Step: 108000, Using valid moments): 19.451549739047834
[INFO] 2021-05-02 23:34:32 > Inception score (Step: 108000, 50000 generated images): 38.88697052001953
[INFO] 2021-05-02 23:34:32 > Best FID score (Step: 108000, Using valid moments): 19.451549739047834
[INFO] 2021-05-02 23:35:25 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-02 23:38:04 > Step: 108100 Progress: 54.0% Elapsed: 2 days, 4:23:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.44209 Generator_loss: 5.49048
[INFO] 2021-05-02 23:40:42 > Step: 108200 Progress: 54.1% Elapsed: 2 days, 4:26:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.34995 Generator_loss: 5.70845
[INFO] 2021-05-02 23:43:21 > Step: 108300 Progress: 54.1% Elapsed: 2 days, 4:29:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.49029 Generator_loss: 5.49531
[INFO] 2021-05-02 23:45:59 > Step: 108400 Progress: 54.2% Elapsed: 2 days, 4:31:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.79109 Generator_loss: 5.11953
[INFO] 2021-05-02 23:48:37 > Step: 108500 Progress: 54.2% Elapsed: 2 days, 4:34:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.60377 Generator_loss: 5.40417
[INFO] 2021-05-02 23:51:16 > Step: 108600 Progress: 54.3% Elapsed: 2 days, 4:37:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.32889 Generator_loss: 5.40234
[INFO] 2021-05-02 23:53:54 > Step: 108700 Progress: 54.4% Elapsed: 2 days, 4:39:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.40723 Generator_loss: 5.46294
[INFO] 2021-05-02 23:56:33 > Step: 108800 Progress: 54.4% Elapsed: 2 days, 4:42:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.49203 Generator_loss: 5.7615
[INFO] 2021-05-02 23:59:12 > Step: 108900 Progress: 54.4% Elapsed: 2 days, 4:44:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.53333 Generator_loss: 5.40156
[INFO] 2021-05-03 00:01:51 > Step: 109000 Progress: 54.5% Elapsed: 2 days, 4:47:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.46832 Generator_loss: 5.57407
[INFO] 2021-05-03 00:04:29 > Step: 109100 Progress: 54.5% Elapsed: 2 days, 4:50:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.335 Generator_loss: 6.14455
[INFO] 2021-05-03 00:07:08 > Step: 109200 Progress: 54.6% Elapsed: 2 days, 4:52:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.2428 Generator_loss: 6.25533
[INFO] 2021-05-03 00:09:47 > Step: 109300 Progress: 54.6% Elapsed: 2 days, 4:55:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.40719 Generator_loss: 5.48173
[INFO] 2021-05-03 00:12:25 > Step: 109400 Progress: 54.7% Elapsed: 2 days, 4:58:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.40931 Generator_loss: 6.28237
[INFO] 2021-05-03 00:15:03 > Step: 109500 Progress: 54.8% Elapsed: 2 days, 5:00:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.45661 Generator_loss: 5.30294
[INFO] 2021-05-03 00:17:42 > Step: 109600 Progress: 54.8% Elapsed: 2 days, 5:03:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.41314 Generator_loss: 5.50598
[INFO] 2021-05-03 00:20:20 > Step: 109700 Progress: 54.9% Elapsed: 2 days, 5:06:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.32964 Generator_loss: 5.9877
[INFO] 2021-05-03 00:22:58 > Step: 109800 Progress: 54.9% Elapsed: 2 days, 5:08:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.36888 Generator_loss: 5.70647
[INFO] 2021-05-03 00:25:37 > Step: 109900 Progress: 54.9% Elapsed: 2 days, 5:11:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.75719 Generator_loss: 5.1693
[INFO] 2021-05-03 00:28:15 > Step: 110000 Progress: 55.0% Elapsed: 2 days, 5:14:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.42921 Generator_loss: 6.16345
[INFO] 2021-05-03 00:28:15 > Start Evaluation (110000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 00:28:15 > Calculating FID Score....
[INFO] 2021-05-03 00:29:03 > Calculating Inception Score....
[INFO] 2021-05-03 00:29:32 > Calculate F_beta Score....
[INFO] 2021-05-03 00:31:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 00:31:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 00:31:12 > Calculate Accuracies....
[INFO] 2021-05-03 00:31:54 > Calculate Accuracies....
[INFO] 2021-05-03 00:32:34 > F_8 score (Step: 110000, Using valid images): 0.9271622122054739
[INFO] 2021-05-03 00:32:34 > F_1/8 score (Step: 110000, Using valid images): 0.9564149347768708
[INFO] 2021-05-03 00:32:34 > FID score (Step: 110000, Using valid moments): 19.34517146108135
[INFO] 2021-05-03 00:32:34 > Inception score (Step: 110000, 50000 generated images): 38.55044937133789
[INFO] 2021-05-03 00:32:34 > Best FID score (Step: 110000, Using valid moments): 19.34517146108135
[INFO] 2021-05-03 00:33:26 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 00:36:06 > Step: 110100 Progress: 55.0% Elapsed: 2 days, 5:21:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.28556 Generator_loss: 6.51283
[INFO] 2021-05-03 00:38:45 > Step: 110200 Progress: 55.1% Elapsed: 2 days, 5:24:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.35632 Generator_loss: 5.71168
[INFO] 2021-05-03 00:41:23 > Step: 110300 Progress: 55.1% Elapsed: 2 days, 5:27:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.31018 Generator_loss: 6.03282
[INFO] 2021-05-03 00:44:02 > Step: 110400 Progress: 55.2% Elapsed: 2 days, 5:29:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.43207 Generator_loss: 5.62618
[INFO] 2021-05-03 00:46:41 > Step: 110500 Progress: 55.2% Elapsed: 2 days, 5:32:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.63517 Generator_loss: 5.32215
[INFO] 2021-05-03 00:49:19 > Step: 110600 Progress: 55.3% Elapsed: 2 days, 5:35:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.25726 Generator_loss: 6.11291
[INFO] 2021-05-03 00:51:57 > Step: 110700 Progress: 55.4% Elapsed: 2 days, 5:37:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.54461 Generator_loss: 5.3935
[INFO] 2021-05-03 00:54:37 > Step: 110800 Progress: 55.4% Elapsed: 2 days, 5:40:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.37671 Generator_loss: 5.68141
[INFO] 2021-05-03 00:57:16 > Step: 110900 Progress: 55.5% Elapsed: 2 days, 5:43:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.49858 Generator_loss: 5.32114
[INFO] 2021-05-03 00:59:55 > Step: 111000 Progress: 55.5% Elapsed: 2 days, 5:45:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.36558 Generator_loss: 6.23306
[INFO] 2021-05-03 01:02:33 > Step: 111100 Progress: 55.5% Elapsed: 2 days, 5:48:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.27429 Generator_loss: 5.64477
[INFO] 2021-05-03 01:05:12 > Step: 111200 Progress: 55.6% Elapsed: 2 days, 5:50:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.64548 Generator_loss: 6.57467
[INFO] 2021-05-03 01:07:51 > Step: 111300 Progress: 55.6% Elapsed: 2 days, 5:53:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.48687 Generator_loss: 5.69235
[INFO] 2021-05-03 01:10:30 > Step: 111400 Progress: 55.7% Elapsed: 2 days, 5:56:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.50312 Generator_loss: 5.84982
[INFO] 2021-05-03 01:13:09 > Step: 111500 Progress: 55.8% Elapsed: 2 days, 5:58:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.59338 Generator_loss: 5.66607
[INFO] 2021-05-03 01:15:48 > Step: 111600 Progress: 55.8% Elapsed: 2 days, 6:01:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.4768 Generator_loss: 5.39355
[INFO] 2021-05-03 01:18:26 > Step: 111700 Progress: 55.9% Elapsed: 2 days, 6:04:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.37264 Generator_loss: 5.63468
[INFO] 2021-05-03 01:21:05 > Step: 111800 Progress: 55.9% Elapsed: 2 days, 6:06:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.3153 Generator_loss: 6.30916
[INFO] 2021-05-03 01:23:44 > Step: 111900 Progress: 56.0% Elapsed: 2 days, 6:09:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.37732 Generator_loss: 5.93592
[INFO] 2021-05-03 01:26:23 > Step: 112000 Progress: 56.0% Elapsed: 2 days, 6:12:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.51344 Generator_loss: 5.41294
[INFO] 2021-05-03 01:26:23 > Start Evaluation (112000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 01:26:23 > Calculating FID Score....
[INFO] 2021-05-03 01:27:11 > Calculating Inception Score....
[INFO] 2021-05-03 01:27:40 > Calculate F_beta Score....
[INFO] 2021-05-03 01:29:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 01:29:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 01:29:15 > Calculate Accuracies....
[INFO] 2021-05-03 01:29:57 > Calculate Accuracies....
[INFO] 2021-05-03 01:30:37 > F_8 score (Step: 112000, Using valid images): 0.9366039628595169
[INFO] 2021-05-03 01:30:37 > F_1/8 score (Step: 112000, Using valid images): 0.9660791455896606
[INFO] 2021-05-03 01:30:37 > FID score (Step: 112000, Using valid moments): 19.21695553070822
[INFO] 2021-05-03 01:30:37 > Inception score (Step: 112000, 50000 generated images): 39.241512298583984
[INFO] 2021-05-03 01:30:37 > Best FID score (Step: 112000, Using valid moments): 19.21695553070822
[INFO] 2021-05-03 01:31:29 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 01:34:08 > Step: 112100 Progress: 56.0% Elapsed: 2 days, 6:19:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.35046 Generator_loss: 5.8667
[INFO] 2021-05-03 01:36:46 > Step: 112200 Progress: 56.1% Elapsed: 2 days, 6:22:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.33199 Generator_loss: 5.64527
[INFO] 2021-05-03 01:39:25 > Step: 112300 Progress: 56.1% Elapsed: 2 days, 6:25:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.45408 Generator_loss: 5.45469
[INFO] 2021-05-03 01:42:03 > Step: 112400 Progress: 56.2% Elapsed: 2 days, 6:27:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.64551 Generator_loss: 5.65352
[INFO] 2021-05-03 01:44:41 > Step: 112500 Progress: 56.2% Elapsed: 2 days, 6:30:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.43853 Generator_loss: 5.69525
[INFO] 2021-05-03 01:47:21 > Step: 112600 Progress: 56.3% Elapsed: 2 days, 6:33:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.42658 Generator_loss: 5.26751
[INFO] 2021-05-03 01:50:00 > Step: 112700 Progress: 56.4% Elapsed: 2 days, 6:35:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.427 Generator_loss: 5.51692
[INFO] 2021-05-03 01:52:39 > Step: 112800 Progress: 56.4% Elapsed: 2 days, 6:38:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.37203 Generator_loss: 5.68696
[INFO] 2021-05-03 01:55:17 > Step: 112900 Progress: 56.5% Elapsed: 2 days, 6:41:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.35415 Generator_loss: 6.09415
[INFO] 2021-05-03 01:57:57 > Step: 113000 Progress: 56.5% Elapsed: 2 days, 6:43:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.31172 Generator_loss: 5.49978
[INFO] 2021-05-03 02:00:36 > Step: 113100 Progress: 56.5% Elapsed: 2 days, 6:46:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.48153 Generator_loss: 5.17364
[INFO] 2021-05-03 02:03:14 > Step: 113200 Progress: 56.6% Elapsed: 2 days, 6:48:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.28932 Generator_loss: 6.27307
[INFO] 2021-05-03 02:05:53 > Step: 113300 Progress: 56.6% Elapsed: 2 days, 6:51:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.55951 Generator_loss: 5.62521
[INFO] 2021-05-03 02:08:32 > Step: 113400 Progress: 56.7% Elapsed: 2 days, 6:54:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.40817 Generator_loss: 5.50983
[INFO] 2021-05-03 02:11:11 > Step: 113500 Progress: 56.8% Elapsed: 2 days, 6:56:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.32232 Generator_loss: 6.34964
[INFO] 2021-05-03 02:13:50 > Step: 113600 Progress: 56.8% Elapsed: 2 days, 6:59:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.29904 Generator_loss: 5.79763
[INFO] 2021-05-03 02:16:29 > Step: 113700 Progress: 56.9% Elapsed: 2 days, 7:02:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.39967 Generator_loss: 5.79357
[INFO] 2021-05-03 02:19:08 > Step: 113800 Progress: 56.9% Elapsed: 2 days, 7:04:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.38982 Generator_loss: 5.80586
[INFO] 2021-05-03 02:21:47 > Step: 113900 Progress: 57.0% Elapsed: 2 days, 7:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.39557 Generator_loss: 5.96242
[INFO] 2021-05-03 02:24:26 > Step: 114000 Progress: 57.0% Elapsed: 2 days, 7:10:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.27723 Generator_loss: 5.8461
[INFO] 2021-05-03 02:24:26 > Start Evaluation (114000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 02:24:26 > Calculating FID Score....
[INFO] 2021-05-03 02:25:16 > Calculating Inception Score....
[INFO] 2021-05-03 02:25:45 > Calculate F_beta Score....
[INFO] 2021-05-03 02:27:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 02:27:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 02:27:22 > Calculate Accuracies....
[INFO] 2021-05-03 02:28:04 > Calculate Accuracies....
[INFO] 2021-05-03 02:28:43 > F_8 score (Step: 114000, Using valid images): 0.9406757197737327
[INFO] 2021-05-03 02:28:43 > F_1/8 score (Step: 114000, Using valid images): 0.960119771927246
[INFO] 2021-05-03 02:28:43 > FID score (Step: 114000, Using valid moments): 19.06249810302711
[INFO] 2021-05-03 02:28:43 > Inception score (Step: 114000, 50000 generated images): 39.24502944946289
[INFO] 2021-05-03 02:28:43 > Best FID score (Step: 114000, Using valid moments): 19.06249810302711
[INFO] 2021-05-03 02:29:36 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 02:32:15 > Step: 114100 Progress: 57.0% Elapsed: 2 days, 7:17:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.2942 Generator_loss: 6.04829
[INFO] 2021-05-03 02:34:54 > Step: 114200 Progress: 57.1% Elapsed: 2 days, 7:20:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.56929 Generator_loss: 5.1186
[INFO] 2021-05-03 02:37:32 > Step: 114300 Progress: 57.1% Elapsed: 2 days, 7:23:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.33258 Generator_loss: 5.76373
[INFO] 2021-05-03 02:40:11 > Step: 114400 Progress: 57.2% Elapsed: 2 days, 7:25:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.33714 Generator_loss: 5.87101
[INFO] 2021-05-03 02:42:49 > Step: 114500 Progress: 57.2% Elapsed: 2 days, 7:28:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.46805 Generator_loss: 5.64396
[INFO] 2021-05-03 02:45:27 > Step: 114600 Progress: 57.3% Elapsed: 2 days, 7:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.45509 Generator_loss: 5.64788
[INFO] 2021-05-03 02:48:06 > Step: 114700 Progress: 57.4% Elapsed: 2 days, 7:33:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.46741 Generator_loss: 5.44964
[INFO] 2021-05-03 02:50:45 > Step: 114800 Progress: 57.4% Elapsed: 2 days, 7:36:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.43614 Generator_loss: 6.10616
[INFO] 2021-05-03 02:53:24 > Step: 114900 Progress: 57.5% Elapsed: 2 days, 7:39:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.54059 Generator_loss: 5.27558
[INFO] 2021-05-03 02:56:03 > Step: 115000 Progress: 57.5% Elapsed: 2 days, 7:41:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.40031 Generator_loss: 5.26033
[INFO] 2021-05-03 02:58:44 > Step: 115100 Progress: 57.6% Elapsed: 2 days, 7:44:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.28778 Generator_loss: 5.79266
[INFO] 2021-05-03 03:01:22 > Step: 115200 Progress: 57.6% Elapsed: 2 days, 7:47:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.39492 Generator_loss: 6.51281
[INFO] 2021-05-03 03:04:00 > Step: 115300 Progress: 57.6% Elapsed: 2 days, 7:49:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.3397 Generator_loss: 5.71436
[INFO] 2021-05-03 03:06:38 > Step: 115400 Progress: 57.7% Elapsed: 2 days, 7:52:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.41703 Generator_loss: 5.67952
[INFO] 2021-05-03 03:09:17 > Step: 115500 Progress: 57.8% Elapsed: 2 days, 7:55:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.21024 Generator_loss: 6.19622
[INFO] 2021-05-03 03:11:55 > Step: 115600 Progress: 57.8% Elapsed: 2 days, 7:57:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.42953 Generator_loss: 5.53154
[INFO] 2021-05-03 03:14:33 > Step: 115700 Progress: 57.9% Elapsed: 2 days, 8:00:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.35087 Generator_loss: 6.29596
[INFO] 2021-05-03 03:17:12 > Step: 115800 Progress: 57.9% Elapsed: 2 days, 8:02:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.28932 Generator_loss: 6.35736
[INFO] 2021-05-03 03:19:50 > Step: 115900 Progress: 58.0% Elapsed: 2 days, 8:05:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.41849 Generator_loss: 5.64313
[INFO] 2021-05-03 03:22:29 > Step: 116000 Progress: 58.0% Elapsed: 2 days, 8:08:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.45661 Generator_loss: 5.51748
[INFO] 2021-05-03 03:22:29 > Start Evaluation (116000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 03:22:29 > Calculating FID Score....
[INFO] 2021-05-03 03:23:17 > Calculating Inception Score....
[INFO] 2021-05-03 03:23:46 > Calculate F_beta Score....
[INFO] 2021-05-03 03:25:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 03:25:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 03:25:24 > Calculate Accuracies....
[INFO] 2021-05-03 03:26:06 > Calculate Accuracies....
[INFO] 2021-05-03 03:26:46 > F_8 score (Step: 116000, Using valid images): 0.9383982266968248
[INFO] 2021-05-03 03:26:46 > F_1/8 score (Step: 116000, Using valid images): 0.9626976445027634
[INFO] 2021-05-03 03:26:46 > FID score (Step: 116000, Using valid moments): 18.9215389872503
[INFO] 2021-05-03 03:26:46 > Inception score (Step: 116000, 50000 generated images): 39.760860443115234
[INFO] 2021-05-03 03:26:46 > Best FID score (Step: 116000, Using valid moments): 18.9215389872503
[INFO] 2021-05-03 03:27:38 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 03:30:17 > Step: 116100 Progress: 58.1% Elapsed: 2 days, 8:16:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.38287 Generator_loss: 5.49314
[INFO] 2021-05-03 03:32:56 > Step: 116200 Progress: 58.1% Elapsed: 2 days, 8:18:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.25482 Generator_loss: 5.79895
[INFO] 2021-05-03 03:35:34 > Step: 116300 Progress: 58.1% Elapsed: 2 days, 8:21:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.32662 Generator_loss: 6.27909
[INFO] 2021-05-03 03:38:13 > Step: 116400 Progress: 58.2% Elapsed: 2 days, 8:23:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.23662 Generator_loss: 6.5586
[INFO] 2021-05-03 03:40:51 > Step: 116500 Progress: 58.2% Elapsed: 2 days, 8:26:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.30423 Generator_loss: 6.04854
[INFO] 2021-05-03 03:43:30 > Step: 116600 Progress: 58.3% Elapsed: 2 days, 8:29:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.41224 Generator_loss: 5.67415
[INFO] 2021-05-03 03:46:09 > Step: 116700 Progress: 58.4% Elapsed: 2 days, 8:31:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.38267 Generator_loss: 5.51771
[INFO] 2021-05-03 03:48:47 > Step: 116800 Progress: 58.4% Elapsed: 2 days, 8:34:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.3237 Generator_loss: 5.89128
[INFO] 2021-05-03 03:51:26 > Step: 116900 Progress: 58.5% Elapsed: 2 days, 8:37:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.44734 Generator_loss: 5.27513
[INFO] 2021-05-03 03:54:05 > Step: 117000 Progress: 58.5% Elapsed: 2 days, 8:39:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.3231 Generator_loss: 5.68163
[INFO] 2021-05-03 03:56:43 > Step: 117100 Progress: 58.6% Elapsed: 2 days, 8:42:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.28256 Generator_loss: 6.20686
[INFO] 2021-05-03 03:59:22 > Step: 117200 Progress: 58.6% Elapsed: 2 days, 8:45:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.3371 Generator_loss: 6.0949
[INFO] 2021-05-03 04:02:00 > Step: 117300 Progress: 58.7% Elapsed: 2 days, 8:47:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.4247 Generator_loss: 5.70636
[INFO] 2021-05-03 04:04:39 > Step: 117400 Progress: 58.7% Elapsed: 2 days, 8:50:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.53364 Generator_loss: 5.36246
[INFO] 2021-05-03 04:07:18 > Step: 117500 Progress: 58.8% Elapsed: 2 days, 8:53:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.39024 Generator_loss: 5.79669
[INFO] 2021-05-03 04:09:58 > Step: 117600 Progress: 58.8% Elapsed: 2 days, 8:55:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.26861 Generator_loss: 6.12733
[INFO] 2021-05-03 04:12:36 > Step: 117700 Progress: 58.9% Elapsed: 2 days, 8:58:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.29524 Generator_loss: 5.98378
[INFO] 2021-05-03 04:15:14 > Step: 117800 Progress: 58.9% Elapsed: 2 days, 9:00:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.25836 Generator_loss: 5.92651
[INFO] 2021-05-03 04:17:52 > Step: 117900 Progress: 59.0% Elapsed: 2 days, 9:03:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.32473 Generator_loss: 6.45474
[INFO] 2021-05-03 04:20:31 > Step: 118000 Progress: 59.0% Elapsed: 2 days, 9:06:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.45063 Generator_loss: 5.48959
[INFO] 2021-05-03 04:20:31 > Start Evaluation (118000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 04:20:31 > Calculating FID Score....
[INFO] 2021-05-03 04:21:18 > Calculating Inception Score....
[INFO] 2021-05-03 04:21:48 > Calculate F_beta Score....
[INFO] 2021-05-03 04:23:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 04:23:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 04:23:27 > Calculate Accuracies....
[INFO] 2021-05-03 04:24:09 > Calculate Accuracies....
[INFO] 2021-05-03 04:24:49 > F_8 score (Step: 118000, Using valid images): 0.9393180016898769
[INFO] 2021-05-03 04:24:49 > F_1/8 score (Step: 118000, Using valid images): 0.9638551580141494
[INFO] 2021-05-03 04:24:49 > FID score (Step: 118000, Using valid moments): 18.91160369036112
[INFO] 2021-05-03 04:24:49 > Inception score (Step: 118000, 50000 generated images): 39.964637756347656
[INFO] 2021-05-03 04:24:49 > Best FID score (Step: 118000, Using valid moments): 18.91160369036112
[INFO] 2021-05-03 04:25:41 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 04:28:20 > Step: 118100 Progress: 59.1% Elapsed: 2 days, 9:14:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.47282 Generator_loss: 5.39405
[INFO] 2021-05-03 04:30:58 > Step: 118200 Progress: 59.1% Elapsed: 2 days, 9:16:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.28231 Generator_loss: 5.91711
[INFO] 2021-05-03 04:33:37 > Step: 118300 Progress: 59.2% Elapsed: 2 days, 9:19:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.36576 Generator_loss: 5.78587
[INFO] 2021-05-03 04:36:15 > Step: 118400 Progress: 59.2% Elapsed: 2 days, 9:22:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.28261 Generator_loss: 6.05546
[INFO] 2021-05-03 04:38:54 > Step: 118500 Progress: 59.2% Elapsed: 2 days, 9:24:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.41198 Generator_loss: 5.7923
[INFO] 2021-05-03 04:41:33 > Step: 118600 Progress: 59.3% Elapsed: 2 days, 9:27:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.32953 Generator_loss: 6.04308
[INFO] 2021-05-03 04:44:11 > Step: 118700 Progress: 59.4% Elapsed: 2 days, 9:29:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.39764 Generator_loss: 5.21677
[INFO] 2021-05-03 04:46:49 > Step: 118800 Progress: 59.4% Elapsed: 2 days, 9:32:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.36431 Generator_loss: 5.64964
[INFO] 2021-05-03 04:49:27 > Step: 118900 Progress: 59.5% Elapsed: 2 days, 9:35:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.37759 Generator_loss: 5.71436
[INFO] 2021-05-03 04:52:06 > Step: 119000 Progress: 59.5% Elapsed: 2 days, 9:37:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.30422 Generator_loss: 5.9029
[INFO] 2021-05-03 04:54:44 > Step: 119100 Progress: 59.6% Elapsed: 2 days, 9:40:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.3339 Generator_loss: 6.1283
[INFO] 2021-05-03 04:57:24 > Step: 119200 Progress: 59.6% Elapsed: 2 days, 9:43:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.37149 Generator_loss: 5.37339
[INFO] 2021-05-03 05:00:02 > Step: 119300 Progress: 59.7% Elapsed: 2 days, 9:45:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.36664 Generator_loss: 5.85108
[INFO] 2021-05-03 05:02:41 > Step: 119400 Progress: 59.7% Elapsed: 2 days, 9:48:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.66762 Generator_loss: 5.74195
[INFO] 2021-05-03 05:05:19 > Step: 119500 Progress: 59.8% Elapsed: 2 days, 9:51:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.2535 Generator_loss: 5.73223
[INFO] 2021-05-03 05:07:58 > Step: 119600 Progress: 59.8% Elapsed: 2 days, 9:53:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.8012 Generator_loss: 5.5032
[INFO] 2021-05-03 05:10:37 > Step: 119700 Progress: 59.9% Elapsed: 2 days, 9:56:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.37281 Generator_loss: 6.29037
[INFO] 2021-05-03 05:13:15 > Step: 119800 Progress: 59.9% Elapsed: 2 days, 9:59:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.34152 Generator_loss: 6.28345
[INFO] 2021-05-03 05:15:53 > Step: 119900 Progress: 60.0% Elapsed: 2 days, 10:01:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.33139 Generator_loss: 6.0106
[INFO] 2021-05-03 05:18:32 > Step: 120000 Progress: 60.0% Elapsed: 2 days, 10:04:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.37933 Generator_loss: 5.66142
[INFO] 2021-05-03 05:18:32 > Start Evaluation (120000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 05:18:32 > Calculating FID Score....
[INFO] 2021-05-03 05:19:20 > Calculating Inception Score....
[INFO] 2021-05-03 05:19:49 > Calculate F_beta Score....
[INFO] 2021-05-03 05:21:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 05:21:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 05:21:26 > Calculate Accuracies....
[INFO] 2021-05-03 05:22:08 > Calculate Accuracies....
[INFO] 2021-05-03 05:22:48 > F_8 score (Step: 120000, Using valid images): 0.9323920096525783
[INFO] 2021-05-03 05:22:48 > F_1/8 score (Step: 120000, Using valid images): 0.9619682322141972
[INFO] 2021-05-03 05:22:48 > FID score (Step: 120000, Using valid moments): 18.766122803518158
[INFO] 2021-05-03 05:22:48 > Inception score (Step: 120000, 50000 generated images): 40.54931640625
[INFO] 2021-05-03 05:22:48 > Best FID score (Step: 120000, Using valid moments): 18.766122803518158
[INFO] 2021-05-03 05:23:40 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 05:26:21 > Step: 120100 Progress: 60.1% Elapsed: 2 days, 10:12:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.30434 Generator_loss: 6.06844
[INFO] 2021-05-03 05:28:59 > Step: 120200 Progress: 60.1% Elapsed: 2 days, 10:14:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.41228 Generator_loss: 5.56663
[INFO] 2021-05-03 05:31:38 > Step: 120300 Progress: 60.2% Elapsed: 2 days, 10:17:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.3333 Generator_loss: 5.75385
[INFO] 2021-05-03 05:34:17 > Step: 120400 Progress: 60.2% Elapsed: 2 days, 10:20:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.36825 Generator_loss: 5.33387
[INFO] 2021-05-03 05:36:55 > Step: 120500 Progress: 60.2% Elapsed: 2 days, 10:22:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.33118 Generator_loss: 5.42815
[INFO] 2021-05-03 05:39:35 > Step: 120600 Progress: 60.3% Elapsed: 2 days, 10:25:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.87367 Generator_loss: 5.28691
[INFO] 2021-05-03 05:42:13 > Step: 120700 Progress: 60.4% Elapsed: 2 days, 10:27:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.26157 Generator_loss: 6.21864
[INFO] 2021-05-03 05:44:52 > Step: 120800 Progress: 60.4% Elapsed: 2 days, 10:30:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.39546 Generator_loss: 6.7411
[INFO] 2021-05-03 05:47:31 > Step: 120900 Progress: 60.5% Elapsed: 2 days, 10:33:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.29721 Generator_loss: 5.68533
[INFO] 2021-05-03 05:50:09 > Step: 121000 Progress: 60.5% Elapsed: 2 days, 10:35:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.54917 Generator_loss: 5.28812
[INFO] 2021-05-03 05:52:48 > Step: 121100 Progress: 60.6% Elapsed: 2 days, 10:38:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.40909 Generator_loss: 5.6244
[INFO] 2021-05-03 05:55:27 > Step: 121200 Progress: 60.6% Elapsed: 2 days, 10:41:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.34268 Generator_loss: 5.53078
[INFO] 2021-05-03 05:58:07 > Step: 121300 Progress: 60.7% Elapsed: 2 days, 10:43:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.3296 Generator_loss: 5.70795
[INFO] 2021-05-03 06:00:46 > Step: 121400 Progress: 60.7% Elapsed: 2 days, 10:46:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.45642 Generator_loss: 5.39526
[INFO] 2021-05-03 06:03:24 > Step: 121500 Progress: 60.8% Elapsed: 2 days, 10:49:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.36317 Generator_loss: 5.56242
[INFO] 2021-05-03 06:06:03 > Step: 121600 Progress: 60.8% Elapsed: 2 days, 10:51:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.32026 Generator_loss: 6.23973
[INFO] 2021-05-03 06:08:42 > Step: 121700 Progress: 60.9% Elapsed: 2 days, 10:54:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.234 Generator_loss: 5.97545
[INFO] 2021-05-03 06:11:22 > Step: 121800 Progress: 60.9% Elapsed: 2 days, 10:57:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.43585 Generator_loss: 5.90062
[INFO] 2021-05-03 06:14:01 > Step: 121900 Progress: 61.0% Elapsed: 2 days, 10:59:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.30267 Generator_loss: 6.05243
[INFO] 2021-05-03 06:16:39 > Step: 122000 Progress: 61.0% Elapsed: 2 days, 11:02:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.32198 Generator_loss: 6.39684
[INFO] 2021-05-03 06:16:39 > Start Evaluation (122000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 06:16:39 > Calculating FID Score....
[INFO] 2021-05-03 06:17:27 > Calculating Inception Score....
[INFO] 2021-05-03 06:17:57 > Calculate F_beta Score....
[INFO] 2021-05-03 06:19:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 06:19:37 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 06:19:37 > Calculate Accuracies....
[INFO] 2021-05-03 06:20:20 > Calculate Accuracies....
[INFO] 2021-05-03 06:20:59 > F_8 score (Step: 122000, Using valid images): 0.9292118558933165
[INFO] 2021-05-03 06:20:59 > F_1/8 score (Step: 122000, Using valid images): 0.9640197573276156
[INFO] 2021-05-03 06:20:59 > FID score (Step: 122000, Using valid moments): 18.652650406910197
[INFO] 2021-05-03 06:20:59 > Inception score (Step: 122000, 50000 generated images): 40.4478645324707
[INFO] 2021-05-03 06:20:59 > Best FID score (Step: 122000, Using valid moments): 18.652650406910197
[INFO] 2021-05-03 06:21:52 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 06:24:32 > Step: 122100 Progress: 61.1% Elapsed: 2 days, 11:10:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.46958 Generator_loss: 5.6697
[INFO] 2021-05-03 06:27:10 > Step: 122200 Progress: 61.1% Elapsed: 2 days, 11:12:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.32643 Generator_loss: 5.79787
[INFO] 2021-05-03 06:29:49 > Step: 122300 Progress: 61.2% Elapsed: 2 days, 11:15:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.4088 Generator_loss: 6.28362
[INFO] 2021-05-03 06:32:28 > Step: 122400 Progress: 61.2% Elapsed: 2 days, 11:18:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.56066 Generator_loss: 5.33758
[INFO] 2021-05-03 06:35:07 > Step: 122500 Progress: 61.3% Elapsed: 2 days, 11:20:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.46288 Generator_loss: 5.52207
[INFO] 2021-05-03 06:37:47 > Step: 122600 Progress: 61.3% Elapsed: 2 days, 11:23:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.32587 Generator_loss: 6.6578
[INFO] 2021-05-03 06:40:26 > Step: 122700 Progress: 61.4% Elapsed: 2 days, 11:26:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.30276 Generator_loss: 6.13472
[INFO] 2021-05-03 06:43:04 > Step: 122800 Progress: 61.4% Elapsed: 2 days, 11:28:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.41077 Generator_loss: 5.5045
[INFO] 2021-05-03 06:45:43 > Step: 122900 Progress: 61.5% Elapsed: 2 days, 11:31:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.40958 Generator_loss: 5.37842
[INFO] 2021-05-03 06:48:21 > Step: 123000 Progress: 61.5% Elapsed: 2 days, 11:34:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.21929 Generator_loss: 6.20509
[INFO] 2021-05-03 06:50:59 > Step: 123100 Progress: 61.6% Elapsed: 2 days, 11:36:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.39153 Generator_loss: 5.57355
[INFO] 2021-05-03 06:53:38 > Step: 123200 Progress: 61.6% Elapsed: 2 days, 11:39:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.38264 Generator_loss: 5.64282
[INFO] 2021-05-03 06:56:16 > Step: 123300 Progress: 61.7% Elapsed: 2 days, 11:42:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.39137 Generator_loss: 5.89607
[INFO] 2021-05-03 06:58:55 > Step: 123400 Progress: 61.7% Elapsed: 2 days, 11:44:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.23406 Generator_loss: 6.42658
[INFO] 2021-05-03 07:01:33 > Step: 123500 Progress: 61.8% Elapsed: 2 days, 11:47:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.24513 Generator_loss: 5.96025
[INFO] 2021-05-03 07:04:11 > Step: 123600 Progress: 61.8% Elapsed: 2 days, 11:49:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.21844 Generator_loss: 5.86813
[INFO] 2021-05-03 07:06:50 > Step: 123700 Progress: 61.9% Elapsed: 2 days, 11:52:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.31929 Generator_loss: 5.70142
[INFO] 2021-05-03 07:09:28 > Step: 123800 Progress: 61.9% Elapsed: 2 days, 11:55:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.65034 Generator_loss: 5.26333
[INFO] 2021-05-03 07:12:07 > Step: 123900 Progress: 62.0% Elapsed: 2 days, 11:57:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.49087 Generator_loss: 5.47536
[INFO] 2021-05-03 07:14:46 > Step: 124000 Progress: 62.0% Elapsed: 2 days, 12:00:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.36957 Generator_loss: 5.6385
[INFO] 2021-05-03 07:14:46 > Start Evaluation (124000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 07:14:46 > Calculating FID Score....
[INFO] 2021-05-03 07:15:35 > Calculating Inception Score....
[INFO] 2021-05-03 07:16:04 > Calculate F_beta Score....
[INFO] 2021-05-03 07:17:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 07:17:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 07:17:42 > Calculate Accuracies....
[INFO] 2021-05-03 07:18:23 > Calculate Accuracies....
[INFO] 2021-05-03 07:19:03 > F_8 score (Step: 124000, Using valid images): 0.9469757294161574
[INFO] 2021-05-03 07:19:03 > F_1/8 score (Step: 124000, Using valid images): 0.9688131598123549
[INFO] 2021-05-03 07:19:03 > FID score (Step: 124000, Using valid moments): 18.602734559992086
[INFO] 2021-05-03 07:19:03 > Inception score (Step: 124000, 50000 generated images): 40.99340057373047
[INFO] 2021-05-03 07:19:03 > Best FID score (Step: 124000, Using valid moments): 18.602734559992086
[INFO] 2021-05-03 07:19:56 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 07:22:35 > Step: 124100 Progress: 62.1% Elapsed: 2 days, 12:08:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.30773 Generator_loss: 6.01998
[INFO] 2021-05-03 07:25:15 > Step: 124200 Progress: 62.1% Elapsed: 2 days, 12:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.28221 Generator_loss: 5.73555
[INFO] 2021-05-03 07:27:53 > Step: 124300 Progress: 62.2% Elapsed: 2 days, 12:13:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.37895 Generator_loss: 5.74611
[INFO] 2021-05-03 07:30:32 > Step: 124400 Progress: 62.2% Elapsed: 2 days, 12:16:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.2833 Generator_loss: 5.94867
[INFO] 2021-05-03 07:33:10 > Step: 124500 Progress: 62.3% Elapsed: 2 days, 12:18:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.46391 Generator_loss: 5.5147
[INFO] 2021-05-03 07:35:49 > Step: 124600 Progress: 62.3% Elapsed: 2 days, 12:21:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.31054 Generator_loss: 5.76594
[INFO] 2021-05-03 07:38:28 > Step: 124700 Progress: 62.4% Elapsed: 2 days, 12:24:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.35382 Generator_loss: 6.29295
[INFO] 2021-05-03 07:41:06 > Step: 124800 Progress: 62.4% Elapsed: 2 days, 12:26:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.50619 Generator_loss: 5.09367
[INFO] 2021-05-03 07:43:44 > Step: 124900 Progress: 62.5% Elapsed: 2 days, 12:29:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.28727 Generator_loss: 6.17754
[INFO] 2021-05-03 07:46:24 > Step: 125000 Progress: 62.5% Elapsed: 2 days, 12:32:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.41199 Generator_loss: 5.65665
[INFO] 2021-05-03 07:49:02 > Step: 125100 Progress: 62.5% Elapsed: 2 days, 12:34:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.30206 Generator_loss: 5.70779
[INFO] 2021-05-03 07:51:42 > Step: 125200 Progress: 62.6% Elapsed: 2 days, 12:37:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.27664 Generator_loss: 6.24913
[INFO] 2021-05-03 07:54:21 > Step: 125300 Progress: 62.6% Elapsed: 2 days, 12:40:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.38662 Generator_loss: 5.81711
[INFO] 2021-05-03 07:57:00 > Step: 125400 Progress: 62.7% Elapsed: 2 days, 12:42:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.61619 Generator_loss: 5.44045
[INFO] 2021-05-03 07:59:39 > Step: 125500 Progress: 62.7% Elapsed: 2 days, 12:45:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.23376 Generator_loss: 6.29536
[INFO] 2021-05-03 08:02:17 > Step: 125600 Progress: 62.8% Elapsed: 2 days, 12:48:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.31385 Generator_loss: 5.78523
[INFO] 2021-05-03 08:04:55 > Step: 125700 Progress: 62.8% Elapsed: 2 days, 12:50:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.35716 Generator_loss: 5.58531
[INFO] 2021-05-03 08:07:34 > Step: 125800 Progress: 62.9% Elapsed: 2 days, 12:53:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.23749 Generator_loss: 6.3364
[INFO] 2021-05-03 08:10:13 > Step: 125900 Progress: 62.9% Elapsed: 2 days, 12:55:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.41394 Generator_loss: 6.6504
[INFO] 2021-05-03 08:12:51 > Step: 126000 Progress: 63.0% Elapsed: 2 days, 12:58:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.3751 Generator_loss: 5.60366
[INFO] 2021-05-03 08:12:51 > Start Evaluation (126000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 08:12:51 > Calculating FID Score....
[INFO] 2021-05-03 08:13:38 > Calculating Inception Score....
[INFO] 2021-05-03 08:14:08 > Calculate F_beta Score....
[INFO] 2021-05-03 08:15:42 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 08:15:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 08:15:43 > Calculate Accuracies....
[INFO] 2021-05-03 08:16:25 > Calculate Accuracies....
[INFO] 2021-05-03 08:17:05 > F_8 score (Step: 126000, Using valid images): 0.9378695124670801
[INFO] 2021-05-03 08:17:05 > F_1/8 score (Step: 126000, Using valid images): 0.9646693859467346
[INFO] 2021-05-03 08:17:05 > FID score (Step: 126000, Using valid moments): 18.558969831013712
[INFO] 2021-05-03 08:17:05 > Inception score (Step: 126000, 50000 generated images): 41.24501037597656
[INFO] 2021-05-03 08:17:05 > Best FID score (Step: 126000, Using valid moments): 18.558969831013712
[INFO] 2021-05-03 08:17:58 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 08:20:36 > Step: 126100 Progress: 63.0% Elapsed: 2 days, 13:06:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.37965 Generator_loss: 5.25698
[INFO] 2021-05-03 08:23:14 > Step: 126200 Progress: 63.1% Elapsed: 2 days, 13:08:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.39204 Generator_loss: 5.5252
[INFO] 2021-05-03 08:25:52 > Step: 126300 Progress: 63.1% Elapsed: 2 days, 13:11:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.46022 Generator_loss: 5.41618
[INFO] 2021-05-03 08:28:30 > Step: 126400 Progress: 63.2% Elapsed: 2 days, 13:14:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.49544 Generator_loss: 5.65518
[INFO] 2021-05-03 08:31:08 > Step: 126500 Progress: 63.2% Elapsed: 2 days, 13:16:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.81424 Generator_loss: 5.15118
[INFO] 2021-05-03 08:33:46 > Step: 126600 Progress: 63.3% Elapsed: 2 days, 13:19:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.33218 Generator_loss: 5.68204
[INFO] 2021-05-03 08:36:24 > Step: 126700 Progress: 63.3% Elapsed: 2 days, 13:22:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.31398 Generator_loss: 5.37178
[INFO] 2021-05-03 08:39:02 > Step: 126800 Progress: 63.4% Elapsed: 2 days, 13:24:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.50536 Generator_loss: 5.2928
[INFO] 2021-05-03 08:41:41 > Step: 126900 Progress: 63.4% Elapsed: 2 days, 13:27:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.25307 Generator_loss: 6.11788
[INFO] 2021-05-03 08:44:20 > Step: 127000 Progress: 63.5% Elapsed: 2 days, 13:30:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.2877 Generator_loss: 6.35824
[INFO] 2021-05-03 08:46:58 > Step: 127100 Progress: 63.5% Elapsed: 2 days, 13:32:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.78912 Generator_loss: 4.84777
[INFO] 2021-05-03 08:49:36 > Step: 127200 Progress: 63.6% Elapsed: 2 days, 13:35:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.46348 Generator_loss: 5.42846
[INFO] 2021-05-03 08:52:15 > Step: 127300 Progress: 63.6% Elapsed: 2 days, 13:38:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.25912 Generator_loss: 6.51897
[INFO] 2021-05-03 08:54:53 > Step: 127400 Progress: 63.7% Elapsed: 2 days, 13:40:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.34692 Generator_loss: 5.86906
[INFO] 2021-05-03 08:57:31 > Step: 127500 Progress: 63.7% Elapsed: 2 days, 13:43:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.34849 Generator_loss: 6.41586
[INFO] 2021-05-03 09:00:10 > Step: 127600 Progress: 63.8% Elapsed: 2 days, 13:45:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.29852 Generator_loss: 5.91062
[INFO] 2021-05-03 09:02:51 > Step: 127700 Progress: 63.8% Elapsed: 2 days, 13:48:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.26686 Generator_loss: 5.83933
[INFO] 2021-05-03 09:05:29 > Step: 127800 Progress: 63.9% Elapsed: 2 days, 13:51:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.50585 Generator_loss: 5.47108
[INFO] 2021-05-03 09:08:08 > Step: 127900 Progress: 63.9% Elapsed: 2 days, 13:53:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.47256 Generator_loss: 5.67744
[INFO] 2021-05-03 09:10:47 > Step: 128000 Progress: 64.0% Elapsed: 2 days, 13:56:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.43104 Generator_loss: 5.41501
[INFO] 2021-05-03 09:10:47 > Start Evaluation (128000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 09:10:47 > Calculating FID Score....
[INFO] 2021-05-03 09:11:34 > Calculating Inception Score....
[INFO] 2021-05-03 09:12:04 > Calculate F_beta Score....
[INFO] 2021-05-03 09:13:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 09:13:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 09:13:40 > Calculate Accuracies....
[INFO] 2021-05-03 09:14:22 > Calculate Accuracies....
[INFO] 2021-05-03 09:15:02 > F_8 score (Step: 128000, Using valid images): 0.9322037361680462
[INFO] 2021-05-03 09:15:02 > F_1/8 score (Step: 128000, Using valid images): 0.9685767009315436
[INFO] 2021-05-03 09:15:02 > FID score (Step: 128000, Using valid moments): 18.50482310547335
[INFO] 2021-05-03 09:15:02 > Inception score (Step: 128000, 50000 generated images): 41.93590545654297
[INFO] 2021-05-03 09:15:02 > Best FID score (Step: 128000, Using valid moments): 18.50482310547335
[INFO] 2021-05-03 09:15:55 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 09:18:33 > Step: 128100 Progress: 64.0% Elapsed: 2 days, 14:04:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.38051 Generator_loss: 6.02242
[INFO] 2021-05-03 09:21:12 > Step: 128200 Progress: 64.1% Elapsed: 2 days, 14:06:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.32091 Generator_loss: 6.31519
[INFO] 2021-05-03 09:23:51 > Step: 128300 Progress: 64.1% Elapsed: 2 days, 14:09:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.29471 Generator_loss: 6.24254
[INFO] 2021-05-03 09:26:29 > Step: 128400 Progress: 64.2% Elapsed: 2 days, 14:12:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.46362 Generator_loss: 5.81055
[INFO] 2021-05-03 09:29:09 > Step: 128500 Progress: 64.2% Elapsed: 2 days, 14:14:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.42216 Generator_loss: 5.64359
[INFO] 2021-05-03 09:31:48 > Step: 128600 Progress: 64.3% Elapsed: 2 days, 14:17:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.41289 Generator_loss: 5.59381
[INFO] 2021-05-03 09:34:27 > Step: 128700 Progress: 64.3% Elapsed: 2 days, 14:20:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.34864 Generator_loss: 5.79893
[INFO] 2021-05-03 09:37:06 > Step: 128800 Progress: 64.4% Elapsed: 2 days, 14:22:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.5389 Generator_loss: 5.32553
[INFO] 2021-05-03 09:39:44 > Step: 128900 Progress: 64.5% Elapsed: 2 days, 14:25:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.48358 Generator_loss: 5.54855
[INFO] 2021-05-03 09:42:23 > Step: 129000 Progress: 64.5% Elapsed: 2 days, 14:28:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.45098 Generator_loss: 5.66845
[INFO] 2021-05-03 09:45:01 > Step: 129100 Progress: 64.5% Elapsed: 2 days, 14:30:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.19578 Generator_loss: 6.0398
[INFO] 2021-05-03 09:47:39 > Step: 129200 Progress: 64.6% Elapsed: 2 days, 14:33:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.26272 Generator_loss: 5.64536
[INFO] 2021-05-03 09:50:18 > Step: 129300 Progress: 64.6% Elapsed: 2 days, 14:36:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.4155 Generator_loss: 5.27499
[INFO] 2021-05-03 09:52:56 > Step: 129400 Progress: 64.7% Elapsed: 2 days, 14:38:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.41926 Generator_loss: 5.77198
[INFO] 2021-05-03 09:55:35 > Step: 129500 Progress: 64.8% Elapsed: 2 days, 14:41:20 temperature: 0.5 ada_p: No Discriminator_loss: 6.33 Generator_loss: 7.31851
[INFO] 2021-05-03 09:58:14 > Step: 129600 Progress: 64.8% Elapsed: 2 days, 14:43:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.26766 Generator_loss: 5.86686
[INFO] 2021-05-03 10:00:53 > Step: 129700 Progress: 64.8% Elapsed: 2 days, 14:46:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.29758 Generator_loss: 5.44538
[INFO] 2021-05-03 10:03:31 > Step: 129800 Progress: 64.9% Elapsed: 2 days, 14:49:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.36506 Generator_loss: 5.48716
[INFO] 2021-05-03 10:06:11 > Step: 129900 Progress: 65.0% Elapsed: 2 days, 14:51:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.41427 Generator_loss: 5.78575
[INFO] 2021-05-03 10:08:50 > Step: 130000 Progress: 65.0% Elapsed: 2 days, 14:54:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.53216 Generator_loss: 5.43568
[INFO] 2021-05-03 10:08:50 > Start Evaluation (130000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 10:08:50 > Calculating FID Score....
[INFO] 2021-05-03 10:09:38 > Calculating Inception Score....
[INFO] 2021-05-03 10:10:08 > Calculate F_beta Score....
[INFO] 2021-05-03 10:11:45 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 10:11:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 10:11:46 > Calculate Accuracies....
[INFO] 2021-05-03 10:12:28 > Calculate Accuracies....
[INFO] 2021-05-03 10:13:08 > F_8 score (Step: 130000, Using valid images): 0.944740521134172
[INFO] 2021-05-03 10:13:08 > F_1/8 score (Step: 130000, Using valid images): 0.9628552429375467
[INFO] 2021-05-03 10:13:08 > FID score (Step: 130000, Using valid moments): 18.28649728263622
[INFO] 2021-05-03 10:13:08 > Inception score (Step: 130000, 50000 generated images): 41.791351318359375
[INFO] 2021-05-03 10:13:08 > Best FID score (Step: 130000, Using valid moments): 18.28649728263622
[INFO] 2021-05-03 10:14:00 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 10:16:39 > Step: 130100 Progress: 65.0% Elapsed: 2 days, 15:02:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.32037 Generator_loss: 6.38006
[INFO] 2021-05-03 10:19:19 > Step: 130200 Progress: 65.1% Elapsed: 2 days, 15:05:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.40129 Generator_loss: 5.63782
[INFO] 2021-05-03 10:21:58 > Step: 130300 Progress: 65.1% Elapsed: 2 days, 15:07:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.26661 Generator_loss: 5.58655
[INFO] 2021-05-03 10:24:37 > Step: 130400 Progress: 65.2% Elapsed: 2 days, 15:10:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.24742 Generator_loss: 5.9908
[INFO] 2021-05-03 10:27:16 > Step: 130500 Progress: 65.2% Elapsed: 2 days, 15:13:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.32904 Generator_loss: 5.79855
[INFO] 2021-05-03 10:29:55 > Step: 130600 Progress: 65.3% Elapsed: 2 days, 15:15:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.34372 Generator_loss: 5.58938
[INFO] 2021-05-03 10:32:33 > Step: 130700 Progress: 65.3% Elapsed: 2 days, 15:18:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.38464 Generator_loss: 6.57842
[INFO] 2021-05-03 10:35:12 > Step: 130800 Progress: 65.4% Elapsed: 2 days, 15:20:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.37647 Generator_loss: 5.7339
[INFO] 2021-05-03 10:37:51 > Step: 130900 Progress: 65.5% Elapsed: 2 days, 15:23:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.32681 Generator_loss: 5.69981
[INFO] 2021-05-03 10:40:29 > Step: 131000 Progress: 65.5% Elapsed: 2 days, 15:26:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.27711 Generator_loss: 6.29848
[INFO] 2021-05-03 10:43:07 > Step: 131100 Progress: 65.5% Elapsed: 2 days, 15:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.40835 Generator_loss: 6.44796
[INFO] 2021-05-03 10:45:46 > Step: 131200 Progress: 65.6% Elapsed: 2 days, 15:31:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.3742 Generator_loss: 5.48012
[INFO] 2021-05-03 10:48:25 > Step: 131300 Progress: 65.6% Elapsed: 2 days, 15:34:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.30746 Generator_loss: 6.30633
[INFO] 2021-05-03 10:51:03 > Step: 131400 Progress: 65.7% Elapsed: 2 days, 15:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.23678 Generator_loss: 6.18798
[INFO] 2021-05-03 10:53:42 > Step: 131500 Progress: 65.8% Elapsed: 2 days, 15:39:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.28281 Generator_loss: 6.08144
[INFO] 2021-05-03 10:56:21 > Step: 131600 Progress: 65.8% Elapsed: 2 days, 15:42:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.3236 Generator_loss: 5.89024
[INFO] 2021-05-03 10:59:00 > Step: 131700 Progress: 65.8% Elapsed: 2 days, 15:44:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.27024 Generator_loss: 5.9264
[INFO] 2021-05-03 11:01:40 > Step: 131800 Progress: 65.9% Elapsed: 2 days, 15:47:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.50691 Generator_loss: 5.82666
[INFO] 2021-05-03 11:04:19 > Step: 131900 Progress: 66.0% Elapsed: 2 days, 15:50:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.22611 Generator_loss: 5.72479
[INFO] 2021-05-03 11:06:57 > Step: 132000 Progress: 66.0% Elapsed: 2 days, 15:52:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.23585 Generator_loss: 6.12179
[INFO] 2021-05-03 11:06:57 > Start Evaluation (132000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 11:06:57 > Calculating FID Score....
[INFO] 2021-05-03 11:07:45 > Calculating Inception Score....
[INFO] 2021-05-03 11:08:14 > Calculate F_beta Score....
[INFO] 2021-05-03 11:09:47 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 11:09:48 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 11:09:49 > Calculate Accuracies....
[INFO] 2021-05-03 11:10:31 > Calculate Accuracies....
[INFO] 2021-05-03 11:11:10 > F_8 score (Step: 132000, Using valid images): 0.9392394779957554
[INFO] 2021-05-03 11:11:10 > F_1/8 score (Step: 132000, Using valid images): 0.962618987932688
[INFO] 2021-05-03 11:11:10 > FID score (Step: 132000, Using valid moments): 18.17746539675022
[INFO] 2021-05-03 11:11:10 > Inception score (Step: 132000, 50000 generated images): 42.14482879638672
[INFO] 2021-05-03 11:11:10 > Best FID score (Step: 132000, Using valid moments): 18.17746539675022
[INFO] 2021-05-03 11:12:02 > Save model to checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 15:46:30 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-best-weights-step=132000.pth
[INFO] 2021-05-03 15:46:30 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-best-weights-step=132000.pth
[INFO] 2021-05-03 15:46:33 > Start training....
[INFO] 2021-05-03 15:49:34 > Step: 132100 Progress: 66.0% Elapsed: 0:03:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.33093 Generator_loss: 5.65219
[INFO] 2021-05-03 15:52:23 > Step: 132200 Progress: 66.1% Elapsed: 0:05:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.5911 Generator_loss: 5.55586
[INFO] 2021-05-03 15:55:00 > Step: 132300 Progress: 66.1% Elapsed: 0:08:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.61073 Generator_loss: 5.49989
[INFO] 2021-05-03 15:57:38 > Step: 132400 Progress: 66.2% Elapsed: 0:11:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.2904 Generator_loss: 6.2336
[INFO] 2021-05-03 16:00:15 > Step: 132500 Progress: 66.2% Elapsed: 0:13:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.24187 Generator_loss: 5.94049
[INFO] 2021-05-03 16:04:06 > Step: 132600 Progress: 66.3% Elapsed: 0:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.21295 Generator_loss: 5.787
[INFO] 2021-05-03 16:06:44 > Step: 132700 Progress: 66.3% Elapsed: 0:20:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.25832 Generator_loss: 5.75141
[INFO] 2021-05-03 16:09:21 > Step: 132800 Progress: 66.4% Elapsed: 0:22:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.51438 Generator_loss: 5.27457
[INFO] 2021-05-03 16:11:59 > Step: 132900 Progress: 66.5% Elapsed: 0:25:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.2723 Generator_loss: 5.68296
[INFO] 2021-05-03 16:14:36 > Step: 133000 Progress: 66.5% Elapsed: 0:28:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.52397 Generator_loss: 5.63675
[INFO] 2021-05-03 16:17:14 > Step: 133100 Progress: 66.5% Elapsed: 0:30:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.49723 Generator_loss: 5.38157
[INFO] 2021-05-03 16:19:51 > Step: 133200 Progress: 66.6% Elapsed: 0:33:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.31314 Generator_loss: 5.86036
[INFO] 2021-05-03 16:22:28 > Step: 133300 Progress: 66.6% Elapsed: 0:35:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.33663 Generator_loss: 5.68942
[INFO] 2021-05-03 16:25:06 > Step: 133400 Progress: 66.7% Elapsed: 0:38:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.33705 Generator_loss: 6.34112
[INFO] 2021-05-03 16:27:43 > Step: 133500 Progress: 66.8% Elapsed: 0:41:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.22097 Generator_loss: 5.8632
[INFO] 2021-05-03 16:30:21 > Step: 133600 Progress: 66.8% Elapsed: 0:43:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.29967 Generator_loss: 6.29788
[INFO] 2021-05-03 16:32:59 > Step: 133700 Progress: 66.8% Elapsed: 0:46:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.35743 Generator_loss: 6.41325
[INFO] 2021-05-03 16:35:37 > Step: 133800 Progress: 66.9% Elapsed: 0:49:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.38203 Generator_loss: 5.704
[INFO] 2021-05-03 16:38:15 > Step: 133900 Progress: 67.0% Elapsed: 0:51:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.32579 Generator_loss: 6.06156
[INFO] 2021-05-03 16:40:53 > Step: 134000 Progress: 67.0% Elapsed: 0:54:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.24928 Generator_loss: 6.24013
[INFO] 2021-05-03 16:40:53 > Start Evaluation (134000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 16:40:53 > Calculating FID Score....
[INFO] 2021-05-03 16:41:43 > Calculating Inception Score....
[INFO] 2021-05-03 16:42:13 > Calculate F_beta Score....
[INFO] 2021-05-03 16:46:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 16:46:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 16:46:21 > Calculate Accuracies....
[INFO] 2021-05-03 16:47:03 > Calculate Accuracies....
[INFO] 2021-05-03 16:47:43 > F_8 score (Step: 134000, Using valid images): 0.9472146825608557
[INFO] 2021-05-03 16:47:43 > F_1/8 score (Step: 134000, Using valid images): 0.9644315421492765
[INFO] 2021-05-03 16:47:43 > FID score (Step: 134000, Using valid moments): 18.10516655863836
[INFO] 2021-05-03 16:47:43 > Inception score (Step: 134000, 50000 generated images): 42.732154846191406
[INFO] 2021-05-03 16:47:43 > Best FID score (Step: 134000, Using valid moments): 18.10516655863836
[INFO] 2021-05-03 16:48:33 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 16:51:12 > Step: 134100 Progress: 67.0% Elapsed: 1:04:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.3546 Generator_loss: 5.91361
[INFO] 2021-05-03 16:53:50 > Step: 134200 Progress: 67.1% Elapsed: 1:07:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.31904 Generator_loss: 5.83845
[INFO] 2021-05-03 16:56:28 > Step: 134300 Progress: 67.2% Elapsed: 1:09:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.19743 Generator_loss: 6.0839
[INFO] 2021-05-03 16:59:06 > Step: 134400 Progress: 67.2% Elapsed: 1:12:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.21218 Generator_loss: 6.13866
[INFO] 2021-05-03 17:01:43 > Step: 134500 Progress: 67.2% Elapsed: 1:15:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.5171 Generator_loss: 5.48736
[INFO] 2021-05-03 17:04:22 > Step: 134600 Progress: 67.3% Elapsed: 1:17:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.27492 Generator_loss: 5.97296
[INFO] 2021-05-03 17:07:00 > Step: 134700 Progress: 67.3% Elapsed: 1:20:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.23933 Generator_loss: 5.80125
[INFO] 2021-05-03 17:09:37 > Step: 134800 Progress: 67.4% Elapsed: 1:23:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.16788 Generator_loss: 6.26136
[INFO] 2021-05-03 17:12:15 > Step: 134900 Progress: 67.5% Elapsed: 1:25:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.34334 Generator_loss: 5.94227
[INFO] 2021-05-03 17:14:53 > Step: 135000 Progress: 67.5% Elapsed: 1:28:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.39468 Generator_loss: 5.45777
[INFO] 2021-05-03 17:17:30 > Step: 135100 Progress: 67.5% Elapsed: 1:30:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.38698 Generator_loss: 5.55349
[INFO] 2021-05-03 17:20:08 > Step: 135200 Progress: 67.6% Elapsed: 1:33:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.2753 Generator_loss: 5.79841
[INFO] 2021-05-03 17:22:45 > Step: 135300 Progress: 67.7% Elapsed: 1:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.24236 Generator_loss: 6.29112
[INFO] 2021-05-03 17:25:22 > Step: 135400 Progress: 67.7% Elapsed: 1:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.27894 Generator_loss: 5.82973
[INFO] 2021-05-03 17:28:00 > Step: 135500 Progress: 67.8% Elapsed: 1:41:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.53076 Generator_loss: 5.44509
[INFO] 2021-05-03 17:30:37 > Step: 135600 Progress: 67.8% Elapsed: 1:44:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.21297 Generator_loss: 6.37613
[INFO] 2021-05-03 17:33:15 > Step: 135700 Progress: 67.8% Elapsed: 1:46:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.30808 Generator_loss: 5.92708
[INFO] 2021-05-03 17:35:53 > Step: 135800 Progress: 67.9% Elapsed: 1:49:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.295 Generator_loss: 6.14389
[INFO] 2021-05-03 17:38:30 > Step: 135900 Progress: 68.0% Elapsed: 1:51:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.32739 Generator_loss: 5.59224
[INFO] 2021-05-03 17:41:08 > Step: 136000 Progress: 68.0% Elapsed: 1:54:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.35772 Generator_loss: 5.44045
[INFO] 2021-05-03 17:41:08 > Start Evaluation (136000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 17:41:08 > Calculating FID Score....
[INFO] 2021-05-03 17:41:56 > Calculating Inception Score....
[INFO] 2021-05-03 17:42:26 > Calculate F_beta Score....
[INFO] 2021-05-03 17:44:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 17:44:09 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 17:44:10 > Calculate Accuracies....
[INFO] 2021-05-03 17:44:51 > Calculate Accuracies....
[INFO] 2021-05-03 17:45:31 > F_8 score (Step: 136000, Using valid images): 0.947603478330948
[INFO] 2021-05-03 17:45:31 > F_1/8 score (Step: 136000, Using valid images): 0.9635916977119093
[INFO] 2021-05-03 17:45:31 > FID score (Step: 136000, Using valid moments): 18.003758370912067
[INFO] 2021-05-03 17:45:31 > Inception score (Step: 136000, 50000 generated images): 42.73854446411133
[INFO] 2021-05-03 17:45:31 > Best FID score (Step: 136000, Using valid moments): 18.003758370912067
[INFO] 2021-05-03 17:46:23 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 17:49:01 > Step: 136100 Progress: 68.0% Elapsed: 2:02:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.37809 Generator_loss: 5.64011
[INFO] 2021-05-03 17:51:39 > Step: 136200 Progress: 68.1% Elapsed: 2:05:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.30627 Generator_loss: 5.61193
[INFO] 2021-05-03 17:54:17 > Step: 136300 Progress: 68.2% Elapsed: 2:07:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.28257 Generator_loss: 5.94078
[INFO] 2021-05-03 17:56:54 > Step: 136400 Progress: 68.2% Elapsed: 2:10:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.3469 Generator_loss: 5.91321
[INFO] 2021-05-03 17:59:32 > Step: 136500 Progress: 68.2% Elapsed: 2:12:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.30749 Generator_loss: 5.64108
[INFO] 2021-05-03 18:02:09 > Step: 136600 Progress: 68.3% Elapsed: 2:15:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.29738 Generator_loss: 5.78998
[INFO] 2021-05-03 18:04:47 > Step: 136700 Progress: 68.3% Elapsed: 2:18:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.43382 Generator_loss: 5.19899
[INFO] 2021-05-03 18:07:25 > Step: 136800 Progress: 68.4% Elapsed: 2:20:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.6056 Generator_loss: 5.3037
[INFO] 2021-05-03 18:10:02 > Step: 136900 Progress: 68.5% Elapsed: 2:23:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.3567 Generator_loss: 5.59708
[INFO] 2021-05-03 18:12:40 > Step: 137000 Progress: 68.5% Elapsed: 2:26:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.33616 Generator_loss: 5.66511
[INFO] 2021-05-03 18:15:19 > Step: 137100 Progress: 68.5% Elapsed: 2:28:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.22605 Generator_loss: 5.77848
[INFO] 2021-05-03 18:17:57 > Step: 137200 Progress: 68.6% Elapsed: 2:31:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.19001 Generator_loss: 6.39696
[INFO] 2021-05-03 18:20:34 > Step: 137300 Progress: 68.7% Elapsed: 2:34:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.42251 Generator_loss: 5.76661
[INFO] 2021-05-03 18:23:12 > Step: 137400 Progress: 68.7% Elapsed: 2:36:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.32038 Generator_loss: 5.57786
[INFO] 2021-05-03 18:25:49 > Step: 137500 Progress: 68.8% Elapsed: 2:39:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.22052 Generator_loss: 6.16084
[INFO] 2021-05-03 18:28:26 > Step: 137600 Progress: 68.8% Elapsed: 2:41:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.3555 Generator_loss: 5.91669
[INFO] 2021-05-03 18:31:03 > Step: 137700 Progress: 68.8% Elapsed: 2:44:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.28674 Generator_loss: 6.11723
[INFO] 2021-05-03 18:33:41 > Step: 137800 Progress: 68.9% Elapsed: 2:47:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.2197 Generator_loss: 6.35289
[INFO] 2021-05-03 18:36:19 > Step: 137900 Progress: 69.0% Elapsed: 2:49:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.46546 Generator_loss: 6.49616
[INFO] 2021-05-03 18:38:57 > Step: 138000 Progress: 69.0% Elapsed: 2:52:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.22564 Generator_loss: 5.88763
[INFO] 2021-05-03 18:38:57 > Start Evaluation (138000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 18:38:57 > Calculating FID Score....
[INFO] 2021-05-03 18:39:46 > Calculating Inception Score....
[INFO] 2021-05-03 18:40:15 > Calculate F_beta Score....
[INFO] 2021-05-03 18:41:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 18:42:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 18:42:00 > Calculate Accuracies....
[INFO] 2021-05-03 18:42:42 > Calculate Accuracies....
[INFO] 2021-05-03 18:43:22 > F_8 score (Step: 138000, Using valid images): 0.9479136507001258
[INFO] 2021-05-03 18:43:22 > F_1/8 score (Step: 138000, Using valid images): 0.9620327483793056
[INFO] 2021-05-03 18:43:22 > FID score (Step: 138000, Using valid moments): 17.958404991540135
[INFO] 2021-05-03 18:43:22 > Inception score (Step: 138000, 50000 generated images): 42.88804626464844
[INFO] 2021-05-03 18:43:22 > Best FID score (Step: 138000, Using valid moments): 17.958404991540135
[INFO] 2021-05-03 18:44:14 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 18:46:52 > Step: 138100 Progress: 69.0% Elapsed: 3:00:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.25338 Generator_loss: 5.54179
[INFO] 2021-05-03 18:49:29 > Step: 138200 Progress: 69.1% Elapsed: 3:02:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.30478 Generator_loss: 5.34471
[INFO] 2021-05-03 18:52:07 > Step: 138300 Progress: 69.2% Elapsed: 3:05:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.7358 Generator_loss: 5.11138
[INFO] 2021-05-03 18:54:44 > Step: 138400 Progress: 69.2% Elapsed: 3:08:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.44206 Generator_loss: 6.34481
[INFO] 2021-05-03 18:57:22 > Step: 138500 Progress: 69.2% Elapsed: 3:10:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.30237 Generator_loss: 5.66411
[INFO] 2021-05-03 18:59:59 > Step: 138600 Progress: 69.3% Elapsed: 3:13:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.33687 Generator_loss: 6.15524
[INFO] 2021-05-03 19:02:37 > Step: 138700 Progress: 69.3% Elapsed: 3:16:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.87911 Generator_loss: 5.55818
[INFO] 2021-05-03 19:05:14 > Step: 138800 Progress: 69.4% Elapsed: 3:18:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.26997 Generator_loss: 5.86849
[INFO] 2021-05-03 19:07:52 > Step: 138900 Progress: 69.5% Elapsed: 3:21:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.573 Generator_loss: 5.51486
[INFO] 2021-05-03 19:10:30 > Step: 139000 Progress: 69.5% Elapsed: 3:23:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.41832 Generator_loss: 5.43072
[INFO] 2021-05-03 19:13:08 > Step: 139100 Progress: 69.5% Elapsed: 3:26:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.33404 Generator_loss: 5.99773
[INFO] 2021-05-03 19:15:45 > Step: 139200 Progress: 69.6% Elapsed: 3:29:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.30356 Generator_loss: 5.97649
[INFO] 2021-05-03 19:18:23 > Step: 139300 Progress: 69.7% Elapsed: 3:31:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.22789 Generator_loss: 6.17672
[INFO] 2021-05-03 19:21:00 > Step: 139400 Progress: 69.7% Elapsed: 3:34:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.49815 Generator_loss: 5.5418
[INFO] 2021-05-03 19:23:38 > Step: 139500 Progress: 69.8% Elapsed: 3:37:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.43094 Generator_loss: 5.54283
[INFO] 2021-05-03 19:26:17 > Step: 139600 Progress: 69.8% Elapsed: 3:39:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.37797 Generator_loss: 5.27955
[INFO] 2021-05-03 19:28:54 > Step: 139700 Progress: 69.8% Elapsed: 3:42:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.41788 Generator_loss: 5.65127
[INFO] 2021-05-03 19:31:32 > Step: 139800 Progress: 69.9% Elapsed: 3:44:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.23516 Generator_loss: 5.8188
[INFO] 2021-05-03 19:34:10 > Step: 139900 Progress: 70.0% Elapsed: 3:47:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.5246 Generator_loss: 5.34207
[INFO] 2021-05-03 19:36:47 > Step: 140000 Progress: 70.0% Elapsed: 3:50:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.47334 Generator_loss: 5.39644
[INFO] 2021-05-03 19:36:47 > Start Evaluation (140000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 19:36:47 > Calculating FID Score....
[INFO] 2021-05-03 19:37:35 > Calculating Inception Score....
[INFO] 2021-05-03 19:38:04 > Calculate F_beta Score....
[INFO] 2021-05-03 19:39:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 19:39:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 19:39:40 > Calculate Accuracies....
[INFO] 2021-05-03 19:40:22 > Calculate Accuracies....
[INFO] 2021-05-03 19:41:02 > F_8 score (Step: 140000, Using valid images): 0.9429273601352224
[INFO] 2021-05-03 19:41:02 > F_1/8 score (Step: 140000, Using valid images): 0.963541758126949
[INFO] 2021-05-03 19:41:02 > FID score (Step: 140000, Using valid moments): 17.930706801385213
[INFO] 2021-05-03 19:41:02 > Inception score (Step: 140000, 50000 generated images): 43.08258056640625
[INFO] 2021-05-03 19:41:02 > Best FID score (Step: 140000, Using valid moments): 17.930706801385213
[INFO] 2021-05-03 19:41:55 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 19:44:33 > Step: 140100 Progress: 70.0% Elapsed: 3:57:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.39472 Generator_loss: 5.62328
[INFO] 2021-05-03 19:47:11 > Step: 140200 Progress: 70.1% Elapsed: 4:00:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.19813 Generator_loss: 6.07911
[INFO] 2021-05-03 19:49:49 > Step: 140300 Progress: 70.2% Elapsed: 4:03:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.33228 Generator_loss: 6.53562
[INFO] 2021-05-03 19:52:27 > Step: 140400 Progress: 70.2% Elapsed: 4:05:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.60219 Generator_loss: 5.5757
[INFO] 2021-05-03 19:55:05 > Step: 140500 Progress: 70.2% Elapsed: 4:08:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.23401 Generator_loss: 5.96318
[INFO] 2021-05-03 19:57:42 > Step: 140600 Progress: 70.3% Elapsed: 4:11:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.19879 Generator_loss: 6.12645
[INFO] 2021-05-03 20:00:20 > Step: 140700 Progress: 70.3% Elapsed: 4:13:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.20896 Generator_loss: 5.73241
[INFO] 2021-05-03 20:02:57 > Step: 140800 Progress: 70.4% Elapsed: 4:16:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.36274 Generator_loss: 5.54658
[INFO] 2021-05-03 20:05:35 > Step: 140900 Progress: 70.5% Elapsed: 4:19:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.40834 Generator_loss: 5.41597
[INFO] 2021-05-03 20:08:12 > Step: 141000 Progress: 70.5% Elapsed: 4:21:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.46554 Generator_loss: 5.12521
[INFO] 2021-05-03 20:10:50 > Step: 141100 Progress: 70.5% Elapsed: 4:24:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.75684 Generator_loss: 5.02283
[INFO] 2021-05-03 20:13:27 > Step: 141200 Progress: 70.6% Elapsed: 4:26:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.26092 Generator_loss: 6.38486
[INFO] 2021-05-03 20:16:04 > Step: 141300 Progress: 70.7% Elapsed: 4:29:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.36132 Generator_loss: 5.48209
[INFO] 2021-05-03 20:18:42 > Step: 141400 Progress: 70.7% Elapsed: 4:32:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.29036 Generator_loss: 5.79892
[INFO] 2021-05-03 20:21:20 > Step: 141500 Progress: 70.8% Elapsed: 4:34:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.29053 Generator_loss: 5.93785
[INFO] 2021-05-03 20:23:58 > Step: 141600 Progress: 70.8% Elapsed: 4:37:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.46633 Generator_loss: 5.38797
[INFO] 2021-05-03 20:26:35 > Step: 141700 Progress: 70.9% Elapsed: 4:40:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.49084 Generator_loss: 5.128
[INFO] 2021-05-03 20:29:13 > Step: 141800 Progress: 70.9% Elapsed: 4:42:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.28622 Generator_loss: 5.40869
[INFO] 2021-05-03 20:31:53 > Step: 141900 Progress: 71.0% Elapsed: 4:45:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.2685 Generator_loss: 5.94544
[INFO] 2021-05-03 20:34:30 > Step: 142000 Progress: 71.0% Elapsed: 4:47:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.37105 Generator_loss: 5.49956
[INFO] 2021-05-03 20:34:30 > Start Evaluation (142000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 20:34:30 > Calculating FID Score....
[INFO] 2021-05-03 20:35:19 > Calculating Inception Score....
[INFO] 2021-05-03 20:35:48 > Calculate F_beta Score....
[INFO] 2021-05-03 20:37:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 20:37:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 20:37:28 > Calculate Accuracies....
[INFO] 2021-05-03 20:38:10 > Calculate Accuracies....
[INFO] 2021-05-03 20:38:49 > F_8 score (Step: 142000, Using valid images): 0.9439513327309286
[INFO] 2021-05-03 20:38:49 > F_1/8 score (Step: 142000, Using valid images): 0.965489198090517
[INFO] 2021-05-03 20:38:49 > FID score (Step: 142000, Using valid moments): 17.91236733057508
[INFO] 2021-05-03 20:38:49 > Inception score (Step: 142000, 50000 generated images): 43.28556442260742
[INFO] 2021-05-03 20:38:49 > Best FID score (Step: 142000, Using valid moments): 17.91236733057508
[INFO] 2021-05-03 20:39:44 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 20:42:23 > Step: 142100 Progress: 71.0% Elapsed: 4:55:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.16731 Generator_loss: 6.31371
[INFO] 2021-05-03 20:45:00 > Step: 142200 Progress: 71.1% Elapsed: 4:58:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.25215 Generator_loss: 5.77291
[INFO] 2021-05-03 20:47:38 > Step: 142300 Progress: 71.2% Elapsed: 5:01:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.33778 Generator_loss: 5.77149
[INFO] 2021-05-03 20:50:16 > Step: 142400 Progress: 71.2% Elapsed: 5:03:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.22669 Generator_loss: 5.97229
[INFO] 2021-05-03 20:52:53 > Step: 142500 Progress: 71.2% Elapsed: 5:06:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.29546 Generator_loss: 5.61831
[INFO] 2021-05-03 20:55:31 > Step: 142600 Progress: 71.3% Elapsed: 5:08:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.41953 Generator_loss: 5.78013
[INFO] 2021-05-03 20:58:09 > Step: 142700 Progress: 71.4% Elapsed: 5:11:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.42699 Generator_loss: 5.28086
[INFO] 2021-05-03 21:00:46 > Step: 142800 Progress: 71.4% Elapsed: 5:14:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.48733 Generator_loss: 5.28633
[INFO] 2021-05-03 21:03:24 > Step: 142900 Progress: 71.5% Elapsed: 5:16:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.34158 Generator_loss: 5.68661
[INFO] 2021-05-03 21:06:02 > Step: 143000 Progress: 71.5% Elapsed: 5:19:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.22779 Generator_loss: 5.87327
[INFO] 2021-05-03 21:08:40 > Step: 143100 Progress: 71.5% Elapsed: 5:22:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.30675 Generator_loss: 5.63648
[INFO] 2021-05-03 21:11:17 > Step: 143200 Progress: 71.6% Elapsed: 5:24:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.75286 Generator_loss: 5.42127
[INFO] 2021-05-03 21:13:55 > Step: 143300 Progress: 71.7% Elapsed: 5:27:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.4655 Generator_loss: 5.54531
[INFO] 2021-05-03 21:16:32 > Step: 143400 Progress: 71.7% Elapsed: 5:29:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.17384 Generator_loss: 6.21709
[INFO] 2021-05-03 21:19:10 > Step: 143500 Progress: 71.8% Elapsed: 5:32:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.22295 Generator_loss: 6.50602
[INFO] 2021-05-03 21:21:47 > Step: 143600 Progress: 71.8% Elapsed: 5:35:13 temperature: 0.5 ada_p: No Discriminator_loss: 5.00682 Generator_loss: 5.12015
[INFO] 2021-05-03 21:24:25 > Step: 143700 Progress: 71.9% Elapsed: 5:37:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.22398 Generator_loss: 6.05922
[INFO] 2021-05-03 21:27:02 > Step: 143800 Progress: 71.9% Elapsed: 5:40:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.37389 Generator_loss: 6.39018
[INFO] 2021-05-03 21:29:40 > Step: 143900 Progress: 72.0% Elapsed: 5:43:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.3549 Generator_loss: 6.47158
[INFO] 2021-05-03 21:32:18 > Step: 144000 Progress: 72.0% Elapsed: 5:45:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.30176 Generator_loss: 6.34429
[INFO] 2021-05-03 21:32:18 > Start Evaluation (144000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 21:32:18 > Calculating FID Score....
[INFO] 2021-05-03 21:33:06 > Calculating Inception Score....
[INFO] 2021-05-03 21:33:36 > Calculate F_beta Score....
[INFO] 2021-05-03 21:35:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 21:35:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 21:35:14 > Calculate Accuracies....
[INFO] 2021-05-03 21:35:56 > Calculate Accuracies....
[INFO] 2021-05-03 21:36:37 > F_8 score (Step: 144000, Using valid images): 0.9584133943563848
[INFO] 2021-05-03 21:36:37 > F_1/8 score (Step: 144000, Using valid images): 0.9717860500726796
[INFO] 2021-05-03 21:36:37 > FID score (Step: 144000, Using valid moments): 17.698512788621315
[INFO] 2021-05-03 21:36:37 > Inception score (Step: 144000, 50000 generated images): 43.560420989990234
[INFO] 2021-05-03 21:36:37 > Best FID score (Step: 144000, Using valid moments): 17.698512788621315
[INFO] 2021-05-03 21:37:31 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 21:40:08 > Step: 144100 Progress: 72.0% Elapsed: 5:53:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.39947 Generator_loss: 5.63507
[INFO] 2021-05-03 21:42:46 > Step: 144200 Progress: 72.1% Elapsed: 5:56:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.27328 Generator_loss: 6.06406
[INFO] 2021-05-03 21:45:24 > Step: 144300 Progress: 72.2% Elapsed: 5:58:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.24153 Generator_loss: 6.28058
[INFO] 2021-05-03 21:48:02 > Step: 144400 Progress: 72.2% Elapsed: 6:01:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.34921 Generator_loss: 5.78114
[INFO] 2021-05-03 21:50:40 > Step: 144500 Progress: 72.2% Elapsed: 6:04:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.337 Generator_loss: 5.70363
[INFO] 2021-05-03 21:53:19 > Step: 144600 Progress: 72.3% Elapsed: 6:06:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.18753 Generator_loss: 5.88061
[INFO] 2021-05-03 21:55:56 > Step: 144700 Progress: 72.4% Elapsed: 6:09:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.19965 Generator_loss: 6.16901
[INFO] 2021-05-03 21:58:33 > Step: 144800 Progress: 72.4% Elapsed: 6:12:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.36147 Generator_loss: 5.96511
[INFO] 2021-05-03 22:01:11 > Step: 144900 Progress: 72.5% Elapsed: 6:14:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.24392 Generator_loss: 5.87988
[INFO] 2021-05-03 22:03:48 > Step: 145000 Progress: 72.5% Elapsed: 6:17:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.131 Generator_loss: 6.3644
[INFO] 2021-05-03 22:06:26 > Step: 145100 Progress: 72.5% Elapsed: 6:19:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.51839 Generator_loss: 5.37029
[INFO] 2021-05-03 22:09:03 > Step: 145200 Progress: 72.6% Elapsed: 6:22:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.37483 Generator_loss: 5.64555
[INFO] 2021-05-03 22:11:41 > Step: 145300 Progress: 72.7% Elapsed: 6:25:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.24176 Generator_loss: 5.93614
[INFO] 2021-05-03 22:14:20 > Step: 145400 Progress: 72.7% Elapsed: 6:27:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.30144 Generator_loss: 5.81208
[INFO] 2021-05-03 22:16:57 > Step: 145500 Progress: 72.8% Elapsed: 6:30:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.31256 Generator_loss: 5.71403
[INFO] 2021-05-03 22:19:35 > Step: 145600 Progress: 72.8% Elapsed: 6:33:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.53968 Generator_loss: 5.20338
[INFO] 2021-05-03 22:22:13 > Step: 145700 Progress: 72.9% Elapsed: 6:35:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.36813 Generator_loss: 5.80925
[INFO] 2021-05-03 22:24:51 > Step: 145800 Progress: 72.9% Elapsed: 6:38:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.40226 Generator_loss: 5.52532
[INFO] 2021-05-03 22:27:28 > Step: 145900 Progress: 73.0% Elapsed: 6:40:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.41854 Generator_loss: 5.62229
[INFO] 2021-05-03 22:30:06 > Step: 146000 Progress: 73.0% Elapsed: 6:43:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.4024 Generator_loss: 5.58154
[INFO] 2021-05-03 22:30:06 > Start Evaluation (146000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 22:30:06 > Calculating FID Score....
[INFO] 2021-05-03 22:30:55 > Calculating Inception Score....
[INFO] 2021-05-03 22:31:25 > Calculate F_beta Score....
[INFO] 2021-05-03 22:33:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 22:33:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 22:33:04 > Calculate Accuracies....
[INFO] 2021-05-03 22:33:46 > Calculate Accuracies....
[INFO] 2021-05-03 22:34:25 > F_8 score (Step: 146000, Using valid images): 0.948439350059904
[INFO] 2021-05-03 22:34:25 > F_1/8 score (Step: 146000, Using valid images): 0.9681714156222264
[INFO] 2021-05-03 22:34:25 > FID score (Step: 146000, Using valid moments): 17.66765817335113
[INFO] 2021-05-03 22:34:25 > Inception score (Step: 146000, 50000 generated images): 43.95429992675781
[INFO] 2021-05-03 22:34:25 > Best FID score (Step: 146000, Using valid moments): 17.66765817335113
[INFO] 2021-05-03 22:35:19 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 22:37:57 > Step: 146100 Progress: 73.0% Elapsed: 6:51:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.60915 Generator_loss: 5.05991
[INFO] 2021-05-03 22:40:34 > Step: 146200 Progress: 73.1% Elapsed: 6:54:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.43433 Generator_loss: 5.62204
[INFO] 2021-05-03 22:43:12 > Step: 146300 Progress: 73.2% Elapsed: 6:56:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.27572 Generator_loss: 5.81878
[INFO] 2021-05-03 22:45:50 > Step: 146400 Progress: 73.2% Elapsed: 6:59:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.51861 Generator_loss: 5.70375
[INFO] 2021-05-03 22:48:27 > Step: 146500 Progress: 73.2% Elapsed: 7:01:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.17302 Generator_loss: 6.1653
[INFO] 2021-05-03 22:51:05 > Step: 146600 Progress: 73.3% Elapsed: 7:04:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.31879 Generator_loss: 5.53069
[INFO] 2021-05-03 22:53:42 > Step: 146700 Progress: 73.4% Elapsed: 7:07:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.35576 Generator_loss: 5.50996
[INFO] 2021-05-03 22:56:20 > Step: 146800 Progress: 73.4% Elapsed: 7:09:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.33073 Generator_loss: 5.51286
[INFO] 2021-05-03 22:58:57 > Step: 146900 Progress: 73.5% Elapsed: 7:12:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.49361 Generator_loss: 5.63719
[INFO] 2021-05-03 23:01:35 > Step: 147000 Progress: 73.5% Elapsed: 7:15:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.31623 Generator_loss: 5.71592
[INFO] 2021-05-03 23:04:14 > Step: 147100 Progress: 73.6% Elapsed: 7:17:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.27707 Generator_loss: 6.72657
[INFO] 2021-05-03 23:06:52 > Step: 147200 Progress: 73.6% Elapsed: 7:20:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.24219 Generator_loss: 5.87221
[INFO] 2021-05-03 23:09:29 > Step: 147300 Progress: 73.7% Elapsed: 7:22:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.24054 Generator_loss: 5.88031
[INFO] 2021-05-03 23:12:06 > Step: 147400 Progress: 73.7% Elapsed: 7:25:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.24485 Generator_loss: 6.1093
[INFO] 2021-05-03 23:14:44 > Step: 147500 Progress: 73.8% Elapsed: 7:28:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.36022 Generator_loss: 5.62352
[INFO] 2021-05-03 23:17:21 > Step: 147600 Progress: 73.8% Elapsed: 7:30:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.4974 Generator_loss: 5.40466
[INFO] 2021-05-03 23:20:00 > Step: 147700 Progress: 73.9% Elapsed: 7:33:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.19222 Generator_loss: 6.32463
[INFO] 2021-05-03 23:22:37 > Step: 147800 Progress: 73.9% Elapsed: 7:36:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.23491 Generator_loss: 5.76819
[INFO] 2021-05-03 23:25:15 > Step: 147900 Progress: 74.0% Elapsed: 7:38:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.31455 Generator_loss: 5.52407
[INFO] 2021-05-03 23:27:53 > Step: 148000 Progress: 74.0% Elapsed: 7:41:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.2253 Generator_loss: 6.01086
[INFO] 2021-05-03 23:27:53 > Start Evaluation (148000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 23:27:53 > Calculating FID Score....
[INFO] 2021-05-03 23:28:41 > Calculating Inception Score....
[INFO] 2021-05-03 23:29:10 > Calculate F_beta Score....
[INFO] 2021-05-03 23:32:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-03 23:32:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-03 23:32:19 > Calculate Accuracies....
[INFO] 2021-05-03 23:33:01 > Calculate Accuracies....
[INFO] 2021-05-03 23:33:41 > F_8 score (Step: 148000, Using valid images): 0.9451918576014964
[INFO] 2021-05-03 23:33:41 > F_1/8 score (Step: 148000, Using valid images): 0.9691686878720482
[INFO] 2021-05-03 23:33:41 > FID score (Step: 148000, Using valid moments): 17.649134556246167
[INFO] 2021-05-03 23:33:41 > Inception score (Step: 148000, 50000 generated images): 44.58821487426758
[INFO] 2021-05-03 23:33:41 > Best FID score (Step: 148000, Using valid moments): 17.649134556246167
[INFO] 2021-05-03 23:34:33 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-03 23:37:12 > Step: 148100 Progress: 74.1% Elapsed: 7:50:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.35047 Generator_loss: 5.85331
[INFO] 2021-05-03 23:39:50 > Step: 148200 Progress: 74.1% Elapsed: 7:53:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.29717 Generator_loss: 6.02773
[INFO] 2021-05-03 23:42:28 > Step: 148300 Progress: 74.2% Elapsed: 7:55:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.3058 Generator_loss: 6.55779
[INFO] 2021-05-03 23:45:06 > Step: 148400 Progress: 74.2% Elapsed: 7:58:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.22418 Generator_loss: 6.17807
[INFO] 2021-05-03 23:47:44 > Step: 148500 Progress: 74.2% Elapsed: 8:01:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.22553 Generator_loss: 6.25228
[INFO] 2021-05-03 23:50:22 > Step: 148600 Progress: 74.3% Elapsed: 8:03:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.2709 Generator_loss: 5.27597
[INFO] 2021-05-03 23:53:00 > Step: 148700 Progress: 74.4% Elapsed: 8:06:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.48445 Generator_loss: 5.35503
[INFO] 2021-05-03 23:55:37 > Step: 148800 Progress: 74.4% Elapsed: 8:09:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.32083 Generator_loss: 5.6542
[INFO] 2021-05-03 23:58:15 > Step: 148900 Progress: 74.5% Elapsed: 8:11:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.27449 Generator_loss: 6.12744
[INFO] 2021-05-04 00:00:53 > Step: 149000 Progress: 74.5% Elapsed: 8:14:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.31394 Generator_loss: 5.43572
[INFO] 2021-05-04 00:03:31 > Step: 149100 Progress: 74.6% Elapsed: 8:16:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.22272 Generator_loss: 5.85448
[INFO] 2021-05-04 00:06:09 > Step: 149200 Progress: 74.6% Elapsed: 8:19:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.35034 Generator_loss: 5.69642
[INFO] 2021-05-04 00:08:47 > Step: 149300 Progress: 74.7% Elapsed: 8:22:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.21054 Generator_loss: 6.27719
[INFO] 2021-05-04 00:11:25 > Step: 149400 Progress: 74.7% Elapsed: 8:24:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.29348 Generator_loss: 5.73795
[INFO] 2021-05-04 00:14:03 > Step: 149500 Progress: 74.8% Elapsed: 8:27:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.31475 Generator_loss: 5.80069
[INFO] 2021-05-04 00:16:42 > Step: 149600 Progress: 74.8% Elapsed: 8:30:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.33181 Generator_loss: 5.36218
[INFO] 2021-05-04 00:19:20 > Step: 149700 Progress: 74.9% Elapsed: 8:32:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.20601 Generator_loss: 5.88937
[INFO] 2021-05-04 00:21:58 > Step: 149800 Progress: 74.9% Elapsed: 8:35:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.29041 Generator_loss: 5.66387
[INFO] 2021-05-04 00:24:36 > Step: 149900 Progress: 75.0% Elapsed: 8:38:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.15549 Generator_loss: 6.31316
[INFO] 2021-05-04 00:27:14 > Step: 150000 Progress: 75.0% Elapsed: 8:40:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.22781 Generator_loss: 6.26415
[INFO] 2021-05-04 00:27:14 > Start Evaluation (150000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 00:27:14 > Calculating FID Score....
[INFO] 2021-05-04 00:28:02 > Calculating Inception Score....
[INFO] 2021-05-04 00:28:31 > Calculate F_beta Score....
[INFO] 2021-05-04 00:30:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 00:30:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 00:30:12 > Calculate Accuracies....
[INFO] 2021-05-04 00:30:54 > Calculate Accuracies....
[INFO] 2021-05-04 00:31:34 > F_8 score (Step: 150000, Using valid images): 0.9398371374772954
[INFO] 2021-05-04 00:31:34 > F_1/8 score (Step: 150000, Using valid images): 0.9661678136449433
[INFO] 2021-05-04 00:31:34 > FID score (Step: 150000, Using valid moments): 17.381543609495168
[INFO] 2021-05-04 00:31:34 > Inception score (Step: 150000, 50000 generated images): 44.49587631225586
[INFO] 2021-05-04 00:31:34 > Best FID score (Step: 150000, Using valid moments): 17.381543609495168
[INFO] 2021-05-04 00:32:27 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 00:35:05 > Step: 150100 Progress: 75.0% Elapsed: 8:48:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.25307 Generator_loss: 6.05714
[INFO] 2021-05-04 00:37:43 > Step: 150200 Progress: 75.1% Elapsed: 8:51:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.19852 Generator_loss: 6.22568
[INFO] 2021-05-04 00:40:21 > Step: 150300 Progress: 75.1% Elapsed: 8:53:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.22277 Generator_loss: 5.70801
[INFO] 2021-05-04 00:43:00 > Step: 150400 Progress: 75.2% Elapsed: 8:56:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.21225 Generator_loss: 6.01179
[INFO] 2021-05-04 00:45:38 > Step: 150500 Progress: 75.2% Elapsed: 8:59:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.24709 Generator_loss: 6.66253
[INFO] 2021-05-04 00:48:16 > Step: 150600 Progress: 75.3% Elapsed: 9:01:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.30084 Generator_loss: 5.92469
[INFO] 2021-05-04 00:50:54 > Step: 150700 Progress: 75.3% Elapsed: 9:04:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.27671 Generator_loss: 6.60528
[INFO] 2021-05-04 00:53:32 > Step: 150800 Progress: 75.4% Elapsed: 9:06:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.32617 Generator_loss: 5.4955
[INFO] 2021-05-04 00:56:10 > Step: 150900 Progress: 75.4% Elapsed: 9:09:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.27156 Generator_loss: 6.30241
[INFO] 2021-05-04 00:58:48 > Step: 151000 Progress: 75.5% Elapsed: 9:12:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.29298 Generator_loss: 5.49716
[INFO] 2021-05-04 01:01:26 > Step: 151100 Progress: 75.5% Elapsed: 9:14:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.19419 Generator_loss: 6.19985
[INFO] 2021-05-04 01:04:04 > Step: 151200 Progress: 75.6% Elapsed: 9:17:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.29564 Generator_loss: 5.69251
[INFO] 2021-05-04 01:06:41 > Step: 151300 Progress: 75.6% Elapsed: 9:20:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.38363 Generator_loss: 5.65045
[INFO] 2021-05-04 01:09:20 > Step: 151400 Progress: 75.7% Elapsed: 9:22:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.52041 Generator_loss: 5.11652
[INFO] 2021-05-04 01:11:58 > Step: 151500 Progress: 75.8% Elapsed: 9:25:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.2541 Generator_loss: 6.38508
[INFO] 2021-05-04 01:14:35 > Step: 151600 Progress: 75.8% Elapsed: 9:28:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.29665 Generator_loss: 5.64769
[INFO] 2021-05-04 01:17:13 > Step: 151700 Progress: 75.8% Elapsed: 9:30:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.1806 Generator_loss: 6.00232
[INFO] 2021-05-04 01:19:50 > Step: 151800 Progress: 75.9% Elapsed: 9:33:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.33887 Generator_loss: 6.70315
[INFO] 2021-05-04 01:22:29 > Step: 151900 Progress: 75.9% Elapsed: 9:35:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.3367 Generator_loss: 5.77482
[INFO] 2021-05-04 01:25:07 > Step: 152000 Progress: 76.0% Elapsed: 9:38:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.22267 Generator_loss: 5.91167
[INFO] 2021-05-04 01:25:07 > Start Evaluation (152000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 01:25:07 > Calculating FID Score....
[INFO] 2021-05-04 01:25:55 > Calculating Inception Score....
[INFO] 2021-05-04 01:26:25 > Calculate F_beta Score....
[INFO] 2021-05-04 01:28:02 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 01:28:02 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 01:28:02 > Calculate Accuracies....
[INFO] 2021-05-04 01:28:44 > Calculate Accuracies....
[INFO] 2021-05-04 01:29:24 > F_8 score (Step: 152000, Using valid images): 0.9481605616390864
[INFO] 2021-05-04 01:29:24 > F_1/8 score (Step: 152000, Using valid images): 0.961989151144041
[INFO] 2021-05-04 01:29:24 > FID score (Step: 152000, Using valid moments): 17.548750843264997
[INFO] 2021-05-04 01:29:24 > Inception score (Step: 152000, 50000 generated images): 44.70775604248047
[INFO] 2021-05-04 01:29:24 > Best FID score (Step: 150000, Using valid moments): 17.381543609495168
[INFO] 2021-05-04 01:29:51 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 01:32:30 > Step: 152100 Progress: 76.0% Elapsed: 9:45:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.49983 Generator_loss: 5.24268
[INFO] 2021-05-04 01:35:08 > Step: 152200 Progress: 76.1% Elapsed: 9:48:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.25025 Generator_loss: 5.80439
[INFO] 2021-05-04 01:37:46 > Step: 152300 Progress: 76.1% Elapsed: 9:51:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.17575 Generator_loss: 6.48573
[INFO] 2021-05-04 01:40:24 > Step: 152400 Progress: 76.2% Elapsed: 9:53:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.22227 Generator_loss: 5.99579
[INFO] 2021-05-04 01:43:02 > Step: 152500 Progress: 76.2% Elapsed: 9:56:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.14089 Generator_loss: 6.02704
[INFO] 2021-05-04 01:45:40 > Step: 152600 Progress: 76.3% Elapsed: 9:59:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.19557 Generator_loss: 6.43493
[INFO] 2021-05-04 01:48:18 > Step: 152700 Progress: 76.3% Elapsed: 10:01:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.34491 Generator_loss: 6.2729
[INFO] 2021-05-04 01:50:56 > Step: 152800 Progress: 76.4% Elapsed: 10:04:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.3781 Generator_loss: 5.82484
[INFO] 2021-05-04 01:53:34 > Step: 152900 Progress: 76.4% Elapsed: 10:07:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.48424 Generator_loss: 5.49279
[INFO] 2021-05-04 01:56:12 > Step: 153000 Progress: 76.5% Elapsed: 10:09:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.27632 Generator_loss: 5.93553
[INFO] 2021-05-04 01:58:49 > Step: 153100 Progress: 76.5% Elapsed: 10:12:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.23402 Generator_loss: 6.16192
[INFO] 2021-05-04 02:01:28 > Step: 153200 Progress: 76.6% Elapsed: 10:14:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.37308 Generator_loss: 5.81974
[INFO] 2021-05-04 02:04:06 > Step: 153300 Progress: 76.6% Elapsed: 10:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.21297 Generator_loss: 6.20514
[INFO] 2021-05-04 02:06:43 > Step: 153400 Progress: 76.7% Elapsed: 10:20:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.37925 Generator_loss: 5.34626
[INFO] 2021-05-04 02:09:21 > Step: 153500 Progress: 76.8% Elapsed: 10:22:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.33514 Generator_loss: 5.89093
[INFO] 2021-05-04 02:11:59 > Step: 153600 Progress: 76.8% Elapsed: 10:25:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.27186 Generator_loss: 6.25098
[INFO] 2021-05-04 02:14:37 > Step: 153700 Progress: 76.8% Elapsed: 10:28:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.64297 Generator_loss: 5.3897
[INFO] 2021-05-04 02:17:15 > Step: 153800 Progress: 76.9% Elapsed: 10:30:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.30149 Generator_loss: 5.83001
[INFO] 2021-05-04 02:19:53 > Step: 153900 Progress: 77.0% Elapsed: 10:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.35118 Generator_loss: 5.60613
[INFO] 2021-05-04 02:22:31 > Step: 154000 Progress: 77.0% Elapsed: 10:35:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.29751 Generator_loss: 5.90711
[INFO] 2021-05-04 02:22:31 > Start Evaluation (154000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 02:22:31 > Calculating FID Score....
[INFO] 2021-05-04 02:23:20 > Calculating Inception Score....
[INFO] 2021-05-04 02:23:49 > Calculate F_beta Score....
[INFO] 2021-05-04 02:25:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 02:25:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 02:25:27 > Calculate Accuracies....
[INFO] 2021-05-04 02:26:09 > Calculate Accuracies....
[INFO] 2021-05-04 02:26:49 > F_8 score (Step: 154000, Using valid images): 0.9573681516591965
[INFO] 2021-05-04 02:26:49 > F_1/8 score (Step: 154000, Using valid images): 0.9679150040309068
[INFO] 2021-05-04 02:26:49 > FID score (Step: 154000, Using valid moments): 17.377254878949316
[INFO] 2021-05-04 02:26:49 > Inception score (Step: 154000, 50000 generated images): 44.879722595214844
[INFO] 2021-05-04 02:26:49 > Best FID score (Step: 154000, Using valid moments): 17.377254878949316
[INFO] 2021-05-04 02:27:44 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 02:30:22 > Step: 154100 Progress: 77.0% Elapsed: 10:43:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.26308 Generator_loss: 6.13682
[INFO] 2021-05-04 02:33:01 > Step: 154200 Progress: 77.1% Elapsed: 10:46:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.35497 Generator_loss: 5.5494
[INFO] 2021-05-04 02:35:38 > Step: 154300 Progress: 77.1% Elapsed: 10:49:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.31172 Generator_loss: 6.69084
[INFO] 2021-05-04 02:38:16 > Step: 154400 Progress: 77.2% Elapsed: 10:51:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.26911 Generator_loss: 5.96001
[INFO] 2021-05-04 02:40:54 > Step: 154500 Progress: 77.2% Elapsed: 10:54:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.24977 Generator_loss: 6.31592
[INFO] 2021-05-04 02:43:33 > Step: 154600 Progress: 77.3% Elapsed: 10:56:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.22434 Generator_loss: 5.73144
[INFO] 2021-05-04 02:46:11 > Step: 154700 Progress: 77.3% Elapsed: 10:59:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.49469 Generator_loss: 5.72939
[INFO] 2021-05-04 02:48:48 > Step: 154800 Progress: 77.4% Elapsed: 11:02:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.28317 Generator_loss: 5.68586
[INFO] 2021-05-04 02:51:26 > Step: 154900 Progress: 77.5% Elapsed: 11:04:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.22707 Generator_loss: 6.25392
[INFO] 2021-05-04 02:54:04 > Step: 155000 Progress: 77.5% Elapsed: 11:07:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.34574 Generator_loss: 5.59536
[INFO] 2021-05-04 02:56:42 > Step: 155100 Progress: 77.5% Elapsed: 11:10:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.3069 Generator_loss: 5.44826
[INFO] 2021-05-04 02:59:21 > Step: 155200 Progress: 77.6% Elapsed: 11:12:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.18818 Generator_loss: 5.88479
[INFO] 2021-05-04 03:01:59 > Step: 155300 Progress: 77.6% Elapsed: 11:15:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.26592 Generator_loss: 6.18155
[INFO] 2021-05-04 03:04:37 > Step: 155400 Progress: 77.7% Elapsed: 11:18:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.26625 Generator_loss: 5.82725
[INFO] 2021-05-04 03:07:15 > Step: 155500 Progress: 77.8% Elapsed: 11:20:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.25345 Generator_loss: 5.84617
[INFO] 2021-05-04 03:09:53 > Step: 155600 Progress: 77.8% Elapsed: 11:23:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.16166 Generator_loss: 6.02713
[INFO] 2021-05-04 03:12:31 > Step: 155700 Progress: 77.8% Elapsed: 11:25:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.59562 Generator_loss: 4.96796
[INFO] 2021-05-04 03:15:09 > Step: 155800 Progress: 77.9% Elapsed: 11:28:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.41335 Generator_loss: 5.57998
[INFO] 2021-05-04 03:17:48 > Step: 155900 Progress: 78.0% Elapsed: 11:31:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.25544 Generator_loss: 5.99543
[INFO] 2021-05-04 03:20:25 > Step: 156000 Progress: 78.0% Elapsed: 11:33:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.23073 Generator_loss: 5.79362
[INFO] 2021-05-04 03:20:25 > Start Evaluation (156000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 03:20:25 > Calculating FID Score....
[INFO] 2021-05-04 03:21:14 > Calculating Inception Score....
[INFO] 2021-05-04 03:21:43 > Calculate F_beta Score....
[INFO] 2021-05-04 03:23:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 03:23:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 03:23:18 > Calculate Accuracies....
[INFO] 2021-05-04 03:24:00 > Calculate Accuracies....
[INFO] 2021-05-04 03:24:53 > F_8 score (Step: 156000, Using valid images): 0.9446037418577862
[INFO] 2021-05-04 03:24:53 > F_1/8 score (Step: 156000, Using valid images): 0.9654573622363253
[INFO] 2021-05-04 03:24:53 > FID score (Step: 156000, Using valid moments): 17.344479817063643
[INFO] 2021-05-04 03:24:53 > Inception score (Step: 156000, 50000 generated images): 45.18346405029297
[INFO] 2021-05-04 03:24:53 > Best FID score (Step: 156000, Using valid moments): 17.344479817063643
[INFO] 2021-05-04 03:25:47 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 03:28:25 > Step: 156100 Progress: 78.0% Elapsed: 11:41:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.49019 Generator_loss: 5.46275
[INFO] 2021-05-04 03:31:03 > Step: 156200 Progress: 78.1% Elapsed: 11:44:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.29542 Generator_loss: 5.81695
[INFO] 2021-05-04 03:33:40 > Step: 156300 Progress: 78.1% Elapsed: 11:47:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.60678 Generator_loss: 5.42381
[INFO] 2021-05-04 03:36:18 > Step: 156400 Progress: 78.2% Elapsed: 11:49:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.246 Generator_loss: 6.09368
[INFO] 2021-05-04 03:38:55 > Step: 156500 Progress: 78.2% Elapsed: 11:52:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.25611 Generator_loss: 5.77378
[INFO] 2021-05-04 03:41:33 > Step: 156600 Progress: 78.3% Elapsed: 11:54:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.32885 Generator_loss: 5.6063
[INFO] 2021-05-04 03:44:11 > Step: 156700 Progress: 78.3% Elapsed: 11:57:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.36541 Generator_loss: 6.41326
[INFO] 2021-05-04 03:46:49 > Step: 156800 Progress: 78.4% Elapsed: 12:00:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.30457 Generator_loss: 5.52546
[INFO] 2021-05-04 03:49:27 > Step: 156900 Progress: 78.5% Elapsed: 12:02:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.22748 Generator_loss: 6.34576
[INFO] 2021-05-04 03:52:05 > Step: 157000 Progress: 78.5% Elapsed: 12:05:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.43595 Generator_loss: 5.3199
[INFO] 2021-05-04 03:54:44 > Step: 157100 Progress: 78.5% Elapsed: 12:08:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.98015 Generator_loss: 5.12969
[INFO] 2021-05-04 03:57:21 > Step: 157200 Progress: 78.6% Elapsed: 12:10:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.18354 Generator_loss: 5.95831
[INFO] 2021-05-04 04:00:00 > Step: 157300 Progress: 78.6% Elapsed: 12:13:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.24827 Generator_loss: 5.80872
[INFO] 2021-05-04 04:02:39 > Step: 157400 Progress: 78.7% Elapsed: 12:16:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.20535 Generator_loss: 5.71933
[INFO] 2021-05-04 04:05:16 > Step: 157500 Progress: 78.8% Elapsed: 12:18:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.31807 Generator_loss: 5.95295
[INFO] 2021-05-04 04:07:54 > Step: 157600 Progress: 78.8% Elapsed: 12:21:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.29425 Generator_loss: 5.94243
[INFO] 2021-05-04 04:10:31 > Step: 157700 Progress: 78.8% Elapsed: 12:23:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.25323 Generator_loss: 6.04755
[INFO] 2021-05-04 04:13:09 > Step: 157800 Progress: 78.9% Elapsed: 12:26:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.20435 Generator_loss: 6.45123
[INFO] 2021-05-04 04:15:48 > Step: 157900 Progress: 79.0% Elapsed: 12:29:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.20269 Generator_loss: 6.22613
[INFO] 2021-05-04 04:18:26 > Step: 158000 Progress: 79.0% Elapsed: 12:31:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.30628 Generator_loss: 5.56084
[INFO] 2021-05-04 04:18:26 > Start Evaluation (158000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 04:18:26 > Calculating FID Score....
[INFO] 2021-05-04 04:19:15 > Calculating Inception Score....
[INFO] 2021-05-04 04:19:45 > Calculate F_beta Score....
[INFO] 2021-05-04 04:24:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 04:24:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 04:24:28 > Calculate Accuracies....
[INFO] 2021-05-04 04:25:10 > Calculate Accuracies....
[INFO] 2021-05-04 04:25:50 > F_8 score (Step: 158000, Using valid images): 0.9514180246207598
[INFO] 2021-05-04 04:25:50 > F_1/8 score (Step: 158000, Using valid images): 0.9685353097677397
[INFO] 2021-05-04 04:25:50 > FID score (Step: 158000, Using valid moments): 17.275321450446086
[INFO] 2021-05-04 04:25:50 > Inception score (Step: 158000, 50000 generated images): 45.285789489746094
[INFO] 2021-05-04 04:25:50 > Best FID score (Step: 158000, Using valid moments): 17.275321450446086
[INFO] 2021-05-04 04:26:44 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 04:29:22 > Step: 158100 Progress: 79.0% Elapsed: 12:42:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.19195 Generator_loss: 6.00457
[INFO] 2021-05-04 04:32:00 > Step: 158200 Progress: 79.1% Elapsed: 12:45:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.4177 Generator_loss: 5.32088
[INFO] 2021-05-04 04:34:38 > Step: 158300 Progress: 79.1% Elapsed: 12:48:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.33009 Generator_loss: 5.77923
[INFO] 2021-05-04 04:37:16 > Step: 158400 Progress: 79.2% Elapsed: 12:50:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.32122 Generator_loss: 5.87705
[INFO] 2021-05-04 04:39:54 > Step: 158500 Progress: 79.2% Elapsed: 12:53:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.3845 Generator_loss: 5.74431
[INFO] 2021-05-04 04:42:32 > Step: 158600 Progress: 79.3% Elapsed: 12:55:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.2389 Generator_loss: 5.84279
[INFO] 2021-05-04 04:45:10 > Step: 158700 Progress: 79.3% Elapsed: 12:58:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.28052 Generator_loss: 5.84757
[INFO] 2021-05-04 04:47:49 > Step: 158800 Progress: 79.4% Elapsed: 13:01:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.25624 Generator_loss: 5.50413
[INFO] 2021-05-04 04:50:26 > Step: 158900 Progress: 79.5% Elapsed: 13:03:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.33264 Generator_loss: 5.66036
[INFO] 2021-05-04 04:53:03 > Step: 159000 Progress: 79.5% Elapsed: 13:06:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.32577 Generator_loss: 6.17675
[INFO] 2021-05-04 04:55:41 > Step: 159100 Progress: 79.5% Elapsed: 13:09:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.19631 Generator_loss: 6.12875
[INFO] 2021-05-04 04:58:19 > Step: 159200 Progress: 79.6% Elapsed: 13:11:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.46178 Generator_loss: 5.56154
[INFO] 2021-05-04 05:00:57 > Step: 159300 Progress: 79.7% Elapsed: 13:14:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.22169 Generator_loss: 5.52954
[INFO] 2021-05-04 05:03:35 > Step: 159400 Progress: 79.7% Elapsed: 13:17:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.34288 Generator_loss: 5.46401
[INFO] 2021-05-04 05:06:14 > Step: 159500 Progress: 79.8% Elapsed: 13:19:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.28578 Generator_loss: 5.62974
[INFO] 2021-05-04 05:08:54 > Step: 159600 Progress: 79.8% Elapsed: 13:22:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.27158 Generator_loss: 5.76982
[INFO] 2021-05-04 05:11:32 > Step: 159700 Progress: 79.8% Elapsed: 13:24:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.43025 Generator_loss: 5.66064
[INFO] 2021-05-04 05:14:10 > Step: 159800 Progress: 79.9% Elapsed: 13:27:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.24238 Generator_loss: 5.92005
[INFO] 2021-05-04 05:16:49 > Step: 159900 Progress: 80.0% Elapsed: 13:30:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.15147 Generator_loss: 6.11701
[INFO] 2021-05-04 05:19:26 > Step: 160000 Progress: 80.0% Elapsed: 13:32:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.17232 Generator_loss: 6.01636
[INFO] 2021-05-04 05:19:26 > Start Evaluation (160000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 05:19:26 > Calculating FID Score....
[INFO] 2021-05-04 05:20:16 > Calculating Inception Score....
[INFO] 2021-05-04 05:20:46 > Calculate F_beta Score....
[INFO] 2021-05-04 05:22:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 05:22:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 05:22:21 > Calculate Accuracies....
[INFO] 2021-05-04 05:23:02 > Calculate Accuracies....
[INFO] 2021-05-04 05:23:42 > F_8 score (Step: 160000, Using valid images): 0.9548188535850372
[INFO] 2021-05-04 05:23:42 > F_1/8 score (Step: 160000, Using valid images): 0.9637603782756285
[INFO] 2021-05-04 05:23:42 > FID score (Step: 160000, Using valid moments): 17.250204584522805
[INFO] 2021-05-04 05:23:42 > Inception score (Step: 160000, 50000 generated images): 45.95203399658203
[INFO] 2021-05-04 05:23:42 > Best FID score (Step: 160000, Using valid moments): 17.250204584522805
[INFO] 2021-05-04 05:24:35 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 05:27:13 > Step: 160100 Progress: 80.0% Elapsed: 13:40:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.16193 Generator_loss: 6.02035
[INFO] 2021-05-04 05:29:51 > Step: 160200 Progress: 80.1% Elapsed: 13:43:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.17174 Generator_loss: 5.88673
[INFO] 2021-05-04 05:32:29 > Step: 160300 Progress: 80.2% Elapsed: 13:45:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.18123 Generator_loss: 5.96347
[INFO] 2021-05-04 05:35:06 > Step: 160400 Progress: 80.2% Elapsed: 13:48:32 temperature: 0.5 ada_p: No Discriminator_loss: 5.0276 Generator_loss: 5.5563
[INFO] 2021-05-04 05:37:44 > Step: 160500 Progress: 80.2% Elapsed: 13:51:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.30146 Generator_loss: 5.82996
[INFO] 2021-05-04 05:40:22 > Step: 160600 Progress: 80.3% Elapsed: 13:53:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.27296 Generator_loss: 6.13339
[INFO] 2021-05-04 05:42:59 > Step: 160700 Progress: 80.3% Elapsed: 13:56:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.22372 Generator_loss: 6.29385
[INFO] 2021-05-04 05:45:37 > Step: 160800 Progress: 80.4% Elapsed: 13:59:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.18547 Generator_loss: 5.95143
[INFO] 2021-05-04 05:48:15 > Step: 160900 Progress: 80.5% Elapsed: 14:01:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.27913 Generator_loss: 6.24867
[INFO] 2021-05-04 05:50:52 > Step: 161000 Progress: 80.5% Elapsed: 14:04:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.24686 Generator_loss: 5.56605
[INFO] 2021-05-04 05:53:30 > Step: 161100 Progress: 80.5% Elapsed: 14:06:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.2203 Generator_loss: 6.44175
[INFO] 2021-05-04 05:56:08 > Step: 161200 Progress: 80.6% Elapsed: 14:09:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.11829 Generator_loss: 5.98272
[INFO] 2021-05-04 05:58:45 > Step: 161300 Progress: 80.7% Elapsed: 14:12:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.29246 Generator_loss: 6.41337
[INFO] 2021-05-04 06:01:23 > Step: 161400 Progress: 80.7% Elapsed: 14:14:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.53415 Generator_loss: 5.18128
[INFO] 2021-05-04 06:04:02 > Step: 161500 Progress: 80.8% Elapsed: 14:17:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.11735 Generator_loss: 6.13388
[INFO] 2021-05-04 06:06:39 > Step: 161600 Progress: 80.8% Elapsed: 14:20:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.24578 Generator_loss: 5.96277
[INFO] 2021-05-04 06:09:17 > Step: 161700 Progress: 80.8% Elapsed: 14:22:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.4434 Generator_loss: 6.41984
[INFO] 2021-05-04 06:11:55 > Step: 161800 Progress: 80.9% Elapsed: 14:25:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.26302 Generator_loss: 6.61466
[INFO] 2021-05-04 06:14:33 > Step: 161900 Progress: 81.0% Elapsed: 14:27:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.16359 Generator_loss: 6.23194
[INFO] 2021-05-04 06:17:11 > Step: 162000 Progress: 81.0% Elapsed: 14:30:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.2396 Generator_loss: 5.87713
[INFO] 2021-05-04 06:17:11 > Start Evaluation (162000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 06:17:11 > Calculating FID Score....
[INFO] 2021-05-04 06:17:58 > Calculating Inception Score....
[INFO] 2021-05-04 06:18:28 > Calculate F_beta Score....
[INFO] 2021-05-04 06:20:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 06:20:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 06:20:05 > Calculate Accuracies....
[INFO] 2021-05-04 06:20:47 > Calculate Accuracies....
[INFO] 2021-05-04 06:21:27 > F_8 score (Step: 162000, Using valid images): 0.9541598896061748
[INFO] 2021-05-04 06:21:27 > F_1/8 score (Step: 162000, Using valid images): 0.9643035714569316
[INFO] 2021-05-04 06:21:27 > FID score (Step: 162000, Using valid moments): 17.032013412605693
[INFO] 2021-05-04 06:21:27 > Inception score (Step: 162000, 50000 generated images): 46.05546569824219
[INFO] 2021-05-04 06:21:27 > Best FID score (Step: 162000, Using valid moments): 17.032013412605693
[INFO] 2021-05-04 06:22:19 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 06:24:58 > Step: 162100 Progress: 81.0% Elapsed: 14:38:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.22971 Generator_loss: 6.07806
[INFO] 2021-05-04 06:27:36 > Step: 162200 Progress: 81.1% Elapsed: 14:41:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.27487 Generator_loss: 5.64851
[INFO] 2021-05-04 06:30:14 > Step: 162300 Progress: 81.2% Elapsed: 14:43:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.32825 Generator_loss: 5.6627
[INFO] 2021-05-04 06:32:52 > Step: 162400 Progress: 81.2% Elapsed: 14:46:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.17257 Generator_loss: 5.92166
[INFO] 2021-05-04 06:35:30 > Step: 162500 Progress: 81.2% Elapsed: 14:48:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.25717 Generator_loss: 5.74451
[INFO] 2021-05-04 06:38:08 > Step: 162600 Progress: 81.3% Elapsed: 14:51:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.19944 Generator_loss: 6.23227
[INFO] 2021-05-04 06:40:46 > Step: 162700 Progress: 81.3% Elapsed: 14:54:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.16978 Generator_loss: 5.8904
[INFO] 2021-05-04 06:43:24 > Step: 162800 Progress: 81.4% Elapsed: 14:56:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.26916 Generator_loss: 5.7022
[INFO] 2021-05-04 06:46:02 > Step: 162900 Progress: 81.5% Elapsed: 14:59:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.26595 Generator_loss: 5.58145
[INFO] 2021-05-04 06:48:40 > Step: 163000 Progress: 81.5% Elapsed: 15:02:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.15783 Generator_loss: 6.12919
[INFO] 2021-05-04 06:51:18 > Step: 163100 Progress: 81.5% Elapsed: 15:04:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.41525 Generator_loss: 5.462
[INFO] 2021-05-04 06:53:55 > Step: 163200 Progress: 81.6% Elapsed: 15:07:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.15613 Generator_loss: 6.46257
[INFO] 2021-05-04 06:56:33 > Step: 163300 Progress: 81.7% Elapsed: 15:09:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.24404 Generator_loss: 6.57986
[INFO] 2021-05-04 06:59:11 > Step: 163400 Progress: 81.7% Elapsed: 15:12:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.29876 Generator_loss: 5.7895
[INFO] 2021-05-04 07:01:50 > Step: 163500 Progress: 81.8% Elapsed: 15:15:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.20371 Generator_loss: 5.78813
[INFO] 2021-05-04 07:04:27 > Step: 163600 Progress: 81.8% Elapsed: 15:17:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.42842 Generator_loss: 5.73281
[INFO] 2021-05-04 07:07:06 > Step: 163700 Progress: 81.8% Elapsed: 15:20:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.36661 Generator_loss: 5.77404
[INFO] 2021-05-04 07:09:43 > Step: 163800 Progress: 81.9% Elapsed: 15:23:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.50395 Generator_loss: 5.70603
[INFO] 2021-05-04 07:12:21 > Step: 163900 Progress: 82.0% Elapsed: 15:25:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.16974 Generator_loss: 5.80447
[INFO] 2021-05-04 07:14:59 > Step: 164000 Progress: 82.0% Elapsed: 15:28:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.26093 Generator_loss: 5.71254
[INFO] 2021-05-04 07:14:59 > Start Evaluation (164000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 07:14:59 > Calculating FID Score....
[INFO] 2021-05-04 07:15:47 > Calculating Inception Score....
[INFO] 2021-05-04 07:16:17 > Calculate F_beta Score....
[INFO] 2021-05-04 07:17:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 07:17:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 07:17:55 > Calculate Accuracies....
[INFO] 2021-05-04 07:18:37 > Calculate Accuracies....
[INFO] 2021-05-04 07:19:18 > F_8 score (Step: 164000, Using valid images): 0.9505982594989021
[INFO] 2021-05-04 07:19:18 > F_1/8 score (Step: 164000, Using valid images): 0.9679747015679334
[INFO] 2021-05-04 07:19:18 > FID score (Step: 164000, Using valid moments): 17.125085993556468
[INFO] 2021-05-04 07:19:18 > Inception score (Step: 164000, 50000 generated images): 46.66090393066406
[INFO] 2021-05-04 07:19:18 > Best FID score (Step: 162000, Using valid moments): 17.032013412605693
[INFO] 2021-05-04 07:19:44 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 07:22:22 > Step: 164100 Progress: 82.0% Elapsed: 15:35:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.20106 Generator_loss: 6.12593
[INFO] 2021-05-04 07:25:00 > Step: 164200 Progress: 82.1% Elapsed: 15:38:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.17441 Generator_loss: 6.54793
[INFO] 2021-05-04 07:27:38 > Step: 164300 Progress: 82.2% Elapsed: 15:41:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.22574 Generator_loss: 5.99675
[INFO] 2021-05-04 07:30:16 > Step: 164400 Progress: 82.2% Elapsed: 15:43:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.36578 Generator_loss: 5.64376
[INFO] 2021-05-04 07:32:54 > Step: 164500 Progress: 82.2% Elapsed: 15:46:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.30207 Generator_loss: 5.92832
[INFO] 2021-05-04 07:35:33 > Step: 164600 Progress: 82.3% Elapsed: 15:48:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.26134 Generator_loss: 5.6377
[INFO] 2021-05-04 07:38:11 > Step: 164700 Progress: 82.3% Elapsed: 15:51:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.24826 Generator_loss: 6.44617
[INFO] 2021-05-04 07:40:49 > Step: 164800 Progress: 82.4% Elapsed: 15:54:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.20595 Generator_loss: 5.63428
[INFO] 2021-05-04 07:43:27 > Step: 164900 Progress: 82.5% Elapsed: 15:56:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.343 Generator_loss: 5.70062
[INFO] 2021-05-04 07:46:05 > Step: 165000 Progress: 82.5% Elapsed: 15:59:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.56505 Generator_loss: 5.15291
[INFO] 2021-05-04 07:48:42 > Step: 165100 Progress: 82.5% Elapsed: 16:02:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.19398 Generator_loss: 6.53093
[INFO] 2021-05-04 07:51:20 > Step: 165200 Progress: 82.6% Elapsed: 16:04:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.18768 Generator_loss: 6.51984
[INFO] 2021-05-04 07:53:57 > Step: 165300 Progress: 82.7% Elapsed: 16:07:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.28684 Generator_loss: 5.74299
[INFO] 2021-05-04 07:56:35 > Step: 165400 Progress: 82.7% Elapsed: 16:10:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.34688 Generator_loss: 5.65493
[INFO] 2021-05-04 07:59:13 > Step: 165500 Progress: 82.8% Elapsed: 16:12:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.28064 Generator_loss: 5.79602
[INFO] 2021-05-04 08:01:51 > Step: 165600 Progress: 82.8% Elapsed: 16:15:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.58801 Generator_loss: 5.17904
[INFO] 2021-05-04 08:04:29 > Step: 165700 Progress: 82.8% Elapsed: 16:17:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.16867 Generator_loss: 5.92429
[INFO] 2021-05-04 08:07:07 > Step: 165800 Progress: 82.9% Elapsed: 16:20:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.31329 Generator_loss: 5.6374
[INFO] 2021-05-04 08:09:44 > Step: 165900 Progress: 83.0% Elapsed: 16:23:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.285 Generator_loss: 6.07244
[INFO] 2021-05-04 08:12:23 > Step: 166000 Progress: 83.0% Elapsed: 16:25:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.20659 Generator_loss: 6.10434
[INFO] 2021-05-04 08:12:23 > Start Evaluation (166000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 08:12:23 > Calculating FID Score....
[INFO] 2021-05-04 08:13:11 > Calculating Inception Score....
[INFO] 2021-05-04 08:13:40 > Calculate F_beta Score....
[INFO] 2021-05-04 08:15:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 08:15:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 08:15:18 > Calculate Accuracies....
[INFO] 2021-05-04 08:16:00 > Calculate Accuracies....
[INFO] 2021-05-04 08:16:40 > F_8 score (Step: 166000, Using valid images): 0.9558708642929007
[INFO] 2021-05-04 08:16:40 > F_1/8 score (Step: 166000, Using valid images): 0.9658617446493861
[INFO] 2021-05-04 08:16:40 > FID score (Step: 166000, Using valid moments): 16.949314038623697
[INFO] 2021-05-04 08:16:40 > Inception score (Step: 166000, 50000 generated images): 46.63462448120117
[INFO] 2021-05-04 08:16:40 > Best FID score (Step: 166000, Using valid moments): 16.949314038623697
[INFO] 2021-05-04 08:17:37 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 08:20:16 > Step: 166100 Progress: 83.0% Elapsed: 16:33:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.21126 Generator_loss: 5.61604
[INFO] 2021-05-04 08:22:53 > Step: 166200 Progress: 83.1% Elapsed: 16:36:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.19219 Generator_loss: 5.84444
[INFO] 2021-05-04 08:25:31 > Step: 166300 Progress: 83.2% Elapsed: 16:38:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.31752 Generator_loss: 5.47747
[INFO] 2021-05-04 08:28:09 > Step: 166400 Progress: 83.2% Elapsed: 16:41:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.27013 Generator_loss: 6.69673
[INFO] 2021-05-04 08:30:47 > Step: 166500 Progress: 83.2% Elapsed: 16:44:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.21052 Generator_loss: 5.6832
[INFO] 2021-05-04 08:33:24 > Step: 166600 Progress: 83.3% Elapsed: 16:46:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.32483 Generator_loss: 5.56069
[INFO] 2021-05-04 08:36:02 > Step: 166700 Progress: 83.4% Elapsed: 16:49:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.23948 Generator_loss: 5.69495
[INFO] 2021-05-04 08:38:41 > Step: 166800 Progress: 83.4% Elapsed: 16:52:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.14024 Generator_loss: 5.9965
[INFO] 2021-05-04 08:41:20 > Step: 166900 Progress: 83.5% Elapsed: 16:54:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.27233 Generator_loss: 5.72547
[INFO] 2021-05-04 08:43:58 > Step: 167000 Progress: 83.5% Elapsed: 16:57:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.34838 Generator_loss: 5.62395
[INFO] 2021-05-04 08:46:37 > Step: 167100 Progress: 83.5% Elapsed: 17:00:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.19482 Generator_loss: 6.89836
[INFO] 2021-05-04 08:49:15 > Step: 167200 Progress: 83.6% Elapsed: 17:02:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.24868 Generator_loss: 6.05975
[INFO] 2021-05-04 08:51:54 > Step: 167300 Progress: 83.7% Elapsed: 17:05:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.4499 Generator_loss: 5.76952
[INFO] 2021-05-04 08:54:33 > Step: 167400 Progress: 83.7% Elapsed: 17:07:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.24363 Generator_loss: 5.7112
[INFO] 2021-05-04 08:57:11 > Step: 167500 Progress: 83.8% Elapsed: 17:10:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.30356 Generator_loss: 5.70341
[INFO] 2021-05-04 08:59:49 > Step: 167600 Progress: 83.8% Elapsed: 17:13:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.10758 Generator_loss: 6.30805
[INFO] 2021-05-04 09:02:27 > Step: 167700 Progress: 83.9% Elapsed: 17:15:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.26591 Generator_loss: 5.30051
[INFO] 2021-05-04 09:05:05 > Step: 167800 Progress: 83.9% Elapsed: 17:18:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.31579 Generator_loss: 5.73109
[INFO] 2021-05-04 09:07:43 > Step: 167900 Progress: 84.0% Elapsed: 17:21:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.23263 Generator_loss: 5.50674
[INFO] 2021-05-04 09:10:21 > Step: 168000 Progress: 84.0% Elapsed: 17:23:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.30033 Generator_loss: 5.79129
[INFO] 2021-05-04 09:10:21 > Start Evaluation (168000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 09:10:21 > Calculating FID Score....
[INFO] 2021-05-04 09:11:09 > Calculating Inception Score....
[INFO] 2021-05-04 09:11:39 > Calculate F_beta Score....
[INFO] 2021-05-04 09:14:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 09:14:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 09:15:00 > Calculate Accuracies....
[INFO] 2021-05-04 09:15:42 > Calculate Accuracies....
[INFO] 2021-05-04 09:16:21 > F_8 score (Step: 168000, Using valid images): 0.9518515055624357
[INFO] 2021-05-04 09:16:21 > F_1/8 score (Step: 168000, Using valid images): 0.9686206909631753
[INFO] 2021-05-04 09:16:21 > FID score (Step: 168000, Using valid moments): 17.022318700786002
[INFO] 2021-05-04 09:16:21 > Inception score (Step: 168000, 50000 generated images): 46.404109954833984
[INFO] 2021-05-04 09:16:21 > Best FID score (Step: 166000, Using valid moments): 16.949314038623697
[INFO] 2021-05-04 09:16:47 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 09:19:25 > Step: 168100 Progress: 84.0% Elapsed: 17:32:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.15543 Generator_loss: 6.05759
[INFO] 2021-05-04 09:22:03 > Step: 168200 Progress: 84.1% Elapsed: 17:35:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.16565 Generator_loss: 6.23655
[INFO] 2021-05-04 09:24:41 > Step: 168300 Progress: 84.2% Elapsed: 17:38:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.32826 Generator_loss: 5.86104
[INFO] 2021-05-04 09:27:19 > Step: 168400 Progress: 84.2% Elapsed: 17:40:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.27671 Generator_loss: 6.4019
[INFO] 2021-05-04 09:29:57 > Step: 168500 Progress: 84.2% Elapsed: 17:43:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.20456 Generator_loss: 5.85336
[INFO] 2021-05-04 09:32:35 > Step: 168600 Progress: 84.3% Elapsed: 17:46:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.27623 Generator_loss: 5.79553
[INFO] 2021-05-04 09:35:13 > Step: 168700 Progress: 84.4% Elapsed: 17:48:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.31398 Generator_loss: 6.17561
[INFO] 2021-05-04 09:37:51 > Step: 168800 Progress: 84.4% Elapsed: 17:51:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.15105 Generator_loss: 6.10899
[INFO] 2021-05-04 09:40:29 > Step: 168900 Progress: 84.5% Elapsed: 17:53:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.2139 Generator_loss: 6.48929
[INFO] 2021-05-04 09:43:06 > Step: 169000 Progress: 84.5% Elapsed: 17:56:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.168 Generator_loss: 6.23857
[INFO] 2021-05-04 09:45:43 > Step: 169100 Progress: 84.5% Elapsed: 17:59:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.20386 Generator_loss: 6.69866
[INFO] 2021-05-04 09:48:21 > Step: 169200 Progress: 84.6% Elapsed: 18:01:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.47752 Generator_loss: 5.4707
[INFO] 2021-05-04 09:50:59 > Step: 169300 Progress: 84.7% Elapsed: 18:04:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.17186 Generator_loss: 6.07418
[INFO] 2021-05-04 09:53:37 > Step: 169400 Progress: 84.7% Elapsed: 18:07:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.35569 Generator_loss: 5.52399
[INFO] 2021-05-04 09:56:15 > Step: 169500 Progress: 84.8% Elapsed: 18:09:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.22412 Generator_loss: 6.16467
[INFO] 2021-05-04 09:58:54 > Step: 169600 Progress: 84.8% Elapsed: 18:12:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.26631 Generator_loss: 5.65216
[INFO] 2021-05-04 10:01:32 > Step: 169700 Progress: 84.9% Elapsed: 18:14:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.2353 Generator_loss: 5.68426
[INFO] 2021-05-04 10:04:11 > Step: 169800 Progress: 84.9% Elapsed: 18:17:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.09941 Generator_loss: 6.28455
[INFO] 2021-05-04 10:06:48 > Step: 169900 Progress: 85.0% Elapsed: 18:20:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.43761 Generator_loss: 5.55738
[INFO] 2021-05-04 10:09:26 > Step: 170000 Progress: 85.0% Elapsed: 18:22:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.17206 Generator_loss: 5.93028
[INFO] 2021-05-04 10:09:26 > Start Evaluation (170000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 10:09:26 > Calculating FID Score....
[INFO] 2021-05-04 10:10:17 > Calculating Inception Score....
[INFO] 2021-05-04 10:10:47 > Calculate F_beta Score....
[INFO] 2021-05-04 10:12:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 10:12:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 10:12:27 > Calculate Accuracies....
[INFO] 2021-05-04 10:13:08 > Calculate Accuracies....
[INFO] 2021-05-04 10:13:48 > F_8 score (Step: 170000, Using valid images): 0.9567019243095689
[INFO] 2021-05-04 10:13:48 > F_1/8 score (Step: 170000, Using valid images): 0.9693257770726937
[INFO] 2021-05-04 10:13:48 > FID score (Step: 170000, Using valid moments): 16.99249996599974
[INFO] 2021-05-04 10:13:48 > Inception score (Step: 170000, 50000 generated images): 47.157005310058594
[INFO] 2021-05-04 10:13:48 > Best FID score (Step: 166000, Using valid moments): 16.949314038623697
[INFO] 2021-05-04 10:14:17 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 10:16:55 > Step: 170100 Progress: 85.0% Elapsed: 18:30:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.13636 Generator_loss: 6.04196
[INFO] 2021-05-04 10:19:33 > Step: 170200 Progress: 85.1% Elapsed: 18:33:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.14086 Generator_loss: 6.05891
[INFO] 2021-05-04 10:22:11 > Step: 170300 Progress: 85.2% Elapsed: 18:35:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.34698 Generator_loss: 5.64734
[INFO] 2021-05-04 10:24:50 > Step: 170400 Progress: 85.2% Elapsed: 18:38:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.21757 Generator_loss: 5.88559
[INFO] 2021-05-04 10:27:28 > Step: 170500 Progress: 85.2% Elapsed: 18:40:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.49306 Generator_loss: 5.44606
[INFO] 2021-05-04 10:30:05 > Step: 170600 Progress: 85.3% Elapsed: 18:43:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.24167 Generator_loss: 5.87213
[INFO] 2021-05-04 10:32:43 > Step: 170700 Progress: 85.4% Elapsed: 18:46:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.30945 Generator_loss: 5.99073
[INFO] 2021-05-04 10:35:21 > Step: 170800 Progress: 85.4% Elapsed: 18:48:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.25546 Generator_loss: 5.34966
[INFO] 2021-05-04 10:37:58 > Step: 170900 Progress: 85.5% Elapsed: 18:51:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.13261 Generator_loss: 6.1655
[INFO] 2021-05-04 10:40:36 > Step: 171000 Progress: 85.5% Elapsed: 18:54:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.22327 Generator_loss: 6.44162
[INFO] 2021-05-04 10:43:15 > Step: 171100 Progress: 85.5% Elapsed: 18:56:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.22596 Generator_loss: 5.56028
[INFO] 2021-05-04 10:45:53 > Step: 171200 Progress: 85.6% Elapsed: 18:59:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.31298 Generator_loss: 6.1212
[INFO] 2021-05-04 10:48:31 > Step: 171300 Progress: 85.7% Elapsed: 19:01:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.31958 Generator_loss: 5.55165
[INFO] 2021-05-04 10:51:09 > Step: 171400 Progress: 85.7% Elapsed: 19:04:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.30718 Generator_loss: 5.95997
[INFO] 2021-05-04 10:53:47 > Step: 171500 Progress: 85.8% Elapsed: 19:07:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.29323 Generator_loss: 6.88325
[INFO] 2021-05-04 10:56:25 > Step: 171600 Progress: 85.8% Elapsed: 19:09:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.38738 Generator_loss: 5.42567
[INFO] 2021-05-04 10:59:03 > Step: 171700 Progress: 85.9% Elapsed: 19:12:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.17077 Generator_loss: 6.19497
[INFO] 2021-05-04 11:01:41 > Step: 171800 Progress: 85.9% Elapsed: 19:15:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.26473 Generator_loss: 5.49547
[INFO] 2021-05-04 11:04:18 > Step: 171900 Progress: 86.0% Elapsed: 19:17:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.24334 Generator_loss: 6.21563
[INFO] 2021-05-04 11:06:56 > Step: 172000 Progress: 86.0% Elapsed: 19:20:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.2335 Generator_loss: 5.76557
[INFO] 2021-05-04 11:06:56 > Start Evaluation (172000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 11:06:56 > Calculating FID Score....
[INFO] 2021-05-04 11:07:44 > Calculating Inception Score....
[INFO] 2021-05-04 11:08:13 > Calculate F_beta Score....
[INFO] 2021-05-04 11:09:52 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 11:09:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 11:09:53 > Calculate Accuracies....
[INFO] 2021-05-04 11:10:35 > Calculate Accuracies....
[INFO] 2021-05-04 11:11:15 > F_8 score (Step: 172000, Using valid images): 0.9584516351387347
[INFO] 2021-05-04 11:11:15 > F_1/8 score (Step: 172000, Using valid images): 0.9716607686506675
[INFO] 2021-05-04 11:11:15 > FID score (Step: 172000, Using valid moments): 16.96770543522848
[INFO] 2021-05-04 11:11:15 > Inception score (Step: 172000, 50000 generated images): 47.434043884277344
[INFO] 2021-05-04 11:11:15 > Best FID score (Step: 166000, Using valid moments): 16.949314038623697
[INFO] 2021-05-04 11:11:41 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 11:14:21 > Step: 172100 Progress: 86.1% Elapsed: 19:27:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.41674 Generator_loss: 5.28926
[INFO] 2021-05-04 11:17:00 > Step: 172200 Progress: 86.1% Elapsed: 19:30:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.29103 Generator_loss: 6.74069
[INFO] 2021-05-04 11:19:38 > Step: 172300 Progress: 86.2% Elapsed: 19:33:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.32315 Generator_loss: 5.56795
[INFO] 2021-05-04 11:22:15 > Step: 172400 Progress: 86.2% Elapsed: 19:35:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.50597 Generator_loss: 5.43382
[INFO] 2021-05-04 11:24:54 > Step: 172500 Progress: 86.2% Elapsed: 19:38:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.30059 Generator_loss: 5.36018
[INFO] 2021-05-04 11:27:32 > Step: 172600 Progress: 86.3% Elapsed: 19:40:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.18235 Generator_loss: 6.73837
[INFO] 2021-05-04 11:30:10 > Step: 172700 Progress: 86.4% Elapsed: 19:43:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.18829 Generator_loss: 6.09758
[INFO] 2021-05-04 11:32:50 > Step: 172800 Progress: 86.4% Elapsed: 19:46:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.32928 Generator_loss: 5.88531
[INFO] 2021-05-04 11:35:28 > Step: 172900 Progress: 86.5% Elapsed: 19:48:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.24334 Generator_loss: 6.90197
[INFO] 2021-05-04 11:38:06 > Step: 173000 Progress: 86.5% Elapsed: 19:51:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.33434 Generator_loss: 5.57774
[INFO] 2021-05-04 11:40:44 > Step: 173100 Progress: 86.6% Elapsed: 19:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.20332 Generator_loss: 5.82879
[INFO] 2021-05-04 11:43:22 > Step: 173200 Progress: 86.6% Elapsed: 19:56:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.14907 Generator_loss: 5.61765
[INFO] 2021-05-04 11:46:01 > Step: 173300 Progress: 86.7% Elapsed: 19:59:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.18841 Generator_loss: 6.33199
[INFO] 2021-05-04 11:48:39 > Step: 173400 Progress: 86.7% Elapsed: 20:02:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.26835 Generator_loss: 5.68378
[INFO] 2021-05-04 11:51:17 > Step: 173500 Progress: 86.8% Elapsed: 20:04:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.35208 Generator_loss: 6.75413
[INFO] 2021-05-04 11:53:55 > Step: 173600 Progress: 86.8% Elapsed: 20:07:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.40007 Generator_loss: 5.75304
[INFO] 2021-05-04 11:56:33 > Step: 173700 Progress: 86.9% Elapsed: 20:09:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.24052 Generator_loss: 5.77863
[INFO] 2021-05-04 11:59:11 > Step: 173800 Progress: 86.9% Elapsed: 20:12:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.17516 Generator_loss: 6.13302
[INFO] 2021-05-04 12:01:48 > Step: 173900 Progress: 87.0% Elapsed: 20:15:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.41326 Generator_loss: 5.45385
[INFO] 2021-05-04 12:04:27 > Step: 174000 Progress: 87.0% Elapsed: 20:17:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.16754 Generator_loss: 6.15939
[INFO] 2021-05-04 12:04:27 > Start Evaluation (174000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 12:04:27 > Calculating FID Score....
[INFO] 2021-05-04 12:05:14 > Calculating Inception Score....
[INFO] 2021-05-04 12:05:43 > Calculate F_beta Score....
[INFO] 2021-05-04 12:07:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 12:07:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 12:07:24 > Calculate Accuracies....
[INFO] 2021-05-04 12:08:06 > Calculate Accuracies....
[INFO] 2021-05-04 12:08:46 > F_8 score (Step: 174000, Using valid images): 0.9522023570031444
[INFO] 2021-05-04 12:08:46 > F_1/8 score (Step: 174000, Using valid images): 0.969147249219834
[INFO] 2021-05-04 12:08:46 > FID score (Step: 174000, Using valid moments): 16.735611556098036
[INFO] 2021-05-04 12:08:46 > Inception score (Step: 174000, 50000 generated images): 47.1200065612793
[INFO] 2021-05-04 12:08:46 > Best FID score (Step: 174000, Using valid moments): 16.735611556098036
[INFO] 2021-05-04 12:09:39 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 12:12:17 > Step: 174100 Progress: 87.1% Elapsed: 20:25:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.19392 Generator_loss: 5.73494
[INFO] 2021-05-04 12:14:55 > Step: 174200 Progress: 87.1% Elapsed: 20:28:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.3529 Generator_loss: 5.39444
[INFO] 2021-05-04 12:17:32 > Step: 174300 Progress: 87.2% Elapsed: 20:30:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.26341 Generator_loss: 5.90971
[INFO] 2021-05-04 12:20:11 > Step: 174400 Progress: 87.2% Elapsed: 20:33:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.18315 Generator_loss: 5.82726
[INFO] 2021-05-04 12:22:49 > Step: 174500 Progress: 87.2% Elapsed: 20:36:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.64924 Generator_loss: 4.94153
[INFO] 2021-05-04 12:25:28 > Step: 174600 Progress: 87.3% Elapsed: 20:38:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.65433 Generator_loss: 5.39819
[INFO] 2021-05-04 12:28:06 > Step: 174700 Progress: 87.4% Elapsed: 20:41:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.41908 Generator_loss: 5.35595
[INFO] 2021-05-04 12:30:44 > Step: 174800 Progress: 87.4% Elapsed: 20:44:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.0712 Generator_loss: 6.21047
[INFO] 2021-05-04 12:33:22 > Step: 174900 Progress: 87.5% Elapsed: 20:46:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.41251 Generator_loss: 5.37661
[INFO] 2021-05-04 12:36:02 > Step: 175000 Progress: 87.5% Elapsed: 20:49:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.50625 Generator_loss: 5.52693
[INFO] 2021-05-04 12:38:40 > Step: 175100 Progress: 87.5% Elapsed: 20:52:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.15012 Generator_loss: 6.11558
[INFO] 2021-05-04 12:41:18 > Step: 175200 Progress: 87.6% Elapsed: 20:54:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.43954 Generator_loss: 6.95211
[INFO] 2021-05-04 12:43:57 > Step: 175300 Progress: 87.6% Elapsed: 20:57:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.29006 Generator_loss: 5.49097
[INFO] 2021-05-04 12:46:35 > Step: 175400 Progress: 87.7% Elapsed: 21:00:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.3487 Generator_loss: 5.50122
[INFO] 2021-05-04 12:49:14 > Step: 175500 Progress: 87.8% Elapsed: 21:02:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.39536 Generator_loss: 5.55827
[INFO] 2021-05-04 12:51:52 > Step: 175600 Progress: 87.8% Elapsed: 21:05:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.28197 Generator_loss: 5.7932
[INFO] 2021-05-04 12:54:29 > Step: 175700 Progress: 87.8% Elapsed: 21:07:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.38469 Generator_loss: 5.84349
[INFO] 2021-05-04 12:57:07 > Step: 175800 Progress: 87.9% Elapsed: 21:10:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.28187 Generator_loss: 5.74141
[INFO] 2021-05-04 12:59:46 > Step: 175900 Progress: 87.9% Elapsed: 21:13:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.27804 Generator_loss: 5.61198
[INFO] 2021-05-04 13:02:24 > Step: 176000 Progress: 88.0% Elapsed: 21:15:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.18491 Generator_loss: 6.27956
[INFO] 2021-05-04 13:02:24 > Start Evaluation (176000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 13:02:24 > Calculating FID Score....
[INFO] 2021-05-04 13:03:11 > Calculating Inception Score....
[INFO] 2021-05-04 13:03:40 > Calculate F_beta Score....
[INFO] 2021-05-04 13:05:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 13:05:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 13:05:18 > Calculate Accuracies....
[INFO] 2021-05-04 13:06:00 > Calculate Accuracies....
[INFO] 2021-05-04 13:06:40 > F_8 score (Step: 176000, Using valid images): 0.9542294479839176
[INFO] 2021-05-04 13:06:40 > F_1/8 score (Step: 176000, Using valid images): 0.9657333460504303
[INFO] 2021-05-04 13:06:40 > FID score (Step: 176000, Using valid moments): 16.68035960480222
[INFO] 2021-05-04 13:06:40 > Inception score (Step: 176000, 50000 generated images): 47.90643310546875
[INFO] 2021-05-04 13:06:40 > Best FID score (Step: 176000, Using valid moments): 16.68035960480222
[INFO] 2021-05-04 13:07:33 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 13:10:10 > Step: 176100 Progress: 88.0% Elapsed: 21:23:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.28278 Generator_loss: 7.10216
[INFO] 2021-05-04 13:12:49 > Step: 176200 Progress: 88.1% Elapsed: 21:26:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.36408 Generator_loss: 5.57192
[INFO] 2021-05-04 13:15:26 > Step: 176300 Progress: 88.1% Elapsed: 21:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.18122 Generator_loss: 6.29114
[INFO] 2021-05-04 13:18:04 > Step: 176400 Progress: 88.2% Elapsed: 21:31:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.13901 Generator_loss: 6.02408
[INFO] 2021-05-04 13:20:42 > Step: 176500 Progress: 88.2% Elapsed: 21:34:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.19028 Generator_loss: 6.00222
[INFO] 2021-05-04 13:23:20 > Step: 176600 Progress: 88.3% Elapsed: 21:36:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.43024 Generator_loss: 5.3274
[INFO] 2021-05-04 13:25:58 > Step: 176700 Progress: 88.3% Elapsed: 21:39:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.1573 Generator_loss: 6.25198
[INFO] 2021-05-04 13:28:37 > Step: 176800 Progress: 88.4% Elapsed: 21:42:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.28318 Generator_loss: 5.65187
[INFO] 2021-05-04 13:31:15 > Step: 176900 Progress: 88.4% Elapsed: 21:44:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.35662 Generator_loss: 5.57454
[INFO] 2021-05-04 13:33:54 > Step: 177000 Progress: 88.5% Elapsed: 21:47:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.29995 Generator_loss: 6.05618
[INFO] 2021-05-04 13:36:33 > Step: 177100 Progress: 88.5% Elapsed: 21:50:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.15977 Generator_loss: 6.53709
[INFO] 2021-05-04 13:39:12 > Step: 177200 Progress: 88.6% Elapsed: 21:52:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.39884 Generator_loss: 6.32956
[INFO] 2021-05-04 13:41:50 > Step: 177300 Progress: 88.6% Elapsed: 21:55:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.17566 Generator_loss: 6.46733
[INFO] 2021-05-04 13:44:28 > Step: 177400 Progress: 88.7% Elapsed: 21:57:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.14556 Generator_loss: 6.47075
[INFO] 2021-05-04 13:47:07 > Step: 177500 Progress: 88.8% Elapsed: 22:00:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.22033 Generator_loss: 5.51777
[INFO] 2021-05-04 13:49:45 > Step: 177600 Progress: 88.8% Elapsed: 22:03:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.19841 Generator_loss: 6.59395
[INFO] 2021-05-04 13:52:22 > Step: 177700 Progress: 88.8% Elapsed: 22:05:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.60935 Generator_loss: 5.77832
[INFO] 2021-05-04 13:55:00 > Step: 177800 Progress: 88.9% Elapsed: 22:08:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.16686 Generator_loss: 5.95622
[INFO] 2021-05-04 13:57:39 > Step: 177900 Progress: 88.9% Elapsed: 22:11:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.14879 Generator_loss: 5.92076
[INFO] 2021-05-04 14:00:16 > Step: 178000 Progress: 89.0% Elapsed: 22:13:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.37498 Generator_loss: 5.57494
[INFO] 2021-05-04 14:00:16 > Start Evaluation (178000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 14:00:16 > Calculating FID Score....
[INFO] 2021-05-04 14:01:04 > Calculating Inception Score....
[INFO] 2021-05-04 14:01:34 > Calculate F_beta Score....
[INFO] 2021-05-04 14:03:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 14:03:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 14:03:09 > Calculate Accuracies....
[INFO] 2021-05-04 14:03:51 > Calculate Accuracies....
[INFO] 2021-05-04 14:04:31 > F_8 score (Step: 178000, Using valid images): 0.9603610011344492
[INFO] 2021-05-04 14:04:31 > F_1/8 score (Step: 178000, Using valid images): 0.9649457505951711
[INFO] 2021-05-04 14:04:31 > FID score (Step: 178000, Using valid moments): 16.636771472293447
[INFO] 2021-05-04 14:04:31 > Inception score (Step: 178000, 50000 generated images): 48.200164794921875
[INFO] 2021-05-04 14:04:31 > Best FID score (Step: 178000, Using valid moments): 16.636771472293447
[INFO] 2021-05-04 14:05:22 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 14:08:00 > Step: 178100 Progress: 89.0% Elapsed: 22:21:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.24081 Generator_loss: 6.40727
[INFO] 2021-05-04 14:10:39 > Step: 178200 Progress: 89.1% Elapsed: 22:24:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.34339 Generator_loss: 5.7702
[INFO] 2021-05-04 14:13:17 > Step: 178300 Progress: 89.1% Elapsed: 22:26:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.16634 Generator_loss: 6.2063
[INFO] 2021-05-04 14:15:55 > Step: 178400 Progress: 89.2% Elapsed: 22:29:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.08056 Generator_loss: 5.98707
[INFO] 2021-05-04 14:18:33 > Step: 178500 Progress: 89.2% Elapsed: 22:31:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.21931 Generator_loss: 5.87285
[INFO] 2021-05-04 14:21:11 > Step: 178600 Progress: 89.3% Elapsed: 22:34:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.14173 Generator_loss: 6.10814
[INFO] 2021-05-04 14:23:49 > Step: 178700 Progress: 89.3% Elapsed: 22:37:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.20964 Generator_loss: 5.65644
[INFO] 2021-05-04 14:26:27 > Step: 178800 Progress: 89.4% Elapsed: 22:39:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.30213 Generator_loss: 5.54069
[INFO] 2021-05-04 14:29:05 > Step: 178900 Progress: 89.5% Elapsed: 22:42:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.21203 Generator_loss: 6.0147
[INFO] 2021-05-04 14:31:43 > Step: 179000 Progress: 89.5% Elapsed: 22:45:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.15996 Generator_loss: 5.85831
[INFO] 2021-05-04 14:34:20 > Step: 179100 Progress: 89.5% Elapsed: 22:47:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.23073 Generator_loss: 5.9121
[INFO] 2021-05-04 14:36:58 > Step: 179200 Progress: 89.6% Elapsed: 22:50:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.26991 Generator_loss: 5.97965
[INFO] 2021-05-04 14:39:36 > Step: 179300 Progress: 89.6% Elapsed: 22:53:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.16949 Generator_loss: 5.81308
[INFO] 2021-05-04 14:42:14 > Step: 179400 Progress: 89.7% Elapsed: 22:55:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.19496 Generator_loss: 5.89446
[INFO] 2021-05-04 14:44:52 > Step: 179500 Progress: 89.8% Elapsed: 22:58:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.19405 Generator_loss: 5.63939
[INFO] 2021-05-04 14:47:31 > Step: 179600 Progress: 89.8% Elapsed: 23:00:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.23922 Generator_loss: 6.0108
[INFO] 2021-05-04 14:50:09 > Step: 179700 Progress: 89.8% Elapsed: 23:03:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.31654 Generator_loss: 5.73144
[INFO] 2021-05-04 14:52:47 > Step: 179800 Progress: 89.9% Elapsed: 23:06:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.14728 Generator_loss: 6.59027
[INFO] 2021-05-04 14:55:25 > Step: 179900 Progress: 90.0% Elapsed: 23:08:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.15214 Generator_loss: 6.56861
[INFO] 2021-05-04 14:58:02 > Step: 180000 Progress: 90.0% Elapsed: 23:11:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.35875 Generator_loss: 5.59324
[INFO] 2021-05-04 14:58:02 > Start Evaluation (180000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 14:58:02 > Calculating FID Score....
[INFO] 2021-05-04 14:58:50 > Calculating Inception Score....
[INFO] 2021-05-04 14:59:19 > Calculate F_beta Score....
[INFO] 2021-05-04 15:03:35 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 15:03:35 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 15:03:35 > Calculate Accuracies....
[INFO] 2021-05-04 15:04:18 > Calculate Accuracies....
[INFO] 2021-05-04 15:04:58 > F_8 score (Step: 180000, Using valid images): 0.9570616604074085
[INFO] 2021-05-04 15:04:58 > F_1/8 score (Step: 180000, Using valid images): 0.9719909756338329
[INFO] 2021-05-04 15:04:58 > FID score (Step: 180000, Using valid moments): 16.542106049659992
[INFO] 2021-05-04 15:04:58 > Inception score (Step: 180000, 50000 generated images): 48.020259857177734
[INFO] 2021-05-04 15:04:58 > Best FID score (Step: 180000, Using valid moments): 16.542106049659992
[INFO] 2021-05-04 15:05:51 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 15:08:29 > Step: 180100 Progress: 90.0% Elapsed: 23:21:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.10716 Generator_loss: 6.44046
[INFO] 2021-05-04 15:11:07 > Step: 180200 Progress: 90.1% Elapsed: 23:24:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.27581 Generator_loss: 6.01528
[INFO] 2021-05-04 15:13:45 > Step: 180300 Progress: 90.1% Elapsed: 23:27:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.27209 Generator_loss: 6.02493
[INFO] 2021-05-04 15:16:22 > Step: 180400 Progress: 90.2% Elapsed: 23:29:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.22988 Generator_loss: 5.72382
[INFO] 2021-05-04 15:19:01 > Step: 180500 Progress: 90.2% Elapsed: 23:32:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.36241 Generator_loss: 6.94709
[INFO] 2021-05-04 15:21:39 > Step: 180600 Progress: 90.3% Elapsed: 23:35:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.38276 Generator_loss: 5.31156
[INFO] 2021-05-04 15:24:17 > Step: 180700 Progress: 90.3% Elapsed: 23:37:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.13251 Generator_loss: 6.13152
[INFO] 2021-05-04 15:26:55 > Step: 180800 Progress: 90.4% Elapsed: 23:40:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.1362 Generator_loss: 6.31772
[INFO] 2021-05-04 15:29:32 > Step: 180900 Progress: 90.5% Elapsed: 23:42:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.34601 Generator_loss: 6.74935
[INFO] 2021-05-04 15:32:10 > Step: 181000 Progress: 90.5% Elapsed: 23:45:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.30872 Generator_loss: 5.47945
[INFO] 2021-05-04 15:34:48 > Step: 181100 Progress: 90.5% Elapsed: 23:48:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.30408 Generator_loss: 5.59649
[INFO] 2021-05-04 15:37:25 > Step: 181200 Progress: 90.6% Elapsed: 23:50:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.22883 Generator_loss: 5.96081
[INFO] 2021-05-04 15:40:04 > Step: 181300 Progress: 90.6% Elapsed: 23:53:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.12712 Generator_loss: 5.95875
[INFO] 2021-05-04 15:42:41 > Step: 181400 Progress: 90.7% Elapsed: 23:56:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.29674 Generator_loss: 5.62251
[INFO] 2021-05-04 15:45:19 > Step: 181500 Progress: 90.8% Elapsed: 23:58:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.18129 Generator_loss: 5.80103
[INFO] 2021-05-04 15:47:58 > Step: 181600 Progress: 90.8% Elapsed: 1 day, 0:01:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.13938 Generator_loss: 6.46111
[INFO] 2021-05-04 15:50:36 > Step: 181700 Progress: 90.8% Elapsed: 1 day, 0:04:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.28898 Generator_loss: 5.75
[INFO] 2021-05-04 15:53:14 > Step: 181800 Progress: 90.9% Elapsed: 1 day, 0:06:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.25563 Generator_loss: 5.71043
[INFO] 2021-05-04 15:55:52 > Step: 181900 Progress: 91.0% Elapsed: 1 day, 0:09:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.20363 Generator_loss: 6.64872
[INFO] 2021-05-04 15:58:30 > Step: 182000 Progress: 91.0% Elapsed: 1 day, 0:11:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.36746 Generator_loss: 5.57723
[INFO] 2021-05-04 15:58:30 > Start Evaluation (182000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 15:58:30 > Calculating FID Score....
[INFO] 2021-05-04 15:59:17 > Calculating Inception Score....
[INFO] 2021-05-04 15:59:47 > Calculate F_beta Score....
[INFO] 2021-05-04 16:01:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 16:01:24 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 16:01:25 > Calculate Accuracies....
[INFO] 2021-05-04 16:02:06 > Calculate Accuracies....
[INFO] 2021-05-04 16:02:46 > F_8 score (Step: 182000, Using valid images): 0.9529861373438051
[INFO] 2021-05-04 16:02:46 > F_1/8 score (Step: 182000, Using valid images): 0.9689237576719795
[INFO] 2021-05-04 16:02:46 > FID score (Step: 182000, Using valid moments): 16.56081507485584
[INFO] 2021-05-04 16:02:46 > Inception score (Step: 182000, 50000 generated images): 48.684059143066406
[INFO] 2021-05-04 16:02:46 > Best FID score (Step: 180000, Using valid moments): 16.542106049659992
[INFO] 2021-05-04 16:03:13 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 16:05:52 > Step: 182100 Progress: 91.0% Elapsed: 1 day, 0:19:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.28516 Generator_loss: 5.17327
[INFO] 2021-05-04 16:08:31 > Step: 182200 Progress: 91.1% Elapsed: 1 day, 0:21:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.13899 Generator_loss: 6.32447
[INFO] 2021-05-04 16:11:08 > Step: 182300 Progress: 91.1% Elapsed: 1 day, 0:24:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.15475 Generator_loss: 6.30379
[INFO] 2021-05-04 16:13:46 > Step: 182400 Progress: 91.2% Elapsed: 1 day, 0:27:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.2254 Generator_loss: 5.39859
[INFO] 2021-05-04 16:16:24 > Step: 182500 Progress: 91.2% Elapsed: 1 day, 0:29:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.20133 Generator_loss: 6.43789
[INFO] 2021-05-04 16:19:02 > Step: 182600 Progress: 91.3% Elapsed: 1 day, 0:32:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.22653 Generator_loss: 5.64918
[INFO] 2021-05-04 16:21:39 > Step: 182700 Progress: 91.3% Elapsed: 1 day, 0:35:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.14448 Generator_loss: 5.81598
[INFO] 2021-05-04 16:24:17 > Step: 182800 Progress: 91.4% Elapsed: 1 day, 0:37:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.18126 Generator_loss: 5.80602
[INFO] 2021-05-04 16:26:55 > Step: 182900 Progress: 91.5% Elapsed: 1 day, 0:40:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.27203 Generator_loss: 5.66335
[INFO] 2021-05-04 16:29:31 > Step: 183000 Progress: 91.5% Elapsed: 1 day, 0:42:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.27599 Generator_loss: 6.52326
[INFO] 2021-05-04 16:32:09 > Step: 183100 Progress: 91.5% Elapsed: 1 day, 0:45:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.1845 Generator_loss: 5.91893
[INFO] 2021-05-04 16:34:48 > Step: 183200 Progress: 91.6% Elapsed: 1 day, 0:48:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.23681 Generator_loss: 5.92133
[INFO] 2021-05-04 16:37:56 > Step: 183300 Progress: 91.6% Elapsed: 1 day, 0:51:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.22364 Generator_loss: 6.16472
[INFO] 2021-05-04 16:40:34 > Step: 183400 Progress: 91.7% Elapsed: 1 day, 0:54:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.37511 Generator_loss: 5.80838
[INFO] 2021-05-04 16:43:11 > Step: 183500 Progress: 91.8% Elapsed: 1 day, 0:56:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.17661 Generator_loss: 6.3013
[INFO] 2021-05-04 16:45:49 > Step: 183600 Progress: 91.8% Elapsed: 1 day, 0:59:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.33313 Generator_loss: 5.32107
[INFO] 2021-05-04 16:48:27 > Step: 183700 Progress: 91.8% Elapsed: 1 day, 1:01:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.28134 Generator_loss: 5.60233
[INFO] 2021-05-04 16:51:05 > Step: 183800 Progress: 91.9% Elapsed: 1 day, 1:04:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.13435 Generator_loss: 5.84004
[INFO] 2021-05-04 16:53:43 > Step: 183900 Progress: 92.0% Elapsed: 1 day, 1:07:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.15423 Generator_loss: 6.54632
[INFO] 2021-05-04 16:56:21 > Step: 184000 Progress: 92.0% Elapsed: 1 day, 1:09:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.72519 Generator_loss: 5.16531
[INFO] 2021-05-04 16:56:21 > Start Evaluation (184000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 16:56:21 > Calculating FID Score....
[INFO] 2021-05-04 16:57:10 > Calculating Inception Score....
[INFO] 2021-05-04 16:57:39 > Calculate F_beta Score....
[INFO] 2021-05-04 16:59:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 16:59:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 16:59:14 > Calculate Accuracies....
[INFO] 2021-05-04 16:59:56 > Calculate Accuracies....
[INFO] 2021-05-04 17:00:36 > F_8 score (Step: 184000, Using valid images): 0.9578574004576699
[INFO] 2021-05-04 17:00:36 > F_1/8 score (Step: 184000, Using valid images): 0.968656983656738
[INFO] 2021-05-04 17:00:36 > FID score (Step: 184000, Using valid moments): 16.536207533467632
[INFO] 2021-05-04 17:00:36 > Inception score (Step: 184000, 50000 generated images): 48.75701904296875
[INFO] 2021-05-04 17:00:36 > Best FID score (Step: 184000, Using valid moments): 16.536207533467632
[INFO] 2021-05-04 17:01:29 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 17:04:07 > Step: 184100 Progress: 92.0% Elapsed: 1 day, 1:17:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.3098 Generator_loss: 5.76221
[INFO] 2021-05-04 17:06:45 > Step: 184200 Progress: 92.1% Elapsed: 1 day, 1:20:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.3453 Generator_loss: 5.51488
[INFO] 2021-05-04 17:09:23 > Step: 184300 Progress: 92.2% Elapsed: 1 day, 1:22:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.18298 Generator_loss: 6.30971
[INFO] 2021-05-04 17:12:02 > Step: 184400 Progress: 92.2% Elapsed: 1 day, 1:25:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.15313 Generator_loss: 6.37932
[INFO] 2021-05-04 17:14:40 > Step: 184500 Progress: 92.2% Elapsed: 1 day, 1:28:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.13793 Generator_loss: 5.85415
[INFO] 2021-05-04 17:17:19 > Step: 184600 Progress: 92.3% Elapsed: 1 day, 1:30:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.23413 Generator_loss: 6.16787
[INFO] 2021-05-04 17:19:58 > Step: 184700 Progress: 92.3% Elapsed: 1 day, 1:33:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.16572 Generator_loss: 6.23119
[INFO] 2021-05-04 17:22:36 > Step: 184800 Progress: 92.4% Elapsed: 1 day, 1:36:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.1616 Generator_loss: 6.24874
[INFO] 2021-05-04 17:25:14 > Step: 184900 Progress: 92.5% Elapsed: 1 day, 1:38:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.21647 Generator_loss: 5.81456
[INFO] 2021-05-04 17:27:52 > Step: 185000 Progress: 92.5% Elapsed: 1 day, 1:41:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.17895 Generator_loss: 6.73307
[INFO] 2021-05-04 17:30:30 > Step: 185100 Progress: 92.5% Elapsed: 1 day, 1:43:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.12533 Generator_loss: 5.96953
[INFO] 2021-05-04 17:33:08 > Step: 185200 Progress: 92.6% Elapsed: 1 day, 1:46:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.37208 Generator_loss: 5.54048
[INFO] 2021-05-04 17:35:47 > Step: 185300 Progress: 92.7% Elapsed: 1 day, 1:49:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.19094 Generator_loss: 6.70068
[INFO] 2021-05-04 17:38:25 > Step: 185400 Progress: 92.7% Elapsed: 1 day, 1:51:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.17684 Generator_loss: 6.24019
[INFO] 2021-05-04 17:41:04 > Step: 185500 Progress: 92.8% Elapsed: 1 day, 1:54:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.11649 Generator_loss: 6.6678
[INFO] 2021-05-04 17:43:42 > Step: 185600 Progress: 92.8% Elapsed: 1 day, 1:57:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.13078 Generator_loss: 5.93335
[INFO] 2021-05-04 17:46:20 > Step: 185700 Progress: 92.8% Elapsed: 1 day, 1:59:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.12554 Generator_loss: 6.1797
[INFO] 2021-05-04 17:48:58 > Step: 185800 Progress: 92.9% Elapsed: 1 day, 2:02:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.12676 Generator_loss: 6.55517
[INFO] 2021-05-04 17:51:36 > Step: 185900 Progress: 93.0% Elapsed: 1 day, 2:05:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.12225 Generator_loss: 6.58934
[INFO] 2021-05-04 17:54:14 > Step: 186000 Progress: 93.0% Elapsed: 1 day, 2:07:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.249 Generator_loss: 6.58267
[INFO] 2021-05-04 17:54:14 > Start Evaluation (186000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 17:54:14 > Calculating FID Score....
[INFO] 2021-05-04 17:55:02 > Calculating Inception Score....
[INFO] 2021-05-04 17:55:31 > Calculate F_beta Score....
[INFO] 2021-05-04 17:57:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 17:57:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 17:57:06 > Calculate Accuracies....
[INFO] 2021-05-04 17:57:48 > Calculate Accuracies....
[INFO] 2021-05-04 17:58:27 > F_8 score (Step: 186000, Using valid images): 0.9590130661969914
[INFO] 2021-05-04 17:58:27 > F_1/8 score (Step: 186000, Using valid images): 0.9633742760075705
[INFO] 2021-05-04 17:58:27 > FID score (Step: 186000, Using valid moments): 16.556238102121824
[INFO] 2021-05-04 17:58:27 > Inception score (Step: 186000, 50000 generated images): 48.922298431396484
[INFO] 2021-05-04 17:58:27 > Best FID score (Step: 184000, Using valid moments): 16.536207533467632
[INFO] 2021-05-04 17:58:50 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 18:01:28 > Step: 186100 Progress: 93.0% Elapsed: 1 day, 2:14:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.1851 Generator_loss: 6.02586
[INFO] 2021-05-04 18:04:06 > Step: 186200 Progress: 93.1% Elapsed: 1 day, 2:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.26811 Generator_loss: 5.70729
[INFO] 2021-05-04 18:06:44 > Step: 186300 Progress: 93.2% Elapsed: 1 day, 2:20:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.26592 Generator_loss: 5.7681
[INFO] 2021-05-04 18:09:22 > Step: 186400 Progress: 93.2% Elapsed: 1 day, 2:22:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.23389 Generator_loss: 6.27782
[INFO] 2021-05-04 18:12:00 > Step: 186500 Progress: 93.2% Elapsed: 1 day, 2:25:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.2065 Generator_loss: 6.69833
[INFO] 2021-05-04 18:14:37 > Step: 186600 Progress: 93.3% Elapsed: 1 day, 2:28:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.21215 Generator_loss: 5.79941
[INFO] 2021-05-04 18:17:16 > Step: 186700 Progress: 93.3% Elapsed: 1 day, 2:30:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.20408 Generator_loss: 6.37088
[INFO] 2021-05-04 18:19:54 > Step: 186800 Progress: 93.4% Elapsed: 1 day, 2:33:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.17233 Generator_loss: 6.12595
[INFO] 2021-05-04 18:22:33 > Step: 186900 Progress: 93.5% Elapsed: 1 day, 2:35:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.24631 Generator_loss: 5.51762
[INFO] 2021-05-04 18:25:12 > Step: 187000 Progress: 93.5% Elapsed: 1 day, 2:38:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.36632 Generator_loss: 6.70327
[INFO] 2021-05-04 18:27:51 > Step: 187100 Progress: 93.5% Elapsed: 1 day, 2:41:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.20814 Generator_loss: 6.75255
[INFO] 2021-05-04 18:30:29 > Step: 187200 Progress: 93.6% Elapsed: 1 day, 2:43:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.41139 Generator_loss: 5.70539
[INFO] 2021-05-04 18:33:06 > Step: 187300 Progress: 93.7% Elapsed: 1 day, 2:46:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.22007 Generator_loss: 6.20713
[INFO] 2021-05-04 18:35:44 > Step: 187400 Progress: 93.7% Elapsed: 1 day, 2:49:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.25593 Generator_loss: 6.042
[INFO] 2021-05-04 18:38:22 > Step: 187500 Progress: 93.8% Elapsed: 1 day, 2:51:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.31557 Generator_loss: 5.4837
[INFO] 2021-05-04 18:41:00 > Step: 187600 Progress: 93.8% Elapsed: 1 day, 2:54:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.3813 Generator_loss: 5.2777
[INFO] 2021-05-04 18:43:37 > Step: 187700 Progress: 93.8% Elapsed: 1 day, 2:57:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.0974 Generator_loss: 6.34537
[INFO] 2021-05-04 18:46:15 > Step: 187800 Progress: 93.9% Elapsed: 1 day, 2:59:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.1962 Generator_loss: 6.61388
[INFO] 2021-05-04 18:48:53 > Step: 187900 Progress: 94.0% Elapsed: 1 day, 3:02:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.14184 Generator_loss: 6.35363
[INFO] 2021-05-04 18:51:32 > Step: 188000 Progress: 94.0% Elapsed: 1 day, 3:04:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.3843 Generator_loss: 5.20754
[INFO] 2021-05-04 18:51:32 > Start Evaluation (188000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 18:51:32 > Calculating FID Score....
[INFO] 2021-05-04 18:52:26 > Calculating Inception Score....
[INFO] 2021-05-04 18:52:56 > Calculate F_beta Score....
[INFO] 2021-05-04 18:57:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 18:57:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 18:57:22 > Calculate Accuracies....
[INFO] 2021-05-04 18:58:04 > Calculate Accuracies....
[INFO] 2021-05-04 18:58:44 > F_8 score (Step: 188000, Using valid images): 0.9565718063412239
[INFO] 2021-05-04 18:58:44 > F_1/8 score (Step: 188000, Using valid images): 0.9666046006888015
[INFO] 2021-05-04 18:58:44 > FID score (Step: 188000, Using valid moments): 16.544816001993297
[INFO] 2021-05-04 18:58:44 > Inception score (Step: 188000, 50000 generated images): 49.609004974365234
[INFO] 2021-05-04 18:58:44 > Best FID score (Step: 184000, Using valid moments): 16.536207533467632
[INFO] 2021-05-04 18:59:11 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 19:11:49 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-best-weights-step=184000.pth
[INFO] 2021-05-04 19:11:49 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-best-weights-step=184000.pth
[INFO] 2021-05-04 19:11:53 > Start training....
[INFO] 2021-05-04 19:24:51 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-current-weights-step=188000.pth
[INFO] 2021-05-04 19:24:51 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-current-weights-step=188000.pth
[INFO] 2021-05-04 19:24:54 > Start training....
[INFO] 2021-05-04 19:27:55 > Step: 188100 Progress: 37.6% Elapsed: 0:03:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.19289 Generator_loss: 5.43903
[INFO] 2021-05-04 19:30:33 > Step: 188200 Progress: 37.6% Elapsed: 0:05:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.18045 Generator_loss: 6.21994
[INFO] 2021-05-04 19:33:10 > Step: 188300 Progress: 37.7% Elapsed: 0:08:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.57153 Generator_loss: 5.18038
[INFO] 2021-05-04 19:35:47 > Step: 188400 Progress: 37.7% Elapsed: 0:10:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.13186 Generator_loss: 5.95878
[INFO] 2021-05-04 19:38:25 > Step: 188500 Progress: 37.7% Elapsed: 0:13:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.31843 Generator_loss: 5.60597
[INFO] 2021-05-04 19:41:01 > Step: 188600 Progress: 37.7% Elapsed: 0:16:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.19567 Generator_loss: 5.6523
[INFO] 2021-05-04 19:43:38 > Step: 188700 Progress: 37.7% Elapsed: 0:18:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.23884 Generator_loss: 5.67995
[INFO] 2021-05-04 19:46:16 > Step: 188800 Progress: 37.8% Elapsed: 0:21:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.39156 Generator_loss: 6.65692
[INFO] 2021-05-04 19:48:53 > Step: 188900 Progress: 37.8% Elapsed: 0:23:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.23451 Generator_loss: 5.76358
[INFO] 2021-05-04 19:51:30 > Step: 189000 Progress: 37.8% Elapsed: 0:26:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.20367 Generator_loss: 5.9986
[INFO] 2021-05-04 19:54:07 > Step: 189100 Progress: 37.8% Elapsed: 0:29:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.26885 Generator_loss: 6.71945
[INFO] 2021-05-04 19:56:44 > Step: 189200 Progress: 37.8% Elapsed: 0:31:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.06061 Generator_loss: 6.36513
[INFO] 2021-05-04 19:59:22 > Step: 189300 Progress: 37.9% Elapsed: 0:34:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.13108 Generator_loss: 6.35799
[INFO] 2021-05-04 20:02:00 > Step: 189400 Progress: 37.9% Elapsed: 0:37:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.25977 Generator_loss: 5.74102
[INFO] 2021-05-04 20:04:38 > Step: 189500 Progress: 37.9% Elapsed: 0:39:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.19435 Generator_loss: 5.7699
[INFO] 2021-05-04 20:07:16 > Step: 189600 Progress: 37.9% Elapsed: 0:42:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.16399 Generator_loss: 6.3248
[INFO] 2021-05-04 20:09:53 > Step: 189700 Progress: 37.9% Elapsed: 0:44:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.16514 Generator_loss: 6.09212
[INFO] 2021-05-04 20:12:31 > Step: 189800 Progress: 38.0% Elapsed: 0:47:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.27995 Generator_loss: 5.6592
[INFO] 2021-05-04 20:15:08 > Step: 189900 Progress: 38.0% Elapsed: 0:50:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.18341 Generator_loss: 5.91108
[INFO] 2021-05-04 20:17:46 > Step: 190000 Progress: 38.0% Elapsed: 0:52:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.23366 Generator_loss: 5.93302
[INFO] 2021-05-04 20:17:46 > Start Evaluation (190000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 20:17:46 > Calculating FID Score....
[INFO] 2021-05-04 20:18:35 > Calculating Inception Score....
[INFO] 2021-05-04 20:19:04 > Calculate F_beta Score....
[INFO] 2021-05-04 20:23:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 20:23:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 20:23:37 > Calculate Accuracies....
[INFO] 2021-05-04 20:24:19 > Calculate Accuracies....
[INFO] 2021-05-04 20:24:59 > F_8 score (Step: 190000, Using valid images): 0.9578314693832995
[INFO] 2021-05-04 20:24:59 > F_1/8 score (Step: 190000, Using valid images): 0.968724793038868
[INFO] 2021-05-04 20:24:59 > FID score (Step: 190000, Using valid moments): 16.435875380529183
[INFO] 2021-05-04 20:24:59 > Inception score (Step: 190000, 50000 generated images): 49.41102981567383
[INFO] 2021-05-04 20:24:59 > Best FID score (Step: 190000, Using valid moments): 16.435875380529183
[INFO] 2021-05-04 20:26:10 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 20:28:48 > Step: 190100 Progress: 38.0% Elapsed: 1:03:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.31495 Generator_loss: 5.46454
[INFO] 2021-05-04 20:31:25 > Step: 190200 Progress: 38.0% Elapsed: 1:06:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.15175 Generator_loss: 6.35793
[INFO] 2021-05-04 20:34:03 > Step: 190300 Progress: 38.1% Elapsed: 1:09:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.1105 Generator_loss: 5.85395
[INFO] 2021-05-04 20:36:41 > Step: 190400 Progress: 38.1% Elapsed: 1:11:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.28984 Generator_loss: 5.69914
[INFO] 2021-05-04 20:39:18 > Step: 190500 Progress: 38.1% Elapsed: 1:14:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.26325 Generator_loss: 5.75138
[INFO] 2021-05-04 20:41:57 > Step: 190600 Progress: 38.1% Elapsed: 1:17:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.25118 Generator_loss: 5.64787
[INFO] 2021-05-04 20:44:35 > Step: 190700 Progress: 38.1% Elapsed: 1:19:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.57821 Generator_loss: 5.53923
[INFO] 2021-05-04 20:47:13 > Step: 190800 Progress: 38.2% Elapsed: 1:22:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.0881 Generator_loss: 6.53594
[INFO] 2021-05-04 20:49:51 > Step: 190900 Progress: 38.2% Elapsed: 1:24:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.16328 Generator_loss: 6.13169
[INFO] 2021-05-04 20:52:29 > Step: 191000 Progress: 38.2% Elapsed: 1:27:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.22493 Generator_loss: 5.43064
[INFO] 2021-05-04 20:55:07 > Step: 191100 Progress: 38.2% Elapsed: 1:30:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.16918 Generator_loss: 5.93414
[INFO] 2021-05-04 20:57:45 > Step: 191200 Progress: 38.2% Elapsed: 1:32:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.12913 Generator_loss: 6.42961
[INFO] 2021-05-04 21:00:24 > Step: 191300 Progress: 38.3% Elapsed: 1:35:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.39033 Generator_loss: 5.51629
[INFO] 2021-05-04 21:03:02 > Step: 191400 Progress: 38.3% Elapsed: 1:38:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.31904 Generator_loss: 6.79295
[INFO] 2021-05-04 21:05:40 > Step: 191500 Progress: 38.3% Elapsed: 1:40:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.15922 Generator_loss: 6.40635
[INFO] 2021-05-04 21:08:19 > Step: 191600 Progress: 38.3% Elapsed: 1:43:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.26998 Generator_loss: 5.67456
[INFO] 2021-05-04 21:10:58 > Step: 191700 Progress: 38.3% Elapsed: 1:46:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.41861 Generator_loss: 5.4711
[INFO] 2021-05-04 21:13:36 > Step: 191800 Progress: 38.4% Elapsed: 1:48:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.13107 Generator_loss: 6.54088
[INFO] 2021-05-04 21:16:15 > Step: 191900 Progress: 38.4% Elapsed: 1:51:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.13722 Generator_loss: 6.37502
[INFO] 2021-05-04 21:18:53 > Step: 192000 Progress: 38.4% Elapsed: 1:53:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.21439 Generator_loss: 6.46622
[INFO] 2021-05-04 21:18:53 > Start Evaluation (192000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 21:18:53 > Calculating FID Score....
[INFO] 2021-05-04 21:19:42 > Calculating Inception Score....
[INFO] 2021-05-04 21:20:12 > Calculate F_beta Score....
[INFO] 2021-05-04 21:24:49 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 21:24:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 21:24:50 > Calculate Accuracies....
[INFO] 2021-05-04 21:25:32 > Calculate Accuracies....
[INFO] 2021-05-04 21:26:12 > F_8 score (Step: 192000, Using valid images): 0.9584789694940095
[INFO] 2021-05-04 21:26:12 > F_1/8 score (Step: 192000, Using valid images): 0.9665156923966889
[INFO] 2021-05-04 21:26:12 > FID score (Step: 192000, Using valid moments): 16.369186770333727
[INFO] 2021-05-04 21:26:12 > Inception score (Step: 192000, 50000 generated images): 49.673274993896484
[INFO] 2021-05-04 21:26:12 > Best FID score (Step: 192000, Using valid moments): 16.369186770333727
[INFO] 2021-05-04 21:27:04 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 21:29:42 > Step: 192100 Progress: 38.4% Elapsed: 2:04:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.23089 Generator_loss: 6.67466
[INFO] 2021-05-04 21:32:21 > Step: 192200 Progress: 38.4% Elapsed: 2:07:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.11991 Generator_loss: 6.2226
[INFO] 2021-05-04 21:34:59 > Step: 192300 Progress: 38.5% Elapsed: 2:10:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.08168 Generator_loss: 6.73466
[INFO] 2021-05-04 21:37:37 > Step: 192400 Progress: 38.5% Elapsed: 2:12:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.18059 Generator_loss: 5.86549
[INFO] 2021-05-04 21:40:15 > Step: 192500 Progress: 38.5% Elapsed: 2:15:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.09166 Generator_loss: 6.27209
[INFO] 2021-05-04 21:42:54 > Step: 192600 Progress: 38.5% Elapsed: 2:17:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.18982 Generator_loss: 6.53866
[INFO] 2021-05-04 21:45:33 > Step: 192700 Progress: 38.5% Elapsed: 2:20:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.14918 Generator_loss: 5.85276
[INFO] 2021-05-04 21:48:12 > Step: 192800 Progress: 38.6% Elapsed: 2:23:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.48799 Generator_loss: 5.27513
[INFO] 2021-05-04 21:50:50 > Step: 192900 Progress: 38.6% Elapsed: 2:25:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.16778 Generator_loss: 6.08981
[INFO] 2021-05-04 21:53:29 > Step: 193000 Progress: 38.6% Elapsed: 2:28:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.26388 Generator_loss: 5.80216
[INFO] 2021-05-04 21:56:09 > Step: 193100 Progress: 38.6% Elapsed: 2:31:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.10443 Generator_loss: 6.26725
[INFO] 2021-05-04 21:58:47 > Step: 193200 Progress: 38.6% Elapsed: 2:33:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.39798 Generator_loss: 5.51121
[INFO] 2021-05-04 22:01:25 > Step: 193300 Progress: 38.7% Elapsed: 2:36:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.25549 Generator_loss: 5.81137
[INFO] 2021-05-04 22:04:04 > Step: 193400 Progress: 38.7% Elapsed: 2:39:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.22706 Generator_loss: 6.50782
[INFO] 2021-05-04 22:06:42 > Step: 193500 Progress: 38.7% Elapsed: 2:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.18963 Generator_loss: 5.90782
[INFO] 2021-05-04 22:09:21 > Step: 193600 Progress: 38.7% Elapsed: 2:44:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.1936 Generator_loss: 6.29028
[INFO] 2021-05-04 22:12:00 > Step: 193700 Progress: 38.7% Elapsed: 2:47:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.14339 Generator_loss: 6.76832
[INFO] 2021-05-04 22:14:38 > Step: 193800 Progress: 38.8% Elapsed: 2:49:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.12412 Generator_loss: 6.18668
[INFO] 2021-05-04 22:17:16 > Step: 193900 Progress: 38.8% Elapsed: 2:52:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.33241 Generator_loss: 5.83476
[INFO] 2021-05-04 22:19:55 > Step: 194000 Progress: 38.8% Elapsed: 2:55:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.12154 Generator_loss: 6.44496
[INFO] 2021-05-04 22:19:55 > Start Evaluation (194000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 22:19:55 > Calculating FID Score....
[INFO] 2021-05-04 22:20:44 > Calculating Inception Score....
[INFO] 2021-05-04 22:21:14 > Calculate F_beta Score....
[INFO] 2021-05-04 22:22:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 22:22:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 22:22:47 > Calculate Accuracies....
[INFO] 2021-05-04 22:23:29 > Calculate Accuracies....
[INFO] 2021-05-04 22:24:09 > F_8 score (Step: 194000, Using valid images): 0.9606610738507463
[INFO] 2021-05-04 22:24:09 > F_1/8 score (Step: 194000, Using valid images): 0.9680990278936638
[INFO] 2021-05-04 22:24:09 > FID score (Step: 194000, Using valid moments): 16.447215886033064
[INFO] 2021-05-04 22:24:09 > Inception score (Step: 194000, 50000 generated images): 49.87489700317383
[INFO] 2021-05-04 22:24:09 > Best FID score (Step: 192000, Using valid moments): 16.369186770333727
[INFO] 2021-05-04 22:24:35 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 22:27:13 > Step: 194100 Progress: 38.8% Elapsed: 3:02:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.20397 Generator_loss: 6.14969
[INFO] 2021-05-04 22:29:51 > Step: 194200 Progress: 38.8% Elapsed: 3:04:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.57765 Generator_loss: 5.38656
[INFO] 2021-05-04 22:32:29 > Step: 194300 Progress: 38.9% Elapsed: 3:07:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.39641 Generator_loss: 5.35629
[INFO] 2021-05-04 22:35:07 > Step: 194400 Progress: 38.9% Elapsed: 3:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.09438 Generator_loss: 5.97672
[INFO] 2021-05-04 22:37:45 > Step: 194500 Progress: 38.9% Elapsed: 3:12:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.1761 Generator_loss: 5.71049
[INFO] 2021-05-04 22:40:23 > Step: 194600 Progress: 38.9% Elapsed: 3:15:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.31112 Generator_loss: 5.65759
[INFO] 2021-05-04 22:43:01 > Step: 194700 Progress: 38.9% Elapsed: 3:18:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.17983 Generator_loss: 6.01287
[INFO] 2021-05-04 22:45:38 > Step: 194800 Progress: 39.0% Elapsed: 3:20:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.62781 Generator_loss: 6.86203
[INFO] 2021-05-04 22:48:16 > Step: 194900 Progress: 39.0% Elapsed: 3:23:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.3102 Generator_loss: 5.59783
[INFO] 2021-05-04 22:50:54 > Step: 195000 Progress: 39.0% Elapsed: 3:25:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.1353 Generator_loss: 6.07451
[INFO] 2021-05-04 22:53:32 > Step: 195100 Progress: 39.0% Elapsed: 3:28:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.13851 Generator_loss: 5.77475
[INFO] 2021-05-04 22:56:11 > Step: 195200 Progress: 39.0% Elapsed: 3:31:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.20269 Generator_loss: 6.35027
[INFO] 2021-05-04 22:58:49 > Step: 195300 Progress: 39.1% Elapsed: 3:33:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.16719 Generator_loss: 5.85024
[INFO] 2021-05-04 23:01:27 > Step: 195400 Progress: 39.1% Elapsed: 3:36:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.20013 Generator_loss: 6.30909
[INFO] 2021-05-04 23:04:05 > Step: 195500 Progress: 39.1% Elapsed: 3:39:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.14903 Generator_loss: 6.31399
[INFO] 2021-05-04 23:06:45 > Step: 195600 Progress: 39.1% Elapsed: 3:41:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.34561 Generator_loss: 5.50738
[INFO] 2021-05-04 23:09:24 > Step: 195700 Progress: 39.1% Elapsed: 3:44:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.21423 Generator_loss: 6.0689
[INFO] 2021-05-04 23:12:03 > Step: 195800 Progress: 39.2% Elapsed: 3:47:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.16041 Generator_loss: 5.76944
[INFO] 2021-05-04 23:14:42 > Step: 195900 Progress: 39.2% Elapsed: 3:49:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.19462 Generator_loss: 6.87853
[INFO] 2021-05-04 23:17:21 > Step: 196000 Progress: 39.2% Elapsed: 3:52:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.4642 Generator_loss: 5.30188
[INFO] 2021-05-04 23:17:21 > Start Evaluation (196000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 23:17:21 > Calculating FID Score....
[INFO] 2021-05-04 23:18:09 > Calculating Inception Score....
[INFO] 2021-05-04 23:18:38 > Calculate F_beta Score....
[INFO] 2021-05-04 23:20:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-04 23:20:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-04 23:20:14 > Calculate Accuracies....
[INFO] 2021-05-04 23:20:55 > Calculate Accuracies....
[INFO] 2021-05-04 23:21:35 > F_8 score (Step: 196000, Using valid images): 0.9627326236378672
[INFO] 2021-05-04 23:21:35 > F_1/8 score (Step: 196000, Using valid images): 0.9703375151875439
[INFO] 2021-05-04 23:21:35 > FID score (Step: 196000, Using valid moments): 16.322034620904162
[INFO] 2021-05-04 23:21:35 > Inception score (Step: 196000, 50000 generated images): 50.222835540771484
[INFO] 2021-05-04 23:21:35 > Best FID score (Step: 196000, Using valid moments): 16.322034620904162
[INFO] 2021-05-04 23:22:28 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-04 23:25:07 > Step: 196100 Progress: 39.2% Elapsed: 4:00:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.16606 Generator_loss: 6.14199
[INFO] 2021-05-04 23:27:45 > Step: 196200 Progress: 39.2% Elapsed: 4:02:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.23766 Generator_loss: 6.77369
[INFO] 2021-05-04 23:30:24 > Step: 196300 Progress: 39.3% Elapsed: 4:05:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.20771 Generator_loss: 5.97254
[INFO] 2021-05-04 23:33:02 > Step: 196400 Progress: 39.3% Elapsed: 4:08:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.35873 Generator_loss: 5.82563
[INFO] 2021-05-04 23:35:41 > Step: 196500 Progress: 39.3% Elapsed: 4:10:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.3412 Generator_loss: 5.72575
[INFO] 2021-05-04 23:38:19 > Step: 196600 Progress: 39.3% Elapsed: 4:13:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.24045 Generator_loss: 6.26586
[INFO] 2021-05-04 23:40:57 > Step: 196700 Progress: 39.3% Elapsed: 4:16:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.14029 Generator_loss: 6.14017
[INFO] 2021-05-04 23:43:36 > Step: 196800 Progress: 39.4% Elapsed: 4:18:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.12328 Generator_loss: 6.26103
[INFO] 2021-05-04 23:46:14 > Step: 196900 Progress: 39.4% Elapsed: 4:21:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.14321 Generator_loss: 5.98024
[INFO] 2021-05-04 23:48:52 > Step: 197000 Progress: 39.4% Elapsed: 4:23:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.2512 Generator_loss: 6.44767
[INFO] 2021-05-04 23:51:31 > Step: 197100 Progress: 39.4% Elapsed: 4:26:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.15475 Generator_loss: 6.57974
[INFO] 2021-05-04 23:54:09 > Step: 197200 Progress: 39.4% Elapsed: 4:29:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.09215 Generator_loss: 6.65887
[INFO] 2021-05-04 23:56:48 > Step: 197300 Progress: 39.5% Elapsed: 4:31:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.17142 Generator_loss: 5.84817
[INFO] 2021-05-04 23:59:27 > Step: 197400 Progress: 39.5% Elapsed: 4:34:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.08103 Generator_loss: 6.43204
[INFO] 2021-05-05 00:02:06 > Step: 197500 Progress: 39.5% Elapsed: 4:37:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.5352 Generator_loss: 5.48142
[INFO] 2021-05-05 00:04:44 > Step: 197600 Progress: 39.5% Elapsed: 4:39:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.07995 Generator_loss: 6.77504
[INFO] 2021-05-05 00:07:23 > Step: 197700 Progress: 39.5% Elapsed: 4:42:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.174 Generator_loss: 5.54503
[INFO] 2021-05-05 00:10:02 > Step: 197800 Progress: 39.6% Elapsed: 4:45:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.1117 Generator_loss: 6.01254
[INFO] 2021-05-05 00:12:42 > Step: 197900 Progress: 39.6% Elapsed: 4:47:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.28972 Generator_loss: 5.64697
[INFO] 2021-05-05 00:15:20 > Step: 198000 Progress: 39.6% Elapsed: 4:50:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.22456 Generator_loss: 5.90452
[INFO] 2021-05-05 00:15:20 > Start Evaluation (198000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 00:15:20 > Calculating FID Score....
[INFO] 2021-05-05 00:16:10 > Calculating Inception Score....
[INFO] 2021-05-05 00:16:40 > Calculate F_beta Score....
[INFO] 2021-05-05 00:18:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 00:18:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 00:18:19 > Calculate Accuracies....
[INFO] 2021-05-05 00:19:00 > Calculate Accuracies....
[INFO] 2021-05-05 00:19:40 > F_8 score (Step: 198000, Using valid images): 0.9586199352714588
[INFO] 2021-05-05 00:19:40 > F_1/8 score (Step: 198000, Using valid images): 0.9717267157358999
[INFO] 2021-05-05 00:19:40 > FID score (Step: 198000, Using valid moments): 16.360232694074057
[INFO] 2021-05-05 00:19:40 > Inception score (Step: 198000, 50000 generated images): 50.014404296875
[INFO] 2021-05-05 00:19:40 > Best FID score (Step: 196000, Using valid moments): 16.322034620904162
[INFO] 2021-05-05 00:20:06 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 00:22:46 > Step: 198100 Progress: 39.6% Elapsed: 4:57:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.14377 Generator_loss: 5.8808
[INFO] 2021-05-05 00:25:25 > Step: 198200 Progress: 39.6% Elapsed: 5:00:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.35072 Generator_loss: 5.6348
[INFO] 2021-05-05 00:28:03 > Step: 198300 Progress: 39.7% Elapsed: 5:03:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.1934 Generator_loss: 6.04725
[INFO] 2021-05-05 00:30:41 > Step: 198400 Progress: 39.7% Elapsed: 5:05:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.53356 Generator_loss: 5.60918
[INFO] 2021-05-05 00:33:19 > Step: 198500 Progress: 39.7% Elapsed: 5:08:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.09535 Generator_loss: 6.15533
[INFO] 2021-05-05 00:35:57 > Step: 198600 Progress: 39.7% Elapsed: 5:11:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.29774 Generator_loss: 5.8919
[INFO] 2021-05-05 00:38:35 > Step: 198700 Progress: 39.7% Elapsed: 5:13:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.10723 Generator_loss: 6.50796
[INFO] 2021-05-05 00:41:14 > Step: 198800 Progress: 39.8% Elapsed: 5:16:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.17418 Generator_loss: 6.63216
[INFO] 2021-05-05 00:43:51 > Step: 198900 Progress: 39.8% Elapsed: 5:18:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.13587 Generator_loss: 6.41515
[INFO] 2021-05-05 00:46:30 > Step: 199000 Progress: 39.8% Elapsed: 5:21:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.10903 Generator_loss: 5.89657
[INFO] 2021-05-05 00:49:08 > Step: 199100 Progress: 39.8% Elapsed: 5:24:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.2192 Generator_loss: 5.8685
[INFO] 2021-05-05 00:51:46 > Step: 199200 Progress: 39.8% Elapsed: 5:26:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.17406 Generator_loss: 6.26315
[INFO] 2021-05-05 00:54:23 > Step: 199300 Progress: 39.9% Elapsed: 5:29:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.42118 Generator_loss: 6.72992
[INFO] 2021-05-05 00:57:01 > Step: 199400 Progress: 39.9% Elapsed: 5:32:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.19508 Generator_loss: 5.73413
[INFO] 2021-05-05 00:59:40 > Step: 199500 Progress: 39.9% Elapsed: 5:34:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.16505 Generator_loss: 6.14602
[INFO] 2021-05-05 01:02:17 > Step: 199600 Progress: 39.9% Elapsed: 5:37:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.19005 Generator_loss: 5.78634
[INFO] 2021-05-05 01:04:55 > Step: 199700 Progress: 39.9% Elapsed: 5:40:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.24547 Generator_loss: 6.54154
[INFO] 2021-05-05 01:07:32 > Step: 199800 Progress: 40.0% Elapsed: 5:42:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.2648 Generator_loss: 5.74653
[INFO] 2021-05-05 01:10:10 > Step: 199900 Progress: 40.0% Elapsed: 5:45:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.34329 Generator_loss: 6.83011
[INFO] 2021-05-05 01:12:48 > Step: 200000 Progress: 40.0% Elapsed: 5:47:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.2365 Generator_loss: 5.61267
[INFO] 2021-05-05 01:12:48 > Start Evaluation (200000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 01:12:48 > Calculating FID Score....
[INFO] 2021-05-05 01:13:36 > Calculating Inception Score....
[INFO] 2021-05-05 01:14:05 > Calculate F_beta Score....
[INFO] 2021-05-05 01:15:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 01:15:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 01:15:44 > Calculate Accuracies....
[INFO] 2021-05-05 01:16:26 > Calculate Accuracies....
[INFO] 2021-05-05 01:17:06 > F_8 score (Step: 200000, Using valid images): 0.9569251093395745
[INFO] 2021-05-05 01:17:06 > F_1/8 score (Step: 200000, Using valid images): 0.9677219254670235
[INFO] 2021-05-05 01:17:06 > FID score (Step: 200000, Using valid moments): 16.32032291048796
[INFO] 2021-05-05 01:17:06 > Inception score (Step: 200000, 50000 generated images): 50.29510498046875
[INFO] 2021-05-05 01:17:06 > Best FID score (Step: 200000, Using valid moments): 16.32032291048796
[INFO] 2021-05-05 01:17:59 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 01:20:36 > Step: 200100 Progress: 40.0% Elapsed: 5:55:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.21406 Generator_loss: 6.29314
[INFO] 2021-05-05 01:23:14 > Step: 200200 Progress: 40.0% Elapsed: 5:58:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.21492 Generator_loss: 5.73951
[INFO] 2021-05-05 01:25:51 > Step: 200300 Progress: 40.1% Elapsed: 6:00:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.16778 Generator_loss: 6.07511
[INFO] 2021-05-05 01:28:29 > Step: 200400 Progress: 40.1% Elapsed: 6:03:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.16799 Generator_loss: 6.1662
[INFO] 2021-05-05 01:31:07 > Step: 200500 Progress: 40.1% Elapsed: 6:06:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.14192 Generator_loss: 6.6975
[INFO] 2021-05-05 01:33:46 > Step: 200600 Progress: 40.1% Elapsed: 6:08:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.12642 Generator_loss: 6.62107
[INFO] 2021-05-05 01:36:24 > Step: 200700 Progress: 40.1% Elapsed: 6:11:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.23207 Generator_loss: 5.92606
[INFO] 2021-05-05 01:39:02 > Step: 200800 Progress: 40.2% Elapsed: 6:14:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.30272 Generator_loss: 5.61757
[INFO] 2021-05-05 01:41:40 > Step: 200900 Progress: 40.2% Elapsed: 6:16:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.05491 Generator_loss: 6.5993
[INFO] 2021-05-05 01:44:18 > Step: 201000 Progress: 40.2% Elapsed: 6:19:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.08266 Generator_loss: 6.24027
[INFO] 2021-05-05 01:46:56 > Step: 201100 Progress: 40.2% Elapsed: 6:22:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.13911 Generator_loss: 6.31871
[INFO] 2021-05-05 01:49:34 > Step: 201200 Progress: 40.2% Elapsed: 6:24:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.16959 Generator_loss: 5.74495
[INFO] 2021-05-05 01:52:12 > Step: 201300 Progress: 40.3% Elapsed: 6:27:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.16014 Generator_loss: 6.37398
[INFO] 2021-05-05 01:54:49 > Step: 201400 Progress: 40.3% Elapsed: 6:29:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.52943 Generator_loss: 5.30462
[INFO] 2021-05-05 01:57:27 > Step: 201500 Progress: 40.3% Elapsed: 6:32:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.32059 Generator_loss: 5.69431
[INFO] 2021-05-05 02:00:04 > Step: 201600 Progress: 40.3% Elapsed: 6:35:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.15601 Generator_loss: 5.68479
[INFO] 2021-05-05 02:02:42 > Step: 201700 Progress: 40.3% Elapsed: 6:37:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.09087 Generator_loss: 6.13011
[INFO] 2021-05-05 02:05:20 > Step: 201800 Progress: 40.4% Elapsed: 6:40:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.12048 Generator_loss: 6.18376
[INFO] 2021-05-05 02:07:58 > Step: 201900 Progress: 40.4% Elapsed: 6:43:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.14516 Generator_loss: 6.5534
[INFO] 2021-05-05 02:10:36 > Step: 202000 Progress: 40.4% Elapsed: 6:45:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.3653 Generator_loss: 5.54957
[INFO] 2021-05-05 02:10:36 > Start Evaluation (202000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 02:10:36 > Calculating FID Score....
[INFO] 2021-05-05 02:11:24 > Calculating Inception Score....
[INFO] 2021-05-05 02:11:54 > Calculate F_beta Score....
[INFO] 2021-05-05 02:13:37 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 02:13:38 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 02:13:38 > Calculate Accuracies....
[INFO] 2021-05-05 02:14:20 > Calculate Accuracies....
[INFO] 2021-05-05 02:15:01 > F_8 score (Step: 202000, Using valid images): 0.9679492946406
[INFO] 2021-05-05 02:15:01 > F_1/8 score (Step: 202000, Using valid images): 0.9741942377899213
[INFO] 2021-05-05 02:15:01 > FID score (Step: 202000, Using valid moments): 16.301600022646653
[INFO] 2021-05-05 02:15:01 > Inception score (Step: 202000, 50000 generated images): 50.33927536010742
[INFO] 2021-05-05 02:15:01 > Best FID score (Step: 202000, Using valid moments): 16.301600022646653
[INFO] 2021-05-05 02:15:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 02:18:31 > Step: 202100 Progress: 40.4% Elapsed: 6:53:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.14603 Generator_loss: 6.50747
[INFO] 2021-05-05 02:21:09 > Step: 202200 Progress: 40.4% Elapsed: 6:56:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.45748 Generator_loss: 5.58263
[INFO] 2021-05-05 02:23:47 > Step: 202300 Progress: 40.5% Elapsed: 6:58:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.08646 Generator_loss: 6.20385
[INFO] 2021-05-05 02:26:25 > Step: 202400 Progress: 40.5% Elapsed: 7:01:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.16618 Generator_loss: 6.19296
[INFO] 2021-05-05 02:29:02 > Step: 202500 Progress: 40.5% Elapsed: 7:04:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.09788 Generator_loss: 6.44597
[INFO] 2021-05-05 02:31:42 > Step: 202600 Progress: 40.5% Elapsed: 7:06:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.13533 Generator_loss: 5.37888
[INFO] 2021-05-05 02:34:20 > Step: 202700 Progress: 40.5% Elapsed: 7:09:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.25911 Generator_loss: 5.95967
[INFO] 2021-05-05 02:36:58 > Step: 202800 Progress: 40.6% Elapsed: 7:12:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.08315 Generator_loss: 6.25828
[INFO] 2021-05-05 02:39:37 > Step: 202900 Progress: 40.6% Elapsed: 7:14:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.21925 Generator_loss: 5.99502
[INFO] 2021-05-05 02:42:15 > Step: 203000 Progress: 40.6% Elapsed: 7:17:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.36594 Generator_loss: 5.63691
[INFO] 2021-05-05 02:44:54 > Step: 203100 Progress: 40.6% Elapsed: 7:19:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.12011 Generator_loss: 6.03537
[INFO] 2021-05-05 02:47:33 > Step: 203200 Progress: 40.6% Elapsed: 7:22:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.20349 Generator_loss: 5.60065
[INFO] 2021-05-05 02:50:11 > Step: 203300 Progress: 40.7% Elapsed: 7:25:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.09476 Generator_loss: 6.08735
[INFO] 2021-05-05 02:52:50 > Step: 203400 Progress: 40.7% Elapsed: 7:27:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.19411 Generator_loss: 6.49468
[INFO] 2021-05-05 02:55:29 > Step: 203500 Progress: 40.7% Elapsed: 7:30:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.09272 Generator_loss: 6.6931
[INFO] 2021-05-05 02:58:07 > Step: 203600 Progress: 40.7% Elapsed: 7:33:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.46686 Generator_loss: 5.52878
[INFO] 2021-05-05 03:00:46 > Step: 203700 Progress: 40.7% Elapsed: 7:35:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.20635 Generator_loss: 5.86868
[INFO] 2021-05-05 03:03:25 > Step: 203800 Progress: 40.8% Elapsed: 7:38:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.15187 Generator_loss: 6.81489
[INFO] 2021-05-05 03:06:03 > Step: 203900 Progress: 40.8% Elapsed: 7:41:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.1227 Generator_loss: 6.41149
[INFO] 2021-05-05 03:08:40 > Step: 204000 Progress: 40.8% Elapsed: 7:43:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.13906 Generator_loss: 6.42948
[INFO] 2021-05-05 03:08:40 > Start Evaluation (204000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 03:08:40 > Calculating FID Score....
[INFO] 2021-05-05 03:09:29 > Calculating Inception Score....
[INFO] 2021-05-05 03:09:59 > Calculate F_beta Score....
[INFO] 2021-05-05 03:11:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 03:11:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 03:11:40 > Calculate Accuracies....
[INFO] 2021-05-05 03:12:21 > Calculate Accuracies....
[INFO] 2021-05-05 03:13:01 > F_8 score (Step: 204000, Using valid images): 0.9624309202952754
[INFO] 2021-05-05 03:13:01 > F_1/8 score (Step: 204000, Using valid images): 0.973927855286512
[INFO] 2021-05-05 03:13:01 > FID score (Step: 204000, Using valid moments): 16.230966733572757
[INFO] 2021-05-05 03:13:01 > Inception score (Step: 204000, 50000 generated images): 51.012794494628906
[INFO] 2021-05-05 03:13:01 > Best FID score (Step: 204000, Using valid moments): 16.230966733572757
[INFO] 2021-05-05 03:13:55 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 03:16:33 > Step: 204100 Progress: 40.8% Elapsed: 7:51:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.12071 Generator_loss: 6.40798
[INFO] 2021-05-05 03:19:10 > Step: 204200 Progress: 40.8% Elapsed: 7:54:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.36661 Generator_loss: 5.80641
[INFO] 2021-05-05 03:21:48 > Step: 204300 Progress: 40.9% Elapsed: 7:56:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.21037 Generator_loss: 5.78827
[INFO] 2021-05-05 03:24:26 > Step: 204400 Progress: 40.9% Elapsed: 7:59:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.09635 Generator_loss: 6.02606
[INFO] 2021-05-05 03:27:03 > Step: 204500 Progress: 40.9% Elapsed: 8:02:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.18036 Generator_loss: 6.52915
[INFO] 2021-05-05 03:29:41 > Step: 204600 Progress: 40.9% Elapsed: 8:04:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.09305 Generator_loss: 6.51163
[INFO] 2021-05-05 03:32:19 > Step: 204700 Progress: 40.9% Elapsed: 8:07:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.3549 Generator_loss: 5.57444
[INFO] 2021-05-05 03:34:56 > Step: 204800 Progress: 41.0% Elapsed: 8:10:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.17228 Generator_loss: 6.71374
[INFO] 2021-05-05 03:37:35 > Step: 204900 Progress: 41.0% Elapsed: 8:12:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.11846 Generator_loss: 6.25953
[INFO] 2021-05-05 03:40:13 > Step: 205000 Progress: 41.0% Elapsed: 8:15:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.18756 Generator_loss: 6.95575
[INFO] 2021-05-05 03:42:50 > Step: 205100 Progress: 41.0% Elapsed: 8:17:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.18894 Generator_loss: 6.0865
[INFO] 2021-05-05 03:45:28 > Step: 205200 Progress: 41.0% Elapsed: 8:20:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.27742 Generator_loss: 5.38906
[INFO] 2021-05-05 03:48:06 > Step: 205300 Progress: 41.1% Elapsed: 8:23:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.08678 Generator_loss: 6.4974
[INFO] 2021-05-05 03:50:44 > Step: 205400 Progress: 41.1% Elapsed: 8:25:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.18837 Generator_loss: 5.95187
[INFO] 2021-05-05 03:53:22 > Step: 205500 Progress: 41.1% Elapsed: 8:28:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.21803 Generator_loss: 5.67913
[INFO] 2021-05-05 03:56:02 > Step: 205600 Progress: 41.1% Elapsed: 8:31:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.20969 Generator_loss: 6.28672
[INFO] 2021-05-05 03:58:41 > Step: 205700 Progress: 41.1% Elapsed: 8:33:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.13324 Generator_loss: 6.16465
[INFO] 2021-05-05 04:01:20 > Step: 205800 Progress: 41.2% Elapsed: 8:36:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.1201 Generator_loss: 6.15419
[INFO] 2021-05-05 04:03:58 > Step: 205900 Progress: 41.2% Elapsed: 8:39:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.0451 Generator_loss: 5.99913
[INFO] 2021-05-05 04:06:37 > Step: 206000 Progress: 41.2% Elapsed: 8:41:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.08602 Generator_loss: 6.5334
[INFO] 2021-05-05 04:06:37 > Start Evaluation (206000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 04:06:37 > Calculating FID Score....
[INFO] 2021-05-05 04:07:26 > Calculating Inception Score....
[INFO] 2021-05-05 04:07:55 > Calculate F_beta Score....
[INFO] 2021-05-05 04:09:37 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 04:09:37 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 04:09:38 > Calculate Accuracies....
[INFO] 2021-05-05 04:10:19 > Calculate Accuracies....
[INFO] 2021-05-05 04:11:00 > F_8 score (Step: 206000, Using valid images): 0.9614888835387415
[INFO] 2021-05-05 04:11:00 > F_1/8 score (Step: 206000, Using valid images): 0.9656019411834369
[INFO] 2021-05-05 04:11:00 > FID score (Step: 206000, Using valid moments): 16.123942632986996
[INFO] 2021-05-05 04:11:00 > Inception score (Step: 206000, 50000 generated images): 50.95566177368164
[INFO] 2021-05-05 04:11:00 > Best FID score (Step: 206000, Using valid moments): 16.123942632986996
[INFO] 2021-05-05 04:11:54 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 04:14:32 > Step: 206100 Progress: 41.2% Elapsed: 8:49:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.08366 Generator_loss: 6.62659
[INFO] 2021-05-05 04:17:11 > Step: 206200 Progress: 41.2% Elapsed: 8:52:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.17209 Generator_loss: 5.93006
[INFO] 2021-05-05 04:19:49 > Step: 206300 Progress: 41.3% Elapsed: 8:54:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.42646 Generator_loss: 5.18322
[INFO] 2021-05-05 04:22:28 > Step: 206400 Progress: 41.3% Elapsed: 8:57:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.16863 Generator_loss: 5.95137
[INFO] 2021-05-05 04:25:07 > Step: 206500 Progress: 41.3% Elapsed: 9:00:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.1653 Generator_loss: 6.16683
[INFO] 2021-05-05 04:27:46 > Step: 206600 Progress: 41.3% Elapsed: 9:02:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.1322 Generator_loss: 6.27222
[INFO] 2021-05-05 04:30:25 > Step: 206700 Progress: 41.3% Elapsed: 9:05:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.10765 Generator_loss: 6.34845
[INFO] 2021-05-05 04:33:03 > Step: 206800 Progress: 41.4% Elapsed: 9:08:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.23812 Generator_loss: 5.58129
[INFO] 2021-05-05 04:35:41 > Step: 206900 Progress: 41.4% Elapsed: 9:10:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.21287 Generator_loss: 5.80859
[INFO] 2021-05-05 04:38:19 > Step: 207000 Progress: 41.4% Elapsed: 9:13:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.15655 Generator_loss: 5.59939
[INFO] 2021-05-05 04:40:58 > Step: 207100 Progress: 41.4% Elapsed: 9:16:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.11279 Generator_loss: 6.02874
[INFO] 2021-05-05 04:43:37 > Step: 207200 Progress: 41.4% Elapsed: 9:18:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.25103 Generator_loss: 6.03084
[INFO] 2021-05-05 04:46:15 > Step: 207300 Progress: 41.5% Elapsed: 9:21:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.12928 Generator_loss: 6.61251
[INFO] 2021-05-05 04:48:53 > Step: 207400 Progress: 41.5% Elapsed: 9:23:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.27712 Generator_loss: 5.56908
[INFO] 2021-05-05 04:51:32 > Step: 207500 Progress: 41.5% Elapsed: 9:26:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.22926 Generator_loss: 6.75253
[INFO] 2021-05-05 04:54:10 > Step: 207600 Progress: 41.5% Elapsed: 9:29:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.28626 Generator_loss: 6.81611
[INFO] 2021-05-05 04:56:49 > Step: 207700 Progress: 41.5% Elapsed: 9:31:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.10215 Generator_loss: 6.07934
[INFO] 2021-05-05 04:59:28 > Step: 207800 Progress: 41.6% Elapsed: 9:34:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.37802 Generator_loss: 5.49634
[INFO] 2021-05-05 05:02:06 > Step: 207900 Progress: 41.6% Elapsed: 9:37:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.16736 Generator_loss: 5.80354
[INFO] 2021-05-05 05:04:45 > Step: 208000 Progress: 41.6% Elapsed: 9:39:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.27478 Generator_loss: 6.81695
[INFO] 2021-05-05 05:04:45 > Start Evaluation (208000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 05:04:45 > Calculating FID Score....
[INFO] 2021-05-05 05:05:33 > Calculating Inception Score....
[INFO] 2021-05-05 05:06:02 > Calculate F_beta Score....
[INFO] 2021-05-05 05:07:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 05:07:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 05:07:41 > Calculate Accuracies....
[INFO] 2021-05-05 05:08:23 > Calculate Accuracies....
[INFO] 2021-05-05 05:09:03 > F_8 score (Step: 208000, Using valid images): 0.9579283717306611
[INFO] 2021-05-05 05:09:03 > F_1/8 score (Step: 208000, Using valid images): 0.9696228486786487
[INFO] 2021-05-05 05:09:03 > FID score (Step: 208000, Using valid moments): 16.14067151174197
[INFO] 2021-05-05 05:09:03 > Inception score (Step: 208000, 50000 generated images): 51.138427734375
[INFO] 2021-05-05 05:09:03 > Best FID score (Step: 206000, Using valid moments): 16.123942632986996
[INFO] 2021-05-05 05:09:30 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 05:12:10 > Step: 208100 Progress: 41.6% Elapsed: 9:47:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.30311 Generator_loss: 5.48825
[INFO] 2021-05-05 05:14:48 > Step: 208200 Progress: 41.6% Elapsed: 9:49:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.36732 Generator_loss: 5.47895
[INFO] 2021-05-05 05:17:26 > Step: 208300 Progress: 41.7% Elapsed: 9:52:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.09997 Generator_loss: 6.57074
[INFO] 2021-05-05 05:20:05 > Step: 208400 Progress: 41.7% Elapsed: 9:55:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.13513 Generator_loss: 6.01372
[INFO] 2021-05-05 05:22:44 > Step: 208500 Progress: 41.7% Elapsed: 9:57:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.15824 Generator_loss: 6.02001
[INFO] 2021-05-05 05:25:22 > Step: 208600 Progress: 41.7% Elapsed: 10:00:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.17143 Generator_loss: 6.3847
[INFO] 2021-05-05 05:28:00 > Step: 208700 Progress: 41.7% Elapsed: 10:03:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.20796 Generator_loss: 6.65903
[INFO] 2021-05-05 05:30:39 > Step: 208800 Progress: 41.8% Elapsed: 10:05:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.07519 Generator_loss: 6.14423
[INFO] 2021-05-05 05:33:17 > Step: 208900 Progress: 41.8% Elapsed: 10:08:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.30111 Generator_loss: 5.34217
[INFO] 2021-05-05 05:35:56 > Step: 209000 Progress: 41.8% Elapsed: 10:11:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.07526 Generator_loss: 6.81688
[INFO] 2021-05-05 05:38:34 > Step: 209100 Progress: 41.8% Elapsed: 10:13:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.17168 Generator_loss: 5.95984
[INFO] 2021-05-05 05:41:13 > Step: 209200 Progress: 41.8% Elapsed: 10:16:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.21033 Generator_loss: 5.9376
[INFO] 2021-05-05 05:43:51 > Step: 209300 Progress: 41.9% Elapsed: 10:18:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.07344 Generator_loss: 6.22905
[INFO] 2021-05-05 05:46:29 > Step: 209400 Progress: 41.9% Elapsed: 10:21:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.22791 Generator_loss: 5.72499
[INFO] 2021-05-05 05:49:07 > Step: 209500 Progress: 41.9% Elapsed: 10:24:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.11763 Generator_loss: 6.17072
[INFO] 2021-05-05 05:51:45 > Step: 209600 Progress: 41.9% Elapsed: 10:26:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.24869 Generator_loss: 6.48619
[INFO] 2021-05-05 05:54:24 > Step: 209700 Progress: 41.9% Elapsed: 10:29:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.24389 Generator_loss: 5.62863
[INFO] 2021-05-05 05:57:03 > Step: 209800 Progress: 42.0% Elapsed: 10:32:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.16555 Generator_loss: 6.03826
[INFO] 2021-05-05 05:59:42 > Step: 209900 Progress: 42.0% Elapsed: 10:34:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.12799 Generator_loss: 6.24607
[INFO] 2021-05-05 06:02:20 > Step: 210000 Progress: 42.0% Elapsed: 10:37:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.25353 Generator_loss: 5.87777
[INFO] 2021-05-05 06:02:20 > Start Evaluation (210000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 06:02:20 > Calculating FID Score....
[INFO] 2021-05-05 06:03:08 > Calculating Inception Score....
[INFO] 2021-05-05 06:03:38 > Calculate F_beta Score....
[INFO] 2021-05-05 06:05:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 06:05:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 06:05:14 > Calculate Accuracies....
[INFO] 2021-05-05 06:05:55 > Calculate Accuracies....
[INFO] 2021-05-05 06:07:39 > F_8 score (Step: 210000, Using valid images): 0.9604639111466047
[INFO] 2021-05-05 06:07:39 > F_1/8 score (Step: 210000, Using valid images): 0.973564757600351
[INFO] 2021-05-05 06:07:39 > FID score (Step: 210000, Using valid moments): 16.10786699747848
[INFO] 2021-05-05 06:07:39 > Inception score (Step: 210000, 50000 generated images): 51.26173400878906
[INFO] 2021-05-05 06:07:39 > Best FID score (Step: 210000, Using valid moments): 16.10786699747848
[INFO] 2021-05-05 06:08:31 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 06:11:10 > Step: 210100 Progress: 42.0% Elapsed: 10:46:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.11003 Generator_loss: 6.09926
[INFO] 2021-05-05 06:13:48 > Step: 210200 Progress: 42.0% Elapsed: 10:48:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.15437 Generator_loss: 5.82747
[INFO] 2021-05-05 06:16:26 > Step: 210300 Progress: 42.1% Elapsed: 10:51:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.1358 Generator_loss: 6.7045
[INFO] 2021-05-05 06:19:05 > Step: 210400 Progress: 42.1% Elapsed: 10:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.21388 Generator_loss: 6.15602
[INFO] 2021-05-05 06:21:43 > Step: 210500 Progress: 42.1% Elapsed: 10:56:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.17684 Generator_loss: 6.2957
[INFO] 2021-05-05 06:24:22 > Step: 210600 Progress: 42.1% Elapsed: 10:59:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.04945 Generator_loss: 6.30778
[INFO] 2021-05-05 06:27:00 > Step: 210700 Progress: 42.1% Elapsed: 11:02:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.14955 Generator_loss: 6.09389
[INFO] 2021-05-05 06:29:38 > Step: 210800 Progress: 42.2% Elapsed: 11:04:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.20833 Generator_loss: 5.96057
[INFO] 2021-05-05 06:32:15 > Step: 210900 Progress: 42.2% Elapsed: 11:07:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.0996 Generator_loss: 6.14291
[INFO] 2021-05-05 06:34:53 > Step: 211000 Progress: 42.2% Elapsed: 11:09:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.09808 Generator_loss: 6.03392
[INFO] 2021-05-05 06:37:32 > Step: 211100 Progress: 42.2% Elapsed: 11:12:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.14184 Generator_loss: 6.4617
[INFO] 2021-05-05 06:40:10 > Step: 211200 Progress: 42.2% Elapsed: 11:15:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.12104 Generator_loss: 6.1083
[INFO] 2021-05-05 06:42:48 > Step: 211300 Progress: 42.3% Elapsed: 11:17:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.17892 Generator_loss: 5.9011
[INFO] 2021-05-05 06:45:26 > Step: 211400 Progress: 42.3% Elapsed: 11:20:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.10063 Generator_loss: 6.27722
[INFO] 2021-05-05 06:48:04 > Step: 211500 Progress: 42.3% Elapsed: 11:23:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.25717 Generator_loss: 5.67983
[INFO] 2021-05-05 06:50:42 > Step: 211600 Progress: 42.3% Elapsed: 11:25:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.03164 Generator_loss: 6.31793
[INFO] 2021-05-05 06:53:20 > Step: 211700 Progress: 42.3% Elapsed: 11:28:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.28227 Generator_loss: 5.69211
[INFO] 2021-05-05 06:55:57 > Step: 211800 Progress: 42.4% Elapsed: 11:31:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.26771 Generator_loss: 5.71126
[INFO] 2021-05-05 06:58:35 > Step: 211900 Progress: 42.4% Elapsed: 11:33:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.24446 Generator_loss: 5.6929
[INFO] 2021-05-05 07:01:12 > Step: 212000 Progress: 42.4% Elapsed: 11:36:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.22981 Generator_loss: 5.83271
[INFO] 2021-05-05 07:01:12 > Start Evaluation (212000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 07:01:12 > Calculating FID Score....
[INFO] 2021-05-05 07:02:00 > Calculating Inception Score....
[INFO] 2021-05-05 07:02:29 > Calculate F_beta Score....
[INFO] 2021-05-05 07:06:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 07:06:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 07:06:07 > Calculate Accuracies....
[INFO] 2021-05-05 07:06:49 > Calculate Accuracies....
[INFO] 2021-05-05 07:07:29 > F_8 score (Step: 212000, Using valid images): 0.9599417010107492
[INFO] 2021-05-05 07:07:29 > F_1/8 score (Step: 212000, Using valid images): 0.9728618986131489
[INFO] 2021-05-05 07:07:29 > FID score (Step: 212000, Using valid moments): 15.97352571974551
[INFO] 2021-05-05 07:07:29 > Inception score (Step: 212000, 50000 generated images): 51.13883972167969
[INFO] 2021-05-05 07:07:29 > Best FID score (Step: 212000, Using valid moments): 15.97352571974551
[INFO] 2021-05-05 07:08:24 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 07:11:02 > Step: 212100 Progress: 42.4% Elapsed: 11:46:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.13693 Generator_loss: 5.97719
[INFO] 2021-05-05 07:13:40 > Step: 212200 Progress: 42.4% Elapsed: 11:48:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.23304 Generator_loss: 6.73425
[INFO] 2021-05-05 07:16:18 > Step: 212300 Progress: 42.5% Elapsed: 11:51:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.10055 Generator_loss: 6.35613
[INFO] 2021-05-05 07:18:56 > Step: 212400 Progress: 42.5% Elapsed: 11:54:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.09456 Generator_loss: 6.13375
[INFO] 2021-05-05 07:21:34 > Step: 212500 Progress: 42.5% Elapsed: 11:56:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.15455 Generator_loss: 6.98821
[INFO] 2021-05-05 07:24:11 > Step: 212600 Progress: 42.5% Elapsed: 11:59:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.14923 Generator_loss: 5.76037
[INFO] 2021-05-05 07:26:48 > Step: 212700 Progress: 42.5% Elapsed: 12:01:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.20206 Generator_loss: 5.97019
[INFO] 2021-05-05 07:29:26 > Step: 212800 Progress: 42.6% Elapsed: 12:04:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.30319 Generator_loss: 5.69199
[INFO] 2021-05-05 07:32:04 > Step: 212900 Progress: 42.6% Elapsed: 12:07:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.13673 Generator_loss: 5.92864
[INFO] 2021-05-05 07:34:41 > Step: 213000 Progress: 42.6% Elapsed: 12:09:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.3765 Generator_loss: 6.63175
[INFO] 2021-05-05 07:37:20 > Step: 213100 Progress: 42.6% Elapsed: 12:12:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.27757 Generator_loss: 5.81407
[INFO] 2021-05-05 07:39:58 > Step: 213200 Progress: 42.6% Elapsed: 12:15:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.10614 Generator_loss: 6.22758
[INFO] 2021-05-05 07:42:36 > Step: 213300 Progress: 42.7% Elapsed: 12:17:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.35221 Generator_loss: 5.67555
[INFO] 2021-05-05 07:45:14 > Step: 213400 Progress: 42.7% Elapsed: 12:20:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.10652 Generator_loss: 6.71506
[INFO] 2021-05-05 07:47:52 > Step: 213500 Progress: 42.7% Elapsed: 12:22:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.21109 Generator_loss: 6.66129
[INFO] 2021-05-05 07:50:30 > Step: 213600 Progress: 42.7% Elapsed: 12:25:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.17715 Generator_loss: 6.33635
[INFO] 2021-05-05 07:53:08 > Step: 213700 Progress: 42.7% Elapsed: 12:28:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.44601 Generator_loss: 5.62028
[INFO] 2021-05-05 07:55:45 > Step: 213800 Progress: 42.8% Elapsed: 12:30:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.21662 Generator_loss: 5.90053
[INFO] 2021-05-05 07:58:23 > Step: 213900 Progress: 42.8% Elapsed: 12:33:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.1649 Generator_loss: 6.59547
[INFO] 2021-05-05 08:01:00 > Step: 214000 Progress: 42.8% Elapsed: 12:36:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.15877 Generator_loss: 5.53465
[INFO] 2021-05-05 08:01:00 > Start Evaluation (214000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 08:01:00 > Calculating FID Score....
[INFO] 2021-05-05 08:01:49 > Calculating Inception Score....
[INFO] 2021-05-05 08:02:18 > Calculate F_beta Score....
[INFO] 2021-05-05 08:03:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 08:03:55 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 08:03:55 > Calculate Accuracies....
[INFO] 2021-05-05 08:04:37 > Calculate Accuracies....
[INFO] 2021-05-05 08:05:18 > F_8 score (Step: 214000, Using valid images): 0.9620540333735985
[INFO] 2021-05-05 08:05:18 > F_1/8 score (Step: 214000, Using valid images): 0.9704200783536036
[INFO] 2021-05-05 08:05:18 > FID score (Step: 214000, Using valid moments): 16.036395824941167
[INFO] 2021-05-05 08:05:18 > Inception score (Step: 214000, 50000 generated images): 51.47586441040039
[INFO] 2021-05-05 08:05:18 > Best FID score (Step: 212000, Using valid moments): 15.97352571974551
[INFO] 2021-05-05 08:05:45 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 08:08:24 > Step: 214100 Progress: 42.8% Elapsed: 12:43:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.11308 Generator_loss: 6.69597
[INFO] 2021-05-05 08:11:02 > Step: 214200 Progress: 42.8% Elapsed: 12:46:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.15793 Generator_loss: 6.17893
[INFO] 2021-05-05 08:13:40 > Step: 214300 Progress: 42.9% Elapsed: 12:48:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.14815 Generator_loss: 6.60669
[INFO] 2021-05-05 08:16:18 > Step: 214400 Progress: 42.9% Elapsed: 12:51:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.30299 Generator_loss: 5.42138
[INFO] 2021-05-05 08:18:56 > Step: 214500 Progress: 42.9% Elapsed: 12:54:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.46131 Generator_loss: 6.68222
[INFO] 2021-05-05 08:21:35 > Step: 214600 Progress: 42.9% Elapsed: 12:56:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.12766 Generator_loss: 5.93066
[INFO] 2021-05-05 08:24:13 > Step: 214700 Progress: 42.9% Elapsed: 12:59:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.23005 Generator_loss: 5.9808
[INFO] 2021-05-05 08:26:51 > Step: 214800 Progress: 43.0% Elapsed: 13:01:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.31301 Generator_loss: 5.25813
[INFO] 2021-05-05 08:29:30 > Step: 214900 Progress: 43.0% Elapsed: 13:04:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.33206 Generator_loss: 5.55107
[INFO] 2021-05-05 08:32:08 > Step: 215000 Progress: 43.0% Elapsed: 13:07:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.09395 Generator_loss: 6.53038
[INFO] 2021-05-05 08:34:47 > Step: 215100 Progress: 43.0% Elapsed: 13:09:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.27678 Generator_loss: 5.45661
[INFO] 2021-05-05 08:37:25 > Step: 215200 Progress: 43.0% Elapsed: 13:12:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.06207 Generator_loss: 6.11214
[INFO] 2021-05-05 08:40:03 > Step: 215300 Progress: 43.1% Elapsed: 13:15:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.24012 Generator_loss: 6.77423
[INFO] 2021-05-05 08:42:41 > Step: 215400 Progress: 43.1% Elapsed: 13:17:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.15768 Generator_loss: 6.6263
[INFO] 2021-05-05 08:45:19 > Step: 215500 Progress: 43.1% Elapsed: 13:20:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.15081 Generator_loss: 6.24012
[INFO] 2021-05-05 08:47:59 > Step: 215600 Progress: 43.1% Elapsed: 13:23:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.0556 Generator_loss: 6.7413
[INFO] 2021-05-05 08:50:38 > Step: 215700 Progress: 43.1% Elapsed: 13:25:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.30171 Generator_loss: 6.60491
[INFO] 2021-05-05 08:53:16 > Step: 215800 Progress: 43.2% Elapsed: 13:28:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.08688 Generator_loss: 6.24332
[INFO] 2021-05-05 08:55:54 > Step: 215900 Progress: 43.2% Elapsed: 13:30:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.06986 Generator_loss: 6.33395
[INFO] 2021-05-05 08:58:32 > Step: 216000 Progress: 43.2% Elapsed: 13:33:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.04938 Generator_loss: 6.3042
[INFO] 2021-05-05 08:58:32 > Start Evaluation (216000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 08:58:32 > Calculating FID Score....
[INFO] 2021-05-05 08:59:20 > Calculating Inception Score....
[INFO] 2021-05-05 08:59:49 > Calculate F_beta Score....
[INFO] 2021-05-05 09:01:24 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 09:01:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 09:01:25 > Calculate Accuracies....
[INFO] 2021-05-05 09:02:07 > Calculate Accuracies....
[INFO] 2021-05-05 09:02:47 > F_8 score (Step: 216000, Using valid images): 0.957054776884311
[INFO] 2021-05-05 09:02:47 > F_1/8 score (Step: 216000, Using valid images): 0.9726051444836393
[INFO] 2021-05-05 09:02:47 > FID score (Step: 216000, Using valid moments): 16.000002954328636
[INFO] 2021-05-05 09:02:47 > Inception score (Step: 216000, 50000 generated images): 52.03630828857422
[INFO] 2021-05-05 09:02:47 > Best FID score (Step: 212000, Using valid moments): 15.97352571974551
[INFO] 2021-05-05 09:03:14 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 09:05:52 > Step: 216100 Progress: 43.2% Elapsed: 13:40:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.15595 Generator_loss: 5.92214
[INFO] 2021-05-05 09:08:31 > Step: 216200 Progress: 43.2% Elapsed: 13:43:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.09412 Generator_loss: 6.46807
[INFO] 2021-05-05 09:11:09 > Step: 216300 Progress: 43.3% Elapsed: 13:46:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.12601 Generator_loss: 5.67196
[INFO] 2021-05-05 09:13:47 > Step: 216400 Progress: 43.3% Elapsed: 13:48:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.16797 Generator_loss: 5.80851
[INFO] 2021-05-05 09:16:24 > Step: 216500 Progress: 43.3% Elapsed: 13:51:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.13945 Generator_loss: 6.5842
[INFO] 2021-05-05 09:19:02 > Step: 216600 Progress: 43.3% Elapsed: 13:54:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.19081 Generator_loss: 6.95219
[INFO] 2021-05-05 09:21:39 > Step: 216700 Progress: 43.3% Elapsed: 13:56:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.1108 Generator_loss: 6.97459
[INFO] 2021-05-05 09:24:16 > Step: 216800 Progress: 43.4% Elapsed: 13:59:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.59121 Generator_loss: 5.45294
[INFO] 2021-05-05 09:26:54 > Step: 216900 Progress: 43.4% Elapsed: 14:01:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.08353 Generator_loss: 6.12114
[INFO] 2021-05-05 09:29:32 > Step: 217000 Progress: 43.4% Elapsed: 14:04:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.11613 Generator_loss: 6.12083
[INFO] 2021-05-05 09:32:09 > Step: 217100 Progress: 43.4% Elapsed: 14:07:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.15149 Generator_loss: 6.43437
[INFO] 2021-05-05 09:34:47 > Step: 217200 Progress: 43.4% Elapsed: 14:09:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.08208 Generator_loss: 6.3179
[INFO] 2021-05-05 09:37:25 > Step: 217300 Progress: 43.5% Elapsed: 14:12:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.19599 Generator_loss: 6.79517
[INFO] 2021-05-05 09:40:03 > Step: 217400 Progress: 43.5% Elapsed: 14:15:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.16542 Generator_loss: 6.72813
[INFO] 2021-05-05 09:42:41 > Step: 217500 Progress: 43.5% Elapsed: 14:17:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.11146 Generator_loss: 6.0176
[INFO] 2021-05-05 09:45:19 > Step: 217600 Progress: 43.5% Elapsed: 14:20:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.17337 Generator_loss: 6.46493
[INFO] 2021-05-05 09:47:57 > Step: 217700 Progress: 43.5% Elapsed: 14:23:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.13039 Generator_loss: 6.30753
[INFO] 2021-05-05 09:50:35 > Step: 217800 Progress: 43.6% Elapsed: 14:25:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.17246 Generator_loss: 6.27733
[INFO] 2021-05-05 09:53:12 > Step: 217900 Progress: 43.6% Elapsed: 14:28:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.30464 Generator_loss: 6.70593
[INFO] 2021-05-05 09:55:51 > Step: 218000 Progress: 43.6% Elapsed: 14:30:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.12952 Generator_loss: 6.46313
[INFO] 2021-05-05 09:55:51 > Start Evaluation (218000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 09:55:51 > Calculating FID Score....
[INFO] 2021-05-05 09:56:38 > Calculating Inception Score....
[INFO] 2021-05-05 09:57:08 > Calculate F_beta Score....
[INFO] 2021-05-05 09:58:45 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 09:58:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 09:58:46 > Calculate Accuracies....
[INFO] 2021-05-05 09:59:28 > Calculate Accuracies....
[INFO] 2021-05-05 10:00:08 > F_8 score (Step: 218000, Using valid images): 0.9630815215599534
[INFO] 2021-05-05 10:00:08 > F_1/8 score (Step: 218000, Using valid images): 0.9716685204206736
[INFO] 2021-05-05 10:00:08 > FID score (Step: 218000, Using valid moments): 15.946822038346625
[INFO] 2021-05-05 10:00:08 > Inception score (Step: 218000, 50000 generated images): 51.814205169677734
[INFO] 2021-05-05 10:00:08 > Best FID score (Step: 218000, Using valid moments): 15.946822038346625
[INFO] 2021-05-05 10:01:01 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 10:03:41 > Step: 218100 Progress: 43.6% Elapsed: 14:38:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.18678 Generator_loss: 5.80717
[INFO] 2021-05-05 10:06:19 > Step: 218200 Progress: 43.6% Elapsed: 14:41:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.02914 Generator_loss: 6.33631
[INFO] 2021-05-05 10:08:58 > Step: 218300 Progress: 43.7% Elapsed: 14:44:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.60721 Generator_loss: 5.61204
[INFO] 2021-05-05 10:11:36 > Step: 218400 Progress: 43.7% Elapsed: 14:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.05261 Generator_loss: 6.57091
[INFO] 2021-05-05 10:14:15 > Step: 218500 Progress: 43.7% Elapsed: 14:49:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.13025 Generator_loss: 6.29095
[INFO] 2021-05-05 10:16:53 > Step: 218600 Progress: 43.7% Elapsed: 14:51:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.15033 Generator_loss: 6.23466
[INFO] 2021-05-05 10:19:32 > Step: 218700 Progress: 43.7% Elapsed: 14:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.38805 Generator_loss: 5.67892
[INFO] 2021-05-05 10:22:11 > Step: 218800 Progress: 43.8% Elapsed: 14:57:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.19073 Generator_loss: 6.01681
[INFO] 2021-05-05 10:24:49 > Step: 218900 Progress: 43.8% Elapsed: 14:59:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.18018 Generator_loss: 5.81133
[INFO] 2021-05-05 10:27:28 > Step: 219000 Progress: 43.8% Elapsed: 15:02:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.12689 Generator_loss: 6.71651
[INFO] 2021-05-05 10:30:06 > Step: 219100 Progress: 43.8% Elapsed: 15:05:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.07199 Generator_loss: 6.37147
[INFO] 2021-05-05 10:32:45 > Step: 219200 Progress: 43.8% Elapsed: 15:07:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.12066 Generator_loss: 5.76952
[INFO] 2021-05-05 10:35:23 > Step: 219300 Progress: 43.9% Elapsed: 15:10:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.08343 Generator_loss: 6.1623
[INFO] 2021-05-05 10:38:01 > Step: 219400 Progress: 43.9% Elapsed: 15:13:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.25209 Generator_loss: 5.71312
[INFO] 2021-05-05 10:40:39 > Step: 219500 Progress: 43.9% Elapsed: 15:15:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.30375 Generator_loss: 5.65241
[INFO] 2021-05-05 10:43:16 > Step: 219600 Progress: 43.9% Elapsed: 15:18:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.14067 Generator_loss: 6.64629
[INFO] 2021-05-05 10:45:54 > Step: 219700 Progress: 43.9% Elapsed: 15:20:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.33117 Generator_loss: 5.49964
[INFO] 2021-05-05 10:48:32 > Step: 219800 Progress: 44.0% Elapsed: 15:23:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.2292 Generator_loss: 5.70436
[INFO] 2021-05-05 10:51:10 > Step: 219900 Progress: 44.0% Elapsed: 15:26:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.20894 Generator_loss: 6.99786
[INFO] 2021-05-05 10:53:48 > Step: 220000 Progress: 44.0% Elapsed: 15:28:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.18429 Generator_loss: 6.16063
[INFO] 2021-05-05 10:53:48 > Start Evaluation (220000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 10:53:48 > Calculating FID Score....
[INFO] 2021-05-05 10:54:37 > Calculating Inception Score....
[INFO] 2021-05-05 10:55:07 > Calculate F_beta Score....
[INFO] 2021-05-05 10:56:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 10:56:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 10:56:47 > Calculate Accuracies....
[INFO] 2021-05-05 10:57:29 > Calculate Accuracies....
[INFO] 2021-05-05 10:58:10 > F_8 score (Step: 220000, Using valid images): 0.9575911274571822
[INFO] 2021-05-05 10:58:10 > F_1/8 score (Step: 220000, Using valid images): 0.9697754085217036
[INFO] 2021-05-05 10:58:10 > FID score (Step: 220000, Using valid moments): 15.923877381809064
[INFO] 2021-05-05 10:58:10 > Inception score (Step: 220000, 50000 generated images): 52.0125846862793
[INFO] 2021-05-05 10:58:10 > Best FID score (Step: 220000, Using valid moments): 15.923877381809064
[INFO] 2021-05-05 10:59:03 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 11:01:43 > Step: 220100 Progress: 44.0% Elapsed: 15:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.05623 Generator_loss: 6.11871
[INFO] 2021-05-05 11:04:23 > Step: 220200 Progress: 44.0% Elapsed: 15:39:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.09006 Generator_loss: 6.14813
[INFO] 2021-05-05 11:07:03 > Step: 220300 Progress: 44.1% Elapsed: 15:42:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.22023 Generator_loss: 5.85578
[INFO] 2021-05-05 11:09:42 > Step: 220400 Progress: 44.1% Elapsed: 15:44:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.11075 Generator_loss: 6.66248
[INFO] 2021-05-05 11:12:22 > Step: 220500 Progress: 44.1% Elapsed: 15:47:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.15843 Generator_loss: 6.83585
[INFO] 2021-05-05 11:15:04 > Step: 220600 Progress: 44.1% Elapsed: 15:50:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.09279 Generator_loss: 5.97155
[INFO] 2021-05-05 11:17:43 > Step: 220700 Progress: 44.1% Elapsed: 15:52:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.26138 Generator_loss: 5.80833
[INFO] 2021-05-05 11:20:23 > Step: 220800 Progress: 44.2% Elapsed: 15:55:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.67662 Generator_loss: 5.09751
[INFO] 2021-05-05 11:23:03 > Step: 220900 Progress: 44.2% Elapsed: 15:58:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.11487 Generator_loss: 6.63374
[INFO] 2021-05-05 11:25:43 > Step: 221000 Progress: 44.2% Elapsed: 16:00:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.41027 Generator_loss: 5.7431
[INFO] 2021-05-05 11:28:23 > Step: 221100 Progress: 44.2% Elapsed: 16:03:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.07826 Generator_loss: 6.74481
[INFO] 2021-05-05 11:31:03 > Step: 221200 Progress: 44.2% Elapsed: 16:06:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.24271 Generator_loss: 5.59686
[INFO] 2021-05-05 11:33:43 > Step: 221300 Progress: 44.3% Elapsed: 16:08:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.28512 Generator_loss: 6.85881
[INFO] 2021-05-05 11:36:23 > Step: 221400 Progress: 44.3% Elapsed: 16:11:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.12966 Generator_loss: 6.5471
[INFO] 2021-05-05 11:39:02 > Step: 221500 Progress: 44.3% Elapsed: 16:14:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.05259 Generator_loss: 6.54544
[INFO] 2021-05-05 11:41:42 > Step: 221600 Progress: 44.3% Elapsed: 16:16:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.37126 Generator_loss: 5.66186
[INFO] 2021-05-05 11:44:21 > Step: 221700 Progress: 44.3% Elapsed: 16:19:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.11632 Generator_loss: 6.0773
[INFO] 2021-05-05 11:47:01 > Step: 221800 Progress: 44.4% Elapsed: 16:22:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.47204 Generator_loss: 5.70449
[INFO] 2021-05-05 11:49:40 > Step: 221900 Progress: 44.4% Elapsed: 16:24:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.26072 Generator_loss: 6.35519
[INFO] 2021-05-05 11:52:19 > Step: 222000 Progress: 44.4% Elapsed: 16:27:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.22759 Generator_loss: 5.54646
[INFO] 2021-05-05 11:52:19 > Start Evaluation (222000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 11:52:19 > Calculating FID Score....
[INFO] 2021-05-05 11:53:07 > Calculating Inception Score....
[INFO] 2021-05-05 11:53:36 > Calculate F_beta Score....
[INFO] 2021-05-05 11:55:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 11:55:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 11:55:19 > Calculate Accuracies....
[INFO] 2021-05-05 11:56:01 > Calculate Accuracies....
[INFO] 2021-05-05 11:56:41 > F_8 score (Step: 222000, Using valid images): 0.9598526385755223
[INFO] 2021-05-05 11:56:41 > F_1/8 score (Step: 222000, Using valid images): 0.9667522868922214
[INFO] 2021-05-05 11:56:41 > FID score (Step: 222000, Using valid moments): 15.854302991695135
[INFO] 2021-05-05 11:56:41 > Inception score (Step: 222000, 50000 generated images): 52.294105529785156
[INFO] 2021-05-05 11:56:41 > Best FID score (Step: 222000, Using valid moments): 15.854302991695135
[INFO] 2021-05-05 11:57:35 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 12:00:16 > Step: 222100 Progress: 44.4% Elapsed: 16:35:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.10377 Generator_loss: 6.00274
[INFO] 2021-05-05 12:02:55 > Step: 222200 Progress: 44.4% Elapsed: 16:38:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.16297 Generator_loss: 5.71353
[INFO] 2021-05-05 12:05:35 > Step: 222300 Progress: 44.5% Elapsed: 16:40:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.30654 Generator_loss: 5.76108
[INFO] 2021-05-05 12:08:15 > Step: 222400 Progress: 44.5% Elapsed: 16:43:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.29945 Generator_loss: 6.63436
[INFO] 2021-05-05 12:10:54 > Step: 222500 Progress: 44.5% Elapsed: 16:45:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.11742 Generator_loss: 6.21411
[INFO] 2021-05-05 12:13:34 > Step: 222600 Progress: 44.5% Elapsed: 16:48:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.15006 Generator_loss: 5.62963
[INFO] 2021-05-05 12:16:13 > Step: 222700 Progress: 44.5% Elapsed: 16:51:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.15282 Generator_loss: 5.80141
[INFO] 2021-05-05 12:18:52 > Step: 222800 Progress: 44.6% Elapsed: 16:53:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.19803 Generator_loss: 5.88227
[INFO] 2021-05-05 12:21:31 > Step: 222900 Progress: 44.6% Elapsed: 16:56:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.08512 Generator_loss: 6.4835
[INFO] 2021-05-05 12:24:10 > Step: 223000 Progress: 44.6% Elapsed: 16:59:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.06488 Generator_loss: 6.78845
[INFO] 2021-05-05 12:26:52 > Step: 223100 Progress: 44.6% Elapsed: 17:01:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.12716 Generator_loss: 6.57925
[INFO] 2021-05-05 12:29:31 > Step: 223200 Progress: 44.6% Elapsed: 17:04:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.18267 Generator_loss: 5.88796
[INFO] 2021-05-05 12:32:10 > Step: 223300 Progress: 44.7% Elapsed: 17:07:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.21766 Generator_loss: 6.53216
[INFO] 2021-05-05 12:34:50 > Step: 223400 Progress: 44.7% Elapsed: 17:09:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.39978 Generator_loss: 5.62275
[INFO] 2021-05-05 12:37:29 > Step: 223500 Progress: 44.7% Elapsed: 17:12:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.17359 Generator_loss: 6.67709
[INFO] 2021-05-05 12:40:09 > Step: 223600 Progress: 44.7% Elapsed: 17:15:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.0985 Generator_loss: 6.11976
[INFO] 2021-05-05 12:42:49 > Step: 223700 Progress: 44.7% Elapsed: 17:17:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.01882 Generator_loss: 6.11744
[INFO] 2021-05-05 12:45:28 > Step: 223800 Progress: 44.8% Elapsed: 17:20:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.18252 Generator_loss: 6.03564
[INFO] 2021-05-05 12:48:08 > Step: 223900 Progress: 44.8% Elapsed: 17:23:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.23347 Generator_loss: 5.26306
[INFO] 2021-05-05 12:50:47 > Step: 224000 Progress: 44.8% Elapsed: 17:25:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.2203 Generator_loss: 5.67582
[INFO] 2021-05-05 12:50:47 > Start Evaluation (224000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 12:50:47 > Calculating FID Score....
[INFO] 2021-05-05 12:51:36 > Calculating Inception Score....
[INFO] 2021-05-05 12:52:05 > Calculate F_beta Score....
[INFO] 2021-05-05 12:53:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 12:53:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 12:53:45 > Calculate Accuracies....
[INFO] 2021-05-05 12:54:27 > Calculate Accuracies....
[INFO] 2021-05-05 12:55:07 > F_8 score (Step: 224000, Using valid images): 0.9621702322677236
[INFO] 2021-05-05 12:55:07 > F_1/8 score (Step: 224000, Using valid images): 0.9706854377621086
[INFO] 2021-05-05 12:55:07 > FID score (Step: 224000, Using valid moments): 15.860584763201928
[INFO] 2021-05-05 12:55:07 > Inception score (Step: 224000, 50000 generated images): 52.3707389831543
[INFO] 2021-05-05 12:55:07 > Best FID score (Step: 222000, Using valid moments): 15.854302991695135
[INFO] 2021-05-05 12:55:34 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 12:58:14 > Step: 224100 Progress: 44.8% Elapsed: 17:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.33129 Generator_loss: 5.69434
[INFO] 2021-05-05 13:00:54 > Step: 224200 Progress: 44.8% Elapsed: 17:35:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.2448 Generator_loss: 7.06746
[INFO] 2021-05-05 13:03:33 > Step: 224300 Progress: 44.9% Elapsed: 17:38:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.11787 Generator_loss: 6.45338
[INFO] 2021-05-05 13:06:13 > Step: 224400 Progress: 44.9% Elapsed: 17:41:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.13462 Generator_loss: 6.10573
[INFO] 2021-05-05 13:08:53 > Step: 224500 Progress: 44.9% Elapsed: 17:43:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.17906 Generator_loss: 6.01078
[INFO] 2021-05-05 13:11:33 > Step: 224600 Progress: 44.9% Elapsed: 17:46:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.08646 Generator_loss: 6.30207
[INFO] 2021-05-05 13:14:13 > Step: 224700 Progress: 44.9% Elapsed: 17:49:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.28733 Generator_loss: 5.64078
[INFO] 2021-05-05 13:16:53 > Step: 224800 Progress: 45.0% Elapsed: 17:51:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.37812 Generator_loss: 5.29291
[INFO] 2021-05-05 13:19:32 > Step: 224900 Progress: 45.0% Elapsed: 17:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.19568 Generator_loss: 5.76235
[INFO] 2021-05-05 13:22:12 > Step: 225000 Progress: 45.0% Elapsed: 17:57:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.01943 Generator_loss: 6.10079
[INFO] 2021-05-05 13:24:51 > Step: 225100 Progress: 45.0% Elapsed: 17:59:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.2366 Generator_loss: 5.71203
[INFO] 2021-05-05 13:27:31 > Step: 225200 Progress: 45.0% Elapsed: 18:02:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.18155 Generator_loss: 6.68139
[INFO] 2021-05-05 13:30:11 > Step: 225300 Progress: 45.1% Elapsed: 18:05:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.11716 Generator_loss: 6.24044
[INFO] 2021-05-05 13:32:50 > Step: 225400 Progress: 45.1% Elapsed: 18:07:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.11967 Generator_loss: 5.82155
[INFO] 2021-05-05 13:35:29 > Step: 225500 Progress: 45.1% Elapsed: 18:10:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.22898 Generator_loss: 5.91385
[INFO] 2021-05-05 13:38:10 > Step: 225600 Progress: 45.1% Elapsed: 18:13:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.08781 Generator_loss: 6.46401
[INFO] 2021-05-05 13:40:50 > Step: 225700 Progress: 45.1% Elapsed: 18:15:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.08904 Generator_loss: 6.28014
[INFO] 2021-05-05 13:43:30 > Step: 225800 Progress: 45.2% Elapsed: 18:18:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.07037 Generator_loss: 6.83557
[INFO] 2021-05-05 13:46:09 > Step: 225900 Progress: 45.2% Elapsed: 18:21:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.27012 Generator_loss: 5.8364
[INFO] 2021-05-05 13:48:50 > Step: 226000 Progress: 45.2% Elapsed: 18:23:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.13098 Generator_loss: 6.68114
[INFO] 2021-05-05 13:48:50 > Start Evaluation (226000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 13:48:50 > Calculating FID Score....
[INFO] 2021-05-05 13:49:39 > Calculating Inception Score....
[INFO] 2021-05-05 13:50:08 > Calculate F_beta Score....
[INFO] 2021-05-05 13:51:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 13:51:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 13:51:47 > Calculate Accuracies....
[INFO] 2021-05-05 13:52:30 > Calculate Accuracies....
[INFO] 2021-05-05 13:53:10 > F_8 score (Step: 226000, Using valid images): 0.9617440629250811
[INFO] 2021-05-05 13:53:11 > F_1/8 score (Step: 226000, Using valid images): 0.9688792784602948
[INFO] 2021-05-05 13:53:11 > FID score (Step: 226000, Using valid moments): 15.813562925611905
[INFO] 2021-05-05 13:53:11 > Inception score (Step: 226000, 50000 generated images): 52.7934684753418
[INFO] 2021-05-05 13:53:11 > Best FID score (Step: 226000, Using valid moments): 15.813562925611905
[INFO] 2021-05-05 13:54:04 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 13:56:44 > Step: 226100 Progress: 45.2% Elapsed: 18:31:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.06642 Generator_loss: 6.1191
[INFO] 2021-05-05 13:59:24 > Step: 226200 Progress: 45.2% Elapsed: 18:34:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.10676 Generator_loss: 6.3187
[INFO] 2021-05-05 14:02:03 > Step: 226300 Progress: 45.3% Elapsed: 18:37:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.15572 Generator_loss: 5.85355
[INFO] 2021-05-05 14:04:43 > Step: 226400 Progress: 45.3% Elapsed: 18:39:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.1222 Generator_loss: 6.63976
[INFO] 2021-05-05 14:07:23 > Step: 226500 Progress: 45.3% Elapsed: 18:42:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.1249 Generator_loss: 5.99309
[INFO] 2021-05-05 14:10:01 > Step: 226600 Progress: 45.3% Elapsed: 18:45:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.11615 Generator_loss: 6.57906
[INFO] 2021-05-05 14:12:40 > Step: 226700 Progress: 45.3% Elapsed: 18:47:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.11459 Generator_loss: 6.29121
[INFO] 2021-05-05 14:15:18 > Step: 226800 Progress: 45.4% Elapsed: 18:50:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.05279 Generator_loss: 6.27454
[INFO] 2021-05-05 14:17:56 > Step: 226900 Progress: 45.4% Elapsed: 18:53:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.05678 Generator_loss: 6.11467
[INFO] 2021-05-05 14:20:33 > Step: 227000 Progress: 45.4% Elapsed: 18:55:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.18071 Generator_loss: 6.17188
[INFO] 2021-05-05 14:23:11 > Step: 227100 Progress: 45.4% Elapsed: 18:58:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.2612 Generator_loss: 5.47075
[INFO] 2021-05-05 14:25:49 > Step: 227200 Progress: 45.4% Elapsed: 19:00:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.20109 Generator_loss: 6.7739
[INFO] 2021-05-05 14:28:26 > Step: 227300 Progress: 45.5% Elapsed: 19:03:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.29789 Generator_loss: 5.60569
[INFO] 2021-05-05 14:31:03 > Step: 227400 Progress: 45.5% Elapsed: 19:06:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.18762 Generator_loss: 6.0116
[INFO] 2021-05-05 14:33:41 > Step: 227500 Progress: 45.5% Elapsed: 19:08:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.35397 Generator_loss: 5.66274
[INFO] 2021-05-05 14:36:18 > Step: 227600 Progress: 45.5% Elapsed: 19:11:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.12695 Generator_loss: 6.37065
[INFO] 2021-05-05 14:38:56 > Step: 227700 Progress: 45.5% Elapsed: 19:14:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.21737 Generator_loss: 5.93103
[INFO] 2021-05-05 14:41:33 > Step: 227800 Progress: 45.6% Elapsed: 19:16:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.32985 Generator_loss: 5.62177
[INFO] 2021-05-05 14:44:10 > Step: 227900 Progress: 45.6% Elapsed: 19:19:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.15576 Generator_loss: 6.26961
[INFO] 2021-05-05 14:46:48 > Step: 228000 Progress: 45.6% Elapsed: 19:21:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.67838 Generator_loss: 5.53959
[INFO] 2021-05-05 14:46:48 > Start Evaluation (228000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 14:46:48 > Calculating FID Score....
[INFO] 2021-05-05 14:47:35 > Calculating Inception Score....
[INFO] 2021-05-05 14:48:05 > Calculate F_beta Score....
[INFO] 2021-05-05 14:49:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 14:49:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 14:49:42 > Calculate Accuracies....
[INFO] 2021-05-05 14:50:24 > Calculate Accuracies....
[INFO] 2021-05-05 14:51:04 > F_8 score (Step: 228000, Using valid images): 0.9661492863363865
[INFO] 2021-05-05 14:51:04 > F_1/8 score (Step: 228000, Using valid images): 0.9724161808517121
[INFO] 2021-05-05 14:51:04 > FID score (Step: 228000, Using valid moments): 15.874766855422138
[INFO] 2021-05-05 14:51:04 > Inception score (Step: 228000, 50000 generated images): 53.30392074584961
[INFO] 2021-05-05 14:51:04 > Best FID score (Step: 226000, Using valid moments): 15.813562925611905
[INFO] 2021-05-05 14:51:30 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 14:54:10 > Step: 228100 Progress: 45.6% Elapsed: 19:29:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.17408 Generator_loss: 6.70371
[INFO] 2021-05-05 14:56:47 > Step: 228200 Progress: 45.6% Elapsed: 19:31:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.18611 Generator_loss: 6.57748
[INFO] 2021-05-05 14:59:24 > Step: 228300 Progress: 45.7% Elapsed: 19:34:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.16897 Generator_loss: 5.47094
[INFO] 2021-05-05 15:02:02 > Step: 228400 Progress: 45.7% Elapsed: 19:37:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.19954 Generator_loss: 6.06933
[INFO] 2021-05-05 15:04:39 > Step: 228500 Progress: 45.7% Elapsed: 19:39:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.1769 Generator_loss: 5.48813
[INFO] 2021-05-05 15:07:17 > Step: 228600 Progress: 45.7% Elapsed: 19:42:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.10461 Generator_loss: 6.11646
[INFO] 2021-05-05 15:09:54 > Step: 228700 Progress: 45.7% Elapsed: 19:44:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.16074 Generator_loss: 6.08405
[INFO] 2021-05-05 15:12:32 > Step: 228800 Progress: 45.8% Elapsed: 19:47:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.30863 Generator_loss: 5.85437
[INFO] 2021-05-05 15:15:09 > Step: 228900 Progress: 45.8% Elapsed: 19:50:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.37498 Generator_loss: 5.19681
[INFO] 2021-05-05 15:17:47 > Step: 229000 Progress: 45.8% Elapsed: 19:52:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.26891 Generator_loss: 5.63147
[INFO] 2021-05-05 15:20:25 > Step: 229100 Progress: 45.8% Elapsed: 19:55:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.07146 Generator_loss: 6.3901
[INFO] 2021-05-05 15:23:02 > Step: 229200 Progress: 45.8% Elapsed: 19:58:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.10641 Generator_loss: 6.48802
[INFO] 2021-05-05 15:25:40 > Step: 229300 Progress: 45.9% Elapsed: 20:00:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.18345 Generator_loss: 6.94196
[INFO] 2021-05-05 15:28:18 > Step: 229400 Progress: 45.9% Elapsed: 20:03:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.07141 Generator_loss: 6.33465
[INFO] 2021-05-05 15:30:55 > Step: 229500 Progress: 45.9% Elapsed: 20:06:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.27266 Generator_loss: 6.00354
[INFO] 2021-05-05 15:33:32 > Step: 229600 Progress: 45.9% Elapsed: 20:08:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.12708 Generator_loss: 5.84968
[INFO] 2021-05-05 15:36:10 > Step: 229700 Progress: 45.9% Elapsed: 20:11:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.07602 Generator_loss: 5.78116
[INFO] 2021-05-05 15:38:47 > Step: 229800 Progress: 46.0% Elapsed: 20:13:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.17098 Generator_loss: 6.01289
[INFO] 2021-05-05 15:41:25 > Step: 229900 Progress: 46.0% Elapsed: 20:16:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.10508 Generator_loss: 6.21803
[INFO] 2021-05-05 15:44:02 > Step: 230000 Progress: 46.0% Elapsed: 20:19:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.16604 Generator_loss: 6.67758
[INFO] 2021-05-05 15:44:02 > Start Evaluation (230000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 15:44:02 > Calculating FID Score....
[INFO] 2021-05-05 15:44:49 > Calculating Inception Score....
[INFO] 2021-05-05 15:45:19 > Calculate F_beta Score....
[INFO] 2021-05-05 15:46:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 15:46:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 15:46:57 > Calculate Accuracies....
[INFO] 2021-05-05 15:47:39 > Calculate Accuracies....
[INFO] 2021-05-05 15:48:18 > F_8 score (Step: 230000, Using valid images): 0.9593052523046495
[INFO] 2021-05-05 15:48:18 > F_1/8 score (Step: 230000, Using valid images): 0.9699520818993785
[INFO] 2021-05-05 15:48:18 > FID score (Step: 230000, Using valid moments): 15.871959064662178
[INFO] 2021-05-05 15:48:18 > Inception score (Step: 230000, 50000 generated images): 53.203182220458984
[INFO] 2021-05-05 15:48:18 > Best FID score (Step: 226000, Using valid moments): 15.813562925611905
[INFO] 2021-05-05 15:48:45 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 15:51:22 > Step: 230100 Progress: 46.0% Elapsed: 20:26:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.04777 Generator_loss: 6.41885
[INFO] 2021-05-05 15:54:00 > Step: 230200 Progress: 46.0% Elapsed: 20:29:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.15453 Generator_loss: 5.79338
[INFO] 2021-05-05 15:56:37 > Step: 230300 Progress: 46.1% Elapsed: 20:31:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.21796 Generator_loss: 6.08457
[INFO] 2021-05-05 15:59:15 > Step: 230400 Progress: 46.1% Elapsed: 20:34:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.07545 Generator_loss: 6.28954
[INFO] 2021-05-05 16:01:53 > Step: 230500 Progress: 46.1% Elapsed: 20:36:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.13206 Generator_loss: 5.83011
[INFO] 2021-05-05 16:04:31 > Step: 230600 Progress: 46.1% Elapsed: 20:39:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.24091 Generator_loss: 6.01021
[INFO] 2021-05-05 16:07:08 > Step: 230700 Progress: 46.1% Elapsed: 20:42:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.12985 Generator_loss: 6.83796
[INFO] 2021-05-05 16:09:46 > Step: 230800 Progress: 46.2% Elapsed: 20:44:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.21246 Generator_loss: 5.81155
[INFO] 2021-05-05 16:12:23 > Step: 230900 Progress: 46.2% Elapsed: 20:47:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.13105 Generator_loss: 6.01643
[INFO] 2021-05-05 16:15:00 > Step: 231000 Progress: 46.2% Elapsed: 20:50:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.46617 Generator_loss: 5.8314
[INFO] 2021-05-05 16:17:38 > Step: 231100 Progress: 46.2% Elapsed: 20:52:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.08867 Generator_loss: 6.50819
[INFO] 2021-05-05 16:20:16 > Step: 231200 Progress: 46.2% Elapsed: 20:55:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.10894 Generator_loss: 6.53192
[INFO] 2021-05-05 16:22:54 > Step: 231300 Progress: 46.3% Elapsed: 20:57:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.10691 Generator_loss: 6.30362
[INFO] 2021-05-05 16:25:31 > Step: 231400 Progress: 46.3% Elapsed: 21:00:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.03443 Generator_loss: 6.1389
[INFO] 2021-05-05 16:28:09 > Step: 231500 Progress: 46.3% Elapsed: 21:03:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.13891 Generator_loss: 6.13541
[INFO] 2021-05-05 16:30:47 > Step: 231600 Progress: 46.3% Elapsed: 21:05:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.17108 Generator_loss: 6.80599
[INFO] 2021-05-05 16:33:25 > Step: 231700 Progress: 46.3% Elapsed: 21:08:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.09881 Generator_loss: 6.34873
[INFO] 2021-05-05 16:36:02 > Step: 231800 Progress: 46.4% Elapsed: 21:11:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.1713 Generator_loss: 6.05524
[INFO] 2021-05-05 16:38:40 > Step: 231900 Progress: 46.4% Elapsed: 21:13:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.18419 Generator_loss: 6.18491
[INFO] 2021-05-05 16:41:17 > Step: 232000 Progress: 46.4% Elapsed: 21:16:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.26564 Generator_loss: 5.57084
[INFO] 2021-05-05 16:41:17 > Start Evaluation (232000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 16:41:17 > Calculating FID Score....
[INFO] 2021-05-05 16:42:05 > Calculating Inception Score....
[INFO] 2021-05-05 16:42:34 > Calculate F_beta Score....
[INFO] 2021-05-05 16:44:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 16:44:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 16:44:12 > Calculate Accuracies....
[INFO] 2021-05-05 16:44:54 > Calculate Accuracies....
[INFO] 2021-05-05 16:45:34 > F_8 score (Step: 232000, Using valid images): 0.9619733298122345
[INFO] 2021-05-05 16:45:34 > F_1/8 score (Step: 232000, Using valid images): 0.9700522492816612
[INFO] 2021-05-05 16:45:34 > FID score (Step: 232000, Using valid moments): 15.735727444302768
[INFO] 2021-05-05 16:45:34 > Inception score (Step: 232000, 50000 generated images): 53.14344787597656
[INFO] 2021-05-05 16:45:34 > Best FID score (Step: 232000, Using valid moments): 15.735727444302768
[INFO] 2021-05-05 16:46:27 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 16:49:04 > Step: 232100 Progress: 46.4% Elapsed: 21:24:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.23641 Generator_loss: 5.88498
[INFO] 2021-05-05 16:51:42 > Step: 232200 Progress: 46.4% Elapsed: 21:26:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.33976 Generator_loss: 5.79742
[INFO] 2021-05-05 16:54:20 > Step: 232300 Progress: 46.5% Elapsed: 21:29:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.19652 Generator_loss: 5.73115
[INFO] 2021-05-05 16:56:57 > Step: 232400 Progress: 46.5% Elapsed: 21:32:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.17513 Generator_loss: 5.958
[INFO] 2021-05-05 16:59:35 > Step: 232500 Progress: 46.5% Elapsed: 21:34:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.3069 Generator_loss: 5.46166
[INFO] 2021-05-05 17:02:13 > Step: 232600 Progress: 46.5% Elapsed: 21:37:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.68552 Generator_loss: 5.1605
[INFO] 2021-05-05 17:04:50 > Step: 232700 Progress: 46.5% Elapsed: 21:39:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.1318 Generator_loss: 6.12458
[INFO] 2021-05-05 17:07:28 > Step: 232800 Progress: 46.6% Elapsed: 21:42:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.02481 Generator_loss: 6.56788
[INFO] 2021-05-05 17:10:05 > Step: 232900 Progress: 46.6% Elapsed: 21:45:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.29738 Generator_loss: 5.60991
[INFO] 2021-05-05 17:12:43 > Step: 233000 Progress: 46.6% Elapsed: 21:47:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.2297 Generator_loss: 5.93458
[INFO] 2021-05-05 17:15:22 > Step: 233100 Progress: 46.6% Elapsed: 21:50:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.15478 Generator_loss: 6.87111
[INFO] 2021-05-05 17:18:00 > Step: 233200 Progress: 46.6% Elapsed: 21:53:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.13227 Generator_loss: 6.4663
[INFO] 2021-05-05 17:20:38 > Step: 233300 Progress: 46.7% Elapsed: 21:55:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.08349 Generator_loss: 6.46661
[INFO] 2021-05-05 17:23:16 > Step: 233400 Progress: 46.7% Elapsed: 21:58:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.22126 Generator_loss: 5.77411
[INFO] 2021-05-05 17:25:53 > Step: 233500 Progress: 46.7% Elapsed: 22:00:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.07733 Generator_loss: 6.37392
[INFO] 2021-05-05 17:28:31 > Step: 233600 Progress: 46.7% Elapsed: 22:03:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.11384 Generator_loss: 5.91341
[INFO] 2021-05-05 17:31:09 > Step: 233700 Progress: 46.7% Elapsed: 22:06:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.02391 Generator_loss: 6.18544
[INFO] 2021-05-05 17:33:46 > Step: 233800 Progress: 46.8% Elapsed: 22:08:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.20472 Generator_loss: 5.67538
[INFO] 2021-05-05 17:36:24 > Step: 233900 Progress: 46.8% Elapsed: 22:11:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.21792 Generator_loss: 5.94868
[INFO] 2021-05-05 17:39:02 > Step: 234000 Progress: 46.8% Elapsed: 22:14:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.09665 Generator_loss: 5.90298
[INFO] 2021-05-05 17:39:02 > Start Evaluation (234000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 17:39:02 > Calculating FID Score....
[INFO] 2021-05-05 17:39:49 > Calculating Inception Score....
[INFO] 2021-05-05 17:40:19 > Calculate F_beta Score....
[INFO] 2021-05-05 17:41:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 17:41:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 17:41:58 > Calculate Accuracies....
[INFO] 2021-05-05 17:42:40 > Calculate Accuracies....
[INFO] 2021-05-05 17:43:20 > F_8 score (Step: 234000, Using valid images): 0.9615763596728929
[INFO] 2021-05-05 17:43:20 > F_1/8 score (Step: 234000, Using valid images): 0.9682915015683985
[INFO] 2021-05-05 17:43:20 > FID score (Step: 234000, Using valid moments): 15.783042106753669
[INFO] 2021-05-05 17:43:20 > Inception score (Step: 234000, 50000 generated images): 53.50266647338867
[INFO] 2021-05-05 17:43:20 > Best FID score (Step: 232000, Using valid moments): 15.735727444302768
[INFO] 2021-05-05 17:43:45 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 17:46:24 > Step: 234100 Progress: 46.8% Elapsed: 22:21:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.19453 Generator_loss: 6.82998
[INFO] 2021-05-05 17:49:02 > Step: 234200 Progress: 46.8% Elapsed: 22:24:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.42025 Generator_loss: 5.74897
[INFO] 2021-05-05 17:51:39 > Step: 234300 Progress: 46.9% Elapsed: 22:26:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.16285 Generator_loss: 5.72484
[INFO] 2021-05-05 17:54:17 > Step: 234400 Progress: 46.9% Elapsed: 22:29:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.05251 Generator_loss: 6.05999
[INFO] 2021-05-05 17:56:54 > Step: 234500 Progress: 46.9% Elapsed: 22:31:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.19117 Generator_loss: 5.85393
[INFO] 2021-05-05 17:59:32 > Step: 234600 Progress: 46.9% Elapsed: 22:34:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.09752 Generator_loss: 6.46148
[INFO] 2021-05-05 18:02:09 > Step: 234700 Progress: 46.9% Elapsed: 22:37:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.09247 Generator_loss: 6.67464
[INFO] 2021-05-05 18:04:47 > Step: 234800 Progress: 47.0% Elapsed: 22:39:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.18958 Generator_loss: 7.17842
[INFO] 2021-05-05 18:07:24 > Step: 234900 Progress: 47.0% Elapsed: 22:42:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.08603 Generator_loss: 6.57263
[INFO] 2021-05-05 18:10:02 > Step: 235000 Progress: 47.0% Elapsed: 22:45:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.14734 Generator_loss: 6.9005
[INFO] 2021-05-05 18:12:41 > Step: 235100 Progress: 47.0% Elapsed: 22:47:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.17042 Generator_loss: 5.72105
[INFO] 2021-05-05 18:15:19 > Step: 235200 Progress: 47.0% Elapsed: 22:50:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.12227 Generator_loss: 6.06571
[INFO] 2021-05-05 18:17:56 > Step: 235300 Progress: 47.1% Elapsed: 22:53:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.08462 Generator_loss: 6.23267
[INFO] 2021-05-05 18:20:34 > Step: 235400 Progress: 47.1% Elapsed: 22:55:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.07761 Generator_loss: 6.52688
[INFO] 2021-05-05 18:23:12 > Step: 235500 Progress: 47.1% Elapsed: 22:58:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.17896 Generator_loss: 6.37971
[INFO] 2021-05-05 18:25:51 > Step: 235600 Progress: 47.1% Elapsed: 23:00:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.12738 Generator_loss: 6.18173
[INFO] 2021-05-05 18:28:29 > Step: 235700 Progress: 47.1% Elapsed: 23:03:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.08942 Generator_loss: 6.34426
[INFO] 2021-05-05 18:31:07 > Step: 235800 Progress: 47.2% Elapsed: 23:06:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.14024 Generator_loss: 6.95532
[INFO] 2021-05-05 18:33:44 > Step: 235900 Progress: 47.2% Elapsed: 23:08:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.08646 Generator_loss: 6.33822
[INFO] 2021-05-05 18:36:22 > Step: 236000 Progress: 47.2% Elapsed: 23:11:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.05239 Generator_loss: 6.63931
[INFO] 2021-05-05 18:36:22 > Start Evaluation (236000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 18:36:22 > Calculating FID Score....
[INFO] 2021-05-05 18:37:10 > Calculating Inception Score....
[INFO] 2021-05-05 18:37:39 > Calculate F_beta Score....
[INFO] 2021-05-05 18:39:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 18:39:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 18:39:13 > Calculate Accuracies....
[INFO] 2021-05-05 18:39:54 > Calculate Accuracies....
[INFO] 2021-05-05 18:40:34 > F_8 score (Step: 236000, Using valid images): 0.9634595635729118
[INFO] 2021-05-05 18:40:34 > F_1/8 score (Step: 236000, Using valid images): 0.9694923067833094
[INFO] 2021-05-05 18:40:34 > FID score (Step: 236000, Using valid moments): 15.707955090963935
[INFO] 2021-05-05 18:40:34 > Inception score (Step: 236000, 50000 generated images): 53.520774841308594
[INFO] 2021-05-05 18:40:34 > Best FID score (Step: 236000, Using valid moments): 15.707955090963935
[INFO] 2021-05-05 18:41:26 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 18:44:03 > Step: 236100 Progress: 47.2% Elapsed: 23:19:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.05641 Generator_loss: 6.54699
[INFO] 2021-05-05 18:46:41 > Step: 236200 Progress: 47.2% Elapsed: 23:21:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.09349 Generator_loss: 6.09605
[INFO] 2021-05-05 18:49:18 > Step: 236300 Progress: 47.3% Elapsed: 23:24:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.16683 Generator_loss: 5.98711
[INFO] 2021-05-05 18:51:56 > Step: 236400 Progress: 47.3% Elapsed: 23:27:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.18587 Generator_loss: 5.63724
[INFO] 2021-05-05 18:54:34 > Step: 236500 Progress: 47.3% Elapsed: 23:29:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.14368 Generator_loss: 6.11061
[INFO] 2021-05-05 18:57:13 > Step: 236600 Progress: 47.3% Elapsed: 23:32:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.1441 Generator_loss: 6.22681
[INFO] 2021-05-05 18:59:51 > Step: 236700 Progress: 47.3% Elapsed: 23:34:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.21932 Generator_loss: 6.02999
[INFO] 2021-05-05 19:02:29 > Step: 236800 Progress: 47.4% Elapsed: 23:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.05949 Generator_loss: 6.37256
[INFO] 2021-05-05 19:05:07 > Step: 236900 Progress: 47.4% Elapsed: 23:40:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.08893 Generator_loss: 6.62965
[INFO] 2021-05-05 19:07:44 > Step: 237000 Progress: 47.4% Elapsed: 23:42:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.11183 Generator_loss: 5.99069
[INFO] 2021-05-05 19:10:22 > Step: 237100 Progress: 47.4% Elapsed: 23:45:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.17466 Generator_loss: 6.57722
[INFO] 2021-05-05 19:13:00 > Step: 237200 Progress: 47.4% Elapsed: 23:48:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.20095 Generator_loss: 7.03821
[INFO] 2021-05-05 19:15:38 > Step: 237300 Progress: 47.5% Elapsed: 23:50:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.07739 Generator_loss: 6.33885
[INFO] 2021-05-05 19:18:16 > Step: 237400 Progress: 47.5% Elapsed: 23:53:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.0483 Generator_loss: 5.95146
[INFO] 2021-05-05 19:20:55 > Step: 237500 Progress: 47.5% Elapsed: 23:56:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.13955 Generator_loss: 5.99999
[INFO] 2021-05-05 19:23:32 > Step: 237600 Progress: 47.5% Elapsed: 23:58:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.08626 Generator_loss: 6.06569
[INFO] 2021-05-05 19:26:10 > Step: 237700 Progress: 47.5% Elapsed: 1 day, 0:01:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.1123 Generator_loss: 6.64079
[INFO] 2021-05-05 19:28:48 > Step: 237800 Progress: 47.6% Elapsed: 1 day, 0:03:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.10554 Generator_loss: 6.45351
[INFO] 2021-05-05 19:31:26 > Step: 237900 Progress: 47.6% Elapsed: 1 day, 0:06:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.39222 Generator_loss: 5.56539
[INFO] 2021-05-05 19:34:05 > Step: 238000 Progress: 47.6% Elapsed: 1 day, 0:09:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.06574 Generator_loss: 6.90695
[INFO] 2021-05-05 19:34:05 > Start Evaluation (238000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 19:34:05 > Calculating FID Score....
[INFO] 2021-05-05 19:34:53 > Calculating Inception Score....
[INFO] 2021-05-05 19:35:22 > Calculate F_beta Score....
[INFO] 2021-05-05 19:36:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 19:36:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 19:36:58 > Calculate Accuracies....
[INFO] 2021-05-05 19:37:39 > Calculate Accuracies....
[INFO] 2021-05-05 19:38:19 > F_8 score (Step: 238000, Using valid images): 0.9690516746571973
[INFO] 2021-05-05 19:38:19 > F_1/8 score (Step: 238000, Using valid images): 0.9679582752043938
[INFO] 2021-05-05 19:38:19 > FID score (Step: 238000, Using valid moments): 15.660826572126041
[INFO] 2021-05-05 19:38:19 > Inception score (Step: 238000, 50000 generated images): 53.93880844116211
[INFO] 2021-05-05 19:38:19 > Best FID score (Step: 238000, Using valid moments): 15.660826572126041
[INFO] 2021-05-05 19:39:12 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 19:41:52 > Step: 238100 Progress: 47.6% Elapsed: 1 day, 0:16:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.09547 Generator_loss: 5.88633
[INFO] 2021-05-05 19:44:30 > Step: 238200 Progress: 47.6% Elapsed: 1 day, 0:19:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.2334 Generator_loss: 5.26412
[INFO] 2021-05-05 19:47:08 > Step: 238300 Progress: 47.7% Elapsed: 1 day, 0:22:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.07043 Generator_loss: 6.30109
[INFO] 2021-05-05 19:49:46 > Step: 238400 Progress: 47.7% Elapsed: 1 day, 0:24:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.19703 Generator_loss: 5.58011
[INFO] 2021-05-05 19:52:24 > Step: 238500 Progress: 47.7% Elapsed: 1 day, 0:27:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.08394 Generator_loss: 6.70076
[INFO] 2021-05-05 19:55:01 > Step: 238600 Progress: 47.7% Elapsed: 1 day, 0:30:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.34866 Generator_loss: 6.53675
[INFO] 2021-05-05 19:57:39 > Step: 238700 Progress: 47.7% Elapsed: 1 day, 0:32:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.17057 Generator_loss: 5.9213
[INFO] 2021-05-05 20:00:17 > Step: 238800 Progress: 47.8% Elapsed: 1 day, 0:35:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.22655 Generator_loss: 5.92506
[INFO] 2021-05-05 20:02:55 > Step: 238900 Progress: 47.8% Elapsed: 1 day, 0:38:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.09415 Generator_loss: 6.29663
[INFO] 2021-05-05 20:05:33 > Step: 239000 Progress: 47.8% Elapsed: 1 day, 0:40:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.1445 Generator_loss: 6.80906
[INFO] 2021-05-05 20:08:11 > Step: 239100 Progress: 47.8% Elapsed: 1 day, 0:43:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.23493 Generator_loss: 6.65556
[INFO] 2021-05-05 20:10:49 > Step: 239200 Progress: 47.8% Elapsed: 1 day, 0:45:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.12353 Generator_loss: 6.34442
[INFO] 2021-05-05 20:13:27 > Step: 239300 Progress: 47.9% Elapsed: 1 day, 0:48:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.08709 Generator_loss: 6.74964
[INFO] 2021-05-05 20:16:05 > Step: 239400 Progress: 47.9% Elapsed: 1 day, 0:51:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.39234 Generator_loss: 5.50275
[INFO] 2021-05-05 20:18:43 > Step: 239500 Progress: 47.9% Elapsed: 1 day, 0:53:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.14808 Generator_loss: 6.14411
[INFO] 2021-05-05 20:21:20 > Step: 239600 Progress: 47.9% Elapsed: 1 day, 0:56:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.27254 Generator_loss: 5.62493
[INFO] 2021-05-05 20:23:58 > Step: 239700 Progress: 47.9% Elapsed: 1 day, 0:59:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.13445 Generator_loss: 6.10488
[INFO] 2021-05-05 20:26:36 > Step: 239800 Progress: 48.0% Elapsed: 1 day, 1:01:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.03554 Generator_loss: 6.51232
[INFO] 2021-05-05 20:29:14 > Step: 239900 Progress: 48.0% Elapsed: 1 day, 1:04:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.0735 Generator_loss: 6.31879
[INFO] 2021-05-05 20:31:52 > Step: 240000 Progress: 48.0% Elapsed: 1 day, 1:06:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.09174 Generator_loss: 6.37132
[INFO] 2021-05-05 20:31:52 > Start Evaluation (240000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 20:31:52 > Calculating FID Score....
[INFO] 2021-05-05 20:32:41 > Calculating Inception Score....
[INFO] 2021-05-05 20:33:10 > Calculate F_beta Score....
[INFO] 2021-05-05 20:35:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 20:35:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 20:35:13 > Calculate Accuracies....
[INFO] 2021-05-05 20:35:54 > Calculate Accuracies....
[INFO] 2021-05-05 20:36:35 > F_8 score (Step: 240000, Using valid images): 0.9683261209684805
[INFO] 2021-05-05 20:36:35 > F_1/8 score (Step: 240000, Using valid images): 0.9673747154090598
[INFO] 2021-05-05 20:36:35 > FID score (Step: 240000, Using valid moments): 15.694835769646886
[INFO] 2021-05-05 20:36:35 > Inception score (Step: 240000, 50000 generated images): 53.64283752441406
[INFO] 2021-05-05 20:36:35 > Best FID score (Step: 238000, Using valid moments): 15.660826572126041
[INFO] 2021-05-05 20:36:59 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 20:39:37 > Step: 240100 Progress: 48.0% Elapsed: 1 day, 1:14:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.13848 Generator_loss: 5.7725
[INFO] 2021-05-05 20:42:15 > Step: 240200 Progress: 48.0% Elapsed: 1 day, 1:17:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.22654 Generator_loss: 5.71865
[INFO] 2021-05-05 20:44:52 > Step: 240300 Progress: 48.1% Elapsed: 1 day, 1:19:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.16166 Generator_loss: 6.84541
[INFO] 2021-05-05 20:47:30 > Step: 240400 Progress: 48.1% Elapsed: 1 day, 1:22:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.34611 Generator_loss: 5.29548
[INFO] 2021-05-05 20:50:08 > Step: 240500 Progress: 48.1% Elapsed: 1 day, 1:25:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.12994 Generator_loss: 5.98925
[INFO] 2021-05-05 20:52:47 > Step: 240600 Progress: 48.1% Elapsed: 1 day, 1:27:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.09666 Generator_loss: 6.67595
[INFO] 2021-05-05 20:55:25 > Step: 240700 Progress: 48.1% Elapsed: 1 day, 1:30:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.33689 Generator_loss: 5.40646
[INFO] 2021-05-05 20:58:03 > Step: 240800 Progress: 48.2% Elapsed: 1 day, 1:33:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.30897 Generator_loss: 5.68293
[INFO] 2021-05-05 21:00:42 > Step: 240900 Progress: 48.2% Elapsed: 1 day, 1:35:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.1828 Generator_loss: 5.72397
[INFO] 2021-05-05 21:03:19 > Step: 241000 Progress: 48.2% Elapsed: 1 day, 1:38:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.07332 Generator_loss: 6.33646
[INFO] 2021-05-05 21:05:57 > Step: 241100 Progress: 48.2% Elapsed: 1 day, 1:41:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.21855 Generator_loss: 6.97156
[INFO] 2021-05-05 21:08:35 > Step: 241200 Progress: 48.2% Elapsed: 1 day, 1:43:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.35649 Generator_loss: 5.53889
[INFO] 2021-05-05 21:11:12 > Step: 241300 Progress: 48.3% Elapsed: 1 day, 1:46:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.1011 Generator_loss: 6.55165
[INFO] 2021-05-05 21:13:50 > Step: 241400 Progress: 48.3% Elapsed: 1 day, 1:48:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.06311 Generator_loss: 6.68792
[INFO] 2021-05-05 21:16:28 > Step: 241500 Progress: 48.3% Elapsed: 1 day, 1:51:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.07493 Generator_loss: 5.85823
[INFO] 2021-05-05 21:19:06 > Step: 241600 Progress: 48.3% Elapsed: 1 day, 1:54:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.22943 Generator_loss: 5.70996
[INFO] 2021-05-05 21:21:43 > Step: 241700 Progress: 48.3% Elapsed: 1 day, 1:56:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.10713 Generator_loss: 5.9007
[INFO] 2021-05-05 21:24:21 > Step: 241800 Progress: 48.4% Elapsed: 1 day, 1:59:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.20926 Generator_loss: 5.99723
[INFO] 2021-05-05 21:27:00 > Step: 241900 Progress: 48.4% Elapsed: 1 day, 2:02:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.06448 Generator_loss: 6.74857
[INFO] 2021-05-05 21:29:37 > Step: 242000 Progress: 48.4% Elapsed: 1 day, 2:04:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.1509 Generator_loss: 5.70239
[INFO] 2021-05-05 21:29:37 > Start Evaluation (242000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 21:29:37 > Calculating FID Score....
[INFO] 2021-05-05 21:30:25 > Calculating Inception Score....
[INFO] 2021-05-05 21:30:54 > Calculate F_beta Score....
[INFO] 2021-05-05 21:32:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 21:32:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 21:32:28 > Calculate Accuracies....
[INFO] 2021-05-05 21:33:10 > Calculate Accuracies....
[INFO] 2021-05-05 21:33:50 > F_8 score (Step: 242000, Using valid images): 0.963588905537711
[INFO] 2021-05-05 21:33:50 > F_1/8 score (Step: 242000, Using valid images): 0.9667452192236262
[INFO] 2021-05-05 21:33:50 > FID score (Step: 242000, Using valid moments): 15.689956705844565
[INFO] 2021-05-05 21:33:50 > Inception score (Step: 242000, 50000 generated images): 54.44872283935547
[INFO] 2021-05-05 21:33:50 > Best FID score (Step: 238000, Using valid moments): 15.660826572126041
[INFO] 2021-05-05 21:34:15 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 21:36:53 > Step: 242100 Progress: 48.4% Elapsed: 1 day, 2:11:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.10019 Generator_loss: 6.87412
[INFO] 2021-05-05 21:39:31 > Step: 242200 Progress: 48.4% Elapsed: 1 day, 2:14:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.25523 Generator_loss: 6.78517
[INFO] 2021-05-05 21:42:09 > Step: 242300 Progress: 48.5% Elapsed: 1 day, 2:17:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.22209 Generator_loss: 5.93655
[INFO] 2021-05-05 21:44:47 > Step: 242400 Progress: 48.5% Elapsed: 1 day, 2:19:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.22409 Generator_loss: 5.92921
[INFO] 2021-05-05 21:47:24 > Step: 242500 Progress: 48.5% Elapsed: 1 day, 2:22:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.14946 Generator_loss: 5.93313
[INFO] 2021-05-05 21:50:02 > Step: 242600 Progress: 48.5% Elapsed: 1 day, 2:25:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.09515 Generator_loss: 6.12791
[INFO] 2021-05-05 21:52:40 > Step: 242700 Progress: 48.5% Elapsed: 1 day, 2:27:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.12061 Generator_loss: 6.66269
[INFO] 2021-05-05 21:55:18 > Step: 242800 Progress: 48.6% Elapsed: 1 day, 2:30:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.09531 Generator_loss: 6.78704
[INFO] 2021-05-05 21:57:55 > Step: 242900 Progress: 48.6% Elapsed: 1 day, 2:33:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.21603 Generator_loss: 5.48542
[INFO] 2021-05-05 22:00:33 > Step: 243000 Progress: 48.6% Elapsed: 1 day, 2:35:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.086 Generator_loss: 5.77447
[INFO] 2021-05-05 22:03:13 > Step: 243100 Progress: 48.6% Elapsed: 1 day, 2:38:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.17297 Generator_loss: 5.84424
[INFO] 2021-05-05 22:05:51 > Step: 243200 Progress: 48.6% Elapsed: 1 day, 2:40:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.08042 Generator_loss: 6.38852
[INFO] 2021-05-05 22:08:28 > Step: 243300 Progress: 48.7% Elapsed: 1 day, 2:43:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.22899 Generator_loss: 6.03642
[INFO] 2021-05-05 22:11:06 > Step: 243400 Progress: 48.7% Elapsed: 1 day, 2:46:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.22291 Generator_loss: 6.69254
[INFO] 2021-05-05 22:13:44 > Step: 243500 Progress: 48.7% Elapsed: 1 day, 2:48:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.22661 Generator_loss: 5.47776
[INFO] 2021-05-05 22:16:22 > Step: 243600 Progress: 48.7% Elapsed: 1 day, 2:51:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.10026 Generator_loss: 6.04215
[INFO] 2021-05-05 22:19:00 > Step: 243700 Progress: 48.7% Elapsed: 1 day, 2:54:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03757 Generator_loss: 6.44374
[INFO] 2021-05-05 22:21:38 > Step: 243800 Progress: 48.8% Elapsed: 1 day, 2:56:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.40041 Generator_loss: 5.46432
[INFO] 2021-05-05 22:24:16 > Step: 243900 Progress: 48.8% Elapsed: 1 day, 2:59:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.10718 Generator_loss: 5.984
[INFO] 2021-05-05 22:26:54 > Step: 244000 Progress: 48.8% Elapsed: 1 day, 3:02:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.58726 Generator_loss: 5.52289
[INFO] 2021-05-05 22:26:54 > Start Evaluation (244000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 22:26:54 > Calculating FID Score....
[INFO] 2021-05-05 22:27:42 > Calculating Inception Score....
[INFO] 2021-05-05 22:28:11 > Calculate F_beta Score....
[INFO] 2021-05-05 22:29:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 22:29:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 22:29:44 > Calculate Accuracies....
[INFO] 2021-05-05 22:30:26 > Calculate Accuracies....
[INFO] 2021-05-05 22:31:06 > F_8 score (Step: 244000, Using valid images): 0.9673762252298858
[INFO] 2021-05-05 22:31:06 > F_1/8 score (Step: 244000, Using valid images): 0.9749191919304985
[INFO] 2021-05-05 22:31:06 > FID score (Step: 244000, Using valid moments): 15.741485795704932
[INFO] 2021-05-05 22:31:06 > Inception score (Step: 244000, 50000 generated images): 54.483314514160156
[INFO] 2021-05-05 22:31:06 > Best FID score (Step: 238000, Using valid moments): 15.660826572126041
[INFO] 2021-05-05 22:31:33 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 22:34:11 > Step: 244100 Progress: 48.8% Elapsed: 1 day, 3:09:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.10372 Generator_loss: 5.98826
[INFO] 2021-05-05 22:36:50 > Step: 244200 Progress: 48.8% Elapsed: 1 day, 3:11:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.04486 Generator_loss: 6.50513
[INFO] 2021-05-05 22:39:28 > Step: 244300 Progress: 48.9% Elapsed: 1 day, 3:14:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.42275 Generator_loss: 5.60695
[INFO] 2021-05-05 22:42:06 > Step: 244400 Progress: 48.9% Elapsed: 1 day, 3:17:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.16922 Generator_loss: 6.09594
[INFO] 2021-05-05 22:44:45 > Step: 244500 Progress: 48.9% Elapsed: 1 day, 3:19:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.35262 Generator_loss: 6.82362
[INFO] 2021-05-05 22:47:24 > Step: 244600 Progress: 48.9% Elapsed: 1 day, 3:22:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.05415 Generator_loss: 6.15545
[INFO] 2021-05-05 22:50:02 > Step: 244700 Progress: 48.9% Elapsed: 1 day, 3:25:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.2491 Generator_loss: 5.74552
[INFO] 2021-05-05 22:52:42 > Step: 244800 Progress: 49.0% Elapsed: 1 day, 3:27:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.07058 Generator_loss: 6.39721
[INFO] 2021-05-05 22:55:21 > Step: 244900 Progress: 49.0% Elapsed: 1 day, 3:30:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.14855 Generator_loss: 5.83309
[INFO] 2021-05-05 22:57:59 > Step: 245000 Progress: 49.0% Elapsed: 1 day, 3:33:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.20172 Generator_loss: 6.68284
[INFO] 2021-05-05 23:00:37 > Step: 245100 Progress: 49.0% Elapsed: 1 day, 3:35:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.23748 Generator_loss: 5.91223
[INFO] 2021-05-05 23:03:15 > Step: 245200 Progress: 49.0% Elapsed: 1 day, 3:38:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.02801 Generator_loss: 6.48199
[INFO] 2021-05-05 23:05:54 > Step: 245300 Progress: 49.1% Elapsed: 1 day, 3:40:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.23173 Generator_loss: 5.96519
[INFO] 2021-05-05 23:08:33 > Step: 245400 Progress: 49.1% Elapsed: 1 day, 3:43:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.111 Generator_loss: 6.62391
[INFO] 2021-05-05 23:11:10 > Step: 245500 Progress: 49.1% Elapsed: 1 day, 3:46:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.137 Generator_loss: 6.57396
[INFO] 2021-05-05 23:13:50 > Step: 245600 Progress: 49.1% Elapsed: 1 day, 3:48:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.05867 Generator_loss: 6.34683
[INFO] 2021-05-05 23:16:28 > Step: 245700 Progress: 49.1% Elapsed: 1 day, 3:51:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.04304 Generator_loss: 6.0355
[INFO] 2021-05-05 23:19:06 > Step: 245800 Progress: 49.2% Elapsed: 1 day, 3:54:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.07439 Generator_loss: 6.27922
[INFO] 2021-05-05 23:21:44 > Step: 245900 Progress: 49.2% Elapsed: 1 day, 3:56:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.26889 Generator_loss: 5.62136
[INFO] 2021-05-05 23:24:22 > Step: 246000 Progress: 49.2% Elapsed: 1 day, 3:59:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.109 Generator_loss: 6.59986
[INFO] 2021-05-05 23:24:22 > Start Evaluation (246000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 23:24:22 > Calculating FID Score....
[INFO] 2021-05-05 23:25:10 > Calculating Inception Score....
[INFO] 2021-05-05 23:25:39 > Calculate F_beta Score....
[INFO] 2021-05-05 23:27:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-05 23:27:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-05 23:27:14 > Calculate Accuracies....
[INFO] 2021-05-05 23:27:56 > Calculate Accuracies....
[INFO] 2021-05-05 23:28:36 > F_8 score (Step: 246000, Using valid images): 0.9645591294383337
[INFO] 2021-05-05 23:28:36 > F_1/8 score (Step: 246000, Using valid images): 0.9681209233758947
[INFO] 2021-05-05 23:28:36 > FID score (Step: 246000, Using valid moments): 15.775912240661853
[INFO] 2021-05-05 23:28:36 > Inception score (Step: 246000, 50000 generated images): 53.751094818115234
[INFO] 2021-05-05 23:28:36 > Best FID score (Step: 238000, Using valid moments): 15.660826572126041
[INFO] 2021-05-05 23:29:01 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-05 23:31:40 > Step: 246100 Progress: 49.2% Elapsed: 1 day, 4:06:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.0584 Generator_loss: 6.71417
[INFO] 2021-05-05 23:34:18 > Step: 246200 Progress: 49.2% Elapsed: 1 day, 4:09:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.11562 Generator_loss: 6.49002
[INFO] 2021-05-05 23:36:55 > Step: 246300 Progress: 49.3% Elapsed: 1 day, 4:12:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.09683 Generator_loss: 6.99058
[INFO] 2021-05-05 23:39:33 > Step: 246400 Progress: 49.3% Elapsed: 1 day, 4:14:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.23223 Generator_loss: 5.47754
[INFO] 2021-05-05 23:42:11 > Step: 246500 Progress: 49.3% Elapsed: 1 day, 4:17:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.11639 Generator_loss: 6.16818
[INFO] 2021-05-05 23:44:49 > Step: 246600 Progress: 49.3% Elapsed: 1 day, 4:19:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.03198 Generator_loss: 6.13866
[INFO] 2021-05-05 23:47:27 > Step: 246700 Progress: 49.3% Elapsed: 1 day, 4:22:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.1826 Generator_loss: 5.84863
[INFO] 2021-05-05 23:50:05 > Step: 246800 Progress: 49.4% Elapsed: 1 day, 4:25:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.09486 Generator_loss: 6.10649
[INFO] 2021-05-05 23:52:43 > Step: 246900 Progress: 49.4% Elapsed: 1 day, 4:27:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.27796 Generator_loss: 5.41101
[INFO] 2021-05-05 23:55:21 > Step: 247000 Progress: 49.4% Elapsed: 1 day, 4:30:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.07794 Generator_loss: 6.80906
[INFO] 2021-05-05 23:57:59 > Step: 247100 Progress: 49.4% Elapsed: 1 day, 4:33:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.04509 Generator_loss: 6.49394
[INFO] 2021-05-06 00:00:37 > Step: 247200 Progress: 49.4% Elapsed: 1 day, 4:35:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.1017 Generator_loss: 6.38793
[INFO] 2021-05-06 00:03:16 > Step: 247300 Progress: 49.5% Elapsed: 1 day, 4:38:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.0767 Generator_loss: 6.78936
[INFO] 2021-05-06 00:05:54 > Step: 247400 Progress: 49.5% Elapsed: 1 day, 4:40:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.07668 Generator_loss: 6.44496
[INFO] 2021-05-06 00:08:32 > Step: 247500 Progress: 49.5% Elapsed: 1 day, 4:43:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.19663 Generator_loss: 5.53983
[INFO] 2021-05-06 00:11:10 > Step: 247600 Progress: 49.5% Elapsed: 1 day, 4:46:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.18234 Generator_loss: 5.90973
[INFO] 2021-05-06 00:13:48 > Step: 247700 Progress: 49.5% Elapsed: 1 day, 4:48:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.30037 Generator_loss: 5.96201
[INFO] 2021-05-06 00:16:27 > Step: 247800 Progress: 49.6% Elapsed: 1 day, 4:51:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.20554 Generator_loss: 5.96776
[INFO] 2021-05-06 00:19:04 > Step: 247900 Progress: 49.6% Elapsed: 1 day, 4:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.18542 Generator_loss: 5.61189
[INFO] 2021-05-06 00:21:42 > Step: 248000 Progress: 49.6% Elapsed: 1 day, 4:56:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.18724 Generator_loss: 6.32422
[INFO] 2021-05-06 00:21:42 > Start Evaluation (248000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 00:21:42 > Calculating FID Score....
[INFO] 2021-05-06 00:22:30 > Calculating Inception Score....
[INFO] 2021-05-06 00:22:59 > Calculate F_beta Score....
[INFO] 2021-05-06 00:24:35 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 00:24:35 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 00:24:36 > Calculate Accuracies....
[INFO] 2021-05-06 00:25:18 > Calculate Accuracies....
[INFO] 2021-05-06 00:25:58 > F_8 score (Step: 248000, Using valid images): 0.968481741453022
[INFO] 2021-05-06 00:25:58 > F_1/8 score (Step: 248000, Using valid images): 0.9704693267648512
[INFO] 2021-05-06 00:25:58 > FID score (Step: 248000, Using valid moments): 15.583929569846987
[INFO] 2021-05-06 00:25:58 > Inception score (Step: 248000, 50000 generated images): 54.26998519897461
[INFO] 2021-05-06 00:25:58 > Best FID score (Step: 248000, Using valid moments): 15.583929569846987
[INFO] 2021-05-06 00:26:50 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 00:29:30 > Step: 248100 Progress: 49.6% Elapsed: 1 day, 5:04:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.15378 Generator_loss: 5.90907
[INFO] 2021-05-06 00:32:08 > Step: 248200 Progress: 49.6% Elapsed: 1 day, 5:07:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.22808 Generator_loss: 6.70251
[INFO] 2021-05-06 00:34:46 > Step: 248300 Progress: 49.7% Elapsed: 1 day, 5:09:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.11647 Generator_loss: 6.63998
[INFO] 2021-05-06 00:37:24 > Step: 248400 Progress: 49.7% Elapsed: 1 day, 5:12:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.12707 Generator_loss: 6.06433
[INFO] 2021-05-06 00:40:02 > Step: 248500 Progress: 49.7% Elapsed: 1 day, 5:15:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.23416 Generator_loss: 6.77928
[INFO] 2021-05-06 00:42:40 > Step: 248600 Progress: 49.7% Elapsed: 1 day, 5:17:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.02296 Generator_loss: 6.27306
[INFO] 2021-05-06 00:45:18 > Step: 248700 Progress: 49.7% Elapsed: 1 day, 5:20:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.07804 Generator_loss: 6.72548
[INFO] 2021-05-06 00:47:56 > Step: 248800 Progress: 49.8% Elapsed: 1 day, 5:23:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.20339 Generator_loss: 6.21197
[INFO] 2021-05-06 00:50:34 > Step: 248900 Progress: 49.8% Elapsed: 1 day, 5:25:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.12048 Generator_loss: 6.35509
[INFO] 2021-05-06 00:53:12 > Step: 249000 Progress: 49.8% Elapsed: 1 day, 5:28:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.06875 Generator_loss: 5.95258
[INFO] 2021-05-06 00:55:50 > Step: 249100 Progress: 49.8% Elapsed: 1 day, 5:30:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.06826 Generator_loss: 6.1486
[INFO] 2021-05-06 00:58:28 > Step: 249200 Progress: 49.8% Elapsed: 1 day, 5:33:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.1393 Generator_loss: 6.10246
[INFO] 2021-05-06 01:01:06 > Step: 249300 Progress: 49.9% Elapsed: 1 day, 5:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.31214 Generator_loss: 7.06164
[INFO] 2021-05-06 01:03:44 > Step: 249400 Progress: 49.9% Elapsed: 1 day, 5:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.2044 Generator_loss: 5.68124
[INFO] 2021-05-06 01:06:22 > Step: 249500 Progress: 49.9% Elapsed: 1 day, 5:41:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.16414 Generator_loss: 6.79819
[INFO] 2021-05-06 01:09:00 > Step: 249600 Progress: 49.9% Elapsed: 1 day, 5:44:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.34757 Generator_loss: 5.36286
[INFO] 2021-05-06 01:11:38 > Step: 249700 Progress: 49.9% Elapsed: 1 day, 5:46:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.01095 Generator_loss: 6.40305
[INFO] 2021-05-06 01:14:16 > Step: 249800 Progress: 50.0% Elapsed: 1 day, 5:49:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.09363 Generator_loss: 6.51349
[INFO] 2021-05-06 01:16:55 > Step: 249900 Progress: 50.0% Elapsed: 1 day, 5:52:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.09123 Generator_loss: 6.23837
[INFO] 2021-05-06 01:19:33 > Step: 250000 Progress: 50.0% Elapsed: 1 day, 5:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.09762 Generator_loss: 6.30406
[INFO] 2021-05-06 01:19:33 > Start Evaluation (250000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 01:19:33 > Calculating FID Score....
[INFO] 2021-05-06 01:20:20 > Calculating Inception Score....
[INFO] 2021-05-06 01:20:50 > Calculate F_beta Score....
[INFO] 2021-05-06 02:23:05 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-best-weights-step=248000.pth
[INFO] 2021-05-06 02:23:05 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-best-weights-step=248000.pth
[INFO] 2021-05-06 02:23:07 > Calculate moments of valid dataset
[INFO] 2021-05-06 02:27:06 > Save calculated means and covariances to disk...
[INFO] 2021-05-06 02:27:07 > calculate inception score of valid dataset.
[INFO] 2021-05-06 02:27:47 > Inception score=173.24098205566406-Inception_std=nan
[INFO] 2021-05-06 02:27:47 > Start training....
[INFO] 2021-05-06 02:27:48 > Start Evaluation (247999 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 02:27:48 > Calculating FID Score....
[INFO] 2021-05-06 02:28:39 > Calculating Inception Score....
[INFO] 2021-05-06 02:29:08 > Calculate F_beta Score....
[INFO] 2021-05-06 02:30:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 02:30:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 02:30:44 > Calculate Accuracies....
[INFO] 2021-05-06 02:31:27 > Calculate Accuracies....
[INFO] 2021-05-06 02:32:07 > F_8 score (Step: 247999, Using valid images): 0.9648009707276709
[INFO] 2021-05-06 02:32:07 > F_1/8 score (Step: 247999, Using valid images): 0.9713492336206904
[INFO] 2021-05-06 02:32:07 > FID score (Step: 247999, Using valid moments): 15.665680997996901
[INFO] 2021-05-06 02:32:07 > Inception score (Step: 247999, 50000 generated images): 54.52046585083008
[INFO] 2021-05-06 02:32:07 > Best FID score (Step: 248000, Using valid moments): 15.583929569846987
[INFO] 2021-05-06 02:44:47 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-best-weights-step=248000.pth
[INFO] 2021-05-06 02:44:47 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-best-weights-step=248000.pth
[INFO] 2021-05-06 02:44:49 > Start training....
[INFO] 2021-05-06 02:47:49 > Step: 248100 Progress: 49.6% Elapsed: 0:02:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.12941 Generator_loss: 6.18108
[INFO] 2021-05-06 02:50:27 > Step: 248200 Progress: 49.6% Elapsed: 0:05:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.05623 Generator_loss: 6.91874
[INFO] 2021-05-06 02:53:04 > Step: 248300 Progress: 49.7% Elapsed: 0:08:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.08327 Generator_loss: 6.19146
[INFO] 2021-05-06 02:55:40 > Step: 248400 Progress: 49.7% Elapsed: 0:10:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.05009 Generator_loss: 6.70752
[INFO] 2021-05-06 02:58:17 > Step: 248500 Progress: 49.7% Elapsed: 0:13:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.16997 Generator_loss: 5.8034
[INFO] 2021-05-06 03:00:53 > Step: 248600 Progress: 49.7% Elapsed: 0:16:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.17237 Generator_loss: 5.84364
[INFO] 2021-05-06 03:03:31 > Step: 248700 Progress: 49.7% Elapsed: 0:18:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.073 Generator_loss: 6.32772
[INFO] 2021-05-06 03:06:08 > Step: 248800 Progress: 49.8% Elapsed: 0:21:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.20766 Generator_loss: 5.36467
[INFO] 2021-05-06 03:08:45 > Step: 248900 Progress: 49.8% Elapsed: 0:23:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.11596 Generator_loss: 6.70894
[INFO] 2021-05-06 03:11:22 > Step: 249000 Progress: 49.8% Elapsed: 0:26:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.07035 Generator_loss: 6.27766
[INFO] 2021-05-06 03:13:59 > Step: 249100 Progress: 49.8% Elapsed: 0:29:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.14805 Generator_loss: 7.06622
[INFO] 2021-05-06 03:16:37 > Step: 249200 Progress: 49.8% Elapsed: 0:31:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.15022 Generator_loss: 5.98249
[INFO] 2021-05-06 03:19:14 > Step: 249300 Progress: 49.9% Elapsed: 0:34:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.07338 Generator_loss: 6.36427
[INFO] 2021-05-06 03:21:51 > Step: 249400 Progress: 49.9% Elapsed: 0:37:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.38479 Generator_loss: 5.46398
[INFO] 2021-05-06 03:24:28 > Step: 249500 Progress: 49.9% Elapsed: 0:39:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.068 Generator_loss: 6.29875
[INFO] 2021-05-06 03:27:05 > Step: 249600 Progress: 49.9% Elapsed: 0:42:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.05131 Generator_loss: 6.58788
[INFO] 2021-05-06 03:29:43 > Step: 249700 Progress: 49.9% Elapsed: 0:44:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.04817 Generator_loss: 6.47743
[INFO] 2021-05-06 03:32:20 > Step: 249800 Progress: 50.0% Elapsed: 0:47:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.11548 Generator_loss: 6.21226
[INFO] 2021-05-06 03:34:57 > Step: 249900 Progress: 50.0% Elapsed: 0:50:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.21245 Generator_loss: 5.60644
[INFO] 2021-05-06 03:37:34 > Step: 250000 Progress: 50.0% Elapsed: 0:52:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.23274 Generator_loss: 5.61616
[INFO] 2021-05-06 03:37:34 > Start Evaluation (250000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 03:37:34 > Calculating FID Score....
[INFO] 2021-05-06 03:38:23 > Calculating Inception Score....
[INFO] 2021-05-06 03:38:52 > Calculate F_beta Score....
[INFO] 2021-05-06 03:40:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 03:40:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 03:40:28 > Calculate Accuracies....
[INFO] 2021-05-06 03:41:09 > Calculate Accuracies....
[INFO] 2021-05-06 03:41:49 > F_8 score (Step: 250000, Using valid images): 0.9635954228321565
[INFO] 2021-05-06 03:41:49 > F_1/8 score (Step: 250000, Using valid images): 0.9671482519157455
[INFO] 2021-05-06 03:41:49 > FID score (Step: 250000, Using valid moments): 15.531299944559635
[INFO] 2021-05-06 03:41:49 > Inception score (Step: 250000, 50000 generated images): 54.98078536987305
[INFO] 2021-05-06 03:41:49 > Best FID score (Step: 250000, Using valid moments): 15.531299944559635
[INFO] 2021-05-06 03:42:41 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 03:45:18 > Step: 250100 Progress: 50.0% Elapsed: 1:00:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.15075 Generator_loss: 6.26357
[INFO] 2021-05-06 03:47:55 > Step: 250200 Progress: 50.0% Elapsed: 1:03:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.15101 Generator_loss: 5.91393
[INFO] 2021-05-06 03:50:33 > Step: 250300 Progress: 50.1% Elapsed: 1:05:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.25313 Generator_loss: 5.35618
[INFO] 2021-05-06 03:53:10 > Step: 250400 Progress: 50.1% Elapsed: 1:08:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.16471 Generator_loss: 7.0744
[INFO] 2021-05-06 03:55:47 > Step: 250500 Progress: 50.1% Elapsed: 1:10:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.20598 Generator_loss: 5.6316
[INFO] 2021-05-06 03:58:27 > Step: 250600 Progress: 50.1% Elapsed: 1:13:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.01605 Generator_loss: 6.57584
[INFO] 2021-05-06 04:01:05 > Step: 250700 Progress: 50.1% Elapsed: 1:16:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.10447 Generator_loss: 6.09385
[INFO] 2021-05-06 04:03:42 > Step: 250800 Progress: 50.2% Elapsed: 1:18:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.08171 Generator_loss: 6.09096
[INFO] 2021-05-06 04:06:20 > Step: 250900 Progress: 50.2% Elapsed: 1:21:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.07526 Generator_loss: 6.75705
[INFO] 2021-05-06 04:08:58 > Step: 251000 Progress: 50.2% Elapsed: 1:24:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.30184 Generator_loss: 5.69099
[INFO] 2021-05-06 04:11:35 > Step: 251100 Progress: 50.2% Elapsed: 1:26:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.2399 Generator_loss: 5.78417
[INFO] 2021-05-06 04:14:13 > Step: 251200 Progress: 50.2% Elapsed: 1:29:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.09468 Generator_loss: 6.28348
[INFO] 2021-05-06 04:16:50 > Step: 251300 Progress: 50.3% Elapsed: 1:32:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.30724 Generator_loss: 6.99064
[INFO] 2021-05-06 04:19:28 > Step: 251400 Progress: 50.3% Elapsed: 1:34:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.24915 Generator_loss: 6.14082
[INFO] 2021-05-06 04:22:05 > Step: 251500 Progress: 50.3% Elapsed: 1:37:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.1764 Generator_loss: 5.87676
[INFO] 2021-05-06 04:24:43 > Step: 251600 Progress: 50.3% Elapsed: 1:39:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.05842 Generator_loss: 6.67792
[INFO] 2021-05-06 04:27:20 > Step: 251700 Progress: 50.3% Elapsed: 1:42:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.09908 Generator_loss: 6.88406
[INFO] 2021-05-06 04:29:58 > Step: 251800 Progress: 50.4% Elapsed: 1:45:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.01882 Generator_loss: 6.39002
[INFO] 2021-05-06 04:32:35 > Step: 251900 Progress: 50.4% Elapsed: 1:47:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.29669 Generator_loss: 5.68088
[INFO] 2021-05-06 04:35:13 > Step: 252000 Progress: 50.4% Elapsed: 1:50:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.15144 Generator_loss: 5.78452
[INFO] 2021-05-06 04:35:13 > Start Evaluation (252000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 04:35:13 > Calculating FID Score....
[INFO] 2021-05-06 04:36:02 > Calculating Inception Score....
[INFO] 2021-05-06 04:36:31 > Calculate F_beta Score....
[INFO] 2021-05-06 04:38:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 04:38:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 04:38:05 > Calculate Accuracies....
[INFO] 2021-05-06 04:38:47 > Calculate Accuracies....
[INFO] 2021-05-06 04:39:27 > F_8 score (Step: 252000, Using valid images): 0.9668933058739585
[INFO] 2021-05-06 04:39:27 > F_1/8 score (Step: 252000, Using valid images): 0.9740178030176946
[INFO] 2021-05-06 04:39:27 > FID score (Step: 252000, Using valid moments): 15.467998883819917
[INFO] 2021-05-06 04:39:27 > Inception score (Step: 252000, 50000 generated images): 54.25813674926758
[INFO] 2021-05-06 04:39:27 > Best FID score (Step: 252000, Using valid moments): 15.467998883819917
[INFO] 2021-05-06 04:40:20 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 04:42:58 > Step: 252100 Progress: 50.4% Elapsed: 1:58:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.16043 Generator_loss: 5.79718
[INFO] 2021-05-06 04:45:35 > Step: 252200 Progress: 50.4% Elapsed: 2:00:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.19444 Generator_loss: 5.79792
[INFO] 2021-05-06 04:48:13 > Step: 252300 Progress: 50.5% Elapsed: 2:03:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.04941 Generator_loss: 6.48527
[INFO] 2021-05-06 04:50:50 > Step: 252400 Progress: 50.5% Elapsed: 2:06:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.16784 Generator_loss: 5.84968
[INFO] 2021-05-06 04:53:27 > Step: 252500 Progress: 50.5% Elapsed: 2:08:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.09194 Generator_loss: 5.91825
[INFO] 2021-05-06 04:56:05 > Step: 252600 Progress: 50.5% Elapsed: 2:11:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.16411 Generator_loss: 6.62329
[INFO] 2021-05-06 04:58:42 > Step: 252700 Progress: 50.5% Elapsed: 2:13:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.06884 Generator_loss: 6.22214
[INFO] 2021-05-06 05:01:19 > Step: 252800 Progress: 50.6% Elapsed: 2:16:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.18979 Generator_loss: 5.70384
[INFO] 2021-05-06 05:03:56 > Step: 252900 Progress: 50.6% Elapsed: 2:19:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.09631 Generator_loss: 6.09072
[INFO] 2021-05-06 05:06:34 > Step: 253000 Progress: 50.6% Elapsed: 2:21:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.13029 Generator_loss: 5.80607
[INFO] 2021-05-06 05:09:13 > Step: 253100 Progress: 50.6% Elapsed: 2:24:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.05415 Generator_loss: 6.35879
[INFO] 2021-05-06 05:11:50 > Step: 253200 Progress: 50.6% Elapsed: 2:27:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.11467 Generator_loss: 6.78412
[INFO] 2021-05-06 05:14:28 > Step: 253300 Progress: 50.7% Elapsed: 2:29:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.09109 Generator_loss: 5.89465
[INFO] 2021-05-06 05:17:06 > Step: 253400 Progress: 50.7% Elapsed: 2:32:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.16944 Generator_loss: 6.12158
[INFO] 2021-05-06 05:19:44 > Step: 253500 Progress: 50.7% Elapsed: 2:34:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.22789 Generator_loss: 5.62773
[INFO] 2021-05-06 05:22:21 > Step: 253600 Progress: 50.7% Elapsed: 2:37:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.11321 Generator_loss: 6.32686
[INFO] 2021-05-06 05:24:59 > Step: 253700 Progress: 50.7% Elapsed: 2:40:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.07645 Generator_loss: 6.77444
[INFO] 2021-05-06 05:27:36 > Step: 253800 Progress: 50.8% Elapsed: 2:42:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.02829 Generator_loss: 6.07384
[INFO] 2021-05-06 05:30:13 > Step: 253900 Progress: 50.8% Elapsed: 2:45:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.15864 Generator_loss: 6.63517
[INFO] 2021-05-06 05:32:51 > Step: 254000 Progress: 50.8% Elapsed: 2:48:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.25176 Generator_loss: 5.54017
[INFO] 2021-05-06 05:32:51 > Start Evaluation (254000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 05:32:51 > Calculating FID Score....
[INFO] 2021-05-06 05:33:39 > Calculating Inception Score....
[INFO] 2021-05-06 05:34:09 > Calculate F_beta Score....
[INFO] 2021-05-06 05:35:48 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 05:35:48 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 05:35:49 > Calculate Accuracies....
[INFO] 2021-05-06 05:36:31 > Calculate Accuracies....
[INFO] 2021-05-06 05:37:11 > F_8 score (Step: 254000, Using valid images): 0.9635654450733807
[INFO] 2021-05-06 05:37:11 > F_1/8 score (Step: 254000, Using valid images): 0.9660866738934155
[INFO] 2021-05-06 05:37:11 > FID score (Step: 254000, Using valid moments): 15.557566826191874
[INFO] 2021-05-06 05:37:11 > Inception score (Step: 254000, 50000 generated images): 54.37165451049805
[INFO] 2021-05-06 05:37:11 > Best FID score (Step: 252000, Using valid moments): 15.467998883819917
[INFO] 2021-05-06 05:37:40 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 05:40:18 > Step: 254100 Progress: 50.8% Elapsed: 2:55:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.13124 Generator_loss: 6.72761
[INFO] 2021-05-06 05:42:55 > Step: 254200 Progress: 50.8% Elapsed: 2:58:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.32876 Generator_loss: 5.51284
[INFO] 2021-05-06 05:45:32 > Step: 254300 Progress: 50.9% Elapsed: 3:00:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.10494 Generator_loss: 6.35102
[INFO] 2021-05-06 05:48:09 > Step: 254400 Progress: 50.9% Elapsed: 3:03:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.23327 Generator_loss: 5.84341
[INFO] 2021-05-06 05:50:46 > Step: 254500 Progress: 50.9% Elapsed: 3:05:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.10483 Generator_loss: 6.14886
[INFO] 2021-05-06 05:53:23 > Step: 254600 Progress: 50.9% Elapsed: 3:08:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.26712 Generator_loss: 5.93131
[INFO] 2021-05-06 05:56:00 > Step: 254700 Progress: 50.9% Elapsed: 3:11:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.17563 Generator_loss: 5.48552
[INFO] 2021-05-06 05:58:38 > Step: 254800 Progress: 51.0% Elapsed: 3:13:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.08423 Generator_loss: 6.41178
[INFO] 2021-05-06 06:01:15 > Step: 254900 Progress: 51.0% Elapsed: 3:16:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.25008 Generator_loss: 5.92695
[INFO] 2021-05-06 06:03:51 > Step: 255000 Progress: 51.0% Elapsed: 3:19:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.15422 Generator_loss: 5.82701
[INFO] 2021-05-06 06:06:28 > Step: 255100 Progress: 51.0% Elapsed: 3:21:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.10972 Generator_loss: 6.14527
[INFO] 2021-05-06 06:09:05 > Step: 255200 Progress: 51.0% Elapsed: 3:24:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.12718 Generator_loss: 6.25922
[INFO] 2021-05-06 06:11:42 > Step: 255300 Progress: 51.1% Elapsed: 3:26:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.04704 Generator_loss: 6.537
[INFO] 2021-05-06 06:14:19 > Step: 255400 Progress: 51.1% Elapsed: 3:29:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.21414 Generator_loss: 6.71642
[INFO] 2021-05-06 06:16:56 > Step: 255500 Progress: 51.1% Elapsed: 3:32:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.16408 Generator_loss: 5.6385
[INFO] 2021-05-06 06:19:35 > Step: 255600 Progress: 51.1% Elapsed: 3:34:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.1136 Generator_loss: 5.92812
[INFO] 2021-05-06 06:22:13 > Step: 255700 Progress: 51.1% Elapsed: 3:37:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.99805 Generator_loss: 6.54704
[INFO] 2021-05-06 06:24:51 > Step: 255800 Progress: 51.2% Elapsed: 3:40:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.16004 Generator_loss: 6.04688
[INFO] 2021-05-06 06:27:28 > Step: 255900 Progress: 51.2% Elapsed: 3:42:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.10693 Generator_loss: 5.91096
[INFO] 2021-05-06 06:30:06 > Step: 256000 Progress: 51.2% Elapsed: 3:45:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.10742 Generator_loss: 6.01463
[INFO] 2021-05-06 06:30:06 > Start Evaluation (256000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 06:30:06 > Calculating FID Score....
[INFO] 2021-05-06 06:30:54 > Calculating Inception Score....
[INFO] 2021-05-06 06:31:24 > Calculate F_beta Score....
[INFO] 2021-05-06 06:32:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 06:32:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 06:32:59 > Calculate Accuracies....
[INFO] 2021-05-06 06:33:41 > Calculate Accuracies....
[INFO] 2021-05-06 06:34:21 > F_8 score (Step: 256000, Using valid images): 0.9653364872325625
[INFO] 2021-05-06 06:34:21 > F_1/8 score (Step: 256000, Using valid images): 0.9731039599567637
[INFO] 2021-05-06 06:34:21 > FID score (Step: 256000, Using valid moments): 15.513495317097068
[INFO] 2021-05-06 06:34:21 > Inception score (Step: 256000, 50000 generated images): 55.06867980957031
[INFO] 2021-05-06 06:34:21 > Best FID score (Step: 252000, Using valid moments): 15.467998883819917
[INFO] 2021-05-06 06:34:47 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 06:37:25 > Step: 256100 Progress: 51.2% Elapsed: 3:52:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.07434 Generator_loss: 6.32362
[INFO] 2021-05-06 06:40:03 > Step: 256200 Progress: 51.2% Elapsed: 3:55:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.02683 Generator_loss: 6.819
[INFO] 2021-05-06 06:42:40 > Step: 256300 Progress: 51.3% Elapsed: 3:57:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.10681 Generator_loss: 6.77583
[INFO] 2021-05-06 06:45:18 > Step: 256400 Progress: 51.3% Elapsed: 4:00:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.11737 Generator_loss: 6.08206
[INFO] 2021-05-06 06:47:55 > Step: 256500 Progress: 51.3% Elapsed: 4:03:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.06236 Generator_loss: 6.43852
[INFO] 2021-05-06 06:50:33 > Step: 256600 Progress: 51.3% Elapsed: 4:05:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.257 Generator_loss: 6.92064
[INFO] 2021-05-06 06:53:10 > Step: 256700 Progress: 51.3% Elapsed: 4:08:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.01628 Generator_loss: 6.46159
[INFO] 2021-05-06 06:55:47 > Step: 256800 Progress: 51.4% Elapsed: 4:10:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.07574 Generator_loss: 5.88802
[INFO] 2021-05-06 06:58:25 > Step: 256900 Progress: 51.4% Elapsed: 4:13:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.15475 Generator_loss: 6.13223
[INFO] 2021-05-06 07:01:02 > Step: 257000 Progress: 51.4% Elapsed: 4:16:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.25482 Generator_loss: 5.8198
[INFO] 2021-05-06 07:03:40 > Step: 257100 Progress: 51.4% Elapsed: 4:18:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.25379 Generator_loss: 5.67853
[INFO] 2021-05-06 07:06:17 > Step: 257200 Progress: 51.4% Elapsed: 4:21:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.05466 Generator_loss: 6.93974
[INFO] 2021-05-06 07:08:55 > Step: 257300 Progress: 51.5% Elapsed: 4:24:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.18308 Generator_loss: 5.55383
[INFO] 2021-05-06 07:11:32 > Step: 257400 Progress: 51.5% Elapsed: 4:26:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.05565 Generator_loss: 6.64645
[INFO] 2021-05-06 07:14:10 > Step: 257500 Progress: 51.5% Elapsed: 4:29:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.45747 Generator_loss: 7.32923
[INFO] 2021-05-06 07:16:48 > Step: 257600 Progress: 51.5% Elapsed: 4:31:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.28643 Generator_loss: 5.32432
[INFO] 2021-05-06 07:19:25 > Step: 257700 Progress: 51.5% Elapsed: 4:34:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.17804 Generator_loss: 6.16967
[INFO] 2021-05-06 07:22:03 > Step: 257800 Progress: 51.6% Elapsed: 4:37:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.18518 Generator_loss: 5.85086
[INFO] 2021-05-06 07:24:41 > Step: 257900 Progress: 51.6% Elapsed: 4:39:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.09274 Generator_loss: 6.70595
[INFO] 2021-05-06 07:27:20 > Step: 258000 Progress: 51.6% Elapsed: 4:42:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.10596 Generator_loss: 6.32702
[INFO] 2021-05-06 07:27:20 > Start Evaluation (258000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 07:27:20 > Calculating FID Score....
[INFO] 2021-05-06 07:28:08 > Calculating Inception Score....
[INFO] 2021-05-06 07:28:38 > Calculate F_beta Score....
[INFO] 2021-05-06 07:30:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 07:30:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 07:30:15 > Calculate Accuracies....
[INFO] 2021-05-06 07:30:57 > Calculate Accuracies....
[INFO] 2021-05-06 07:31:37 > F_8 score (Step: 258000, Using valid images): 0.9664931741241827
[INFO] 2021-05-06 07:31:37 > F_1/8 score (Step: 258000, Using valid images): 0.9737558708634563
[INFO] 2021-05-06 07:31:37 > FID score (Step: 258000, Using valid moments): 15.349311928644283
[INFO] 2021-05-06 07:31:37 > Inception score (Step: 258000, 50000 generated images): 54.79671096801758
[INFO] 2021-05-06 07:31:37 > Best FID score (Step: 258000, Using valid moments): 15.349311928644283
[INFO] 2021-05-06 07:32:30 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 07:35:10 > Step: 258100 Progress: 51.6% Elapsed: 4:50:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.98341 Generator_loss: 6.45728
[INFO] 2021-05-06 07:37:47 > Step: 258200 Progress: 51.6% Elapsed: 4:52:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.06318 Generator_loss: 6.4946
[INFO] 2021-05-06 07:40:25 > Step: 258300 Progress: 51.7% Elapsed: 4:55:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.21468 Generator_loss: 5.91825
[INFO] 2021-05-06 07:43:02 > Step: 258400 Progress: 51.7% Elapsed: 4:58:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.17317 Generator_loss: 6.24664
[INFO] 2021-05-06 07:45:40 > Step: 258500 Progress: 51.7% Elapsed: 5:00:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.12385 Generator_loss: 5.70692
[INFO] 2021-05-06 07:48:18 > Step: 258600 Progress: 51.7% Elapsed: 5:03:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.23527 Generator_loss: 5.87586
[INFO] 2021-05-06 07:50:55 > Step: 258700 Progress: 51.7% Elapsed: 5:06:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.06042 Generator_loss: 6.43713
[INFO] 2021-05-06 07:53:33 > Step: 258800 Progress: 51.8% Elapsed: 5:08:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.06043 Generator_loss: 6.20846
[INFO] 2021-05-06 07:56:11 > Step: 258900 Progress: 51.8% Elapsed: 5:11:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.19251 Generator_loss: 7.08596
[INFO] 2021-05-06 07:58:49 > Step: 259000 Progress: 51.8% Elapsed: 5:13:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.02892 Generator_loss: 6.49807
[INFO] 2021-05-06 08:01:26 > Step: 259100 Progress: 51.8% Elapsed: 5:16:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.08172 Generator_loss: 6.59067
[INFO] 2021-05-06 08:04:04 > Step: 259200 Progress: 51.8% Elapsed: 5:19:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.14677 Generator_loss: 6.35173
[INFO] 2021-05-06 08:06:41 > Step: 259300 Progress: 51.9% Elapsed: 5:21:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.06763 Generator_loss: 6.03942
[INFO] 2021-05-06 08:09:19 > Step: 259400 Progress: 51.9% Elapsed: 5:24:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.11737 Generator_loss: 6.45744
[INFO] 2021-05-06 08:11:56 > Step: 259500 Progress: 51.9% Elapsed: 5:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.11697 Generator_loss: 6.7657
[INFO] 2021-05-06 08:14:34 > Step: 259600 Progress: 51.9% Elapsed: 5:29:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.03323 Generator_loss: 6.28509
[INFO] 2021-05-06 08:17:12 > Step: 259700 Progress: 51.9% Elapsed: 5:32:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.18591 Generator_loss: 6.02497
[INFO] 2021-05-06 08:19:50 > Step: 259800 Progress: 52.0% Elapsed: 5:35:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.09941 Generator_loss: 6.48047
[INFO] 2021-05-06 08:22:27 > Step: 259900 Progress: 52.0% Elapsed: 5:37:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.13733 Generator_loss: 6.48266
[INFO] 2021-05-06 08:25:04 > Step: 260000 Progress: 52.0% Elapsed: 5:40:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.11654 Generator_loss: 6.26215
[INFO] 2021-05-06 08:25:04 > Start Evaluation (260000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 08:25:04 > Calculating FID Score....
[INFO] 2021-05-06 08:25:52 > Calculating Inception Score....
[INFO] 2021-05-06 08:26:21 > Calculate F_beta Score....
[INFO] 2021-05-06 08:27:55 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 08:27:55 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 08:27:56 > Calculate Accuracies....
[INFO] 2021-05-06 08:28:38 > Calculate Accuracies....
[INFO] 2021-05-06 08:29:18 > F_8 score (Step: 260000, Using valid images): 0.964506001057618
[INFO] 2021-05-06 08:29:18 > F_1/8 score (Step: 260000, Using valid images): 0.9705337365155454
[INFO] 2021-05-06 08:29:18 > FID score (Step: 260000, Using valid moments): 15.530478110145964
[INFO] 2021-05-06 08:29:18 > Inception score (Step: 260000, 50000 generated images): 54.80229949951172
[INFO] 2021-05-06 08:29:18 > Best FID score (Step: 258000, Using valid moments): 15.349311928644283
[INFO] 2021-05-06 08:29:44 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 08:32:22 > Step: 260100 Progress: 52.0% Elapsed: 5:47:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.0759 Generator_loss: 6.77373
[INFO] 2021-05-06 08:35:00 > Step: 260200 Progress: 52.0% Elapsed: 5:50:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.12613 Generator_loss: 6.61064
[INFO] 2021-05-06 08:37:38 > Step: 260300 Progress: 52.1% Elapsed: 5:52:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.10978 Generator_loss: 6.57445
[INFO] 2021-05-06 08:40:15 > Step: 260400 Progress: 52.1% Elapsed: 5:55:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.43819 Generator_loss: 5.38981
[INFO] 2021-05-06 08:42:53 > Step: 260500 Progress: 52.1% Elapsed: 5:58:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.18753 Generator_loss: 5.84104
[INFO] 2021-05-06 08:45:32 > Step: 260600 Progress: 52.1% Elapsed: 6:00:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.13938 Generator_loss: 5.86052
[INFO] 2021-05-06 08:48:10 > Step: 260700 Progress: 52.1% Elapsed: 6:03:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.09688 Generator_loss: 7.14368
[INFO] 2021-05-06 08:50:48 > Step: 260800 Progress: 52.2% Elapsed: 6:05:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.12759 Generator_loss: 6.11806
[INFO] 2021-05-06 08:53:25 > Step: 260900 Progress: 52.2% Elapsed: 6:08:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.0653 Generator_loss: 6.51652
[INFO] 2021-05-06 08:56:02 > Step: 261000 Progress: 52.2% Elapsed: 6:11:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.01739 Generator_loss: 6.08694
[INFO] 2021-05-06 08:58:39 > Step: 261100 Progress: 52.2% Elapsed: 6:13:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.15365 Generator_loss: 5.74532
[INFO] 2021-05-06 09:01:17 > Step: 261200 Progress: 52.2% Elapsed: 6:16:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.17722 Generator_loss: 6.89398
[INFO] 2021-05-06 09:03:55 > Step: 261300 Progress: 52.3% Elapsed: 6:19:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.98819 Generator_loss: 6.54546
[INFO] 2021-05-06 09:06:33 > Step: 261400 Progress: 52.3% Elapsed: 6:21:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.08859 Generator_loss: 6.16354
[INFO] 2021-05-06 09:09:11 > Step: 261500 Progress: 52.3% Elapsed: 6:24:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.16822 Generator_loss: 6.49297
[INFO] 2021-05-06 09:11:48 > Step: 261600 Progress: 52.3% Elapsed: 6:26:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.08247 Generator_loss: 6.03629
[INFO] 2021-05-06 09:14:25 > Step: 261700 Progress: 52.3% Elapsed: 6:29:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.15726 Generator_loss: 5.96957
[INFO] 2021-05-06 09:17:03 > Step: 261800 Progress: 52.4% Elapsed: 6:32:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.24625 Generator_loss: 5.62331
[INFO] 2021-05-06 09:19:41 > Step: 261900 Progress: 52.4% Elapsed: 6:34:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.1088 Generator_loss: 6.00806
[INFO] 2021-05-06 09:22:18 > Step: 262000 Progress: 52.4% Elapsed: 6:37:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.43779 Generator_loss: 4.83456
[INFO] 2021-05-06 09:22:18 > Start Evaluation (262000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 09:22:18 > Calculating FID Score....
[INFO] 2021-05-06 09:23:06 > Calculating Inception Score....
[INFO] 2021-05-06 09:23:35 > Calculate F_beta Score....
[INFO] 2021-05-06 09:25:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 09:25:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 09:25:13 > Calculate Accuracies....
[INFO] 2021-05-06 09:25:54 > Calculate Accuracies....
[INFO] 2021-05-06 09:26:34 > F_8 score (Step: 262000, Using valid images): 0.9714989224420109
[INFO] 2021-05-06 09:26:34 > F_1/8 score (Step: 262000, Using valid images): 0.9746421255768007
[INFO] 2021-05-06 09:26:34 > FID score (Step: 262000, Using valid moments): 15.506008303362194
[INFO] 2021-05-06 09:26:34 > Inception score (Step: 262000, 50000 generated images): 55.346229553222656
[INFO] 2021-05-06 09:26:34 > Best FID score (Step: 258000, Using valid moments): 15.349311928644283
[INFO] 2021-05-06 09:27:00 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 09:29:38 > Step: 262100 Progress: 52.4% Elapsed: 6:44:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.06833 Generator_loss: 6.19508
[INFO] 2021-05-06 09:32:15 > Step: 262200 Progress: 52.4% Elapsed: 6:47:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.51862 Generator_loss: 5.30203
[INFO] 2021-05-06 09:34:52 > Step: 262300 Progress: 52.5% Elapsed: 6:50:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.10917 Generator_loss: 6.96962
[INFO] 2021-05-06 09:37:30 > Step: 262400 Progress: 52.5% Elapsed: 6:52:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.15842 Generator_loss: 6.06102
[INFO] 2021-05-06 09:40:07 > Step: 262500 Progress: 52.5% Elapsed: 6:55:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.01843 Generator_loss: 6.0657
[INFO] 2021-05-06 09:42:45 > Step: 262600 Progress: 52.5% Elapsed: 6:57:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.23125 Generator_loss: 6.66104
[INFO] 2021-05-06 09:45:22 > Step: 262700 Progress: 52.5% Elapsed: 7:00:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.11708 Generator_loss: 6.09854
[INFO] 2021-05-06 09:48:01 > Step: 262800 Progress: 52.6% Elapsed: 7:03:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.37793 Generator_loss: 5.5434
[INFO] 2021-05-06 09:50:39 > Step: 262900 Progress: 52.6% Elapsed: 7:05:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.15075 Generator_loss: 6.83528
[INFO] 2021-05-06 09:53:16 > Step: 263000 Progress: 52.6% Elapsed: 7:08:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.01372 Generator_loss: 6.4151
[INFO] 2021-05-06 09:55:56 > Step: 263100 Progress: 52.6% Elapsed: 7:11:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.08578 Generator_loss: 6.19093
[INFO] 2021-05-06 09:58:34 > Step: 263200 Progress: 52.6% Elapsed: 7:13:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.0793 Generator_loss: 6.13454
[INFO] 2021-05-06 10:01:11 > Step: 263300 Progress: 52.7% Elapsed: 7:16:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.03853 Generator_loss: 6.17887
[INFO] 2021-05-06 10:03:49 > Step: 263400 Progress: 52.7% Elapsed: 7:18:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.20296 Generator_loss: 5.9102
[INFO] 2021-05-06 10:06:27 > Step: 263500 Progress: 52.7% Elapsed: 7:21:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.04964 Generator_loss: 6.79699
[INFO] 2021-05-06 10:09:04 > Step: 263600 Progress: 52.7% Elapsed: 7:24:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.11012 Generator_loss: 6.79467
[INFO] 2021-05-06 10:11:42 > Step: 263700 Progress: 52.7% Elapsed: 7:26:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.24903 Generator_loss: 5.74847
[INFO] 2021-05-06 10:14:19 > Step: 263800 Progress: 52.8% Elapsed: 7:29:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.04773 Generator_loss: 6.18756
[INFO] 2021-05-06 10:16:57 > Step: 263900 Progress: 52.8% Elapsed: 7:32:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.21011 Generator_loss: 5.80849
[INFO] 2021-05-06 10:19:34 > Step: 264000 Progress: 52.8% Elapsed: 7:34:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.14396 Generator_loss: 6.54755
[INFO] 2021-05-06 10:19:34 > Start Evaluation (264000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 10:19:34 > Calculating FID Score....
[INFO] 2021-05-06 10:20:22 > Calculating Inception Score....
[INFO] 2021-05-06 10:20:52 > Calculate F_beta Score....
[INFO] 2021-05-06 10:22:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 10:22:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 10:22:32 > Calculate Accuracies....
[INFO] 2021-05-06 10:23:14 > Calculate Accuracies....
[INFO] 2021-05-06 10:23:54 > F_8 score (Step: 264000, Using valid images): 0.9698451165034441
[INFO] 2021-05-06 10:23:54 > F_1/8 score (Step: 264000, Using valid images): 0.9686441235264754
[INFO] 2021-05-06 10:23:54 > FID score (Step: 264000, Using valid moments): 15.453739761983172
[INFO] 2021-05-06 10:23:54 > Inception score (Step: 264000, 50000 generated images): 55.28281784057617
[INFO] 2021-05-06 10:23:54 > Best FID score (Step: 258000, Using valid moments): 15.349311928644283
[INFO] 2021-05-06 10:24:20 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 10:26:58 > Step: 264100 Progress: 52.8% Elapsed: 7:42:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.18878 Generator_loss: 5.93564
[INFO] 2021-05-06 10:29:35 > Step: 264200 Progress: 52.8% Elapsed: 7:44:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.10048 Generator_loss: 6.57036
[INFO] 2021-05-06 10:32:13 > Step: 264300 Progress: 52.9% Elapsed: 7:47:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.11475 Generator_loss: 6.09118
[INFO] 2021-05-06 10:34:52 > Step: 264400 Progress: 52.9% Elapsed: 7:50:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.16276 Generator_loss: 6.11896
[INFO] 2021-05-06 10:37:29 > Step: 264500 Progress: 52.9% Elapsed: 7:52:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.1656 Generator_loss: 5.74947
[INFO] 2021-05-06 10:40:07 > Step: 264600 Progress: 52.9% Elapsed: 7:55:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.04771 Generator_loss: 6.58236
[INFO] 2021-05-06 10:42:45 > Step: 264700 Progress: 52.9% Elapsed: 7:57:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.11757 Generator_loss: 6.49384
[INFO] 2021-05-06 10:45:23 > Step: 264800 Progress: 53.0% Elapsed: 8:00:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.45502 Generator_loss: 5.60744
[INFO] 2021-05-06 10:48:00 > Step: 264900 Progress: 53.0% Elapsed: 8:03:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.06678 Generator_loss: 6.13873
[INFO] 2021-05-06 10:50:38 > Step: 265000 Progress: 53.0% Elapsed: 8:05:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.02865 Generator_loss: 6.36303
[INFO] 2021-05-06 10:53:16 > Step: 265100 Progress: 53.0% Elapsed: 8:08:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.10376 Generator_loss: 5.79671
[INFO] 2021-05-06 10:55:54 > Step: 265200 Progress: 53.0% Elapsed: 8:11:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.07308 Generator_loss: 6.46415
[INFO] 2021-05-06 10:58:32 > Step: 265300 Progress: 53.1% Elapsed: 8:13:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.0741 Generator_loss: 6.75194
[INFO] 2021-05-06 11:01:10 > Step: 265400 Progress: 53.1% Elapsed: 8:16:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.12766 Generator_loss: 6.06062
[INFO] 2021-05-06 11:03:48 > Step: 265500 Progress: 53.1% Elapsed: 8:18:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.13546 Generator_loss: 6.84432
[INFO] 2021-05-06 11:06:27 > Step: 265600 Progress: 53.1% Elapsed: 8:21:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.07466 Generator_loss: 6.36283
[INFO] 2021-05-06 11:09:05 > Step: 265700 Progress: 53.1% Elapsed: 8:24:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.06201 Generator_loss: 6.71884
[INFO] 2021-05-06 11:11:43 > Step: 265800 Progress: 53.2% Elapsed: 8:26:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.02882 Generator_loss: 6.35853
[INFO] 2021-05-06 11:14:21 > Step: 265900 Progress: 53.2% Elapsed: 8:29:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.98139 Generator_loss: 6.37328
[INFO] 2021-05-06 11:16:58 > Step: 266000 Progress: 53.2% Elapsed: 8:32:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.09209 Generator_loss: 6.47678
[INFO] 2021-05-06 11:16:58 > Start Evaluation (266000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 11:16:58 > Calculating FID Score....
[INFO] 2021-05-06 11:17:46 > Calculating Inception Score....
[INFO] 2021-05-06 11:18:15 > Calculate F_beta Score....
[INFO] 2021-05-06 11:19:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 11:19:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 11:19:51 > Calculate Accuracies....
[INFO] 2021-05-06 11:20:33 > Calculate Accuracies....
[INFO] 2021-05-06 11:21:13 > F_8 score (Step: 266000, Using valid images): 0.9661560193735304
[INFO] 2021-05-06 11:21:13 > F_1/8 score (Step: 266000, Using valid images): 0.9701552029769519
[INFO] 2021-05-06 11:21:13 > FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 11:21:13 > Inception score (Step: 266000, 50000 generated images): 56.16225814819336
[INFO] 2021-05-06 11:21:13 > Best FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 11:22:07 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 11:24:46 > Step: 266100 Progress: 53.2% Elapsed: 8:39:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.13264 Generator_loss: 6.31959
[INFO] 2021-05-06 11:27:24 > Step: 266200 Progress: 53.2% Elapsed: 8:42:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.08034 Generator_loss: 6.8253
[INFO] 2021-05-06 11:30:02 > Step: 266300 Progress: 53.3% Elapsed: 8:45:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.08685 Generator_loss: 6.24813
[INFO] 2021-05-06 11:32:40 > Step: 266400 Progress: 53.3% Elapsed: 8:47:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.11149 Generator_loss: 6.88851
[INFO] 2021-05-06 11:35:17 > Step: 266500 Progress: 53.3% Elapsed: 8:50:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.18091 Generator_loss: 7.12583
[INFO] 2021-05-06 11:37:54 > Step: 266600 Progress: 53.3% Elapsed: 8:53:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.03156 Generator_loss: 6.62922
[INFO] 2021-05-06 11:40:31 > Step: 266700 Progress: 53.3% Elapsed: 8:55:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.13934 Generator_loss: 6.49279
[INFO] 2021-05-06 11:43:08 > Step: 266800 Progress: 53.4% Elapsed: 8:58:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.14261 Generator_loss: 6.94443
[INFO] 2021-05-06 11:45:46 > Step: 266900 Progress: 53.4% Elapsed: 9:00:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.09626 Generator_loss: 6.7942
[INFO] 2021-05-06 11:48:24 > Step: 267000 Progress: 53.4% Elapsed: 9:03:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.04864 Generator_loss: 6.1787
[INFO] 2021-05-06 11:51:01 > Step: 267100 Progress: 53.4% Elapsed: 9:06:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.09536 Generator_loss: 6.86252
[INFO] 2021-05-06 11:53:38 > Step: 267200 Progress: 53.4% Elapsed: 9:08:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.09811 Generator_loss: 6.69484
[INFO] 2021-05-06 11:56:16 > Step: 267300 Progress: 53.5% Elapsed: 9:11:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.11179 Generator_loss: 6.78169
[INFO] 2021-05-06 11:58:53 > Step: 267400 Progress: 53.5% Elapsed: 9:14:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.08745 Generator_loss: 6.77254
[INFO] 2021-05-06 12:01:31 > Step: 267500 Progress: 53.5% Elapsed: 9:16:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.18148 Generator_loss: 5.77134
[INFO] 2021-05-06 12:04:09 > Step: 267600 Progress: 53.5% Elapsed: 9:19:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.17531 Generator_loss: 5.89624
[INFO] 2021-05-06 12:06:46 > Step: 267700 Progress: 53.5% Elapsed: 9:21:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.21686 Generator_loss: 7.26244
[INFO] 2021-05-06 12:09:24 > Step: 267800 Progress: 53.6% Elapsed: 9:24:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.24703 Generator_loss: 7.11662
[INFO] 2021-05-06 12:12:01 > Step: 267900 Progress: 53.6% Elapsed: 9:27:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.07446 Generator_loss: 6.26773
[INFO] 2021-05-06 12:14:40 > Step: 268000 Progress: 53.6% Elapsed: 9:29:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.0456 Generator_loss: 6.30346
[INFO] 2021-05-06 12:14:40 > Start Evaluation (268000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 12:14:40 > Calculating FID Score....
[INFO] 2021-05-06 12:15:28 > Calculating Inception Score....
[INFO] 2021-05-06 12:15:57 > Calculate F_beta Score....
[INFO] 2021-05-06 12:17:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 12:17:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 12:17:33 > Calculate Accuracies....
[INFO] 2021-05-06 12:18:14 > Calculate Accuracies....
[INFO] 2021-05-06 12:18:55 > F_8 score (Step: 268000, Using valid images): 0.967730148843508
[INFO] 2021-05-06 12:18:55 > F_1/8 score (Step: 268000, Using valid images): 0.9699954009188909
[INFO] 2021-05-06 12:18:55 > FID score (Step: 268000, Using valid moments): 15.45946905958914
[INFO] 2021-05-06 12:18:55 > Inception score (Step: 268000, 50000 generated images): 55.91020965576172
[INFO] 2021-05-06 12:18:55 > Best FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 12:19:21 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 12:22:00 > Step: 268100 Progress: 53.6% Elapsed: 9:37:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.08847 Generator_loss: 5.91456
[INFO] 2021-05-06 12:24:38 > Step: 268200 Progress: 53.6% Elapsed: 9:39:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.6734 Generator_loss: 5.63055
[INFO] 2021-05-06 12:27:16 > Step: 268300 Progress: 53.7% Elapsed: 9:42:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.02691 Generator_loss: 6.26913
[INFO] 2021-05-06 12:29:53 > Step: 268400 Progress: 53.7% Elapsed: 9:45:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.06302 Generator_loss: 6.47877
[INFO] 2021-05-06 12:32:31 > Step: 268500 Progress: 53.7% Elapsed: 9:47:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.09452 Generator_loss: 5.8222
[INFO] 2021-05-06 12:35:09 > Step: 268600 Progress: 53.7% Elapsed: 9:50:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.03866 Generator_loss: 6.52367
[INFO] 2021-05-06 12:37:47 > Step: 268700 Progress: 53.7% Elapsed: 9:52:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.194 Generator_loss: 6.59277
[INFO] 2021-05-06 12:40:24 > Step: 268800 Progress: 53.8% Elapsed: 9:55:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.12053 Generator_loss: 6.77918
[INFO] 2021-05-06 12:43:02 > Step: 268900 Progress: 53.8% Elapsed: 9:58:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.43954 Generator_loss: 5.61873
[INFO] 2021-05-06 12:45:40 > Step: 269000 Progress: 53.8% Elapsed: 10:00:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.07658 Generator_loss: 6.96075
[INFO] 2021-05-06 12:48:18 > Step: 269100 Progress: 53.8% Elapsed: 10:03:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.11925 Generator_loss: 6.91912
[INFO] 2021-05-06 12:50:56 > Step: 269200 Progress: 53.8% Elapsed: 10:06:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.12651 Generator_loss: 6.28908
[INFO] 2021-05-06 12:53:34 > Step: 269300 Progress: 53.9% Elapsed: 10:08:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.05552 Generator_loss: 6.29589
[INFO] 2021-05-06 12:56:13 > Step: 269400 Progress: 53.9% Elapsed: 10:11:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.11631 Generator_loss: 5.82044
[INFO] 2021-05-06 12:58:50 > Step: 269500 Progress: 53.9% Elapsed: 10:14:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.22331 Generator_loss: 5.66892
[INFO] 2021-05-06 13:01:28 > Step: 269600 Progress: 53.9% Elapsed: 10:16:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.06931 Generator_loss: 6.46187
[INFO] 2021-05-06 13:04:08 > Step: 269700 Progress: 53.9% Elapsed: 10:19:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.10387 Generator_loss: 6.63876
[INFO] 2021-05-06 13:06:45 > Step: 269800 Progress: 54.0% Elapsed: 10:21:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.03815 Generator_loss: 6.14548
[INFO] 2021-05-06 13:09:23 > Step: 269900 Progress: 54.0% Elapsed: 10:24:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.39899 Generator_loss: 5.31833
[INFO] 2021-05-06 13:12:01 > Step: 270000 Progress: 54.0% Elapsed: 10:27:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.09475 Generator_loss: 6.67209
[INFO] 2021-05-06 13:12:01 > Start Evaluation (270000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 13:12:01 > Calculating FID Score....
[INFO] 2021-05-06 13:12:49 > Calculating Inception Score....
[INFO] 2021-05-06 13:13:18 > Calculate F_beta Score....
[INFO] 2021-05-06 13:14:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 13:14:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 13:14:54 > Calculate Accuracies....
[INFO] 2021-05-06 13:15:37 > Calculate Accuracies....
[INFO] 2021-05-06 13:16:17 > F_8 score (Step: 270000, Using valid images): 0.966768627235635
[INFO] 2021-05-06 13:16:17 > F_1/8 score (Step: 270000, Using valid images): 0.976689261972146
[INFO] 2021-05-06 13:16:17 > FID score (Step: 270000, Using valid moments): 15.49673570078221
[INFO] 2021-05-06 13:16:17 > Inception score (Step: 270000, 50000 generated images): 56.22871398925781
[INFO] 2021-05-06 13:16:17 > Best FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 13:16:43 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 13:19:21 > Step: 270100 Progress: 54.0% Elapsed: 10:34:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.05562 Generator_loss: 6.1983
[INFO] 2021-05-06 13:21:58 > Step: 270200 Progress: 54.0% Elapsed: 10:37:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.15872 Generator_loss: 6.07016
[INFO] 2021-05-06 13:24:36 > Step: 270300 Progress: 54.1% Elapsed: 10:39:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.06978 Generator_loss: 6.28397
[INFO] 2021-05-06 13:27:14 > Step: 270400 Progress: 54.1% Elapsed: 10:42:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.01179 Generator_loss: 6.64564
[INFO] 2021-05-06 13:29:52 > Step: 270500 Progress: 54.1% Elapsed: 10:45:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.1244 Generator_loss: 6.02383
[INFO] 2021-05-06 13:32:32 > Step: 270600 Progress: 54.1% Elapsed: 10:47:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.05664 Generator_loss: 6.07278
[INFO] 2021-05-06 13:35:10 > Step: 270700 Progress: 54.1% Elapsed: 10:50:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.36067 Generator_loss: 6.93411
[INFO] 2021-05-06 13:37:48 > Step: 270800 Progress: 54.2% Elapsed: 10:52:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.11156 Generator_loss: 6.97234
[INFO] 2021-05-06 13:40:26 > Step: 270900 Progress: 54.2% Elapsed: 10:55:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.0492 Generator_loss: 6.08707
[INFO] 2021-05-06 13:43:04 > Step: 271000 Progress: 54.2% Elapsed: 10:58:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.037 Generator_loss: 5.93214
[INFO] 2021-05-06 13:45:42 > Step: 271100 Progress: 54.2% Elapsed: 11:00:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.10326 Generator_loss: 5.94313
[INFO] 2021-05-06 13:48:19 > Step: 271200 Progress: 54.2% Elapsed: 11:03:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.09402 Generator_loss: 6.3092
[INFO] 2021-05-06 13:50:57 > Step: 271300 Progress: 54.3% Elapsed: 11:06:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.22394 Generator_loss: 5.87334
[INFO] 2021-05-06 13:53:35 > Step: 271400 Progress: 54.3% Elapsed: 11:08:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.03756 Generator_loss: 6.63971
[INFO] 2021-05-06 13:56:13 > Step: 271500 Progress: 54.3% Elapsed: 11:11:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.11494 Generator_loss: 6.05173
[INFO] 2021-05-06 13:58:51 > Step: 271600 Progress: 54.3% Elapsed: 11:14:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.05985 Generator_loss: 7.09274
[INFO] 2021-05-06 14:01:28 > Step: 271700 Progress: 54.3% Elapsed: 11:16:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.0015 Generator_loss: 6.47758
[INFO] 2021-05-06 14:04:06 > Step: 271800 Progress: 54.4% Elapsed: 11:19:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.25973 Generator_loss: 5.73379
[INFO] 2021-05-06 14:06:44 > Step: 271900 Progress: 54.4% Elapsed: 11:21:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.10658 Generator_loss: 6.74031
[INFO] 2021-05-06 14:09:22 > Step: 272000 Progress: 54.4% Elapsed: 11:24:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.11981 Generator_loss: 6.77292
[INFO] 2021-05-06 14:09:22 > Start Evaluation (272000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 14:09:22 > Calculating FID Score....
[INFO] 2021-05-06 14:10:10 > Calculating Inception Score....
[INFO] 2021-05-06 14:10:40 > Calculate F_beta Score....
[INFO] 2021-05-06 14:12:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 14:12:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 14:12:14 > Calculate Accuracies....
[INFO] 2021-05-06 14:12:55 > Calculate Accuracies....
[INFO] 2021-05-06 14:13:36 > F_8 score (Step: 272000, Using valid images): 0.9682797531076534
[INFO] 2021-05-06 14:13:36 > F_1/8 score (Step: 272000, Using valid images): 0.9724794550450707
[INFO] 2021-05-06 14:13:36 > FID score (Step: 272000, Using valid moments): 15.398144809098028
[INFO] 2021-05-06 14:13:36 > Inception score (Step: 272000, 50000 generated images): 55.91594314575195
[INFO] 2021-05-06 14:13:36 > Best FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 14:14:02 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 14:16:40 > Step: 272100 Progress: 54.4% Elapsed: 11:31:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.1718 Generator_loss: 5.8979
[INFO] 2021-05-06 14:19:18 > Step: 272200 Progress: 54.4% Elapsed: 11:34:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.04268 Generator_loss: 6.67267
[INFO] 2021-05-06 14:21:57 > Step: 272300 Progress: 54.5% Elapsed: 11:37:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.10696 Generator_loss: 5.78857
[INFO] 2021-05-06 14:24:34 > Step: 272400 Progress: 54.5% Elapsed: 11:39:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.13828 Generator_loss: 6.07431
[INFO] 2021-05-06 14:27:12 > Step: 272500 Progress: 54.5% Elapsed: 11:42:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.20612 Generator_loss: 5.681
[INFO] 2021-05-06 14:29:51 > Step: 272600 Progress: 54.5% Elapsed: 11:45:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.08298 Generator_loss: 6.8345
[INFO] 2021-05-06 14:32:28 > Step: 272700 Progress: 54.5% Elapsed: 11:47:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.17154 Generator_loss: 5.91539
[INFO] 2021-05-06 14:35:08 > Step: 272800 Progress: 54.6% Elapsed: 11:50:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.08015 Generator_loss: 6.05477
[INFO] 2021-05-06 14:37:46 > Step: 272900 Progress: 54.6% Elapsed: 11:52:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.04116 Generator_loss: 6.62709
[INFO] 2021-05-06 14:40:25 > Step: 273000 Progress: 54.6% Elapsed: 11:55:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.10753 Generator_loss: 5.77017
[INFO] 2021-05-06 14:43:05 > Step: 273100 Progress: 54.6% Elapsed: 11:58:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.05595 Generator_loss: 6.12844
[INFO] 2021-05-06 14:45:44 > Step: 273200 Progress: 54.6% Elapsed: 12:00:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.13084 Generator_loss: 6.1
[INFO] 2021-05-06 14:48:22 > Step: 273300 Progress: 54.7% Elapsed: 12:03:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.04915 Generator_loss: 5.94578
[INFO] 2021-05-06 14:51:01 > Step: 273400 Progress: 54.7% Elapsed: 12:06:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.01769 Generator_loss: 6.5975
[INFO] 2021-05-06 14:53:39 > Step: 273500 Progress: 54.7% Elapsed: 12:08:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.12837 Generator_loss: 5.94096
[INFO] 2021-05-06 14:56:17 > Step: 273600 Progress: 54.7% Elapsed: 12:11:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.20499 Generator_loss: 6.19697
[INFO] 2021-05-06 14:58:55 > Step: 273700 Progress: 54.7% Elapsed: 12:14:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.12846 Generator_loss: 6.46235
[INFO] 2021-05-06 15:01:33 > Step: 273800 Progress: 54.8% Elapsed: 12:16:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.09444 Generator_loss: 6.56668
[INFO] 2021-05-06 15:04:12 > Step: 273900 Progress: 54.8% Elapsed: 12:19:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.04622 Generator_loss: 6.55377
[INFO] 2021-05-06 15:06:50 > Step: 274000 Progress: 54.8% Elapsed: 12:22:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.14024 Generator_loss: 6.52379
[INFO] 2021-05-06 15:06:50 > Start Evaluation (274000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 15:06:50 > Calculating FID Score....
[INFO] 2021-05-06 15:07:39 > Calculating Inception Score....
[INFO] 2021-05-06 15:08:08 > Calculate F_beta Score....
[INFO] 2021-05-06 15:09:47 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 15:09:47 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 15:09:48 > Calculate Accuracies....
[INFO] 2021-05-06 15:10:29 > Calculate Accuracies....
[INFO] 2021-05-06 15:11:10 > F_8 score (Step: 274000, Using valid images): 0.9701055792417136
[INFO] 2021-05-06 15:11:10 > F_1/8 score (Step: 274000, Using valid images): 0.9737736777908559
[INFO] 2021-05-06 15:11:10 > FID score (Step: 274000, Using valid moments): 15.389400946979436
[INFO] 2021-05-06 15:11:10 > Inception score (Step: 274000, 50000 generated images): 56.37887191772461
[INFO] 2021-05-06 15:11:10 > Best FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 15:11:36 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 15:14:14 > Step: 274100 Progress: 54.8% Elapsed: 12:29:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.28913 Generator_loss: 5.87695
[INFO] 2021-05-06 15:16:52 > Step: 274200 Progress: 54.8% Elapsed: 12:32:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.13767 Generator_loss: 5.98218
[INFO] 2021-05-06 15:19:31 > Step: 274300 Progress: 54.9% Elapsed: 12:34:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.09191 Generator_loss: 6.05251
[INFO] 2021-05-06 15:22:08 > Step: 274400 Progress: 54.9% Elapsed: 12:37:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.22953 Generator_loss: 5.44145
[INFO] 2021-05-06 15:24:46 > Step: 274500 Progress: 54.9% Elapsed: 12:39:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.1146 Generator_loss: 6.77684
[INFO] 2021-05-06 15:27:25 > Step: 274600 Progress: 54.9% Elapsed: 12:42:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.02651 Generator_loss: 6.16355
[INFO] 2021-05-06 15:30:03 > Step: 274700 Progress: 54.9% Elapsed: 12:45:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.03707 Generator_loss: 6.67475
[INFO] 2021-05-06 15:32:40 > Step: 274800 Progress: 55.0% Elapsed: 12:47:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.14362 Generator_loss: 6.98826
[INFO] 2021-05-06 15:35:18 > Step: 274900 Progress: 55.0% Elapsed: 12:50:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.06738 Generator_loss: 6.30104
[INFO] 2021-05-06 15:37:56 > Step: 275000 Progress: 55.0% Elapsed: 12:53:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.06594 Generator_loss: 6.71578
[INFO] 2021-05-06 15:40:34 > Step: 275100 Progress: 55.0% Elapsed: 12:55:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.0409 Generator_loss: 6.41193
[INFO] 2021-05-06 15:43:12 > Step: 275200 Progress: 55.0% Elapsed: 12:58:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.18418 Generator_loss: 6.70296
[INFO] 2021-05-06 15:45:49 > Step: 275300 Progress: 55.1% Elapsed: 13:00:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.33423 Generator_loss: 6.77292
[INFO] 2021-05-06 15:48:27 > Step: 275400 Progress: 55.1% Elapsed: 13:03:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.07255 Generator_loss: 6.48617
[INFO] 2021-05-06 15:51:05 > Step: 275500 Progress: 55.1% Elapsed: 13:06:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.16122 Generator_loss: 5.80967
[INFO] 2021-05-06 15:53:46 > Step: 275600 Progress: 55.1% Elapsed: 13:08:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.20566 Generator_loss: 6.96864
[INFO] 2021-05-06 15:56:24 > Step: 275700 Progress: 55.1% Elapsed: 13:11:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.019 Generator_loss: 6.18722
[INFO] 2021-05-06 15:59:03 > Step: 275800 Progress: 55.2% Elapsed: 13:14:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.99064 Generator_loss: 6.20977
[INFO] 2021-05-06 16:01:41 > Step: 275900 Progress: 55.2% Elapsed: 13:16:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.08613 Generator_loss: 6.43982
[INFO] 2021-05-06 16:04:20 > Step: 276000 Progress: 55.2% Elapsed: 13:19:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.05371 Generator_loss: 6.11524
[INFO] 2021-05-06 16:04:20 > Start Evaluation (276000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 16:04:20 > Calculating FID Score....
[INFO] 2021-05-06 16:05:08 > Calculating Inception Score....
[INFO] 2021-05-06 16:05:37 > Calculate F_beta Score....
[INFO] 2021-05-06 16:07:09 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 16:07:10 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 16:07:11 > Calculate Accuracies....
[INFO] 2021-05-06 16:07:53 > Calculate Accuracies....
[INFO] 2021-05-06 16:08:33 > F_8 score (Step: 276000, Using valid images): 0.9687782207065765
[INFO] 2021-05-06 16:08:33 > F_1/8 score (Step: 276000, Using valid images): 0.9732276369318513
[INFO] 2021-05-06 16:08:33 > FID score (Step: 276000, Using valid moments): 15.405581204839336
[INFO] 2021-05-06 16:08:33 > Inception score (Step: 276000, 50000 generated images): 56.8883171081543
[INFO] 2021-05-06 16:08:33 > Best FID score (Step: 266000, Using valid moments): 15.279442284887125
[INFO] 2021-05-06 16:09:00 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 16:11:38 > Step: 276100 Progress: 55.2% Elapsed: 13:26:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.99431 Generator_loss: 6.4544
[INFO] 2021-05-06 16:14:16 > Step: 276200 Progress: 55.2% Elapsed: 13:29:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.07133 Generator_loss: 5.6853
[INFO] 2021-05-06 16:16:55 > Step: 276300 Progress: 55.3% Elapsed: 13:32:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.12584 Generator_loss: 6.24037
[INFO] 2021-05-06 16:19:32 > Step: 276400 Progress: 55.3% Elapsed: 13:34:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.02712 Generator_loss: 6.39985
[INFO] 2021-05-06 16:22:11 > Step: 276500 Progress: 55.3% Elapsed: 13:37:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.15893 Generator_loss: 6.84951
[INFO] 2021-05-06 16:24:49 > Step: 276600 Progress: 55.3% Elapsed: 13:39:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.02987 Generator_loss: 6.34222
[INFO] 2021-05-06 16:27:26 > Step: 276700 Progress: 55.3% Elapsed: 13:42:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.97036 Generator_loss: 6.63837
[INFO] 2021-05-06 16:30:04 > Step: 276800 Progress: 55.4% Elapsed: 13:45:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.2392 Generator_loss: 5.73445
[INFO] 2021-05-06 16:32:42 > Step: 276900 Progress: 55.4% Elapsed: 13:47:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.23268 Generator_loss: 5.40134
[INFO] 2021-05-06 16:35:20 > Step: 277000 Progress: 55.4% Elapsed: 13:50:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.00812 Generator_loss: 6.41855
[INFO] 2021-05-06 16:37:58 > Step: 277100 Progress: 55.4% Elapsed: 13:53:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.46234 Generator_loss: 5.59961
[INFO] 2021-05-06 16:40:36 > Step: 277200 Progress: 55.4% Elapsed: 13:55:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.03227 Generator_loss: 6.2805
[INFO] 2021-05-06 16:43:14 > Step: 277300 Progress: 55.5% Elapsed: 13:58:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.33115 Generator_loss: 5.81853
[INFO] 2021-05-06 16:45:53 > Step: 277400 Progress: 55.5% Elapsed: 14:01:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.16466 Generator_loss: 7.12609
[INFO] 2021-05-06 16:48:31 > Step: 277500 Progress: 55.5% Elapsed: 14:03:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.1368 Generator_loss: 6.37993
[INFO] 2021-05-06 16:51:10 > Step: 277600 Progress: 55.5% Elapsed: 14:06:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.10717 Generator_loss: 6.4383
[INFO] 2021-05-06 16:53:48 > Step: 277700 Progress: 55.5% Elapsed: 14:08:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.09458 Generator_loss: 6.39891
[INFO] 2021-05-06 16:56:26 > Step: 277800 Progress: 55.6% Elapsed: 14:11:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.23716 Generator_loss: 5.47815
[INFO] 2021-05-06 16:59:03 > Step: 277900 Progress: 55.6% Elapsed: 14:14:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.27356 Generator_loss: 5.86264
[INFO] 2021-05-06 17:01:41 > Step: 278000 Progress: 55.6% Elapsed: 14:16:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.08625 Generator_loss: 6.09736
[INFO] 2021-05-06 17:01:41 > Start Evaluation (278000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 17:01:41 > Calculating FID Score....
[INFO] 2021-05-06 17:02:28 > Calculating Inception Score....
[INFO] 2021-05-06 17:02:58 > Calculate F_beta Score....
[INFO] 2021-05-06 17:04:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 17:04:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 17:04:31 > Calculate Accuracies....
[INFO] 2021-05-06 17:05:13 > Calculate Accuracies....
[INFO] 2021-05-06 17:05:53 > F_8 score (Step: 278000, Using valid images): 0.9689753125366748
[INFO] 2021-05-06 17:05:53 > F_1/8 score (Step: 278000, Using valid images): 0.9721436881724197
[INFO] 2021-05-06 17:05:53 > FID score (Step: 278000, Using valid moments): 15.249529253106004
[INFO] 2021-05-06 17:05:53 > Inception score (Step: 278000, 50000 generated images): 56.048828125
[INFO] 2021-05-06 17:05:53 > Best FID score (Step: 278000, Using valid moments): 15.249529253106004
[INFO] 2021-05-06 17:06:46 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 17:09:25 > Step: 278100 Progress: 55.6% Elapsed: 14:24:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.12446 Generator_loss: 6.66339
[INFO] 2021-05-06 17:12:03 > Step: 278200 Progress: 55.6% Elapsed: 14:27:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.28578 Generator_loss: 5.63778
[INFO] 2021-05-06 17:14:41 > Step: 278300 Progress: 55.7% Elapsed: 14:29:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.02443 Generator_loss: 6.26659
[INFO] 2021-05-06 17:17:19 > Step: 278400 Progress: 55.7% Elapsed: 14:32:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.01877 Generator_loss: 6.47411
[INFO] 2021-05-06 17:19:57 > Step: 278500 Progress: 55.7% Elapsed: 14:35:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.14023 Generator_loss: 5.84513
[INFO] 2021-05-06 17:22:36 > Step: 278600 Progress: 55.7% Elapsed: 14:37:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.03128 Generator_loss: 6.4992
[INFO] 2021-05-06 17:25:14 > Step: 278700 Progress: 55.7% Elapsed: 14:40:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.05598 Generator_loss: 6.26572
[INFO] 2021-05-06 17:27:52 > Step: 278800 Progress: 55.8% Elapsed: 14:43:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.09481 Generator_loss: 7.01602
[INFO] 2021-05-06 17:30:30 > Step: 278900 Progress: 55.8% Elapsed: 14:45:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.00734 Generator_loss: 6.33579
[INFO] 2021-05-06 17:33:07 > Step: 279000 Progress: 55.8% Elapsed: 14:48:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.17073 Generator_loss: 6.01956
[INFO] 2021-05-06 17:35:45 > Step: 279100 Progress: 55.8% Elapsed: 14:50:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.03526 Generator_loss: 6.27875
[INFO] 2021-05-06 17:38:23 > Step: 279200 Progress: 55.8% Elapsed: 14:53:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.09306 Generator_loss: 7.07654
[INFO] 2021-05-06 17:41:01 > Step: 279300 Progress: 55.9% Elapsed: 14:56:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.23372 Generator_loss: 5.64546
[INFO] 2021-05-06 17:43:39 > Step: 279400 Progress: 55.9% Elapsed: 14:58:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.09008 Generator_loss: 6.31579
[INFO] 2021-05-06 17:46:16 > Step: 279500 Progress: 55.9% Elapsed: 15:01:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.19577 Generator_loss: 5.91839
[INFO] 2021-05-06 17:48:54 > Step: 279600 Progress: 55.9% Elapsed: 15:04:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.13531 Generator_loss: 6.88663
[INFO] 2021-05-06 17:51:32 > Step: 279700 Progress: 55.9% Elapsed: 15:06:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.10301 Generator_loss: 6.45257
[INFO] 2021-05-06 17:54:09 > Step: 279800 Progress: 56.0% Elapsed: 15:09:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.09906 Generator_loss: 6.72065
[INFO] 2021-05-06 17:56:47 > Step: 279900 Progress: 56.0% Elapsed: 15:11:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.01102 Generator_loss: 6.6441
[INFO] 2021-05-06 17:59:25 > Step: 280000 Progress: 56.0% Elapsed: 15:14:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.02944 Generator_loss: 7.0304
[INFO] 2021-05-06 17:59:25 > Start Evaluation (280000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 17:59:25 > Calculating FID Score....
[INFO] 2021-05-06 18:00:13 > Calculating Inception Score....
[INFO] 2021-05-06 18:00:42 > Calculate F_beta Score....
[INFO] 2021-05-06 18:05:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 18:05:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 18:05:13 > Calculate Accuracies....
[INFO] 2021-05-06 18:05:55 > Calculate Accuracies....
[INFO] 2021-05-06 18:06:35 > F_8 score (Step: 280000, Using valid images): 0.9698294434736053
[INFO] 2021-05-06 18:06:35 > F_1/8 score (Step: 280000, Using valid images): 0.9738022587873141
[INFO] 2021-05-06 18:06:35 > FID score (Step: 280000, Using valid moments): 15.39257824308595
[INFO] 2021-05-06 18:06:35 > Inception score (Step: 280000, 50000 generated images): 56.871559143066406
[INFO] 2021-05-06 18:06:35 > Best FID score (Step: 278000, Using valid moments): 15.249529253106004
[INFO] 2021-05-06 18:07:01 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 18:09:39 > Step: 280100 Progress: 56.0% Elapsed: 15:24:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.04383 Generator_loss: 6.73796
[INFO] 2021-05-06 18:12:16 > Step: 280200 Progress: 56.0% Elapsed: 15:27:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.99577 Generator_loss: 6.80208
[INFO] 2021-05-06 18:14:53 > Step: 280300 Progress: 56.1% Elapsed: 15:30:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.37946 Generator_loss: 5.54701
[INFO] 2021-05-06 18:17:31 > Step: 280400 Progress: 56.1% Elapsed: 15:32:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.10787 Generator_loss: 6.00056
[INFO] 2021-05-06 18:20:08 > Step: 280500 Progress: 56.1% Elapsed: 15:35:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.36787 Generator_loss: 5.29611
[INFO] 2021-05-06 18:22:47 > Step: 280600 Progress: 56.1% Elapsed: 15:37:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.07315 Generator_loss: 5.89371
[INFO] 2021-05-06 18:25:24 > Step: 280700 Progress: 56.1% Elapsed: 15:40:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.16757 Generator_loss: 5.7545
[INFO] 2021-05-06 18:28:02 > Step: 280800 Progress: 56.2% Elapsed: 15:43:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.05238 Generator_loss: 6.14289
[INFO] 2021-05-06 18:30:39 > Step: 280900 Progress: 56.2% Elapsed: 15:45:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.08185 Generator_loss: 6.43233
[INFO] 2021-05-06 18:33:17 > Step: 281000 Progress: 56.2% Elapsed: 15:48:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.13867 Generator_loss: 6.19401
[INFO] 2021-05-06 18:35:55 > Step: 281100 Progress: 56.2% Elapsed: 15:51:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.10299 Generator_loss: 7.00915
[INFO] 2021-05-06 18:38:32 > Step: 281200 Progress: 56.2% Elapsed: 15:53:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.13856 Generator_loss: 6.15665
[INFO] 2021-05-06 18:41:10 > Step: 281300 Progress: 56.3% Elapsed: 15:56:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.10565 Generator_loss: 5.86719
[INFO] 2021-05-06 18:43:48 > Step: 281400 Progress: 56.3% Elapsed: 15:58:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.04035 Generator_loss: 6.29851
[INFO] 2021-05-06 18:46:25 > Step: 281500 Progress: 56.3% Elapsed: 16:01:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.02725 Generator_loss: 6.63165
[INFO] 2021-05-06 18:49:03 > Step: 281600 Progress: 56.3% Elapsed: 16:04:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.03598 Generator_loss: 6.43985
[INFO] 2021-05-06 18:51:40 > Step: 281700 Progress: 56.3% Elapsed: 16:06:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.08019 Generator_loss: 6.09437
[INFO] 2021-05-06 18:54:17 > Step: 281800 Progress: 56.4% Elapsed: 16:09:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.04703 Generator_loss: 6.71672
[INFO] 2021-05-06 18:56:55 > Step: 281900 Progress: 56.4% Elapsed: 16:12:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.08556 Generator_loss: 6.66895
[INFO] 2021-05-06 18:59:33 > Step: 282000 Progress: 56.4% Elapsed: 16:14:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.09478 Generator_loss: 6.86903
[INFO] 2021-05-06 18:59:33 > Start Evaluation (282000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 18:59:33 > Calculating FID Score....
[INFO] 2021-05-06 19:00:22 > Calculating Inception Score....
[INFO] 2021-05-06 19:00:51 > Calculate F_beta Score....
[INFO] 2021-05-06 19:02:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 19:02:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 19:02:31 > Calculate Accuracies....
[INFO] 2021-05-06 19:03:13 > Calculate Accuracies....
[INFO] 2021-05-06 19:03:59 > F_8 score (Step: 282000, Using valid images): 0.9699985437855542
[INFO] 2021-05-06 19:03:59 > F_1/8 score (Step: 282000, Using valid images): 0.9689471676034681
[INFO] 2021-05-06 19:03:59 > FID score (Step: 282000, Using valid moments): 15.22707723835373
[INFO] 2021-05-06 19:03:59 > Inception score (Step: 282000, 50000 generated images): 56.31623840332031
[INFO] 2021-05-06 19:03:59 > Best FID score (Step: 282000, Using valid moments): 15.22707723835373
[INFO] 2021-05-06 19:04:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 19:07:31 > Step: 282100 Progress: 56.4% Elapsed: 16:22:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.06539 Generator_loss: 6.72923
[INFO] 2021-05-06 19:10:09 > Step: 282200 Progress: 56.4% Elapsed: 16:25:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.02273 Generator_loss: 5.93678
[INFO] 2021-05-06 19:12:47 > Step: 282300 Progress: 56.5% Elapsed: 16:27:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.05296 Generator_loss: 6.25079
[INFO] 2021-05-06 19:15:24 > Step: 282400 Progress: 56.5% Elapsed: 16:30:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.1609 Generator_loss: 6.90894
[INFO] 2021-05-06 19:18:02 > Step: 282500 Progress: 56.5% Elapsed: 16:33:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.3371 Generator_loss: 7.13637
[INFO] 2021-05-06 19:20:40 > Step: 282600 Progress: 56.5% Elapsed: 16:35:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.06419 Generator_loss: 6.81755
[INFO] 2021-05-06 19:23:17 > Step: 282700 Progress: 56.5% Elapsed: 16:38:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.06635 Generator_loss: 6.54175
[INFO] 2021-05-06 19:25:55 > Step: 282800 Progress: 56.6% Elapsed: 16:41:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.09026 Generator_loss: 6.45653
[INFO] 2021-05-06 19:28:33 > Step: 282900 Progress: 56.6% Elapsed: 16:43:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.11461 Generator_loss: 5.86645
[INFO] 2021-05-06 19:31:10 > Step: 283000 Progress: 56.6% Elapsed: 16:46:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.0356 Generator_loss: 6.30957
[INFO] 2021-05-06 19:33:50 > Step: 283100 Progress: 56.6% Elapsed: 16:49:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.08981 Generator_loss: 6.91613
[INFO] 2021-05-06 19:36:29 > Step: 283200 Progress: 56.6% Elapsed: 16:51:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.09535 Generator_loss: 6.04445
[INFO] 2021-05-06 19:39:08 > Step: 283300 Progress: 56.7% Elapsed: 16:54:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.17025 Generator_loss: 6.01952
[INFO] 2021-05-06 19:41:46 > Step: 283400 Progress: 56.7% Elapsed: 16:56:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.09951 Generator_loss: 6.98753
[INFO] 2021-05-06 19:44:24 > Step: 283500 Progress: 56.7% Elapsed: 16:59:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.06397 Generator_loss: 5.93174
[INFO] 2021-05-06 19:47:03 > Step: 283600 Progress: 56.7% Elapsed: 17:02:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.14315 Generator_loss: 7.14451
[INFO] 2021-05-06 19:49:41 > Step: 283700 Progress: 56.7% Elapsed: 17:04:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.05262 Generator_loss: 6.92786
[INFO] 2021-05-06 19:52:19 > Step: 283800 Progress: 56.8% Elapsed: 17:07:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.22128 Generator_loss: 5.5959
[INFO] 2021-05-06 19:54:56 > Step: 283900 Progress: 56.8% Elapsed: 17:10:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.98796 Generator_loss: 6.73577
[INFO] 2021-05-06 19:57:34 > Step: 284000 Progress: 56.8% Elapsed: 17:12:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.10144 Generator_loss: 5.8923
[INFO] 2021-05-06 19:57:34 > Start Evaluation (284000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 19:57:34 > Calculating FID Score....
[INFO] 2021-05-06 19:58:21 > Calculating Inception Score....
[INFO] 2021-05-06 19:58:51 > Calculate F_beta Score....
[INFO] 2021-05-06 20:00:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 20:00:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 20:00:26 > Calculate Accuracies....
[INFO] 2021-05-06 20:01:07 > Calculate Accuracies....
[INFO] 2021-05-06 20:01:54 > F_8 score (Step: 284000, Using valid images): 0.9698157146038536
[INFO] 2021-05-06 20:01:54 > F_1/8 score (Step: 284000, Using valid images): 0.9752180232563286
[INFO] 2021-05-06 20:01:54 > FID score (Step: 284000, Using valid moments): 15.28195361004947
[INFO] 2021-05-06 20:01:54 > Inception score (Step: 284000, 50000 generated images): 56.42353820800781
[INFO] 2021-05-06 20:01:54 > Best FID score (Step: 282000, Using valid moments): 15.22707723835373
[INFO] 2021-05-06 20:02:23 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 20:05:01 > Step: 284100 Progress: 56.8% Elapsed: 17:20:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.22091 Generator_loss: 6.0045
[INFO] 2021-05-06 20:07:38 > Step: 284200 Progress: 56.8% Elapsed: 17:22:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.08341 Generator_loss: 6.81661
[INFO] 2021-05-06 20:10:16 > Step: 284300 Progress: 56.9% Elapsed: 17:25:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.11863 Generator_loss: 6.01584
[INFO] 2021-05-06 20:12:54 > Step: 284400 Progress: 56.9% Elapsed: 17:28:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.08051 Generator_loss: 6.69278
[INFO] 2021-05-06 20:15:32 > Step: 284500 Progress: 56.9% Elapsed: 17:30:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.09588 Generator_loss: 6.0414
[INFO] 2021-05-06 20:18:09 > Step: 284600 Progress: 56.9% Elapsed: 17:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.06896 Generator_loss: 6.30202
[INFO] 2021-05-06 20:20:46 > Step: 284700 Progress: 56.9% Elapsed: 17:35:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.12858 Generator_loss: 5.8634
[INFO] 2021-05-06 20:23:24 > Step: 284800 Progress: 57.0% Elapsed: 17:38:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.09594 Generator_loss: 6.59473
[INFO] 2021-05-06 20:26:02 > Step: 284900 Progress: 57.0% Elapsed: 17:41:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.09075 Generator_loss: 6.94186
[INFO] 2021-05-06 20:28:39 > Step: 285000 Progress: 57.0% Elapsed: 17:43:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.08056 Generator_loss: 6.05506
[INFO] 2021-05-06 20:31:16 > Step: 285100 Progress: 57.0% Elapsed: 17:46:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.13403 Generator_loss: 5.59129
[INFO] 2021-05-06 20:33:55 > Step: 285200 Progress: 57.0% Elapsed: 17:49:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.35294 Generator_loss: 5.50029
[INFO] 2021-05-06 20:36:32 > Step: 285300 Progress: 57.1% Elapsed: 17:51:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.26425 Generator_loss: 5.53244
[INFO] 2021-05-06 20:39:10 > Step: 285400 Progress: 57.1% Elapsed: 17:54:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.11472 Generator_loss: 5.98683
[INFO] 2021-05-06 20:41:48 > Step: 285500 Progress: 57.1% Elapsed: 17:56:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.03831 Generator_loss: 6.80525
[INFO] 2021-05-06 20:44:27 > Step: 285600 Progress: 57.1% Elapsed: 17:59:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.15217 Generator_loss: 5.64651
[INFO] 2021-05-06 20:47:06 > Step: 285700 Progress: 57.1% Elapsed: 18:02:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.16747 Generator_loss: 7.38176
[INFO] 2021-05-06 20:49:45 > Step: 285800 Progress: 57.2% Elapsed: 18:04:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.05807 Generator_loss: 6.77442
[INFO] 2021-05-06 20:52:23 > Step: 285900 Progress: 57.2% Elapsed: 18:07:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.0619 Generator_loss: 6.14954
[INFO] 2021-05-06 20:55:02 > Step: 286000 Progress: 57.2% Elapsed: 18:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.05178 Generator_loss: 6.16692
[INFO] 2021-05-06 20:55:02 > Start Evaluation (286000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 20:55:02 > Calculating FID Score....
[INFO] 2021-05-06 20:55:51 > Calculating Inception Score....
[INFO] 2021-05-06 20:56:20 > Calculate F_beta Score....
[INFO] 2021-05-06 20:57:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 20:57:58 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 20:57:58 > Calculate Accuracies....
[INFO] 2021-05-06 20:58:41 > Calculate Accuracies....
[INFO] 2021-05-06 20:59:23 > F_8 score (Step: 286000, Using valid images): 0.9734350430453469
[INFO] 2021-05-06 20:59:23 > F_1/8 score (Step: 286000, Using valid images): 0.9734035522166306
[INFO] 2021-05-06 20:59:23 > FID score (Step: 286000, Using valid moments): 15.26068398189392
[INFO] 2021-05-06 20:59:23 > Inception score (Step: 286000, 50000 generated images): 57.04230499267578
[INFO] 2021-05-06 20:59:23 > Best FID score (Step: 282000, Using valid moments): 15.22707723835373
[INFO] 2021-05-06 20:59:49 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 21:02:28 > Step: 286100 Progress: 57.2% Elapsed: 18:17:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.0783 Generator_loss: 6.93311
[INFO] 2021-05-06 21:05:06 > Step: 286200 Progress: 57.2% Elapsed: 18:20:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.06853 Generator_loss: 6.08304
[INFO] 2021-05-06 21:07:45 > Step: 286300 Progress: 57.3% Elapsed: 18:22:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.05367 Generator_loss: 6.58664
[INFO] 2021-05-06 21:10:23 > Step: 286400 Progress: 57.3% Elapsed: 18:25:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.03664 Generator_loss: 6.40533
[INFO] 2021-05-06 21:13:01 > Step: 286500 Progress: 57.3% Elapsed: 18:28:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.61176 Generator_loss: 5.21098
[INFO] 2021-05-06 21:15:38 > Step: 286600 Progress: 57.3% Elapsed: 18:30:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.28725 Generator_loss: 5.78933
[INFO] 2021-05-06 21:18:16 > Step: 286700 Progress: 57.3% Elapsed: 18:33:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.15788 Generator_loss: 6.62813
[INFO] 2021-05-06 21:20:54 > Step: 286800 Progress: 57.4% Elapsed: 18:36:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.01041 Generator_loss: 6.07917
[INFO] 2021-05-06 21:23:32 > Step: 286900 Progress: 57.4% Elapsed: 18:38:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.14038 Generator_loss: 5.85904
[INFO] 2021-05-06 21:26:10 > Step: 287000 Progress: 57.4% Elapsed: 18:41:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.13977 Generator_loss: 6.21259
[INFO] 2021-05-06 21:28:48 > Step: 287100 Progress: 57.4% Elapsed: 18:43:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.42752 Generator_loss: 5.37613
[INFO] 2021-05-06 21:31:25 > Step: 287200 Progress: 57.4% Elapsed: 18:46:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.13903 Generator_loss: 7.04153
[INFO] 2021-05-06 21:34:03 > Step: 287300 Progress: 57.5% Elapsed: 18:49:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.04509 Generator_loss: 6.22183
[INFO] 2021-05-06 21:36:41 > Step: 287400 Progress: 57.5% Elapsed: 18:51:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.29673 Generator_loss: 5.87223
[INFO] 2021-05-06 21:39:19 > Step: 287500 Progress: 57.5% Elapsed: 18:54:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.12415 Generator_loss: 6.53471
[INFO] 2021-05-06 21:41:56 > Step: 287600 Progress: 57.5% Elapsed: 18:57:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.10499 Generator_loss: 6.69121
[INFO] 2021-05-06 21:44:33 > Step: 287700 Progress: 57.5% Elapsed: 18:59:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.09931 Generator_loss: 6.01854
[INFO] 2021-05-06 21:47:11 > Step: 287800 Progress: 57.6% Elapsed: 19:02:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.11953 Generator_loss: 6.94806
[INFO] 2021-05-06 21:49:48 > Step: 287900 Progress: 57.6% Elapsed: 19:04:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.10233 Generator_loss: 6.0367
[INFO] 2021-05-06 21:52:26 > Step: 288000 Progress: 57.6% Elapsed: 19:07:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.28845 Generator_loss: 5.79649
[INFO] 2021-05-06 21:52:26 > Start Evaluation (288000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 21:52:26 > Calculating FID Score....
[INFO] 2021-05-06 21:53:14 > Calculating Inception Score....
[INFO] 2021-05-06 21:53:43 > Calculate F_beta Score....
[INFO] 2021-05-06 21:55:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 21:55:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 21:55:21 > Calculate Accuracies....
[INFO] 2021-05-06 21:56:03 > Calculate Accuracies....
[INFO] 2021-05-06 21:56:48 > F_8 score (Step: 288000, Using valid images): 0.9664825071639067
[INFO] 2021-05-06 21:56:48 > F_1/8 score (Step: 288000, Using valid images): 0.9730991430938581
[INFO] 2021-05-06 21:56:48 > FID score (Step: 288000, Using valid moments): 15.335736237566834
[INFO] 2021-05-06 21:56:48 > Inception score (Step: 288000, 50000 generated images): 57.103294372558594
[INFO] 2021-05-06 21:56:48 > Best FID score (Step: 282000, Using valid moments): 15.22707723835373
[INFO] 2021-05-06 21:57:17 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 21:59:57 > Step: 288100 Progress: 57.6% Elapsed: 19:15:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.08924 Generator_loss: 6.59669
[INFO] 2021-05-06 22:02:36 > Step: 288200 Progress: 57.6% Elapsed: 19:17:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.12615 Generator_loss: 6.72449
[INFO] 2021-05-06 22:05:14 > Step: 288300 Progress: 57.7% Elapsed: 19:20:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.01925 Generator_loss: 6.98637
[INFO] 2021-05-06 22:07:52 > Step: 288400 Progress: 57.7% Elapsed: 19:23:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.05532 Generator_loss: 5.89116
[INFO] 2021-05-06 22:10:30 > Step: 288500 Progress: 57.7% Elapsed: 19:25:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.14151 Generator_loss: 6.27504
[INFO] 2021-05-06 22:13:09 > Step: 288600 Progress: 57.7% Elapsed: 19:28:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.12565 Generator_loss: 6.96088
[INFO] 2021-05-06 22:15:47 > Step: 288700 Progress: 57.7% Elapsed: 19:30:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.13955 Generator_loss: 6.10715
[INFO] 2021-05-06 22:18:25 > Step: 288800 Progress: 57.8% Elapsed: 19:33:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.27136 Generator_loss: 5.42025
[INFO] 2021-05-06 22:21:03 > Step: 288900 Progress: 57.8% Elapsed: 19:36:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.07136 Generator_loss: 6.93679
[INFO] 2021-05-06 22:23:42 > Step: 289000 Progress: 57.8% Elapsed: 19:38:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.99795 Generator_loss: 6.3415
[INFO] 2021-05-06 22:26:20 > Step: 289100 Progress: 57.8% Elapsed: 19:41:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.02183 Generator_loss: 6.40819
[INFO] 2021-05-06 22:28:59 > Step: 289200 Progress: 57.8% Elapsed: 19:44:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.07096 Generator_loss: 6.38951
[INFO] 2021-05-06 22:31:37 > Step: 289300 Progress: 57.9% Elapsed: 19:46:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.10901 Generator_loss: 6.3517
[INFO] 2021-05-06 22:34:15 > Step: 289400 Progress: 57.9% Elapsed: 19:49:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.2504 Generator_loss: 5.53784
[INFO] 2021-05-06 22:36:53 > Step: 289500 Progress: 57.9% Elapsed: 19:52:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.1237 Generator_loss: 6.53581
[INFO] 2021-05-06 22:39:31 > Step: 289600 Progress: 57.9% Elapsed: 19:54:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.13375 Generator_loss: 6.01728
[INFO] 2021-05-06 22:42:09 > Step: 289700 Progress: 57.9% Elapsed: 19:57:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.1098 Generator_loss: 6.97935
[INFO] 2021-05-06 22:44:47 > Step: 289800 Progress: 58.0% Elapsed: 19:59:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.11718 Generator_loss: 6.34741
[INFO] 2021-05-06 22:47:25 > Step: 289900 Progress: 58.0% Elapsed: 20:02:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.07258 Generator_loss: 6.26687
[INFO] 2021-05-06 22:50:03 > Step: 290000 Progress: 58.0% Elapsed: 20:05:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.21821 Generator_loss: 5.43212
[INFO] 2021-05-06 22:50:03 > Start Evaluation (290000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 22:50:03 > Calculating FID Score....
[INFO] 2021-05-06 22:50:51 > Calculating Inception Score....
[INFO] 2021-05-06 22:51:21 > Calculate F_beta Score....
[INFO] 2021-05-06 22:52:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 22:52:59 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 22:53:00 > Calculate Accuracies....
[INFO] 2021-05-06 22:53:41 > Calculate Accuracies....
[INFO] 2021-05-06 22:54:21 > F_8 score (Step: 290000, Using valid images): 0.9717249589714367
[INFO] 2021-05-06 22:54:21 > F_1/8 score (Step: 290000, Using valid images): 0.9706296267924789
[INFO] 2021-05-06 22:54:21 > FID score (Step: 290000, Using valid moments): 15.23675979574881
[INFO] 2021-05-06 22:54:21 > Inception score (Step: 290000, 50000 generated images): 56.99380111694336
[INFO] 2021-05-06 22:54:21 > Best FID score (Step: 282000, Using valid moments): 15.22707723835373
[INFO] 2021-05-06 22:54:47 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 22:57:24 > Step: 290100 Progress: 58.0% Elapsed: 20:12:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.17842 Generator_loss: 6.76156
[INFO] 2021-05-06 23:00:02 > Step: 290200 Progress: 58.0% Elapsed: 20:15:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.0006 Generator_loss: 6.28977
[INFO] 2021-05-06 23:02:41 > Step: 290300 Progress: 58.1% Elapsed: 20:17:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.11809 Generator_loss: 6.76196
[INFO] 2021-05-06 23:05:19 > Step: 290400 Progress: 58.1% Elapsed: 20:20:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.21993 Generator_loss: 6.84416
[INFO] 2021-05-06 23:07:57 > Step: 290500 Progress: 58.1% Elapsed: 20:23:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.07727 Generator_loss: 6.07941
[INFO] 2021-05-06 23:10:37 > Step: 290600 Progress: 58.1% Elapsed: 20:25:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00851 Generator_loss: 6.36261
[INFO] 2021-05-06 23:13:15 > Step: 290700 Progress: 58.1% Elapsed: 20:28:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.06715 Generator_loss: 6.46909
[INFO] 2021-05-06 23:15:53 > Step: 290800 Progress: 58.2% Elapsed: 20:31:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.07783 Generator_loss: 6.67376
[INFO] 2021-05-06 23:18:31 > Step: 290900 Progress: 58.2% Elapsed: 20:33:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.09966 Generator_loss: 5.91192
[INFO] 2021-05-06 23:21:08 > Step: 291000 Progress: 58.2% Elapsed: 20:36:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.07589 Generator_loss: 6.25213
[INFO] 2021-05-06 23:23:46 > Step: 291100 Progress: 58.2% Elapsed: 20:38:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.02736 Generator_loss: 6.63394
[INFO] 2021-05-06 23:26:24 > Step: 291200 Progress: 58.2% Elapsed: 20:41:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.26416 Generator_loss: 5.06363
[INFO] 2021-05-06 23:29:02 > Step: 291300 Progress: 58.3% Elapsed: 20:44:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.10915 Generator_loss: 5.85694
[INFO] 2021-05-06 23:31:39 > Step: 291400 Progress: 58.3% Elapsed: 20:46:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.06615 Generator_loss: 5.89324
[INFO] 2021-05-06 23:34:17 > Step: 291500 Progress: 58.3% Elapsed: 20:49:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.05278 Generator_loss: 6.5328
[INFO] 2021-05-06 23:36:54 > Step: 291600 Progress: 58.3% Elapsed: 20:52:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.37864 Generator_loss: 5.74016
[INFO] 2021-05-06 23:39:32 > Step: 291700 Progress: 58.3% Elapsed: 20:54:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.09924 Generator_loss: 7.04677
[INFO] 2021-05-06 23:42:09 > Step: 291800 Progress: 58.4% Elapsed: 20:57:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.12142 Generator_loss: 5.82384
[INFO] 2021-05-06 23:44:46 > Step: 291900 Progress: 58.4% Elapsed: 20:59:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.03405 Generator_loss: 6.3553
[INFO] 2021-05-06 23:47:24 > Step: 292000 Progress: 58.4% Elapsed: 21:02:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.08446 Generator_loss: 6.36707
[INFO] 2021-05-06 23:47:24 > Start Evaluation (292000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 23:47:24 > Calculating FID Score....
[INFO] 2021-05-06 23:48:12 > Calculating Inception Score....
[INFO] 2021-05-06 23:48:41 > Calculate F_beta Score....
[INFO] 2021-05-06 23:50:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-06 23:50:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-06 23:50:21 > Calculate Accuracies....
[INFO] 2021-05-06 23:51:02 > Calculate Accuracies....
[INFO] 2021-05-06 23:51:43 > F_8 score (Step: 292000, Using valid images): 0.976348213123852
[INFO] 2021-05-06 23:51:43 > F_1/8 score (Step: 292000, Using valid images): 0.9763251778007032
[INFO] 2021-05-06 23:51:43 > FID score (Step: 292000, Using valid moments): 15.129023169904599
[INFO] 2021-05-06 23:51:43 > Inception score (Step: 292000, 50000 generated images): 57.54975891113281
[INFO] 2021-05-06 23:51:43 > Best FID score (Step: 292000, Using valid moments): 15.129023169904599
[INFO] 2021-05-06 23:52:36 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-06 23:55:14 > Step: 292100 Progress: 58.4% Elapsed: 21:10:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.06525 Generator_loss: 5.98754
[INFO] 2021-05-06 23:57:52 > Step: 292200 Progress: 58.4% Elapsed: 21:13:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.02369 Generator_loss: 6.89169
[INFO] 2021-05-07 00:00:29 > Step: 292300 Progress: 58.5% Elapsed: 21:15:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.18256 Generator_loss: 6.66928
[INFO] 2021-05-07 00:03:07 > Step: 292400 Progress: 58.5% Elapsed: 21:18:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.057 Generator_loss: 6.25122
[INFO] 2021-05-07 00:05:44 > Step: 292500 Progress: 58.5% Elapsed: 21:20:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.08303 Generator_loss: 6.23172
[INFO] 2021-05-07 00:08:22 > Step: 292600 Progress: 58.5% Elapsed: 21:23:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.11483 Generator_loss: 6.06023
[INFO] 2021-05-07 00:11:00 > Step: 292700 Progress: 58.5% Elapsed: 21:26:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.03165 Generator_loss: 6.58476
[INFO] 2021-05-07 00:13:37 > Step: 292800 Progress: 58.6% Elapsed: 21:28:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.98016 Generator_loss: 6.8152
[INFO] 2021-05-07 00:16:15 > Step: 292900 Progress: 58.6% Elapsed: 21:31:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.02831 Generator_loss: 6.70519
[INFO] 2021-05-07 00:18:53 > Step: 293000 Progress: 58.6% Elapsed: 21:34:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.16537 Generator_loss: 6.9425
[INFO] 2021-05-07 00:21:32 > Step: 293100 Progress: 58.6% Elapsed: 21:36:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.07467 Generator_loss: 6.93223
[INFO] 2021-05-07 00:24:10 > Step: 293200 Progress: 58.6% Elapsed: 21:39:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.03377 Generator_loss: 6.49595
[INFO] 2021-05-07 00:26:48 > Step: 293300 Progress: 58.7% Elapsed: 21:41:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.11043 Generator_loss: 7.23615
[INFO] 2021-05-07 00:29:26 > Step: 293400 Progress: 58.7% Elapsed: 21:44:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.1231 Generator_loss: 5.8091
[INFO] 2021-05-07 00:32:03 > Step: 293500 Progress: 58.7% Elapsed: 21:47:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.07764 Generator_loss: 6.6785
[INFO] 2021-05-07 00:34:41 > Step: 293600 Progress: 58.7% Elapsed: 21:49:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.20483 Generator_loss: 5.52567
[INFO] 2021-05-07 00:37:19 > Step: 293700 Progress: 58.7% Elapsed: 21:52:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.0708 Generator_loss: 6.66235
[INFO] 2021-05-07 00:39:57 > Step: 293800 Progress: 58.8% Elapsed: 21:55:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.06394 Generator_loss: 5.841
[INFO] 2021-05-07 00:42:36 > Step: 293900 Progress: 58.8% Elapsed: 21:57:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.9947 Generator_loss: 6.60871
[INFO] 2021-05-07 00:45:13 > Step: 294000 Progress: 58.8% Elapsed: 22:00:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.98876 Generator_loss: 6.16503
[INFO] 2021-05-07 00:45:13 > Start Evaluation (294000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 00:45:13 > Calculating FID Score....
[INFO] 2021-05-07 00:46:01 > Calculating Inception Score....
[INFO] 2021-05-07 00:46:31 > Calculate F_beta Score....
[INFO] 2021-05-07 00:48:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 00:48:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 00:48:07 > Calculate Accuracies....
[INFO] 2021-05-07 00:48:49 > Calculate Accuracies....
[INFO] 2021-05-07 00:49:28 > F_8 score (Step: 294000, Using valid images): 0.9686903699504602
[INFO] 2021-05-07 00:49:28 > F_1/8 score (Step: 294000, Using valid images): 0.9727032236564636
[INFO] 2021-05-07 00:49:28 > FID score (Step: 294000, Using valid moments): 15.200886646952767
[INFO] 2021-05-07 00:49:28 > Inception score (Step: 294000, 50000 generated images): 57.4542350769043
[INFO] 2021-05-07 00:49:28 > Best FID score (Step: 292000, Using valid moments): 15.129023169904599
[INFO] 2021-05-07 00:49:55 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 00:52:34 > Step: 294100 Progress: 58.8% Elapsed: 22:07:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.14309 Generator_loss: 5.83609
[INFO] 2021-05-07 00:55:13 > Step: 294200 Progress: 58.8% Elapsed: 22:10:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.98001 Generator_loss: 6.18109
[INFO] 2021-05-07 00:57:51 > Step: 294300 Progress: 58.9% Elapsed: 22:13:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.06786 Generator_loss: 6.88657
[INFO] 2021-05-07 01:00:29 > Step: 294400 Progress: 58.9% Elapsed: 22:15:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.10045 Generator_loss: 5.72152
[INFO] 2021-05-07 01:03:07 > Step: 294500 Progress: 58.9% Elapsed: 22:18:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.08642 Generator_loss: 5.91855
[INFO] 2021-05-07 01:05:45 > Step: 294600 Progress: 58.9% Elapsed: 22:20:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.10394 Generator_loss: 5.98982
[INFO] 2021-05-07 01:08:23 > Step: 294700 Progress: 58.9% Elapsed: 22:23:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.0264 Generator_loss: 5.91015
[INFO] 2021-05-07 01:11:00 > Step: 294800 Progress: 59.0% Elapsed: 22:26:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.15757 Generator_loss: 5.93347
[INFO] 2021-05-07 01:13:38 > Step: 294900 Progress: 59.0% Elapsed: 22:28:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00134 Generator_loss: 6.40475
[INFO] 2021-05-07 01:16:15 > Step: 295000 Progress: 59.0% Elapsed: 22:31:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.09875 Generator_loss: 5.86077
[INFO] 2021-05-07 01:18:52 > Step: 295100 Progress: 59.0% Elapsed: 22:34:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.06463 Generator_loss: 6.49441
[INFO] 2021-05-07 01:21:30 > Step: 295200 Progress: 59.0% Elapsed: 22:36:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.06282 Generator_loss: 6.13784
[INFO] 2021-05-07 01:24:09 > Step: 295300 Progress: 59.1% Elapsed: 22:39:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.13665 Generator_loss: 6.95289
[INFO] 2021-05-07 01:26:47 > Step: 295400 Progress: 59.1% Elapsed: 22:41:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.06525 Generator_loss: 5.88649
[INFO] 2021-05-07 01:29:25 > Step: 295500 Progress: 59.1% Elapsed: 22:44:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.06463 Generator_loss: 5.75964
[INFO] 2021-05-07 01:32:05 > Step: 295600 Progress: 59.1% Elapsed: 22:47:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.05379 Generator_loss: 6.57318
[INFO] 2021-05-07 01:34:42 > Step: 295700 Progress: 59.1% Elapsed: 22:49:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.11364 Generator_loss: 6.82477
[INFO] 2021-05-07 01:37:20 > Step: 295800 Progress: 59.2% Elapsed: 22:52:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.06649 Generator_loss: 6.01358
[INFO] 2021-05-07 01:39:59 > Step: 295900 Progress: 59.2% Elapsed: 22:55:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.09485 Generator_loss: 6.26456
[INFO] 2021-05-07 01:42:37 > Step: 296000 Progress: 59.2% Elapsed: 22:57:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.99028 Generator_loss: 6.62989
[INFO] 2021-05-07 01:42:37 > Start Evaluation (296000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 01:42:37 > Calculating FID Score....
[INFO] 2021-05-07 01:43:24 > Calculating Inception Score....
[INFO] 2021-05-07 01:43:54 > Calculate F_beta Score....
[INFO] 2021-05-07 01:48:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 01:48:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 01:48:34 > Calculate Accuracies....
[INFO] 2021-05-07 01:49:16 > Calculate Accuracies....
[INFO] 2021-05-07 01:49:56 > F_8 score (Step: 296000, Using valid images): 0.9670629783009328
[INFO] 2021-05-07 01:49:56 > F_1/8 score (Step: 296000, Using valid images): 0.9723766793079716
[INFO] 2021-05-07 01:49:56 > FID score (Step: 296000, Using valid moments): 15.160177369584119
[INFO] 2021-05-07 01:49:56 > Inception score (Step: 296000, 50000 generated images): 56.68404006958008
[INFO] 2021-05-07 01:49:56 > Best FID score (Step: 292000, Using valid moments): 15.129023169904599
[INFO] 2021-05-07 01:50:22 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 01:53:00 > Step: 296100 Progress: 59.2% Elapsed: 23:08:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.07964 Generator_loss: 6.56331
[INFO] 2021-05-07 01:55:38 > Step: 296200 Progress: 59.2% Elapsed: 23:10:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.15164 Generator_loss: 6.10185
[INFO] 2021-05-07 01:58:16 > Step: 296300 Progress: 59.3% Elapsed: 23:13:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.1623 Generator_loss: 6.61634
[INFO] 2021-05-07 02:00:54 > Step: 296400 Progress: 59.3% Elapsed: 23:16:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.24246 Generator_loss: 5.67935
[INFO] 2021-05-07 02:03:32 > Step: 296500 Progress: 59.3% Elapsed: 23:18:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.11049 Generator_loss: 6.24514
[INFO] 2021-05-07 02:06:10 > Step: 296600 Progress: 59.3% Elapsed: 23:21:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.03352 Generator_loss: 6.58586
[INFO] 2021-05-07 02:08:48 > Step: 296700 Progress: 59.3% Elapsed: 23:23:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.01799 Generator_loss: 6.47161
[INFO] 2021-05-07 02:11:26 > Step: 296800 Progress: 59.4% Elapsed: 23:26:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.14257 Generator_loss: 5.85377
[INFO] 2021-05-07 02:14:04 > Step: 296900 Progress: 59.4% Elapsed: 23:29:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.10321 Generator_loss: 5.68993
[INFO] 2021-05-07 02:16:42 > Step: 297000 Progress: 59.4% Elapsed: 23:31:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.17636 Generator_loss: 7.05093
[INFO] 2021-05-07 02:19:19 > Step: 297100 Progress: 59.4% Elapsed: 23:34:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.11384 Generator_loss: 6.73657
[INFO] 2021-05-07 02:21:58 > Step: 297200 Progress: 59.4% Elapsed: 23:37:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.07634 Generator_loss: 6.75924
[INFO] 2021-05-07 02:24:36 > Step: 297300 Progress: 59.5% Elapsed: 23:39:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.06897 Generator_loss: 6.69565
[INFO] 2021-05-07 02:27:14 > Step: 297400 Progress: 59.5% Elapsed: 23:42:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.04143 Generator_loss: 6.51509
[INFO] 2021-05-07 02:29:52 > Step: 297500 Progress: 59.5% Elapsed: 23:45:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.13898 Generator_loss: 6.21046
[INFO] 2021-05-07 02:32:30 > Step: 297600 Progress: 59.5% Elapsed: 23:47:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.03742 Generator_loss: 5.94303
[INFO] 2021-05-07 02:35:08 > Step: 297700 Progress: 59.5% Elapsed: 23:50:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.11038 Generator_loss: 6.80907
[INFO] 2021-05-07 02:37:46 > Step: 297800 Progress: 59.6% Elapsed: 23:52:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.23563 Generator_loss: 6.93737
[INFO] 2021-05-07 02:40:24 > Step: 297900 Progress: 59.6% Elapsed: 23:55:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.13993 Generator_loss: 6.9977
[INFO] 2021-05-07 02:43:02 > Step: 298000 Progress: 59.6% Elapsed: 23:58:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.89515 Generator_loss: 4.80479
[INFO] 2021-05-07 02:43:02 > Start Evaluation (298000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 02:43:02 > Calculating FID Score....
[INFO] 2021-05-07 02:43:51 > Calculating Inception Score....
[INFO] 2021-05-07 02:44:21 > Calculate F_beta Score....
[INFO] 2021-05-07 02:46:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 02:46:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 02:46:01 > Calculate Accuracies....
[INFO] 2021-05-07 02:46:43 > Calculate Accuracies....
[INFO] 2021-05-07 02:47:23 > F_8 score (Step: 298000, Using valid images): 0.9696714976181323
[INFO] 2021-05-07 02:47:23 > F_1/8 score (Step: 298000, Using valid images): 0.9707049620125024
[INFO] 2021-05-07 02:47:23 > FID score (Step: 298000, Using valid moments): 15.083880816216151
[INFO] 2021-05-07 02:47:23 > Inception score (Step: 298000, 50000 generated images): 57.3537483215332
[INFO] 2021-05-07 02:47:23 > Best FID score (Step: 298000, Using valid moments): 15.083880816216151
[INFO] 2021-05-07 02:48:15 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 02:50:55 > Step: 298100 Progress: 59.6% Elapsed: 1 day, 0:06:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.06779 Generator_loss: 6.13458
[INFO] 2021-05-07 02:53:32 > Step: 298200 Progress: 59.6% Elapsed: 1 day, 0:08:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.11898 Generator_loss: 5.38612
[INFO] 2021-05-07 02:56:10 > Step: 298300 Progress: 59.7% Elapsed: 1 day, 0:11:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.09923 Generator_loss: 5.67948
[INFO] 2021-05-07 02:58:48 > Step: 298400 Progress: 59.7% Elapsed: 1 day, 0:13:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.08076 Generator_loss: 6.31336
[INFO] 2021-05-07 03:01:26 > Step: 298500 Progress: 59.7% Elapsed: 1 day, 0:16:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.10737 Generator_loss: 6.16466
[INFO] 2021-05-07 03:04:03 > Step: 298600 Progress: 59.7% Elapsed: 1 day, 0:19:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.12705 Generator_loss: 6.05751
[INFO] 2021-05-07 03:06:41 > Step: 298700 Progress: 59.7% Elapsed: 1 day, 0:21:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.03573 Generator_loss: 6.86076
[INFO] 2021-05-07 03:09:19 > Step: 298800 Progress: 59.8% Elapsed: 1 day, 0:24:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.12336 Generator_loss: 6.52352
[INFO] 2021-05-07 03:11:57 > Step: 298900 Progress: 59.8% Elapsed: 1 day, 0:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.07337 Generator_loss: 6.48131
[INFO] 2021-05-07 03:14:34 > Step: 299000 Progress: 59.8% Elapsed: 1 day, 0:29:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.99012 Generator_loss: 6.44297
[INFO] 2021-05-07 03:17:13 > Step: 299100 Progress: 59.8% Elapsed: 1 day, 0:32:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.38066 Generator_loss: 5.94551
[INFO] 2021-05-07 03:19:51 > Step: 299200 Progress: 59.8% Elapsed: 1 day, 0:35:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.076 Generator_loss: 6.57909
[INFO] 2021-05-07 03:22:29 > Step: 299300 Progress: 59.9% Elapsed: 1 day, 0:37:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.12069 Generator_loss: 6.94656
[INFO] 2021-05-07 03:25:07 > Step: 299400 Progress: 59.9% Elapsed: 1 day, 0:40:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.16249 Generator_loss: 6.96871
[INFO] 2021-05-07 03:27:45 > Step: 299500 Progress: 59.9% Elapsed: 1 day, 0:42:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.16173 Generator_loss: 5.46026
[INFO] 2021-05-07 03:30:24 > Step: 299600 Progress: 59.9% Elapsed: 1 day, 0:45:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.0944 Generator_loss: 6.56342
[INFO] 2021-05-07 03:33:02 > Step: 299700 Progress: 59.9% Elapsed: 1 day, 0:48:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.12741 Generator_loss: 5.89836
[INFO] 2021-05-07 03:35:40 > Step: 299800 Progress: 60.0% Elapsed: 1 day, 0:50:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.01018 Generator_loss: 6.43843
[INFO] 2021-05-07 03:38:19 > Step: 299900 Progress: 60.0% Elapsed: 1 day, 0:53:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.13763 Generator_loss: 6.11041
[INFO] 2021-05-07 03:40:57 > Step: 300000 Progress: 60.0% Elapsed: 1 day, 0:56:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.19849 Generator_loss: 5.72354
[INFO] 2021-05-07 03:40:57 > Start Evaluation (300000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 03:40:57 > Calculating FID Score....
[INFO] 2021-05-07 03:41:46 > Calculating Inception Score....
[INFO] 2021-05-07 03:42:15 > Calculate F_beta Score....
[INFO] 2021-05-07 03:43:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 03:43:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 03:43:52 > Calculate Accuracies....
[INFO] 2021-05-07 03:44:34 > Calculate Accuracies....
[INFO] 2021-05-07 03:45:13 > F_8 score (Step: 300000, Using valid images): 0.9691112159238326
[INFO] 2021-05-07 03:45:13 > F_1/8 score (Step: 300000, Using valid images): 0.9727602023091665
[INFO] 2021-05-07 03:45:13 > FID score (Step: 300000, Using valid moments): 15.062397583851578
[INFO] 2021-05-07 03:45:13 > Inception score (Step: 300000, 50000 generated images): 58.44355392456055
[INFO] 2021-05-07 03:45:13 > Best FID score (Step: 300000, Using valid moments): 15.062397583851578
[INFO] 2021-05-07 03:46:06 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 03:48:44 > Step: 300100 Progress: 60.0% Elapsed: 1 day, 1:03:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.04436 Generator_loss: 6.67297
[INFO] 2021-05-07 03:51:23 > Step: 300200 Progress: 60.0% Elapsed: 1 day, 1:06:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.02711 Generator_loss: 6.41836
[INFO] 2021-05-07 03:54:01 > Step: 300300 Progress: 60.1% Elapsed: 1 day, 1:09:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.14853 Generator_loss: 5.87362
[INFO] 2021-05-07 03:56:40 > Step: 300400 Progress: 60.1% Elapsed: 1 day, 1:11:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.07973 Generator_loss: 5.61203
[INFO] 2021-05-07 03:59:18 > Step: 300500 Progress: 60.1% Elapsed: 1 day, 1:14:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.08892 Generator_loss: 6.05291
[INFO] 2021-05-07 04:01:57 > Step: 300600 Progress: 60.1% Elapsed: 1 day, 1:17:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.98522 Generator_loss: 6.308
[INFO] 2021-05-07 04:04:35 > Step: 300700 Progress: 60.1% Elapsed: 1 day, 1:19:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.02021 Generator_loss: 6.23042
[INFO] 2021-05-07 04:07:13 > Step: 300800 Progress: 60.2% Elapsed: 1 day, 1:22:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.98619 Generator_loss: 6.61355
[INFO] 2021-05-07 04:09:50 > Step: 300900 Progress: 60.2% Elapsed: 1 day, 1:25:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.31809 Generator_loss: 5.53661
[INFO] 2021-05-07 04:12:28 > Step: 301000 Progress: 60.2% Elapsed: 1 day, 1:27:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.06448 Generator_loss: 6.19432
[INFO] 2021-05-07 04:15:06 > Step: 301100 Progress: 60.2% Elapsed: 1 day, 1:30:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.05203 Generator_loss: 6.46489
[INFO] 2021-05-07 04:17:44 > Step: 301200 Progress: 60.2% Elapsed: 1 day, 1:32:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.20794 Generator_loss: 5.87901
[INFO] 2021-05-07 04:20:22 > Step: 301300 Progress: 60.3% Elapsed: 1 day, 1:35:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.10106 Generator_loss: 6.31537
[INFO] 2021-05-07 04:23:00 > Step: 301400 Progress: 60.3% Elapsed: 1 day, 1:38:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05681 Generator_loss: 6.52119
[INFO] 2021-05-07 04:25:38 > Step: 301500 Progress: 60.3% Elapsed: 1 day, 1:40:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.02639 Generator_loss: 6.3734
[INFO] 2021-05-07 04:28:17 > Step: 301600 Progress: 60.3% Elapsed: 1 day, 1:43:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.0644 Generator_loss: 6.28145
[INFO] 2021-05-07 04:30:54 > Step: 301700 Progress: 60.3% Elapsed: 1 day, 1:46:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.12709 Generator_loss: 6.12695
[INFO] 2021-05-07 04:33:31 > Step: 301800 Progress: 60.4% Elapsed: 1 day, 1:48:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.30028 Generator_loss: 5.83519
[INFO] 2021-05-07 04:36:09 > Step: 301900 Progress: 60.4% Elapsed: 1 day, 1:51:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.04728 Generator_loss: 6.78259
[INFO] 2021-05-07 04:38:47 > Step: 302000 Progress: 60.4% Elapsed: 1 day, 1:53:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.1353 Generator_loss: 5.72449
[INFO] 2021-05-07 04:38:47 > Start Evaluation (302000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 04:38:47 > Calculating FID Score....
[INFO] 2021-05-07 04:39:35 > Calculating Inception Score....
[INFO] 2021-05-07 04:40:04 > Calculate F_beta Score....
[INFO] 2021-05-07 04:41:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 04:41:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 04:41:41 > Calculate Accuracies....
[INFO] 2021-05-07 04:42:23 > Calculate Accuracies....
[INFO] 2021-05-07 04:43:03 > F_8 score (Step: 302000, Using valid images): 0.9697491646737114
[INFO] 2021-05-07 04:43:03 > F_1/8 score (Step: 302000, Using valid images): 0.9743942733492426
[INFO] 2021-05-07 04:43:03 > FID score (Step: 302000, Using valid moments): 15.003386543442446
[INFO] 2021-05-07 04:43:03 > Inception score (Step: 302000, 50000 generated images): 58.80740737915039
[INFO] 2021-05-07 04:43:03 > Best FID score (Step: 302000, Using valid moments): 15.003386543442446
[INFO] 2021-05-07 04:43:56 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 04:46:34 > Step: 302100 Progress: 60.4% Elapsed: 1 day, 2:01:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.20727 Generator_loss: 5.69542
[INFO] 2021-05-07 04:49:11 > Step: 302200 Progress: 60.4% Elapsed: 1 day, 2:04:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.03271 Generator_loss: 6.58401
[INFO] 2021-05-07 04:51:49 > Step: 302300 Progress: 60.5% Elapsed: 1 day, 2:06:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.10308 Generator_loss: 6.01857
[INFO] 2021-05-07 04:54:27 > Step: 302400 Progress: 60.5% Elapsed: 1 day, 2:09:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.09513 Generator_loss: 6.34476
[INFO] 2021-05-07 04:57:05 > Step: 302500 Progress: 60.5% Elapsed: 1 day, 2:12:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.05956 Generator_loss: 6.72772
[INFO] 2021-05-07 04:59:43 > Step: 302600 Progress: 60.5% Elapsed: 1 day, 2:14:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.12308 Generator_loss: 6.8184
[INFO] 2021-05-07 05:02:20 > Step: 302700 Progress: 60.5% Elapsed: 1 day, 2:17:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.1158 Generator_loss: 6.2033
[INFO] 2021-05-07 05:04:58 > Step: 302800 Progress: 60.6% Elapsed: 1 day, 2:20:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.2142 Generator_loss: 6.48614
[INFO] 2021-05-07 05:07:37 > Step: 302900 Progress: 60.6% Elapsed: 1 day, 2:22:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.04696 Generator_loss: 6.71239
[INFO] 2021-05-07 05:10:15 > Step: 303000 Progress: 60.6% Elapsed: 1 day, 2:25:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.06878 Generator_loss: 5.94354
[INFO] 2021-05-07 05:12:55 > Step: 303100 Progress: 60.6% Elapsed: 1 day, 2:28:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.02014 Generator_loss: 7.01463
[INFO] 2021-05-07 05:15:33 > Step: 303200 Progress: 60.6% Elapsed: 1 day, 2:30:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.02868 Generator_loss: 6.67894
[INFO] 2021-05-07 05:18:11 > Step: 303300 Progress: 60.7% Elapsed: 1 day, 2:33:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.04378 Generator_loss: 6.1893
[INFO] 2021-05-07 05:20:49 > Step: 303400 Progress: 60.7% Elapsed: 1 day, 2:35:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.13971 Generator_loss: 5.88954
[INFO] 2021-05-07 05:23:27 > Step: 303500 Progress: 60.7% Elapsed: 1 day, 2:38:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.14278 Generator_loss: 6.64205
[INFO] 2021-05-07 05:26:05 > Step: 303600 Progress: 60.7% Elapsed: 1 day, 2:41:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.4458 Generator_loss: 5.52057
[INFO] 2021-05-07 05:28:43 > Step: 303700 Progress: 60.7% Elapsed: 1 day, 2:43:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.04258 Generator_loss: 6.79397
[INFO] 2021-05-07 05:31:21 > Step: 303800 Progress: 60.8% Elapsed: 1 day, 2:46:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.23755 Generator_loss: 5.81646
[INFO] 2021-05-07 05:33:59 > Step: 303900 Progress: 60.8% Elapsed: 1 day, 2:49:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.09649 Generator_loss: 6.76355
[INFO] 2021-05-07 05:36:37 > Step: 304000 Progress: 60.8% Elapsed: 1 day, 2:51:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.09493 Generator_loss: 6.20955
[INFO] 2021-05-07 05:36:37 > Start Evaluation (304000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 05:36:37 > Calculating FID Score....
[INFO] 2021-05-07 05:37:26 > Calculating Inception Score....
[INFO] 2021-05-07 05:37:55 > Calculate F_beta Score....
[INFO] 2021-05-07 05:39:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 05:39:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 05:39:31 > Calculate Accuracies....
[INFO] 2021-05-07 05:40:13 > Calculate Accuracies....
[INFO] 2021-05-07 05:40:52 > F_8 score (Step: 304000, Using valid images): 0.97170463084765
[INFO] 2021-05-07 05:40:52 > F_1/8 score (Step: 304000, Using valid images): 0.9735616002126443
[INFO] 2021-05-07 05:40:52 > FID score (Step: 304000, Using valid moments): 14.928724157794989
[INFO] 2021-05-07 05:40:52 > Inception score (Step: 304000, 50000 generated images): 58.01191711425781
[INFO] 2021-05-07 05:40:52 > Best FID score (Step: 304000, Using valid moments): 14.928724157794989
[INFO] 2021-05-07 05:41:44 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 05:44:22 > Step: 304100 Progress: 60.8% Elapsed: 1 day, 2:59:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.11222 Generator_loss: 6.23507
[INFO] 2021-05-07 05:47:00 > Step: 304200 Progress: 60.8% Elapsed: 1 day, 3:02:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.00746 Generator_loss: 6.54199
[INFO] 2021-05-07 05:49:39 > Step: 304300 Progress: 60.9% Elapsed: 1 day, 3:04:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.19077 Generator_loss: 5.74348
[INFO] 2021-05-07 05:52:17 > Step: 304400 Progress: 60.9% Elapsed: 1 day, 3:07:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.10556 Generator_loss: 6.11233
[INFO] 2021-05-07 05:54:54 > Step: 304500 Progress: 60.9% Elapsed: 1 day, 3:10:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.04563 Generator_loss: 6.53679
[INFO] 2021-05-07 05:57:32 > Step: 304600 Progress: 60.9% Elapsed: 1 day, 3:12:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.0968 Generator_loss: 6.47254
[INFO] 2021-05-07 06:00:10 > Step: 304700 Progress: 60.9% Elapsed: 1 day, 3:15:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.03531 Generator_loss: 6.61462
[INFO] 2021-05-07 06:02:49 > Step: 304800 Progress: 61.0% Elapsed: 1 day, 3:17:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.06333 Generator_loss: 6.04671
[INFO] 2021-05-07 06:05:27 > Step: 304900 Progress: 61.0% Elapsed: 1 day, 3:20:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.09672 Generator_loss: 6.85025
[INFO] 2021-05-07 06:08:05 > Step: 305000 Progress: 61.0% Elapsed: 1 day, 3:23:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.02324 Generator_loss: 6.4939
[INFO] 2021-05-07 06:10:43 > Step: 305100 Progress: 61.0% Elapsed: 1 day, 3:25:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.03724 Generator_loss: 6.07786
[INFO] 2021-05-07 06:13:21 > Step: 305200 Progress: 61.0% Elapsed: 1 day, 3:28:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.03413 Generator_loss: 6.72229
[INFO] 2021-05-07 06:15:59 > Step: 305300 Progress: 61.1% Elapsed: 1 day, 3:31:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.03513 Generator_loss: 6.43038
[INFO] 2021-05-07 06:18:37 > Step: 305400 Progress: 61.1% Elapsed: 1 day, 3:33:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.02413 Generator_loss: 5.82878
[INFO] 2021-05-07 06:21:15 > Step: 305500 Progress: 61.1% Elapsed: 1 day, 3:36:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.54529 Generator_loss: 7.01804
[INFO] 2021-05-07 06:23:55 > Step: 305600 Progress: 61.1% Elapsed: 1 day, 3:39:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.01809 Generator_loss: 6.17962
[INFO] 2021-05-07 06:26:33 > Step: 305700 Progress: 61.1% Elapsed: 1 day, 3:41:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.00042 Generator_loss: 6.95102
[INFO] 2021-05-07 06:29:11 > Step: 305800 Progress: 61.2% Elapsed: 1 day, 3:44:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.026 Generator_loss: 6.48417
[INFO] 2021-05-07 06:31:49 > Step: 305900 Progress: 61.2% Elapsed: 1 day, 3:46:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.0198 Generator_loss: 6.38502
[INFO] 2021-05-07 06:34:27 > Step: 306000 Progress: 61.2% Elapsed: 1 day, 3:49:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.04349 Generator_loss: 6.28075
[INFO] 2021-05-07 06:34:27 > Start Evaluation (306000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 06:34:27 > Calculating FID Score....
[INFO] 2021-05-07 06:35:15 > Calculating Inception Score....
[INFO] 2021-05-07 06:35:44 > Calculate F_beta Score....
[INFO] 2021-05-07 06:37:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 06:37:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 06:37:26 > Calculate Accuracies....
[INFO] 2021-05-07 06:38:07 > Calculate Accuracies....
[INFO] 2021-05-07 06:38:48 > F_8 score (Step: 306000, Using valid images): 0.9694235863246949
[INFO] 2021-05-07 06:38:48 > F_1/8 score (Step: 306000, Using valid images): 0.9709270337068884
[INFO] 2021-05-07 06:38:48 > FID score (Step: 306000, Using valid moments): 14.962182667003503
[INFO] 2021-05-07 06:38:48 > Inception score (Step: 306000, 50000 generated images): 57.21788024902344
[INFO] 2021-05-07 06:38:48 > Best FID score (Step: 304000, Using valid moments): 14.928724157794989
[INFO] 2021-05-07 06:39:15 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 06:41:53 > Step: 306100 Progress: 61.2% Elapsed: 1 day, 3:57:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.09426 Generator_loss: 7.07066
[INFO] 2021-05-07 06:44:31 > Step: 306200 Progress: 61.2% Elapsed: 1 day, 3:59:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.34571 Generator_loss: 5.81525
[INFO] 2021-05-07 06:47:09 > Step: 306300 Progress: 61.3% Elapsed: 1 day, 4:02:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.12831 Generator_loss: 6.11817
[INFO] 2021-05-07 06:49:47 > Step: 306400 Progress: 61.3% Elapsed: 1 day, 4:04:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.00891 Generator_loss: 6.56087
[INFO] 2021-05-07 06:52:24 > Step: 306500 Progress: 61.3% Elapsed: 1 day, 4:07:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.06564 Generator_loss: 6.16407
[INFO] 2021-05-07 06:55:02 > Step: 306600 Progress: 61.3% Elapsed: 1 day, 4:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.22706 Generator_loss: 5.71987
[INFO] 2021-05-07 06:57:40 > Step: 306700 Progress: 61.3% Elapsed: 1 day, 4:12:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.04726 Generator_loss: 6.58848
[INFO] 2021-05-07 07:00:19 > Step: 306800 Progress: 61.4% Elapsed: 1 day, 4:15:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.98183 Generator_loss: 6.44422
[INFO] 2021-05-07 07:02:56 > Step: 306900 Progress: 61.4% Elapsed: 1 day, 4:18:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.11159 Generator_loss: 5.63111
[INFO] 2021-05-07 07:05:34 > Step: 307000 Progress: 61.4% Elapsed: 1 day, 4:20:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.04659 Generator_loss: 7.11182
[INFO] 2021-05-07 07:08:11 > Step: 307100 Progress: 61.4% Elapsed: 1 day, 4:23:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.02573 Generator_loss: 6.19243
[INFO] 2021-05-07 07:10:49 > Step: 307200 Progress: 61.4% Elapsed: 1 day, 4:25:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.19631 Generator_loss: 5.3499
[INFO] 2021-05-07 07:13:26 > Step: 307300 Progress: 61.5% Elapsed: 1 day, 4:28:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.97719 Generator_loss: 6.53811
[INFO] 2021-05-07 07:16:03 > Step: 307400 Progress: 61.5% Elapsed: 1 day, 4:31:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.05508 Generator_loss: 6.06901
[INFO] 2021-05-07 07:18:41 > Step: 307500 Progress: 61.5% Elapsed: 1 day, 4:33:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.15481 Generator_loss: 5.68601
[INFO] 2021-05-07 07:21:18 > Step: 307600 Progress: 61.5% Elapsed: 1 day, 4:36:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.08568 Generator_loss: 5.96698
[INFO] 2021-05-07 07:23:55 > Step: 307700 Progress: 61.5% Elapsed: 1 day, 4:39:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.09258 Generator_loss: 6.2186
[INFO] 2021-05-07 07:26:32 > Step: 307800 Progress: 61.6% Elapsed: 1 day, 4:41:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.149 Generator_loss: 5.28987
[INFO] 2021-05-07 07:29:10 > Step: 307900 Progress: 61.6% Elapsed: 1 day, 4:44:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.09955 Generator_loss: 5.83072
[INFO] 2021-05-07 07:31:47 > Step: 308000 Progress: 61.6% Elapsed: 1 day, 4:46:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.04825 Generator_loss: 6.77383
[INFO] 2021-05-07 07:31:47 > Start Evaluation (308000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 07:31:47 > Calculating FID Score....
[INFO] 2021-05-07 07:32:35 > Calculating Inception Score....
[INFO] 2021-05-07 07:33:04 > Calculate F_beta Score....
[INFO] 2021-05-07 07:34:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 07:34:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 07:34:37 > Calculate Accuracies....
[INFO] 2021-05-07 07:35:19 > Calculate Accuracies....
[INFO] 2021-05-07 07:35:59 > F_8 score (Step: 308000, Using valid images): 0.974564029745763
[INFO] 2021-05-07 07:35:59 > F_1/8 score (Step: 308000, Using valid images): 0.9744922951521866
[INFO] 2021-05-07 07:35:59 > FID score (Step: 308000, Using valid moments): 14.77762176700088
[INFO] 2021-05-07 07:35:59 > Inception score (Step: 308000, 50000 generated images): 58.199851989746094
[INFO] 2021-05-07 07:35:59 > Best FID score (Step: 308000, Using valid moments): 14.77762176700088
[INFO] 2021-05-07 07:36:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 07:39:32 > Step: 308100 Progress: 61.6% Elapsed: 1 day, 4:54:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.07337 Generator_loss: 6.36665
[INFO] 2021-05-07 07:42:10 > Step: 308200 Progress: 61.6% Elapsed: 1 day, 4:57:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.01554 Generator_loss: 6.43242
[INFO] 2021-05-07 07:44:48 > Step: 308300 Progress: 61.7% Elapsed: 1 day, 4:59:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.12193 Generator_loss: 5.8301
[INFO] 2021-05-07 07:47:26 > Step: 308400 Progress: 61.7% Elapsed: 1 day, 5:02:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.09987 Generator_loss: 5.97232
[INFO] 2021-05-07 07:50:04 > Step: 308500 Progress: 61.7% Elapsed: 1 day, 5:05:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.09336 Generator_loss: 6.77694
[INFO] 2021-05-07 07:52:42 > Step: 308600 Progress: 61.7% Elapsed: 1 day, 5:07:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.99574 Generator_loss: 6.99556
[INFO] 2021-05-07 07:55:20 > Step: 308700 Progress: 61.7% Elapsed: 1 day, 5:10:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.05492 Generator_loss: 6.24964
[INFO] 2021-05-07 07:57:58 > Step: 308800 Progress: 61.8% Elapsed: 1 day, 5:13:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.13642 Generator_loss: 6.69724
[INFO] 2021-05-07 08:00:36 > Step: 308900 Progress: 61.8% Elapsed: 1 day, 5:15:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.03075 Generator_loss: 6.27344
[INFO] 2021-05-07 08:03:14 > Step: 309000 Progress: 61.8% Elapsed: 1 day, 5:18:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.17192 Generator_loss: 5.76764
[INFO] 2021-05-07 08:05:52 > Step: 309100 Progress: 61.8% Elapsed: 1 day, 5:21:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.01364 Generator_loss: 6.83219
[INFO] 2021-05-07 08:08:29 > Step: 309200 Progress: 61.8% Elapsed: 1 day, 5:23:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.35809 Generator_loss: 5.80185
[INFO] 2021-05-07 08:11:07 > Step: 309300 Progress: 61.9% Elapsed: 1 day, 5:26:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.08251 Generator_loss: 6.77879
[INFO] 2021-05-07 08:13:44 > Step: 309400 Progress: 61.9% Elapsed: 1 day, 5:28:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.19405 Generator_loss: 5.68203
[INFO] 2021-05-07 08:16:22 > Step: 309500 Progress: 61.9% Elapsed: 1 day, 5:31:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.09366 Generator_loss: 6.81131
[INFO] 2021-05-07 08:19:01 > Step: 309600 Progress: 61.9% Elapsed: 1 day, 5:34:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.0549 Generator_loss: 6.64741
[INFO] 2021-05-07 08:21:39 > Step: 309700 Progress: 61.9% Elapsed: 1 day, 5:36:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.06262 Generator_loss: 5.98984
[INFO] 2021-05-07 08:24:17 > Step: 309800 Progress: 62.0% Elapsed: 1 day, 5:39:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.11155 Generator_loss: 7.08987
[INFO] 2021-05-07 08:26:55 > Step: 309900 Progress: 62.0% Elapsed: 1 day, 5:42:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.11317 Generator_loss: 6.65212
[INFO] 2021-05-07 08:29:34 > Step: 310000 Progress: 62.0% Elapsed: 1 day, 5:44:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.22202 Generator_loss: 5.70527
[INFO] 2021-05-07 08:29:34 > Start Evaluation (310000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 08:29:34 > Calculating FID Score....
[INFO] 2021-05-07 08:30:21 > Calculating Inception Score....
[INFO] 2021-05-07 08:30:51 > Calculate F_beta Score....
[INFO] 2021-05-07 08:32:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 08:32:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 08:32:27 > Calculate Accuracies....
[INFO] 2021-05-07 08:33:08 > Calculate Accuracies....
[INFO] 2021-05-07 08:33:48 > F_8 score (Step: 310000, Using valid images): 0.9690698512704674
[INFO] 2021-05-07 08:33:48 > F_1/8 score (Step: 310000, Using valid images): 0.9713690843511016
[INFO] 2021-05-07 08:33:48 > FID score (Step: 310000, Using valid moments): 14.87517677590347
[INFO] 2021-05-07 08:33:48 > Inception score (Step: 310000, 50000 generated images): 58.69501876831055
[INFO] 2021-05-07 08:33:48 > Best FID score (Step: 308000, Using valid moments): 14.77762176700088
[INFO] 2021-05-07 08:34:15 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 08:36:52 > Step: 310100 Progress: 62.0% Elapsed: 1 day, 5:52:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.11653 Generator_loss: 6.92341
[INFO] 2021-05-07 08:39:30 > Step: 310200 Progress: 62.0% Elapsed: 1 day, 5:54:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.30384 Generator_loss: 5.66332
[INFO] 2021-05-07 08:42:09 > Step: 310300 Progress: 62.1% Elapsed: 1 day, 5:57:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.09011 Generator_loss: 5.8337
[INFO] 2021-05-07 08:44:47 > Step: 310400 Progress: 62.1% Elapsed: 1 day, 5:59:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.03785 Generator_loss: 6.59478
[INFO] 2021-05-07 08:47:24 > Step: 310500 Progress: 62.1% Elapsed: 1 day, 6:02:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.1188 Generator_loss: 6.73669
[INFO] 2021-05-07 08:50:03 > Step: 310600 Progress: 62.1% Elapsed: 1 day, 6:05:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.01731 Generator_loss: 6.76209
[INFO] 2021-05-07 08:52:41 > Step: 310700 Progress: 62.1% Elapsed: 1 day, 6:07:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.08306 Generator_loss: 6.17745
[INFO] 2021-05-07 08:55:19 > Step: 310800 Progress: 62.2% Elapsed: 1 day, 6:10:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.02059 Generator_loss: 6.32302
[INFO] 2021-05-07 08:57:57 > Step: 310900 Progress: 62.2% Elapsed: 1 day, 6:13:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.07859 Generator_loss: 5.70964
[INFO] 2021-05-07 09:00:34 > Step: 311000 Progress: 62.2% Elapsed: 1 day, 6:15:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.04269 Generator_loss: 6.3299
[INFO] 2021-05-07 09:03:12 > Step: 311100 Progress: 62.2% Elapsed: 1 day, 6:18:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.12142 Generator_loss: 6.389
[INFO] 2021-05-07 09:05:49 > Step: 311200 Progress: 62.2% Elapsed: 1 day, 6:21:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.11038 Generator_loss: 6.87187
[INFO] 2021-05-07 09:08:27 > Step: 311300 Progress: 62.3% Elapsed: 1 day, 6:23:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.08748 Generator_loss: 5.9703
[INFO] 2021-05-07 09:11:04 > Step: 311400 Progress: 62.3% Elapsed: 1 day, 6:26:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.03339 Generator_loss: 6.20179
[INFO] 2021-05-07 09:13:42 > Step: 311500 Progress: 62.3% Elapsed: 1 day, 6:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.00759 Generator_loss: 7.06681
[INFO] 2021-05-07 09:16:20 > Step: 311600 Progress: 62.3% Elapsed: 1 day, 6:31:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.31731 Generator_loss: 5.4145
[INFO] 2021-05-07 09:18:57 > Step: 311700 Progress: 62.3% Elapsed: 1 day, 6:34:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.18661 Generator_loss: 5.87342
[INFO] 2021-05-07 09:21:35 > Step: 311800 Progress: 62.4% Elapsed: 1 day, 6:36:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.01936 Generator_loss: 6.98945
[INFO] 2021-05-07 09:24:13 > Step: 311900 Progress: 62.4% Elapsed: 1 day, 6:39:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.08171 Generator_loss: 6.85317
[INFO] 2021-05-07 09:26:52 > Step: 312000 Progress: 62.4% Elapsed: 1 day, 6:42:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.0762 Generator_loss: 6.34963
[INFO] 2021-05-07 09:26:52 > Start Evaluation (312000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 09:26:52 > Calculating FID Score....
[INFO] 2021-05-07 09:27:40 > Calculating Inception Score....
[INFO] 2021-05-07 09:28:09 > Calculate F_beta Score....
[INFO] 2021-05-07 09:29:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 09:29:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 09:29:45 > Calculate Accuracies....
[INFO] 2021-05-07 09:30:27 > Calculate Accuracies....
[INFO] 2021-05-07 09:31:06 > F_8 score (Step: 312000, Using valid images): 0.9745885836450331
[INFO] 2021-05-07 09:31:06 > F_1/8 score (Step: 312000, Using valid images): 0.9726781528920345
[INFO] 2021-05-07 09:31:06 > FID score (Step: 312000, Using valid moments): 14.808163280862459
[INFO] 2021-05-07 09:31:06 > Inception score (Step: 312000, 50000 generated images): 58.6139030456543
[INFO] 2021-05-07 09:31:06 > Best FID score (Step: 308000, Using valid moments): 14.77762176700088
[INFO] 2021-05-07 09:31:34 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 09:34:12 > Step: 312100 Progress: 62.4% Elapsed: 1 day, 6:49:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.00632 Generator_loss: 6.64734
[INFO] 2021-05-07 09:36:51 > Step: 312200 Progress: 62.4% Elapsed: 1 day, 6:52:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.07571 Generator_loss: 6.81203
[INFO] 2021-05-07 09:39:28 > Step: 312300 Progress: 62.5% Elapsed: 1 day, 6:54:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.20227 Generator_loss: 5.78554
[INFO] 2021-05-07 09:42:07 > Step: 312400 Progress: 62.5% Elapsed: 1 day, 6:57:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.20425 Generator_loss: 5.99089
[INFO] 2021-05-07 09:44:45 > Step: 312500 Progress: 62.5% Elapsed: 1 day, 6:59:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.20888 Generator_loss: 5.85506
[INFO] 2021-05-07 09:47:23 > Step: 312600 Progress: 62.5% Elapsed: 1 day, 7:02:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.14673 Generator_loss: 5.7547
[INFO] 2021-05-07 09:50:01 > Step: 312700 Progress: 62.5% Elapsed: 1 day, 7:05:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.20224 Generator_loss: 5.81981
[INFO] 2021-05-07 09:52:38 > Step: 312800 Progress: 62.6% Elapsed: 1 day, 7:07:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.04671 Generator_loss: 6.73135
[INFO] 2021-05-07 09:55:16 > Step: 312900 Progress: 62.6% Elapsed: 1 day, 7:10:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.11908 Generator_loss: 5.96256
[INFO] 2021-05-07 09:57:53 > Step: 313000 Progress: 62.6% Elapsed: 1 day, 7:13:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.05319 Generator_loss: 6.38624
[INFO] 2021-05-07 10:00:32 > Step: 313100 Progress: 62.6% Elapsed: 1 day, 7:15:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.06034 Generator_loss: 6.15551
[INFO] 2021-05-07 10:03:10 > Step: 313200 Progress: 62.6% Elapsed: 1 day, 7:18:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.06002 Generator_loss: 6.0885
[INFO] 2021-05-07 10:05:48 > Step: 313300 Progress: 62.7% Elapsed: 1 day, 7:20:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.07569 Generator_loss: 5.95172
[INFO] 2021-05-07 10:08:26 > Step: 313400 Progress: 62.7% Elapsed: 1 day, 7:23:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.0586 Generator_loss: 7.02308
[INFO] 2021-05-07 10:11:03 > Step: 313500 Progress: 62.7% Elapsed: 1 day, 7:26:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.97502 Generator_loss: 6.51663
[INFO] 2021-05-07 10:13:41 > Step: 313600 Progress: 62.7% Elapsed: 1 day, 7:28:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.05132 Generator_loss: 6.02838
[INFO] 2021-05-07 10:16:19 > Step: 313700 Progress: 62.7% Elapsed: 1 day, 7:31:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.23483 Generator_loss: 5.18538
[INFO] 2021-05-07 10:18:56 > Step: 313800 Progress: 62.8% Elapsed: 1 day, 7:34:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.01639 Generator_loss: 6.47087
[INFO] 2021-05-07 10:21:34 > Step: 313900 Progress: 62.8% Elapsed: 1 day, 7:36:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.02968 Generator_loss: 6.71203
[INFO] 2021-05-07 10:24:12 > Step: 314000 Progress: 62.8% Elapsed: 1 day, 7:39:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.05356 Generator_loss: 6.96237
[INFO] 2021-05-07 10:24:12 > Start Evaluation (314000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 10:24:12 > Calculating FID Score....
[INFO] 2021-05-07 10:25:00 > Calculating Inception Score....
[INFO] 2021-05-07 10:25:29 > Calculate F_beta Score....
[INFO] 2021-05-07 10:27:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 10:27:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 10:27:04 > Calculate Accuracies....
[INFO] 2021-05-07 10:27:46 > Calculate Accuracies....
[INFO] 2021-05-07 10:28:26 > F_8 score (Step: 314000, Using valid images): 0.9708094374793672
[INFO] 2021-05-07 10:28:26 > F_1/8 score (Step: 314000, Using valid images): 0.9684151351940112
[INFO] 2021-05-07 10:28:26 > FID score (Step: 314000, Using valid moments): 14.956073517103334
[INFO] 2021-05-07 10:28:26 > Inception score (Step: 314000, 50000 generated images): 58.91878128051758
[INFO] 2021-05-07 10:28:26 > Best FID score (Step: 308000, Using valid moments): 14.77762176700088
[INFO] 2021-05-07 10:28:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 10:31:31 > Step: 314100 Progress: 62.8% Elapsed: 1 day, 7:46:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.37367 Generator_loss: 5.61538
[INFO] 2021-05-07 10:34:09 > Step: 314200 Progress: 62.8% Elapsed: 1 day, 7:49:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.10701 Generator_loss: 6.01292
[INFO] 2021-05-07 10:36:47 > Step: 314300 Progress: 62.9% Elapsed: 1 day, 7:51:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.98064 Generator_loss: 6.54542
[INFO] 2021-05-07 10:39:25 > Step: 314400 Progress: 62.9% Elapsed: 1 day, 7:54:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.02083 Generator_loss: 6.58109
[INFO] 2021-05-07 10:42:02 > Step: 314500 Progress: 62.9% Elapsed: 1 day, 7:57:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.03035 Generator_loss: 6.86685
[INFO] 2021-05-07 10:44:40 > Step: 314600 Progress: 62.9% Elapsed: 1 day, 7:59:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.04252 Generator_loss: 6.73218
[INFO] 2021-05-07 10:47:18 > Step: 314700 Progress: 62.9% Elapsed: 1 day, 8:02:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.11393 Generator_loss: 5.77694
[INFO] 2021-05-07 10:49:56 > Step: 314800 Progress: 63.0% Elapsed: 1 day, 8:05:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.14351 Generator_loss: 6.90507
[INFO] 2021-05-07 10:52:34 > Step: 314900 Progress: 63.0% Elapsed: 1 day, 8:07:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.20502 Generator_loss: 5.88143
[INFO] 2021-05-07 10:55:12 > Step: 315000 Progress: 63.0% Elapsed: 1 day, 8:10:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.10191 Generator_loss: 6.21834
[INFO] 2021-05-07 10:57:50 > Step: 315100 Progress: 63.0% Elapsed: 1 day, 8:13:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.06067 Generator_loss: 6.816
[INFO] 2021-05-07 11:00:28 > Step: 315200 Progress: 63.0% Elapsed: 1 day, 8:15:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.15294 Generator_loss: 5.8206
[INFO] 2021-05-07 11:03:06 > Step: 315300 Progress: 63.1% Elapsed: 1 day, 8:18:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.06666 Generator_loss: 6.27684
[INFO] 2021-05-07 11:05:44 > Step: 315400 Progress: 63.1% Elapsed: 1 day, 8:20:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.06579 Generator_loss: 6.60039
[INFO] 2021-05-07 11:08:22 > Step: 315500 Progress: 63.1% Elapsed: 1 day, 8:23:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.05068 Generator_loss: 6.0029
[INFO] 2021-05-07 11:11:02 > Step: 315600 Progress: 63.1% Elapsed: 1 day, 8:26:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.01968 Generator_loss: 6.82538
[INFO] 2021-05-07 11:13:41 > Step: 315700 Progress: 63.1% Elapsed: 1 day, 8:28:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.22831 Generator_loss: 6.08613
[INFO] 2021-05-07 11:16:19 > Step: 315800 Progress: 63.2% Elapsed: 1 day, 8:31:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.0419 Generator_loss: 6.53777
[INFO] 2021-05-07 11:18:58 > Step: 315900 Progress: 63.2% Elapsed: 1 day, 8:34:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.03991 Generator_loss: 6.83864
[INFO] 2021-05-07 11:21:35 > Step: 316000 Progress: 63.2% Elapsed: 1 day, 8:36:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.02239 Generator_loss: 6.26498
[INFO] 2021-05-07 11:21:35 > Start Evaluation (316000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 11:21:35 > Calculating FID Score....
[INFO] 2021-05-07 11:22:23 > Calculating Inception Score....
[INFO] 2021-05-07 11:22:53 > Calculate F_beta Score....
[INFO] 2021-05-07 11:24:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 11:24:28 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 11:24:29 > Calculate Accuracies....
[INFO] 2021-05-07 11:25:11 > Calculate Accuracies....
[INFO] 2021-05-07 11:25:51 > F_8 score (Step: 316000, Using valid images): 0.9708774400034528
[INFO] 2021-05-07 11:25:51 > F_1/8 score (Step: 316000, Using valid images): 0.9711188877737296
[INFO] 2021-05-07 11:25:51 > FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 11:25:51 > Inception score (Step: 316000, 50000 generated images): 58.713768005371094
[INFO] 2021-05-07 11:25:51 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 11:26:46 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 11:29:24 > Step: 316100 Progress: 63.2% Elapsed: 1 day, 8:44:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.18016 Generator_loss: 6.22476
[INFO] 2021-05-07 11:32:03 > Step: 316200 Progress: 63.2% Elapsed: 1 day, 8:47:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.03842 Generator_loss: 6.20307
[INFO] 2021-05-07 11:34:41 > Step: 316300 Progress: 63.3% Elapsed: 1 day, 8:49:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.97504 Generator_loss: 6.51876
[INFO] 2021-05-07 11:37:19 > Step: 316400 Progress: 63.3% Elapsed: 1 day, 8:52:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.97494 Generator_loss: 6.58186
[INFO] 2021-05-07 11:39:57 > Step: 316500 Progress: 63.3% Elapsed: 1 day, 8:55:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.10289 Generator_loss: 6.07811
[INFO] 2021-05-07 11:42:35 > Step: 316600 Progress: 63.3% Elapsed: 1 day, 8:57:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.98134 Generator_loss: 6.45463
[INFO] 2021-05-07 11:45:13 > Step: 316700 Progress: 63.3% Elapsed: 1 day, 9:00:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.13491 Generator_loss: 6.07797
[INFO] 2021-05-07 11:47:51 > Step: 316800 Progress: 63.4% Elapsed: 1 day, 9:03:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.12279 Generator_loss: 5.91165
[INFO] 2021-05-07 11:50:29 > Step: 316900 Progress: 63.4% Elapsed: 1 day, 9:05:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.24525 Generator_loss: 6.97637
[INFO] 2021-05-07 11:53:07 > Step: 317000 Progress: 63.4% Elapsed: 1 day, 9:08:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.17141 Generator_loss: 5.82915
[INFO] 2021-05-07 11:55:45 > Step: 317100 Progress: 63.4% Elapsed: 1 day, 9:10:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.16157 Generator_loss: 6.19194
[INFO] 2021-05-07 11:58:23 > Step: 317200 Progress: 63.4% Elapsed: 1 day, 9:13:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.04416 Generator_loss: 6.45304
[INFO] 2021-05-07 12:01:01 > Step: 317300 Progress: 63.5% Elapsed: 1 day, 9:16:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.04953 Generator_loss: 7.16296
[INFO] 2021-05-07 12:03:39 > Step: 317400 Progress: 63.5% Elapsed: 1 day, 9:18:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.0697 Generator_loss: 6.01438
[INFO] 2021-05-07 12:06:17 > Step: 317500 Progress: 63.5% Elapsed: 1 day, 9:21:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.09015 Generator_loss: 6.2502
[INFO] 2021-05-07 12:08:55 > Step: 317600 Progress: 63.5% Elapsed: 1 day, 9:24:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.02894 Generator_loss: 6.72198
[INFO] 2021-05-07 12:11:33 > Step: 317700 Progress: 63.5% Elapsed: 1 day, 9:26:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.10334 Generator_loss: 6.86079
[INFO] 2021-05-07 12:14:11 > Step: 317800 Progress: 63.6% Elapsed: 1 day, 9:29:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.10064 Generator_loss: 7.03717
[INFO] 2021-05-07 12:16:49 > Step: 317900 Progress: 63.6% Elapsed: 1 day, 9:31:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.00322 Generator_loss: 6.42028
[INFO] 2021-05-07 12:19:26 > Step: 318000 Progress: 63.6% Elapsed: 1 day, 9:34:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.20135 Generator_loss: 5.78029
[INFO] 2021-05-07 12:19:26 > Start Evaluation (318000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 12:19:26 > Calculating FID Score....
[INFO] 2021-05-07 12:20:14 > Calculating Inception Score....
[INFO] 2021-05-07 12:20:43 > Calculate F_beta Score....
[INFO] 2021-05-07 12:22:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 12:22:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 12:22:22 > Calculate Accuracies....
[INFO] 2021-05-07 12:23:03 > Calculate Accuracies....
[INFO] 2021-05-07 12:23:44 > F_8 score (Step: 318000, Using valid images): 0.9708953430251114
[INFO] 2021-05-07 12:23:44 > F_1/8 score (Step: 318000, Using valid images): 0.9731849263410781
[INFO] 2021-05-07 12:23:44 > FID score (Step: 318000, Using valid moments): 14.840875022874684
[INFO] 2021-05-07 12:23:44 > Inception score (Step: 318000, 50000 generated images): 59.344600677490234
[INFO] 2021-05-07 12:23:44 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 12:24:11 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 12:26:51 > Step: 318100 Progress: 63.6% Elapsed: 1 day, 9:42:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.09153 Generator_loss: 6.79651
[INFO] 2021-05-07 12:29:29 > Step: 318200 Progress: 63.6% Elapsed: 1 day, 9:44:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.02445 Generator_loss: 6.83318
[INFO] 2021-05-07 12:32:07 > Step: 318300 Progress: 63.7% Elapsed: 1 day, 9:47:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.94352 Generator_loss: 6.58582
[INFO] 2021-05-07 12:34:44 > Step: 318400 Progress: 63.7% Elapsed: 1 day, 9:49:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.03892 Generator_loss: 5.93603
[INFO] 2021-05-07 12:37:23 > Step: 318500 Progress: 63.7% Elapsed: 1 day, 9:52:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.07855 Generator_loss: 6.59015
[INFO] 2021-05-07 12:40:01 > Step: 318600 Progress: 63.7% Elapsed: 1 day, 9:55:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.12055 Generator_loss: 7.23234
[INFO] 2021-05-07 12:42:39 > Step: 318700 Progress: 63.7% Elapsed: 1 day, 9:57:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.00659 Generator_loss: 6.55438
[INFO] 2021-05-07 12:45:17 > Step: 318800 Progress: 63.8% Elapsed: 1 day, 10:00:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.12941 Generator_loss: 6.08169
[INFO] 2021-05-07 12:47:55 > Step: 318900 Progress: 63.8% Elapsed: 1 day, 10:03:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.15848 Generator_loss: 6.98833
[INFO] 2021-05-07 12:50:33 > Step: 319000 Progress: 63.8% Elapsed: 1 day, 10:05:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.10903 Generator_loss: 7.201
[INFO] 2021-05-07 12:53:11 > Step: 319100 Progress: 63.8% Elapsed: 1 day, 10:08:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.03954 Generator_loss: 6.26296
[INFO] 2021-05-07 12:55:49 > Step: 319200 Progress: 63.8% Elapsed: 1 day, 10:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.03954 Generator_loss: 6.51874
[INFO] 2021-05-07 12:58:26 > Step: 319300 Progress: 63.9% Elapsed: 1 day, 10:13:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.26931 Generator_loss: 5.43095
[INFO] 2021-05-07 13:01:03 > Step: 319400 Progress: 63.9% Elapsed: 1 day, 10:16:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.06905 Generator_loss: 5.99173
[INFO] 2021-05-07 13:03:41 > Step: 319500 Progress: 63.9% Elapsed: 1 day, 10:18:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.09138 Generator_loss: 6.91633
[INFO] 2021-05-07 13:06:19 > Step: 319600 Progress: 63.9% Elapsed: 1 day, 10:21:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.05032 Generator_loss: 5.90799
[INFO] 2021-05-07 13:08:57 > Step: 319700 Progress: 63.9% Elapsed: 1 day, 10:24:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.04453 Generator_loss: 6.0263
[INFO] 2021-05-07 13:11:35 > Step: 319800 Progress: 64.0% Elapsed: 1 day, 10:26:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.14583 Generator_loss: 6.93911
[INFO] 2021-05-07 13:14:13 > Step: 319900 Progress: 64.0% Elapsed: 1 day, 10:29:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.22125 Generator_loss: 6.82791
[INFO] 2021-05-07 13:16:51 > Step: 320000 Progress: 64.0% Elapsed: 1 day, 10:32:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.01568 Generator_loss: 6.22392
[INFO] 2021-05-07 13:16:51 > Start Evaluation (320000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 13:16:51 > Calculating FID Score....
[INFO] 2021-05-07 13:17:39 > Calculating Inception Score....
[INFO] 2021-05-07 13:18:08 > Calculate F_beta Score....
[INFO] 2021-05-07 13:19:42 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 13:19:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 13:19:44 > Calculate Accuracies....
[INFO] 2021-05-07 13:20:25 > Calculate Accuracies....
[INFO] 2021-05-07 13:21:05 > F_8 score (Step: 320000, Using valid images): 0.9703267412153277
[INFO] 2021-05-07 13:21:05 > F_1/8 score (Step: 320000, Using valid images): 0.9771372040923534
[INFO] 2021-05-07 13:21:05 > FID score (Step: 320000, Using valid moments): 14.896316473808326
[INFO] 2021-05-07 13:21:05 > Inception score (Step: 320000, 50000 generated images): 59.2464599609375
[INFO] 2021-05-07 13:21:05 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 13:21:31 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 13:24:09 > Step: 320100 Progress: 64.0% Elapsed: 1 day, 10:39:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.0042 Generator_loss: 6.57394
[INFO] 2021-05-07 13:26:47 > Step: 320200 Progress: 64.0% Elapsed: 1 day, 10:41:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.0302 Generator_loss: 6.6507
[INFO] 2021-05-07 13:29:25 > Step: 320300 Progress: 64.1% Elapsed: 1 day, 10:44:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.09194 Generator_loss: 6.88975
[INFO] 2021-05-07 13:32:03 > Step: 320400 Progress: 64.1% Elapsed: 1 day, 10:47:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.23105 Generator_loss: 7.31942
[INFO] 2021-05-07 13:34:42 > Step: 320500 Progress: 64.1% Elapsed: 1 day, 10:49:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.08101 Generator_loss: 6.57589
[INFO] 2021-05-07 13:37:21 > Step: 320600 Progress: 64.1% Elapsed: 1 day, 10:52:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.20641 Generator_loss: 5.84243
[INFO] 2021-05-07 13:40:00 > Step: 320700 Progress: 64.1% Elapsed: 1 day, 10:55:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.11734 Generator_loss: 6.15153
[INFO] 2021-05-07 13:42:38 > Step: 320800 Progress: 64.2% Elapsed: 1 day, 10:57:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.12765 Generator_loss: 5.62126
[INFO] 2021-05-07 13:45:16 > Step: 320900 Progress: 64.2% Elapsed: 1 day, 11:00:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.09266 Generator_loss: 6.23528
[INFO] 2021-05-07 13:47:55 > Step: 321000 Progress: 64.2% Elapsed: 1 day, 11:03:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.02258 Generator_loss: 7.10688
[INFO] 2021-05-07 13:50:32 > Step: 321100 Progress: 64.2% Elapsed: 1 day, 11:05:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.04418 Generator_loss: 6.51986
[INFO] 2021-05-07 13:53:11 > Step: 321200 Progress: 64.2% Elapsed: 1 day, 11:08:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.05466 Generator_loss: 6.18825
[INFO] 2021-05-07 13:55:49 > Step: 321300 Progress: 64.3% Elapsed: 1 day, 11:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.24962 Generator_loss: 5.26319
[INFO] 2021-05-07 13:58:27 > Step: 321400 Progress: 64.3% Elapsed: 1 day, 11:13:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.00318 Generator_loss: 6.24952
[INFO] 2021-05-07 14:01:05 > Step: 321500 Progress: 64.3% Elapsed: 1 day, 11:16:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.08661 Generator_loss: 6.87465
[INFO] 2021-05-07 14:03:43 > Step: 321600 Progress: 64.3% Elapsed: 1 day, 11:18:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.02348 Generator_loss: 6.02301
[INFO] 2021-05-07 14:06:21 > Step: 321700 Progress: 64.3% Elapsed: 1 day, 11:21:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.05158 Generator_loss: 5.91473
[INFO] 2021-05-07 14:08:59 > Step: 321800 Progress: 64.4% Elapsed: 1 day, 11:24:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.18305 Generator_loss: 5.57412
[INFO] 2021-05-07 14:11:37 > Step: 321900 Progress: 64.4% Elapsed: 1 day, 11:26:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.15993 Generator_loss: 6.78058
[INFO] 2021-05-07 14:14:15 > Step: 322000 Progress: 64.4% Elapsed: 1 day, 11:29:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.28061 Generator_loss: 5.74442
[INFO] 2021-05-07 14:14:15 > Start Evaluation (322000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 14:14:15 > Calculating FID Score....
[INFO] 2021-05-07 14:15:02 > Calculating Inception Score....
[INFO] 2021-05-07 14:15:32 > Calculate F_beta Score....
[INFO] 2021-05-07 14:17:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 14:17:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 14:17:06 > Calculate Accuracies....
[INFO] 2021-05-07 14:17:48 > Calculate Accuracies....
[INFO] 2021-05-07 14:18:28 > F_8 score (Step: 322000, Using valid images): 0.9698292308578654
[INFO] 2021-05-07 14:18:28 > F_1/8 score (Step: 322000, Using valid images): 0.9722997866148233
[INFO] 2021-05-07 14:18:28 > FID score (Step: 322000, Using valid moments): 14.816648508986418
[INFO] 2021-05-07 14:18:28 > Inception score (Step: 322000, 50000 generated images): 59.214290618896484
[INFO] 2021-05-07 14:18:28 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 14:18:54 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 14:21:32 > Step: 322100 Progress: 64.4% Elapsed: 1 day, 11:36:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.06367 Generator_loss: 6.07038
[INFO] 2021-05-07 14:24:10 > Step: 322200 Progress: 64.4% Elapsed: 1 day, 11:39:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.19972 Generator_loss: 5.51604
[INFO] 2021-05-07 14:26:48 > Step: 322300 Progress: 64.5% Elapsed: 1 day, 11:41:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.11351 Generator_loss: 6.44321
[INFO] 2021-05-07 14:29:26 > Step: 322400 Progress: 64.5% Elapsed: 1 day, 11:44:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.11202 Generator_loss: 6.12058
[INFO] 2021-05-07 14:32:04 > Step: 322500 Progress: 64.5% Elapsed: 1 day, 11:47:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.10451 Generator_loss: 5.99763
[INFO] 2021-05-07 14:34:42 > Step: 322600 Progress: 64.5% Elapsed: 1 day, 11:49:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.98049 Generator_loss: 6.40344
[INFO] 2021-05-07 14:37:20 > Step: 322700 Progress: 64.5% Elapsed: 1 day, 11:52:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.00936 Generator_loss: 6.33895
[INFO] 2021-05-07 14:39:58 > Step: 322800 Progress: 64.6% Elapsed: 1 day, 11:55:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.05405 Generator_loss: 6.39826
[INFO] 2021-05-07 14:42:36 > Step: 322900 Progress: 64.6% Elapsed: 1 day, 11:57:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.95816 Generator_loss: 6.90627
[INFO] 2021-05-07 14:45:15 > Step: 323000 Progress: 64.6% Elapsed: 1 day, 12:00:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.05857 Generator_loss: 6.18902
[INFO] 2021-05-07 14:47:54 > Step: 323100 Progress: 64.6% Elapsed: 1 day, 12:03:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.10178 Generator_loss: 6.12587
[INFO] 2021-05-07 14:50:32 > Step: 323200 Progress: 64.6% Elapsed: 1 day, 12:05:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.04041 Generator_loss: 6.78628
[INFO] 2021-05-07 14:53:10 > Step: 323300 Progress: 64.7% Elapsed: 1 day, 12:08:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.06713 Generator_loss: 7.07351
[INFO] 2021-05-07 14:55:49 > Step: 323400 Progress: 64.7% Elapsed: 1 day, 12:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.00349 Generator_loss: 6.65172
[INFO] 2021-05-07 14:58:28 > Step: 323500 Progress: 64.7% Elapsed: 1 day, 12:13:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.05641 Generator_loss: 6.90259
[INFO] 2021-05-07 15:01:06 > Step: 323600 Progress: 64.7% Elapsed: 1 day, 12:16:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.05537 Generator_loss: 6.33483
[INFO] 2021-05-07 15:03:44 > Step: 323700 Progress: 64.7% Elapsed: 1 day, 12:18:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.13098 Generator_loss: 5.70903
[INFO] 2021-05-07 15:06:22 > Step: 323800 Progress: 64.8% Elapsed: 1 day, 12:21:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00142 Generator_loss: 5.90738
[INFO] 2021-05-07 15:09:00 > Step: 323900 Progress: 64.8% Elapsed: 1 day, 12:24:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05747 Generator_loss: 6.42558
[INFO] 2021-05-07 15:11:39 > Step: 324000 Progress: 64.8% Elapsed: 1 day, 12:26:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.01661 Generator_loss: 6.7018
[INFO] 2021-05-07 15:11:39 > Start Evaluation (324000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 15:11:39 > Calculating FID Score....
[INFO] 2021-05-07 15:12:26 > Calculating Inception Score....
[INFO] 2021-05-07 15:12:56 > Calculate F_beta Score....
[INFO] 2021-05-07 15:14:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 15:14:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 15:14:32 > Calculate Accuracies....
[INFO] 2021-05-07 15:15:13 > Calculate Accuracies....
[INFO] 2021-05-07 15:15:53 > F_8 score (Step: 324000, Using valid images): 0.9706293131654984
[INFO] 2021-05-07 15:15:53 > F_1/8 score (Step: 324000, Using valid images): 0.9718247009129436
[INFO] 2021-05-07 15:15:53 > FID score (Step: 324000, Using valid moments): 14.907697743074323
[INFO] 2021-05-07 15:15:53 > Inception score (Step: 324000, 50000 generated images): 60.3857307434082
[INFO] 2021-05-07 15:15:53 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 15:16:19 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 15:18:57 > Step: 324100 Progress: 64.8% Elapsed: 1 day, 12:34:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.1444 Generator_loss: 7.03558
[INFO] 2021-05-07 15:21:35 > Step: 324200 Progress: 64.8% Elapsed: 1 day, 12:36:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.0665 Generator_loss: 6.31964
[INFO] 2021-05-07 15:24:14 > Step: 324300 Progress: 64.9% Elapsed: 1 day, 12:39:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.0954 Generator_loss: 5.9761
[INFO] 2021-05-07 15:26:51 > Step: 324400 Progress: 64.9% Elapsed: 1 day, 12:42:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.04232 Generator_loss: 6.29314
[INFO] 2021-05-07 15:29:30 > Step: 324500 Progress: 64.9% Elapsed: 1 day, 12:44:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.07471 Generator_loss: 5.77058
[INFO] 2021-05-07 15:32:08 > Step: 324600 Progress: 64.9% Elapsed: 1 day, 12:47:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.09542 Generator_loss: 7.01851
[INFO] 2021-05-07 15:34:46 > Step: 324700 Progress: 64.9% Elapsed: 1 day, 12:49:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.10216 Generator_loss: 6.04831
[INFO] 2021-05-07 15:37:25 > Step: 324800 Progress: 65.0% Elapsed: 1 day, 12:52:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.10343 Generator_loss: 6.81732
[INFO] 2021-05-07 15:40:03 > Step: 324900 Progress: 65.0% Elapsed: 1 day, 12:55:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.02082 Generator_loss: 6.54201
[INFO] 2021-05-07 15:42:40 > Step: 325000 Progress: 65.0% Elapsed: 1 day, 12:57:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.05068 Generator_loss: 6.25966
[INFO] 2021-05-07 15:45:18 > Step: 325100 Progress: 65.0% Elapsed: 1 day, 13:00:28 temperature: 0.5 ada_p: No Discriminator_loss: 3.99497 Generator_loss: 6.196
[INFO] 2021-05-07 15:47:56 > Step: 325200 Progress: 65.0% Elapsed: 1 day, 13:03:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.04559 Generator_loss: 5.85925
[INFO] 2021-05-07 15:50:34 > Step: 325300 Progress: 65.1% Elapsed: 1 day, 13:05:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.16253 Generator_loss: 7.09969
[INFO] 2021-05-07 15:53:12 > Step: 325400 Progress: 65.1% Elapsed: 1 day, 13:08:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.0237 Generator_loss: 6.95212
[INFO] 2021-05-07 15:55:50 > Step: 325500 Progress: 65.1% Elapsed: 1 day, 13:11:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.05118 Generator_loss: 6.36872
[INFO] 2021-05-07 15:58:30 > Step: 325600 Progress: 65.1% Elapsed: 1 day, 13:13:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.45114 Generator_loss: 5.68373
[INFO] 2021-05-07 16:01:08 > Step: 325700 Progress: 65.1% Elapsed: 1 day, 13:16:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.12659 Generator_loss: 5.96705
[INFO] 2021-05-07 16:03:46 > Step: 325800 Progress: 65.2% Elapsed: 1 day, 13:18:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.13571 Generator_loss: 5.47737
[INFO] 2021-05-07 16:06:24 > Step: 325900 Progress: 65.2% Elapsed: 1 day, 13:21:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.003 Generator_loss: 6.71125
[INFO] 2021-05-07 16:09:02 > Step: 326000 Progress: 65.2% Elapsed: 1 day, 13:24:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.53604 Generator_loss: 5.5741
[INFO] 2021-05-07 16:09:02 > Start Evaluation (326000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 16:09:02 > Calculating FID Score....
[INFO] 2021-05-07 16:09:50 > Calculating Inception Score....
[INFO] 2021-05-07 16:10:19 > Calculate F_beta Score....
[INFO] 2021-05-07 16:11:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 16:11:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 16:11:55 > Calculate Accuracies....
[INFO] 2021-05-07 16:12:36 > Calculate Accuracies....
[INFO] 2021-05-07 16:13:16 > F_8 score (Step: 326000, Using valid images): 0.9707144183898287
[INFO] 2021-05-07 16:13:16 > F_1/8 score (Step: 326000, Using valid images): 0.9715053616864443
[INFO] 2021-05-07 16:13:16 > FID score (Step: 326000, Using valid moments): 14.844105619179459
[INFO] 2021-05-07 16:13:16 > Inception score (Step: 326000, 50000 generated images): 59.648189544677734
[INFO] 2021-05-07 16:13:16 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 16:13:42 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 16:16:20 > Step: 326100 Progress: 65.2% Elapsed: 1 day, 13:31:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.00993 Generator_loss: 6.31576
[INFO] 2021-05-07 16:18:58 > Step: 326200 Progress: 65.2% Elapsed: 1 day, 13:34:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.00306 Generator_loss: 6.77289
[INFO] 2021-05-07 16:21:36 > Step: 326300 Progress: 65.3% Elapsed: 1 day, 13:36:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.07965 Generator_loss: 6.05267
[INFO] 2021-05-07 16:24:14 > Step: 326400 Progress: 65.3% Elapsed: 1 day, 13:39:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.06102 Generator_loss: 6.9721
[INFO] 2021-05-07 16:26:52 > Step: 326500 Progress: 65.3% Elapsed: 1 day, 13:42:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.03295 Generator_loss: 6.50127
[INFO] 2021-05-07 16:29:30 > Step: 326600 Progress: 65.3% Elapsed: 1 day, 13:44:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.05224 Generator_loss: 6.2498
[INFO] 2021-05-07 16:32:07 > Step: 326700 Progress: 65.3% Elapsed: 1 day, 13:47:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.03981 Generator_loss: 6.33252
[INFO] 2021-05-07 16:34:45 > Step: 326800 Progress: 65.4% Elapsed: 1 day, 13:49:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.08639 Generator_loss: 5.91122
[INFO] 2021-05-07 16:37:23 > Step: 326900 Progress: 65.4% Elapsed: 1 day, 13:52:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.19557 Generator_loss: 5.95732
[INFO] 2021-05-07 16:40:01 > Step: 327000 Progress: 65.4% Elapsed: 1 day, 13:55:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.05407 Generator_loss: 6.16906
[INFO] 2021-05-07 16:42:38 > Step: 327100 Progress: 65.4% Elapsed: 1 day, 13:57:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.0784 Generator_loss: 6.78249
[INFO] 2021-05-07 16:45:16 > Step: 327200 Progress: 65.4% Elapsed: 1 day, 14:00:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.12932 Generator_loss: 6.24657
[INFO] 2021-05-07 16:47:54 > Step: 327300 Progress: 65.5% Elapsed: 1 day, 14:03:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.03998 Generator_loss: 6.32259
[INFO] 2021-05-07 16:50:32 > Step: 327400 Progress: 65.5% Elapsed: 1 day, 14:05:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.05035 Generator_loss: 6.37277
[INFO] 2021-05-07 16:53:10 > Step: 327500 Progress: 65.5% Elapsed: 1 day, 14:08:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.38583 Generator_loss: 5.69455
[INFO] 2021-05-07 16:55:48 > Step: 327600 Progress: 65.5% Elapsed: 1 day, 14:10:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.17317 Generator_loss: 5.55454
[INFO] 2021-05-07 16:58:26 > Step: 327700 Progress: 65.5% Elapsed: 1 day, 14:13:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.09502 Generator_loss: 6.71179
[INFO] 2021-05-07 17:01:04 > Step: 327800 Progress: 65.6% Elapsed: 1 day, 14:16:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.09315 Generator_loss: 6.02903
[INFO] 2021-05-07 17:03:42 > Step: 327900 Progress: 65.6% Elapsed: 1 day, 14:18:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.07553 Generator_loss: 6.79602
[INFO] 2021-05-07 17:06:20 > Step: 328000 Progress: 65.6% Elapsed: 1 day, 14:21:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.03429 Generator_loss: 6.0893
[INFO] 2021-05-07 17:06:20 > Start Evaluation (328000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 17:06:20 > Calculating FID Score....
[INFO] 2021-05-07 17:07:08 > Calculating Inception Score....
[INFO] 2021-05-07 17:07:37 > Calculate F_beta Score....
[INFO] 2021-05-07 17:09:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 17:09:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 17:09:15 > Calculate Accuracies....
[INFO] 2021-05-07 17:09:56 > Calculate Accuracies....
[INFO] 2021-05-07 17:10:36 > F_8 score (Step: 328000, Using valid images): 0.9725652951608394
[INFO] 2021-05-07 17:10:36 > F_1/8 score (Step: 328000, Using valid images): 0.9716053869944175
[INFO] 2021-05-07 17:10:36 > FID score (Step: 328000, Using valid moments): 14.80904805135998
[INFO] 2021-05-07 17:10:36 > Inception score (Step: 328000, 50000 generated images): 59.28314208984375
[INFO] 2021-05-07 17:10:36 > Best FID score (Step: 316000, Using valid moments): 14.773102135207068
[INFO] 2021-05-07 17:11:03 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 17:13:43 > Step: 328100 Progress: 65.6% Elapsed: 1 day, 14:28:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.06873 Generator_loss: 6.0463
[INFO] 2021-05-07 17:16:21 > Step: 328200 Progress: 65.6% Elapsed: 1 day, 14:31:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.06494 Generator_loss: 6.22985
[INFO] 2021-05-07 17:18:59 > Step: 328300 Progress: 65.7% Elapsed: 1 day, 14:34:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.00273 Generator_loss: 6.23354
[INFO] 2021-05-07 17:21:38 > Step: 328400 Progress: 65.7% Elapsed: 1 day, 14:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.23208 Generator_loss: 7.16152
[INFO] 2021-05-07 17:24:16 > Step: 328500 Progress: 65.7% Elapsed: 1 day, 14:39:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.01042 Generator_loss: 6.74234
[INFO] 2021-05-07 17:26:54 > Step: 328600 Progress: 65.7% Elapsed: 1 day, 14:42:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.05972 Generator_loss: 6.29411
[INFO] 2021-05-07 17:29:31 > Step: 328700 Progress: 65.7% Elapsed: 1 day, 14:44:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.03044 Generator_loss: 6.04489
[INFO] 2021-05-07 17:32:09 > Step: 328800 Progress: 65.8% Elapsed: 1 day, 14:47:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.17755 Generator_loss: 6.98617
[INFO] 2021-05-07 17:34:47 > Step: 328900 Progress: 65.8% Elapsed: 1 day, 14:49:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.03106 Generator_loss: 6.84435
[INFO] 2021-05-07 17:37:26 > Step: 329000 Progress: 65.8% Elapsed: 1 day, 14:52:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.02364 Generator_loss: 6.94173
[INFO] 2021-05-07 17:40:04 > Step: 329100 Progress: 65.8% Elapsed: 1 day, 14:55:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.092 Generator_loss: 6.34851
[INFO] 2021-05-07 17:42:42 > Step: 329200 Progress: 65.8% Elapsed: 1 day, 14:57:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.02758 Generator_loss: 6.79376
[INFO] 2021-05-07 17:45:20 > Step: 329300 Progress: 65.9% Elapsed: 1 day, 15:00:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.04952 Generator_loss: 6.34627
[INFO] 2021-05-07 17:47:58 > Step: 329400 Progress: 65.9% Elapsed: 1 day, 15:03:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.98599 Generator_loss: 6.38491
[INFO] 2021-05-07 17:50:36 > Step: 329500 Progress: 65.9% Elapsed: 1 day, 15:05:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.01649 Generator_loss: 6.70135
[INFO] 2021-05-07 17:53:13 > Step: 329600 Progress: 65.9% Elapsed: 1 day, 15:08:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.07456 Generator_loss: 6.14549
[INFO] 2021-05-07 17:55:51 > Step: 329700 Progress: 65.9% Elapsed: 1 day, 15:11:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.01135 Generator_loss: 6.78636
[INFO] 2021-05-07 17:58:29 > Step: 329800 Progress: 66.0% Elapsed: 1 day, 15:13:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.03576 Generator_loss: 6.58296
[INFO] 2021-05-07 18:01:07 > Step: 329900 Progress: 66.0% Elapsed: 1 day, 15:16:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.03487 Generator_loss: 6.91526
[INFO] 2021-05-07 18:03:45 > Step: 330000 Progress: 66.0% Elapsed: 1 day, 15:18:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.14375 Generator_loss: 5.6573
[INFO] 2021-05-07 18:03:45 > Start Evaluation (330000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 18:03:45 > Calculating FID Score....
[INFO] 2021-05-07 18:04:33 > Calculating Inception Score....
[INFO] 2021-05-07 18:05:02 > Calculate F_beta Score....
[INFO] 2021-05-07 18:06:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 18:06:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 18:06:41 > Calculate Accuracies....
[INFO] 2021-05-07 18:07:23 > Calculate Accuracies....
[INFO] 2021-05-07 18:08:03 > F_8 score (Step: 330000, Using valid images): 0.9748247456827409
[INFO] 2021-05-07 18:08:03 > F_1/8 score (Step: 330000, Using valid images): 0.9696525778792677
[INFO] 2021-05-07 18:08:03 > FID score (Step: 330000, Using valid moments): 14.75093047603525
[INFO] 2021-05-07 18:08:03 > Inception score (Step: 330000, 50000 generated images): 59.975372314453125
[INFO] 2021-05-07 18:08:03 > Best FID score (Step: 330000, Using valid moments): 14.75093047603525
[INFO] 2021-05-07 18:08:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 18:11:34 > Step: 330100 Progress: 66.0% Elapsed: 1 day, 15:26:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.97121 Generator_loss: 6.58422
[INFO] 2021-05-07 18:14:12 > Step: 330200 Progress: 66.0% Elapsed: 1 day, 15:29:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.21924 Generator_loss: 7.0689
[INFO] 2021-05-07 18:16:50 > Step: 330300 Progress: 66.1% Elapsed: 1 day, 15:32:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.02385 Generator_loss: 6.02327
[INFO] 2021-05-07 18:19:28 > Step: 330400 Progress: 66.1% Elapsed: 1 day, 15:34:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.07861 Generator_loss: 6.96909
[INFO] 2021-05-07 18:22:06 > Step: 330500 Progress: 66.1% Elapsed: 1 day, 15:37:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.04997 Generator_loss: 6.81267
[INFO] 2021-05-07 18:24:45 > Step: 330600 Progress: 66.1% Elapsed: 1 day, 15:39:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.06631 Generator_loss: 5.83939
[INFO] 2021-05-07 18:27:24 > Step: 330700 Progress: 66.1% Elapsed: 1 day, 15:42:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.08119 Generator_loss: 6.5101
[INFO] 2021-05-07 18:30:02 > Step: 330800 Progress: 66.2% Elapsed: 1 day, 15:45:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.10216 Generator_loss: 6.14534
[INFO] 2021-05-07 18:32:40 > Step: 330900 Progress: 66.2% Elapsed: 1 day, 15:47:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.03684 Generator_loss: 6.02772
[INFO] 2021-05-07 18:35:18 > Step: 331000 Progress: 66.2% Elapsed: 1 day, 15:50:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.13784 Generator_loss: 5.9624
[INFO] 2021-05-07 18:37:57 > Step: 331100 Progress: 66.2% Elapsed: 1 day, 15:53:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.13312 Generator_loss: 6.03055
[INFO] 2021-05-07 18:40:35 > Step: 331200 Progress: 66.2% Elapsed: 1 day, 15:55:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.0747 Generator_loss: 6.01095
[INFO] 2021-05-07 18:43:14 > Step: 331300 Progress: 66.3% Elapsed: 1 day, 15:58:24 temperature: 0.5 ada_p: No Discriminator_loss: 3.99225 Generator_loss: 6.16915
[INFO] 2021-05-07 18:45:51 > Step: 331400 Progress: 66.3% Elapsed: 1 day, 16:01:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.01763 Generator_loss: 6.16264
[INFO] 2021-05-07 18:48:30 > Step: 331500 Progress: 66.3% Elapsed: 1 day, 16:03:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.10341 Generator_loss: 5.87496
[INFO] 2021-05-07 18:51:07 > Step: 331600 Progress: 66.3% Elapsed: 1 day, 16:06:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.11432 Generator_loss: 5.92641
[INFO] 2021-05-07 18:53:46 > Step: 331700 Progress: 66.3% Elapsed: 1 day, 16:08:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.0212 Generator_loss: 6.33299
[INFO] 2021-05-07 18:56:24 > Step: 331800 Progress: 66.4% Elapsed: 1 day, 16:11:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.10514 Generator_loss: 7.07786
[INFO] 2021-05-07 18:59:02 > Step: 331900 Progress: 66.4% Elapsed: 1 day, 16:14:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.05308 Generator_loss: 6.38251
[INFO] 2021-05-07 19:01:40 > Step: 332000 Progress: 66.4% Elapsed: 1 day, 16:16:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.04773 Generator_loss: 6.86178
[INFO] 2021-05-07 19:01:40 > Start Evaluation (332000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 19:01:40 > Calculating FID Score....
[INFO] 2021-05-07 19:02:28 > Calculating Inception Score....
[INFO] 2021-05-07 19:02:57 > Calculate F_beta Score....
[INFO] 2021-05-07 19:04:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 19:04:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 19:04:33 > Calculate Accuracies....
[INFO] 2021-05-07 19:05:15 > Calculate Accuracies....
[INFO] 2021-05-07 19:05:55 > F_8 score (Step: 332000, Using valid images): 0.968575855437783
[INFO] 2021-05-07 19:05:55 > F_1/8 score (Step: 332000, Using valid images): 0.9742463007539514
[INFO] 2021-05-07 19:05:55 > FID score (Step: 332000, Using valid moments): 14.716890631377794
[INFO] 2021-05-07 19:05:55 > Inception score (Step: 332000, 50000 generated images): 59.51899719238281
[INFO] 2021-05-07 19:05:55 > Best FID score (Step: 332000, Using valid moments): 14.716890631377794
[INFO] 2021-05-07 19:06:48 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 19:09:27 > Step: 332100 Progress: 66.4% Elapsed: 1 day, 16:24:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.07451 Generator_loss: 6.26277
[INFO] 2021-05-07 19:12:05 > Step: 332200 Progress: 66.4% Elapsed: 1 day, 16:27:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.96709 Generator_loss: 6.85052
[INFO] 2021-05-07 19:14:43 > Step: 332300 Progress: 66.5% Elapsed: 1 day, 16:29:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.01678 Generator_loss: 6.68329
[INFO] 2021-05-07 19:17:21 > Step: 332400 Progress: 66.5% Elapsed: 1 day, 16:32:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.13187 Generator_loss: 7.16199
[INFO] 2021-05-07 19:19:59 > Step: 332500 Progress: 66.5% Elapsed: 1 day, 16:35:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.19483 Generator_loss: 5.65263
[INFO] 2021-05-07 19:22:37 > Step: 332600 Progress: 66.5% Elapsed: 1 day, 16:37:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.14568 Generator_loss: 5.9739
[INFO] 2021-05-07 19:25:14 > Step: 332700 Progress: 66.5% Elapsed: 1 day, 16:40:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.09615 Generator_loss: 5.69488
[INFO] 2021-05-07 19:27:52 > Step: 332800 Progress: 66.6% Elapsed: 1 day, 16:43:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.9775 Generator_loss: 6.23584
[INFO] 2021-05-07 19:30:30 > Step: 332900 Progress: 66.6% Elapsed: 1 day, 16:45:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.03674 Generator_loss: 7.04299
[INFO] 2021-05-07 19:33:08 > Step: 333000 Progress: 66.6% Elapsed: 1 day, 16:48:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.21794 Generator_loss: 5.78699
[INFO] 2021-05-07 19:35:48 > Step: 333100 Progress: 66.6% Elapsed: 1 day, 16:50:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.1005 Generator_loss: 7.04457
[INFO] 2021-05-07 19:38:26 > Step: 333200 Progress: 66.6% Elapsed: 1 day, 16:53:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.03295 Generator_loss: 6.68561
[INFO] 2021-05-07 19:41:03 > Step: 333300 Progress: 66.7% Elapsed: 1 day, 16:56:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.02787 Generator_loss: 6.27112
[INFO] 2021-05-07 19:43:41 > Step: 333400 Progress: 66.7% Elapsed: 1 day, 16:58:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.96132 Generator_loss: 6.4814
[INFO] 2021-05-07 19:46:19 > Step: 333500 Progress: 66.7% Elapsed: 1 day, 17:01:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.05061 Generator_loss: 6.31372
[INFO] 2021-05-07 19:48:57 > Step: 333600 Progress: 66.7% Elapsed: 1 day, 17:04:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.14196 Generator_loss: 7.06483
[INFO] 2021-05-07 19:51:36 > Step: 333700 Progress: 66.7% Elapsed: 1 day, 17:06:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.04209 Generator_loss: 6.17384
[INFO] 2021-05-07 19:54:14 > Step: 333800 Progress: 66.8% Elapsed: 1 day, 17:09:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.39 Generator_loss: 5.38968
[INFO] 2021-05-07 19:56:51 > Step: 333900 Progress: 66.8% Elapsed: 1 day, 17:12:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.02058 Generator_loss: 6.66378
[INFO] 2021-05-07 19:59:29 > Step: 334000 Progress: 66.8% Elapsed: 1 day, 17:14:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.99916 Generator_loss: 6.64777
[INFO] 2021-05-07 19:59:29 > Start Evaluation (334000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 19:59:29 > Calculating FID Score....
[INFO] 2021-05-07 20:00:17 > Calculating Inception Score....
[INFO] 2021-05-07 20:00:46 > Calculate F_beta Score....
[INFO] 2021-05-07 20:02:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 20:02:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 20:02:21 > Calculate Accuracies....
[INFO] 2021-05-07 20:03:03 > Calculate Accuracies....
[INFO] 2021-05-07 20:03:43 > F_8 score (Step: 334000, Using valid images): 0.9739887818418748
[INFO] 2021-05-07 20:03:43 > F_1/8 score (Step: 334000, Using valid images): 0.9736132022958509
[INFO] 2021-05-07 20:03:43 > FID score (Step: 334000, Using valid moments): 14.723009087598541
[INFO] 2021-05-07 20:03:43 > Inception score (Step: 334000, 50000 generated images): 59.245445251464844
[INFO] 2021-05-07 20:03:43 > Best FID score (Step: 332000, Using valid moments): 14.716890631377794
[INFO] 2021-05-07 20:04:10 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 20:06:47 > Step: 334100 Progress: 66.8% Elapsed: 1 day, 17:21:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.09536 Generator_loss: 5.84853
[INFO] 2021-05-07 20:09:25 > Step: 334200 Progress: 66.8% Elapsed: 1 day, 17:24:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.05718 Generator_loss: 6.58209
[INFO] 2021-05-07 20:12:03 > Step: 334300 Progress: 66.9% Elapsed: 1 day, 17:27:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.03545 Generator_loss: 6.76924
[INFO] 2021-05-07 20:14:41 > Step: 334400 Progress: 66.9% Elapsed: 1 day, 17:29:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.05339 Generator_loss: 6.21481
[INFO] 2021-05-07 20:17:19 > Step: 334500 Progress: 66.9% Elapsed: 1 day, 17:32:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.33377 Generator_loss: 5.4508
[INFO] 2021-05-07 20:19:57 > Step: 334600 Progress: 66.9% Elapsed: 1 day, 17:35:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.0843 Generator_loss: 5.9849
[INFO] 2021-05-07 20:22:35 > Step: 334700 Progress: 66.9% Elapsed: 1 day, 17:37:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.19014 Generator_loss: 5.7805
[INFO] 2021-05-07 20:25:13 > Step: 334800 Progress: 67.0% Elapsed: 1 day, 17:40:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.11701 Generator_loss: 6.15759
[INFO] 2021-05-07 20:27:51 > Step: 334900 Progress: 67.0% Elapsed: 1 day, 17:43:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.14883 Generator_loss: 5.57084
[INFO] 2021-05-07 20:30:29 > Step: 335000 Progress: 67.0% Elapsed: 1 day, 17:45:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.0024 Generator_loss: 6.50784
[INFO] 2021-05-07 20:33:07 > Step: 335100 Progress: 67.0% Elapsed: 1 day, 17:48:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.029 Generator_loss: 6.73854
[INFO] 2021-05-07 20:35:45 > Step: 335200 Progress: 67.0% Elapsed: 1 day, 17:50:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.27311 Generator_loss: 5.65331
[INFO] 2021-05-07 20:38:23 > Step: 335300 Progress: 67.1% Elapsed: 1 day, 17:53:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.08042 Generator_loss: 6.06588
[INFO] 2021-05-07 20:41:01 > Step: 335400 Progress: 67.1% Elapsed: 1 day, 17:56:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.06932 Generator_loss: 6.9019
[INFO] 2021-05-07 20:43:39 > Step: 335500 Progress: 67.1% Elapsed: 1 day, 17:58:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.05466 Generator_loss: 6.88191
[INFO] 2021-05-07 20:46:19 > Step: 335600 Progress: 67.1% Elapsed: 1 day, 18:01:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.97162 Generator_loss: 6.43572
[INFO] 2021-05-07 20:48:57 > Step: 335700 Progress: 67.1% Elapsed: 1 day, 18:04:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.9905 Generator_loss: 6.24972
[INFO] 2021-05-07 20:51:35 > Step: 335800 Progress: 67.2% Elapsed: 1 day, 18:06:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.08557 Generator_loss: 6.22792
[INFO] 2021-05-07 20:54:12 > Step: 335900 Progress: 67.2% Elapsed: 1 day, 18:09:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.04093 Generator_loss: 6.85914
[INFO] 2021-05-07 20:56:51 > Step: 336000 Progress: 67.2% Elapsed: 1 day, 18:12:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.00093 Generator_loss: 6.80514
[INFO] 2021-05-07 20:56:51 > Start Evaluation (336000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 20:56:51 > Calculating FID Score....
[INFO] 2021-05-07 20:57:39 > Calculating Inception Score....
[INFO] 2021-05-07 20:58:08 > Calculate F_beta Score....
[INFO] 2021-05-07 20:59:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 20:59:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 20:59:45 > Calculate Accuracies....
[INFO] 2021-05-07 21:00:27 > Calculate Accuracies....
[INFO] 2021-05-07 21:01:08 > F_8 score (Step: 336000, Using valid images): 0.969401680985653
[INFO] 2021-05-07 21:01:08 > F_1/8 score (Step: 336000, Using valid images): 0.9700552897377482
[INFO] 2021-05-07 21:01:08 > FID score (Step: 336000, Using valid moments): 14.767792568168659
[INFO] 2021-05-07 21:01:08 > Inception score (Step: 336000, 50000 generated images): 59.76905059814453
[INFO] 2021-05-07 21:01:08 > Best FID score (Step: 332000, Using valid moments): 14.716890631377794
[INFO] 2021-05-07 21:01:34 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 21:04:13 > Step: 336100 Progress: 67.2% Elapsed: 1 day, 18:19:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.04083 Generator_loss: 6.85887
[INFO] 2021-05-07 21:06:51 > Step: 336200 Progress: 67.2% Elapsed: 1 day, 18:22:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.0344 Generator_loss: 5.83026
[INFO] 2021-05-07 21:09:28 > Step: 336300 Progress: 67.3% Elapsed: 1 day, 18:24:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.09904 Generator_loss: 6.75017
[INFO] 2021-05-07 21:12:07 > Step: 336400 Progress: 67.3% Elapsed: 1 day, 18:27:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.01209 Generator_loss: 6.2625
[INFO] 2021-05-07 21:14:45 > Step: 336500 Progress: 67.3% Elapsed: 1 day, 18:29:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.01222 Generator_loss: 6.31015
[INFO] 2021-05-07 21:17:23 > Step: 336600 Progress: 67.3% Elapsed: 1 day, 18:32:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.01216 Generator_loss: 6.73701
[INFO] 2021-05-07 21:20:01 > Step: 336700 Progress: 67.3% Elapsed: 1 day, 18:35:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.04042 Generator_loss: 6.59306
[INFO] 2021-05-07 21:22:39 > Step: 336800 Progress: 67.4% Elapsed: 1 day, 18:37:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.01658 Generator_loss: 6.50134
[INFO] 2021-05-07 21:25:16 > Step: 336900 Progress: 67.4% Elapsed: 1 day, 18:40:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.08295 Generator_loss: 5.88259
[INFO] 2021-05-07 21:27:54 > Step: 337000 Progress: 67.4% Elapsed: 1 day, 18:43:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.99401 Generator_loss: 6.47448
[INFO] 2021-05-07 21:30:32 > Step: 337100 Progress: 67.4% Elapsed: 1 day, 18:45:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.09066 Generator_loss: 6.27293
[INFO] 2021-05-07 21:33:10 > Step: 337200 Progress: 67.4% Elapsed: 1 day, 18:48:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.12967 Generator_loss: 6.20384
[INFO] 2021-05-07 21:35:48 > Step: 337300 Progress: 67.5% Elapsed: 1 day, 18:50:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.02718 Generator_loss: 6.62312
[INFO] 2021-05-07 21:38:26 > Step: 337400 Progress: 67.5% Elapsed: 1 day, 18:53:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.12154 Generator_loss: 7.37147
[INFO] 2021-05-07 21:41:04 > Step: 337500 Progress: 67.5% Elapsed: 1 day, 18:56:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.16931 Generator_loss: 6.11996
[INFO] 2021-05-07 21:43:42 > Step: 337600 Progress: 67.5% Elapsed: 1 day, 18:58:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.04238 Generator_loss: 6.65265
[INFO] 2021-05-07 21:46:20 > Step: 337700 Progress: 67.5% Elapsed: 1 day, 19:01:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.10408 Generator_loss: 5.88377
[INFO] 2021-05-07 21:48:58 > Step: 337800 Progress: 67.6% Elapsed: 1 day, 19:04:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.11062 Generator_loss: 5.91565
[INFO] 2021-05-07 21:51:36 > Step: 337900 Progress: 67.6% Elapsed: 1 day, 19:06:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.07501 Generator_loss: 7.0354
[INFO] 2021-05-07 21:54:15 > Step: 338000 Progress: 67.6% Elapsed: 1 day, 19:09:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.00025 Generator_loss: 6.32224
[INFO] 2021-05-07 21:54:15 > Start Evaluation (338000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 21:54:15 > Calculating FID Score....
[INFO] 2021-05-07 21:55:03 > Calculating Inception Score....
[INFO] 2021-05-07 21:55:32 > Calculate F_beta Score....
[INFO] 2021-05-07 21:57:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 21:57:05 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 21:57:06 > Calculate Accuracies....
[INFO] 2021-05-07 21:57:48 > Calculate Accuracies....
[INFO] 2021-05-07 21:58:28 > F_8 score (Step: 338000, Using valid images): 0.9703145393806474
[INFO] 2021-05-07 21:58:28 > F_1/8 score (Step: 338000, Using valid images): 0.9760925990311324
[INFO] 2021-05-07 21:58:28 > FID score (Step: 338000, Using valid moments): 14.680073612418823
[INFO] 2021-05-07 21:58:28 > Inception score (Step: 338000, 50000 generated images): 60.19986343383789
[INFO] 2021-05-07 21:58:28 > Best FID score (Step: 338000, Using valid moments): 14.680073612418823
[INFO] 2021-05-07 21:59:21 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 22:02:01 > Step: 338100 Progress: 67.6% Elapsed: 1 day, 19:17:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.19489 Generator_loss: 5.75899
[INFO] 2021-05-07 22:04:39 > Step: 338200 Progress: 67.6% Elapsed: 1 day, 19:19:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.01868 Generator_loss: 6.28366
[INFO] 2021-05-07 22:07:17 > Step: 338300 Progress: 67.7% Elapsed: 1 day, 19:22:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.97648 Generator_loss: 6.61225
[INFO] 2021-05-07 22:09:55 > Step: 338400 Progress: 67.7% Elapsed: 1 day, 19:25:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03523 Generator_loss: 6.62032
[INFO] 2021-05-07 22:12:33 > Step: 338500 Progress: 67.7% Elapsed: 1 day, 19:27:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.22378 Generator_loss: 7.32637
[INFO] 2021-05-07 22:15:11 > Step: 338600 Progress: 67.7% Elapsed: 1 day, 19:30:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.03147 Generator_loss: 6.21106
[INFO] 2021-05-07 22:17:50 > Step: 338700 Progress: 67.7% Elapsed: 1 day, 19:33:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.01153 Generator_loss: 7.09235
[INFO] 2021-05-07 22:20:28 > Step: 338800 Progress: 67.8% Elapsed: 1 day, 19:35:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.94764 Generator_loss: 6.43877
[INFO] 2021-05-07 22:23:05 > Step: 338900 Progress: 67.8% Elapsed: 1 day, 19:38:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.00184 Generator_loss: 6.43409
[INFO] 2021-05-07 22:25:43 > Step: 339000 Progress: 67.8% Elapsed: 1 day, 19:40:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.10301 Generator_loss: 5.77242
[INFO] 2021-05-07 22:28:21 > Step: 339100 Progress: 67.8% Elapsed: 1 day, 19:43:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.04344 Generator_loss: 6.45903
[INFO] 2021-05-07 22:30:58 > Step: 339200 Progress: 67.8% Elapsed: 1 day, 19:46:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.00334 Generator_loss: 6.47586
[INFO] 2021-05-07 22:33:36 > Step: 339300 Progress: 67.9% Elapsed: 1 day, 19:48:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.09723 Generator_loss: 6.26399
[INFO] 2021-05-07 22:36:14 > Step: 339400 Progress: 67.9% Elapsed: 1 day, 19:51:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.01853 Generator_loss: 6.05617
[INFO] 2021-05-07 22:38:52 > Step: 339500 Progress: 67.9% Elapsed: 1 day, 19:54:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.16196 Generator_loss: 7.08671
[INFO] 2021-05-07 22:41:30 > Step: 339600 Progress: 67.9% Elapsed: 1 day, 19:56:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.13916 Generator_loss: 6.03146
[INFO] 2021-05-07 22:44:08 > Step: 339700 Progress: 67.9% Elapsed: 1 day, 19:59:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.05328 Generator_loss: 6.52852
[INFO] 2021-05-07 22:46:46 > Step: 339800 Progress: 68.0% Elapsed: 1 day, 20:01:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.30071 Generator_loss: 5.59856
[INFO] 2021-05-07 22:49:23 > Step: 339900 Progress: 68.0% Elapsed: 1 day, 20:04:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.05679 Generator_loss: 6.23637
[INFO] 2021-05-07 22:52:01 > Step: 340000 Progress: 68.0% Elapsed: 1 day, 20:07:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.98586 Generator_loss: 6.81172
[INFO] 2021-05-07 22:52:01 > Start Evaluation (340000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 22:52:01 > Calculating FID Score....
[INFO] 2021-05-07 22:52:49 > Calculating Inception Score....
[INFO] 2021-05-07 22:53:18 > Calculate F_beta Score....
[INFO] 2021-05-07 22:54:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 22:54:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 22:54:51 > Calculate Accuracies....
[INFO] 2021-05-07 22:55:33 > Calculate Accuracies....
[INFO] 2021-05-07 22:56:13 > F_8 score (Step: 340000, Using valid images): 0.9723529358364187
[INFO] 2021-05-07 22:56:13 > F_1/8 score (Step: 340000, Using valid images): 0.9738507924735363
[INFO] 2021-05-07 22:56:13 > FID score (Step: 340000, Using valid moments): 14.607149214786432
[INFO] 2021-05-07 22:56:13 > Inception score (Step: 340000, 50000 generated images): 59.537906646728516
[INFO] 2021-05-07 22:56:13 > Best FID score (Step: 340000, Using valid moments): 14.607149214786432
[INFO] 2021-05-07 22:57:07 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 22:59:44 > Step: 340100 Progress: 68.0% Elapsed: 1 day, 20:14:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.05194 Generator_loss: 6.37871
[INFO] 2021-05-07 23:02:22 > Step: 340200 Progress: 68.0% Elapsed: 1 day, 20:17:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.04044 Generator_loss: 6.73267
[INFO] 2021-05-07 23:05:00 > Step: 340300 Progress: 68.1% Elapsed: 1 day, 20:20:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.00708 Generator_loss: 6.82692
[INFO] 2021-05-07 23:07:38 > Step: 340400 Progress: 68.1% Elapsed: 1 day, 20:22:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.11879 Generator_loss: 6.06694
[INFO] 2021-05-07 23:10:16 > Step: 340500 Progress: 68.1% Elapsed: 1 day, 20:25:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.02548 Generator_loss: 6.49771
[INFO] 2021-05-07 23:12:55 > Step: 340600 Progress: 68.1% Elapsed: 1 day, 20:28:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.02527 Generator_loss: 6.90026
[INFO] 2021-05-07 23:15:33 > Step: 340700 Progress: 68.1% Elapsed: 1 day, 20:30:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.25847 Generator_loss: 7.02952
[INFO] 2021-05-07 23:18:11 > Step: 340800 Progress: 68.2% Elapsed: 1 day, 20:33:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.07592 Generator_loss: 6.27383
[INFO] 2021-05-07 23:20:49 > Step: 340900 Progress: 68.2% Elapsed: 1 day, 20:35:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.02562 Generator_loss: 6.24806
[INFO] 2021-05-07 23:23:26 > Step: 341000 Progress: 68.2% Elapsed: 1 day, 20:38:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.10568 Generator_loss: 6.98886
[INFO] 2021-05-07 23:26:04 > Step: 341100 Progress: 68.2% Elapsed: 1 day, 20:41:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.07803 Generator_loss: 5.72755
[INFO] 2021-05-07 23:28:42 > Step: 341200 Progress: 68.2% Elapsed: 1 day, 20:43:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.11924 Generator_loss: 6.14537
[INFO] 2021-05-07 23:31:20 > Step: 341300 Progress: 68.3% Elapsed: 1 day, 20:46:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.06946 Generator_loss: 6.19767
[INFO] 2021-05-07 23:33:57 > Step: 341400 Progress: 68.3% Elapsed: 1 day, 20:49:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.04685 Generator_loss: 6.41512
[INFO] 2021-05-07 23:36:35 > Step: 341500 Progress: 68.3% Elapsed: 1 day, 20:51:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.14386 Generator_loss: 6.10388
[INFO] 2021-05-07 23:39:13 > Step: 341600 Progress: 68.3% Elapsed: 1 day, 20:54:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.05632 Generator_loss: 6.77991
[INFO] 2021-05-07 23:41:51 > Step: 341700 Progress: 68.3% Elapsed: 1 day, 20:57:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.03692 Generator_loss: 6.23382
[INFO] 2021-05-07 23:44:28 > Step: 341800 Progress: 68.4% Elapsed: 1 day, 20:59:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.10657 Generator_loss: 6.11619
[INFO] 2021-05-07 23:47:06 > Step: 341900 Progress: 68.4% Elapsed: 1 day, 21:02:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.08549 Generator_loss: 6.17551
[INFO] 2021-05-07 23:49:43 > Step: 342000 Progress: 68.4% Elapsed: 1 day, 21:04:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.14599 Generator_loss: 7.16184
[INFO] 2021-05-07 23:49:43 > Start Evaluation (342000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 23:49:43 > Calculating FID Score....
[INFO] 2021-05-07 23:50:31 > Calculating Inception Score....
[INFO] 2021-05-07 23:51:00 > Calculate F_beta Score....
[INFO] 2021-05-07 23:52:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-07 23:52:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-07 23:52:37 > Calculate Accuracies....
[INFO] 2021-05-07 23:53:19 > Calculate Accuracies....
[INFO] 2021-05-07 23:53:59 > F_8 score (Step: 342000, Using valid images): 0.9704329705547624
[INFO] 2021-05-07 23:53:59 > F_1/8 score (Step: 342000, Using valid images): 0.9708919063288514
[INFO] 2021-05-07 23:53:59 > FID score (Step: 342000, Using valid moments): 14.628086535373257
[INFO] 2021-05-07 23:53:59 > Inception score (Step: 342000, 50000 generated images): 59.6920051574707
[INFO] 2021-05-07 23:53:59 > Best FID score (Step: 340000, Using valid moments): 14.607149214786432
[INFO] 2021-05-07 23:54:25 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-07 23:57:03 > Step: 342100 Progress: 68.4% Elapsed: 1 day, 21:12:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.05819 Generator_loss: 6.57661
[INFO] 2021-05-07 23:59:42 > Step: 342200 Progress: 68.4% Elapsed: 1 day, 21:14:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.1146 Generator_loss: 6.82364
[INFO] 2021-05-08 00:02:19 > Step: 342300 Progress: 68.5% Elapsed: 1 day, 21:17:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.02574 Generator_loss: 6.26077
[INFO] 2021-05-08 00:04:57 > Step: 342400 Progress: 68.5% Elapsed: 1 day, 21:20:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.03141 Generator_loss: 6.16912
[INFO] 2021-05-08 00:07:35 > Step: 342500 Progress: 68.5% Elapsed: 1 day, 21:22:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.05775 Generator_loss: 6.22289
[INFO] 2021-05-08 00:10:13 > Step: 342600 Progress: 68.5% Elapsed: 1 day, 21:25:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.00868 Generator_loss: 6.3632
[INFO] 2021-05-08 00:12:50 > Step: 342700 Progress: 68.5% Elapsed: 1 day, 21:28:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.04881 Generator_loss: 6.15813
[INFO] 2021-05-08 00:15:28 > Step: 342800 Progress: 68.6% Elapsed: 1 day, 21:30:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.10492 Generator_loss: 6.22363
[INFO] 2021-05-08 00:18:06 > Step: 342900 Progress: 68.6% Elapsed: 1 day, 21:33:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.08563 Generator_loss: 6.62894
[INFO] 2021-05-08 00:20:44 > Step: 343000 Progress: 68.6% Elapsed: 1 day, 21:35:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.03811 Generator_loss: 6.8355
[INFO] 2021-05-08 00:23:24 > Step: 343100 Progress: 68.6% Elapsed: 1 day, 21:38:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.98689 Generator_loss: 6.89238
[INFO] 2021-05-08 00:26:02 > Step: 343200 Progress: 68.6% Elapsed: 1 day, 21:41:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.00454 Generator_loss: 7.0476
[INFO] 2021-05-08 00:28:40 > Step: 343300 Progress: 68.7% Elapsed: 1 day, 21:43:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.06889 Generator_loss: 5.74578
[INFO] 2021-05-08 00:31:18 > Step: 343400 Progress: 68.7% Elapsed: 1 day, 21:46:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.0706 Generator_loss: 6.18385
[INFO] 2021-05-08 00:33:56 > Step: 343500 Progress: 68.7% Elapsed: 1 day, 21:49:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.188 Generator_loss: 5.50933
[INFO] 2021-05-08 00:36:34 > Step: 343600 Progress: 68.7% Elapsed: 1 day, 21:51:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.06941 Generator_loss: 6.43941
[INFO] 2021-05-08 00:39:11 > Step: 343700 Progress: 68.7% Elapsed: 1 day, 21:54:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.05495 Generator_loss: 7.09747
[INFO] 2021-05-08 00:41:49 > Step: 343800 Progress: 68.8% Elapsed: 1 day, 21:56:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.04767 Generator_loss: 6.55008
[INFO] 2021-05-08 00:44:27 > Step: 343900 Progress: 68.8% Elapsed: 1 day, 21:59:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.14472 Generator_loss: 7.39311
[INFO] 2021-05-08 00:47:04 > Step: 344000 Progress: 68.8% Elapsed: 1 day, 22:02:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.08446 Generator_loss: 6.19019
[INFO] 2021-05-08 00:47:04 > Start Evaluation (344000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 00:47:04 > Calculating FID Score....
[INFO] 2021-05-08 00:47:52 > Calculating Inception Score....
[INFO] 2021-05-08 00:48:21 > Calculate F_beta Score....
[INFO] 2021-05-08 00:49:55 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 00:49:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 00:49:56 > Calculate Accuracies....
[INFO] 2021-05-08 00:50:38 > Calculate Accuracies....
[INFO] 2021-05-08 00:51:18 > F_8 score (Step: 344000, Using valid images): 0.9718665159776807
[INFO] 2021-05-08 00:51:18 > F_1/8 score (Step: 344000, Using valid images): 0.9721428778044672
[INFO] 2021-05-08 00:51:18 > FID score (Step: 344000, Using valid moments): 14.702618349842737
[INFO] 2021-05-08 00:51:18 > Inception score (Step: 344000, 50000 generated images): 59.702484130859375
[INFO] 2021-05-08 00:51:18 > Best FID score (Step: 340000, Using valid moments): 14.607149214786432
[INFO] 2021-05-08 00:51:45 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 00:54:23 > Step: 344100 Progress: 68.8% Elapsed: 1 day, 22:09:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.0233 Generator_loss: 6.46611
[INFO] 2021-05-08 00:57:00 > Step: 344200 Progress: 68.8% Elapsed: 1 day, 22:12:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.03294 Generator_loss: 6.98426
[INFO] 2021-05-08 00:59:39 > Step: 344300 Progress: 68.9% Elapsed: 1 day, 22:14:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.02371 Generator_loss: 6.68699
[INFO] 2021-05-08 01:02:16 > Step: 344400 Progress: 68.9% Elapsed: 1 day, 22:17:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.08616 Generator_loss: 6.73745
[INFO] 2021-05-08 01:04:54 > Step: 344500 Progress: 68.9% Elapsed: 1 day, 22:20:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.2042 Generator_loss: 5.67593
[INFO] 2021-05-08 01:07:32 > Step: 344600 Progress: 68.9% Elapsed: 1 day, 22:22:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.03625 Generator_loss: 6.28483
[INFO] 2021-05-08 01:10:09 > Step: 344700 Progress: 68.9% Elapsed: 1 day, 22:25:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.11542 Generator_loss: 5.599
[INFO] 2021-05-08 01:12:47 > Step: 344800 Progress: 69.0% Elapsed: 1 day, 22:27:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.05019 Generator_loss: 6.66401
[INFO] 2021-05-08 01:15:25 > Step: 344900 Progress: 69.0% Elapsed: 1 day, 22:30:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.07714 Generator_loss: 6.35434
[INFO] 2021-05-08 01:18:02 > Step: 345000 Progress: 69.0% Elapsed: 1 day, 22:33:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.07496 Generator_loss: 6.0302
[INFO] 2021-05-08 01:20:40 > Step: 345100 Progress: 69.0% Elapsed: 1 day, 22:35:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.00912 Generator_loss: 6.9327
[INFO] 2021-05-08 01:23:18 > Step: 345200 Progress: 69.0% Elapsed: 1 day, 22:38:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.14226 Generator_loss: 5.52793
[INFO] 2021-05-08 01:25:56 > Step: 345300 Progress: 69.1% Elapsed: 1 day, 22:41:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.04347 Generator_loss: 7.25507
[INFO] 2021-05-08 01:28:34 > Step: 345400 Progress: 69.1% Elapsed: 1 day, 22:43:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.07693 Generator_loss: 6.84925
[INFO] 2021-05-08 01:31:11 > Step: 345500 Progress: 69.1% Elapsed: 1 day, 22:46:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.96472 Generator_loss: 6.41737
[INFO] 2021-05-08 01:33:51 > Step: 345600 Progress: 69.1% Elapsed: 1 day, 22:49:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.03284 Generator_loss: 6.52519
[INFO] 2021-05-08 01:36:29 > Step: 345700 Progress: 69.1% Elapsed: 1 day, 22:51:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.97233 Generator_loss: 6.42283
[INFO] 2021-05-08 01:39:07 > Step: 345800 Progress: 69.2% Elapsed: 1 day, 22:54:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.03646 Generator_loss: 6.10264
[INFO] 2021-05-08 01:41:46 > Step: 345900 Progress: 69.2% Elapsed: 1 day, 22:56:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.07185 Generator_loss: 6.30978
[INFO] 2021-05-08 01:44:24 > Step: 346000 Progress: 69.2% Elapsed: 1 day, 22:59:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.00819 Generator_loss: 6.62913
[INFO] 2021-05-08 01:44:24 > Start Evaluation (346000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 01:44:24 > Calculating FID Score....
[INFO] 2021-05-08 01:45:12 > Calculating Inception Score....
[INFO] 2021-05-08 01:45:41 > Calculate F_beta Score....
[INFO] 2021-05-08 01:47:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 01:47:19 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 01:47:20 > Calculate Accuracies....
[INFO] 2021-05-08 01:48:02 > Calculate Accuracies....
[INFO] 2021-05-08 01:48:42 > F_8 score (Step: 346000, Using valid images): 0.9739033220016396
[INFO] 2021-05-08 01:48:42 > F_1/8 score (Step: 346000, Using valid images): 0.9763496375248976
[INFO] 2021-05-08 01:48:42 > FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 01:48:42 > Inception score (Step: 346000, 50000 generated images): 58.87575912475586
[INFO] 2021-05-08 01:48:42 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 01:49:35 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 01:52:13 > Step: 346100 Progress: 69.2% Elapsed: 1 day, 23:07:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.07958 Generator_loss: 6.97104
[INFO] 2021-05-08 01:54:51 > Step: 346200 Progress: 69.2% Elapsed: 1 day, 23:10:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.08623 Generator_loss: 7.00438
[INFO] 2021-05-08 01:57:28 > Step: 346300 Progress: 69.3% Elapsed: 1 day, 23:12:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.02996 Generator_loss: 7.04406
[INFO] 2021-05-08 02:00:06 > Step: 346400 Progress: 69.3% Elapsed: 1 day, 23:15:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.0619 Generator_loss: 6.8373
[INFO] 2021-05-08 02:02:44 > Step: 346500 Progress: 69.3% Elapsed: 1 day, 23:17:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.11923 Generator_loss: 6.40527
[INFO] 2021-05-08 02:05:22 > Step: 346600 Progress: 69.3% Elapsed: 1 day, 23:20:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00829 Generator_loss: 6.66581
[INFO] 2021-05-08 02:08:00 > Step: 346700 Progress: 69.3% Elapsed: 1 day, 23:23:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.17205 Generator_loss: 7.30037
[INFO] 2021-05-08 02:10:39 > Step: 346800 Progress: 69.4% Elapsed: 1 day, 23:25:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.14499 Generator_loss: 6.27368
[INFO] 2021-05-08 02:13:17 > Step: 346900 Progress: 69.4% Elapsed: 1 day, 23:28:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.03936 Generator_loss: 6.32278
[INFO] 2021-05-08 02:15:55 > Step: 347000 Progress: 69.4% Elapsed: 1 day, 23:31:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03134 Generator_loss: 6.37668
[INFO] 2021-05-08 02:18:33 > Step: 347100 Progress: 69.4% Elapsed: 1 day, 23:33:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.08894 Generator_loss: 6.44269
[INFO] 2021-05-08 02:21:11 > Step: 347200 Progress: 69.4% Elapsed: 1 day, 23:36:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.09169 Generator_loss: 5.83286
[INFO] 2021-05-08 02:23:49 > Step: 347300 Progress: 69.5% Elapsed: 1 day, 23:39:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.20972 Generator_loss: 7.27512
[INFO] 2021-05-08 02:26:27 > Step: 347400 Progress: 69.5% Elapsed: 1 day, 23:41:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.02893 Generator_loss: 6.94076
[INFO] 2021-05-08 02:29:06 > Step: 347500 Progress: 69.5% Elapsed: 1 day, 23:44:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.00408 Generator_loss: 7.01374
[INFO] 2021-05-08 02:31:43 > Step: 347600 Progress: 69.5% Elapsed: 1 day, 23:46:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.05553 Generator_loss: 6.11127
[INFO] 2021-05-08 02:34:22 > Step: 347700 Progress: 69.5% Elapsed: 1 day, 23:49:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.1424 Generator_loss: 6.00612
[INFO] 2021-05-08 02:37:00 > Step: 347800 Progress: 69.6% Elapsed: 1 day, 23:52:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.64454 Generator_loss: 5.48478
[INFO] 2021-05-08 02:39:38 > Step: 347900 Progress: 69.6% Elapsed: 1 day, 23:54:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.08413 Generator_loss: 6.14273
[INFO] 2021-05-08 02:42:16 > Step: 348000 Progress: 69.6% Elapsed: 1 day, 23:57:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.1739 Generator_loss: 5.86395
[INFO] 2021-05-08 02:42:16 > Start Evaluation (348000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 02:42:16 > Calculating FID Score....
[INFO] 2021-05-08 02:43:04 > Calculating Inception Score....
[INFO] 2021-05-08 02:43:33 > Calculate F_beta Score....
[INFO] 2021-05-08 02:45:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 02:45:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 02:45:08 > Calculate Accuracies....
[INFO] 2021-05-08 02:45:50 > Calculate Accuracies....
[INFO] 2021-05-08 02:46:30 > F_8 score (Step: 348000, Using valid images): 0.9721057230507931
[INFO] 2021-05-08 02:46:30 > F_1/8 score (Step: 348000, Using valid images): 0.9754151012372805
[INFO] 2021-05-08 02:46:30 > FID score (Step: 348000, Using valid moments): 14.749022216789513
[INFO] 2021-05-08 02:46:30 > Inception score (Step: 348000, 50000 generated images): 59.70549774169922
[INFO] 2021-05-08 02:46:30 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 02:46:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 02:49:37 > Step: 348100 Progress: 69.6% Elapsed: 2 days, 0:04:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.02865 Generator_loss: 6.09593
[INFO] 2021-05-08 02:52:15 > Step: 348200 Progress: 69.6% Elapsed: 2 days, 0:07:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.25326 Generator_loss: 5.67874
[INFO] 2021-05-08 02:54:53 > Step: 348300 Progress: 69.7% Elapsed: 2 days, 0:10:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.14012 Generator_loss: 5.52788
[INFO] 2021-05-08 02:57:31 > Step: 348400 Progress: 69.7% Elapsed: 2 days, 0:12:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.09017 Generator_loss: 5.77619
[INFO] 2021-05-08 03:00:09 > Step: 348500 Progress: 69.7% Elapsed: 2 days, 0:15:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.07131 Generator_loss: 6.78545
[INFO] 2021-05-08 03:02:47 > Step: 348600 Progress: 69.7% Elapsed: 2 days, 0:17:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.02242 Generator_loss: 6.38845
[INFO] 2021-05-08 03:05:26 > Step: 348700 Progress: 69.7% Elapsed: 2 days, 0:20:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.05925 Generator_loss: 7.23993
[INFO] 2021-05-08 03:08:03 > Step: 348800 Progress: 69.8% Elapsed: 2 days, 0:23:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.02491 Generator_loss: 6.35179
[INFO] 2021-05-08 03:10:42 > Step: 348900 Progress: 69.8% Elapsed: 2 days, 0:25:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.03176 Generator_loss: 6.22375
[INFO] 2021-05-08 03:13:20 > Step: 349000 Progress: 69.8% Elapsed: 2 days, 0:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.07093 Generator_loss: 6.75412
[INFO] 2021-05-08 03:15:58 > Step: 349100 Progress: 69.8% Elapsed: 2 days, 0:31:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.0219 Generator_loss: 6.18439
[INFO] 2021-05-08 03:18:36 > Step: 349200 Progress: 69.8% Elapsed: 2 days, 0:33:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.06261 Generator_loss: 6.14982
[INFO] 2021-05-08 03:21:14 > Step: 349300 Progress: 69.9% Elapsed: 2 days, 0:36:24 temperature: 0.5 ada_p: No Discriminator_loss: 6.20433 Generator_loss: 7.2626
[INFO] 2021-05-08 03:23:52 > Step: 349400 Progress: 69.9% Elapsed: 2 days, 0:39:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.02812 Generator_loss: 6.19781
[INFO] 2021-05-08 03:26:30 > Step: 349500 Progress: 69.9% Elapsed: 2 days, 0:41:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.96363 Generator_loss: 6.25933
[INFO] 2021-05-08 03:29:09 > Step: 349600 Progress: 69.9% Elapsed: 2 days, 0:44:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.06241 Generator_loss: 6.53416
[INFO] 2021-05-08 03:31:47 > Step: 349700 Progress: 69.9% Elapsed: 2 days, 0:46:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.98242 Generator_loss: 5.95203
[INFO] 2021-05-08 03:34:25 > Step: 349800 Progress: 70.0% Elapsed: 2 days, 0:49:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.02093 Generator_loss: 6.37179
[INFO] 2021-05-08 03:37:03 > Step: 349900 Progress: 70.0% Elapsed: 2 days, 0:52:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.04768 Generator_loss: 6.77297
[INFO] 2021-05-08 03:39:42 > Step: 350000 Progress: 70.0% Elapsed: 2 days, 0:54:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.03457 Generator_loss: 6.45742
[INFO] 2021-05-08 03:39:42 > Start Evaluation (350000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 03:39:42 > Calculating FID Score....
[INFO] 2021-05-08 03:40:30 > Calculating Inception Score....
[INFO] 2021-05-08 03:40:59 > Calculate F_beta Score....
[INFO] 2021-05-08 03:42:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 03:42:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 03:42:37 > Calculate Accuracies....
[INFO] 2021-05-08 03:43:19 > Calculate Accuracies....
[INFO] 2021-05-08 03:43:59 > F_8 score (Step: 350000, Using valid images): 0.971519027065094
[INFO] 2021-05-08 03:43:59 > F_1/8 score (Step: 350000, Using valid images): 0.9747887144831974
[INFO] 2021-05-08 03:43:59 > FID score (Step: 350000, Using valid moments): 14.7118667994406
[INFO] 2021-05-08 03:43:59 > Inception score (Step: 350000, 50000 generated images): 60.31939697265625
[INFO] 2021-05-08 03:43:59 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 03:44:25 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 03:47:04 > Step: 350100 Progress: 70.0% Elapsed: 2 days, 1:02:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.08509 Generator_loss: 6.33267
[INFO] 2021-05-08 03:49:43 > Step: 350200 Progress: 70.0% Elapsed: 2 days, 1:04:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.99987 Generator_loss: 6.59488
[INFO] 2021-05-08 03:52:23 > Step: 350300 Progress: 70.1% Elapsed: 2 days, 1:07:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.00814 Generator_loss: 6.76979
[INFO] 2021-05-08 03:55:02 > Step: 350400 Progress: 70.1% Elapsed: 2 days, 1:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.07344 Generator_loss: 6.80535
[INFO] 2021-05-08 03:57:41 > Step: 350500 Progress: 70.1% Elapsed: 2 days, 1:12:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.7538 Generator_loss: 5.58274
[INFO] 2021-05-08 04:00:23 > Step: 350600 Progress: 70.1% Elapsed: 2 days, 1:15:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.00314 Generator_loss: 6.0016
[INFO] 2021-05-08 04:03:02 > Step: 350700 Progress: 70.1% Elapsed: 2 days, 1:18:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.14966 Generator_loss: 7.06952
[INFO] 2021-05-08 04:05:42 > Step: 350800 Progress: 70.2% Elapsed: 2 days, 1:20:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.06734 Generator_loss: 6.58675
[INFO] 2021-05-08 04:08:21 > Step: 350900 Progress: 70.2% Elapsed: 2 days, 1:23:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.04251 Generator_loss: 6.26996
[INFO] 2021-05-08 04:11:01 > Step: 351000 Progress: 70.2% Elapsed: 2 days, 1:26:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.03143 Generator_loss: 6.39653
[INFO] 2021-05-08 04:13:40 > Step: 351100 Progress: 70.2% Elapsed: 2 days, 1:28:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.01866 Generator_loss: 6.35597
[INFO] 2021-05-08 04:16:19 > Step: 351200 Progress: 70.2% Elapsed: 2 days, 1:31:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.11319 Generator_loss: 6.77002
[INFO] 2021-05-08 04:18:59 > Step: 351300 Progress: 70.3% Elapsed: 2 days, 1:34:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.022 Generator_loss: 6.40298
[INFO] 2021-05-08 04:21:39 > Step: 351400 Progress: 70.3% Elapsed: 2 days, 1:36:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.04959 Generator_loss: 6.08439
[INFO] 2021-05-08 04:24:19 > Step: 351500 Progress: 70.3% Elapsed: 2 days, 1:39:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.97634 Generator_loss: 6.62116
[INFO] 2021-05-08 04:26:59 > Step: 351600 Progress: 70.3% Elapsed: 2 days, 1:42:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.01168 Generator_loss: 6.59945
[INFO] 2021-05-08 04:29:39 > Step: 351700 Progress: 70.3% Elapsed: 2 days, 1:44:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.07726 Generator_loss: 6.03193
[INFO] 2021-05-08 04:32:19 > Step: 351800 Progress: 70.4% Elapsed: 2 days, 1:47:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.15997 Generator_loss: 6.87841
[INFO] 2021-05-08 04:34:58 > Step: 351900 Progress: 70.4% Elapsed: 2 days, 1:50:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.3537 Generator_loss: 7.30197
[INFO] 2021-05-08 04:37:38 > Step: 352000 Progress: 70.4% Elapsed: 2 days, 1:52:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.54404 Generator_loss: 4.9585
[INFO] 2021-05-08 04:37:38 > Start Evaluation (352000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 04:37:38 > Calculating FID Score....
[INFO] 2021-05-08 04:38:26 > Calculating Inception Score....
[INFO] 2021-05-08 04:38:56 > Calculate F_beta Score....
[INFO] 2021-05-08 04:40:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 04:40:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 04:40:34 > Calculate Accuracies....
[INFO] 2021-05-08 04:41:16 > Calculate Accuracies....
[INFO] 2021-05-08 04:41:57 > F_8 score (Step: 352000, Using valid images): 0.9770491852298664
[INFO] 2021-05-08 04:41:57 > F_1/8 score (Step: 352000, Using valid images): 0.97670426596397
[INFO] 2021-05-08 04:41:57 > FID score (Step: 352000, Using valid moments): 14.639146062807924
[INFO] 2021-05-08 04:41:57 > Inception score (Step: 352000, 50000 generated images): 59.96210479736328
[INFO] 2021-05-08 04:41:57 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 04:42:24 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 04:45:03 > Step: 352100 Progress: 70.4% Elapsed: 2 days, 2:00:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.98889 Generator_loss: 7.09021
[INFO] 2021-05-08 04:47:42 > Step: 352200 Progress: 70.4% Elapsed: 2 days, 2:02:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.9343 Generator_loss: 6.38942
[INFO] 2021-05-08 04:50:22 > Step: 352300 Progress: 70.5% Elapsed: 2 days, 2:05:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.05038 Generator_loss: 6.16397
[INFO] 2021-05-08 04:53:00 > Step: 352400 Progress: 70.5% Elapsed: 2 days, 2:08:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.53638 Generator_loss: 5.44278
[INFO] 2021-05-08 04:55:40 > Step: 352500 Progress: 70.5% Elapsed: 2 days, 2:10:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.10658 Generator_loss: 6.14245
[INFO] 2021-05-08 04:58:20 > Step: 352600 Progress: 70.5% Elapsed: 2 days, 2:13:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.13038 Generator_loss: 6.03874
[INFO] 2021-05-08 05:01:00 > Step: 352700 Progress: 70.5% Elapsed: 2 days, 2:16:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.03746 Generator_loss: 6.51583
[INFO] 2021-05-08 05:03:39 > Step: 352800 Progress: 70.6% Elapsed: 2 days, 2:18:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.03502 Generator_loss: 6.62775
[INFO] 2021-05-08 05:06:19 > Step: 352900 Progress: 70.6% Elapsed: 2 days, 2:21:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.02241 Generator_loss: 6.69712
[INFO] 2021-05-08 05:08:59 > Step: 353000 Progress: 70.6% Elapsed: 2 days, 2:24:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.02943 Generator_loss: 6.80182
[INFO] 2021-05-08 05:11:40 > Step: 353100 Progress: 70.6% Elapsed: 2 days, 2:26:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.13623 Generator_loss: 7.17265
[INFO] 2021-05-08 05:14:21 > Step: 353200 Progress: 70.6% Elapsed: 2 days, 2:29:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.99659 Generator_loss: 6.88413
[INFO] 2021-05-08 05:17:00 > Step: 353300 Progress: 70.7% Elapsed: 2 days, 2:32:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.07402 Generator_loss: 6.20424
[INFO] 2021-05-08 05:19:40 > Step: 353400 Progress: 70.7% Elapsed: 2 days, 2:34:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.9966 Generator_loss: 6.95278
[INFO] 2021-05-08 05:22:20 > Step: 353500 Progress: 70.7% Elapsed: 2 days, 2:37:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.05312 Generator_loss: 7.04498
[INFO] 2021-05-08 05:25:00 > Step: 353600 Progress: 70.7% Elapsed: 2 days, 2:40:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.08848 Generator_loss: 6.49677
[INFO] 2021-05-08 05:27:39 > Step: 353700 Progress: 70.7% Elapsed: 2 days, 2:42:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.07001 Generator_loss: 5.71402
[INFO] 2021-05-08 05:30:19 > Step: 353800 Progress: 70.8% Elapsed: 2 days, 2:45:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.0148 Generator_loss: 6.35939
[INFO] 2021-05-08 05:32:58 > Step: 353900 Progress: 70.8% Elapsed: 2 days, 2:48:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.99475 Generator_loss: 6.82713
[INFO] 2021-05-08 05:35:38 > Step: 354000 Progress: 70.8% Elapsed: 2 days, 2:50:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.99788 Generator_loss: 6.52703
[INFO] 2021-05-08 05:35:38 > Start Evaluation (354000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 05:35:38 > Calculating FID Score....
[INFO] 2021-05-08 05:36:27 > Calculating Inception Score....
[INFO] 2021-05-08 05:36:56 > Calculate F_beta Score....
[INFO] 2021-05-08 05:38:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 05:38:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 05:38:32 > Calculate Accuracies....
[INFO] 2021-05-08 05:39:14 > Calculate Accuracies....
[INFO] 2021-05-08 05:39:54 > F_8 score (Step: 354000, Using valid images): 0.9730664626243399
[INFO] 2021-05-08 05:39:54 > F_1/8 score (Step: 354000, Using valid images): 0.9728422343420999
[INFO] 2021-05-08 05:39:54 > FID score (Step: 354000, Using valid moments): 14.611022118867709
[INFO] 2021-05-08 05:39:54 > Inception score (Step: 354000, 50000 generated images): 60.23101806640625
[INFO] 2021-05-08 05:39:54 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 05:40:20 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 05:43:00 > Step: 354100 Progress: 70.8% Elapsed: 2 days, 2:58:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.93905 Generator_loss: 6.09583
[INFO] 2021-05-08 05:45:40 > Step: 354200 Progress: 70.8% Elapsed: 2 days, 3:00:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.03857 Generator_loss: 6.1079
[INFO] 2021-05-08 05:48:19 > Step: 354300 Progress: 70.9% Elapsed: 2 days, 3:03:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.05448 Generator_loss: 6.72667
[INFO] 2021-05-08 05:50:59 > Step: 354400 Progress: 70.9% Elapsed: 2 days, 3:06:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.99635 Generator_loss: 6.89256
[INFO] 2021-05-08 05:53:39 > Step: 354500 Progress: 70.9% Elapsed: 2 days, 3:08:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.15352 Generator_loss: 6.17971
[INFO] 2021-05-08 05:56:18 > Step: 354600 Progress: 70.9% Elapsed: 2 days, 3:11:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.074 Generator_loss: 5.89499
[INFO] 2021-05-08 05:58:57 > Step: 354700 Progress: 70.9% Elapsed: 2 days, 3:14:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.09174 Generator_loss: 6.16529
[INFO] 2021-05-08 06:01:36 > Step: 354800 Progress: 71.0% Elapsed: 2 days, 3:16:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.07173 Generator_loss: 7.01115
[INFO] 2021-05-08 06:04:16 > Step: 354900 Progress: 71.0% Elapsed: 2 days, 3:19:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.97441 Generator_loss: 6.7927
[INFO] 2021-05-08 06:06:56 > Step: 355000 Progress: 71.0% Elapsed: 2 days, 3:22:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.95244 Generator_loss: 6.57883
[INFO] 2021-05-08 06:09:36 > Step: 355100 Progress: 71.0% Elapsed: 2 days, 3:24:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.2059 Generator_loss: 5.83927
[INFO] 2021-05-08 06:12:14 > Step: 355200 Progress: 71.0% Elapsed: 2 days, 3:27:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.05757 Generator_loss: 6.38005
[INFO] 2021-05-08 06:14:54 > Step: 355300 Progress: 71.1% Elapsed: 2 days, 3:30:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.26315 Generator_loss: 5.32447
[INFO] 2021-05-08 06:17:34 > Step: 355400 Progress: 71.1% Elapsed: 2 days, 3:32:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.02054 Generator_loss: 6.26764
[INFO] 2021-05-08 06:20:14 > Step: 355500 Progress: 71.1% Elapsed: 2 days, 3:35:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.09784 Generator_loss: 7.01435
[INFO] 2021-05-08 06:22:55 > Step: 355600 Progress: 71.1% Elapsed: 2 days, 3:38:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.94313 Generator_loss: 7.01683
[INFO] 2021-05-08 06:25:35 > Step: 355700 Progress: 71.1% Elapsed: 2 days, 3:40:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.01226 Generator_loss: 6.31362
[INFO] 2021-05-08 06:28:15 > Step: 355800 Progress: 71.2% Elapsed: 2 days, 3:43:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.93555 Generator_loss: 7.064
[INFO] 2021-05-08 06:30:55 > Step: 355900 Progress: 71.2% Elapsed: 2 days, 3:46:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.04127 Generator_loss: 6.3948
[INFO] 2021-05-08 06:33:34 > Step: 356000 Progress: 71.2% Elapsed: 2 days, 3:48:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.01763 Generator_loss: 6.53201
[INFO] 2021-05-08 06:33:34 > Start Evaluation (356000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 06:33:34 > Calculating FID Score....
[INFO] 2021-05-08 06:34:22 > Calculating Inception Score....
[INFO] 2021-05-08 06:34:52 > Calculate F_beta Score....
[INFO] 2021-05-08 06:36:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 06:36:27 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 06:36:28 > Calculate Accuracies....
[INFO] 2021-05-08 06:37:10 > Calculate Accuracies....
[INFO] 2021-05-08 06:37:51 > F_8 score (Step: 356000, Using valid images): 0.9717983762212105
[INFO] 2021-05-08 06:37:51 > F_1/8 score (Step: 356000, Using valid images): 0.9720568182467704
[INFO] 2021-05-08 06:37:51 > FID score (Step: 356000, Using valid moments): 14.647909601883384
[INFO] 2021-05-08 06:37:51 > Inception score (Step: 356000, 50000 generated images): 60.15220260620117
[INFO] 2021-05-08 06:37:51 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 06:38:17 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 06:40:57 > Step: 356100 Progress: 71.2% Elapsed: 2 days, 3:56:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.02192 Generator_loss: 6.38467
[INFO] 2021-05-08 06:43:37 > Step: 356200 Progress: 71.2% Elapsed: 2 days, 3:58:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.99077 Generator_loss: 6.8275
[INFO] 2021-05-08 06:46:17 > Step: 356300 Progress: 71.3% Elapsed: 2 days, 4:01:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.07968 Generator_loss: 6.37677
[INFO] 2021-05-08 06:48:57 > Step: 356400 Progress: 71.3% Elapsed: 2 days, 4:04:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.99137 Generator_loss: 6.80802
[INFO] 2021-05-08 06:51:37 > Step: 356500 Progress: 71.3% Elapsed: 2 days, 4:06:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.0758 Generator_loss: 6.32888
[INFO] 2021-05-08 06:54:16 > Step: 356600 Progress: 71.3% Elapsed: 2 days, 4:09:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.13926 Generator_loss: 6.08475
[INFO] 2021-05-08 06:56:56 > Step: 356700 Progress: 71.3% Elapsed: 2 days, 4:12:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.19873 Generator_loss: 5.49236
[INFO] 2021-05-08 06:59:36 > Step: 356800 Progress: 71.4% Elapsed: 2 days, 4:14:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.07356 Generator_loss: 6.8327
[INFO] 2021-05-08 07:02:16 > Step: 356900 Progress: 71.4% Elapsed: 2 days, 4:17:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.26788 Generator_loss: 7.00218
[INFO] 2021-05-08 07:04:55 > Step: 357000 Progress: 71.4% Elapsed: 2 days, 4:20:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.06328 Generator_loss: 7.04418
[INFO] 2021-05-08 07:07:36 > Step: 357100 Progress: 71.4% Elapsed: 2 days, 4:22:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.02825 Generator_loss: 6.32757
[INFO] 2021-05-08 07:10:16 > Step: 357200 Progress: 71.4% Elapsed: 2 days, 4:25:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.07284 Generator_loss: 6.08859
[INFO] 2021-05-08 07:12:56 > Step: 357300 Progress: 71.5% Elapsed: 2 days, 4:28:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.05554 Generator_loss: 6.26327
[INFO] 2021-05-08 07:15:36 > Step: 357400 Progress: 71.5% Elapsed: 2 days, 4:30:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.09032 Generator_loss: 5.87299
[INFO] 2021-05-08 07:18:16 > Step: 357500 Progress: 71.5% Elapsed: 2 days, 4:33:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.20869 Generator_loss: 5.85757
[INFO] 2021-05-08 07:20:56 > Step: 357600 Progress: 71.5% Elapsed: 2 days, 4:36:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.00367 Generator_loss: 6.9105
[INFO] 2021-05-08 07:23:35 > Step: 357700 Progress: 71.5% Elapsed: 2 days, 4:38:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.00047 Generator_loss: 6.39294
[INFO] 2021-05-08 07:26:15 > Step: 357800 Progress: 71.6% Elapsed: 2 days, 4:41:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.99942 Generator_loss: 6.91248
[INFO] 2021-05-08 07:28:55 > Step: 357900 Progress: 71.6% Elapsed: 2 days, 4:44:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.01396 Generator_loss: 6.31098
[INFO] 2021-05-08 07:31:35 > Step: 358000 Progress: 71.6% Elapsed: 2 days, 4:46:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.07455 Generator_loss: 6.32265
[INFO] 2021-05-08 07:31:35 > Start Evaluation (358000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 07:31:35 > Calculating FID Score....
[INFO] 2021-05-08 07:32:23 > Calculating Inception Score....
[INFO] 2021-05-08 07:32:53 > Calculate F_beta Score....
[INFO] 2021-05-08 07:34:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 07:34:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 07:34:31 > Calculate Accuracies....
[INFO] 2021-05-08 07:35:14 > Calculate Accuracies....
[INFO] 2021-05-08 07:35:54 > F_8 score (Step: 358000, Using valid images): 0.9762463338714475
[INFO] 2021-05-08 07:35:54 > F_1/8 score (Step: 358000, Using valid images): 0.973907035110982
[INFO] 2021-05-08 07:35:54 > FID score (Step: 358000, Using valid moments): 14.671653186459025
[INFO] 2021-05-08 07:35:54 > Inception score (Step: 358000, 50000 generated images): 60.01042175292969
[INFO] 2021-05-08 07:35:54 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 07:36:20 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 07:39:03 > Step: 358100 Progress: 71.6% Elapsed: 2 days, 4:54:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.08858 Generator_loss: 6.18708
[INFO] 2021-05-08 07:41:43 > Step: 358200 Progress: 71.6% Elapsed: 2 days, 4:56:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.1702 Generator_loss: 7.07983
[INFO] 2021-05-08 07:44:23 > Step: 358300 Progress: 71.7% Elapsed: 2 days, 4:59:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.1229 Generator_loss: 6.13049
[INFO] 2021-05-08 07:47:03 > Step: 358400 Progress: 71.7% Elapsed: 2 days, 5:02:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.23714 Generator_loss: 5.78215
[INFO] 2021-05-08 07:49:43 > Step: 358500 Progress: 71.7% Elapsed: 2 days, 5:04:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.01778 Generator_loss: 6.47681
[INFO] 2021-05-08 07:52:22 > Step: 358600 Progress: 71.7% Elapsed: 2 days, 5:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.02161 Generator_loss: 7.09831
[INFO] 2021-05-08 07:55:02 > Step: 358700 Progress: 71.7% Elapsed: 2 days, 5:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.05539 Generator_loss: 6.25594
[INFO] 2021-05-08 07:57:41 > Step: 358800 Progress: 71.8% Elapsed: 2 days, 5:12:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.01255 Generator_loss: 6.13871
[INFO] 2021-05-08 08:00:21 > Step: 358900 Progress: 71.8% Elapsed: 2 days, 5:15:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.01762 Generator_loss: 6.98855
[INFO] 2021-05-08 08:03:01 > Step: 359000 Progress: 71.8% Elapsed: 2 days, 5:18:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.98406 Generator_loss: 6.06109
[INFO] 2021-05-08 08:05:41 > Step: 359100 Progress: 71.8% Elapsed: 2 days, 5:20:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.99261 Generator_loss: 6.73364
[INFO] 2021-05-08 08:08:21 > Step: 359200 Progress: 71.8% Elapsed: 2 days, 5:23:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.18193 Generator_loss: 6.03005
[INFO] 2021-05-08 08:10:59 > Step: 359300 Progress: 71.9% Elapsed: 2 days, 5:26:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05352 Generator_loss: 6.82269
[INFO] 2021-05-08 08:13:39 > Step: 359400 Progress: 71.9% Elapsed: 2 days, 5:28:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.09749 Generator_loss: 6.23896
[INFO] 2021-05-08 08:16:19 > Step: 359500 Progress: 71.9% Elapsed: 2 days, 5:31:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.04958 Generator_loss: 6.82673
[INFO] 2021-05-08 08:18:58 > Step: 359600 Progress: 71.9% Elapsed: 2 days, 5:34:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.02794 Generator_loss: 6.35863
[INFO] 2021-05-08 08:21:38 > Step: 359700 Progress: 71.9% Elapsed: 2 days, 5:36:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.05643 Generator_loss: 6.47371
[INFO] 2021-05-08 08:24:18 > Step: 359800 Progress: 72.0% Elapsed: 2 days, 5:39:28 temperature: 0.5 ada_p: No Discriminator_loss: 3.9976 Generator_loss: 6.94637
[INFO] 2021-05-08 08:26:57 > Step: 359900 Progress: 72.0% Elapsed: 2 days, 5:42:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.15729 Generator_loss: 5.64627
[INFO] 2021-05-08 08:29:37 > Step: 360000 Progress: 72.0% Elapsed: 2 days, 5:44:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.03296 Generator_loss: 6.45244
[INFO] 2021-05-08 08:29:37 > Start Evaluation (360000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 08:29:37 > Calculating FID Score....
[INFO] 2021-05-08 08:30:26 > Calculating Inception Score....
[INFO] 2021-05-08 08:30:56 > Calculate F_beta Score....
[INFO] 2021-05-08 08:32:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 08:32:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 08:32:33 > Calculate Accuracies....
[INFO] 2021-05-08 08:33:15 > Calculate Accuracies....
[INFO] 2021-05-08 08:33:55 > F_8 score (Step: 360000, Using valid images): 0.9716436832375218
[INFO] 2021-05-08 08:33:55 > F_1/8 score (Step: 360000, Using valid images): 0.9715566604157996
[INFO] 2021-05-08 08:33:55 > FID score (Step: 360000, Using valid moments): 14.821468640019475
[INFO] 2021-05-08 08:33:55 > Inception score (Step: 360000, 50000 generated images): 60.49216079711914
[INFO] 2021-05-08 08:33:55 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 08:34:21 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 08:37:02 > Step: 360100 Progress: 72.0% Elapsed: 2 days, 5:52:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.0017 Generator_loss: 6.5013
[INFO] 2021-05-08 08:39:42 > Step: 360200 Progress: 72.0% Elapsed: 2 days, 5:54:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.05059 Generator_loss: 6.13122
[INFO] 2021-05-08 08:42:22 > Step: 360300 Progress: 72.1% Elapsed: 2 days, 5:57:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.97611 Generator_loss: 6.46025
[INFO] 2021-05-08 08:45:02 > Step: 360400 Progress: 72.1% Elapsed: 2 days, 6:00:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.05335 Generator_loss: 6.58981
[INFO] 2021-05-08 08:47:43 > Step: 360500 Progress: 72.1% Elapsed: 2 days, 6:02:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.01085 Generator_loss: 6.44907
[INFO] 2021-05-08 08:50:25 > Step: 360600 Progress: 72.1% Elapsed: 2 days, 6:05:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.12015 Generator_loss: 5.63514
[INFO] 2021-05-08 08:53:05 > Step: 360700 Progress: 72.1% Elapsed: 2 days, 6:08:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.02706 Generator_loss: 6.87801
[INFO] 2021-05-08 08:55:45 > Step: 360800 Progress: 72.2% Elapsed: 2 days, 6:10:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.01047 Generator_loss: 5.92072
[INFO] 2021-05-08 08:58:25 > Step: 360900 Progress: 72.2% Elapsed: 2 days, 6:13:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.99142 Generator_loss: 6.5355
[INFO] 2021-05-08 09:01:05 > Step: 361000 Progress: 72.2% Elapsed: 2 days, 6:16:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.04311 Generator_loss: 7.117
[INFO] 2021-05-08 09:03:46 > Step: 361100 Progress: 72.2% Elapsed: 2 days, 6:18:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.96343 Generator_loss: 6.64251
[INFO] 2021-05-08 09:06:25 > Step: 361200 Progress: 72.2% Elapsed: 2 days, 6:21:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.15705 Generator_loss: 5.76727
[INFO] 2021-05-08 09:09:06 > Step: 361300 Progress: 72.3% Elapsed: 2 days, 6:24:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.04678 Generator_loss: 7.17637
[INFO] 2021-05-08 09:11:46 > Step: 361400 Progress: 72.3% Elapsed: 2 days, 6:26:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.04516 Generator_loss: 6.87848
[INFO] 2021-05-08 09:14:25 > Step: 361500 Progress: 72.3% Elapsed: 2 days, 6:29:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.12616 Generator_loss: 5.37476
[INFO] 2021-05-08 09:17:05 > Step: 361600 Progress: 72.3% Elapsed: 2 days, 6:32:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.10513 Generator_loss: 5.87176
[INFO] 2021-05-08 09:19:44 > Step: 361700 Progress: 72.3% Elapsed: 2 days, 6:34:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.10124 Generator_loss: 7.11644
[INFO] 2021-05-08 09:22:24 > Step: 361800 Progress: 72.4% Elapsed: 2 days, 6:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.13509 Generator_loss: 7.23722
[INFO] 2021-05-08 09:25:04 > Step: 361900 Progress: 72.4% Elapsed: 2 days, 6:40:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.03227 Generator_loss: 6.48236
[INFO] 2021-05-08 09:27:43 > Step: 362000 Progress: 72.4% Elapsed: 2 days, 6:42:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.14064 Generator_loss: 6.12344
[INFO] 2021-05-08 09:27:43 > Start Evaluation (362000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 09:27:43 > Calculating FID Score....
[INFO] 2021-05-08 09:28:32 > Calculating Inception Score....
[INFO] 2021-05-08 09:29:02 > Calculate F_beta Score....
[INFO] 2021-05-08 09:30:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 09:30:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 09:30:40 > Calculate Accuracies....
[INFO] 2021-05-08 09:31:22 > Calculate Accuracies....
[INFO] 2021-05-08 09:32:02 > F_8 score (Step: 362000, Using valid images): 0.9730818170585936
[INFO] 2021-05-08 09:32:02 > F_1/8 score (Step: 362000, Using valid images): 0.973841862477444
[INFO] 2021-05-08 09:32:02 > FID score (Step: 362000, Using valid moments): 14.717295116676269
[INFO] 2021-05-08 09:32:02 > Inception score (Step: 362000, 50000 generated images): 60.49986267089844
[INFO] 2021-05-08 09:32:02 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 09:32:29 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 09:35:08 > Step: 362100 Progress: 72.4% Elapsed: 2 days, 6:50:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.03171 Generator_loss: 6.81375
[INFO] 2021-05-08 09:37:48 > Step: 362200 Progress: 72.4% Elapsed: 2 days, 6:52:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.08277 Generator_loss: 6.96727
[INFO] 2021-05-08 09:40:28 > Step: 362300 Progress: 72.5% Elapsed: 2 days, 6:55:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.02726 Generator_loss: 6.18401
[INFO] 2021-05-08 09:43:08 > Step: 362400 Progress: 72.5% Elapsed: 2 days, 6:58:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.92691 Generator_loss: 6.75336
[INFO] 2021-05-08 09:45:48 > Step: 362500 Progress: 72.5% Elapsed: 2 days, 7:00:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.05582 Generator_loss: 6.94294
[INFO] 2021-05-08 09:48:27 > Step: 362600 Progress: 72.5% Elapsed: 2 days, 7:03:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.00395 Generator_loss: 6.54652
[INFO] 2021-05-08 09:51:07 > Step: 362700 Progress: 72.5% Elapsed: 2 days, 7:06:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.19649 Generator_loss: 7.18401
[INFO] 2021-05-08 09:53:47 > Step: 362800 Progress: 72.6% Elapsed: 2 days, 7:08:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.05603 Generator_loss: 6.07331
[INFO] 2021-05-08 09:56:27 > Step: 362900 Progress: 72.6% Elapsed: 2 days, 7:11:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.02871 Generator_loss: 6.69111
[INFO] 2021-05-08 09:59:07 > Step: 363000 Progress: 72.6% Elapsed: 2 days, 7:14:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.14537 Generator_loss: 7.31078
[INFO] 2021-05-08 10:01:48 > Step: 363100 Progress: 72.6% Elapsed: 2 days, 7:16:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.0754 Generator_loss: 6.99103
[INFO] 2021-05-08 10:04:28 > Step: 363200 Progress: 72.6% Elapsed: 2 days, 7:19:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.05824 Generator_loss: 5.91674
[INFO] 2021-05-08 10:07:08 > Step: 363300 Progress: 72.7% Elapsed: 2 days, 7:22:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.11956 Generator_loss: 6.06478
[INFO] 2021-05-08 10:09:48 > Step: 363400 Progress: 72.7% Elapsed: 2 days, 7:24:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.11713 Generator_loss: 6.21219
[INFO] 2021-05-08 10:12:27 > Step: 363500 Progress: 72.7% Elapsed: 2 days, 7:27:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.99934 Generator_loss: 6.94464
[INFO] 2021-05-08 10:15:07 > Step: 363600 Progress: 72.7% Elapsed: 2 days, 7:30:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.01614 Generator_loss: 6.34144
[INFO] 2021-05-08 10:17:46 > Step: 363700 Progress: 72.7% Elapsed: 2 days, 7:32:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.20863 Generator_loss: 7.20668
[INFO] 2021-05-08 10:20:24 > Step: 363800 Progress: 72.8% Elapsed: 2 days, 7:35:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.04091 Generator_loss: 5.99507
[INFO] 2021-05-08 10:23:04 > Step: 363900 Progress: 72.8% Elapsed: 2 days, 7:38:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.95454 Generator_loss: 6.12293
[INFO] 2021-05-08 10:25:44 > Step: 364000 Progress: 72.8% Elapsed: 2 days, 7:40:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.1248 Generator_loss: 6.28824
[INFO] 2021-05-08 10:25:44 > Start Evaluation (364000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 10:25:44 > Calculating FID Score....
[INFO] 2021-05-08 10:26:32 > Calculating Inception Score....
[INFO] 2021-05-08 10:27:02 > Calculate F_beta Score....
[INFO] 2021-05-08 10:28:38 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 10:28:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 10:28:39 > Calculate Accuracies....
[INFO] 2021-05-08 10:29:22 > Calculate Accuracies....
[INFO] 2021-05-08 10:30:01 > F_8 score (Step: 364000, Using valid images): 0.9717658995687146
[INFO] 2021-05-08 10:30:01 > F_1/8 score (Step: 364000, Using valid images): 0.9744390993274221
[INFO] 2021-05-08 10:30:01 > FID score (Step: 364000, Using valid moments): 14.65259643508557
[INFO] 2021-05-08 10:30:01 > Inception score (Step: 364000, 50000 generated images): 60.679481506347656
[INFO] 2021-05-08 10:30:01 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 10:30:28 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 10:33:09 > Step: 364100 Progress: 72.8% Elapsed: 2 days, 7:48:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.00321 Generator_loss: 6.60602
[INFO] 2021-05-08 10:35:49 > Step: 364200 Progress: 72.8% Elapsed: 2 days, 7:50:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.03862 Generator_loss: 6.431
[INFO] 2021-05-08 10:38:29 > Step: 364300 Progress: 72.9% Elapsed: 2 days, 7:53:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.24877 Generator_loss: 5.27653
[INFO] 2021-05-08 10:41:09 > Step: 364400 Progress: 72.9% Elapsed: 2 days, 7:56:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.00085 Generator_loss: 6.79544
[INFO] 2021-05-08 10:43:48 > Step: 364500 Progress: 72.9% Elapsed: 2 days, 7:58:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.12945 Generator_loss: 5.89874
[INFO] 2021-05-08 10:46:29 > Step: 364600 Progress: 72.9% Elapsed: 2 days, 8:01:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.07255 Generator_loss: 6.17913
[INFO] 2021-05-08 10:49:08 > Step: 364700 Progress: 72.9% Elapsed: 2 days, 8:04:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.09416 Generator_loss: 6.07861
[INFO] 2021-05-08 10:51:48 > Step: 364800 Progress: 73.0% Elapsed: 2 days, 8:06:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.94157 Generator_loss: 6.38247
[INFO] 2021-05-08 10:54:28 > Step: 364900 Progress: 73.0% Elapsed: 2 days, 8:09:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.03115 Generator_loss: 6.21392
[INFO] 2021-05-08 10:57:08 > Step: 365000 Progress: 73.0% Elapsed: 2 days, 8:12:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.17396 Generator_loss: 6.11637
[INFO] 2021-05-08 10:59:48 > Step: 365100 Progress: 73.0% Elapsed: 2 days, 8:14:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.14533 Generator_loss: 5.71717
[INFO] 2021-05-08 11:02:28 > Step: 365200 Progress: 73.0% Elapsed: 2 days, 8:17:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.03894 Generator_loss: 6.74496
[INFO] 2021-05-08 11:05:07 > Step: 365300 Progress: 73.1% Elapsed: 2 days, 8:20:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.01788 Generator_loss: 6.15693
[INFO] 2021-05-08 11:07:47 > Step: 365400 Progress: 73.1% Elapsed: 2 days, 8:22:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.10634 Generator_loss: 6.25939
[INFO] 2021-05-08 11:10:27 > Step: 365500 Progress: 73.1% Elapsed: 2 days, 8:25:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.14287 Generator_loss: 5.69965
[INFO] 2021-05-08 11:13:09 > Step: 365600 Progress: 73.1% Elapsed: 2 days, 8:28:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.00137 Generator_loss: 6.46941
[INFO] 2021-05-08 11:15:49 > Step: 365700 Progress: 73.1% Elapsed: 2 days, 8:30:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.03547 Generator_loss: 6.52808
[INFO] 2021-05-08 11:18:29 > Step: 365800 Progress: 73.2% Elapsed: 2 days, 8:33:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.10832 Generator_loss: 7.10024
[INFO] 2021-05-08 11:21:09 > Step: 365900 Progress: 73.2% Elapsed: 2 days, 8:36:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.08729 Generator_loss: 6.17255
[INFO] 2021-05-08 11:23:48 > Step: 366000 Progress: 73.2% Elapsed: 2 days, 8:38:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.12293 Generator_loss: 5.99132
[INFO] 2021-05-08 11:23:48 > Start Evaluation (366000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 11:23:48 > Calculating FID Score....
[INFO] 2021-05-08 11:24:36 > Calculating Inception Score....
[INFO] 2021-05-08 11:25:06 > Calculate F_beta Score....
[INFO] 2021-05-08 11:26:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 11:26:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 11:26:52 > Calculate Accuracies....
[INFO] 2021-05-08 11:27:34 > Calculate Accuracies....
[INFO] 2021-05-08 11:28:14 > F_8 score (Step: 366000, Using valid images): 0.9707900895220462
[INFO] 2021-05-08 11:28:14 > F_1/8 score (Step: 366000, Using valid images): 0.9745057850394512
[INFO] 2021-05-08 11:28:14 > FID score (Step: 366000, Using valid moments): 14.696513186715265
[INFO] 2021-05-08 11:28:14 > Inception score (Step: 366000, 50000 generated images): 60.86479568481445
[INFO] 2021-05-08 11:28:14 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 11:28:42 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 11:31:22 > Step: 366100 Progress: 73.2% Elapsed: 2 days, 8:46:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.10391 Generator_loss: 5.88817
[INFO] 2021-05-08 11:34:02 > Step: 366200 Progress: 73.2% Elapsed: 2 days, 8:49:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.07514 Generator_loss: 7.0029
[INFO] 2021-05-08 11:36:41 > Step: 366300 Progress: 73.3% Elapsed: 2 days, 8:51:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.97492 Generator_loss: 7.11832
[INFO] 2021-05-08 11:39:21 > Step: 366400 Progress: 73.3% Elapsed: 2 days, 8:54:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00783 Generator_loss: 6.61776
[INFO] 2021-05-08 11:42:01 > Step: 366500 Progress: 73.3% Elapsed: 2 days, 8:57:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.03604 Generator_loss: 6.57318
[INFO] 2021-05-08 11:44:41 > Step: 366600 Progress: 73.3% Elapsed: 2 days, 8:59:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.02488 Generator_loss: 5.94278
[INFO] 2021-05-08 11:47:21 > Step: 366700 Progress: 73.3% Elapsed: 2 days, 9:02:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.02547 Generator_loss: 6.36607
[INFO] 2021-05-08 11:50:01 > Step: 366800 Progress: 73.4% Elapsed: 2 days, 9:05:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.01189 Generator_loss: 6.15592
[INFO] 2021-05-08 11:52:41 > Step: 366900 Progress: 73.4% Elapsed: 2 days, 9:07:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.04846 Generator_loss: 6.84121
[INFO] 2021-05-08 11:55:21 > Step: 367000 Progress: 73.4% Elapsed: 2 days, 9:10:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.02049 Generator_loss: 7.06066
[INFO] 2021-05-08 11:58:01 > Step: 367100 Progress: 73.4% Elapsed: 2 days, 9:13:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.05533 Generator_loss: 5.91896
[INFO] 2021-05-08 12:00:41 > Step: 367200 Progress: 73.4% Elapsed: 2 days, 9:15:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.0527 Generator_loss: 6.53065
[INFO] 2021-05-08 12:03:21 > Step: 367300 Progress: 73.5% Elapsed: 2 days, 9:18:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.09824 Generator_loss: 5.85415
[INFO] 2021-05-08 12:06:01 > Step: 367400 Progress: 73.5% Elapsed: 2 days, 9:21:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.08523 Generator_loss: 6.04877
[INFO] 2021-05-08 12:08:41 > Step: 367500 Progress: 73.5% Elapsed: 2 days, 9:23:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.96913 Generator_loss: 6.67851
[INFO] 2021-05-08 12:11:21 > Step: 367600 Progress: 73.5% Elapsed: 2 days, 9:26:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.03721 Generator_loss: 5.99056
[INFO] 2021-05-08 12:14:01 > Step: 367700 Progress: 73.5% Elapsed: 2 days, 9:29:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.05366 Generator_loss: 5.88415
[INFO] 2021-05-08 12:16:42 > Step: 367800 Progress: 73.6% Elapsed: 2 days, 9:31:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.03723 Generator_loss: 7.03226
[INFO] 2021-05-08 12:19:22 > Step: 367900 Progress: 73.6% Elapsed: 2 days, 9:34:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.13477 Generator_loss: 6.01024
[INFO] 2021-05-08 12:22:02 > Step: 368000 Progress: 73.6% Elapsed: 2 days, 9:37:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.93801 Generator_loss: 6.59076
[INFO] 2021-05-08 12:22:02 > Start Evaluation (368000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 12:22:02 > Calculating FID Score....
[INFO] 2021-05-08 12:22:50 > Calculating Inception Score....
[INFO] 2021-05-08 12:23:20 > Calculate F_beta Score....
[INFO] 2021-05-08 12:24:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 12:24:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 12:24:58 > Calculate Accuracies....
[INFO] 2021-05-08 12:25:40 > Calculate Accuracies....
[INFO] 2021-05-08 12:26:21 > F_8 score (Step: 368000, Using valid images): 0.9721592320836879
[INFO] 2021-05-08 12:26:21 > F_1/8 score (Step: 368000, Using valid images): 0.9721534659640472
[INFO] 2021-05-08 12:26:21 > FID score (Step: 368000, Using valid moments): 14.598365329960757
[INFO] 2021-05-08 12:26:21 > Inception score (Step: 368000, 50000 generated images): 61.82696533203125
[INFO] 2021-05-08 12:26:21 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 12:26:48 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 12:29:30 > Step: 368100 Progress: 73.6% Elapsed: 2 days, 9:44:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.03929 Generator_loss: 6.18153
[INFO] 2021-05-08 12:32:09 > Step: 368200 Progress: 73.6% Elapsed: 2 days, 9:47:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.00036 Generator_loss: 6.92484
[INFO] 2021-05-08 12:34:48 > Step: 368300 Progress: 73.7% Elapsed: 2 days, 9:49:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.00367 Generator_loss: 6.41519
[INFO] 2021-05-08 12:37:28 > Step: 368400 Progress: 73.7% Elapsed: 2 days, 9:52:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.00672 Generator_loss: 6.42764
[INFO] 2021-05-08 12:40:07 > Step: 368500 Progress: 73.7% Elapsed: 2 days, 9:55:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.12179 Generator_loss: 6.03812
[INFO] 2021-05-08 12:42:47 > Step: 368600 Progress: 73.7% Elapsed: 2 days, 9:57:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.0703 Generator_loss: 6.16353
[INFO] 2021-05-08 12:45:27 > Step: 368700 Progress: 73.7% Elapsed: 2 days, 10:00:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.02166 Generator_loss: 6.32499
[INFO] 2021-05-08 12:48:07 > Step: 368800 Progress: 73.8% Elapsed: 2 days, 10:03:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.01712 Generator_loss: 6.58929
[INFO] 2021-05-08 12:50:46 > Step: 368900 Progress: 73.8% Elapsed: 2 days, 10:05:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.03582 Generator_loss: 6.38474
[INFO] 2021-05-08 12:53:26 > Step: 369000 Progress: 73.8% Elapsed: 2 days, 10:08:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.25046 Generator_loss: 5.97
[INFO] 2021-05-08 12:56:05 > Step: 369100 Progress: 73.8% Elapsed: 2 days, 10:11:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.10793 Generator_loss: 6.22349
[INFO] 2021-05-08 12:58:44 > Step: 369200 Progress: 73.8% Elapsed: 2 days, 10:13:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.02859 Generator_loss: 6.87109
[INFO] 2021-05-08 13:01:24 > Step: 369300 Progress: 73.9% Elapsed: 2 days, 10:16:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.40585 Generator_loss: 5.84484
[INFO] 2021-05-08 13:04:03 > Step: 369400 Progress: 73.9% Elapsed: 2 days, 10:19:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.08596 Generator_loss: 6.81998
[INFO] 2021-05-08 13:06:43 > Step: 369500 Progress: 73.9% Elapsed: 2 days, 10:21:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.03053 Generator_loss: 6.38269
[INFO] 2021-05-08 13:09:23 > Step: 369600 Progress: 73.9% Elapsed: 2 days, 10:24:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.95616 Generator_loss: 6.8058
[INFO] 2021-05-08 13:12:02 > Step: 369700 Progress: 73.9% Elapsed: 2 days, 10:27:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.00856 Generator_loss: 6.92247
[INFO] 2021-05-08 13:14:42 > Step: 369800 Progress: 74.0% Elapsed: 2 days, 10:29:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.02179 Generator_loss: 7.08312
[INFO] 2021-05-08 13:17:21 > Step: 369900 Progress: 74.0% Elapsed: 2 days, 10:32:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.03973 Generator_loss: 6.18006
[INFO] 2021-05-08 13:20:01 > Step: 370000 Progress: 74.0% Elapsed: 2 days, 10:35:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.08372 Generator_loss: 5.89207
[INFO] 2021-05-08 13:20:01 > Start Evaluation (370000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 13:20:01 > Calculating FID Score....
[INFO] 2021-05-08 13:20:49 > Calculating Inception Score....
[INFO] 2021-05-08 13:21:18 > Calculate F_beta Score....
[INFO] 2021-05-08 13:22:54 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 13:22:55 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 13:22:56 > Calculate Accuracies....
[INFO] 2021-05-08 13:23:38 > Calculate Accuracies....
[INFO] 2021-05-08 13:24:19 > F_8 score (Step: 370000, Using valid images): 0.9723559792722045
[INFO] 2021-05-08 13:24:19 > F_1/8 score (Step: 370000, Using valid images): 0.9731118828442391
[INFO] 2021-05-08 13:24:19 > FID score (Step: 370000, Using valid moments): 14.709034680122897
[INFO] 2021-05-08 13:24:19 > Inception score (Step: 370000, 50000 generated images): 60.57497024536133
[INFO] 2021-05-08 13:24:19 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 13:24:46 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 13:27:26 > Step: 370100 Progress: 74.0% Elapsed: 2 days, 10:42:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.0247 Generator_loss: 6.6023
[INFO] 2021-05-08 13:30:05 > Step: 370200 Progress: 74.0% Elapsed: 2 days, 10:45:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.10913 Generator_loss: 6.22532
[INFO] 2021-05-08 13:32:45 > Step: 370300 Progress: 74.1% Elapsed: 2 days, 10:47:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.03567 Generator_loss: 6.24093
[INFO] 2021-05-08 13:35:25 > Step: 370400 Progress: 74.1% Elapsed: 2 days, 10:50:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.06225 Generator_loss: 6.00196
[INFO] 2021-05-08 13:38:04 > Step: 370500 Progress: 74.1% Elapsed: 2 days, 10:53:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.07112 Generator_loss: 6.27056
[INFO] 2021-05-08 13:40:45 > Step: 370600 Progress: 74.1% Elapsed: 2 days, 10:55:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.95037 Generator_loss: 6.51491
[INFO] 2021-05-08 13:43:25 > Step: 370700 Progress: 74.1% Elapsed: 2 days, 10:58:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.07329 Generator_loss: 7.21107
[INFO] 2021-05-08 13:46:06 > Step: 370800 Progress: 74.2% Elapsed: 2 days, 11:01:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.06901 Generator_loss: 5.6704
[INFO] 2021-05-08 13:48:45 > Step: 370900 Progress: 74.2% Elapsed: 2 days, 11:03:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.23923 Generator_loss: 5.27418
[INFO] 2021-05-08 13:51:25 > Step: 371000 Progress: 74.2% Elapsed: 2 days, 11:06:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.52726 Generator_loss: 5.37738
[INFO] 2021-05-08 13:54:04 > Step: 371100 Progress: 74.2% Elapsed: 2 days, 11:09:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.26675 Generator_loss: 5.70054
[INFO] 2021-05-08 13:56:44 > Step: 371200 Progress: 74.2% Elapsed: 2 days, 11:11:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.03175 Generator_loss: 6.54317
[INFO] 2021-05-08 13:59:23 > Step: 371300 Progress: 74.3% Elapsed: 2 days, 11:14:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.05479 Generator_loss: 7.01534
[INFO] 2021-05-08 14:02:03 > Step: 371400 Progress: 74.3% Elapsed: 2 days, 11:17:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.99272 Generator_loss: 6.1495
[INFO] 2021-05-08 14:04:42 > Step: 371500 Progress: 74.3% Elapsed: 2 days, 11:19:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.05881 Generator_loss: 6.55641
[INFO] 2021-05-08 14:07:22 > Step: 371600 Progress: 74.3% Elapsed: 2 days, 11:22:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00478 Generator_loss: 6.57624
[INFO] 2021-05-08 14:10:02 > Step: 371700 Progress: 74.3% Elapsed: 2 days, 11:25:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.01333 Generator_loss: 6.49722
[INFO] 2021-05-08 14:12:42 > Step: 371800 Progress: 74.4% Elapsed: 2 days, 11:27:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.98463 Generator_loss: 6.63858
[INFO] 2021-05-08 14:15:22 > Step: 371900 Progress: 74.4% Elapsed: 2 days, 11:30:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.22574 Generator_loss: 5.87956
[INFO] 2021-05-08 14:18:01 > Step: 372000 Progress: 74.4% Elapsed: 2 days, 11:33:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.05291 Generator_loss: 7.04985
[INFO] 2021-05-08 14:18:01 > Start Evaluation (372000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 14:18:01 > Calculating FID Score....
[INFO] 2021-05-08 14:18:49 > Calculating Inception Score....
[INFO] 2021-05-08 14:19:19 > Calculate F_beta Score....
[INFO] 2021-05-08 14:20:55 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 14:20:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 14:20:57 > Calculate Accuracies....
[INFO] 2021-05-08 14:21:39 > Calculate Accuracies....
[INFO] 2021-05-08 14:22:19 > F_8 score (Step: 372000, Using valid images): 0.9728709392248974
[INFO] 2021-05-08 14:22:19 > F_1/8 score (Step: 372000, Using valid images): 0.974062083905451
[INFO] 2021-05-08 14:22:19 > FID score (Step: 372000, Using valid moments): 14.64952363786648
[INFO] 2021-05-08 14:22:19 > Inception score (Step: 372000, 50000 generated images): 61.21231460571289
[INFO] 2021-05-08 14:22:19 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 14:22:45 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 14:25:25 > Step: 372100 Progress: 74.4% Elapsed: 2 days, 11:40:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.94979 Generator_loss: 6.58785
[INFO] 2021-05-08 14:28:05 > Step: 372200 Progress: 74.4% Elapsed: 2 days, 11:43:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.03423 Generator_loss: 5.86745
[INFO] 2021-05-08 14:30:45 > Step: 372300 Progress: 74.5% Elapsed: 2 days, 11:45:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.24143 Generator_loss: 5.73494
[INFO] 2021-05-08 14:33:24 > Step: 372400 Progress: 74.5% Elapsed: 2 days, 11:48:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.04631 Generator_loss: 6.3929
[INFO] 2021-05-08 14:36:04 > Step: 372500 Progress: 74.5% Elapsed: 2 days, 11:51:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.21753 Generator_loss: 7.57212
[INFO] 2021-05-08 14:38:44 > Step: 372600 Progress: 74.5% Elapsed: 2 days, 11:53:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.01388 Generator_loss: 7.01136
[INFO] 2021-05-08 14:41:24 > Step: 372700 Progress: 74.5% Elapsed: 2 days, 11:56:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.10608 Generator_loss: 6.42062
[INFO] 2021-05-08 14:44:02 > Step: 372800 Progress: 74.6% Elapsed: 2 days, 11:59:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.0502 Generator_loss: 5.99513
[INFO] 2021-05-08 14:46:42 > Step: 372900 Progress: 74.6% Elapsed: 2 days, 12:01:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.07527 Generator_loss: 6.85031
[INFO] 2021-05-08 14:49:22 > Step: 373000 Progress: 74.6% Elapsed: 2 days, 12:04:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.01254 Generator_loss: 6.77475
[INFO] 2021-05-08 14:52:02 > Step: 373100 Progress: 74.6% Elapsed: 2 days, 12:07:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.98621 Generator_loss: 6.44707
[INFO] 2021-05-08 14:54:44 > Step: 373200 Progress: 74.6% Elapsed: 2 days, 12:09:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.08013 Generator_loss: 7.07474
[INFO] 2021-05-08 14:57:24 > Step: 373300 Progress: 74.7% Elapsed: 2 days, 12:12:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.04563 Generator_loss: 6.00232
[INFO] 2021-05-08 15:00:04 > Step: 373400 Progress: 74.7% Elapsed: 2 days, 12:15:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.05301 Generator_loss: 6.26614
[INFO] 2021-05-08 15:02:44 > Step: 373500 Progress: 74.7% Elapsed: 2 days, 12:17:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.09948 Generator_loss: 6.31176
[INFO] 2021-05-08 15:05:23 > Step: 373600 Progress: 74.7% Elapsed: 2 days, 12:20:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.98526 Generator_loss: 6.77887
[INFO] 2021-05-08 15:08:03 > Step: 373700 Progress: 74.7% Elapsed: 2 days, 12:23:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.03926 Generator_loss: 6.29451
[INFO] 2021-05-08 15:10:42 > Step: 373800 Progress: 74.8% Elapsed: 2 days, 12:25:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.31723 Generator_loss: 5.25803
[INFO] 2021-05-08 15:13:22 > Step: 373900 Progress: 74.8% Elapsed: 2 days, 12:28:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.07646 Generator_loss: 7.09515
[INFO] 2021-05-08 15:16:02 > Step: 374000 Progress: 74.8% Elapsed: 2 days, 12:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.03142 Generator_loss: 6.4833
[INFO] 2021-05-08 15:16:02 > Start Evaluation (374000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 15:16:02 > Calculating FID Score....
[INFO] 2021-05-08 15:16:50 > Calculating Inception Score....
[INFO] 2021-05-08 15:17:20 > Calculate F_beta Score....
[INFO] 2021-05-08 15:19:02 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 15:19:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 15:19:04 > Calculate Accuracies....
[INFO] 2021-05-08 15:19:46 > Calculate Accuracies....
[INFO] 2021-05-08 15:20:26 > F_8 score (Step: 374000, Using valid images): 0.9742647072966086
[INFO] 2021-05-08 15:20:26 > F_1/8 score (Step: 374000, Using valid images): 0.9758676924282117
[INFO] 2021-05-08 15:20:26 > FID score (Step: 374000, Using valid moments): 14.685961814555355
[INFO] 2021-05-08 15:20:26 > Inception score (Step: 374000, 50000 generated images): 61.009647369384766
[INFO] 2021-05-08 15:20:26 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 15:20:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 15:23:33 > Step: 374100 Progress: 74.8% Elapsed: 2 days, 12:38:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.01843 Generator_loss: 6.33217
[INFO] 2021-05-08 15:26:12 > Step: 374200 Progress: 74.8% Elapsed: 2 days, 12:41:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.06237 Generator_loss: 6.55408
[INFO] 2021-05-08 15:28:52 > Step: 374300 Progress: 74.9% Elapsed: 2 days, 12:44:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.99615 Generator_loss: 6.23517
[INFO] 2021-05-08 15:31:32 > Step: 374400 Progress: 74.9% Elapsed: 2 days, 12:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.11676 Generator_loss: 6.12149
[INFO] 2021-05-08 15:34:11 > Step: 374500 Progress: 74.9% Elapsed: 2 days, 12:49:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.04717 Generator_loss: 6.30759
[INFO] 2021-05-08 15:36:52 > Step: 374600 Progress: 74.9% Elapsed: 2 days, 12:52:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.11676 Generator_loss: 5.90681
[INFO] 2021-05-08 15:39:32 > Step: 374700 Progress: 74.9% Elapsed: 2 days, 12:54:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.03597 Generator_loss: 6.81479
[INFO] 2021-05-08 15:42:11 > Step: 374800 Progress: 75.0% Elapsed: 2 days, 12:57:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.0687 Generator_loss: 7.31577
[INFO] 2021-05-08 15:44:51 > Step: 374900 Progress: 75.0% Elapsed: 2 days, 13:00:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.99418 Generator_loss: 6.47975
[INFO] 2021-05-08 15:47:30 > Step: 375000 Progress: 75.0% Elapsed: 2 days, 13:02:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.14143 Generator_loss: 7.31091
[INFO] 2021-05-08 15:50:10 > Step: 375100 Progress: 75.0% Elapsed: 2 days, 13:05:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.0314 Generator_loss: 6.36258
[INFO] 2021-05-08 15:52:49 > Step: 375200 Progress: 75.0% Elapsed: 2 days, 13:07:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.09964 Generator_loss: 6.66276
[INFO] 2021-05-08 15:55:28 > Step: 375300 Progress: 75.1% Elapsed: 2 days, 13:10:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.15898 Generator_loss: 5.81236
[INFO] 2021-05-08 15:58:07 > Step: 375400 Progress: 75.1% Elapsed: 2 days, 13:13:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.02746 Generator_loss: 6.59074
[INFO] 2021-05-08 16:00:47 > Step: 375500 Progress: 75.1% Elapsed: 2 days, 13:15:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.99726 Generator_loss: 6.78024
[INFO] 2021-05-08 16:03:27 > Step: 375600 Progress: 75.1% Elapsed: 2 days, 13:18:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.01887 Generator_loss: 6.79972
[INFO] 2021-05-08 16:06:08 > Step: 375700 Progress: 75.1% Elapsed: 2 days, 13:21:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.00479 Generator_loss: 6.94759
[INFO] 2021-05-08 16:08:48 > Step: 375800 Progress: 75.2% Elapsed: 2 days, 13:23:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.09179 Generator_loss: 5.76972
[INFO] 2021-05-08 16:11:27 > Step: 375900 Progress: 75.2% Elapsed: 2 days, 13:26:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.01011 Generator_loss: 6.81775
[INFO] 2021-05-08 16:14:07 > Step: 376000 Progress: 75.2% Elapsed: 2 days, 13:29:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.1329 Generator_loss: 7.16599
[INFO] 2021-05-08 16:14:07 > Start Evaluation (376000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 16:14:07 > Calculating FID Score....
[INFO] 2021-05-08 16:14:55 > Calculating Inception Score....
[INFO] 2021-05-08 16:15:24 > Calculate F_beta Score....
[INFO] 2021-05-08 16:17:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 16:17:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 16:17:01 > Calculate Accuracies....
[INFO] 2021-05-08 16:17:43 > Calculate Accuracies....
[INFO] 2021-05-08 16:18:23 > F_8 score (Step: 376000, Using valid images): 0.9720619112201576
[INFO] 2021-05-08 16:18:23 > F_1/8 score (Step: 376000, Using valid images): 0.9731291552232606
[INFO] 2021-05-08 16:18:23 > FID score (Step: 376000, Using valid moments): 14.707358817414274
[INFO] 2021-05-08 16:18:23 > Inception score (Step: 376000, 50000 generated images): 60.75666809082031
[INFO] 2021-05-08 16:18:23 > Best FID score (Step: 346000, Using valid moments): 14.592703284423521
[INFO] 2021-05-08 16:18:50 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 16:21:30 > Step: 376100 Progress: 75.2% Elapsed: 2 days, 13:36:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.04709 Generator_loss: 5.96237
[INFO] 2021-05-08 16:24:10 > Step: 376200 Progress: 75.2% Elapsed: 2 days, 13:39:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.98792 Generator_loss: 6.37933
[INFO] 2021-05-08 16:26:50 > Step: 376300 Progress: 75.3% Elapsed: 2 days, 13:42:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.12089 Generator_loss: 7.42025
[INFO] 2021-05-08 16:29:31 > Step: 376400 Progress: 75.3% Elapsed: 2 days, 13:44:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.02588 Generator_loss: 6.7092
[INFO] 2021-05-08 16:32:11 > Step: 376500 Progress: 75.3% Elapsed: 2 days, 13:47:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.02311 Generator_loss: 6.02756
[INFO] 2021-05-08 16:34:51 > Step: 376600 Progress: 75.3% Elapsed: 2 days, 13:50:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.00296 Generator_loss: 6.91995
[INFO] 2021-05-08 16:37:31 > Step: 376700 Progress: 75.3% Elapsed: 2 days, 13:52:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.01097 Generator_loss: 6.20721
[INFO] 2021-05-08 16:40:11 > Step: 376800 Progress: 75.4% Elapsed: 2 days, 13:55:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.01738 Generator_loss: 6.21744
[INFO] 2021-05-08 16:42:51 > Step: 376900 Progress: 75.4% Elapsed: 2 days, 13:58:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.98316 Generator_loss: 6.62759
[INFO] 2021-05-08 16:45:30 > Step: 377000 Progress: 75.4% Elapsed: 2 days, 14:00:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.96792 Generator_loss: 7.1247
[INFO] 2021-05-08 16:48:10 > Step: 377100 Progress: 75.4% Elapsed: 2 days, 14:03:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.03057 Generator_loss: 6.11169
[INFO] 2021-05-08 16:50:49 > Step: 377200 Progress: 75.4% Elapsed: 2 days, 14:05:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.96852 Generator_loss: 6.60711
[INFO] 2021-05-08 16:53:28 > Step: 377300 Progress: 75.5% Elapsed: 2 days, 14:08:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.02011 Generator_loss: 7.00075
[INFO] 2021-05-08 16:56:08 > Step: 377400 Progress: 75.5% Elapsed: 2 days, 14:11:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.00117 Generator_loss: 6.72231
[INFO] 2021-05-08 16:58:47 > Step: 377500 Progress: 75.5% Elapsed: 2 days, 14:13:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.02705 Generator_loss: 6.70231
[INFO] 2021-05-08 17:01:27 > Step: 377600 Progress: 75.5% Elapsed: 2 days, 14:16:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.98766 Generator_loss: 6.51885
[INFO] 2021-05-08 17:04:07 > Step: 377700 Progress: 75.5% Elapsed: 2 days, 14:19:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.9772 Generator_loss: 6.32256
[INFO] 2021-05-08 17:06:47 > Step: 377800 Progress: 75.6% Elapsed: 2 days, 14:21:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.11726 Generator_loss: 6.22229
[INFO] 2021-05-08 17:09:27 > Step: 377900 Progress: 75.6% Elapsed: 2 days, 14:24:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.15949 Generator_loss: 6.31628
[INFO] 2021-05-08 17:12:07 > Step: 378000 Progress: 75.6% Elapsed: 2 days, 14:27:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.02248 Generator_loss: 6.38104
[INFO] 2021-05-08 17:12:07 > Start Evaluation (378000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 17:12:07 > Calculating FID Score....
[INFO] 2021-05-08 17:12:55 > Calculating Inception Score....
[INFO] 2021-05-08 17:13:25 > Calculate F_beta Score....
[INFO] 2021-05-08 17:15:00 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 17:15:01 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 17:15:01 > Calculate Accuracies....
[INFO] 2021-05-08 17:15:43 > Calculate Accuracies....
[INFO] 2021-05-08 17:16:24 > F_8 score (Step: 378000, Using valid images): 0.9725316280597076
[INFO] 2021-05-08 17:16:24 > F_1/8 score (Step: 378000, Using valid images): 0.9725131527497971
[INFO] 2021-05-08 17:16:24 > FID score (Step: 378000, Using valid moments): 14.517191585468652
[INFO] 2021-05-08 17:16:24 > Inception score (Step: 378000, 50000 generated images): 61.255794525146484
[INFO] 2021-05-08 17:16:24 > Best FID score (Step: 378000, Using valid moments): 14.517191585468652
[INFO] 2021-05-08 17:17:16 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 17:19:57 > Step: 378100 Progress: 75.6% Elapsed: 2 days, 14:35:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.07922 Generator_loss: 6.50923
[INFO] 2021-05-08 17:22:39 > Step: 378200 Progress: 75.6% Elapsed: 2 days, 14:37:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.98436 Generator_loss: 6.32787
[INFO] 2021-05-08 17:25:19 > Step: 378300 Progress: 75.7% Elapsed: 2 days, 14:40:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.93284 Generator_loss: 6.85651
[INFO] 2021-05-08 17:27:59 > Step: 378400 Progress: 75.7% Elapsed: 2 days, 14:43:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05503 Generator_loss: 6.6603
[INFO] 2021-05-08 17:30:39 > Step: 378500 Progress: 75.7% Elapsed: 2 days, 14:45:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.03696 Generator_loss: 6.68808
[INFO] 2021-05-08 17:33:19 > Step: 378600 Progress: 75.7% Elapsed: 2 days, 14:48:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.03667 Generator_loss: 7.16791
[INFO] 2021-05-08 17:35:58 > Step: 378700 Progress: 75.7% Elapsed: 2 days, 14:51:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.1274 Generator_loss: 5.37018
[INFO] 2021-05-08 17:38:38 > Step: 378800 Progress: 75.8% Elapsed: 2 days, 14:53:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.02288 Generator_loss: 6.7694
[INFO] 2021-05-08 17:41:18 > Step: 378900 Progress: 75.8% Elapsed: 2 days, 14:56:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.03952 Generator_loss: 6.8498
[INFO] 2021-05-08 17:43:57 > Step: 379000 Progress: 75.8% Elapsed: 2 days, 14:59:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.29508 Generator_loss: 7.24465
[INFO] 2021-05-08 17:46:37 > Step: 379100 Progress: 75.8% Elapsed: 2 days, 15:01:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.97756 Generator_loss: 6.62018
[INFO] 2021-05-08 17:49:17 > Step: 379200 Progress: 75.8% Elapsed: 2 days, 15:04:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.11862 Generator_loss: 6.09963
[INFO] 2021-05-08 17:51:57 > Step: 379300 Progress: 75.9% Elapsed: 2 days, 15:07:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.06472 Generator_loss: 6.598
[INFO] 2021-05-08 17:54:37 > Step: 379400 Progress: 75.9% Elapsed: 2 days, 15:09:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.03372 Generator_loss: 6.27059
[INFO] 2021-05-08 17:57:18 > Step: 379500 Progress: 75.9% Elapsed: 2 days, 15:12:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.18379 Generator_loss: 5.74871
[INFO] 2021-05-08 17:59:57 > Step: 379600 Progress: 75.9% Elapsed: 2 days, 15:15:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.03588 Generator_loss: 6.00741
[INFO] 2021-05-08 18:02:37 > Step: 379700 Progress: 75.9% Elapsed: 2 days, 15:17:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.0039 Generator_loss: 6.7464
[INFO] 2021-05-08 18:05:17 > Step: 379800 Progress: 76.0% Elapsed: 2 days, 15:20:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.97435 Generator_loss: 6.45039
[INFO] 2021-05-08 18:07:57 > Step: 379900 Progress: 76.0% Elapsed: 2 days, 15:23:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.08017 Generator_loss: 7.32505
[INFO] 2021-05-08 18:10:37 > Step: 380000 Progress: 76.0% Elapsed: 2 days, 15:25:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.97295 Generator_loss: 6.88006
[INFO] 2021-05-08 18:10:37 > Start Evaluation (380000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 18:10:37 > Calculating FID Score....
[INFO] 2021-05-08 18:11:25 > Calculating Inception Score....
[INFO] 2021-05-08 18:11:54 > Calculate F_beta Score....
[INFO] 2021-05-08 18:13:30 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 18:13:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 18:13:32 > Calculate Accuracies....
[INFO] 2021-05-08 18:14:14 > Calculate Accuracies....
[INFO] 2021-05-08 18:14:55 > F_8 score (Step: 380000, Using valid images): 0.9769556276463737
[INFO] 2021-05-08 18:14:55 > F_1/8 score (Step: 380000, Using valid images): 0.9719589553842578
[INFO] 2021-05-08 18:14:55 > FID score (Step: 380000, Using valid moments): 14.4876307237937
[INFO] 2021-05-08 18:14:55 > Inception score (Step: 380000, 50000 generated images): 60.97265625
[INFO] 2021-05-08 18:14:55 > Best FID score (Step: 380000, Using valid moments): 14.4876307237937
[INFO] 2021-05-08 18:15:47 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 18:18:27 > Step: 380100 Progress: 76.0% Elapsed: 2 days, 15:33:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.04548 Generator_loss: 6.25463
[INFO] 2021-05-08 18:21:07 > Step: 380200 Progress: 76.0% Elapsed: 2 days, 15:36:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.11714 Generator_loss: 5.72486
[INFO] 2021-05-08 18:23:47 > Step: 380300 Progress: 76.1% Elapsed: 2 days, 15:38:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.08306 Generator_loss: 7.24621
[INFO] 2021-05-08 18:26:27 > Step: 380400 Progress: 76.1% Elapsed: 2 days, 15:41:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.91846 Generator_loss: 6.90303
[INFO] 2021-05-08 18:29:08 > Step: 380500 Progress: 76.1% Elapsed: 2 days, 15:44:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.02254 Generator_loss: 6.75468
[INFO] 2021-05-08 18:31:48 > Step: 380600 Progress: 76.1% Elapsed: 2 days, 15:46:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.15712 Generator_loss: 5.90445
[INFO] 2021-05-08 18:34:29 > Step: 380700 Progress: 76.1% Elapsed: 2 days, 15:49:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.98367 Generator_loss: 6.96323
[INFO] 2021-05-08 18:37:10 > Step: 380800 Progress: 76.2% Elapsed: 2 days, 15:52:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.04301 Generator_loss: 7.25733
[INFO] 2021-05-08 18:39:50 > Step: 380900 Progress: 76.2% Elapsed: 2 days, 15:55:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.03513 Generator_loss: 7.07189
[INFO] 2021-05-08 18:42:31 > Step: 381000 Progress: 76.2% Elapsed: 2 days, 15:57:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.05834 Generator_loss: 7.29714
[INFO] 2021-05-08 18:45:11 > Step: 381100 Progress: 76.2% Elapsed: 2 days, 16:00:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.97269 Generator_loss: 6.2372
[INFO] 2021-05-08 18:47:52 > Step: 381200 Progress: 76.2% Elapsed: 2 days, 16:03:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.06491 Generator_loss: 6.02016
[INFO] 2021-05-08 18:50:32 > Step: 381300 Progress: 76.3% Elapsed: 2 days, 16:05:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.01408 Generator_loss: 6.39694
[INFO] 2021-05-08 18:53:13 > Step: 381400 Progress: 76.3% Elapsed: 2 days, 16:08:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.94779 Generator_loss: 6.18062
[INFO] 2021-05-08 18:55:53 > Step: 381500 Progress: 76.3% Elapsed: 2 days, 16:11:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.07281 Generator_loss: 6.40197
[INFO] 2021-05-08 18:58:33 > Step: 381600 Progress: 76.3% Elapsed: 2 days, 16:13:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.02496 Generator_loss: 6.05733
[INFO] 2021-05-08 19:01:13 > Step: 381700 Progress: 76.3% Elapsed: 2 days, 16:16:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.99107 Generator_loss: 7.08521
[INFO] 2021-05-08 19:03:53 > Step: 381800 Progress: 76.4% Elapsed: 2 days, 16:19:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.02947 Generator_loss: 7.06189
[INFO] 2021-05-08 19:06:32 > Step: 381900 Progress: 76.4% Elapsed: 2 days, 16:21:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.20751 Generator_loss: 6.11437
[INFO] 2021-05-08 19:09:13 > Step: 382000 Progress: 76.4% Elapsed: 2 days, 16:24:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.03182 Generator_loss: 7.16577
[INFO] 2021-05-08 19:09:13 > Start Evaluation (382000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 19:09:13 > Calculating FID Score....
[INFO] 2021-05-08 19:10:01 > Calculating Inception Score....
[INFO] 2021-05-08 19:10:30 > Calculate F_beta Score....
[INFO] 2021-05-08 19:12:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 19:12:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 19:12:07 > Calculate Accuracies....
[INFO] 2021-05-08 19:12:50 > Calculate Accuracies....
[INFO] 2021-05-08 19:13:30 > F_8 score (Step: 382000, Using valid images): 0.9745881998546473
[INFO] 2021-05-08 19:13:30 > F_1/8 score (Step: 382000, Using valid images): 0.9725631576804581
[INFO] 2021-05-08 19:13:30 > FID score (Step: 382000, Using valid moments): 14.464678877614631
[INFO] 2021-05-08 19:13:30 > Inception score (Step: 382000, 50000 generated images): 61.21467971801758
[INFO] 2021-05-08 19:13:30 > Best FID score (Step: 382000, Using valid moments): 14.464678877614631
[INFO] 2021-05-08 19:14:23 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 19:17:03 > Step: 382100 Progress: 76.4% Elapsed: 2 days, 16:32:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.97459 Generator_loss: 6.27758
[INFO] 2021-05-08 19:19:43 > Step: 382200 Progress: 76.4% Elapsed: 2 days, 16:34:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.02655 Generator_loss: 6.46686
[INFO] 2021-05-08 19:22:23 > Step: 382300 Progress: 76.5% Elapsed: 2 days, 16:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.01866 Generator_loss: 6.6755
[INFO] 2021-05-08 19:25:03 > Step: 382400 Progress: 76.5% Elapsed: 2 days, 16:40:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.93665 Generator_loss: 6.85147
[INFO] 2021-05-08 19:27:43 > Step: 382500 Progress: 76.5% Elapsed: 2 days, 16:42:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.03129 Generator_loss: 6.66871
[INFO] 2021-05-08 19:30:24 > Step: 382600 Progress: 76.5% Elapsed: 2 days, 16:45:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.03918 Generator_loss: 6.50913
[INFO] 2021-05-08 19:33:04 > Step: 382700 Progress: 76.5% Elapsed: 2 days, 16:48:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.99535 Generator_loss: 6.6478
[INFO] 2021-05-08 19:35:43 > Step: 382800 Progress: 76.6% Elapsed: 2 days, 16:50:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.04183 Generator_loss: 6.18945
[INFO] 2021-05-08 19:38:23 > Step: 382900 Progress: 76.6% Elapsed: 2 days, 16:53:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.02133 Generator_loss: 6.40675
[INFO] 2021-05-08 19:41:03 > Step: 383000 Progress: 76.6% Elapsed: 2 days, 16:56:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.97488 Generator_loss: 6.76931
[INFO] 2021-05-08 19:43:43 > Step: 383100 Progress: 76.6% Elapsed: 2 days, 16:58:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.03375 Generator_loss: 6.6122
[INFO] 2021-05-08 19:46:25 > Step: 383200 Progress: 76.6% Elapsed: 2 days, 17:01:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.0145 Generator_loss: 6.48654
[INFO] 2021-05-08 19:49:05 > Step: 383300 Progress: 76.7% Elapsed: 2 days, 17:04:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.04656 Generator_loss: 6.58749
[INFO] 2021-05-08 19:51:46 > Step: 383400 Progress: 76.7% Elapsed: 2 days, 17:06:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.0674 Generator_loss: 6.30592
[INFO] 2021-05-08 19:54:25 > Step: 383500 Progress: 76.7% Elapsed: 2 days, 17:09:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.00333 Generator_loss: 7.06511
[INFO] 2021-05-08 19:57:05 > Step: 383600 Progress: 76.7% Elapsed: 2 days, 17:12:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.08389 Generator_loss: 5.86453
[INFO] 2021-05-08 19:59:45 > Step: 383700 Progress: 76.7% Elapsed: 2 days, 17:14:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.01321 Generator_loss: 6.19878
[INFO] 2021-05-08 20:02:24 > Step: 383800 Progress: 76.8% Elapsed: 2 days, 17:17:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.09601 Generator_loss: 6.25616
[INFO] 2021-05-08 20:05:04 > Step: 383900 Progress: 76.8% Elapsed: 2 days, 17:20:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.20601 Generator_loss: 7.32236
[INFO] 2021-05-08 20:07:43 > Step: 384000 Progress: 76.8% Elapsed: 2 days, 17:22:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.00087 Generator_loss: 6.82596
[INFO] 2021-05-08 20:07:43 > Start Evaluation (384000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 20:07:43 > Calculating FID Score....
[INFO] 2021-05-08 20:08:31 > Calculating Inception Score....
[INFO] 2021-05-08 20:09:00 > Calculate F_beta Score....
[INFO] 2021-05-08 20:10:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 20:10:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 20:10:41 > Calculate Accuracies....
[INFO] 2021-05-08 20:11:22 > Calculate Accuracies....
[INFO] 2021-05-08 20:12:03 > F_8 score (Step: 384000, Using valid images): 0.9790444752838746
[INFO] 2021-05-08 20:12:03 > F_1/8 score (Step: 384000, Using valid images): 0.9758499602975974
[INFO] 2021-05-08 20:12:03 > FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-08 20:12:03 > Inception score (Step: 384000, 50000 generated images): 61.78968048095703
[INFO] 2021-05-08 20:12:03 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-08 20:12:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 20:15:37 > Step: 384100 Progress: 76.8% Elapsed: 2 days, 17:30:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.00851 Generator_loss: 6.6457
[INFO] 2021-05-08 20:18:17 > Step: 384200 Progress: 76.8% Elapsed: 2 days, 17:33:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.08073 Generator_loss: 6.43266
[INFO] 2021-05-08 20:20:57 > Step: 384300 Progress: 76.9% Elapsed: 2 days, 17:36:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.05213 Generator_loss: 6.14273
[INFO] 2021-05-08 20:23:37 > Step: 384400 Progress: 76.9% Elapsed: 2 days, 17:38:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.05868 Generator_loss: 6.57802
[INFO] 2021-05-08 20:26:16 > Step: 384500 Progress: 76.9% Elapsed: 2 days, 17:41:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.9926 Generator_loss: 6.412
[INFO] 2021-05-08 20:28:56 > Step: 384600 Progress: 76.9% Elapsed: 2 days, 17:44:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.08588 Generator_loss: 5.90732
[INFO] 2021-05-08 20:31:35 > Step: 384700 Progress: 76.9% Elapsed: 2 days, 17:46:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.95169 Generator_loss: 6.58227
[INFO] 2021-05-08 20:34:15 > Step: 384800 Progress: 77.0% Elapsed: 2 days, 17:49:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.0555 Generator_loss: 6.64615
[INFO] 2021-05-08 20:36:55 > Step: 384900 Progress: 77.0% Elapsed: 2 days, 17:52:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.96989 Generator_loss: 6.30071
[INFO] 2021-05-08 20:39:35 > Step: 385000 Progress: 77.0% Elapsed: 2 days, 17:54:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.08194 Generator_loss: 6.24899
[INFO] 2021-05-08 20:42:14 > Step: 385100 Progress: 77.0% Elapsed: 2 days, 17:57:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.14874 Generator_loss: 6.00537
[INFO] 2021-05-08 20:44:54 > Step: 385200 Progress: 77.0% Elapsed: 2 days, 18:00:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.03308 Generator_loss: 6.32222
[INFO] 2021-05-08 20:47:34 > Step: 385300 Progress: 77.1% Elapsed: 2 days, 18:02:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.13605 Generator_loss: 6.5166
[INFO] 2021-05-08 20:50:14 > Step: 385400 Progress: 77.1% Elapsed: 2 days, 18:05:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.02773 Generator_loss: 6.54092
[INFO] 2021-05-08 20:52:54 > Step: 385500 Progress: 77.1% Elapsed: 2 days, 18:08:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.03554 Generator_loss: 7.00949
[INFO] 2021-05-08 20:55:34 > Step: 385600 Progress: 77.1% Elapsed: 2 days, 18:10:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.17664 Generator_loss: 5.75892
[INFO] 2021-05-08 20:58:16 > Step: 385700 Progress: 77.1% Elapsed: 2 days, 18:13:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.96917 Generator_loss: 6.17846
[INFO] 2021-05-08 21:00:56 > Step: 385800 Progress: 77.2% Elapsed: 2 days, 18:16:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.97352 Generator_loss: 6.43092
[INFO] 2021-05-08 21:03:36 > Step: 385900 Progress: 77.2% Elapsed: 2 days, 18:18:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.04343 Generator_loss: 5.95731
[INFO] 2021-05-08 21:06:16 > Step: 386000 Progress: 77.2% Elapsed: 2 days, 18:21:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.05797 Generator_loss: 6.2131
[INFO] 2021-05-08 21:06:16 > Start Evaluation (386000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 21:06:16 > Calculating FID Score....
[INFO] 2021-05-08 21:07:04 > Calculating Inception Score....
[INFO] 2021-05-08 21:07:34 > Calculate F_beta Score....
[INFO] 2021-05-08 21:09:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 21:09:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 21:09:13 > Calculate Accuracies....
[INFO] 2021-05-08 21:09:55 > Calculate Accuracies....
[INFO] 2021-05-08 21:10:35 > F_8 score (Step: 386000, Using valid images): 0.9762733386231565
[INFO] 2021-05-08 21:10:35 > F_1/8 score (Step: 386000, Using valid images): 0.971661046311939
[INFO] 2021-05-08 21:10:35 > FID score (Step: 386000, Using valid moments): 14.414503878885
[INFO] 2021-05-08 21:10:35 > Inception score (Step: 386000, 50000 generated images): 61.61750030517578
[INFO] 2021-05-08 21:10:35 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-08 21:11:01 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 21:13:42 > Step: 386100 Progress: 77.2% Elapsed: 2 days, 18:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.1211 Generator_loss: 6.85134
[INFO] 2021-05-08 21:16:22 > Step: 386200 Progress: 77.2% Elapsed: 2 days, 18:31:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.36916 Generator_loss: 6.056
[INFO] 2021-05-08 21:19:02 > Step: 386300 Progress: 77.3% Elapsed: 2 days, 18:34:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.0539 Generator_loss: 6.42502
[INFO] 2021-05-08 21:21:42 > Step: 386400 Progress: 77.3% Elapsed: 2 days, 18:36:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.13768 Generator_loss: 7.22884
[INFO] 2021-05-08 21:24:22 > Step: 386500 Progress: 77.3% Elapsed: 2 days, 18:39:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.02121 Generator_loss: 7.03527
[INFO] 2021-05-08 21:27:01 > Step: 386600 Progress: 77.3% Elapsed: 2 days, 18:42:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.96583 Generator_loss: 6.26843
[INFO] 2021-05-08 21:29:41 > Step: 386700 Progress: 77.3% Elapsed: 2 days, 18:44:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.01179 Generator_loss: 6.33998
[INFO] 2021-05-08 21:32:21 > Step: 386800 Progress: 77.4% Elapsed: 2 days, 18:47:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.07796 Generator_loss: 5.98238
[INFO] 2021-05-08 21:35:00 > Step: 386900 Progress: 77.4% Elapsed: 2 days, 18:50:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.03672 Generator_loss: 6.97637
[INFO] 2021-05-08 21:37:40 > Step: 387000 Progress: 77.4% Elapsed: 2 days, 18:52:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.09545 Generator_loss: 5.88549
[INFO] 2021-05-08 21:40:19 > Step: 387100 Progress: 77.4% Elapsed: 2 days, 18:55:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.11498 Generator_loss: 6.04477
[INFO] 2021-05-08 21:42:59 > Step: 387200 Progress: 77.4% Elapsed: 2 days, 18:58:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.00276 Generator_loss: 6.74921
[INFO] 2021-05-08 21:45:38 > Step: 387300 Progress: 77.5% Elapsed: 2 days, 19:00:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.06274 Generator_loss: 6.29618
[INFO] 2021-05-08 21:48:18 > Step: 387400 Progress: 77.5% Elapsed: 2 days, 19:03:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.131 Generator_loss: 7.2787
[INFO] 2021-05-08 21:50:58 > Step: 387500 Progress: 77.5% Elapsed: 2 days, 19:06:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.13258 Generator_loss: 6.03184
[INFO] 2021-05-08 21:53:37 > Step: 387600 Progress: 77.5% Elapsed: 2 days, 19:08:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.06167 Generator_loss: 6.09576
[INFO] 2021-05-08 21:56:17 > Step: 387700 Progress: 77.5% Elapsed: 2 days, 19:11:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.31241 Generator_loss: 5.46323
[INFO] 2021-05-08 21:58:57 > Step: 387800 Progress: 77.6% Elapsed: 2 days, 19:14:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.15574 Generator_loss: 5.36832
[INFO] 2021-05-08 22:01:36 > Step: 387900 Progress: 77.6% Elapsed: 2 days, 19:16:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.07343 Generator_loss: 6.95714
[INFO] 2021-05-08 22:04:16 > Step: 388000 Progress: 77.6% Elapsed: 2 days, 19:19:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.95218 Generator_loss: 6.84977
[INFO] 2021-05-08 22:04:16 > Start Evaluation (388000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 22:04:16 > Calculating FID Score....
[INFO] 2021-05-08 22:05:04 > Calculating Inception Score....
[INFO] 2021-05-08 22:05:34 > Calculate F_beta Score....
[INFO] 2021-05-08 22:07:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 22:07:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 22:07:13 > Calculate Accuracies....
[INFO] 2021-05-08 22:07:55 > Calculate Accuracies....
[INFO] 2021-05-08 22:08:36 > F_8 score (Step: 388000, Using valid images): 0.9750409562971613
[INFO] 2021-05-08 22:08:36 > F_1/8 score (Step: 388000, Using valid images): 0.9754061238944323
[INFO] 2021-05-08 22:08:36 > FID score (Step: 388000, Using valid moments): 14.393129983398353
[INFO] 2021-05-08 22:08:36 > Inception score (Step: 388000, 50000 generated images): 61.54083251953125
[INFO] 2021-05-08 22:08:36 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-08 22:09:02 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 22:11:43 > Step: 388100 Progress: 77.6% Elapsed: 2 days, 19:26:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.30849 Generator_loss: 5.33167
[INFO] 2021-05-08 22:14:24 > Step: 388200 Progress: 77.6% Elapsed: 2 days, 19:29:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.19429 Generator_loss: 5.29694
[INFO] 2021-05-08 22:17:04 > Step: 388300 Progress: 77.7% Elapsed: 2 days, 19:32:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.97588 Generator_loss: 6.8441
[INFO] 2021-05-08 22:19:43 > Step: 388400 Progress: 77.7% Elapsed: 2 days, 19:34:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.00608 Generator_loss: 6.44465
[INFO] 2021-05-08 22:22:22 > Step: 388500 Progress: 77.7% Elapsed: 2 days, 19:37:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00688 Generator_loss: 7.02199
[INFO] 2021-05-08 22:25:02 > Step: 388600 Progress: 77.7% Elapsed: 2 days, 19:40:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.13834 Generator_loss: 7.28474
[INFO] 2021-05-08 22:27:42 > Step: 388700 Progress: 77.7% Elapsed: 2 days, 19:42:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.01695 Generator_loss: 6.9893
[INFO] 2021-05-08 22:30:22 > Step: 388800 Progress: 77.8% Elapsed: 2 days, 19:45:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.04866 Generator_loss: 6.43488
[INFO] 2021-05-08 22:33:02 > Step: 388900 Progress: 77.8% Elapsed: 2 days, 19:48:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.00168 Generator_loss: 6.94131
[INFO] 2021-05-08 22:35:41 > Step: 389000 Progress: 77.8% Elapsed: 2 days, 19:50:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.07212 Generator_loss: 7.15248
[INFO] 2021-05-08 22:38:21 > Step: 389100 Progress: 77.8% Elapsed: 2 days, 19:53:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.04385 Generator_loss: 6.06918
[INFO] 2021-05-08 22:41:01 > Step: 389200 Progress: 77.8% Elapsed: 2 days, 19:56:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.0453 Generator_loss: 6.27265
[INFO] 2021-05-08 22:43:40 > Step: 389300 Progress: 77.9% Elapsed: 2 days, 19:58:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.98766 Generator_loss: 6.61174
[INFO] 2021-05-08 22:46:20 > Step: 389400 Progress: 77.9% Elapsed: 2 days, 20:01:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.02379 Generator_loss: 6.31189
[INFO] 2021-05-08 22:49:00 > Step: 389500 Progress: 77.9% Elapsed: 2 days, 20:04:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.95569 Generator_loss: 6.92393
[INFO] 2021-05-08 22:51:39 > Step: 389600 Progress: 77.9% Elapsed: 2 days, 20:06:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.09481 Generator_loss: 6.3722
[INFO] 2021-05-08 22:54:19 > Step: 389700 Progress: 77.9% Elapsed: 2 days, 20:09:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.04739 Generator_loss: 6.01251
[INFO] 2021-05-08 22:56:59 > Step: 389800 Progress: 78.0% Elapsed: 2 days, 20:12:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.01927 Generator_loss: 5.98711
[INFO] 2021-05-08 22:59:39 > Step: 389900 Progress: 78.0% Elapsed: 2 days, 20:14:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.97662 Generator_loss: 6.6415
[INFO] 2021-05-08 23:02:19 > Step: 390000 Progress: 78.0% Elapsed: 2 days, 20:17:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.26268 Generator_loss: 5.86386
[INFO] 2021-05-08 23:02:19 > Start Evaluation (390000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 23:02:19 > Calculating FID Score....
[INFO] 2021-05-08 23:03:07 > Calculating Inception Score....
[INFO] 2021-05-08 23:03:36 > Calculate F_beta Score....
[INFO] 2021-05-08 23:05:10 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-08 23:05:11 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-08 23:05:12 > Calculate Accuracies....
[INFO] 2021-05-08 23:05:54 > Calculate Accuracies....
[INFO] 2021-05-08 23:06:34 > F_8 score (Step: 390000, Using valid images): 0.9790044020669137
[INFO] 2021-05-08 23:06:34 > F_1/8 score (Step: 390000, Using valid images): 0.9742294884733059
[INFO] 2021-05-08 23:06:34 > FID score (Step: 390000, Using valid moments): 14.409730204075231
[INFO] 2021-05-08 23:06:34 > Inception score (Step: 390000, 50000 generated images): 62.49231719970703
[INFO] 2021-05-08 23:06:34 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-08 23:07:01 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-08 23:09:41 > Step: 390100 Progress: 78.0% Elapsed: 2 days, 20:24:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.06247 Generator_loss: 6.5223
[INFO] 2021-05-08 23:12:21 > Step: 390200 Progress: 78.0% Elapsed: 2 days, 20:27:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.04942 Generator_loss: 7.03542
[INFO] 2021-05-08 23:25:26 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-best-weights-step=384000.pth
[INFO] 2021-05-08 23:25:26 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-best-weights-step=384000.pth
[INFO] 2021-05-08 23:25:31 > Start training....
[INFO] 2021-05-08 23:37:04 > Generator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=G-current-weights-step=390000.pth
[INFO] 2021-05-08 23:37:04 > Discriminator checkpoint is ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27/model=D-current-weights-step=390000.pth
[INFO] 2021-05-08 23:37:09 > Start training....
[INFO] 2021-05-08 23:40:11 > Step: 390100 Progress: 78.0% Elapsed: 0:03:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.99313 Generator_loss: 6.53102
[INFO] 2021-05-08 23:42:49 > Step: 390200 Progress: 78.0% Elapsed: 0:05:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.01278 Generator_loss: 6.54181
[INFO] 2021-05-08 23:45:28 > Step: 390300 Progress: 78.1% Elapsed: 0:08:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.99414 Generator_loss: 6.35098
[INFO] 2021-05-08 23:48:06 > Step: 390400 Progress: 78.1% Elapsed: 0:10:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.95483 Generator_loss: 6.99225
[INFO] 2021-05-08 23:50:44 > Step: 390500 Progress: 78.1% Elapsed: 0:13:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.96544 Generator_loss: 6.43529
[INFO] 2021-05-08 23:53:22 > Step: 390600 Progress: 78.1% Elapsed: 0:16:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.01972 Generator_loss: 6.40368
[INFO] 2021-05-08 23:56:01 > Step: 390700 Progress: 78.1% Elapsed: 0:18:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.0445 Generator_loss: 7.29286
[INFO] 2021-05-08 23:58:39 > Step: 390800 Progress: 78.2% Elapsed: 0:21:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.14044 Generator_loss: 5.95045
[INFO] 2021-05-09 00:01:18 > Step: 390900 Progress: 78.2% Elapsed: 0:24:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.02713 Generator_loss: 6.40427
[INFO] 2021-05-09 00:03:57 > Step: 391000 Progress: 78.2% Elapsed: 0:26:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.39822 Generator_loss: 5.93178
[INFO] 2021-05-09 00:06:35 > Step: 391100 Progress: 78.2% Elapsed: 0:29:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.99597 Generator_loss: 6.6666
[INFO] 2021-05-09 00:09:14 > Step: 391200 Progress: 78.2% Elapsed: 0:32:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.04104 Generator_loss: 5.984
[INFO] 2021-05-09 00:11:52 > Step: 391300 Progress: 78.3% Elapsed: 0:34:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.09205 Generator_loss: 5.94681
[INFO] 2021-05-09 00:14:32 > Step: 391400 Progress: 78.3% Elapsed: 0:37:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.05562 Generator_loss: 7.01397
[INFO] 2021-05-09 00:17:11 > Step: 391500 Progress: 78.3% Elapsed: 0:40:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.02345 Generator_loss: 6.08637
[INFO] 2021-05-09 00:19:49 > Step: 391600 Progress: 78.3% Elapsed: 0:42:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.16058 Generator_loss: 7.36578
[INFO] 2021-05-09 00:22:28 > Step: 391700 Progress: 78.3% Elapsed: 0:45:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.48498 Generator_loss: 6.59252
[INFO] 2021-05-09 00:25:07 > Step: 391800 Progress: 78.4% Elapsed: 0:47:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.00375 Generator_loss: 6.41807
[INFO] 2021-05-09 00:27:46 > Step: 391900 Progress: 78.4% Elapsed: 0:50:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.00861 Generator_loss: 6.52686
[INFO] 2021-05-09 00:30:25 > Step: 392000 Progress: 78.4% Elapsed: 0:53:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.12767 Generator_loss: 7.10989
[INFO] 2021-05-09 00:30:25 > Start Evaluation (392000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 00:30:25 > Calculating FID Score....
[INFO] 2021-05-09 00:31:13 > Calculating Inception Score....
[INFO] 2021-05-09 00:31:42 > Calculate F_beta Score....
[INFO] 2021-05-09 00:36:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 00:36:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 00:36:08 > Calculate Accuracies....
[INFO] 2021-05-09 00:36:50 > Calculate Accuracies....
[INFO] 2021-05-09 00:37:30 > F_8 score (Step: 392000, Using valid images): 0.9752071317124917
[INFO] 2021-05-09 00:37:30 > F_1/8 score (Step: 392000, Using valid images): 0.9752698633235731
[INFO] 2021-05-09 00:37:30 > FID score (Step: 392000, Using valid moments): 14.336005401559817
[INFO] 2021-05-09 00:37:30 > Inception score (Step: 392000, 50000 generated images): 61.73687744140625
[INFO] 2021-05-09 00:37:30 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 00:37:56 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 00:40:35 > Step: 392100 Progress: 78.4% Elapsed: 1:03:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.04249 Generator_loss: 6.66105
[INFO] 2021-05-09 00:43:13 > Step: 392200 Progress: 78.4% Elapsed: 1:06:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.17265 Generator_loss: 6.18362
[INFO] 2021-05-09 00:45:51 > Step: 392300 Progress: 78.5% Elapsed: 1:08:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.03705 Generator_loss: 7.16319
[INFO] 2021-05-09 00:48:30 > Step: 392400 Progress: 78.5% Elapsed: 1:11:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.9911 Generator_loss: 6.40894
[INFO] 2021-05-09 00:51:08 > Step: 392500 Progress: 78.5% Elapsed: 1:13:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.10025 Generator_loss: 7.44188
[INFO] 2021-05-09 00:53:47 > Step: 392600 Progress: 78.5% Elapsed: 1:16:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.9641 Generator_loss: 6.73166
[INFO] 2021-05-09 00:56:26 > Step: 392700 Progress: 78.5% Elapsed: 1:19:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.09708 Generator_loss: 5.90393
[INFO] 2021-05-09 00:59:04 > Step: 392800 Progress: 78.6% Elapsed: 1:21:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.15648 Generator_loss: 7.39996
[INFO] 2021-05-09 01:01:43 > Step: 392900 Progress: 78.6% Elapsed: 1:24:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.07235 Generator_loss: 7.56402
[INFO] 2021-05-09 01:04:21 > Step: 393000 Progress: 78.6% Elapsed: 1:27:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.00629 Generator_loss: 6.34184
[INFO] 2021-05-09 01:07:00 > Step: 393100 Progress: 78.6% Elapsed: 1:29:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.02578 Generator_loss: 7.00529
[INFO] 2021-05-09 01:09:38 > Step: 393200 Progress: 78.6% Elapsed: 1:32:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.00538 Generator_loss: 6.43574
[INFO] 2021-05-09 01:12:17 > Step: 393300 Progress: 78.7% Elapsed: 1:35:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.27438 Generator_loss: 5.86889
[INFO] 2021-05-09 01:14:55 > Step: 393400 Progress: 78.7% Elapsed: 1:37:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.10154 Generator_loss: 5.70583
[INFO] 2021-05-09 01:17:33 > Step: 393500 Progress: 78.7% Elapsed: 1:40:24 temperature: 0.5 ada_p: No Discriminator_loss: 3.95822 Generator_loss: 6.44293
[INFO] 2021-05-09 01:20:12 > Step: 393600 Progress: 78.7% Elapsed: 1:43:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.98224 Generator_loss: 6.76108
[INFO] 2021-05-09 01:22:50 > Step: 393700 Progress: 78.7% Elapsed: 1:45:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.03077 Generator_loss: 6.09313
[INFO] 2021-05-09 01:25:29 > Step: 393800 Progress: 78.8% Elapsed: 1:48:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.97248 Generator_loss: 6.42426
[INFO] 2021-05-09 01:28:08 > Step: 393900 Progress: 78.8% Elapsed: 1:50:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.03487 Generator_loss: 6.14876
[INFO] 2021-05-09 01:30:46 > Step: 394000 Progress: 78.8% Elapsed: 1:53:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.10379 Generator_loss: 6.2105
[INFO] 2021-05-09 01:30:46 > Start Evaluation (394000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 01:30:46 > Calculating FID Score....
[INFO] 2021-05-09 01:31:34 > Calculating Inception Score....
[INFO] 2021-05-09 01:32:03 > Calculate F_beta Score....
[INFO] 2021-05-09 01:33:38 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 01:33:39 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 01:33:39 > Calculate Accuracies....
[INFO] 2021-05-09 01:34:21 > Calculate Accuracies....
[INFO] 2021-05-09 01:35:01 > F_8 score (Step: 394000, Using valid images): 0.9745847234656195
[INFO] 2021-05-09 01:35:01 > F_1/8 score (Step: 394000, Using valid images): 0.9743830664445587
[INFO] 2021-05-09 01:35:01 > FID score (Step: 394000, Using valid moments): 14.395218350690072
[INFO] 2021-05-09 01:35:01 > Inception score (Step: 394000, 50000 generated images): 62.20696258544922
[INFO] 2021-05-09 01:35:01 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 01:35:27 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 01:38:07 > Step: 394100 Progress: 78.8% Elapsed: 2:00:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.22491 Generator_loss: 5.99917
[INFO] 2021-05-09 01:40:45 > Step: 394200 Progress: 78.8% Elapsed: 2:03:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.01358 Generator_loss: 6.56662
[INFO] 2021-05-09 01:43:24 > Step: 394300 Progress: 78.9% Elapsed: 2:06:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.01777 Generator_loss: 6.15964
[INFO] 2021-05-09 01:46:02 > Step: 394400 Progress: 78.9% Elapsed: 2:08:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.98669 Generator_loss: 6.51857
[INFO] 2021-05-09 01:48:41 > Step: 394500 Progress: 78.9% Elapsed: 2:11:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.94886 Generator_loss: 6.51588
[INFO] 2021-05-09 01:51:19 > Step: 394600 Progress: 78.9% Elapsed: 2:14:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.09965 Generator_loss: 7.33073
[INFO] 2021-05-09 01:53:58 > Step: 394700 Progress: 78.9% Elapsed: 2:16:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.97773 Generator_loss: 6.80756
[INFO] 2021-05-09 01:56:36 > Step: 394800 Progress: 79.0% Elapsed: 2:19:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.00023 Generator_loss: 6.53821
[INFO] 2021-05-09 01:59:15 > Step: 394900 Progress: 79.0% Elapsed: 2:22:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.18938 Generator_loss: 5.77499
[INFO] 2021-05-09 02:01:53 > Step: 395000 Progress: 79.0% Elapsed: 2:24:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.13876 Generator_loss: 6.2386
[INFO] 2021-05-09 02:04:33 > Step: 395100 Progress: 79.0% Elapsed: 2:27:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.02239 Generator_loss: 7.00789
[INFO] 2021-05-09 02:07:12 > Step: 395200 Progress: 79.0% Elapsed: 2:30:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.97332 Generator_loss: 6.57915
[INFO] 2021-05-09 02:09:51 > Step: 395300 Progress: 79.1% Elapsed: 2:32:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.10389 Generator_loss: 5.54289
[INFO] 2021-05-09 02:12:30 > Step: 395400 Progress: 79.1% Elapsed: 2:35:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.23532 Generator_loss: 5.82159
[INFO] 2021-05-09 02:15:08 > Step: 395500 Progress: 79.1% Elapsed: 2:37:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.96868 Generator_loss: 7.24557
[INFO] 2021-05-09 02:17:47 > Step: 395600 Progress: 79.1% Elapsed: 2:40:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.94391 Generator_loss: 6.31861
[INFO] 2021-05-09 02:20:26 > Step: 395700 Progress: 79.1% Elapsed: 2:43:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.9792 Generator_loss: 7.02465
[INFO] 2021-05-09 02:23:05 > Step: 395800 Progress: 79.2% Elapsed: 2:45:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.95908 Generator_loss: 6.87672
[INFO] 2021-05-09 02:25:43 > Step: 395900 Progress: 79.2% Elapsed: 2:48:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.09049 Generator_loss: 5.88293
[INFO] 2021-05-09 02:28:22 > Step: 396000 Progress: 79.2% Elapsed: 2:51:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.99817 Generator_loss: 6.73577
[INFO] 2021-05-09 02:28:22 > Start Evaluation (396000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 02:28:22 > Calculating FID Score....
[INFO] 2021-05-09 02:29:10 > Calculating Inception Score....
[INFO] 2021-05-09 02:29:39 > Calculate F_beta Score....
[INFO] 2021-05-09 02:31:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 02:31:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 02:31:14 > Calculate Accuracies....
[INFO] 2021-05-09 02:31:56 > Calculate Accuracies....
[INFO] 2021-05-09 02:32:35 > F_8 score (Step: 396000, Using valid images): 0.9742982764827663
[INFO] 2021-05-09 02:32:35 > F_1/8 score (Step: 396000, Using valid images): 0.9753783126496174
[INFO] 2021-05-09 02:32:35 > FID score (Step: 396000, Using valid moments): 14.377361012851111
[INFO] 2021-05-09 02:32:35 > Inception score (Step: 396000, 50000 generated images): 62.92997360229492
[INFO] 2021-05-09 02:32:35 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 02:33:02 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 02:35:41 > Step: 396100 Progress: 79.2% Elapsed: 2:58:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.09584 Generator_loss: 5.95445
[INFO] 2021-05-09 02:38:19 > Step: 396200 Progress: 79.2% Elapsed: 3:01:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.04679 Generator_loss: 6.76894
[INFO] 2021-05-09 02:40:58 > Step: 396300 Progress: 79.3% Elapsed: 3:03:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.0109 Generator_loss: 6.29316
[INFO] 2021-05-09 02:43:37 > Step: 396400 Progress: 79.3% Elapsed: 3:06:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.10235 Generator_loss: 5.82673
[INFO] 2021-05-09 02:46:15 > Step: 396500 Progress: 79.3% Elapsed: 3:09:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.00999 Generator_loss: 6.84944
[INFO] 2021-05-09 02:48:54 > Step: 396600 Progress: 79.3% Elapsed: 3:11:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.0738 Generator_loss: 6.17084
[INFO] 2021-05-09 02:51:32 > Step: 396700 Progress: 79.3% Elapsed: 3:14:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.09236 Generator_loss: 7.32679
[INFO] 2021-05-09 02:54:11 > Step: 396800 Progress: 79.4% Elapsed: 3:17:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.0088 Generator_loss: 6.40075
[INFO] 2021-05-09 02:56:50 > Step: 396900 Progress: 79.4% Elapsed: 3:19:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.26581 Generator_loss: 5.84924
[INFO] 2021-05-09 02:59:29 > Step: 397000 Progress: 79.4% Elapsed: 3:22:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.09331 Generator_loss: 6.0085
[INFO] 2021-05-09 03:02:07 > Step: 397100 Progress: 79.4% Elapsed: 3:24:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.97346 Generator_loss: 6.96836
[INFO] 2021-05-09 03:04:46 > Step: 397200 Progress: 79.4% Elapsed: 3:27:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.98653 Generator_loss: 6.82192
[INFO] 2021-05-09 03:07:25 > Step: 397300 Progress: 79.5% Elapsed: 3:30:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.15384 Generator_loss: 5.98997
[INFO] 2021-05-09 03:10:04 > Step: 397400 Progress: 79.5% Elapsed: 3:32:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.09092 Generator_loss: 6.47319
[INFO] 2021-05-09 03:12:42 > Step: 397500 Progress: 79.5% Elapsed: 3:35:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.9807 Generator_loss: 6.39402
[INFO] 2021-05-09 03:15:22 > Step: 397600 Progress: 79.5% Elapsed: 3:38:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.0321 Generator_loss: 6.15916
[INFO] 2021-05-09 03:18:01 > Step: 397700 Progress: 79.5% Elapsed: 3:40:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.95806 Generator_loss: 6.98127
[INFO] 2021-05-09 03:20:40 > Step: 397800 Progress: 79.6% Elapsed: 3:43:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.97965 Generator_loss: 6.45014
[INFO] 2021-05-09 03:23:19 > Step: 397900 Progress: 79.6% Elapsed: 3:46:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.01032 Generator_loss: 6.24814
[INFO] 2021-05-09 03:25:58 > Step: 398000 Progress: 79.6% Elapsed: 3:48:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.09806 Generator_loss: 6.39741
[INFO] 2021-05-09 03:25:58 > Start Evaluation (398000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 03:25:58 > Calculating FID Score....
[INFO] 2021-05-09 03:26:47 > Calculating Inception Score....
[INFO] 2021-05-09 03:27:17 > Calculate F_beta Score....
[INFO] 2021-05-09 03:28:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 03:28:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 03:28:52 > Calculate Accuracies....
[INFO] 2021-05-09 03:29:34 > Calculate Accuracies....
[INFO] 2021-05-09 03:30:13 > F_8 score (Step: 398000, Using valid images): 0.977173717964271
[INFO] 2021-05-09 03:30:13 > F_1/8 score (Step: 398000, Using valid images): 0.9739941466956274
[INFO] 2021-05-09 03:30:13 > FID score (Step: 398000, Using valid moments): 14.383601158468764
[INFO] 2021-05-09 03:30:13 > Inception score (Step: 398000, 50000 generated images): 62.8241081237793
[INFO] 2021-05-09 03:30:13 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 03:30:39 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 03:33:17 > Step: 398100 Progress: 79.6% Elapsed: 3:56:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.09 Generator_loss: 5.77121
[INFO] 2021-05-09 03:35:56 > Step: 398200 Progress: 79.6% Elapsed: 3:58:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.05215 Generator_loss: 7.34461
[INFO] 2021-05-09 03:38:34 > Step: 398300 Progress: 79.7% Elapsed: 4:01:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.02057 Generator_loss: 6.92013
[INFO] 2021-05-09 03:41:13 > Step: 398400 Progress: 79.7% Elapsed: 4:04:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.01619 Generator_loss: 6.50865
[INFO] 2021-05-09 03:43:51 > Step: 398500 Progress: 79.7% Elapsed: 4:06:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.03308 Generator_loss: 6.18693
[INFO] 2021-05-09 03:46:30 > Step: 398600 Progress: 79.7% Elapsed: 4:09:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.9971 Generator_loss: 6.77839
[INFO] 2021-05-09 03:49:09 > Step: 398700 Progress: 79.7% Elapsed: 4:11:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.01664 Generator_loss: 7.23077
[INFO] 2021-05-09 03:51:48 > Step: 398800 Progress: 79.8% Elapsed: 4:14:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.79495 Generator_loss: 5.78983
[INFO] 2021-05-09 03:54:27 > Step: 398900 Progress: 79.8% Elapsed: 4:17:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.07954 Generator_loss: 6.14152
[INFO] 2021-05-09 03:57:05 > Step: 399000 Progress: 79.8% Elapsed: 4:19:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.15314 Generator_loss: 6.1655
[INFO] 2021-05-09 03:59:44 > Step: 399100 Progress: 79.8% Elapsed: 4:22:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.00396 Generator_loss: 6.54329
[INFO] 2021-05-09 04:02:23 > Step: 399200 Progress: 79.8% Elapsed: 4:25:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.97356 Generator_loss: 6.43936
[INFO] 2021-05-09 04:05:02 > Step: 399300 Progress: 79.9% Elapsed: 4:27:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.94909 Generator_loss: 6.90687
[INFO] 2021-05-09 04:07:41 > Step: 399400 Progress: 79.9% Elapsed: 4:30:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.01761 Generator_loss: 7.03458
[INFO] 2021-05-09 04:10:20 > Step: 399500 Progress: 79.9% Elapsed: 4:33:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.02721 Generator_loss: 7.26189
[INFO] 2021-05-09 04:12:59 > Step: 399600 Progress: 79.9% Elapsed: 4:35:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.96567 Generator_loss: 6.46445
[INFO] 2021-05-09 04:15:38 > Step: 399700 Progress: 79.9% Elapsed: 4:38:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.04578 Generator_loss: 6.88268
[INFO] 2021-05-09 04:18:16 > Step: 399800 Progress: 80.0% Elapsed: 4:41:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.27752 Generator_loss: 7.58058
[INFO] 2021-05-09 04:20:55 > Step: 399900 Progress: 80.0% Elapsed: 4:43:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.95386 Generator_loss: 6.8315
[INFO] 2021-05-09 04:23:34 > Step: 400000 Progress: 80.0% Elapsed: 4:46:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.06334 Generator_loss: 6.43279
[INFO] 2021-05-09 04:23:34 > Start Evaluation (400000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 04:23:34 > Calculating FID Score....
[INFO] 2021-05-09 04:24:22 > Calculating Inception Score....
[INFO] 2021-05-09 04:24:51 > Calculate F_beta Score....
[INFO] 2021-05-09 04:26:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 04:26:26 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 04:26:27 > Calculate Accuracies....
[INFO] 2021-05-09 04:27:09 > Calculate Accuracies....
[INFO] 2021-05-09 04:27:49 > F_8 score (Step: 400000, Using valid images): 0.9747983213110484
[INFO] 2021-05-09 04:27:49 > F_1/8 score (Step: 400000, Using valid images): 0.9734848948851252
[INFO] 2021-05-09 04:27:49 > FID score (Step: 400000, Using valid moments): 14.392865838939144
[INFO] 2021-05-09 04:27:49 > Inception score (Step: 400000, 50000 generated images): 62.72284698486328
[INFO] 2021-05-09 04:27:49 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 04:28:16 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 04:30:56 > Step: 400100 Progress: 80.0% Elapsed: 4:53:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.95826 Generator_loss: 6.08077
[INFO] 2021-05-09 04:33:36 > Step: 400200 Progress: 80.0% Elapsed: 4:56:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.05702 Generator_loss: 7.29503
[INFO] 2021-05-09 04:36:15 > Step: 400300 Progress: 80.1% Elapsed: 4:59:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.11359 Generator_loss: 6.31653
[INFO] 2021-05-09 04:38:54 > Step: 400400 Progress: 80.1% Elapsed: 5:01:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.03775 Generator_loss: 6.50698
[INFO] 2021-05-09 04:41:33 > Step: 400500 Progress: 80.1% Elapsed: 5:04:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.00429 Generator_loss: 6.3118
[INFO] 2021-05-09 04:44:12 > Step: 400600 Progress: 80.1% Elapsed: 5:07:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.13873 Generator_loss: 6.15769
[INFO] 2021-05-09 04:46:51 > Step: 400700 Progress: 80.1% Elapsed: 5:09:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.00569 Generator_loss: 6.57309
[INFO] 2021-05-09 04:49:30 > Step: 400800 Progress: 80.2% Elapsed: 5:12:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.01136 Generator_loss: 6.70647
[INFO] 2021-05-09 04:52:09 > Step: 400900 Progress: 80.2% Elapsed: 5:14:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.13602 Generator_loss: 7.2954
[INFO] 2021-05-09 04:54:48 > Step: 401000 Progress: 80.2% Elapsed: 5:17:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.00143 Generator_loss: 6.42205
[INFO] 2021-05-09 04:57:27 > Step: 401100 Progress: 80.2% Elapsed: 5:20:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.09614 Generator_loss: 7.35885
[INFO] 2021-05-09 05:00:06 > Step: 401200 Progress: 80.2% Elapsed: 5:22:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.05714 Generator_loss: 6.66477
[INFO] 2021-05-09 05:02:44 > Step: 401300 Progress: 80.3% Elapsed: 5:25:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.00512 Generator_loss: 6.53495
[INFO] 2021-05-09 05:05:23 > Step: 401400 Progress: 80.3% Elapsed: 5:28:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.07731 Generator_loss: 6.96255
[INFO] 2021-05-09 05:08:01 > Step: 401500 Progress: 80.3% Elapsed: 5:30:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.0023 Generator_loss: 6.927
[INFO] 2021-05-09 05:10:40 > Step: 401600 Progress: 80.3% Elapsed: 5:33:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.00118 Generator_loss: 6.76772
[INFO] 2021-05-09 05:13:19 > Step: 401700 Progress: 80.3% Elapsed: 5:36:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.00546 Generator_loss: 6.50796
[INFO] 2021-05-09 05:15:59 > Step: 401800 Progress: 80.4% Elapsed: 5:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.09194 Generator_loss: 6.97775
[INFO] 2021-05-09 05:18:38 > Step: 401900 Progress: 80.4% Elapsed: 5:41:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.05648 Generator_loss: 6.22926
[INFO] 2021-05-09 05:21:17 > Step: 402000 Progress: 80.4% Elapsed: 5:44:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.15472 Generator_loss: 6.16369
[INFO] 2021-05-09 05:21:17 > Start Evaluation (402000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 05:21:17 > Calculating FID Score....
[INFO] 2021-05-09 05:22:04 > Calculating Inception Score....
[INFO] 2021-05-09 05:22:34 > Calculate F_beta Score....
[INFO] 2021-05-09 05:24:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 05:24:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 05:24:08 > Calculate Accuracies....
[INFO] 2021-05-09 05:24:50 > Calculate Accuracies....
[INFO] 2021-05-09 05:25:30 > F_8 score (Step: 402000, Using valid images): 0.9763893434399331
[INFO] 2021-05-09 05:25:30 > F_1/8 score (Step: 402000, Using valid images): 0.9773116725820097
[INFO] 2021-05-09 05:25:30 > FID score (Step: 402000, Using valid moments): 14.568742452370316
[INFO] 2021-05-09 05:25:30 > Inception score (Step: 402000, 50000 generated images): 62.72365188598633
[INFO] 2021-05-09 05:25:30 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 05:25:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 05:28:36 > Step: 402100 Progress: 80.4% Elapsed: 5:51:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.99064 Generator_loss: 6.4381
[INFO] 2021-05-09 05:31:15 > Step: 402200 Progress: 80.4% Elapsed: 5:54:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.06337 Generator_loss: 7.09385
[INFO] 2021-05-09 05:33:54 > Step: 402300 Progress: 80.5% Elapsed: 5:56:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.0393 Generator_loss: 6.53063
[INFO] 2021-05-09 05:36:34 > Step: 402400 Progress: 80.5% Elapsed: 5:59:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.09942 Generator_loss: 6.11969
[INFO] 2021-05-09 05:39:12 > Step: 402500 Progress: 80.5% Elapsed: 6:02:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.973 Generator_loss: 6.32035
[INFO] 2021-05-09 05:41:52 > Step: 402600 Progress: 80.5% Elapsed: 6:04:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.05464 Generator_loss: 6.17448
[INFO] 2021-05-09 05:44:31 > Step: 402700 Progress: 80.5% Elapsed: 6:07:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.03543 Generator_loss: 6.51475
[INFO] 2021-05-09 05:47:10 > Step: 402800 Progress: 80.6% Elapsed: 6:10:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.08805 Generator_loss: 6.36025
[INFO] 2021-05-09 05:49:49 > Step: 402900 Progress: 80.6% Elapsed: 6:12:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.98823 Generator_loss: 7.13437
[INFO] 2021-05-09 05:52:28 > Step: 403000 Progress: 80.6% Elapsed: 6:15:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.98166 Generator_loss: 6.47552
[INFO] 2021-05-09 05:55:07 > Step: 403100 Progress: 80.6% Elapsed: 6:17:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.05639 Generator_loss: 6.98214
[INFO] 2021-05-09 05:57:46 > Step: 403200 Progress: 80.6% Elapsed: 6:20:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.16832 Generator_loss: 5.59265
[INFO] 2021-05-09 06:00:26 > Step: 403300 Progress: 80.7% Elapsed: 6:23:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.074 Generator_loss: 7.04417
[INFO] 2021-05-09 06:03:05 > Step: 403400 Progress: 80.7% Elapsed: 6:25:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.02816 Generator_loss: 6.38224
[INFO] 2021-05-09 06:05:43 > Step: 403500 Progress: 80.7% Elapsed: 6:28:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.06801 Generator_loss: 6.84801
[INFO] 2021-05-09 06:08:22 > Step: 403600 Progress: 80.7% Elapsed: 6:31:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.03359 Generator_loss: 6.61892
[INFO] 2021-05-09 06:11:01 > Step: 403700 Progress: 80.7% Elapsed: 6:33:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.08027 Generator_loss: 6.165
[INFO] 2021-05-09 06:13:39 > Step: 403800 Progress: 80.8% Elapsed: 6:36:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.02626 Generator_loss: 7.06144
[INFO] 2021-05-09 06:16:18 > Step: 403900 Progress: 80.8% Elapsed: 6:39:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.04569 Generator_loss: 7.31762
[INFO] 2021-05-09 06:18:57 > Step: 404000 Progress: 80.8% Elapsed: 6:41:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.09684 Generator_loss: 6.20457
[INFO] 2021-05-09 06:18:57 > Start Evaluation (404000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 06:18:57 > Calculating FID Score....
[INFO] 2021-05-09 06:19:46 > Calculating Inception Score....
[INFO] 2021-05-09 06:20:15 > Calculate F_beta Score....
[INFO] 2021-05-09 06:21:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 06:21:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 06:21:51 > Calculate Accuracies....
[INFO] 2021-05-09 06:22:33 > Calculate Accuracies....
[INFO] 2021-05-09 06:23:13 > F_8 score (Step: 404000, Using valid images): 0.9771597285131927
[INFO] 2021-05-09 06:23:13 > F_1/8 score (Step: 404000, Using valid images): 0.9753579862791232
[INFO] 2021-05-09 06:23:13 > FID score (Step: 404000, Using valid moments): 14.590457065631767
[INFO] 2021-05-09 06:23:13 > Inception score (Step: 404000, 50000 generated images): 63.237125396728516
[INFO] 2021-05-09 06:23:13 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 06:23:39 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 06:26:19 > Step: 404100 Progress: 80.8% Elapsed: 6:49:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.04434 Generator_loss: 7.21409
[INFO] 2021-05-09 06:28:58 > Step: 404200 Progress: 80.8% Elapsed: 6:51:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.05839 Generator_loss: 7.24758
[INFO] 2021-05-09 06:31:37 > Step: 404300 Progress: 80.9% Elapsed: 6:54:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.0328 Generator_loss: 6.84961
[INFO] 2021-05-09 06:34:15 > Step: 404400 Progress: 80.9% Elapsed: 6:57:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.08425 Generator_loss: 6.92829
[INFO] 2021-05-09 06:36:54 > Step: 404500 Progress: 80.9% Elapsed: 6:59:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.06061 Generator_loss: 6.96303
[INFO] 2021-05-09 06:39:33 > Step: 404600 Progress: 80.9% Elapsed: 7:02:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.0146 Generator_loss: 6.13802
[INFO] 2021-05-09 06:42:12 > Step: 404700 Progress: 80.9% Elapsed: 7:05:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.04912 Generator_loss: 7.07142
[INFO] 2021-05-09 06:44:51 > Step: 404800 Progress: 81.0% Elapsed: 7:07:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.96839 Generator_loss: 6.56674
[INFO] 2021-05-09 06:47:29 > Step: 404900 Progress: 81.0% Elapsed: 7:10:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.07745 Generator_loss: 6.32586
[INFO] 2021-05-09 06:50:08 > Step: 405000 Progress: 81.0% Elapsed: 7:12:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.03218 Generator_loss: 6.40932
[INFO] 2021-05-09 06:52:48 > Step: 405100 Progress: 81.0% Elapsed: 7:15:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.04037 Generator_loss: 7.23835
[INFO] 2021-05-09 06:55:27 > Step: 405200 Progress: 81.0% Elapsed: 7:18:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.02414 Generator_loss: 7.1259
[INFO] 2021-05-09 06:58:05 > Step: 405300 Progress: 81.1% Elapsed: 7:20:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.14775 Generator_loss: 7.1055
[INFO] 2021-05-09 07:00:44 > Step: 405400 Progress: 81.1% Elapsed: 7:23:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.02406 Generator_loss: 6.69353
[INFO] 2021-05-09 07:03:23 > Step: 405500 Progress: 81.1% Elapsed: 7:26:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.00857 Generator_loss: 6.16567
[INFO] 2021-05-09 07:06:02 > Step: 405600 Progress: 81.1% Elapsed: 7:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.03595 Generator_loss: 6.22453
[INFO] 2021-05-09 07:08:40 > Step: 405700 Progress: 81.1% Elapsed: 7:31:30 temperature: 0.5 ada_p: No Discriminator_loss: 3.97453 Generator_loss: 7.07104
[INFO] 2021-05-09 07:11:18 > Step: 405800 Progress: 81.2% Elapsed: 7:34:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.0005 Generator_loss: 6.94064
[INFO] 2021-05-09 07:13:57 > Step: 405900 Progress: 81.2% Elapsed: 7:36:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.96278 Generator_loss: 6.55515
[INFO] 2021-05-09 07:16:35 > Step: 406000 Progress: 81.2% Elapsed: 7:39:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.10249 Generator_loss: 6.21875
[INFO] 2021-05-09 07:16:35 > Start Evaluation (406000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 07:16:35 > Calculating FID Score....
[INFO] 2021-05-09 07:17:23 > Calculating Inception Score....
[INFO] 2021-05-09 07:17:53 > Calculate F_beta Score....
[INFO] 2021-05-09 07:19:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 07:19:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 07:19:26 > Calculate Accuracies....
[INFO] 2021-05-09 07:20:08 > Calculate Accuracies....
[INFO] 2021-05-09 07:20:47 > F_8 score (Step: 406000, Using valid images): 0.9744315590702545
[INFO] 2021-05-09 07:20:47 > F_1/8 score (Step: 406000, Using valid images): 0.9737087729079092
[INFO] 2021-05-09 07:20:47 > FID score (Step: 406000, Using valid moments): 14.585590484506099
[INFO] 2021-05-09 07:20:47 > Inception score (Step: 406000, 50000 generated images): 63.155853271484375
[INFO] 2021-05-09 07:20:47 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 07:21:13 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 07:23:52 > Step: 406100 Progress: 81.2% Elapsed: 7:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.0373 Generator_loss: 6.52722
[INFO] 2021-05-09 07:26:31 > Step: 406200 Progress: 81.2% Elapsed: 7:49:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.02219 Generator_loss: 7.0276
[INFO] 2021-05-09 07:29:10 > Step: 406300 Progress: 81.3% Elapsed: 7:52:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.07001 Generator_loss: 7.16992
[INFO] 2021-05-09 07:31:49 > Step: 406400 Progress: 81.3% Elapsed: 7:54:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.97731 Generator_loss: 6.38401
[INFO] 2021-05-09 07:34:28 > Step: 406500 Progress: 81.3% Elapsed: 7:57:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.01839 Generator_loss: 6.56666
[INFO] 2021-05-09 07:37:07 > Step: 406600 Progress: 81.3% Elapsed: 7:59:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.99935 Generator_loss: 6.73853
[INFO] 2021-05-09 07:39:47 > Step: 406700 Progress: 81.3% Elapsed: 8:02:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.07481 Generator_loss: 6.05379
[INFO] 2021-05-09 07:42:26 > Step: 406800 Progress: 81.4% Elapsed: 8:05:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.15555 Generator_loss: 6.19329
[INFO] 2021-05-09 07:45:06 > Step: 406900 Progress: 81.4% Elapsed: 8:07:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.96167 Generator_loss: 7.05705
[INFO] 2021-05-09 07:47:45 > Step: 407000 Progress: 81.4% Elapsed: 8:10:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.98598 Generator_loss: 6.83211
[INFO] 2021-05-09 07:50:24 > Step: 407100 Progress: 81.4% Elapsed: 8:13:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.08731 Generator_loss: 6.17135
[INFO] 2021-05-09 07:53:02 > Step: 407200 Progress: 81.4% Elapsed: 8:15:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.99213 Generator_loss: 7.18522
[INFO] 2021-05-09 07:55:41 > Step: 407300 Progress: 81.5% Elapsed: 8:18:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.00206 Generator_loss: 7.28668
[INFO] 2021-05-09 07:58:20 > Step: 407400 Progress: 81.5% Elapsed: 8:21:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.03064 Generator_loss: 6.93091
[INFO] 2021-05-09 08:00:59 > Step: 407500 Progress: 81.5% Elapsed: 8:23:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.01941 Generator_loss: 6.27319
[INFO] 2021-05-09 08:03:40 > Step: 407600 Progress: 81.5% Elapsed: 8:26:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.02275 Generator_loss: 6.51908
[INFO] 2021-05-09 08:06:20 > Step: 407700 Progress: 81.5% Elapsed: 8:29:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.22252 Generator_loss: 7.15051
[INFO] 2021-05-09 08:08:59 > Step: 407800 Progress: 81.6% Elapsed: 8:31:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.99179 Generator_loss: 7.00843
[INFO] 2021-05-09 08:11:38 > Step: 407900 Progress: 81.6% Elapsed: 8:34:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.01077 Generator_loss: 6.86017
[INFO] 2021-05-09 08:14:17 > Step: 408000 Progress: 81.6% Elapsed: 8:37:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.06363 Generator_loss: 6.40659
[INFO] 2021-05-09 08:14:17 > Start Evaluation (408000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 08:14:17 > Calculating FID Score....
[INFO] 2021-05-09 08:15:05 > Calculating Inception Score....
[INFO] 2021-05-09 08:15:35 > Calculate F_beta Score....
[INFO] 2021-05-09 08:17:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 08:17:09 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 08:17:09 > Calculate Accuracies....
[INFO] 2021-05-09 08:17:51 > Calculate Accuracies....
[INFO] 2021-05-09 08:18:31 > F_8 score (Step: 408000, Using valid images): 0.9749116885412676
[INFO] 2021-05-09 08:18:31 > F_1/8 score (Step: 408000, Using valid images): 0.9737447725235379
[INFO] 2021-05-09 08:18:31 > FID score (Step: 408000, Using valid moments): 14.39770531611407
[INFO] 2021-05-09 08:18:31 > Inception score (Step: 408000, 50000 generated images): 63.35414123535156
[INFO] 2021-05-09 08:18:31 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 08:18:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 08:21:36 > Step: 408100 Progress: 81.6% Elapsed: 8:44:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.18654 Generator_loss: 5.89936
[INFO] 2021-05-09 08:24:15 > Step: 408200 Progress: 81.6% Elapsed: 8:47:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.94175 Generator_loss: 6.96229
[INFO] 2021-05-09 08:26:54 > Step: 408300 Progress: 81.7% Elapsed: 8:49:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.07266 Generator_loss: 5.86193
[INFO] 2021-05-09 08:29:33 > Step: 408400 Progress: 81.7% Elapsed: 8:52:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.97926 Generator_loss: 6.61381
[INFO] 2021-05-09 08:32:11 > Step: 408500 Progress: 81.7% Elapsed: 8:55:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.00217 Generator_loss: 6.37196
[INFO] 2021-05-09 08:34:50 > Step: 408600 Progress: 81.7% Elapsed: 8:57:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.28236 Generator_loss: 6.06688
[INFO] 2021-05-09 08:37:29 > Step: 408700 Progress: 81.7% Elapsed: 9:00:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.07034 Generator_loss: 6.62934
[INFO] 2021-05-09 08:40:08 > Step: 408800 Progress: 81.8% Elapsed: 9:02:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.10597 Generator_loss: 7.07114
[INFO] 2021-05-09 08:42:47 > Step: 408900 Progress: 81.8% Elapsed: 9:05:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.01411 Generator_loss: 6.39514
[INFO] 2021-05-09 08:45:26 > Step: 409000 Progress: 81.8% Elapsed: 9:08:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.01967 Generator_loss: 6.41907
[INFO] 2021-05-09 08:48:04 > Step: 409100 Progress: 81.8% Elapsed: 9:10:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.98063 Generator_loss: 6.817
[INFO] 2021-05-09 08:50:43 > Step: 409200 Progress: 81.8% Elapsed: 9:13:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.98978 Generator_loss: 6.59933
[INFO] 2021-05-09 08:53:23 > Step: 409300 Progress: 81.9% Elapsed: 9:16:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.02119 Generator_loss: 6.64902
[INFO] 2021-05-09 08:56:02 > Step: 409400 Progress: 81.9% Elapsed: 9:18:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.04325 Generator_loss: 6.69282
[INFO] 2021-05-09 08:58:41 > Step: 409500 Progress: 81.9% Elapsed: 9:21:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.99199 Generator_loss: 6.89532
[INFO] 2021-05-09 09:01:20 > Step: 409600 Progress: 81.9% Elapsed: 9:24:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.07203 Generator_loss: 6.22173
[INFO] 2021-05-09 09:03:59 > Step: 409700 Progress: 81.9% Elapsed: 9:26:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.98104 Generator_loss: 5.97708
[INFO] 2021-05-09 09:06:38 > Step: 409800 Progress: 82.0% Elapsed: 9:29:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.14473 Generator_loss: 5.87368
[INFO] 2021-05-09 09:09:17 > Step: 409900 Progress: 82.0% Elapsed: 9:32:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.95125 Generator_loss: 6.80605
[INFO] 2021-05-09 09:11:56 > Step: 410000 Progress: 82.0% Elapsed: 9:34:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.09793 Generator_loss: 7.00789
[INFO] 2021-05-09 09:11:56 > Start Evaluation (410000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 09:11:56 > Calculating FID Score....
[INFO] 2021-05-09 09:12:44 > Calculating Inception Score....
[INFO] 2021-05-09 09:13:13 > Calculate F_beta Score....
[INFO] 2021-05-09 09:14:49 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 09:14:49 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 09:14:50 > Calculate Accuracies....
[INFO] 2021-05-09 09:15:32 > Calculate Accuracies....
[INFO] 2021-05-09 09:16:12 > F_8 score (Step: 410000, Using valid images): 0.9794652974370641
[INFO] 2021-05-09 09:16:12 > F_1/8 score (Step: 410000, Using valid images): 0.9708884311079758
[INFO] 2021-05-09 09:16:12 > FID score (Step: 410000, Using valid moments): 14.412657737973348
[INFO] 2021-05-09 09:16:12 > Inception score (Step: 410000, 50000 generated images): 62.884681701660156
[INFO] 2021-05-09 09:16:12 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 09:16:38 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 09:19:18 > Step: 410100 Progress: 82.0% Elapsed: 9:42:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.99777 Generator_loss: 6.12056
[INFO] 2021-05-09 09:21:57 > Step: 410200 Progress: 82.0% Elapsed: 9:44:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.02474 Generator_loss: 6.71186
[INFO] 2021-05-09 09:24:36 > Step: 410300 Progress: 82.1% Elapsed: 9:47:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.02695 Generator_loss: 7.03893
[INFO] 2021-05-09 09:27:15 > Step: 410400 Progress: 82.1% Elapsed: 9:50:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.97392 Generator_loss: 6.53821
[INFO] 2021-05-09 09:29:53 > Step: 410500 Progress: 82.1% Elapsed: 9:52:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.04296 Generator_loss: 7.2653
[INFO] 2021-05-09 09:32:32 > Step: 410600 Progress: 82.1% Elapsed: 9:55:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.03463 Generator_loss: 7.0061
[INFO] 2021-05-09 09:35:11 > Step: 410700 Progress: 82.1% Elapsed: 9:58:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.02541 Generator_loss: 6.61272
[INFO] 2021-05-09 09:37:50 > Step: 410800 Progress: 82.2% Elapsed: 10:00:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.03665 Generator_loss: 6.18458
[INFO] 2021-05-09 09:40:29 > Step: 410900 Progress: 82.2% Elapsed: 10:03:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.0072 Generator_loss: 6.77736
[INFO] 2021-05-09 09:43:07 > Step: 411000 Progress: 82.2% Elapsed: 10:05:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.05188 Generator_loss: 6.44015
[INFO] 2021-05-09 09:45:46 > Step: 411100 Progress: 82.2% Elapsed: 10:08:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.01621 Generator_loss: 6.63734
[INFO] 2021-05-09 09:48:25 > Step: 411200 Progress: 82.2% Elapsed: 10:11:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.00905 Generator_loss: 6.84083
[INFO] 2021-05-09 09:51:03 > Step: 411300 Progress: 82.3% Elapsed: 10:13:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.9941 Generator_loss: 6.5724
[INFO] 2021-05-09 09:53:42 > Step: 411400 Progress: 82.3% Elapsed: 10:16:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.10342 Generator_loss: 6.08992
[INFO] 2021-05-09 09:56:21 > Step: 411500 Progress: 82.3% Elapsed: 10:19:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.12256 Generator_loss: 6.12301
[INFO] 2021-05-09 09:59:00 > Step: 411600 Progress: 82.3% Elapsed: 10:21:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.06748 Generator_loss: 6.23921
[INFO] 2021-05-09 10:01:39 > Step: 411700 Progress: 82.3% Elapsed: 10:24:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.96078 Generator_loss: 6.85695
[INFO] 2021-05-09 10:04:17 > Step: 411800 Progress: 82.4% Elapsed: 10:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.00927 Generator_loss: 6.44302
[INFO] 2021-05-09 10:06:56 > Step: 411900 Progress: 82.4% Elapsed: 10:29:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.05913 Generator_loss: 7.10997
[INFO] 2021-05-09 10:09:35 > Step: 412000 Progress: 82.4% Elapsed: 10:32:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.02656 Generator_loss: 6.98377
[INFO] 2021-05-09 10:09:35 > Start Evaluation (412000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 10:09:35 > Calculating FID Score....
[INFO] 2021-05-09 10:10:23 > Calculating Inception Score....
[INFO] 2021-05-09 10:10:52 > Calculate F_beta Score....
[INFO] 2021-05-09 10:12:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 10:12:25 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 10:12:26 > Calculate Accuracies....
[INFO] 2021-05-09 10:13:07 > Calculate Accuracies....
[INFO] 2021-05-09 10:13:48 > F_8 score (Step: 412000, Using valid images): 0.974637731394526
[INFO] 2021-05-09 10:13:48 > F_1/8 score (Step: 412000, Using valid images): 0.9743797660423458
[INFO] 2021-05-09 10:13:48 > FID score (Step: 412000, Using valid moments): 14.429427738890467
[INFO] 2021-05-09 10:13:48 > Inception score (Step: 412000, 50000 generated images): 62.98307800292969
[INFO] 2021-05-09 10:13:48 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 10:14:14 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 10:16:53 > Step: 412100 Progress: 82.4% Elapsed: 10:39:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.97838 Generator_loss: 6.5965
[INFO] 2021-05-09 10:19:32 > Step: 412200 Progress: 82.4% Elapsed: 10:42:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.24585 Generator_loss: 6.00456
[INFO] 2021-05-09 10:22:11 > Step: 412300 Progress: 82.5% Elapsed: 10:45:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.99397 Generator_loss: 6.09998
[INFO] 2021-05-09 10:24:50 > Step: 412400 Progress: 82.5% Elapsed: 10:47:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.98461 Generator_loss: 7.04322
[INFO] 2021-05-09 10:27:29 > Step: 412500 Progress: 82.5% Elapsed: 10:50:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.98712 Generator_loss: 6.62734
[INFO] 2021-05-09 10:30:09 > Step: 412600 Progress: 82.5% Elapsed: 10:52:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.94373 Generator_loss: 6.40512
[INFO] 2021-05-09 10:32:49 > Step: 412700 Progress: 82.5% Elapsed: 10:55:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.06608 Generator_loss: 6.43509
[INFO] 2021-05-09 10:35:28 > Step: 412800 Progress: 82.6% Elapsed: 10:58:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.06548 Generator_loss: 7.14001
[INFO] 2021-05-09 10:38:07 > Step: 412900 Progress: 82.6% Elapsed: 11:00:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.93351 Generator_loss: 7.00406
[INFO] 2021-05-09 10:40:46 > Step: 413000 Progress: 82.6% Elapsed: 11:03:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.01472 Generator_loss: 7.0472
[INFO] 2021-05-09 10:43:25 > Step: 413100 Progress: 82.6% Elapsed: 11:06:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.9862 Generator_loss: 6.51264
[INFO] 2021-05-09 10:46:04 > Step: 413200 Progress: 82.6% Elapsed: 11:08:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.01092 Generator_loss: 6.63535
[INFO] 2021-05-09 10:48:43 > Step: 413300 Progress: 82.7% Elapsed: 11:11:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.0063 Generator_loss: 6.49522
[INFO] 2021-05-09 10:51:22 > Step: 413400 Progress: 82.7% Elapsed: 11:14:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.98055 Generator_loss: 6.8719
[INFO] 2021-05-09 10:54:01 > Step: 413500 Progress: 82.7% Elapsed: 11:16:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.99351 Generator_loss: 6.52289
[INFO] 2021-05-09 10:56:40 > Step: 413600 Progress: 82.7% Elapsed: 11:19:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.0159 Generator_loss: 6.68135
[INFO] 2021-05-09 10:59:19 > Step: 413700 Progress: 82.7% Elapsed: 11:22:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.06037 Generator_loss: 7.01584
[INFO] 2021-05-09 11:01:58 > Step: 413800 Progress: 82.8% Elapsed: 11:24:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.06676 Generator_loss: 5.90548
[INFO] 2021-05-09 11:04:37 > Step: 413900 Progress: 82.8% Elapsed: 11:27:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.08512 Generator_loss: 6.38618
[INFO] 2021-05-09 11:07:16 > Step: 414000 Progress: 82.8% Elapsed: 11:30:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.05438 Generator_loss: 6.36158
[INFO] 2021-05-09 11:07:16 > Start Evaluation (414000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 11:07:16 > Calculating FID Score....
[INFO] 2021-05-09 11:08:04 > Calculating Inception Score....
[INFO] 2021-05-09 11:08:33 > Calculate F_beta Score....
[INFO] 2021-05-09 11:10:10 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 11:10:10 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 11:10:11 > Calculate Accuracies....
[INFO] 2021-05-09 11:10:52 > Calculate Accuracies....
[INFO] 2021-05-09 11:11:32 > F_8 score (Step: 414000, Using valid images): 0.9747654277472559
[INFO] 2021-05-09 11:11:32 > F_1/8 score (Step: 414000, Using valid images): 0.9769644127240151
[INFO] 2021-05-09 11:11:32 > FID score (Step: 414000, Using valid moments): 14.388016859992035
[INFO] 2021-05-09 11:11:32 > Inception score (Step: 414000, 50000 generated images): 62.8947868347168
[INFO] 2021-05-09 11:11:32 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 11:11:58 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 11:14:37 > Step: 414100 Progress: 82.8% Elapsed: 11:37:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.04532 Generator_loss: 7.28732
[INFO] 2021-05-09 11:17:15 > Step: 414200 Progress: 82.8% Elapsed: 11:40:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.03766 Generator_loss: 6.41398
[INFO] 2021-05-09 11:19:54 > Step: 414300 Progress: 82.9% Elapsed: 11:42:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.96936 Generator_loss: 6.4829
[INFO] 2021-05-09 11:22:33 > Step: 414400 Progress: 82.9% Elapsed: 11:45:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.09192 Generator_loss: 7.26096
[INFO] 2021-05-09 11:25:11 > Step: 414500 Progress: 82.9% Elapsed: 11:48:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.05916 Generator_loss: 5.96145
[INFO] 2021-05-09 11:27:50 > Step: 414600 Progress: 82.9% Elapsed: 11:50:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.97572 Generator_loss: 6.55958
[INFO] 2021-05-09 11:30:29 > Step: 414700 Progress: 82.9% Elapsed: 11:53:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.9915 Generator_loss: 6.4783
[INFO] 2021-05-09 11:33:08 > Step: 414800 Progress: 83.0% Elapsed: 11:55:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.97523 Generator_loss: 6.60243
[INFO] 2021-05-09 11:35:47 > Step: 414900 Progress: 83.0% Elapsed: 11:58:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.99891 Generator_loss: 6.33186
[INFO] 2021-05-09 11:38:26 > Step: 415000 Progress: 83.0% Elapsed: 12:01:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.49305 Generator_loss: 7.35901
[INFO] 2021-05-09 11:41:06 > Step: 415100 Progress: 83.0% Elapsed: 12:03:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.3613 Generator_loss: 5.89879
[INFO] 2021-05-09 11:43:45 > Step: 415200 Progress: 83.0% Elapsed: 12:06:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.00349 Generator_loss: 6.3124
[INFO] 2021-05-09 11:46:23 > Step: 415300 Progress: 83.1% Elapsed: 12:09:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.98161 Generator_loss: 6.37473
[INFO] 2021-05-09 11:49:02 > Step: 415400 Progress: 83.1% Elapsed: 12:11:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.00828 Generator_loss: 6.50336
[INFO] 2021-05-09 11:51:41 > Step: 415500 Progress: 83.1% Elapsed: 12:14:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.09484 Generator_loss: 6.20812
[INFO] 2021-05-09 11:54:20 > Step: 415600 Progress: 83.1% Elapsed: 12:17:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05428 Generator_loss: 6.57872
[INFO] 2021-05-09 11:56:58 > Step: 415700 Progress: 83.1% Elapsed: 12:19:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.01656 Generator_loss: 6.80513
[INFO] 2021-05-09 11:59:37 > Step: 415800 Progress: 83.2% Elapsed: 12:22:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.00098 Generator_loss: 6.34578
[INFO] 2021-05-09 12:02:16 > Step: 415900 Progress: 83.2% Elapsed: 12:25:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.35728 Generator_loss: 5.69516
[INFO] 2021-05-09 12:04:55 > Step: 416000 Progress: 83.2% Elapsed: 12:27:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.00191 Generator_loss: 6.33832
[INFO] 2021-05-09 12:04:55 > Start Evaluation (416000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 12:04:55 > Calculating FID Score....
[INFO] 2021-05-09 12:05:42 > Calculating Inception Score....
[INFO] 2021-05-09 12:06:12 > Calculate F_beta Score....
[INFO] 2021-05-09 12:07:48 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 12:07:48 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 12:07:49 > Calculate Accuracies....
[INFO] 2021-05-09 12:08:30 > Calculate Accuracies....
[INFO] 2021-05-09 12:09:10 > F_8 score (Step: 416000, Using valid images): 0.9736123975175446
[INFO] 2021-05-09 12:09:10 > F_1/8 score (Step: 416000, Using valid images): 0.9762777778409776
[INFO] 2021-05-09 12:09:10 > FID score (Step: 416000, Using valid moments): 14.44941986828593
[INFO] 2021-05-09 12:09:10 > Inception score (Step: 416000, 50000 generated images): 62.839385986328125
[INFO] 2021-05-09 12:09:10 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 12:09:36 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 12:12:15 > Step: 416100 Progress: 83.2% Elapsed: 12:35:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.03006 Generator_loss: 6.26602
[INFO] 2021-05-09 12:14:54 > Step: 416200 Progress: 83.2% Elapsed: 12:37:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.1207 Generator_loss: 6.45367
[INFO] 2021-05-09 12:17:33 > Step: 416300 Progress: 83.3% Elapsed: 12:40:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.00004 Generator_loss: 6.35797
[INFO] 2021-05-09 12:20:12 > Step: 416400 Progress: 83.3% Elapsed: 12:43:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.09887 Generator_loss: 6.07521
[INFO] 2021-05-09 12:22:50 > Step: 416500 Progress: 83.3% Elapsed: 12:45:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.0734 Generator_loss: 6.90815
[INFO] 2021-05-09 12:25:29 > Step: 416600 Progress: 83.3% Elapsed: 12:48:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.00325 Generator_loss: 6.55965
[INFO] 2021-05-09 12:28:08 > Step: 416700 Progress: 83.3% Elapsed: 12:50:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.08144 Generator_loss: 6.03758
[INFO] 2021-05-09 12:30:47 > Step: 416800 Progress: 83.4% Elapsed: 12:53:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.06579 Generator_loss: 6.1387
[INFO] 2021-05-09 12:33:25 > Step: 416900 Progress: 83.4% Elapsed: 12:56:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.13356 Generator_loss: 5.89376
[INFO] 2021-05-09 12:36:04 > Step: 417000 Progress: 83.4% Elapsed: 12:58:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.10589 Generator_loss: 6.2354
[INFO] 2021-05-09 12:38:44 > Step: 417100 Progress: 83.4% Elapsed: 13:01:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.97078 Generator_loss: 6.85135
[INFO] 2021-05-09 12:41:22 > Step: 417200 Progress: 83.4% Elapsed: 13:04:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.044 Generator_loss: 6.27839
[INFO] 2021-05-09 12:44:01 > Step: 417300 Progress: 83.5% Elapsed: 13:06:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.28672 Generator_loss: 5.96399
[INFO] 2021-05-09 12:46:40 > Step: 417400 Progress: 83.5% Elapsed: 13:09:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.95163 Generator_loss: 7.00355
[INFO] 2021-05-09 12:49:19 > Step: 417500 Progress: 83.5% Elapsed: 13:12:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.14312 Generator_loss: 5.62814
[INFO] 2021-05-09 12:51:59 > Step: 417600 Progress: 83.5% Elapsed: 13:14:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.94501 Generator_loss: 7.23985
[INFO] 2021-05-09 12:54:38 > Step: 417700 Progress: 83.5% Elapsed: 13:17:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.01041 Generator_loss: 6.2764
[INFO] 2021-05-09 12:57:17 > Step: 417800 Progress: 83.6% Elapsed: 13:20:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.99448 Generator_loss: 6.74713
[INFO] 2021-05-09 12:59:56 > Step: 417900 Progress: 83.6% Elapsed: 13:22:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.96852 Generator_loss: 6.90276
[INFO] 2021-05-09 13:02:35 > Step: 418000 Progress: 83.6% Elapsed: 13:25:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.95867 Generator_loss: 7.06035
[INFO] 2021-05-09 13:02:35 > Start Evaluation (418000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 13:02:35 > Calculating FID Score....
[INFO] 2021-05-09 13:03:23 > Calculating Inception Score....
[INFO] 2021-05-09 13:03:52 > Calculate F_beta Score....
[INFO] 2021-05-09 13:05:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 13:05:40 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 13:05:41 > Calculate Accuracies....
[INFO] 2021-05-09 13:06:22 > Calculate Accuracies....
[INFO] 2021-05-09 13:07:04 > F_8 score (Step: 418000, Using valid images): 0.9773129508516503
[INFO] 2021-05-09 13:07:04 > F_1/8 score (Step: 418000, Using valid images): 0.974969136758289
[INFO] 2021-05-09 13:07:04 > FID score (Step: 418000, Using valid moments): 14.488123207183037
[INFO] 2021-05-09 13:07:04 > Inception score (Step: 418000, 50000 generated images): 63.77289581298828
[INFO] 2021-05-09 13:07:04 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 13:07:30 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 13:10:09 > Step: 418100 Progress: 83.6% Elapsed: 13:33:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.99997 Generator_loss: 6.50596
[INFO] 2021-05-09 13:12:48 > Step: 418200 Progress: 83.6% Elapsed: 13:35:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.10608 Generator_loss: 6.02987
[INFO] 2021-05-09 13:15:27 > Step: 418300 Progress: 83.7% Elapsed: 13:38:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.96182 Generator_loss: 6.10287
[INFO] 2021-05-09 13:18:06 > Step: 418400 Progress: 83.7% Elapsed: 13:40:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.96508 Generator_loss: 6.8136
[INFO] 2021-05-09 13:20:45 > Step: 418500 Progress: 83.7% Elapsed: 13:43:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.99306 Generator_loss: 6.59389
[INFO] 2021-05-09 13:23:23 > Step: 418600 Progress: 83.7% Elapsed: 13:46:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.97764 Generator_loss: 6.92159
[INFO] 2021-05-09 13:26:02 > Step: 418700 Progress: 83.7% Elapsed: 13:48:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.02344 Generator_loss: 7.0297
[INFO] 2021-05-09 13:28:41 > Step: 418800 Progress: 83.8% Elapsed: 13:51:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.95402 Generator_loss: 6.92135
[INFO] 2021-05-09 13:31:20 > Step: 418900 Progress: 83.8% Elapsed: 13:54:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.07105 Generator_loss: 6.11901
[INFO] 2021-05-09 13:33:59 > Step: 419000 Progress: 83.8% Elapsed: 13:56:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.02486 Generator_loss: 6.91949
[INFO] 2021-05-09 13:36:38 > Step: 419100 Progress: 83.8% Elapsed: 13:59:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.20835 Generator_loss: 5.7812
[INFO] 2021-05-09 13:39:16 > Step: 419200 Progress: 83.8% Elapsed: 14:02:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.07573 Generator_loss: 6.20419
[INFO] 2021-05-09 13:41:55 > Step: 419300 Progress: 83.9% Elapsed: 14:04:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.10385 Generator_loss: 6.66816
[INFO] 2021-05-09 13:44:34 > Step: 419400 Progress: 83.9% Elapsed: 14:07:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.09611 Generator_loss: 5.90133
[INFO] 2021-05-09 13:47:13 > Step: 419500 Progress: 83.9% Elapsed: 14:10:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.01491 Generator_loss: 6.82238
[INFO] 2021-05-09 13:49:51 > Step: 419600 Progress: 83.9% Elapsed: 14:12:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.0574 Generator_loss: 6.97611
[INFO] 2021-05-09 13:52:30 > Step: 419700 Progress: 83.9% Elapsed: 14:15:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.00402 Generator_loss: 6.50908
[INFO] 2021-05-09 13:55:09 > Step: 419800 Progress: 84.0% Elapsed: 14:17:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.04142 Generator_loss: 6.98103
[INFO] 2021-05-09 13:57:48 > Step: 419900 Progress: 84.0% Elapsed: 14:20:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.03406 Generator_loss: 6.87091
[INFO] 2021-05-09 14:00:27 > Step: 420000 Progress: 84.0% Elapsed: 14:23:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.97932 Generator_loss: 7.22511
[INFO] 2021-05-09 14:00:27 > Start Evaluation (420000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 14:00:27 > Calculating FID Score....
[INFO] 2021-05-09 14:01:15 > Calculating Inception Score....
[INFO] 2021-05-09 14:01:45 > Calculate F_beta Score....
[INFO] 2021-05-09 14:03:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 14:03:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 14:03:23 > Calculate Accuracies....
[INFO] 2021-05-09 14:04:05 > Calculate Accuracies....
[INFO] 2021-05-09 14:04:46 > F_8 score (Step: 420000, Using valid images): 0.9755570365642746
[INFO] 2021-05-09 14:04:46 > F_1/8 score (Step: 420000, Using valid images): 0.9751177569355507
[INFO] 2021-05-09 14:04:46 > FID score (Step: 420000, Using valid moments): 14.415113442733627
[INFO] 2021-05-09 14:04:46 > Inception score (Step: 420000, 50000 generated images): 63.42242431640625
[INFO] 2021-05-09 14:04:46 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 14:05:11 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 14:07:52 > Step: 420100 Progress: 84.0% Elapsed: 14:30:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.05357 Generator_loss: 6.96108
[INFO] 2021-05-09 14:10:31 > Step: 420200 Progress: 84.0% Elapsed: 14:33:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.96248 Generator_loss: 6.71495
[INFO] 2021-05-09 14:13:10 > Step: 420300 Progress: 84.1% Elapsed: 14:36:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.97801 Generator_loss: 7.01073
[INFO] 2021-05-09 14:15:50 > Step: 420400 Progress: 84.1% Elapsed: 14:38:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.95585 Generator_loss: 6.93827
[INFO] 2021-05-09 14:18:29 > Step: 420500 Progress: 84.1% Elapsed: 14:41:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.97156 Generator_loss: 6.73436
[INFO] 2021-05-09 14:21:07 > Step: 420600 Progress: 84.1% Elapsed: 14:43:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.98875 Generator_loss: 7.0861
[INFO] 2021-05-09 14:23:46 > Step: 420700 Progress: 84.1% Elapsed: 14:46:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.02654 Generator_loss: 6.22301
[INFO] 2021-05-09 14:26:25 > Step: 420800 Progress: 84.2% Elapsed: 14:49:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.07762 Generator_loss: 6.94408
[INFO] 2021-05-09 14:29:04 > Step: 420900 Progress: 84.2% Elapsed: 14:51:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.25863 Generator_loss: 5.60512
[INFO] 2021-05-09 14:31:43 > Step: 421000 Progress: 84.2% Elapsed: 14:54:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.03839 Generator_loss: 7.16138
[INFO] 2021-05-09 14:34:21 > Step: 421100 Progress: 84.2% Elapsed: 14:57:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.08205 Generator_loss: 6.3979
[INFO] 2021-05-09 14:37:00 > Step: 421200 Progress: 84.2% Elapsed: 14:59:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.01736 Generator_loss: 6.95276
[INFO] 2021-05-09 14:39:39 > Step: 421300 Progress: 84.3% Elapsed: 15:02:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.03489 Generator_loss: 6.49251
[INFO] 2021-05-09 14:42:18 > Step: 421400 Progress: 84.3% Elapsed: 15:05:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.99493 Generator_loss: 6.48362
[INFO] 2021-05-09 14:44:57 > Step: 421500 Progress: 84.3% Elapsed: 15:07:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.03697 Generator_loss: 6.65293
[INFO] 2021-05-09 14:47:36 > Step: 421600 Progress: 84.3% Elapsed: 15:10:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.44059 Generator_loss: 7.05298
[INFO] 2021-05-09 14:50:15 > Step: 421700 Progress: 84.3% Elapsed: 15:13:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.15747 Generator_loss: 7.10279
[INFO] 2021-05-09 14:52:54 > Step: 421800 Progress: 84.4% Elapsed: 15:15:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.23371 Generator_loss: 5.6034
[INFO] 2021-05-09 14:55:32 > Step: 421900 Progress: 84.4% Elapsed: 15:18:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.91616 Generator_loss: 6.73353
[INFO] 2021-05-09 14:58:12 > Step: 422000 Progress: 84.4% Elapsed: 15:21:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.93424 Generator_loss: 6.69805
[INFO] 2021-05-09 14:58:12 > Start Evaluation (422000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 14:58:12 > Calculating FID Score....
[INFO] 2021-05-09 14:58:59 > Calculating Inception Score....
[INFO] 2021-05-09 14:59:28 > Calculate F_beta Score....
[INFO] 2021-05-09 15:01:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 15:01:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 15:01:05 > Calculate Accuracies....
[INFO] 2021-05-09 15:01:47 > Calculate Accuracies....
[INFO] 2021-05-09 15:02:27 > F_8 score (Step: 422000, Using valid images): 0.9718814997734225
[INFO] 2021-05-09 15:02:27 > F_1/8 score (Step: 422000, Using valid images): 0.9761290470580172
[INFO] 2021-05-09 15:02:27 > FID score (Step: 422000, Using valid moments): 14.429775000480504
[INFO] 2021-05-09 15:02:27 > Inception score (Step: 422000, 50000 generated images): 63.557777404785156
[INFO] 2021-05-09 15:02:27 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 15:02:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 15:05:32 > Step: 422100 Progress: 84.4% Elapsed: 15:28:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.98336 Generator_loss: 6.76605
[INFO] 2021-05-09 15:08:11 > Step: 422200 Progress: 84.4% Elapsed: 15:31:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.14059 Generator_loss: 5.71146
[INFO] 2021-05-09 15:10:50 > Step: 422300 Progress: 84.5% Elapsed: 15:33:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.0889 Generator_loss: 6.27378
[INFO] 2021-05-09 15:13:29 > Step: 422400 Progress: 84.5% Elapsed: 15:36:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.04531 Generator_loss: 6.60179
[INFO] 2021-05-09 15:16:08 > Step: 422500 Progress: 84.5% Elapsed: 15:38:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.05849 Generator_loss: 6.76801
[INFO] 2021-05-09 15:18:48 > Step: 422600 Progress: 84.5% Elapsed: 15:41:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.00315 Generator_loss: 6.08788
[INFO] 2021-05-09 15:21:27 > Step: 422700 Progress: 84.5% Elapsed: 15:44:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.05052 Generator_loss: 5.91169
[INFO] 2021-05-09 15:24:05 > Step: 422800 Progress: 84.6% Elapsed: 15:46:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.92582 Generator_loss: 6.14486
[INFO] 2021-05-09 15:26:43 > Step: 422900 Progress: 84.6% Elapsed: 15:49:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.98242 Generator_loss: 6.93873
[INFO] 2021-05-09 15:29:22 > Step: 423000 Progress: 84.6% Elapsed: 15:52:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.06485 Generator_loss: 6.43347
[INFO] 2021-05-09 15:32:01 > Step: 423100 Progress: 84.6% Elapsed: 15:54:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.92513 Generator_loss: 6.29659
[INFO] 2021-05-09 15:34:39 > Step: 423200 Progress: 84.6% Elapsed: 15:57:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.97959 Generator_loss: 6.98513
[INFO] 2021-05-09 15:37:17 > Step: 423300 Progress: 84.7% Elapsed: 16:00:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.00693 Generator_loss: 6.25655
[INFO] 2021-05-09 15:39:54 > Step: 423400 Progress: 84.7% Elapsed: 16:02:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.06461 Generator_loss: 6.89383
[INFO] 2021-05-09 15:42:32 > Step: 423500 Progress: 84.7% Elapsed: 16:05:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.06896 Generator_loss: 6.42926
[INFO] 2021-05-09 15:45:10 > Step: 423600 Progress: 84.7% Elapsed: 16:08:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.11901 Generator_loss: 6.59033
[INFO] 2021-05-09 15:47:47 > Step: 423700 Progress: 84.7% Elapsed: 16:10:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.12292 Generator_loss: 7.4722
[INFO] 2021-05-09 15:50:24 > Step: 423800 Progress: 84.8% Elapsed: 16:13:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.17096 Generator_loss: 5.86747
[INFO] 2021-05-09 15:53:02 > Step: 423900 Progress: 84.8% Elapsed: 16:15:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.04821 Generator_loss: 7.28859
[INFO] 2021-05-09 15:55:39 > Step: 424000 Progress: 84.8% Elapsed: 16:18:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.05615 Generator_loss: 7.2451
[INFO] 2021-05-09 15:55:39 > Start Evaluation (424000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 15:55:39 > Calculating FID Score....
[INFO] 2021-05-09 15:56:28 > Calculating Inception Score....
[INFO] 2021-05-09 15:56:57 > Calculate F_beta Score....
[INFO] 2021-05-09 16:00:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 16:00:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 16:00:54 > Calculate Accuracies....
[INFO] 2021-05-09 16:01:36 > Calculate Accuracies....
[INFO] 2021-05-09 16:02:16 > F_8 score (Step: 424000, Using valid images): 0.974097266271802
[INFO] 2021-05-09 16:02:16 > F_1/8 score (Step: 424000, Using valid images): 0.9775450206521461
[INFO] 2021-05-09 16:02:16 > FID score (Step: 424000, Using valid moments): 14.337475983100433
[INFO] 2021-05-09 16:02:16 > Inception score (Step: 424000, 50000 generated images): 64.2948989868164
[INFO] 2021-05-09 16:02:16 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 16:02:42 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 16:05:21 > Step: 424100 Progress: 84.8% Elapsed: 16:28:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.99932 Generator_loss: 6.45011
[INFO] 2021-05-09 16:07:58 > Step: 424200 Progress: 84.8% Elapsed: 16:30:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.04396 Generator_loss: 7.29665
[INFO] 2021-05-09 16:10:36 > Step: 424300 Progress: 84.9% Elapsed: 16:33:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.06198 Generator_loss: 6.0904
[INFO] 2021-05-09 16:13:14 > Step: 424400 Progress: 84.9% Elapsed: 16:36:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.45779 Generator_loss: 5.35033
[INFO] 2021-05-09 16:15:53 > Step: 424500 Progress: 84.9% Elapsed: 16:38:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.03739 Generator_loss: 7.07449
[INFO] 2021-05-09 16:18:31 > Step: 424600 Progress: 84.9% Elapsed: 16:41:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.00563 Generator_loss: 6.57005
[INFO] 2021-05-09 16:21:10 > Step: 424700 Progress: 84.9% Elapsed: 16:44:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.10428 Generator_loss: 5.75513
[INFO] 2021-05-09 16:23:48 > Step: 424800 Progress: 85.0% Elapsed: 16:46:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.02427 Generator_loss: 6.66466
[INFO] 2021-05-09 16:26:26 > Step: 424900 Progress: 85.0% Elapsed: 16:49:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.01258 Generator_loss: 7.03187
[INFO] 2021-05-09 16:29:05 > Step: 425000 Progress: 85.0% Elapsed: 16:51:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.04435 Generator_loss: 7.18767
[INFO] 2021-05-09 16:31:44 > Step: 425100 Progress: 85.0% Elapsed: 16:54:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.07224 Generator_loss: 5.81906
[INFO] 2021-05-09 16:34:22 > Step: 425200 Progress: 85.0% Elapsed: 16:57:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.07703 Generator_loss: 7.20031
[INFO] 2021-05-09 16:37:00 > Step: 425300 Progress: 85.1% Elapsed: 16:59:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.04459 Generator_loss: 6.63732
[INFO] 2021-05-09 16:39:38 > Step: 425400 Progress: 85.1% Elapsed: 17:02:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.00938 Generator_loss: 7.09319
[INFO] 2021-05-09 16:42:17 > Step: 425500 Progress: 85.1% Elapsed: 17:05:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.14682 Generator_loss: 6.04709
[INFO] 2021-05-09 16:44:54 > Step: 425600 Progress: 85.1% Elapsed: 17:07:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.9854 Generator_loss: 6.90981
[INFO] 2021-05-09 16:47:32 > Step: 425700 Progress: 85.1% Elapsed: 17:10:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.94475 Generator_loss: 6.53606
[INFO] 2021-05-09 16:50:10 > Step: 425800 Progress: 85.2% Elapsed: 17:13:00 temperature: 0.5 ada_p: No Discriminator_loss: 3.97522 Generator_loss: 6.40386
[INFO] 2021-05-09 16:52:48 > Step: 425900 Progress: 85.2% Elapsed: 17:15:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.93349 Generator_loss: 6.681
[INFO] 2021-05-09 16:55:26 > Step: 426000 Progress: 85.2% Elapsed: 17:18:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.064 Generator_loss: 7.11297
[INFO] 2021-05-09 16:55:26 > Start Evaluation (426000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 16:55:26 > Calculating FID Score....
[INFO] 2021-05-09 16:56:15 > Calculating Inception Score....
[INFO] 2021-05-09 16:56:45 > Calculate F_beta Score....
[INFO] 2021-05-09 16:58:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 16:58:20 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 16:58:21 > Calculate Accuracies....
[INFO] 2021-05-09 16:59:03 > Calculate Accuracies....
[INFO] 2021-05-09 16:59:43 > F_8 score (Step: 426000, Using valid images): 0.9788801753323783
[INFO] 2021-05-09 16:59:43 > F_1/8 score (Step: 426000, Using valid images): 0.9768500239375824
[INFO] 2021-05-09 16:59:43 > FID score (Step: 426000, Using valid moments): 14.40086354151407
[INFO] 2021-05-09 16:59:43 > Inception score (Step: 426000, 50000 generated images): 63.35707092285156
[INFO] 2021-05-09 16:59:43 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 17:00:09 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 17:02:48 > Step: 426100 Progress: 85.2% Elapsed: 17:25:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.97991 Generator_loss: 6.99679
[INFO] 2021-05-09 17:05:26 > Step: 426200 Progress: 85.2% Elapsed: 17:28:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.99038 Generator_loss: 7.04551
[INFO] 2021-05-09 17:08:03 > Step: 426300 Progress: 85.3% Elapsed: 17:30:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.02424 Generator_loss: 6.2485
[INFO] 2021-05-09 17:10:41 > Step: 426400 Progress: 85.3% Elapsed: 17:33:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.02157 Generator_loss: 6.75709
[INFO] 2021-05-09 17:13:19 > Step: 426500 Progress: 85.3% Elapsed: 17:36:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.0313 Generator_loss: 6.47176
[INFO] 2021-05-09 17:15:57 > Step: 426600 Progress: 85.3% Elapsed: 17:38:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.014 Generator_loss: 6.66082
[INFO] 2021-05-09 17:18:35 > Step: 426700 Progress: 85.3% Elapsed: 17:41:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.08994 Generator_loss: 6.2935
[INFO] 2021-05-09 17:21:13 > Step: 426800 Progress: 85.4% Elapsed: 17:44:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.02983 Generator_loss: 6.57258
[INFO] 2021-05-09 17:23:51 > Step: 426900 Progress: 85.4% Elapsed: 17:46:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.15688 Generator_loss: 6.24208
[INFO] 2021-05-09 17:26:29 > Step: 427000 Progress: 85.4% Elapsed: 17:49:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.95569 Generator_loss: 6.64097
[INFO] 2021-05-09 17:29:07 > Step: 427100 Progress: 85.4% Elapsed: 17:51:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.23103 Generator_loss: 5.70452
[INFO] 2021-05-09 17:31:45 > Step: 427200 Progress: 85.4% Elapsed: 17:54:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.04931 Generator_loss: 6.78409
[INFO] 2021-05-09 17:34:22 > Step: 427300 Progress: 85.5% Elapsed: 17:57:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.07754 Generator_loss: 7.32893
[INFO] 2021-05-09 17:37:00 > Step: 427400 Progress: 85.5% Elapsed: 17:59:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.07024 Generator_loss: 6.15821
[INFO] 2021-05-09 17:39:38 > Step: 427500 Progress: 85.5% Elapsed: 18:02:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.11238 Generator_loss: 5.83516
[INFO] 2021-05-09 17:42:17 > Step: 427600 Progress: 85.5% Elapsed: 18:05:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.14087 Generator_loss: 5.69179
[INFO] 2021-05-09 17:44:55 > Step: 427700 Progress: 85.5% Elapsed: 18:07:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.91597 Generator_loss: 6.5789
[INFO] 2021-05-09 17:47:33 > Step: 427800 Progress: 85.6% Elapsed: 18:10:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.03878 Generator_loss: 6.15896
[INFO] 2021-05-09 17:50:11 > Step: 427900 Progress: 85.6% Elapsed: 18:13:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.01447 Generator_loss: 6.68081
[INFO] 2021-05-09 17:52:49 > Step: 428000 Progress: 85.6% Elapsed: 18:15:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.99172 Generator_loss: 6.96544
[INFO] 2021-05-09 17:52:49 > Start Evaluation (428000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 17:52:49 > Calculating FID Score....
[INFO] 2021-05-09 17:53:38 > Calculating Inception Score....
[INFO] 2021-05-09 17:54:07 > Calculate F_beta Score....
[INFO] 2021-05-09 17:55:43 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 17:55:44 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 17:55:45 > Calculate Accuracies....
[INFO] 2021-05-09 17:56:26 > Calculate Accuracies....
[INFO] 2021-05-09 17:57:06 > F_8 score (Step: 428000, Using valid images): 0.9742335994062145
[INFO] 2021-05-09 17:57:06 > F_1/8 score (Step: 428000, Using valid images): 0.9779121978548768
[INFO] 2021-05-09 17:57:06 > FID score (Step: 428000, Using valid moments): 14.355845610381266
[INFO] 2021-05-09 17:57:06 > Inception score (Step: 428000, 50000 generated images): 63.606651306152344
[INFO] 2021-05-09 17:57:06 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 17:57:32 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 18:00:10 > Step: 428100 Progress: 85.6% Elapsed: 18:23:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.0499 Generator_loss: 6.57539
[INFO] 2021-05-09 18:02:48 > Step: 428200 Progress: 85.6% Elapsed: 18:25:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.13549 Generator_loss: 5.50448
[INFO] 2021-05-09 18:05:26 > Step: 428300 Progress: 85.7% Elapsed: 18:28:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.0504 Generator_loss: 6.18567
[INFO] 2021-05-09 18:08:05 > Step: 428400 Progress: 85.7% Elapsed: 18:30:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.01046 Generator_loss: 7.22587
[INFO] 2021-05-09 18:10:43 > Step: 428500 Progress: 85.7% Elapsed: 18:33:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.03545 Generator_loss: 5.82202
[INFO] 2021-05-09 18:13:21 > Step: 428600 Progress: 85.7% Elapsed: 18:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.96716 Generator_loss: 6.89539
[INFO] 2021-05-09 18:16:00 > Step: 428700 Progress: 85.7% Elapsed: 18:38:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.98804 Generator_loss: 6.4629
[INFO] 2021-05-09 18:18:38 > Step: 428800 Progress: 85.8% Elapsed: 18:41:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.05193 Generator_loss: 6.97198
[INFO] 2021-05-09 18:21:16 > Step: 428900 Progress: 85.8% Elapsed: 18:44:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.04288 Generator_loss: 7.09099
[INFO] 2021-05-09 18:23:55 > Step: 429000 Progress: 85.8% Elapsed: 18:46:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.122 Generator_loss: 6.28713
[INFO] 2021-05-09 18:26:33 > Step: 429100 Progress: 85.8% Elapsed: 18:49:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.02922 Generator_loss: 6.37173
[INFO] 2021-05-09 18:29:10 > Step: 429200 Progress: 85.8% Elapsed: 18:52:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.04921 Generator_loss: 6.35534
[INFO] 2021-05-09 18:31:47 > Step: 429300 Progress: 85.9% Elapsed: 18:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.01493 Generator_loss: 6.30548
[INFO] 2021-05-09 18:34:25 > Step: 429400 Progress: 85.9% Elapsed: 18:57:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.1011 Generator_loss: 6.59262
[INFO] 2021-05-09 18:37:04 > Step: 429500 Progress: 85.9% Elapsed: 18:59:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.70147 Generator_loss: 4.91767
[INFO] 2021-05-09 18:39:41 > Step: 429600 Progress: 85.9% Elapsed: 19:02:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.03182 Generator_loss: 6.90747
[INFO] 2021-05-09 18:42:18 > Step: 429700 Progress: 85.9% Elapsed: 19:05:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.10976 Generator_loss: 7.26599
[INFO] 2021-05-09 18:44:56 > Step: 429800 Progress: 86.0% Elapsed: 19:07:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.15224 Generator_loss: 5.94328
[INFO] 2021-05-09 18:47:34 > Step: 429900 Progress: 86.0% Elapsed: 19:10:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.0094 Generator_loss: 6.61457
[INFO] 2021-05-09 18:50:11 > Step: 430000 Progress: 86.0% Elapsed: 19:13:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.02961 Generator_loss: 6.35502
[INFO] 2021-05-09 18:50:11 > Start Evaluation (430000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 18:50:11 > Calculating FID Score....
[INFO] 2021-05-09 18:51:00 > Calculating Inception Score....
[INFO] 2021-05-09 18:51:29 > Calculate F_beta Score....
[INFO] 2021-05-09 18:53:06 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 18:53:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 18:53:07 > Calculate Accuracies....
[INFO] 2021-05-09 18:53:49 > Calculate Accuracies....
[INFO] 2021-05-09 18:54:30 > F_8 score (Step: 430000, Using valid images): 0.9756365537480399
[INFO] 2021-05-09 18:54:30 > F_1/8 score (Step: 430000, Using valid images): 0.9740103228866466
[INFO] 2021-05-09 18:54:30 > FID score (Step: 430000, Using valid moments): 14.597746611766752
[INFO] 2021-05-09 18:54:30 > Inception score (Step: 430000, 50000 generated images): 63.89979934692383
[INFO] 2021-05-09 18:54:30 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 18:54:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 18:57:36 > Step: 430100 Progress: 86.0% Elapsed: 19:20:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.05473 Generator_loss: 6.58932
[INFO] 2021-05-09 19:00:14 > Step: 430200 Progress: 86.0% Elapsed: 19:23:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.09982 Generator_loss: 6.61851
[INFO] 2021-05-09 19:02:52 > Step: 430300 Progress: 86.1% Elapsed: 19:25:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.00037 Generator_loss: 6.61296
[INFO] 2021-05-09 19:05:30 > Step: 430400 Progress: 86.1% Elapsed: 19:28:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.08208 Generator_loss: 5.98317
[INFO] 2021-05-09 19:08:08 > Step: 430500 Progress: 86.1% Elapsed: 19:30:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.0131 Generator_loss: 6.49323
[INFO] 2021-05-09 19:10:46 > Step: 430600 Progress: 86.1% Elapsed: 19:33:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.97997 Generator_loss: 7.00284
[INFO] 2021-05-09 19:13:24 > Step: 430700 Progress: 86.1% Elapsed: 19:36:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.10389 Generator_loss: 6.28278
[INFO] 2021-05-09 19:16:02 > Step: 430800 Progress: 86.2% Elapsed: 19:38:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.01098 Generator_loss: 7.06292
[INFO] 2021-05-09 19:18:40 > Step: 430900 Progress: 86.2% Elapsed: 19:41:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.05239 Generator_loss: 6.56984
[INFO] 2021-05-09 19:21:17 > Step: 431000 Progress: 86.2% Elapsed: 19:44:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.97699 Generator_loss: 6.87541
[INFO] 2021-05-09 19:23:55 > Step: 431100 Progress: 86.2% Elapsed: 19:46:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.98139 Generator_loss: 6.69665
[INFO] 2021-05-09 19:26:33 > Step: 431200 Progress: 86.2% Elapsed: 19:49:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.99949 Generator_loss: 6.91837
[INFO] 2021-05-09 19:29:11 > Step: 431300 Progress: 86.3% Elapsed: 19:52:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.99123 Generator_loss: 6.80251
[INFO] 2021-05-09 19:31:49 > Step: 431400 Progress: 86.3% Elapsed: 19:54:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.0997 Generator_loss: 6.44156
[INFO] 2021-05-09 19:34:27 > Step: 431500 Progress: 86.3% Elapsed: 19:57:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.06938 Generator_loss: 6.49871
[INFO] 2021-05-09 19:37:04 > Step: 431600 Progress: 86.3% Elapsed: 19:59:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.04456 Generator_loss: 6.3595
[INFO] 2021-05-09 19:39:42 > Step: 431700 Progress: 86.3% Elapsed: 20:02:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.99391 Generator_loss: 6.27347
[INFO] 2021-05-09 19:42:20 > Step: 431800 Progress: 86.4% Elapsed: 20:05:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.97693 Generator_loss: 6.76932
[INFO] 2021-05-09 19:44:57 > Step: 431900 Progress: 86.4% Elapsed: 20:07:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.09663 Generator_loss: 6.17988
[INFO] 2021-05-09 19:47:34 > Step: 432000 Progress: 86.4% Elapsed: 20:10:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.14649 Generator_loss: 7.25984
[INFO] 2021-05-09 19:47:34 > Start Evaluation (432000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 19:47:34 > Calculating FID Score....
[INFO] 2021-05-09 19:48:22 > Calculating Inception Score....
[INFO] 2021-05-09 19:48:52 > Calculate F_beta Score....
[INFO] 2021-05-09 19:50:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 19:50:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 19:50:32 > Calculate Accuracies....
[INFO] 2021-05-09 19:51:14 > Calculate Accuracies....
[INFO] 2021-05-09 19:51:54 > F_8 score (Step: 432000, Using valid images): 0.977158363010233
[INFO] 2021-05-09 19:51:54 > F_1/8 score (Step: 432000, Using valid images): 0.973978493525834
[INFO] 2021-05-09 19:51:54 > FID score (Step: 432000, Using valid moments): 14.371636715568968
[INFO] 2021-05-09 19:51:54 > Inception score (Step: 432000, 50000 generated images): 63.601436614990234
[INFO] 2021-05-09 19:51:54 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 19:52:20 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 19:54:58 > Step: 432100 Progress: 86.4% Elapsed: 20:17:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00651 Generator_loss: 6.67337
[INFO] 2021-05-09 19:57:36 > Step: 432200 Progress: 86.4% Elapsed: 20:20:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.94511 Generator_loss: 6.36674
[INFO] 2021-05-09 20:00:14 > Step: 432300 Progress: 86.5% Elapsed: 20:23:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.05698 Generator_loss: 7.07563
[INFO] 2021-05-09 20:02:51 > Step: 432400 Progress: 86.5% Elapsed: 20:25:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.93923 Generator_loss: 6.32768
[INFO] 2021-05-09 20:05:29 > Step: 432500 Progress: 86.5% Elapsed: 20:28:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.9821 Generator_loss: 6.86
[INFO] 2021-05-09 20:08:08 > Step: 432600 Progress: 86.5% Elapsed: 20:30:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.97049 Generator_loss: 6.35037
[INFO] 2021-05-09 20:10:46 > Step: 432700 Progress: 86.5% Elapsed: 20:33:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.95015 Generator_loss: 6.68452
[INFO] 2021-05-09 20:13:24 > Step: 432800 Progress: 86.6% Elapsed: 20:36:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.95078 Generator_loss: 6.55183
[INFO] 2021-05-09 20:16:01 > Step: 432900 Progress: 86.6% Elapsed: 20:38:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.04561 Generator_loss: 7.02615
[INFO] 2021-05-09 20:18:39 > Step: 433000 Progress: 86.6% Elapsed: 20:41:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.11612 Generator_loss: 5.86782
[INFO] 2021-05-09 20:21:16 > Step: 433100 Progress: 86.6% Elapsed: 20:44:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.0072 Generator_loss: 6.91918
[INFO] 2021-05-09 20:23:54 > Step: 433200 Progress: 86.6% Elapsed: 20:46:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.04653 Generator_loss: 6.21024
[INFO] 2021-05-09 20:26:32 > Step: 433300 Progress: 86.7% Elapsed: 20:49:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.21068 Generator_loss: 5.34936
[INFO] 2021-05-09 20:29:10 > Step: 433400 Progress: 86.7% Elapsed: 20:52:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.02316 Generator_loss: 6.27215
[INFO] 2021-05-09 20:31:48 > Step: 433500 Progress: 86.7% Elapsed: 20:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.07299 Generator_loss: 6.23724
[INFO] 2021-05-09 20:34:25 > Step: 433600 Progress: 86.7% Elapsed: 20:57:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.09359 Generator_loss: 7.27045
[INFO] 2021-05-09 20:37:03 > Step: 433700 Progress: 86.7% Elapsed: 20:59:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.94561 Generator_loss: 6.65484
[INFO] 2021-05-09 20:39:41 > Step: 433800 Progress: 86.8% Elapsed: 21:02:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.03428 Generator_loss: 6.11202
[INFO] 2021-05-09 20:42:18 > Step: 433900 Progress: 86.8% Elapsed: 21:05:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.02811 Generator_loss: 6.45183
[INFO] 2021-05-09 20:44:57 > Step: 434000 Progress: 86.8% Elapsed: 21:07:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.05513 Generator_loss: 6.17014
[INFO] 2021-05-09 20:44:57 > Start Evaluation (434000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 20:44:57 > Calculating FID Score....
[INFO] 2021-05-09 20:45:45 > Calculating Inception Score....
[INFO] 2021-05-09 20:46:14 > Calculate F_beta Score....
[INFO] 2021-05-09 20:47:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 20:47:47 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 20:47:47 > Calculate Accuracies....
[INFO] 2021-05-09 20:48:29 > Calculate Accuracies....
[INFO] 2021-05-09 20:49:09 > F_8 score (Step: 434000, Using valid images): 0.975044903371948
[INFO] 2021-05-09 20:49:09 > F_1/8 score (Step: 434000, Using valid images): 0.9757791026968389
[INFO] 2021-05-09 20:49:09 > FID score (Step: 434000, Using valid moments): 14.352946451274534
[INFO] 2021-05-09 20:49:09 > Inception score (Step: 434000, 50000 generated images): 64.07347106933594
[INFO] 2021-05-09 20:49:09 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 20:49:35 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 20:52:12 > Step: 434100 Progress: 86.8% Elapsed: 21:15:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.0101 Generator_loss: 6.84044
[INFO] 2021-05-09 20:54:50 > Step: 434200 Progress: 86.8% Elapsed: 21:17:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.00774 Generator_loss: 6.72705
[INFO] 2021-05-09 20:57:28 > Step: 434300 Progress: 86.9% Elapsed: 21:20:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.22144 Generator_loss: 6.03739
[INFO] 2021-05-09 21:00:06 > Step: 434400 Progress: 86.9% Elapsed: 21:22:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.03931 Generator_loss: 6.61623
[INFO] 2021-05-09 21:02:44 > Step: 434500 Progress: 86.9% Elapsed: 21:25:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.08699 Generator_loss: 7.0919
[INFO] 2021-05-09 21:05:21 > Step: 434600 Progress: 86.9% Elapsed: 21:28:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.99281 Generator_loss: 6.73451
[INFO] 2021-05-09 21:07:59 > Step: 434700 Progress: 86.9% Elapsed: 21:30:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.19351 Generator_loss: 7.19765
[INFO] 2021-05-09 21:10:37 > Step: 434800 Progress: 87.0% Elapsed: 21:33:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.89998 Generator_loss: 6.69051
[INFO] 2021-05-09 21:13:15 > Step: 434900 Progress: 87.0% Elapsed: 21:36:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03341 Generator_loss: 6.54174
[INFO] 2021-05-09 21:15:53 > Step: 435000 Progress: 87.0% Elapsed: 21:38:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.18688 Generator_loss: 5.77482
[INFO] 2021-05-09 21:18:32 > Step: 435100 Progress: 87.0% Elapsed: 21:41:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.17655 Generator_loss: 5.85211
[INFO] 2021-05-09 21:21:10 > Step: 435200 Progress: 87.0% Elapsed: 21:44:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.10879 Generator_loss: 7.41654
[INFO] 2021-05-09 21:23:47 > Step: 435300 Progress: 87.1% Elapsed: 21:46:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.06409 Generator_loss: 6.05452
[INFO] 2021-05-09 21:26:25 > Step: 435400 Progress: 87.1% Elapsed: 21:49:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.9756 Generator_loss: 6.42181
[INFO] 2021-05-09 21:29:03 > Step: 435500 Progress: 87.1% Elapsed: 21:51:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.06902 Generator_loss: 6.48688
[INFO] 2021-05-09 21:31:40 > Step: 435600 Progress: 87.1% Elapsed: 21:54:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.95565 Generator_loss: 6.18876
[INFO] 2021-05-09 21:34:19 > Step: 435700 Progress: 87.1% Elapsed: 21:57:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.95131 Generator_loss: 6.59806
[INFO] 2021-05-09 21:36:57 > Step: 435800 Progress: 87.2% Elapsed: 21:59:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.02896 Generator_loss: 6.44515
[INFO] 2021-05-09 21:39:35 > Step: 435900 Progress: 87.2% Elapsed: 22:02:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.96485 Generator_loss: 6.94208
[INFO] 2021-05-09 21:42:13 > Step: 436000 Progress: 87.2% Elapsed: 22:05:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.31495 Generator_loss: 4.9776
[INFO] 2021-05-09 21:42:13 > Start Evaluation (436000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 21:42:13 > Calculating FID Score....
[INFO] 2021-05-09 21:43:02 > Calculating Inception Score....
[INFO] 2021-05-09 21:43:32 > Calculate F_beta Score....
[INFO] 2021-05-09 21:45:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 21:45:08 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 21:45:09 > Calculate Accuracies....
[INFO] 2021-05-09 21:45:50 > Calculate Accuracies....
[INFO] 2021-05-09 21:46:30 > F_8 score (Step: 436000, Using valid images): 0.9733309897459209
[INFO] 2021-05-09 21:46:30 > F_1/8 score (Step: 436000, Using valid images): 0.9721948676013444
[INFO] 2021-05-09 21:46:30 > FID score (Step: 436000, Using valid moments): 14.473817338412005
[INFO] 2021-05-09 21:46:30 > Inception score (Step: 436000, 50000 generated images): 64.14500427246094
[INFO] 2021-05-09 21:46:30 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 21:46:57 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 21:49:35 > Step: 436100 Progress: 87.2% Elapsed: 22:12:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.03729 Generator_loss: 6.93847
[INFO] 2021-05-09 21:52:13 > Step: 436200 Progress: 87.2% Elapsed: 22:15:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.99073 Generator_loss: 6.9162
[INFO] 2021-05-09 21:54:51 > Step: 436300 Progress: 87.3% Elapsed: 22:17:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.12326 Generator_loss: 6.15376
[INFO] 2021-05-09 21:57:29 > Step: 436400 Progress: 87.3% Elapsed: 22:20:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.02285 Generator_loss: 6.11006
[INFO] 2021-05-09 22:00:07 > Step: 436500 Progress: 87.3% Elapsed: 22:22:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.00979 Generator_loss: 7.10135
[INFO] 2021-05-09 22:02:44 > Step: 436600 Progress: 87.3% Elapsed: 22:25:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.00588 Generator_loss: 6.36245
[INFO] 2021-05-09 22:05:22 > Step: 436700 Progress: 87.3% Elapsed: 22:28:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.99507 Generator_loss: 6.68031
[INFO] 2021-05-09 22:08:00 > Step: 436800 Progress: 87.4% Elapsed: 22:30:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.00174 Generator_loss: 6.20143
[INFO] 2021-05-09 22:10:37 > Step: 436900 Progress: 87.4% Elapsed: 22:33:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.11544 Generator_loss: 6.12877
[INFO] 2021-05-09 22:13:15 > Step: 437000 Progress: 87.4% Elapsed: 22:36:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.99841 Generator_loss: 6.18372
[INFO] 2021-05-09 22:15:53 > Step: 437100 Progress: 87.4% Elapsed: 22:38:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.96421 Generator_loss: 6.79513
[INFO] 2021-05-09 22:18:31 > Step: 437200 Progress: 87.4% Elapsed: 22:41:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.07273 Generator_loss: 7.26091
[INFO] 2021-05-09 22:21:09 > Step: 437300 Progress: 87.5% Elapsed: 22:43:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.03232 Generator_loss: 6.4994
[INFO] 2021-05-09 22:23:47 > Step: 437400 Progress: 87.5% Elapsed: 22:46:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.93332 Generator_loss: 6.61126
[INFO] 2021-05-09 22:26:24 > Step: 437500 Progress: 87.5% Elapsed: 22:49:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.06058 Generator_loss: 6.95664
[INFO] 2021-05-09 22:29:04 > Step: 437600 Progress: 87.5% Elapsed: 22:51:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.14478 Generator_loss: 5.65482
[INFO] 2021-05-09 22:31:42 > Step: 437700 Progress: 87.5% Elapsed: 22:54:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.99324 Generator_loss: 6.6424
[INFO] 2021-05-09 22:34:19 > Step: 437800 Progress: 87.6% Elapsed: 22:57:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.9902 Generator_loss: 6.59835
[INFO] 2021-05-09 22:36:57 > Step: 437900 Progress: 87.6% Elapsed: 22:59:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00472 Generator_loss: 7.35274
[INFO] 2021-05-09 22:39:35 > Step: 438000 Progress: 87.6% Elapsed: 23:02:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.95369 Generator_loss: 6.43443
[INFO] 2021-05-09 22:39:35 > Start Evaluation (438000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 22:39:35 > Calculating FID Score....
[INFO] 2021-05-09 22:40:23 > Calculating Inception Score....
[INFO] 2021-05-09 22:40:53 > Calculate F_beta Score....
[INFO] 2021-05-09 22:42:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 22:42:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 22:42:32 > Calculate Accuracies....
[INFO] 2021-05-09 22:43:14 > Calculate Accuracies....
[INFO] 2021-05-09 22:43:55 > F_8 score (Step: 438000, Using valid images): 0.9756309995975436
[INFO] 2021-05-09 22:43:55 > F_1/8 score (Step: 438000, Using valid images): 0.972104757782235
[INFO] 2021-05-09 22:43:55 > FID score (Step: 438000, Using valid moments): 14.530078240910996
[INFO] 2021-05-09 22:43:55 > Inception score (Step: 438000, 50000 generated images): 63.40028762817383
[INFO] 2021-05-09 22:43:55 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 22:44:21 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 22:46:59 > Step: 438100 Progress: 87.6% Elapsed: 23:09:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.03458 Generator_loss: 7.24136
[INFO] 2021-05-09 22:49:37 > Step: 438200 Progress: 87.6% Elapsed: 23:12:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.08517 Generator_loss: 6.06613
[INFO] 2021-05-09 22:52:15 > Step: 438300 Progress: 87.7% Elapsed: 23:15:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.1617 Generator_loss: 5.97061
[INFO] 2021-05-09 22:54:53 > Step: 438400 Progress: 87.7% Elapsed: 23:17:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.12883 Generator_loss: 5.8757
[INFO] 2021-05-09 22:57:31 > Step: 438500 Progress: 87.7% Elapsed: 23:20:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.98972 Generator_loss: 6.52122
[INFO] 2021-05-09 23:00:08 > Step: 438600 Progress: 87.7% Elapsed: 23:22:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.98258 Generator_loss: 7.31285
[INFO] 2021-05-09 23:02:47 > Step: 438700 Progress: 87.7% Elapsed: 23:25:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.00652 Generator_loss: 7.41599
[INFO] 2021-05-09 23:05:25 > Step: 438800 Progress: 87.8% Elapsed: 23:28:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.01492 Generator_loss: 6.65691
[INFO] 2021-05-09 23:08:04 > Step: 438900 Progress: 87.8% Elapsed: 23:30:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.0397 Generator_loss: 7.03917
[INFO] 2021-05-09 23:10:42 > Step: 439000 Progress: 87.8% Elapsed: 23:33:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00016 Generator_loss: 7.17379
[INFO] 2021-05-09 23:13:20 > Step: 439100 Progress: 87.8% Elapsed: 23:36:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.06645 Generator_loss: 6.07043
[INFO] 2021-05-09 23:15:59 > Step: 439200 Progress: 87.8% Elapsed: 23:38:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.09975 Generator_loss: 5.87817
[INFO] 2021-05-09 23:18:36 > Step: 439300 Progress: 87.9% Elapsed: 23:41:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.11961 Generator_loss: 7.11832
[INFO] 2021-05-09 23:21:15 > Step: 439400 Progress: 87.9% Elapsed: 23:44:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.17512 Generator_loss: 5.76139
[INFO] 2021-05-09 23:23:53 > Step: 439500 Progress: 87.9% Elapsed: 23:46:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.10291 Generator_loss: 6.18098
[INFO] 2021-05-09 23:26:31 > Step: 439600 Progress: 87.9% Elapsed: 23:49:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.29995 Generator_loss: 7.35896
[INFO] 2021-05-09 23:29:09 > Step: 439700 Progress: 87.9% Elapsed: 23:51:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.1934 Generator_loss: 5.87731
[INFO] 2021-05-09 23:31:48 > Step: 439800 Progress: 88.0% Elapsed: 23:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.00709 Generator_loss: 6.3023
[INFO] 2021-05-09 23:34:25 > Step: 439900 Progress: 88.0% Elapsed: 23:57:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.07501 Generator_loss: 6.5152
[INFO] 2021-05-09 23:37:03 > Step: 440000 Progress: 88.0% Elapsed: 23:59:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.14911 Generator_loss: 5.81311
[INFO] 2021-05-09 23:37:03 > Start Evaluation (440000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 23:37:03 > Calculating FID Score....
[INFO] 2021-05-09 23:37:51 > Calculating Inception Score....
[INFO] 2021-05-09 23:38:21 > Calculate F_beta Score....
[INFO] 2021-05-09 23:39:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-09 23:39:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-09 23:39:58 > Calculate Accuracies....
[INFO] 2021-05-09 23:40:40 > Calculate Accuracies....
[INFO] 2021-05-09 23:41:20 > F_8 score (Step: 440000, Using valid images): 0.9787206728117092
[INFO] 2021-05-09 23:41:20 > F_1/8 score (Step: 440000, Using valid images): 0.9745524014642092
[INFO] 2021-05-09 23:41:20 > FID score (Step: 440000, Using valid moments): 14.509271521319533
[INFO] 2021-05-09 23:41:20 > Inception score (Step: 440000, 50000 generated images): 63.55371856689453
[INFO] 2021-05-09 23:41:20 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-09 23:41:46 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-09 23:44:26 > Step: 440100 Progress: 88.0% Elapsed: 1 day, 0:07:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.0482 Generator_loss: 6.60904
[INFO] 2021-05-09 23:47:04 > Step: 440200 Progress: 88.0% Elapsed: 1 day, 0:09:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.98485 Generator_loss: 6.42301
[INFO] 2021-05-09 23:49:42 > Step: 440300 Progress: 88.1% Elapsed: 1 day, 0:12:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.01334 Generator_loss: 6.95512
[INFO] 2021-05-09 23:52:21 > Step: 440400 Progress: 88.1% Elapsed: 1 day, 0:15:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.05885 Generator_loss: 7.12776
[INFO] 2021-05-09 23:54:59 > Step: 440500 Progress: 88.1% Elapsed: 1 day, 0:17:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.04498 Generator_loss: 6.54098
[INFO] 2021-05-09 23:57:38 > Step: 440600 Progress: 88.1% Elapsed: 1 day, 0:20:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.1356 Generator_loss: 7.24432
[INFO] 2021-05-10 00:00:16 > Step: 440700 Progress: 88.1% Elapsed: 1 day, 0:23:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.96963 Generator_loss: 6.37697
[INFO] 2021-05-10 00:02:54 > Step: 440800 Progress: 88.2% Elapsed: 1 day, 0:25:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.99516 Generator_loss: 6.65927
[INFO] 2021-05-10 00:05:32 > Step: 440900 Progress: 88.2% Elapsed: 1 day, 0:28:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.11865 Generator_loss: 6.11361
[INFO] 2021-05-10 00:08:11 > Step: 441000 Progress: 88.2% Elapsed: 1 day, 0:31:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.05782 Generator_loss: 6.9906
[INFO] 2021-05-10 00:10:48 > Step: 441100 Progress: 88.2% Elapsed: 1 day, 0:33:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.9917 Generator_loss: 6.64577
[INFO] 2021-05-10 00:13:25 > Step: 441200 Progress: 88.2% Elapsed: 1 day, 0:36:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.08017 Generator_loss: 7.01815
[INFO] 2021-05-10 00:16:03 > Step: 441300 Progress: 88.3% Elapsed: 1 day, 0:38:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.0047 Generator_loss: 6.41779
[INFO] 2021-05-10 00:18:41 > Step: 441400 Progress: 88.3% Elapsed: 1 day, 0:41:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.09343 Generator_loss: 6.20872
[INFO] 2021-05-10 00:21:19 > Step: 441500 Progress: 88.3% Elapsed: 1 day, 0:44:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.0555 Generator_loss: 6.8402
[INFO] 2021-05-10 00:23:57 > Step: 441600 Progress: 88.3% Elapsed: 1 day, 0:46:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.98914 Generator_loss: 6.11405
[INFO] 2021-05-10 00:26:35 > Step: 441700 Progress: 88.3% Elapsed: 1 day, 0:49:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.94146 Generator_loss: 6.60665
[INFO] 2021-05-10 00:29:13 > Step: 441800 Progress: 88.4% Elapsed: 1 day, 0:52:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.00442 Generator_loss: 6.88625
[INFO] 2021-05-10 00:31:51 > Step: 441900 Progress: 88.4% Elapsed: 1 day, 0:54:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.00168 Generator_loss: 6.67765
[INFO] 2021-05-10 00:34:29 > Step: 442000 Progress: 88.4% Elapsed: 1 day, 0:57:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.06872 Generator_loss: 6.76915
[INFO] 2021-05-10 00:34:29 > Start Evaluation (442000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 00:34:29 > Calculating FID Score....
[INFO] 2021-05-10 00:35:17 > Calculating Inception Score....
[INFO] 2021-05-10 00:35:47 > Calculate F_beta Score....
[INFO] 2021-05-10 00:37:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 00:37:24 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 00:37:24 > Calculate Accuracies....
[INFO] 2021-05-10 00:38:06 > Calculate Accuracies....
[INFO] 2021-05-10 00:38:46 > F_8 score (Step: 442000, Using valid images): 0.9772644914008359
[INFO] 2021-05-10 00:38:46 > F_1/8 score (Step: 442000, Using valid images): 0.9741455945456292
[INFO] 2021-05-10 00:38:46 > FID score (Step: 442000, Using valid moments): 14.493559777298799
[INFO] 2021-05-10 00:38:46 > Inception score (Step: 442000, 50000 generated images): 63.86720275878906
[INFO] 2021-05-10 00:38:46 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 00:39:12 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 00:41:50 > Step: 442100 Progress: 88.4% Elapsed: 1 day, 1:04:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.22374 Generator_loss: 7.22075
[INFO] 2021-05-10 00:44:28 > Step: 442200 Progress: 88.4% Elapsed: 1 day, 1:07:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.04763 Generator_loss: 6.85322
[INFO] 2021-05-10 00:47:06 > Step: 442300 Progress: 88.5% Elapsed: 1 day, 1:09:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.9977 Generator_loss: 6.60512
[INFO] 2021-05-10 00:49:44 > Step: 442400 Progress: 88.5% Elapsed: 1 day, 1:12:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.02288 Generator_loss: 6.62014
[INFO] 2021-05-10 00:52:21 > Step: 442500 Progress: 88.5% Elapsed: 1 day, 1:15:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.01224 Generator_loss: 6.15684
[INFO] 2021-05-10 00:55:01 > Step: 442600 Progress: 88.5% Elapsed: 1 day, 1:17:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.99109 Generator_loss: 6.99734
[INFO] 2021-05-10 00:57:39 > Step: 442700 Progress: 88.5% Elapsed: 1 day, 1:20:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.01693 Generator_loss: 6.23723
[INFO] 2021-05-10 01:00:17 > Step: 442800 Progress: 88.6% Elapsed: 1 day, 1:23:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.96293 Generator_loss: 6.29988
[INFO] 2021-05-10 01:02:55 > Step: 442900 Progress: 88.6% Elapsed: 1 day, 1:25:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.01586 Generator_loss: 6.61985
[INFO] 2021-05-10 01:05:33 > Step: 443000 Progress: 88.6% Elapsed: 1 day, 1:28:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.97947 Generator_loss: 6.90416
[INFO] 2021-05-10 01:08:12 > Step: 443100 Progress: 88.6% Elapsed: 1 day, 1:31:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.03793 Generator_loss: 6.37285
[INFO] 2021-05-10 01:10:50 > Step: 443200 Progress: 88.6% Elapsed: 1 day, 1:33:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.09104 Generator_loss: 5.96569
[INFO] 2021-05-10 01:13:28 > Step: 443300 Progress: 88.7% Elapsed: 1 day, 1:36:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.96104 Generator_loss: 6.54234
[INFO] 2021-05-10 01:16:06 > Step: 443400 Progress: 88.7% Elapsed: 1 day, 1:38:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.96908 Generator_loss: 6.6618
[INFO] 2021-05-10 01:18:43 > Step: 443500 Progress: 88.7% Elapsed: 1 day, 1:41:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.98825 Generator_loss: 6.54155
[INFO] 2021-05-10 01:21:21 > Step: 443600 Progress: 88.7% Elapsed: 1 day, 1:44:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.00317 Generator_loss: 6.87832
[INFO] 2021-05-10 01:23:59 > Step: 443700 Progress: 88.7% Elapsed: 1 day, 1:46:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.17548 Generator_loss: 5.83914
[INFO] 2021-05-10 01:26:37 > Step: 443800 Progress: 88.8% Elapsed: 1 day, 1:49:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.15831 Generator_loss: 5.74504
[INFO] 2021-05-10 01:29:15 > Step: 443900 Progress: 88.8% Elapsed: 1 day, 1:52:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.02452 Generator_loss: 6.42488
[INFO] 2021-05-10 01:31:54 > Step: 444000 Progress: 88.8% Elapsed: 1 day, 1:54:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.0834 Generator_loss: 6.95387
[INFO] 2021-05-10 01:31:54 > Start Evaluation (444000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 01:31:54 > Calculating FID Score....
[INFO] 2021-05-10 01:32:42 > Calculating Inception Score....
[INFO] 2021-05-10 01:33:11 > Calculate F_beta Score....
[INFO] 2021-05-10 01:34:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 01:34:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 01:34:51 > Calculate Accuracies....
[INFO] 2021-05-10 01:35:33 > Calculate Accuracies....
[INFO] 2021-05-10 01:36:13 > F_8 score (Step: 444000, Using valid images): 0.9786207087679965
[INFO] 2021-05-10 01:36:13 > F_1/8 score (Step: 444000, Using valid images): 0.9755104039737394
[INFO] 2021-05-10 01:36:13 > FID score (Step: 444000, Using valid moments): 14.445412727523433
[INFO] 2021-05-10 01:36:13 > Inception score (Step: 444000, 50000 generated images): 64.7460708618164
[INFO] 2021-05-10 01:36:13 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 01:36:39 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 01:39:17 > Step: 444100 Progress: 88.8% Elapsed: 1 day, 2:02:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.18718 Generator_loss: 5.65901
[INFO] 2021-05-10 01:41:55 > Step: 444200 Progress: 88.8% Elapsed: 1 day, 2:04:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.12638 Generator_loss: 7.0326
[INFO] 2021-05-10 01:44:33 > Step: 444300 Progress: 88.9% Elapsed: 1 day, 2:07:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.97065 Generator_loss: 6.80827
[INFO] 2021-05-10 01:47:10 > Step: 444400 Progress: 88.9% Elapsed: 1 day, 2:10:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.09063 Generator_loss: 7.01005
[INFO] 2021-05-10 01:49:48 > Step: 444500 Progress: 88.9% Elapsed: 1 day, 2:12:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.02515 Generator_loss: 6.86866
[INFO] 2021-05-10 01:52:26 > Step: 444600 Progress: 88.9% Elapsed: 1 day, 2:15:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.09701 Generator_loss: 5.81287
[INFO] 2021-05-10 01:55:04 > Step: 444700 Progress: 88.9% Elapsed: 1 day, 2:17:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.01032 Generator_loss: 6.85194
[INFO] 2021-05-10 01:57:42 > Step: 444800 Progress: 89.0% Elapsed: 1 day, 2:20:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.00654 Generator_loss: 7.16735
[INFO] 2021-05-10 02:00:20 > Step: 444900 Progress: 89.0% Elapsed: 1 day, 2:23:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.04919 Generator_loss: 7.3981
[INFO] 2021-05-10 02:02:58 > Step: 445000 Progress: 89.0% Elapsed: 1 day, 2:25:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.03213 Generator_loss: 6.56569
[INFO] 2021-05-10 02:05:38 > Step: 445100 Progress: 89.0% Elapsed: 1 day, 2:28:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.08829 Generator_loss: 6.14697
[INFO] 2021-05-10 02:08:16 > Step: 445200 Progress: 89.0% Elapsed: 1 day, 2:31:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.97871 Generator_loss: 6.86027
[INFO] 2021-05-10 02:10:53 > Step: 445300 Progress: 89.1% Elapsed: 1 day, 2:33:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.05297 Generator_loss: 6.22823
[INFO] 2021-05-10 02:13:32 > Step: 445400 Progress: 89.1% Elapsed: 1 day, 2:36:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.01009 Generator_loss: 7.03201
[INFO] 2021-05-10 02:16:10 > Step: 445500 Progress: 89.1% Elapsed: 1 day, 2:39:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.01593 Generator_loss: 6.91002
[INFO] 2021-05-10 02:18:49 > Step: 445600 Progress: 89.1% Elapsed: 1 day, 2:41:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.00127 Generator_loss: 6.14367
[INFO] 2021-05-10 02:21:26 > Step: 445700 Progress: 89.1% Elapsed: 1 day, 2:44:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.97632 Generator_loss: 6.35164
[INFO] 2021-05-10 02:24:04 > Step: 445800 Progress: 89.2% Elapsed: 1 day, 2:46:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.01076 Generator_loss: 6.38599
[INFO] 2021-05-10 02:26:42 > Step: 445900 Progress: 89.2% Elapsed: 1 day, 2:49:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.04771 Generator_loss: 7.14405
[INFO] 2021-05-10 02:29:20 > Step: 446000 Progress: 89.2% Elapsed: 1 day, 2:52:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.01582 Generator_loss: 6.91186
[INFO] 2021-05-10 02:29:20 > Start Evaluation (446000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 02:29:20 > Calculating FID Score....
[INFO] 2021-05-10 02:30:09 > Calculating Inception Score....
[INFO] 2021-05-10 02:30:38 > Calculate F_beta Score....
[INFO] 2021-05-10 02:32:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 02:32:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 02:32:24 > Calculate Accuracies....
[INFO] 2021-05-10 02:33:06 > Calculate Accuracies....
[INFO] 2021-05-10 02:33:46 > F_8 score (Step: 446000, Using valid images): 0.9775154140420814
[INFO] 2021-05-10 02:33:46 > F_1/8 score (Step: 446000, Using valid images): 0.9757863742174012
[INFO] 2021-05-10 02:33:46 > FID score (Step: 446000, Using valid moments): 14.484666107222552
[INFO] 2021-05-10 02:33:46 > Inception score (Step: 446000, 50000 generated images): 64.3770523071289
[INFO] 2021-05-10 02:33:46 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 02:34:12 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 02:36:50 > Step: 446100 Progress: 89.2% Elapsed: 1 day, 2:59:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.00111 Generator_loss: 6.84638
[INFO] 2021-05-10 02:39:28 > Step: 446200 Progress: 89.2% Elapsed: 1 day, 3:02:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.13464 Generator_loss: 5.63682
[INFO] 2021-05-10 02:42:06 > Step: 446300 Progress: 89.3% Elapsed: 1 day, 3:04:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.08439 Generator_loss: 7.25227
[INFO] 2021-05-10 02:44:44 > Step: 446400 Progress: 89.3% Elapsed: 1 day, 3:07:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.98484 Generator_loss: 6.40724
[INFO] 2021-05-10 02:47:22 > Step: 446500 Progress: 89.3% Elapsed: 1 day, 3:10:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.99384 Generator_loss: 7.10793
[INFO] 2021-05-10 02:50:00 > Step: 446600 Progress: 89.3% Elapsed: 1 day, 3:12:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.01017 Generator_loss: 6.34651
[INFO] 2021-05-10 02:52:38 > Step: 446700 Progress: 89.3% Elapsed: 1 day, 3:15:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.1354 Generator_loss: 7.18052
[INFO] 2021-05-10 02:55:17 > Step: 446800 Progress: 89.4% Elapsed: 1 day, 3:18:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.03367 Generator_loss: 6.73666
[INFO] 2021-05-10 02:57:55 > Step: 446900 Progress: 89.4% Elapsed: 1 day, 3:20:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.09826 Generator_loss: 7.35642
[INFO] 2021-05-10 03:00:33 > Step: 447000 Progress: 89.4% Elapsed: 1 day, 3:23:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.0611 Generator_loss: 7.16352
[INFO] 2021-05-10 03:03:11 > Step: 447100 Progress: 89.4% Elapsed: 1 day, 3:26:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.05045 Generator_loss: 6.14168
[INFO] 2021-05-10 03:05:49 > Step: 447200 Progress: 89.4% Elapsed: 1 day, 3:28:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.97017 Generator_loss: 6.51689
[INFO] 2021-05-10 03:08:27 > Step: 447300 Progress: 89.5% Elapsed: 1 day, 3:31:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.02247 Generator_loss: 6.40459
[INFO] 2021-05-10 03:11:05 > Step: 447400 Progress: 89.5% Elapsed: 1 day, 3:33:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.94553 Generator_loss: 6.67743
[INFO] 2021-05-10 03:13:43 > Step: 447500 Progress: 89.5% Elapsed: 1 day, 3:36:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.15384 Generator_loss: 7.29057
[INFO] 2021-05-10 03:16:23 > Step: 447600 Progress: 89.5% Elapsed: 1 day, 3:39:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.9787 Generator_loss: 7.25955
[INFO] 2021-05-10 03:19:01 > Step: 447700 Progress: 89.5% Elapsed: 1 day, 3:41:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.99501 Generator_loss: 6.96044
[INFO] 2021-05-10 03:21:39 > Step: 447800 Progress: 89.6% Elapsed: 1 day, 3:44:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.99961 Generator_loss: 6.40758
[INFO] 2021-05-10 03:24:17 > Step: 447900 Progress: 89.6% Elapsed: 1 day, 3:47:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.97672 Generator_loss: 6.52189
[INFO] 2021-05-10 03:26:54 > Step: 448000 Progress: 89.6% Elapsed: 1 day, 3:49:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.09249 Generator_loss: 6.2654
[INFO] 2021-05-10 03:26:54 > Start Evaluation (448000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 03:26:54 > Calculating FID Score....
[INFO] 2021-05-10 03:27:43 > Calculating Inception Score....
[INFO] 2021-05-10 03:28:12 > Calculate F_beta Score....
[INFO] 2021-05-10 03:29:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 03:29:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 03:29:52 > Calculate Accuracies....
[INFO] 2021-05-10 03:30:35 > Calculate Accuracies....
[INFO] 2021-05-10 03:31:15 > F_8 score (Step: 448000, Using valid images): 0.9772827855926467
[INFO] 2021-05-10 03:31:15 > F_1/8 score (Step: 448000, Using valid images): 0.9740026917268219
[INFO] 2021-05-10 03:31:15 > FID score (Step: 448000, Using valid moments): 14.579597126823614
[INFO] 2021-05-10 03:31:15 > Inception score (Step: 448000, 50000 generated images): 65.08967590332031
[INFO] 2021-05-10 03:31:15 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 03:31:41 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 03:34:19 > Step: 448100 Progress: 89.6% Elapsed: 1 day, 3:57:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.98119 Generator_loss: 6.66449
[INFO] 2021-05-10 03:36:57 > Step: 448200 Progress: 89.6% Elapsed: 1 day, 3:59:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.03332 Generator_loss: 6.6677
[INFO] 2021-05-10 03:39:35 > Step: 448300 Progress: 89.7% Elapsed: 1 day, 4:02:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.04556 Generator_loss: 6.43358
[INFO] 2021-05-10 03:42:13 > Step: 448400 Progress: 89.7% Elapsed: 1 day, 4:05:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.9653 Generator_loss: 6.70959
[INFO] 2021-05-10 03:44:51 > Step: 448500 Progress: 89.7% Elapsed: 1 day, 4:07:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.08924 Generator_loss: 7.33519
[INFO] 2021-05-10 03:47:28 > Step: 448600 Progress: 89.7% Elapsed: 1 day, 4:10:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.09834 Generator_loss: 5.66956
[INFO] 2021-05-10 03:50:06 > Step: 448700 Progress: 89.7% Elapsed: 1 day, 4:12:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.97794 Generator_loss: 6.59651
[INFO] 2021-05-10 03:52:45 > Step: 448800 Progress: 89.8% Elapsed: 1 day, 4:15:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.98957 Generator_loss: 6.7618
[INFO] 2021-05-10 03:55:23 > Step: 448900 Progress: 89.8% Elapsed: 1 day, 4:18:13 temperature: 0.5 ada_p: No Discriminator_loss: 3.95532 Generator_loss: 6.80704
[INFO] 2021-05-10 03:58:02 > Step: 449000 Progress: 89.8% Elapsed: 1 day, 4:20:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.95267 Generator_loss: 6.68234
[INFO] 2021-05-10 04:00:39 > Step: 449100 Progress: 89.8% Elapsed: 1 day, 4:23:30 temperature: 0.5 ada_p: No Discriminator_loss: 3.98677 Generator_loss: 7.21997
[INFO] 2021-05-10 04:03:17 > Step: 449200 Progress: 89.8% Elapsed: 1 day, 4:26:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.15491 Generator_loss: 5.68457
[INFO] 2021-05-10 04:05:55 > Step: 449300 Progress: 89.9% Elapsed: 1 day, 4:28:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.18699 Generator_loss: 5.53508
[INFO] 2021-05-10 04:08:33 > Step: 449400 Progress: 89.9% Elapsed: 1 day, 4:31:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.19437 Generator_loss: 7.21402
[INFO] 2021-05-10 04:11:11 > Step: 449500 Progress: 89.9% Elapsed: 1 day, 4:34:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.03671 Generator_loss: 6.73412
[INFO] 2021-05-10 04:13:49 > Step: 449600 Progress: 89.9% Elapsed: 1 day, 4:36:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.96631 Generator_loss: 6.61259
[INFO] 2021-05-10 04:16:27 > Step: 449700 Progress: 89.9% Elapsed: 1 day, 4:39:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.05241 Generator_loss: 7.32653
[INFO] 2021-05-10 04:19:05 > Step: 449800 Progress: 90.0% Elapsed: 1 day, 4:41:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.02751 Generator_loss: 6.80543
[INFO] 2021-05-10 04:21:43 > Step: 449900 Progress: 90.0% Elapsed: 1 day, 4:44:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.96676 Generator_loss: 6.30158
[INFO] 2021-05-10 04:24:22 > Step: 450000 Progress: 90.0% Elapsed: 1 day, 4:47:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.07852 Generator_loss: 7.17126
[INFO] 2021-05-10 04:24:22 > Start Evaluation (450000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 04:24:22 > Calculating FID Score....
[INFO] 2021-05-10 04:25:10 > Calculating Inception Score....
[INFO] 2021-05-10 04:25:39 > Calculate F_beta Score....
[INFO] 2021-05-10 04:27:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 04:27:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 04:27:19 > Calculate Accuracies....
[INFO] 2021-05-10 04:28:01 > Calculate Accuracies....
[INFO] 2021-05-10 04:28:41 > F_8 score (Step: 450000, Using valid images): 0.9772274404337082
[INFO] 2021-05-10 04:28:41 > F_1/8 score (Step: 450000, Using valid images): 0.9751127012314509
[INFO] 2021-05-10 04:28:41 > FID score (Step: 450000, Using valid moments): 14.47276295257791
[INFO] 2021-05-10 04:28:41 > Inception score (Step: 450000, 50000 generated images): 65.57891845703125
[INFO] 2021-05-10 04:28:41 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 04:29:07 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 04:31:47 > Step: 450100 Progress: 90.0% Elapsed: 1 day, 4:54:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.99519 Generator_loss: 6.75154
[INFO] 2021-05-10 04:34:25 > Step: 450200 Progress: 90.0% Elapsed: 1 day, 4:57:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.00998 Generator_loss: 6.80038
[INFO] 2021-05-10 04:37:03 > Step: 450300 Progress: 90.1% Elapsed: 1 day, 4:59:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.30405 Generator_loss: 5.20778
[INFO] 2021-05-10 04:39:41 > Step: 450400 Progress: 90.1% Elapsed: 1 day, 5:02:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.0586 Generator_loss: 6.94048
[INFO] 2021-05-10 04:42:19 > Step: 450500 Progress: 90.1% Elapsed: 1 day, 5:05:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.0572 Generator_loss: 6.01047
[INFO] 2021-05-10 04:44:57 > Step: 450600 Progress: 90.1% Elapsed: 1 day, 5:07:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.06368 Generator_loss: 7.23597
[INFO] 2021-05-10 04:47:35 > Step: 450700 Progress: 90.1% Elapsed: 1 day, 5:10:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.14197 Generator_loss: 6.07814
[INFO] 2021-05-10 04:50:13 > Step: 450800 Progress: 90.2% Elapsed: 1 day, 5:13:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.06687 Generator_loss: 7.41415
[INFO] 2021-05-10 04:52:51 > Step: 450900 Progress: 90.2% Elapsed: 1 day, 5:15:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.0195 Generator_loss: 6.04506
[INFO] 2021-05-10 04:55:29 > Step: 451000 Progress: 90.2% Elapsed: 1 day, 5:18:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.03507 Generator_loss: 6.33282
[INFO] 2021-05-10 04:58:07 > Step: 451100 Progress: 90.2% Elapsed: 1 day, 5:20:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.01766 Generator_loss: 7.01768
[INFO] 2021-05-10 05:00:45 > Step: 451200 Progress: 90.2% Elapsed: 1 day, 5:23:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.17409 Generator_loss: 7.19501
[INFO] 2021-05-10 05:03:23 > Step: 451300 Progress: 90.3% Elapsed: 1 day, 5:26:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.06027 Generator_loss: 6.21973
[INFO] 2021-05-10 05:06:01 > Step: 451400 Progress: 90.3% Elapsed: 1 day, 5:28:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.14571 Generator_loss: 5.99649
[INFO] 2021-05-10 05:08:38 > Step: 451500 Progress: 90.3% Elapsed: 1 day, 5:31:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.14264 Generator_loss: 7.42352
[INFO] 2021-05-10 05:11:16 > Step: 451600 Progress: 90.3% Elapsed: 1 day, 5:34:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.15599 Generator_loss: 7.15522
[INFO] 2021-05-10 05:13:54 > Step: 451700 Progress: 90.3% Elapsed: 1 day, 5:36:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.01174 Generator_loss: 7.07551
[INFO] 2021-05-10 05:16:32 > Step: 451800 Progress: 90.4% Elapsed: 1 day, 5:39:22 temperature: 0.5 ada_p: No Discriminator_loss: 4.30298 Generator_loss: 5.38706
[INFO] 2021-05-10 05:19:10 > Step: 451900 Progress: 90.4% Elapsed: 1 day, 5:42:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.11266 Generator_loss: 7.32481
[INFO] 2021-05-10 05:21:48 > Step: 452000 Progress: 90.4% Elapsed: 1 day, 5:44:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.9336 Generator_loss: 7.12625
[INFO] 2021-05-10 05:21:48 > Start Evaluation (452000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 05:21:48 > Calculating FID Score....
[INFO] 2021-05-10 05:22:36 > Calculating Inception Score....
[INFO] 2021-05-10 05:23:06 > Calculate F_beta Score....
[INFO] 2021-05-10 05:24:41 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 05:24:42 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 05:24:42 > Calculate Accuracies....
[INFO] 2021-05-10 05:25:24 > Calculate Accuracies....
[INFO] 2021-05-10 05:26:04 > F_8 score (Step: 452000, Using valid images): 0.9756227793929398
[INFO] 2021-05-10 05:26:04 > F_1/8 score (Step: 452000, Using valid images): 0.9747282955592035
[INFO] 2021-05-10 05:26:04 > FID score (Step: 452000, Using valid moments): 14.658543185576377
[INFO] 2021-05-10 05:26:04 > Inception score (Step: 452000, 50000 generated images): 65.07211303710938
[INFO] 2021-05-10 05:26:04 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 05:26:31 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 05:29:09 > Step: 452100 Progress: 90.4% Elapsed: 1 day, 5:51:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.00721 Generator_loss: 7.07378
[INFO] 2021-05-10 05:31:47 > Step: 452200 Progress: 90.4% Elapsed: 1 day, 5:54:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.03373 Generator_loss: 6.28521
[INFO] 2021-05-10 05:34:25 > Step: 452300 Progress: 90.5% Elapsed: 1 day, 5:57:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.97491 Generator_loss: 6.67538
[INFO] 2021-05-10 05:37:03 > Step: 452400 Progress: 90.5% Elapsed: 1 day, 5:59:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.25015 Generator_loss: 5.7884
[INFO] 2021-05-10 05:39:40 > Step: 452500 Progress: 90.5% Elapsed: 1 day, 6:02:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.01442 Generator_loss: 7.09395
[INFO] 2021-05-10 05:42:20 > Step: 452600 Progress: 90.5% Elapsed: 1 day, 6:05:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.92872 Generator_loss: 6.88615
[INFO] 2021-05-10 05:44:58 > Step: 452700 Progress: 90.5% Elapsed: 1 day, 6:07:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.00823 Generator_loss: 6.78826
[INFO] 2021-05-10 05:47:36 > Step: 452800 Progress: 90.6% Elapsed: 1 day, 6:10:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.01489 Generator_loss: 6.71095
[INFO] 2021-05-10 05:50:14 > Step: 452900 Progress: 90.6% Elapsed: 1 day, 6:13:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.16606 Generator_loss: 7.5236
[INFO] 2021-05-10 05:52:52 > Step: 453000 Progress: 90.6% Elapsed: 1 day, 6:15:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.02081 Generator_loss: 6.61745
[INFO] 2021-05-10 05:55:30 > Step: 453100 Progress: 90.6% Elapsed: 1 day, 6:18:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.04894 Generator_loss: 6.86732
[INFO] 2021-05-10 05:58:08 > Step: 453200 Progress: 90.6% Elapsed: 1 day, 6:20:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.9542 Generator_loss: 6.59016
[INFO] 2021-05-10 06:00:46 > Step: 453300 Progress: 90.7% Elapsed: 1 day, 6:23:36 temperature: 0.5 ada_p: No Discriminator_loss: 3.99572 Generator_loss: 6.1409
[INFO] 2021-05-10 06:03:24 > Step: 453400 Progress: 90.7% Elapsed: 1 day, 6:26:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.08503 Generator_loss: 5.83077
[INFO] 2021-05-10 06:06:02 > Step: 453500 Progress: 90.7% Elapsed: 1 day, 6:28:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.03526 Generator_loss: 6.5437
[INFO] 2021-05-10 06:08:40 > Step: 453600 Progress: 90.7% Elapsed: 1 day, 6:31:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.18527 Generator_loss: 7.12284
[INFO] 2021-05-10 06:11:18 > Step: 453700 Progress: 90.7% Elapsed: 1 day, 6:34:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.0685 Generator_loss: 6.3182
[INFO] 2021-05-10 06:13:56 > Step: 453800 Progress: 90.8% Elapsed: 1 day, 6:36:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.03419 Generator_loss: 7.21666
[INFO] 2021-05-10 06:16:34 > Step: 453900 Progress: 90.8% Elapsed: 1 day, 6:39:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.02566 Generator_loss: 6.89429
[INFO] 2021-05-10 06:19:11 > Step: 454000 Progress: 90.8% Elapsed: 1 day, 6:42:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.12204 Generator_loss: 6.12406
[INFO] 2021-05-10 06:19:11 > Start Evaluation (454000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 06:19:11 > Calculating FID Score....
[INFO] 2021-05-10 06:19:59 > Calculating Inception Score....
[INFO] 2021-05-10 06:20:28 > Calculate F_beta Score....
[INFO] 2021-05-10 06:22:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 06:22:04 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 06:22:05 > Calculate Accuracies....
[INFO] 2021-05-10 06:22:47 > Calculate Accuracies....
[INFO] 2021-05-10 06:23:27 > F_8 score (Step: 454000, Using valid images): 0.9762694263754216
[INFO] 2021-05-10 06:23:27 > F_1/8 score (Step: 454000, Using valid images): 0.9754706059278454
[INFO] 2021-05-10 06:23:27 > FID score (Step: 454000, Using valid moments): 14.43675279293592
[INFO] 2021-05-10 06:23:27 > Inception score (Step: 454000, 50000 generated images): 65.81898498535156
[INFO] 2021-05-10 06:23:27 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 06:23:53 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 06:26:31 > Step: 454100 Progress: 90.8% Elapsed: 1 day, 6:49:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.05906 Generator_loss: 7.14411
[INFO] 2021-05-10 06:29:09 > Step: 454200 Progress: 90.8% Elapsed: 1 day, 6:51:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.97744 Generator_loss: 6.59019
[INFO] 2021-05-10 06:31:47 > Step: 454300 Progress: 90.9% Elapsed: 1 day, 6:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.08974 Generator_loss: 6.1242
[INFO] 2021-05-10 06:34:26 > Step: 454400 Progress: 90.9% Elapsed: 1 day, 6:57:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.02606 Generator_loss: 6.42658
[INFO] 2021-05-10 06:37:04 > Step: 454500 Progress: 90.9% Elapsed: 1 day, 6:59:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.99938 Generator_loss: 6.71645
[INFO] 2021-05-10 06:39:42 > Step: 454600 Progress: 90.9% Elapsed: 1 day, 7:02:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.99362 Generator_loss: 6.39066
[INFO] 2021-05-10 06:42:20 > Step: 454700 Progress: 90.9% Elapsed: 1 day, 7:05:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.00969 Generator_loss: 6.20318
[INFO] 2021-05-10 06:44:58 > Step: 454800 Progress: 91.0% Elapsed: 1 day, 7:07:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.05057 Generator_loss: 7.51472
[INFO] 2021-05-10 06:47:37 > Step: 454900 Progress: 91.0% Elapsed: 1 day, 7:10:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.00774 Generator_loss: 7.06803
[INFO] 2021-05-10 06:50:15 > Step: 455000 Progress: 91.0% Elapsed: 1 day, 7:13:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.97904 Generator_loss: 6.99074
[INFO] 2021-05-10 06:52:55 > Step: 455100 Progress: 91.0% Elapsed: 1 day, 7:15:45 temperature: 0.5 ada_p: No Discriminator_loss: 3.93767 Generator_loss: 6.53827
[INFO] 2021-05-10 06:55:33 > Step: 455200 Progress: 91.0% Elapsed: 1 day, 7:18:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.01055 Generator_loss: 6.36472
[INFO] 2021-05-10 06:58:11 > Step: 455300 Progress: 91.1% Elapsed: 1 day, 7:21:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.02271 Generator_loss: 6.46024
[INFO] 2021-05-10 07:00:49 > Step: 455400 Progress: 91.1% Elapsed: 1 day, 7:23:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.02356 Generator_loss: 7.39064
[INFO] 2021-05-10 07:03:28 > Step: 455500 Progress: 91.1% Elapsed: 1 day, 7:26:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.9515 Generator_loss: 6.48128
[INFO] 2021-05-10 07:06:05 > Step: 455600 Progress: 91.1% Elapsed: 1 day, 7:28:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.13239 Generator_loss: 7.22647
[INFO] 2021-05-10 07:08:44 > Step: 455700 Progress: 91.1% Elapsed: 1 day, 7:31:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.02365 Generator_loss: 6.32051
[INFO] 2021-05-10 07:11:21 > Step: 455800 Progress: 91.2% Elapsed: 1 day, 7:34:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.93552 Generator_loss: 6.59455
[INFO] 2021-05-10 07:13:59 > Step: 455900 Progress: 91.2% Elapsed: 1 day, 7:36:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.10588 Generator_loss: 6.16719
[INFO] 2021-05-10 07:16:37 > Step: 456000 Progress: 91.2% Elapsed: 1 day, 7:39:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.03744 Generator_loss: 7.18125
[INFO] 2021-05-10 07:16:37 > Start Evaluation (456000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 07:16:37 > Calculating FID Score....
[INFO] 2021-05-10 07:17:27 > Calculating Inception Score....
[INFO] 2021-05-10 07:17:57 > Calculate F_beta Score....
[INFO] 2021-05-10 07:19:35 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 07:19:36 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 07:19:36 > Calculate Accuracies....
[INFO] 2021-05-10 07:20:18 > Calculate Accuracies....
[INFO] 2021-05-10 07:20:58 > F_8 score (Step: 456000, Using valid images): 0.9778346041247731
[INFO] 2021-05-10 07:20:58 > F_1/8 score (Step: 456000, Using valid images): 0.972349435145984
[INFO] 2021-05-10 07:20:58 > FID score (Step: 456000, Using valid moments): 14.554842602792917
[INFO] 2021-05-10 07:20:58 > Inception score (Step: 456000, 50000 generated images): 66.29924774169922
[INFO] 2021-05-10 07:20:58 > Best FID score (Step: 384000, Using valid moments): 14.314999963893968
[INFO] 2021-05-10 07:21:25 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 07:24:03 > Step: 456100 Progress: 91.2% Elapsed: 1 day, 7:46:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.11673 Generator_loss: 5.78197
[INFO] 2021-05-10 07:26:41 > Step: 456200 Progress: 91.2% Elapsed: 1 day, 7:49:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.19836 Generator_loss: 5.99014
[INFO] 2021-05-10 07:29:19 > Step: 456300 Progress: 91.3% Elapsed: 1 day, 7:52:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.92659 Generator_loss: 6.85602
[INFO] 2021-05-10 07:31:57 > Step: 456400 Progress: 91.3% Elapsed: 1 day, 7:54:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.02488 Generator_loss: 7.13214
[INFO] 2021-05-10 07:34:35 > Step: 456500 Progress: 91.3% Elapsed: 1 day, 7:57:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.9895 Generator_loss: 6.995
[INFO] 2021-05-10 07:37:13 > Step: 456600 Progress: 91.3% Elapsed: 1 day, 8:00:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.05574 Generator_loss: 7.21649
[INFO] 2021-05-10 07:39:51 > Step: 456700 Progress: 91.3% Elapsed: 1 day, 8:02:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.96534 Generator_loss: 6.50091
[INFO] 2021-05-10 07:42:29 > Step: 456800 Progress: 91.4% Elapsed: 1 day, 8:05:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.02789 Generator_loss: 7.13092
[INFO] 2021-05-10 07:45:07 > Step: 456900 Progress: 91.4% Elapsed: 1 day, 8:07:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.01503 Generator_loss: 6.33598
[INFO] 2021-05-10 07:47:45 > Step: 457000 Progress: 91.4% Elapsed: 1 day, 8:10:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.00492 Generator_loss: 6.82654
[INFO] 2021-05-10 07:50:23 > Step: 457100 Progress: 91.4% Elapsed: 1 day, 8:13:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.01886 Generator_loss: 6.86867
[INFO] 2021-05-10 07:53:01 > Step: 457200 Progress: 91.4% Elapsed: 1 day, 8:15:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.08883 Generator_loss: 6.32346
[INFO] 2021-05-10 07:55:39 > Step: 457300 Progress: 91.5% Elapsed: 1 day, 8:18:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.06698 Generator_loss: 6.23813
[INFO] 2021-05-10 07:58:17 > Step: 457400 Progress: 91.5% Elapsed: 1 day, 8:21:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.06693 Generator_loss: 6.44222
[INFO] 2021-05-10 08:00:56 > Step: 457500 Progress: 91.5% Elapsed: 1 day, 8:23:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.93665 Generator_loss: 6.36251
[INFO] 2021-05-10 08:03:36 > Step: 457600 Progress: 91.5% Elapsed: 1 day, 8:26:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.95527 Generator_loss: 6.83418
[INFO] 2021-05-10 08:06:14 > Step: 457700 Progress: 91.5% Elapsed: 1 day, 8:29:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.12328 Generator_loss: 5.98775
[INFO] 2021-05-10 08:08:53 > Step: 457800 Progress: 91.6% Elapsed: 1 day, 8:31:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.9894 Generator_loss: 7.03714
[INFO] 2021-05-10 08:11:31 > Step: 457900 Progress: 91.6% Elapsed: 1 day, 8:34:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.98325 Generator_loss: 6.32699
[INFO] 2021-05-10 08:14:09 > Step: 458000 Progress: 91.6% Elapsed: 1 day, 8:36:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.94947 Generator_loss: 6.33266
[INFO] 2021-05-10 08:14:09 > Start Evaluation (458000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 08:14:09 > Calculating FID Score....
[INFO] 2021-05-10 08:14:56 > Calculating Inception Score....
[INFO] 2021-05-10 08:15:26 > Calculate F_beta Score....
[INFO] 2021-05-10 08:17:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 08:17:03 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 08:17:04 > Calculate Accuracies....
[INFO] 2021-05-10 08:17:46 > Calculate Accuracies....
[INFO] 2021-05-10 08:18:26 > F_8 score (Step: 458000, Using valid images): 0.9795001509016729
[INFO] 2021-05-10 08:18:26 > F_1/8 score (Step: 458000, Using valid images): 0.9758400723963893
[INFO] 2021-05-10 08:18:26 > FID score (Step: 458000, Using valid moments): 14.307484552336348
[INFO] 2021-05-10 08:18:26 > Inception score (Step: 458000, 50000 generated images): 65.35047912597656
[INFO] 2021-05-10 08:18:26 > Best FID score (Step: 458000, Using valid moments): 14.307484552336348
[INFO] 2021-05-10 08:19:18 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 08:21:56 > Step: 458100 Progress: 91.6% Elapsed: 1 day, 8:44:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.12668 Generator_loss: 5.91298
[INFO] 2021-05-10 08:24:34 > Step: 458200 Progress: 91.6% Elapsed: 1 day, 8:47:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.09438 Generator_loss: 6.27099
[INFO] 2021-05-10 08:27:13 > Step: 458300 Progress: 91.7% Elapsed: 1 day, 8:50:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.95635 Generator_loss: 7.02288
[INFO] 2021-05-10 08:29:51 > Step: 458400 Progress: 91.7% Elapsed: 1 day, 8:52:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.96378 Generator_loss: 6.8809
[INFO] 2021-05-10 08:32:29 > Step: 458500 Progress: 91.7% Elapsed: 1 day, 8:55:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.00911 Generator_loss: 6.34459
[INFO] 2021-05-10 08:35:07 > Step: 458600 Progress: 91.7% Elapsed: 1 day, 8:57:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.02025 Generator_loss: 6.13739
[INFO] 2021-05-10 08:37:45 > Step: 458700 Progress: 91.7% Elapsed: 1 day, 9:00:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.97372 Generator_loss: 6.45819
[INFO] 2021-05-10 08:40:23 > Step: 458800 Progress: 91.8% Elapsed: 1 day, 9:03:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.08364 Generator_loss: 6.84634
[INFO] 2021-05-10 08:43:01 > Step: 458900 Progress: 91.8% Elapsed: 1 day, 9:05:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.185 Generator_loss: 6.07501
[INFO] 2021-05-10 08:45:39 > Step: 459000 Progress: 91.8% Elapsed: 1 day, 9:08:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.04836 Generator_loss: 7.15873
[INFO] 2021-05-10 08:48:17 > Step: 459100 Progress: 91.8% Elapsed: 1 day, 9:11:07 temperature: 0.5 ada_p: No Discriminator_loss: 3.96747 Generator_loss: 6.36829
[INFO] 2021-05-10 08:50:55 > Step: 459200 Progress: 91.8% Elapsed: 1 day, 9:13:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.00898 Generator_loss: 6.60892
[INFO] 2021-05-10 08:53:33 > Step: 459300 Progress: 91.9% Elapsed: 1 day, 9:16:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.97381 Generator_loss: 6.17435
[INFO] 2021-05-10 08:56:11 > Step: 459400 Progress: 91.9% Elapsed: 1 day, 9:19:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.99242 Generator_loss: 6.45612
[INFO] 2021-05-10 08:58:49 > Step: 459500 Progress: 91.9% Elapsed: 1 day, 9:21:39 temperature: 0.5 ada_p: No Discriminator_loss: 3.98245 Generator_loss: 6.77742
[INFO] 2021-05-10 09:01:27 > Step: 459600 Progress: 91.9% Elapsed: 1 day, 9:24:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.98611 Generator_loss: 6.43686
[INFO] 2021-05-10 09:04:05 > Step: 459700 Progress: 91.9% Elapsed: 1 day, 9:26:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.2081 Generator_loss: 5.94484
[INFO] 2021-05-10 09:06:43 > Step: 459800 Progress: 92.0% Elapsed: 1 day, 9:29:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.00015 Generator_loss: 6.64655
[INFO] 2021-05-10 09:09:22 > Step: 459900 Progress: 92.0% Elapsed: 1 day, 9:32:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.99509 Generator_loss: 6.13314
[INFO] 2021-05-10 09:12:00 > Step: 460000 Progress: 92.0% Elapsed: 1 day, 9:34:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.12428 Generator_loss: 7.38123
[INFO] 2021-05-10 09:12:00 > Start Evaluation (460000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 09:12:00 > Calculating FID Score....
[INFO] 2021-05-10 09:12:48 > Calculating Inception Score....
[INFO] 2021-05-10 09:13:18 > Calculate F_beta Score....
[INFO] 2021-05-10 09:14:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 09:14:51 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 09:14:52 > Calculate Accuracies....
[INFO] 2021-05-10 09:15:34 > Calculate Accuracies....
[INFO] 2021-05-10 09:16:14 > F_8 score (Step: 460000, Using valid images): 0.9793460304087246
[INFO] 2021-05-10 09:16:14 > F_1/8 score (Step: 460000, Using valid images): 0.9732535100028396
[INFO] 2021-05-10 09:16:14 > FID score (Step: 460000, Using valid moments): 14.423816586495718
[INFO] 2021-05-10 09:16:14 > Inception score (Step: 460000, 50000 generated images): 66.04496002197266
[INFO] 2021-05-10 09:16:14 > Best FID score (Step: 458000, Using valid moments): 14.307484552336348
[INFO] 2021-05-10 09:16:41 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 09:19:20 > Step: 460100 Progress: 92.0% Elapsed: 1 day, 9:42:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.02017 Generator_loss: 6.97771
[INFO] 2021-05-10 09:21:58 > Step: 460200 Progress: 92.0% Elapsed: 1 day, 9:44:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00274 Generator_loss: 7.03702
[INFO] 2021-05-10 09:24:35 > Step: 460300 Progress: 92.1% Elapsed: 1 day, 9:47:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.99861 Generator_loss: 6.57558
[INFO] 2021-05-10 09:27:14 > Step: 460400 Progress: 92.1% Elapsed: 1 day, 9:50:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.92293 Generator_loss: 6.70308
[INFO] 2021-05-10 09:29:52 > Step: 460500 Progress: 92.1% Elapsed: 1 day, 9:52:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.1726 Generator_loss: 7.13076
[INFO] 2021-05-10 09:32:30 > Step: 460600 Progress: 92.1% Elapsed: 1 day, 9:55:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.00264 Generator_loss: 6.80215
[INFO] 2021-05-10 09:35:08 > Step: 460700 Progress: 92.1% Elapsed: 1 day, 9:57:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.9986 Generator_loss: 6.71295
[INFO] 2021-05-10 09:37:45 > Step: 460800 Progress: 92.2% Elapsed: 1 day, 10:00:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.96846 Generator_loss: 6.6498
[INFO] 2021-05-10 09:40:22 > Step: 460900 Progress: 92.2% Elapsed: 1 day, 10:03:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.04123 Generator_loss: 6.62203
[INFO] 2021-05-10 09:43:01 > Step: 461000 Progress: 92.2% Elapsed: 1 day, 10:05:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.16479 Generator_loss: 5.92336
[INFO] 2021-05-10 09:45:39 > Step: 461100 Progress: 92.2% Elapsed: 1 day, 10:08:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.99831 Generator_loss: 6.69283
[INFO] 2021-05-10 09:48:17 > Step: 461200 Progress: 92.2% Elapsed: 1 day, 10:11:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.20591 Generator_loss: 7.35634
[INFO] 2021-05-10 09:50:55 > Step: 461300 Progress: 92.3% Elapsed: 1 day, 10:13:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.07956 Generator_loss: 6.31007
[INFO] 2021-05-10 09:53:34 > Step: 461400 Progress: 92.3% Elapsed: 1 day, 10:16:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.15991 Generator_loss: 7.39728
[INFO] 2021-05-10 09:56:12 > Step: 461500 Progress: 92.3% Elapsed: 1 day, 10:19:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.11578 Generator_loss: 6.25992
[INFO] 2021-05-10 09:58:51 > Step: 461600 Progress: 92.3% Elapsed: 1 day, 10:21:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.03328 Generator_loss: 6.59923
[INFO] 2021-05-10 10:01:29 > Step: 461700 Progress: 92.3% Elapsed: 1 day, 10:24:19 temperature: 0.5 ada_p: No Discriminator_loss: 4.05033 Generator_loss: 6.28875
[INFO] 2021-05-10 10:04:07 > Step: 461800 Progress: 92.4% Elapsed: 1 day, 10:26:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.0509 Generator_loss: 6.63939
[INFO] 2021-05-10 10:06:45 > Step: 461900 Progress: 92.4% Elapsed: 1 day, 10:29:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.99349 Generator_loss: 6.97801
[INFO] 2021-05-10 10:09:23 > Step: 462000 Progress: 92.4% Elapsed: 1 day, 10:32:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.03146 Generator_loss: 6.54332
[INFO] 2021-05-10 10:09:23 > Start Evaluation (462000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 10:09:23 > Calculating FID Score....
[INFO] 2021-05-10 10:10:12 > Calculating Inception Score....
[INFO] 2021-05-10 10:10:42 > Calculate F_beta Score....
[INFO] 2021-05-10 10:12:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 10:12:17 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 10:12:18 > Calculate Accuracies....
[INFO] 2021-05-10 10:13:00 > Calculate Accuracies....
[INFO] 2021-05-10 10:13:40 > F_8 score (Step: 462000, Using valid images): 0.9759704250583746
[INFO] 2021-05-10 10:13:40 > F_1/8 score (Step: 462000, Using valid images): 0.9714797887856008
[INFO] 2021-05-10 10:13:40 > FID score (Step: 462000, Using valid moments): 14.387636708109085
[INFO] 2021-05-10 10:13:40 > Inception score (Step: 462000, 50000 generated images): 65.79544830322266
[INFO] 2021-05-10 10:13:40 > Best FID score (Step: 458000, Using valid moments): 14.307484552336348
[INFO] 2021-05-10 10:14:07 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 10:16:45 > Step: 462100 Progress: 92.4% Elapsed: 1 day, 10:39:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.96046 Generator_loss: 6.53927
[INFO] 2021-05-10 10:19:23 > Step: 462200 Progress: 92.4% Elapsed: 1 day, 10:42:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.11331 Generator_loss: 7.36726
[INFO] 2021-05-10 10:22:01 > Step: 462300 Progress: 92.5% Elapsed: 1 day, 10:44:51 temperature: 0.5 ada_p: No Discriminator_loss: 3.9651 Generator_loss: 6.7698
[INFO] 2021-05-10 10:24:39 > Step: 462400 Progress: 92.5% Elapsed: 1 day, 10:47:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.09675 Generator_loss: 7.60577
[INFO] 2021-05-10 10:27:17 > Step: 462500 Progress: 92.5% Elapsed: 1 day, 10:50:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.10319 Generator_loss: 5.99253
[INFO] 2021-05-10 10:29:57 > Step: 462600 Progress: 92.5% Elapsed: 1 day, 10:52:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.95674 Generator_loss: 7.05761
[INFO] 2021-05-10 10:32:35 > Step: 462700 Progress: 92.5% Elapsed: 1 day, 10:55:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.9694 Generator_loss: 6.89246
[INFO] 2021-05-10 10:35:13 > Step: 462800 Progress: 92.6% Elapsed: 1 day, 10:58:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.13942 Generator_loss: 5.85406
[INFO] 2021-05-10 10:37:52 > Step: 462900 Progress: 92.6% Elapsed: 1 day, 11:00:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.9452 Generator_loss: 6.93815
[INFO] 2021-05-10 10:40:30 > Step: 463000 Progress: 92.6% Elapsed: 1 day, 11:03:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.9739 Generator_loss: 7.00927
[INFO] 2021-05-10 10:43:08 > Step: 463100 Progress: 92.6% Elapsed: 1 day, 11:05:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.98305 Generator_loss: 6.43753
[INFO] 2021-05-10 10:45:46 > Step: 463200 Progress: 92.6% Elapsed: 1 day, 11:08:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.0076 Generator_loss: 6.90563
[INFO] 2021-05-10 10:48:25 > Step: 463300 Progress: 92.7% Elapsed: 1 day, 11:11:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.04603 Generator_loss: 7.07598
[INFO] 2021-05-10 10:51:02 > Step: 463400 Progress: 92.7% Elapsed: 1 day, 11:13:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.98379 Generator_loss: 6.45479
[INFO] 2021-05-10 10:53:41 > Step: 463500 Progress: 92.7% Elapsed: 1 day, 11:16:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.43058 Generator_loss: 5.73284
[INFO] 2021-05-10 10:56:18 > Step: 463600 Progress: 92.7% Elapsed: 1 day, 11:19:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.93033 Generator_loss: 6.79693
[INFO] 2021-05-10 10:58:57 > Step: 463700 Progress: 92.7% Elapsed: 1 day, 11:21:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.94765 Generator_loss: 6.90644
[INFO] 2021-05-10 11:01:35 > Step: 463800 Progress: 92.8% Elapsed: 1 day, 11:24:25 temperature: 0.5 ada_p: No Discriminator_loss: 3.99937 Generator_loss: 6.83518
[INFO] 2021-05-10 11:04:13 > Step: 463900 Progress: 92.8% Elapsed: 1 day, 11:27:03 temperature: 0.5 ada_p: No Discriminator_loss: 4.01406 Generator_loss: 7.00023
[INFO] 2021-05-10 11:06:51 > Step: 464000 Progress: 92.8% Elapsed: 1 day, 11:29:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.01611 Generator_loss: 7.45438
[INFO] 2021-05-10 11:06:51 > Start Evaluation (464000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 11:06:51 > Calculating FID Score....
[INFO] 2021-05-10 11:07:39 > Calculating Inception Score....
[INFO] 2021-05-10 11:08:09 > Calculate F_beta Score....
[INFO] 2021-05-10 11:09:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 11:09:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 11:09:51 > Calculate Accuracies....
[INFO] 2021-05-10 11:10:33 > Calculate Accuracies....
[INFO] 2021-05-10 11:11:23 > F_8 score (Step: 464000, Using valid images): 0.9779235504744569
[INFO] 2021-05-10 11:11:23 > F_1/8 score (Step: 464000, Using valid images): 0.9731238101365747
[INFO] 2021-05-10 11:11:23 > FID score (Step: 464000, Using valid moments): 14.311784253999804
[INFO] 2021-05-10 11:11:23 > Inception score (Step: 464000, 50000 generated images): 65.35652160644531
[INFO] 2021-05-10 11:11:23 > Best FID score (Step: 458000, Using valid moments): 14.307484552336348
[INFO] 2021-05-10 11:11:50 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 11:14:28 > Step: 464100 Progress: 92.8% Elapsed: 1 day, 11:37:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.9987 Generator_loss: 6.55097
[INFO] 2021-05-10 11:17:06 > Step: 464200 Progress: 92.8% Elapsed: 1 day, 11:39:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.98761 Generator_loss: 6.61532
[INFO] 2021-05-10 11:19:43 > Step: 464300 Progress: 92.9% Elapsed: 1 day, 11:42:34 temperature: 0.5 ada_p: No Discriminator_loss: 3.95621 Generator_loss: 6.74298
[INFO] 2021-05-10 11:22:21 > Step: 464400 Progress: 92.9% Elapsed: 1 day, 11:45:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.97132 Generator_loss: 6.96062
[INFO] 2021-05-10 11:24:59 > Step: 464500 Progress: 92.9% Elapsed: 1 day, 11:47:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.93526 Generator_loss: 6.79386
[INFO] 2021-05-10 11:27:37 > Step: 464600 Progress: 92.9% Elapsed: 1 day, 11:50:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.07039 Generator_loss: 7.29996
[INFO] 2021-05-10 11:30:15 > Step: 464700 Progress: 92.9% Elapsed: 1 day, 11:53:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.96371 Generator_loss: 6.80718
[INFO] 2021-05-10 11:32:53 > Step: 464800 Progress: 93.0% Elapsed: 1 day, 11:55:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.97553 Generator_loss: 6.58756
[INFO] 2021-05-10 11:35:31 > Step: 464900 Progress: 93.0% Elapsed: 1 day, 11:58:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.08043 Generator_loss: 6.1289
[INFO] 2021-05-10 11:38:09 > Step: 465000 Progress: 93.0% Elapsed: 1 day, 12:00:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.13217 Generator_loss: 7.39433
[INFO] 2021-05-10 11:40:48 > Step: 465100 Progress: 93.0% Elapsed: 1 day, 12:03:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.99584 Generator_loss: 6.12721
[INFO] 2021-05-10 11:43:26 > Step: 465200 Progress: 93.0% Elapsed: 1 day, 12:06:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.05197 Generator_loss: 6.72764
[INFO] 2021-05-10 11:46:05 > Step: 465300 Progress: 93.1% Elapsed: 1 day, 12:08:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.99662 Generator_loss: 6.5666
[INFO] 2021-05-10 11:48:43 > Step: 465400 Progress: 93.1% Elapsed: 1 day, 12:11:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.01701 Generator_loss: 6.55082
[INFO] 2021-05-10 11:51:21 > Step: 465500 Progress: 93.1% Elapsed: 1 day, 12:14:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.07978 Generator_loss: 6.11397
[INFO] 2021-05-10 11:53:59 > Step: 465600 Progress: 93.1% Elapsed: 1 day, 12:16:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.98345 Generator_loss: 7.24149
[INFO] 2021-05-10 11:56:36 > Step: 465700 Progress: 93.1% Elapsed: 1 day, 12:19:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.95224 Generator_loss: 6.93727
[INFO] 2021-05-10 11:59:15 > Step: 465800 Progress: 93.2% Elapsed: 1 day, 12:22:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.98819 Generator_loss: 6.39526
[INFO] 2021-05-10 12:01:53 > Step: 465900 Progress: 93.2% Elapsed: 1 day, 12:24:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.96503 Generator_loss: 6.83085
[INFO] 2021-05-10 12:04:31 > Step: 466000 Progress: 93.2% Elapsed: 1 day, 12:27:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.9925 Generator_loss: 7.27628
[INFO] 2021-05-10 12:04:31 > Start Evaluation (466000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 12:04:31 > Calculating FID Score....
[INFO] 2021-05-10 12:05:19 > Calculating Inception Score....
[INFO] 2021-05-10 12:05:48 > Calculate F_beta Score....
[INFO] 2021-05-10 12:07:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 12:07:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 12:07:24 > Calculate Accuracies....
[INFO] 2021-05-10 12:08:06 > Calculate Accuracies....
[INFO] 2021-05-10 12:08:46 > F_8 score (Step: 466000, Using valid images): 0.976806250474229
[INFO] 2021-05-10 12:08:46 > F_1/8 score (Step: 466000, Using valid images): 0.9746701732281623
[INFO] 2021-05-10 12:08:46 > FID score (Step: 466000, Using valid moments): 14.262935946191874
[INFO] 2021-05-10 12:08:46 > Inception score (Step: 466000, 50000 generated images): 66.06678771972656
[INFO] 2021-05-10 12:08:46 > Best FID score (Step: 466000, Using valid moments): 14.262935946191874
[INFO] 2021-05-10 12:09:39 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 12:12:18 > Step: 466100 Progress: 93.2% Elapsed: 1 day, 12:35:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.98647 Generator_loss: 6.97288
[INFO] 2021-05-10 12:14:56 > Step: 466200 Progress: 93.2% Elapsed: 1 day, 12:37:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.01567 Generator_loss: 7.23695
[INFO] 2021-05-10 12:17:35 > Step: 466300 Progress: 93.3% Elapsed: 1 day, 12:40:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.14213 Generator_loss: 6.05071
[INFO] 2021-05-10 12:20:14 > Step: 466400 Progress: 93.3% Elapsed: 1 day, 12:43:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.09311 Generator_loss: 6.57517
[INFO] 2021-05-10 12:22:52 > Step: 466500 Progress: 93.3% Elapsed: 1 day, 12:45:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.99028 Generator_loss: 7.04312
[INFO] 2021-05-10 12:25:31 > Step: 466600 Progress: 93.3% Elapsed: 1 day, 12:48:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.99139 Generator_loss: 6.65396
[INFO] 2021-05-10 12:28:09 > Step: 466700 Progress: 93.3% Elapsed: 1 day, 12:51:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.08513 Generator_loss: 5.98683
[INFO] 2021-05-10 12:30:48 > Step: 466800 Progress: 93.4% Elapsed: 1 day, 12:53:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.04739 Generator_loss: 7.20593
[INFO] 2021-05-10 12:33:26 > Step: 466900 Progress: 93.4% Elapsed: 1 day, 12:56:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.06299 Generator_loss: 7.08865
[INFO] 2021-05-10 12:36:05 > Step: 467000 Progress: 93.4% Elapsed: 1 day, 12:58:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.06906 Generator_loss: 7.32986
[INFO] 2021-05-10 12:38:43 > Step: 467100 Progress: 93.4% Elapsed: 1 day, 13:01:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.02464 Generator_loss: 6.43189
[INFO] 2021-05-10 12:41:21 > Step: 467200 Progress: 93.4% Elapsed: 1 day, 13:04:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.92435 Generator_loss: 6.42824
[INFO] 2021-05-10 12:43:59 > Step: 467300 Progress: 93.5% Elapsed: 1 day, 13:06:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.00576 Generator_loss: 7.20915
[INFO] 2021-05-10 12:46:38 > Step: 467400 Progress: 93.5% Elapsed: 1 day, 13:09:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.07342 Generator_loss: 6.1578
[INFO] 2021-05-10 12:49:17 > Step: 467500 Progress: 93.5% Elapsed: 1 day, 13:12:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.45004 Generator_loss: 6.17521
[INFO] 2021-05-10 12:51:57 > Step: 467600 Progress: 93.5% Elapsed: 1 day, 13:14:47 temperature: 0.5 ada_p: No Discriminator_loss: 4.04143 Generator_loss: 6.4082
[INFO] 2021-05-10 12:54:36 > Step: 467700 Progress: 93.5% Elapsed: 1 day, 13:17:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.98724 Generator_loss: 6.44163
[INFO] 2021-05-10 12:57:15 > Step: 467800 Progress: 93.6% Elapsed: 1 day, 13:20:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03457 Generator_loss: 6.96196
[INFO] 2021-05-10 12:59:54 > Step: 467900 Progress: 93.6% Elapsed: 1 day, 13:22:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.09014 Generator_loss: 6.11675
[INFO] 2021-05-10 13:02:32 > Step: 468000 Progress: 93.6% Elapsed: 1 day, 13:25:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.14263 Generator_loss: 7.47986
[INFO] 2021-05-10 13:02:32 > Start Evaluation (468000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 13:02:32 > Calculating FID Score....
[INFO] 2021-05-10 13:03:20 > Calculating Inception Score....
[INFO] 2021-05-10 13:03:50 > Calculate F_beta Score....
[INFO] 2021-05-10 13:06:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 13:06:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 13:06:57 > Calculate Accuracies....
[INFO] 2021-05-10 13:07:39 > Calculate Accuracies....
[INFO] 2021-05-10 13:08:19 > F_8 score (Step: 468000, Using valid images): 0.9740777983881216
[INFO] 2021-05-10 13:08:19 > F_1/8 score (Step: 468000, Using valid images): 0.9732850163595803
[INFO] 2021-05-10 13:08:19 > FID score (Step: 468000, Using valid moments): 14.367070853605583
[INFO] 2021-05-10 13:08:19 > Inception score (Step: 468000, 50000 generated images): 65.70370483398438
[INFO] 2021-05-10 13:08:19 > Best FID score (Step: 466000, Using valid moments): 14.262935946191874
[INFO] 2021-05-10 13:08:45 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 13:11:23 > Step: 468100 Progress: 93.6% Elapsed: 1 day, 13:34:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.96748 Generator_loss: 7.0038
[INFO] 2021-05-10 13:14:02 > Step: 468200 Progress: 93.6% Elapsed: 1 day, 13:36:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.16862 Generator_loss: 5.89401
[INFO] 2021-05-10 13:16:41 > Step: 468300 Progress: 93.7% Elapsed: 1 day, 13:39:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.96831 Generator_loss: 6.96806
[INFO] 2021-05-10 13:19:19 > Step: 468400 Progress: 93.7% Elapsed: 1 day, 13:42:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.96423 Generator_loss: 6.72379
[INFO] 2021-05-10 13:21:58 > Step: 468500 Progress: 93.7% Elapsed: 1 day, 13:44:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00148 Generator_loss: 6.77279
[INFO] 2021-05-10 13:24:36 > Step: 468600 Progress: 93.7% Elapsed: 1 day, 13:47:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.00284 Generator_loss: 7.19507
[INFO] 2021-05-10 13:27:14 > Step: 468700 Progress: 93.7% Elapsed: 1 day, 13:50:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03739 Generator_loss: 7.21717
[INFO] 2021-05-10 13:29:53 > Step: 468800 Progress: 93.8% Elapsed: 1 day, 13:52:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.97219 Generator_loss: 6.75304
[INFO] 2021-05-10 13:32:31 > Step: 468900 Progress: 93.8% Elapsed: 1 day, 13:55:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.04484 Generator_loss: 7.23249
[INFO] 2021-05-10 13:35:09 > Step: 469000 Progress: 93.8% Elapsed: 1 day, 13:57:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.01016 Generator_loss: 6.88493
[INFO] 2021-05-10 13:37:48 > Step: 469100 Progress: 93.8% Elapsed: 1 day, 14:00:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.07533 Generator_loss: 6.38321
[INFO] 2021-05-10 13:40:26 > Step: 469200 Progress: 93.8% Elapsed: 1 day, 14:03:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.08872 Generator_loss: 5.97853
[INFO] 2021-05-10 13:43:04 > Step: 469300 Progress: 93.9% Elapsed: 1 day, 14:05:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.9755 Generator_loss: 6.52001
[INFO] 2021-05-10 13:45:42 > Step: 469400 Progress: 93.9% Elapsed: 1 day, 14:08:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.03785 Generator_loss: 7.21625
[INFO] 2021-05-10 13:48:20 > Step: 469500 Progress: 93.9% Elapsed: 1 day, 14:11:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.00364 Generator_loss: 7.06238
[INFO] 2021-05-10 13:50:58 > Step: 469600 Progress: 93.9% Elapsed: 1 day, 14:13:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00181 Generator_loss: 6.84938
[INFO] 2021-05-10 13:53:36 > Step: 469700 Progress: 93.9% Elapsed: 1 day, 14:16:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.98999 Generator_loss: 6.82025
[INFO] 2021-05-10 13:56:14 > Step: 469800 Progress: 94.0% Elapsed: 1 day, 14:19:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.08236 Generator_loss: 7.30591
[INFO] 2021-05-10 13:58:52 > Step: 469900 Progress: 94.0% Elapsed: 1 day, 14:21:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.01888 Generator_loss: 6.76391
[INFO] 2021-05-10 14:01:30 > Step: 470000 Progress: 94.0% Elapsed: 1 day, 14:24:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.01322 Generator_loss: 7.38346
[INFO] 2021-05-10 14:01:30 > Start Evaluation (470000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 14:01:30 > Calculating FID Score....
[INFO] 2021-05-10 14:02:18 > Calculating Inception Score....
[INFO] 2021-05-10 14:02:47 > Calculate F_beta Score....
[INFO] 2021-05-10 14:04:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 14:04:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 14:04:23 > Calculate Accuracies....
[INFO] 2021-05-10 14:05:04 > Calculate Accuracies....
[INFO] 2021-05-10 14:05:45 > F_8 score (Step: 470000, Using valid images): 0.9763728531557097
[INFO] 2021-05-10 14:05:45 > F_1/8 score (Step: 470000, Using valid images): 0.9739374042976275
[INFO] 2021-05-10 14:05:45 > FID score (Step: 470000, Using valid moments): 14.304174537901986
[INFO] 2021-05-10 14:05:45 > Inception score (Step: 470000, 50000 generated images): 65.69478607177734
[INFO] 2021-05-10 14:05:45 > Best FID score (Step: 466000, Using valid moments): 14.262935946191874
[INFO] 2021-05-10 14:06:11 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 14:08:51 > Step: 470100 Progress: 94.0% Elapsed: 1 day, 14:31:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.03905 Generator_loss: 6.14417
[INFO] 2021-05-10 14:11:30 > Step: 470200 Progress: 94.0% Elapsed: 1 day, 14:34:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.21979 Generator_loss: 5.66663
[INFO] 2021-05-10 14:14:09 > Step: 470300 Progress: 94.1% Elapsed: 1 day, 14:36:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.94118 Generator_loss: 6.95698
[INFO] 2021-05-10 14:16:48 > Step: 470400 Progress: 94.1% Elapsed: 1 day, 14:39:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.07078 Generator_loss: 6.94904
[INFO] 2021-05-10 14:19:27 > Step: 470500 Progress: 94.1% Elapsed: 1 day, 14:42:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.98622 Generator_loss: 6.8704
[INFO] 2021-05-10 14:22:06 > Step: 470600 Progress: 94.1% Elapsed: 1 day, 14:44:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.04799 Generator_loss: 7.1018
[INFO] 2021-05-10 14:24:45 > Step: 470700 Progress: 94.1% Elapsed: 1 day, 14:47:35 temperature: 0.5 ada_p: No Discriminator_loss: 3.93743 Generator_loss: 6.91932
[INFO] 2021-05-10 14:27:24 > Step: 470800 Progress: 94.2% Elapsed: 1 day, 14:50:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.29258 Generator_loss: 7.46421
[INFO] 2021-05-10 14:30:03 > Step: 470900 Progress: 94.2% Elapsed: 1 day, 14:52:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.04934 Generator_loss: 6.45696
[INFO] 2021-05-10 14:32:41 > Step: 471000 Progress: 94.2% Elapsed: 1 day, 14:55:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.02657 Generator_loss: 6.52418
[INFO] 2021-05-10 14:35:20 > Step: 471100 Progress: 94.2% Elapsed: 1 day, 14:58:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.9417 Generator_loss: 7.10429
[INFO] 2021-05-10 14:37:59 > Step: 471200 Progress: 94.2% Elapsed: 1 day, 15:00:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.94352 Generator_loss: 6.92884
[INFO] 2021-05-10 14:40:37 > Step: 471300 Progress: 94.3% Elapsed: 1 day, 15:03:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.9858 Generator_loss: 7.03352
[INFO] 2021-05-10 14:43:16 > Step: 471400 Progress: 94.3% Elapsed: 1 day, 15:06:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.03599 Generator_loss: 7.06232
[INFO] 2021-05-10 14:45:55 > Step: 471500 Progress: 94.3% Elapsed: 1 day, 15:08:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.01086 Generator_loss: 6.52614
[INFO] 2021-05-10 14:48:34 > Step: 471600 Progress: 94.3% Elapsed: 1 day, 15:11:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.26658 Generator_loss: 5.79069
[INFO] 2021-05-10 14:51:13 > Step: 471700 Progress: 94.3% Elapsed: 1 day, 15:14:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.92365 Generator_loss: 6.64803
[INFO] 2021-05-10 14:53:52 > Step: 471800 Progress: 94.4% Elapsed: 1 day, 15:16:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.98338 Generator_loss: 6.32234
[INFO] 2021-05-10 14:56:30 > Step: 471900 Progress: 94.4% Elapsed: 1 day, 15:19:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.94795 Generator_loss: 7.25613
[INFO] 2021-05-10 14:59:09 > Step: 472000 Progress: 94.4% Elapsed: 1 day, 15:22:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.00188 Generator_loss: 6.76498
[INFO] 2021-05-10 14:59:09 > Start Evaluation (472000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 14:59:09 > Calculating FID Score....
[INFO] 2021-05-10 14:59:57 > Calculating Inception Score....
[INFO] 2021-05-10 15:00:27 > Calculate F_beta Score....
[INFO] 2021-05-10 15:02:16 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 15:02:16 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 15:02:17 > Calculate Accuracies....
[INFO] 2021-05-10 15:02:59 > Calculate Accuracies....
[INFO] 2021-05-10 15:03:39 > F_8 score (Step: 472000, Using valid images): 0.9746765742961199
[INFO] 2021-05-10 15:03:39 > F_1/8 score (Step: 472000, Using valid images): 0.975730570784043
[INFO] 2021-05-10 15:03:39 > FID score (Step: 472000, Using valid moments): 14.179294990571861
[INFO] 2021-05-10 15:03:39 > Inception score (Step: 472000, 50000 generated images): 66.34510040283203
[INFO] 2021-05-10 15:03:39 > Best FID score (Step: 472000, Using valid moments): 14.179294990571861
[INFO] 2021-05-10 15:04:32 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 15:07:11 > Step: 472100 Progress: 94.4% Elapsed: 1 day, 15:30:01 temperature: 0.5 ada_p: No Discriminator_loss: 3.95935 Generator_loss: 6.84325
[INFO] 2021-05-10 15:09:49 > Step: 472200 Progress: 94.4% Elapsed: 1 day, 15:32:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.09729 Generator_loss: 7.18982
[INFO] 2021-05-10 15:12:28 > Step: 472300 Progress: 94.5% Elapsed: 1 day, 15:35:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.03658 Generator_loss: 6.66999
[INFO] 2021-05-10 15:15:06 > Step: 472400 Progress: 94.5% Elapsed: 1 day, 15:37:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.06812 Generator_loss: 6.84506
[INFO] 2021-05-10 15:17:45 > Step: 472500 Progress: 94.5% Elapsed: 1 day, 15:40:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.00118 Generator_loss: 6.98724
[INFO] 2021-05-10 15:20:24 > Step: 472600 Progress: 94.5% Elapsed: 1 day, 15:43:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.98876 Generator_loss: 6.8258
[INFO] 2021-05-10 15:23:04 > Step: 472700 Progress: 94.5% Elapsed: 1 day, 15:45:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.02245 Generator_loss: 6.05747
[INFO] 2021-05-10 15:25:42 > Step: 472800 Progress: 94.6% Elapsed: 1 day, 15:48:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.02766 Generator_loss: 7.29829
[INFO] 2021-05-10 15:28:21 > Step: 472900 Progress: 94.6% Elapsed: 1 day, 15:51:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.01337 Generator_loss: 6.76147
[INFO] 2021-05-10 15:31:00 > Step: 473000 Progress: 94.6% Elapsed: 1 day, 15:53:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.03912 Generator_loss: 6.45497
[INFO] 2021-05-10 15:33:39 > Step: 473100 Progress: 94.6% Elapsed: 1 day, 15:56:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.0876 Generator_loss: 6.49418
[INFO] 2021-05-10 15:36:18 > Step: 473200 Progress: 94.6% Elapsed: 1 day, 15:59:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.95452 Generator_loss: 6.49918
[INFO] 2021-05-10 15:38:56 > Step: 473300 Progress: 94.7% Elapsed: 1 day, 16:01:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.97175 Generator_loss: 7.04665
[INFO] 2021-05-10 15:41:35 > Step: 473400 Progress: 94.7% Elapsed: 1 day, 16:04:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.0508 Generator_loss: 6.69374
[INFO] 2021-05-10 15:44:14 > Step: 473500 Progress: 94.7% Elapsed: 1 day, 16:07:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.04479 Generator_loss: 6.11076
[INFO] 2021-05-10 15:46:53 > Step: 473600 Progress: 94.7% Elapsed: 1 day, 16:09:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.09122 Generator_loss: 5.72238
[INFO] 2021-05-10 15:49:31 > Step: 473700 Progress: 94.7% Elapsed: 1 day, 16:12:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.93214 Generator_loss: 6.86203
[INFO] 2021-05-10 15:52:10 > Step: 473800 Progress: 94.8% Elapsed: 1 day, 16:15:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.0626 Generator_loss: 7.20444
[INFO] 2021-05-10 15:54:49 > Step: 473900 Progress: 94.8% Elapsed: 1 day, 16:17:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.0037 Generator_loss: 6.24512
[INFO] 2021-05-10 15:57:28 > Step: 474000 Progress: 94.8% Elapsed: 1 day, 16:20:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.05202 Generator_loss: 6.3179
[INFO] 2021-05-10 15:57:28 > Start Evaluation (474000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 15:57:28 > Calculating FID Score....
[INFO] 2021-05-10 15:58:16 > Calculating Inception Score....
[INFO] 2021-05-10 15:58:45 > Calculate F_beta Score....
[INFO] 2021-05-10 16:00:23 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 16:00:24 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 16:00:24 > Calculate Accuracies....
[INFO] 2021-05-10 16:01:06 > Calculate Accuracies....
[INFO] 2021-05-10 16:01:46 > F_8 score (Step: 474000, Using valid images): 0.9761617930965066
[INFO] 2021-05-10 16:01:46 > F_1/8 score (Step: 474000, Using valid images): 0.9748194325588596
[INFO] 2021-05-10 16:01:46 > FID score (Step: 474000, Using valid moments): 14.191438162864301
[INFO] 2021-05-10 16:01:46 > Inception score (Step: 474000, 50000 generated images): 66.39358520507812
[INFO] 2021-05-10 16:01:46 > Best FID score (Step: 472000, Using valid moments): 14.179294990571861
[INFO] 2021-05-10 16:02:13 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 16:04:51 > Step: 474100 Progress: 94.8% Elapsed: 1 day, 16:27:41 temperature: 0.5 ada_p: No Discriminator_loss: 4.10801 Generator_loss: 6.17004
[INFO] 2021-05-10 16:07:30 > Step: 474200 Progress: 94.8% Elapsed: 1 day, 16:30:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.01689 Generator_loss: 6.52061
[INFO] 2021-05-10 16:10:08 > Step: 474300 Progress: 94.9% Elapsed: 1 day, 16:32:58 temperature: 0.5 ada_p: No Discriminator_loss: 3.94161 Generator_loss: 6.92441
[INFO] 2021-05-10 16:12:47 > Step: 474400 Progress: 94.9% Elapsed: 1 day, 16:35:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.94605 Generator_loss: 6.7936
[INFO] 2021-05-10 16:15:25 > Step: 474500 Progress: 94.9% Elapsed: 1 day, 16:38:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.07207 Generator_loss: 6.12787
[INFO] 2021-05-10 16:18:04 > Step: 474600 Progress: 94.9% Elapsed: 1 day, 16:40:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.98148 Generator_loss: 6.96987
[INFO] 2021-05-10 16:20:43 > Step: 474700 Progress: 94.9% Elapsed: 1 day, 16:43:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.9501 Generator_loss: 6.17369
[INFO] 2021-05-10 16:23:22 > Step: 474800 Progress: 95.0% Elapsed: 1 day, 16:46:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.94168 Generator_loss: 6.54721
[INFO] 2021-05-10 16:26:01 > Step: 474900 Progress: 95.0% Elapsed: 1 day, 16:48:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.05298 Generator_loss: 6.40607
[INFO] 2021-05-10 16:28:40 > Step: 475000 Progress: 95.0% Elapsed: 1 day, 16:51:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.20597 Generator_loss: 6.129
[INFO] 2021-05-10 16:31:21 > Step: 475100 Progress: 95.0% Elapsed: 1 day, 16:54:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.00725 Generator_loss: 6.48055
[INFO] 2021-05-10 16:34:00 > Step: 475200 Progress: 95.0% Elapsed: 1 day, 16:56:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.95568 Generator_loss: 6.70937
[INFO] 2021-05-10 16:36:39 > Step: 475300 Progress: 95.1% Elapsed: 1 day, 16:59:29 temperature: 0.5 ada_p: No Discriminator_loss: 3.99321 Generator_loss: 6.57836
[INFO] 2021-05-10 16:39:18 > Step: 475400 Progress: 95.1% Elapsed: 1 day, 17:02:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.99182 Generator_loss: 6.27846
[INFO] 2021-05-10 16:41:57 > Step: 475500 Progress: 95.1% Elapsed: 1 day, 17:04:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.99706 Generator_loss: 6.63753
[INFO] 2021-05-10 16:44:36 > Step: 475600 Progress: 95.1% Elapsed: 1 day, 17:07:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.06066 Generator_loss: 6.65068
[INFO] 2021-05-10 16:47:15 > Step: 475700 Progress: 95.1% Elapsed: 1 day, 17:10:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.03996 Generator_loss: 6.12681
[INFO] 2021-05-10 16:49:53 > Step: 475800 Progress: 95.2% Elapsed: 1 day, 17:12:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.0174 Generator_loss: 7.17796
[INFO] 2021-05-10 16:52:31 > Step: 475900 Progress: 95.2% Elapsed: 1 day, 17:15:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.07052 Generator_loss: 7.32684
[INFO] 2021-05-10 16:55:10 > Step: 476000 Progress: 95.2% Elapsed: 1 day, 17:18:00 temperature: 0.5 ada_p: No Discriminator_loss: 4.06573 Generator_loss: 6.41923
[INFO] 2021-05-10 16:55:10 > Start Evaluation (476000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 16:55:10 > Calculating FID Score....
[INFO] 2021-05-10 16:55:59 > Calculating Inception Score....
[INFO] 2021-05-10 16:56:28 > Calculate F_beta Score....
[INFO] 2021-05-10 16:58:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 16:58:07 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 16:58:08 > Calculate Accuracies....
[INFO] 2021-05-10 16:58:50 > Calculate Accuracies....
[INFO] 2021-05-10 16:59:30 > F_8 score (Step: 476000, Using valid images): 0.9775259709732227
[INFO] 2021-05-10 16:59:30 > F_1/8 score (Step: 476000, Using valid images): 0.9770908282148068
[INFO] 2021-05-10 16:59:30 > FID score (Step: 476000, Using valid moments): 14.157543474632234
[INFO] 2021-05-10 16:59:30 > Inception score (Step: 476000, 50000 generated images): 65.88253784179688
[INFO] 2021-05-10 16:59:30 > Best FID score (Step: 476000, Using valid moments): 14.157543474632234
[INFO] 2021-05-10 17:00:23 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 17:03:01 > Step: 476100 Progress: 95.2% Elapsed: 1 day, 17:25:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.05996 Generator_loss: 6.56083
[INFO] 2021-05-10 17:05:40 > Step: 476200 Progress: 95.2% Elapsed: 1 day, 17:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.00814 Generator_loss: 6.45274
[INFO] 2021-05-10 17:08:19 > Step: 476300 Progress: 95.3% Elapsed: 1 day, 17:31:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.99335 Generator_loss: 6.6535
[INFO] 2021-05-10 17:10:58 > Step: 476400 Progress: 95.3% Elapsed: 1 day, 17:33:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.00497 Generator_loss: 7.06759
[INFO] 2021-05-10 17:13:37 > Step: 476500 Progress: 95.3% Elapsed: 1 day, 17:36:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.02024 Generator_loss: 6.34081
[INFO] 2021-05-10 17:16:16 > Step: 476600 Progress: 95.3% Elapsed: 1 day, 17:39:06 temperature: 0.5 ada_p: No Discriminator_loss: 3.98241 Generator_loss: 6.83798
[INFO] 2021-05-10 17:18:54 > Step: 476700 Progress: 95.3% Elapsed: 1 day, 17:41:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.08117 Generator_loss: 7.1811
[INFO] 2021-05-10 17:21:33 > Step: 476800 Progress: 95.4% Elapsed: 1 day, 17:44:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.00502 Generator_loss: 6.47329
[INFO] 2021-05-10 17:24:11 > Step: 476900 Progress: 95.4% Elapsed: 1 day, 17:47:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.00547 Generator_loss: 6.31316
[INFO] 2021-05-10 17:26:50 > Step: 477000 Progress: 95.4% Elapsed: 1 day, 17:49:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.98945 Generator_loss: 6.72971
[INFO] 2021-05-10 17:29:29 > Step: 477100 Progress: 95.4% Elapsed: 1 day, 17:52:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.97253 Generator_loss: 6.90668
[INFO] 2021-05-10 17:32:08 > Step: 477200 Progress: 95.4% Elapsed: 1 day, 17:54:58 temperature: 0.5 ada_p: No Discriminator_loss: 4.15882 Generator_loss: 5.80329
[INFO] 2021-05-10 17:34:48 > Step: 477300 Progress: 95.5% Elapsed: 1 day, 17:57:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.00388 Generator_loss: 6.3396
[INFO] 2021-05-10 17:37:27 > Step: 477400 Progress: 95.5% Elapsed: 1 day, 18:00:17 temperature: 0.5 ada_p: No Discriminator_loss: 3.99382 Generator_loss: 6.26954
[INFO] 2021-05-10 17:40:05 > Step: 477500 Progress: 95.5% Elapsed: 1 day, 18:02:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.12968 Generator_loss: 7.54182
[INFO] 2021-05-10 17:42:46 > Step: 477600 Progress: 95.5% Elapsed: 1 day, 18:05:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.11701 Generator_loss: 5.97336
[INFO] 2021-05-10 17:45:25 > Step: 477700 Progress: 95.5% Elapsed: 1 day, 18:08:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.94729 Generator_loss: 6.6047
[INFO] 2021-05-10 17:48:04 > Step: 477800 Progress: 95.6% Elapsed: 1 day, 18:10:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.03483 Generator_loss: 6.67919
[INFO] 2021-05-10 17:50:43 > Step: 477900 Progress: 95.6% Elapsed: 1 day, 18:13:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.00022 Generator_loss: 7.22123
[INFO] 2021-05-10 17:53:22 > Step: 478000 Progress: 95.6% Elapsed: 1 day, 18:16:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.94686 Generator_loss: 6.72437
[INFO] 2021-05-10 17:53:22 > Start Evaluation (478000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 17:53:22 > Calculating FID Score....
[INFO] 2021-05-10 17:54:11 > Calculating Inception Score....
[INFO] 2021-05-10 17:54:40 > Calculate F_beta Score....
[INFO] 2021-05-10 17:56:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 17:56:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 17:56:19 > Calculate Accuracies....
[INFO] 2021-05-10 17:57:01 > Calculate Accuracies....
[INFO] 2021-05-10 17:57:40 > F_8 score (Step: 478000, Using valid images): 0.9796650857856494
[INFO] 2021-05-10 17:57:40 > F_1/8 score (Step: 478000, Using valid images): 0.9788365728481788
[INFO] 2021-05-10 17:57:40 > FID score (Step: 478000, Using valid moments): 14.125004904090645
[INFO] 2021-05-10 17:57:40 > Inception score (Step: 478000, 50000 generated images): 66.37826538085938
[INFO] 2021-05-10 17:57:40 > Best FID score (Step: 478000, Using valid moments): 14.125004904090645
[INFO] 2021-05-10 17:58:36 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 18:01:15 > Step: 478100 Progress: 95.6% Elapsed: 1 day, 18:24:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.06538 Generator_loss: 6.34959
[INFO] 2021-05-10 18:03:54 > Step: 478200 Progress: 95.6% Elapsed: 1 day, 18:26:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.95655 Generator_loss: 6.48835
[INFO] 2021-05-10 18:06:34 > Step: 478300 Progress: 95.7% Elapsed: 1 day, 18:29:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.01722 Generator_loss: 6.58675
[INFO] 2021-05-10 18:09:12 > Step: 478400 Progress: 95.7% Elapsed: 1 day, 18:32:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.98827 Generator_loss: 6.53107
[INFO] 2021-05-10 18:11:51 > Step: 478500 Progress: 95.7% Elapsed: 1 day, 18:34:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.98183 Generator_loss: 6.97607
[INFO] 2021-05-10 18:14:30 > Step: 478600 Progress: 95.7% Elapsed: 1 day, 18:37:20 temperature: 0.5 ada_p: No Discriminator_loss: 4.00721 Generator_loss: 6.85014
[INFO] 2021-05-10 18:17:09 > Step: 478700 Progress: 95.7% Elapsed: 1 day, 18:39:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.98695 Generator_loss: 6.39309
[INFO] 2021-05-10 18:19:47 > Step: 478800 Progress: 95.8% Elapsed: 1 day, 18:42:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.93794 Generator_loss: 6.75903
[INFO] 2021-05-10 18:22:27 > Step: 478900 Progress: 95.8% Elapsed: 1 day, 18:45:17 temperature: 0.5 ada_p: No Discriminator_loss: 4.03659 Generator_loss: 6.56771
[INFO] 2021-05-10 18:25:05 > Step: 479000 Progress: 95.8% Elapsed: 1 day, 18:47:55 temperature: 0.5 ada_p: No Discriminator_loss: 3.98847 Generator_loss: 6.81138
[INFO] 2021-05-10 18:27:44 > Step: 479100 Progress: 95.8% Elapsed: 1 day, 18:50:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.17785 Generator_loss: 6.03218
[INFO] 2021-05-10 18:30:23 > Step: 479200 Progress: 95.8% Elapsed: 1 day, 18:53:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.06813 Generator_loss: 6.40282
[INFO] 2021-05-10 18:33:02 > Step: 479300 Progress: 95.9% Elapsed: 1 day, 18:55:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.05512 Generator_loss: 7.05963
[INFO] 2021-05-10 18:35:40 > Step: 479400 Progress: 95.9% Elapsed: 1 day, 18:58:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.9954 Generator_loss: 6.64413
[INFO] 2021-05-10 18:38:19 > Step: 479500 Progress: 95.9% Elapsed: 1 day, 19:01:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.14173 Generator_loss: 7.54148
[INFO] 2021-05-10 18:40:58 > Step: 479600 Progress: 95.9% Elapsed: 1 day, 19:03:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.02538 Generator_loss: 6.82664
[INFO] 2021-05-10 18:43:36 > Step: 479700 Progress: 95.9% Elapsed: 1 day, 19:06:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.23472 Generator_loss: 5.64019
[INFO] 2021-05-10 18:46:14 > Step: 479800 Progress: 96.0% Elapsed: 1 day, 19:09:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.26799 Generator_loss: 5.54356
[INFO] 2021-05-10 18:48:53 > Step: 479900 Progress: 96.0% Elapsed: 1 day, 19:11:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.11703 Generator_loss: 6.38908
[INFO] 2021-05-10 18:51:32 > Step: 480000 Progress: 96.0% Elapsed: 1 day, 19:14:22 temperature: 0.5 ada_p: No Discriminator_loss: 3.97847 Generator_loss: 7.14894
[INFO] 2021-05-10 18:51:32 > Start Evaluation (480000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 18:51:32 > Calculating FID Score....
[INFO] 2021-05-10 18:52:20 > Calculating Inception Score....
[INFO] 2021-05-10 18:52:49 > Calculate F_beta Score....
[INFO] 2021-05-10 18:54:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 18:54:31 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 18:54:32 > Calculate Accuracies....
[INFO] 2021-05-10 18:55:14 > Calculate Accuracies....
[INFO] 2021-05-10 18:55:54 > F_8 score (Step: 480000, Using valid images): 0.9759379934555259
[INFO] 2021-05-10 18:55:54 > F_1/8 score (Step: 480000, Using valid images): 0.9783775005197531
[INFO] 2021-05-10 18:55:54 > FID score (Step: 480000, Using valid moments): 14.137955795353434
[INFO] 2021-05-10 18:55:54 > Inception score (Step: 480000, 50000 generated images): 66.27542114257812
[INFO] 2021-05-10 18:55:54 > Best FID score (Step: 478000, Using valid moments): 14.125004904090645
[INFO] 2021-05-10 18:56:23 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 18:59:03 > Step: 480100 Progress: 96.0% Elapsed: 1 day, 19:21:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.07152 Generator_loss: 6.43954
[INFO] 2021-05-10 19:01:42 > Step: 480200 Progress: 96.0% Elapsed: 1 day, 19:24:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.06089 Generator_loss: 6.35911
[INFO] 2021-05-10 19:04:20 > Step: 480300 Progress: 96.1% Elapsed: 1 day, 19:27:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.93984 Generator_loss: 7.03018
[INFO] 2021-05-10 19:06:59 > Step: 480400 Progress: 96.1% Elapsed: 1 day, 19:29:49 temperature: 0.5 ada_p: No Discriminator_loss: 3.96849 Generator_loss: 6.82164
[INFO] 2021-05-10 19:09:37 > Step: 480500 Progress: 96.1% Elapsed: 1 day, 19:32:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.99661 Generator_loss: 6.61652
[INFO] 2021-05-10 19:12:15 > Step: 480600 Progress: 96.1% Elapsed: 1 day, 19:35:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.00539 Generator_loss: 6.40388
[INFO] 2021-05-10 19:14:53 > Step: 480700 Progress: 96.1% Elapsed: 1 day, 19:37:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.95469 Generator_loss: 6.76341
[INFO] 2021-05-10 19:17:31 > Step: 480800 Progress: 96.2% Elapsed: 1 day, 19:40:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.96486 Generator_loss: 6.69093
[INFO] 2021-05-10 19:20:09 > Step: 480900 Progress: 96.2% Elapsed: 1 day, 19:42:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.01716 Generator_loss: 6.53853
[INFO] 2021-05-10 19:22:48 > Step: 481000 Progress: 96.2% Elapsed: 1 day, 19:45:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.08157 Generator_loss: 7.27619
[INFO] 2021-05-10 19:25:26 > Step: 481100 Progress: 96.2% Elapsed: 1 day, 19:48:16 temperature: 0.5 ada_p: No Discriminator_loss: 3.98349 Generator_loss: 6.52464
[INFO] 2021-05-10 19:28:04 > Step: 481200 Progress: 96.2% Elapsed: 1 day, 19:50:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.04401 Generator_loss: 6.13922
[INFO] 2021-05-10 19:30:42 > Step: 481300 Progress: 96.3% Elapsed: 1 day, 19:53:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.01943 Generator_loss: 6.84723
[INFO] 2021-05-10 19:33:20 > Step: 481400 Progress: 96.3% Elapsed: 1 day, 19:56:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.98648 Generator_loss: 6.2891
[INFO] 2021-05-10 19:35:59 > Step: 481500 Progress: 96.3% Elapsed: 1 day, 19:58:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.03896 Generator_loss: 7.23368
[INFO] 2021-05-10 19:38:37 > Step: 481600 Progress: 96.3% Elapsed: 1 day, 20:01:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.95662 Generator_loss: 6.61941
[INFO] 2021-05-10 19:41:16 > Step: 481700 Progress: 96.3% Elapsed: 1 day, 20:04:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.14045 Generator_loss: 7.18981
[INFO] 2021-05-10 19:43:54 > Step: 481800 Progress: 96.4% Elapsed: 1 day, 20:06:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.26346 Generator_loss: 5.71671
[INFO] 2021-05-10 19:46:33 > Step: 481900 Progress: 96.4% Elapsed: 1 day, 20:09:23 temperature: 0.5 ada_p: No Discriminator_loss: 4.02438 Generator_loss: 6.21951
[INFO] 2021-05-10 19:49:11 > Step: 482000 Progress: 96.4% Elapsed: 1 day, 20:12:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.95892 Generator_loss: 6.6457
[INFO] 2021-05-10 19:49:11 > Start Evaluation (482000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 19:49:11 > Calculating FID Score....
[INFO] 2021-05-10 19:50:00 > Calculating Inception Score....
[INFO] 2021-05-10 19:50:29 > Calculate F_beta Score....
[INFO] 2021-05-10 19:52:12 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 19:52:13 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 19:52:13 > Calculate Accuracies....
[INFO] 2021-05-10 19:52:56 > Calculate Accuracies....
[INFO] 2021-05-10 19:53:36 > F_8 score (Step: 482000, Using valid images): 0.973171464231146
[INFO] 2021-05-10 19:53:36 > F_1/8 score (Step: 482000, Using valid images): 0.9776718836394613
[INFO] 2021-05-10 19:53:36 > FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-10 19:53:36 > Inception score (Step: 482000, 50000 generated images): 66.33675384521484
[INFO] 2021-05-10 19:53:36 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-10 19:54:29 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 19:57:08 > Step: 482100 Progress: 96.4% Elapsed: 1 day, 20:19:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.01589 Generator_loss: 6.54026
[INFO] 2021-05-10 19:59:46 > Step: 482200 Progress: 96.4% Elapsed: 1 day, 20:22:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.16916 Generator_loss: 6.18326
[INFO] 2021-05-10 20:02:24 > Step: 482300 Progress: 96.5% Elapsed: 1 day, 20:25:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.98149 Generator_loss: 6.81471
[INFO] 2021-05-10 20:05:03 > Step: 482400 Progress: 96.5% Elapsed: 1 day, 20:27:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.00899 Generator_loss: 7.22936
[INFO] 2021-05-10 20:07:42 > Step: 482500 Progress: 96.5% Elapsed: 1 day, 20:30:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.04168 Generator_loss: 6.29264
[INFO] 2021-05-10 20:10:22 > Step: 482600 Progress: 96.5% Elapsed: 1 day, 20:33:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.98381 Generator_loss: 6.80302
[INFO] 2021-05-10 20:13:01 > Step: 482700 Progress: 96.5% Elapsed: 1 day, 20:35:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.01611 Generator_loss: 6.58889
[INFO] 2021-05-10 20:15:40 > Step: 482800 Progress: 96.6% Elapsed: 1 day, 20:38:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.11359 Generator_loss: 6.13921
[INFO] 2021-05-10 20:18:19 > Step: 482900 Progress: 96.6% Elapsed: 1 day, 20:41:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05691 Generator_loss: 6.63678
[INFO] 2021-05-10 20:20:58 > Step: 483000 Progress: 96.6% Elapsed: 1 day, 20:43:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.0661 Generator_loss: 6.01853
[INFO] 2021-05-10 20:23:36 > Step: 483100 Progress: 96.6% Elapsed: 1 day, 20:46:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.9684 Generator_loss: 7.00432
[INFO] 2021-05-10 20:26:14 > Step: 483200 Progress: 96.6% Elapsed: 1 day, 20:49:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.98327 Generator_loss: 6.86574
[INFO] 2021-05-10 20:28:53 > Step: 483300 Progress: 96.7% Elapsed: 1 day, 20:51:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.98343 Generator_loss: 6.68333
[INFO] 2021-05-10 20:31:31 > Step: 483400 Progress: 96.7% Elapsed: 1 day, 20:54:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.01978 Generator_loss: 6.50402
[INFO] 2021-05-10 20:34:09 > Step: 483500 Progress: 96.7% Elapsed: 1 day, 20:56:59 temperature: 0.5 ada_p: No Discriminator_loss: 4.02229 Generator_loss: 6.55233
[INFO] 2021-05-10 20:36:47 > Step: 483600 Progress: 96.7% Elapsed: 1 day, 20:59:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.20257 Generator_loss: 6.22091
[INFO] 2021-05-10 20:39:26 > Step: 483700 Progress: 96.7% Elapsed: 1 day, 21:02:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.19371 Generator_loss: 5.99982
[INFO] 2021-05-10 20:42:04 > Step: 483800 Progress: 96.8% Elapsed: 1 day, 21:04:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.94365 Generator_loss: 6.60041
[INFO] 2021-05-10 20:44:42 > Step: 483900 Progress: 96.8% Elapsed: 1 day, 21:07:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.03932 Generator_loss: 7.11245
[INFO] 2021-05-10 20:47:20 > Step: 484000 Progress: 96.8% Elapsed: 1 day, 21:10:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.09958 Generator_loss: 7.51362
[INFO] 2021-05-10 20:47:20 > Start Evaluation (484000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 20:47:20 > Calculating FID Score....
[INFO] 2021-05-10 20:48:07 > Calculating Inception Score....
[INFO] 2021-05-10 20:48:37 > Calculate F_beta Score....
[INFO] 2021-05-10 20:50:14 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 20:50:15 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 20:50:15 > Calculate Accuracies....
[INFO] 2021-05-10 20:50:57 > Calculate Accuracies....
[INFO] 2021-05-10 20:51:37 > F_8 score (Step: 484000, Using valid images): 0.9759124568115787
[INFO] 2021-05-10 20:51:37 > F_1/8 score (Step: 484000, Using valid images): 0.9758859011572479
[INFO] 2021-05-10 20:51:37 > FID score (Step: 484000, Using valid moments): 14.05151034508549
[INFO] 2021-05-10 20:51:37 > Inception score (Step: 484000, 50000 generated images): 66.63946533203125
[INFO] 2021-05-10 20:51:37 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-10 20:52:04 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 20:54:43 > Step: 484100 Progress: 96.8% Elapsed: 1 day, 21:17:33 temperature: 0.5 ada_p: No Discriminator_loss: 4.01774 Generator_loss: 7.10293
[INFO] 2021-05-10 20:57:21 > Step: 484200 Progress: 96.8% Elapsed: 1 day, 21:20:11 temperature: 0.5 ada_p: No Discriminator_loss: 3.97313 Generator_loss: 6.33775
[INFO] 2021-05-10 21:00:00 > Step: 484300 Progress: 96.9% Elapsed: 1 day, 21:22:50 temperature: 0.5 ada_p: No Discriminator_loss: 3.96772 Generator_loss: 6.96275
[INFO] 2021-05-10 21:02:38 > Step: 484400 Progress: 96.9% Elapsed: 1 day, 21:25:28 temperature: 0.5 ada_p: No Discriminator_loss: 3.97211 Generator_loss: 6.51832
[INFO] 2021-05-10 21:05:16 > Step: 484500 Progress: 96.9% Elapsed: 1 day, 21:28:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.02474 Generator_loss: 6.51836
[INFO] 2021-05-10 21:07:55 > Step: 484600 Progress: 96.9% Elapsed: 1 day, 21:30:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.0308 Generator_loss: 6.03899
[INFO] 2021-05-10 21:10:34 > Step: 484700 Progress: 96.9% Elapsed: 1 day, 21:33:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.03034 Generator_loss: 7.61713
[INFO] 2021-05-10 21:13:12 > Step: 484800 Progress: 97.0% Elapsed: 1 day, 21:36:02 temperature: 0.5 ada_p: No Discriminator_loss: 3.97592 Generator_loss: 6.59143
[INFO] 2021-05-10 21:15:50 > Step: 484900 Progress: 97.0% Elapsed: 1 day, 21:38:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.01897 Generator_loss: 6.41933
[INFO] 2021-05-10 21:18:28 > Step: 485000 Progress: 97.0% Elapsed: 1 day, 21:41:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.32906 Generator_loss: 7.30262
[INFO] 2021-05-10 21:21:07 > Step: 485100 Progress: 97.0% Elapsed: 1 day, 21:43:57 temperature: 0.5 ada_p: No Discriminator_loss: 4.10367 Generator_loss: 6.17258
[INFO] 2021-05-10 21:23:46 > Step: 485200 Progress: 97.0% Elapsed: 1 day, 21:46:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.01499 Generator_loss: 7.15335
[INFO] 2021-05-10 21:26:24 > Step: 485300 Progress: 97.1% Elapsed: 1 day, 21:49:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.05241 Generator_loss: 5.79358
[INFO] 2021-05-10 21:29:02 > Step: 485400 Progress: 97.1% Elapsed: 1 day, 21:51:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.06049 Generator_loss: 6.06429
[INFO] 2021-05-10 21:31:41 > Step: 485500 Progress: 97.1% Elapsed: 1 day, 21:54:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.043 Generator_loss: 7.25456
[INFO] 2021-05-10 21:34:19 > Step: 485600 Progress: 97.1% Elapsed: 1 day, 21:57:09 temperature: 0.5 ada_p: No Discriminator_loss: 3.97287 Generator_loss: 7.09175
[INFO] 2021-05-10 21:36:57 > Step: 485700 Progress: 97.1% Elapsed: 1 day, 21:59:47 temperature: 0.5 ada_p: No Discriminator_loss: 3.99477 Generator_loss: 6.25274
[INFO] 2021-05-10 21:39:36 > Step: 485800 Progress: 97.2% Elapsed: 1 day, 22:02:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.97848 Generator_loss: 6.35916
[INFO] 2021-05-10 21:42:14 > Step: 485900 Progress: 97.2% Elapsed: 1 day, 22:05:04 temperature: 0.5 ada_p: No Discriminator_loss: 4.14538 Generator_loss: 5.73868
[INFO] 2021-05-10 21:44:52 > Step: 486000 Progress: 97.2% Elapsed: 1 day, 22:07:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.02039 Generator_loss: 6.47638
[INFO] 2021-05-10 21:44:52 > Start Evaluation (486000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 21:44:52 > Calculating FID Score....
[INFO] 2021-05-10 21:45:40 > Calculating Inception Score....
[INFO] 2021-05-10 21:46:09 > Calculate F_beta Score....
[INFO] 2021-05-10 21:47:46 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 21:47:47 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 21:47:48 > Calculate Accuracies....
[INFO] 2021-05-10 21:48:29 > Calculate Accuracies....
[INFO] 2021-05-10 21:49:09 > F_8 score (Step: 486000, Using valid images): 0.9747952900346204
[INFO] 2021-05-10 21:49:09 > F_1/8 score (Step: 486000, Using valid images): 0.9768364185770053
[INFO] 2021-05-10 21:49:09 > FID score (Step: 486000, Using valid moments): 14.091540297160464
[INFO] 2021-05-10 21:49:09 > Inception score (Step: 486000, 50000 generated images): 67.33329010009766
[INFO] 2021-05-10 21:49:09 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-10 21:49:36 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 21:52:14 > Step: 486100 Progress: 97.2% Elapsed: 1 day, 22:15:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.9965 Generator_loss: 6.72493
[INFO] 2021-05-10 21:54:53 > Step: 486200 Progress: 97.2% Elapsed: 1 day, 22:17:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.97799 Generator_loss: 6.8097
[INFO] 2021-05-10 21:57:31 > Step: 486300 Progress: 97.3% Elapsed: 1 day, 22:20:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.97491 Generator_loss: 6.70412
[INFO] 2021-05-10 22:00:09 > Step: 486400 Progress: 97.3% Elapsed: 1 day, 22:22:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.99172 Generator_loss: 6.61212
[INFO] 2021-05-10 22:02:47 > Step: 486500 Progress: 97.3% Elapsed: 1 day, 22:25:38 temperature: 0.5 ada_p: No Discriminator_loss: 3.94031 Generator_loss: 6.96038
[INFO] 2021-05-10 22:05:26 > Step: 486600 Progress: 97.3% Elapsed: 1 day, 22:28:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.08998 Generator_loss: 6.45587
[INFO] 2021-05-10 22:08:04 > Step: 486700 Progress: 97.3% Elapsed: 1 day, 22:30:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.03662 Generator_loss: 6.49584
[INFO] 2021-05-10 22:10:42 > Step: 486800 Progress: 97.4% Elapsed: 1 day, 22:33:32 temperature: 0.5 ada_p: No Discriminator_loss: 4.0314 Generator_loss: 6.23473
[INFO] 2021-05-10 22:13:20 > Step: 486900 Progress: 97.4% Elapsed: 1 day, 22:36:10 temperature: 0.5 ada_p: No Discriminator_loss: 3.99302 Generator_loss: 7.02344
[INFO] 2021-05-10 22:15:57 > Step: 487000 Progress: 97.4% Elapsed: 1 day, 22:38:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.96603 Generator_loss: 6.9655
[INFO] 2021-05-10 22:18:35 > Step: 487100 Progress: 97.4% Elapsed: 1 day, 22:41:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.02525 Generator_loss: 7.08389
[INFO] 2021-05-10 22:21:14 > Step: 487200 Progress: 97.4% Elapsed: 1 day, 22:44:04 temperature: 0.5 ada_p: No Discriminator_loss: 3.95607 Generator_loss: 6.81701
[INFO] 2021-05-10 22:23:52 > Step: 487300 Progress: 97.5% Elapsed: 1 day, 22:46:42 temperature: 0.5 ada_p: No Discriminator_loss: 3.97768 Generator_loss: 6.64352
[INFO] 2021-05-10 22:26:31 > Step: 487400 Progress: 97.5% Elapsed: 1 day, 22:49:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.00909 Generator_loss: 6.89449
[INFO] 2021-05-10 22:29:09 > Step: 487500 Progress: 97.5% Elapsed: 1 day, 22:51:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.9956 Generator_loss: 6.27824
[INFO] 2021-05-10 22:31:48 > Step: 487600 Progress: 97.5% Elapsed: 1 day, 22:54:38 temperature: 0.5 ada_p: No Discriminator_loss: 4.09266 Generator_loss: 6.97188
[INFO] 2021-05-10 22:34:26 > Step: 487700 Progress: 97.5% Elapsed: 1 day, 22:57:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.00335 Generator_loss: 6.47312
[INFO] 2021-05-10 22:37:04 > Step: 487800 Progress: 97.6% Elapsed: 1 day, 22:59:54 temperature: 0.5 ada_p: No Discriminator_loss: 3.97449 Generator_loss: 7.39721
[INFO] 2021-05-10 22:39:42 > Step: 487900 Progress: 97.6% Elapsed: 1 day, 23:02:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.97917 Generator_loss: 6.57332
[INFO] 2021-05-10 22:42:20 > Step: 488000 Progress: 97.6% Elapsed: 1 day, 23:05:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.05453 Generator_loss: 6.47341
[INFO] 2021-05-10 22:42:20 > Start Evaluation (488000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 22:42:20 > Calculating FID Score....
[INFO] 2021-05-10 22:43:09 > Calculating Inception Score....
[INFO] 2021-05-10 22:43:38 > Calculate F_beta Score....
[INFO] 2021-05-10 22:45:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 22:45:22 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 22:45:23 > Calculate Accuracies....
[INFO] 2021-05-10 22:46:05 > Calculate Accuracies....
[INFO] 2021-05-10 22:46:45 > F_8 score (Step: 488000, Using valid images): 0.9788002707575428
[INFO] 2021-05-10 22:46:45 > F_1/8 score (Step: 488000, Using valid images): 0.9781357476132256
[INFO] 2021-05-10 22:46:45 > FID score (Step: 488000, Using valid moments): 14.086687088629049
[INFO] 2021-05-10 22:46:45 > Inception score (Step: 488000, 50000 generated images): 67.59095764160156
[INFO] 2021-05-10 22:46:45 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-10 22:47:12 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 22:49:50 > Step: 488100 Progress: 97.6% Elapsed: 1 day, 23:12:41 temperature: 0.5 ada_p: No Discriminator_loss: 3.99996 Generator_loss: 6.35621
[INFO] 2021-05-10 22:52:29 > Step: 488200 Progress: 97.6% Elapsed: 1 day, 23:15:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.95811 Generator_loss: 6.91412
[INFO] 2021-05-10 22:55:07 > Step: 488300 Progress: 97.7% Elapsed: 1 day, 23:17:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.95929 Generator_loss: 6.86826
[INFO] 2021-05-10 22:57:46 > Step: 488400 Progress: 97.7% Elapsed: 1 day, 23:20:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.0712 Generator_loss: 7.26816
[INFO] 2021-05-10 23:00:24 > Step: 488500 Progress: 97.7% Elapsed: 1 day, 23:23:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.95793 Generator_loss: 6.71348
[INFO] 2021-05-10 23:03:02 > Step: 488600 Progress: 97.7% Elapsed: 1 day, 23:25:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.0973 Generator_loss: 5.91939
[INFO] 2021-05-10 23:05:40 > Step: 488700 Progress: 97.7% Elapsed: 1 day, 23:28:30 temperature: 0.5 ada_p: No Discriminator_loss: 3.96626 Generator_loss: 7.07867
[INFO] 2021-05-10 23:08:18 > Step: 488800 Progress: 97.8% Elapsed: 1 day, 23:31:08 temperature: 0.5 ada_p: No Discriminator_loss: 3.97952 Generator_loss: 7.02319
[INFO] 2021-05-10 23:10:56 > Step: 488900 Progress: 97.8% Elapsed: 1 day, 23:33:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.03548 Generator_loss: 7.15288
[INFO] 2021-05-10 23:13:34 > Step: 489000 Progress: 97.8% Elapsed: 1 day, 23:36:24 temperature: 0.5 ada_p: No Discriminator_loss: 4.01096 Generator_loss: 6.26462
[INFO] 2021-05-10 23:16:11 > Step: 489100 Progress: 97.8% Elapsed: 1 day, 23:39:02 temperature: 0.5 ada_p: No Discriminator_loss: 4.03907 Generator_loss: 7.15105
[INFO] 2021-05-10 23:18:50 > Step: 489200 Progress: 97.8% Elapsed: 1 day, 23:41:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.0896 Generator_loss: 6.08526
[INFO] 2021-05-10 23:21:28 > Step: 489300 Progress: 97.9% Elapsed: 1 day, 23:44:18 temperature: 0.5 ada_p: No Discriminator_loss: 4.02083 Generator_loss: 6.97937
[INFO] 2021-05-10 23:24:06 > Step: 489400 Progress: 97.9% Elapsed: 1 day, 23:46:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.9395 Generator_loss: 6.91745
[INFO] 2021-05-10 23:26:44 > Step: 489500 Progress: 97.9% Elapsed: 1 day, 23:49:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.01106 Generator_loss: 6.70972
[INFO] 2021-05-10 23:29:22 > Step: 489600 Progress: 97.9% Elapsed: 1 day, 23:52:12 temperature: 0.5 ada_p: No Discriminator_loss: 3.95068 Generator_loss: 6.48795
[INFO] 2021-05-10 23:32:00 > Step: 489700 Progress: 97.9% Elapsed: 1 day, 23:54:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.08177 Generator_loss: 7.46216
[INFO] 2021-05-10 23:34:38 > Step: 489800 Progress: 98.0% Elapsed: 1 day, 23:57:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.05075 Generator_loss: 7.22613
[INFO] 2021-05-10 23:37:17 > Step: 489900 Progress: 98.0% Elapsed: 2 days, 0:00:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.01044 Generator_loss: 6.82574
[INFO] 2021-05-10 23:39:56 > Step: 490000 Progress: 98.0% Elapsed: 2 days, 0:02:46 temperature: 0.5 ada_p: No Discriminator_loss: 3.95191 Generator_loss: 6.47129
[INFO] 2021-05-10 23:39:56 > Start Evaluation (490000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 23:39:56 > Calculating FID Score....
[INFO] 2021-05-10 23:40:43 > Calculating Inception Score....
[INFO] 2021-05-10 23:41:13 > Calculate F_beta Score....
[INFO] 2021-05-10 23:45:49 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-10 23:45:49 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-10 23:45:50 > Calculate Accuracies....
[INFO] 2021-05-10 23:46:33 > Calculate Accuracies....
[INFO] 2021-05-10 23:47:37 > F_8 score (Step: 490000, Using valid images): 0.973903831844459
[INFO] 2021-05-10 23:47:37 > F_1/8 score (Step: 490000, Using valid images): 0.9772724970264196
[INFO] 2021-05-10 23:47:37 > FID score (Step: 490000, Using valid moments): 14.140068269878043
[INFO] 2021-05-10 23:47:37 > Inception score (Step: 490000, 50000 generated images): 67.27716064453125
[INFO] 2021-05-10 23:47:37 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-10 23:48:06 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-10 23:50:46 > Step: 490100 Progress: 98.0% Elapsed: 2 days, 0:13:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.01018 Generator_loss: 6.6897
[INFO] 2021-05-10 23:53:25 > Step: 490200 Progress: 98.0% Elapsed: 2 days, 0:16:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.02314 Generator_loss: 6.63145
[INFO] 2021-05-10 23:56:03 > Step: 490300 Progress: 98.1% Elapsed: 2 days, 0:18:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.01681 Generator_loss: 6.88814
[INFO] 2021-05-10 23:58:41 > Step: 490400 Progress: 98.1% Elapsed: 2 days, 0:21:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.99637 Generator_loss: 6.97544
[INFO] 2021-05-11 00:01:20 > Step: 490500 Progress: 98.1% Elapsed: 2 days, 0:24:10 temperature: 0.5 ada_p: No Discriminator_loss: 4.34565 Generator_loss: 5.45579
[INFO] 2021-05-11 00:03:58 > Step: 490600 Progress: 98.1% Elapsed: 2 days, 0:26:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.02038 Generator_loss: 6.4972
[INFO] 2021-05-11 00:06:36 > Step: 490700 Progress: 98.1% Elapsed: 2 days, 0:29:27 temperature: 0.5 ada_p: No Discriminator_loss: 4.00084 Generator_loss: 7.10694
[INFO] 2021-05-11 00:09:15 > Step: 490800 Progress: 98.2% Elapsed: 2 days, 0:32:05 temperature: 0.5 ada_p: No Discriminator_loss: 4.02552 Generator_loss: 6.5848
[INFO] 2021-05-11 00:11:53 > Step: 490900 Progress: 98.2% Elapsed: 2 days, 0:34:43 temperature: 0.5 ada_p: No Discriminator_loss: 3.98702 Generator_loss: 6.61587
[INFO] 2021-05-11 00:14:30 > Step: 491000 Progress: 98.2% Elapsed: 2 days, 0:37:20 temperature: 0.5 ada_p: No Discriminator_loss: 3.9301 Generator_loss: 6.65598
[INFO] 2021-05-11 00:17:08 > Step: 491100 Progress: 98.2% Elapsed: 2 days, 0:39:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.93951 Generator_loss: 6.99593
[INFO] 2021-05-11 00:19:47 > Step: 491200 Progress: 98.2% Elapsed: 2 days, 0:42:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.01802 Generator_loss: 7.11173
[INFO] 2021-05-11 00:22:26 > Step: 491300 Progress: 98.3% Elapsed: 2 days, 0:45:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.06294 Generator_loss: 7.16928
[INFO] 2021-05-11 00:25:04 > Step: 491400 Progress: 98.3% Elapsed: 2 days, 0:47:55 temperature: 0.5 ada_p: No Discriminator_loss: 4.08201 Generator_loss: 5.90031
[INFO] 2021-05-11 00:27:43 > Step: 491500 Progress: 98.3% Elapsed: 2 days, 0:50:33 temperature: 0.5 ada_p: No Discriminator_loss: 3.91291 Generator_loss: 6.80514
[INFO] 2021-05-11 00:30:22 > Step: 491600 Progress: 98.3% Elapsed: 2 days, 0:53:12 temperature: 0.5 ada_p: No Discriminator_loss: 4.09651 Generator_loss: 6.16225
[INFO] 2021-05-11 00:32:59 > Step: 491700 Progress: 98.3% Elapsed: 2 days, 0:55:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.28671 Generator_loss: 5.72731
[INFO] 2021-05-11 00:35:38 > Step: 491800 Progress: 98.4% Elapsed: 2 days, 0:58:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.02885 Generator_loss: 6.72159
[INFO] 2021-05-11 00:38:16 > Step: 491900 Progress: 98.4% Elapsed: 2 days, 1:01:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.11711 Generator_loss: 5.81169
[INFO] 2021-05-11 00:40:54 > Step: 492000 Progress: 98.4% Elapsed: 2 days, 1:03:45 temperature: 0.5 ada_p: No Discriminator_loss: 4.41309 Generator_loss: 5.46239
[INFO] 2021-05-11 00:40:54 > Start Evaluation (492000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 00:40:54 > Calculating FID Score....
[INFO] 2021-05-11 00:41:43 > Calculating Inception Score....
[INFO] 2021-05-11 00:42:12 > Calculate F_beta Score....
[INFO] 2021-05-11 00:43:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-11 00:43:50 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-11 00:43:51 > Calculate Accuracies....
[INFO] 2021-05-11 00:44:33 > Calculate Accuracies....
[INFO] 2021-05-11 00:45:13 > F_8 score (Step: 492000, Using valid images): 0.9773551987375649
[INFO] 2021-05-11 00:45:13 > F_1/8 score (Step: 492000, Using valid images): 0.9793958551533715
[INFO] 2021-05-11 00:45:13 > FID score (Step: 492000, Using valid moments): 14.119932576256588
[INFO] 2021-05-11 00:45:13 > Inception score (Step: 492000, 50000 generated images): 67.6328353881836
[INFO] 2021-05-11 00:45:13 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-11 00:45:41 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 00:48:19 > Step: 492100 Progress: 98.4% Elapsed: 2 days, 1:11:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.00996 Generator_loss: 6.27768
[INFO] 2021-05-11 00:50:57 > Step: 492200 Progress: 98.4% Elapsed: 2 days, 1:13:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.95858 Generator_loss: 6.89155
[INFO] 2021-05-11 00:53:36 > Step: 492300 Progress: 98.5% Elapsed: 2 days, 1:16:26 temperature: 0.5 ada_p: No Discriminator_loss: 3.98082 Generator_loss: 6.40961
[INFO] 2021-05-11 00:56:14 > Step: 492400 Progress: 98.5% Elapsed: 2 days, 1:19:05 temperature: 0.5 ada_p: No Discriminator_loss: 3.9836 Generator_loss: 6.87584
[INFO] 2021-05-11 00:58:53 > Step: 492500 Progress: 98.5% Elapsed: 2 days, 1:21:43 temperature: 0.5 ada_p: No Discriminator_loss: 4.01198 Generator_loss: 6.92204
[INFO] 2021-05-11 01:01:33 > Step: 492600 Progress: 98.5% Elapsed: 2 days, 1:24:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.94273 Generator_loss: 7.02054
[INFO] 2021-05-11 01:04:11 > Step: 492700 Progress: 98.5% Elapsed: 2 days, 1:27:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.01444 Generator_loss: 6.51281
[INFO] 2021-05-11 01:06:49 > Step: 492800 Progress: 98.6% Elapsed: 2 days, 1:29:39 temperature: 0.5 ada_p: No Discriminator_loss: 4.0723 Generator_loss: 7.36026
[INFO] 2021-05-11 01:09:28 > Step: 492900 Progress: 98.6% Elapsed: 2 days, 1:32:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.96861 Generator_loss: 7.01194
[INFO] 2021-05-11 01:12:06 > Step: 493000 Progress: 98.6% Elapsed: 2 days, 1:34:56 temperature: 0.5 ada_p: No Discriminator_loss: 4.01512 Generator_loss: 6.63858
[INFO] 2021-05-11 01:14:44 > Step: 493100 Progress: 98.6% Elapsed: 2 days, 1:37:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.02028 Generator_loss: 6.30159
[INFO] 2021-05-11 01:17:23 > Step: 493200 Progress: 98.6% Elapsed: 2 days, 1:40:13 temperature: 0.5 ada_p: No Discriminator_loss: 4.0999 Generator_loss: 6.02273
[INFO] 2021-05-11 01:20:01 > Step: 493300 Progress: 98.7% Elapsed: 2 days, 1:42:51 temperature: 0.5 ada_p: No Discriminator_loss: 4.23048 Generator_loss: 5.51593
[INFO] 2021-05-11 01:22:39 > Step: 493400 Progress: 98.7% Elapsed: 2 days, 1:45:29 temperature: 0.5 ada_p: No Discriminator_loss: 4.12401 Generator_loss: 6.06967
[INFO] 2021-05-11 01:25:18 > Step: 493500 Progress: 98.7% Elapsed: 2 days, 1:48:08 temperature: 0.5 ada_p: No Discriminator_loss: 4.07926 Generator_loss: 6.41525
[INFO] 2021-05-11 01:27:56 > Step: 493600 Progress: 98.7% Elapsed: 2 days, 1:50:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.02352 Generator_loss: 6.2642
[INFO] 2021-05-11 01:30:34 > Step: 493700 Progress: 98.7% Elapsed: 2 days, 1:53:25 temperature: 0.5 ada_p: No Discriminator_loss: 4.08665 Generator_loss: 5.9402
[INFO] 2021-05-11 01:33:13 > Step: 493800 Progress: 98.8% Elapsed: 2 days, 1:56:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.98615 Generator_loss: 6.7762
[INFO] 2021-05-11 01:35:51 > Step: 493900 Progress: 98.8% Elapsed: 2 days, 1:58:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.03052 Generator_loss: 6.36132
[INFO] 2021-05-11 01:38:30 > Step: 494000 Progress: 98.8% Elapsed: 2 days, 2:01:21 temperature: 0.5 ada_p: No Discriminator_loss: 4.09905 Generator_loss: 7.16192
[INFO] 2021-05-11 01:38:30 > Start Evaluation (494000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 01:38:30 > Calculating FID Score....
[INFO] 2021-05-11 01:39:19 > Calculating Inception Score....
[INFO] 2021-05-11 01:39:48 > Calculate F_beta Score....
[INFO] 2021-05-11 01:41:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-11 01:41:21 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-11 01:41:22 > Calculate Accuracies....
[INFO] 2021-05-11 01:42:04 > Calculate Accuracies....
[INFO] 2021-05-11 01:42:44 > F_8 score (Step: 494000, Using valid images): 0.9807610653912545
[INFO] 2021-05-11 01:42:44 > F_1/8 score (Step: 494000, Using valid images): 0.9738682495082781
[INFO] 2021-05-11 01:42:44 > FID score (Step: 494000, Using valid moments): 14.019443859858598
[INFO] 2021-05-11 01:42:44 > Inception score (Step: 494000, 50000 generated images): 66.44619750976562
[INFO] 2021-05-11 01:42:44 > Best FID score (Step: 482000, Using valid moments): 14.011057874320215
[INFO] 2021-05-11 01:43:12 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 01:45:50 > Step: 494100 Progress: 98.8% Elapsed: 2 days, 2:08:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.94888 Generator_loss: 6.95301
[INFO] 2021-05-11 01:48:28 > Step: 494200 Progress: 98.8% Elapsed: 2 days, 2:11:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.99805 Generator_loss: 6.90866
[INFO] 2021-05-11 01:51:07 > Step: 494300 Progress: 98.9% Elapsed: 2 days, 2:13:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.96461 Generator_loss: 7.25213
[INFO] 2021-05-11 01:53:45 > Step: 494400 Progress: 98.9% Elapsed: 2 days, 2:16:36 temperature: 0.5 ada_p: No Discriminator_loss: 4.03777 Generator_loss: 6.0275
[INFO] 2021-05-11 01:56:23 > Step: 494500 Progress: 98.9% Elapsed: 2 days, 2:19:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.08065 Generator_loss: 6.48238
[INFO] 2021-05-11 01:59:02 > Step: 494600 Progress: 98.9% Elapsed: 2 days, 2:21:52 temperature: 0.5 ada_p: No Discriminator_loss: 4.01893 Generator_loss: 6.5768
[INFO] 2021-05-11 02:01:39 > Step: 494700 Progress: 98.9% Elapsed: 2 days, 2:24:30 temperature: 0.5 ada_p: No Discriminator_loss: 4.03651 Generator_loss: 6.53578
[INFO] 2021-05-11 02:04:17 > Step: 494800 Progress: 99.0% Elapsed: 2 days, 2:27:07 temperature: 0.5 ada_p: No Discriminator_loss: 4.0032 Generator_loss: 6.83709
[INFO] 2021-05-11 02:06:55 > Step: 494900 Progress: 99.0% Elapsed: 2 days, 2:29:46 temperature: 0.5 ada_p: No Discriminator_loss: 4.06414 Generator_loss: 7.37102
[INFO] 2021-05-11 02:09:33 > Step: 495000 Progress: 99.0% Elapsed: 2 days, 2:32:24 temperature: 0.5 ada_p: No Discriminator_loss: 3.9567 Generator_loss: 7.00799
[INFO] 2021-05-11 02:12:13 > Step: 495100 Progress: 99.0% Elapsed: 2 days, 2:35:03 temperature: 0.5 ada_p: No Discriminator_loss: 3.9776 Generator_loss: 6.63821
[INFO] 2021-05-11 02:14:52 > Step: 495200 Progress: 99.0% Elapsed: 2 days, 2:37:42 temperature: 0.5 ada_p: No Discriminator_loss: 4.00072 Generator_loss: 6.29626
[INFO] 2021-05-11 02:17:30 > Step: 495300 Progress: 99.1% Elapsed: 2 days, 2:40:21 temperature: 0.5 ada_p: No Discriminator_loss: 3.96218 Generator_loss: 6.46413
[INFO] 2021-05-11 02:20:09 > Step: 495400 Progress: 99.1% Elapsed: 2 days, 2:42:59 temperature: 0.5 ada_p: No Discriminator_loss: 3.99122 Generator_loss: 6.7627
[INFO] 2021-05-11 02:22:46 > Step: 495500 Progress: 99.1% Elapsed: 2 days, 2:45:37 temperature: 0.5 ada_p: No Discriminator_loss: 3.94884 Generator_loss: 6.53483
[INFO] 2021-05-11 02:25:25 > Step: 495600 Progress: 99.1% Elapsed: 2 days, 2:48:15 temperature: 0.5 ada_p: No Discriminator_loss: 4.10241 Generator_loss: 7.41999
[INFO] 2021-05-11 02:28:03 > Step: 495700 Progress: 99.1% Elapsed: 2 days, 2:50:53 temperature: 0.5 ada_p: No Discriminator_loss: 4.0879 Generator_loss: 6.12762
[INFO] 2021-05-11 02:30:41 > Step: 495800 Progress: 99.2% Elapsed: 2 days, 2:53:31 temperature: 0.5 ada_p: No Discriminator_loss: 4.03784 Generator_loss: 6.77018
[INFO] 2021-05-11 02:33:19 > Step: 495900 Progress: 99.2% Elapsed: 2 days, 2:56:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.02477 Generator_loss: 7.56815
[INFO] 2021-05-11 02:35:58 > Step: 496000 Progress: 99.2% Elapsed: 2 days, 2:58:48 temperature: 0.5 ada_p: No Discriminator_loss: 3.95235 Generator_loss: 7.05817
[INFO] 2021-05-11 02:35:58 > Start Evaluation (496000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 02:35:58 > Calculating FID Score....
[INFO] 2021-05-11 02:36:47 > Calculating Inception Score....
[INFO] 2021-05-11 02:37:17 > Calculate F_beta Score....
[INFO] 2021-05-11 02:38:52 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-11 02:38:53 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-11 02:38:53 > Calculate Accuracies....
[INFO] 2021-05-11 02:39:35 > Calculate Accuracies....
[INFO] 2021-05-11 02:40:15 > F_8 score (Step: 496000, Using valid images): 0.977154755614254
[INFO] 2021-05-11 02:40:15 > F_1/8 score (Step: 496000, Using valid images): 0.977336455175256
[INFO] 2021-05-11 02:40:15 > FID score (Step: 496000, Using valid moments): 13.907249982321275
[INFO] 2021-05-11 02:40:15 > Inception score (Step: 496000, 50000 generated images): 67.41614532470703
[INFO] 2021-05-11 02:40:15 > Best FID score (Step: 496000, Using valid moments): 13.907249982321275
[INFO] 2021-05-11 02:41:08 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 02:43:47 > Step: 496100 Progress: 99.2% Elapsed: 2 days, 3:06:37 temperature: 0.5 ada_p: No Discriminator_loss: 4.0169 Generator_loss: 7.13305
[INFO] 2021-05-11 02:46:25 > Step: 496200 Progress: 99.2% Elapsed: 2 days, 3:09:16 temperature: 0.5 ada_p: No Discriminator_loss: 4.02866 Generator_loss: 6.76475
[INFO] 2021-05-11 02:49:04 > Step: 496300 Progress: 99.3% Elapsed: 2 days, 3:11:54 temperature: 0.5 ada_p: No Discriminator_loss: 4.01345 Generator_loss: 6.69639
[INFO] 2021-05-11 02:51:42 > Step: 496400 Progress: 99.3% Elapsed: 2 days, 3:14:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.95934 Generator_loss: 6.66659
[INFO] 2021-05-11 02:54:21 > Step: 496500 Progress: 99.3% Elapsed: 2 days, 3:17:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.06676 Generator_loss: 7.59809
[INFO] 2021-05-11 02:56:59 > Step: 496600 Progress: 99.3% Elapsed: 2 days, 3:19:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.31259 Generator_loss: 5.50616
[INFO] 2021-05-11 02:59:37 > Step: 496700 Progress: 99.3% Elapsed: 2 days, 3:22:28 temperature: 0.5 ada_p: No Discriminator_loss: 4.15489 Generator_loss: 5.92431
[INFO] 2021-05-11 03:02:16 > Step: 496800 Progress: 99.4% Elapsed: 2 days, 3:25:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.1781 Generator_loss: 5.77647
[INFO] 2021-05-11 03:04:54 > Step: 496900 Progress: 99.4% Elapsed: 2 days, 3:27:44 temperature: 0.5 ada_p: No Discriminator_loss: 3.95462 Generator_loss: 6.5202
[INFO] 2021-05-11 03:07:33 > Step: 497000 Progress: 99.4% Elapsed: 2 days, 3:30:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.9237 Generator_loss: 7.01999
[INFO] 2021-05-11 03:10:11 > Step: 497100 Progress: 99.4% Elapsed: 2 days, 3:33:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.01158 Generator_loss: 6.94632
[INFO] 2021-05-11 03:12:49 > Step: 497200 Progress: 99.4% Elapsed: 2 days, 3:35:40 temperature: 0.5 ada_p: No Discriminator_loss: 4.01024 Generator_loss: 6.38205
[INFO] 2021-05-11 03:15:27 > Step: 497300 Progress: 99.5% Elapsed: 2 days, 3:38:18 temperature: 0.5 ada_p: No Discriminator_loss: 3.92763 Generator_loss: 6.40004
[INFO] 2021-05-11 03:18:06 > Step: 497400 Progress: 99.5% Elapsed: 2 days, 3:40:56 temperature: 0.5 ada_p: No Discriminator_loss: 3.93051 Generator_loss: 6.88174
[INFO] 2021-05-11 03:20:44 > Step: 497500 Progress: 99.5% Elapsed: 2 days, 3:43:34 temperature: 0.5 ada_p: No Discriminator_loss: 4.15335 Generator_loss: 7.12532
[INFO] 2021-05-11 03:23:24 > Step: 497600 Progress: 99.5% Elapsed: 2 days, 3:46:14 temperature: 0.5 ada_p: No Discriminator_loss: 3.90686 Generator_loss: 6.799
[INFO] 2021-05-11 03:26:03 > Step: 497700 Progress: 99.5% Elapsed: 2 days, 3:48:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.99467 Generator_loss: 7.57988
[INFO] 2021-05-11 03:28:42 > Step: 497800 Progress: 99.6% Elapsed: 2 days, 3:51:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.96614 Generator_loss: 6.35896
[INFO] 2021-05-11 03:31:21 > Step: 497900 Progress: 99.6% Elapsed: 2 days, 3:54:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.0061 Generator_loss: 6.39027
[INFO] 2021-05-11 03:34:00 > Step: 498000 Progress: 99.6% Elapsed: 2 days, 3:56:50 temperature: 0.5 ada_p: No Discriminator_loss: 4.19964 Generator_loss: 7.21854
[INFO] 2021-05-11 03:34:00 > Start Evaluation (498000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 03:34:00 > Calculating FID Score....
[INFO] 2021-05-11 03:34:49 > Calculating Inception Score....
[INFO] 2021-05-11 03:35:18 > Calculate F_beta Score....
[INFO] 2021-05-11 03:36:56 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-11 03:36:57 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-11 03:36:57 > Calculate Accuracies....
[INFO] 2021-05-11 03:37:39 > Calculate Accuracies....
[INFO] 2021-05-11 03:38:19 > F_8 score (Step: 498000, Using valid images): 0.9767723443210282
[INFO] 2021-05-11 03:38:19 > F_1/8 score (Step: 498000, Using valid images): 0.9776960950563358
[INFO] 2021-05-11 03:38:19 > FID score (Step: 498000, Using valid moments): 13.993097593828622
[INFO] 2021-05-11 03:38:19 > Inception score (Step: 498000, 50000 generated images): 67.28736114501953
[INFO] 2021-05-11 03:38:19 > Best FID score (Step: 496000, Using valid moments): 13.907249982321275
[INFO] 2021-05-11 03:38:46 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 03:41:25 > Step: 498100 Progress: 99.6% Elapsed: 2 days, 4:04:15 temperature: 0.5 ada_p: No Discriminator_loss: 3.97044 Generator_loss: 6.32725
[INFO] 2021-05-11 03:44:03 > Step: 498200 Progress: 99.6% Elapsed: 2 days, 4:06:53 temperature: 0.5 ada_p: No Discriminator_loss: 3.98845 Generator_loss: 6.50992
[INFO] 2021-05-11 03:46:42 > Step: 498300 Progress: 99.7% Elapsed: 2 days, 4:09:32 temperature: 0.5 ada_p: No Discriminator_loss: 3.99938 Generator_loss: 7.22529
[INFO] 2021-05-11 03:49:20 > Step: 498400 Progress: 99.7% Elapsed: 2 days, 4:12:11 temperature: 0.5 ada_p: No Discriminator_loss: 4.01024 Generator_loss: 6.76026
[INFO] 2021-05-11 03:51:59 > Step: 498500 Progress: 99.7% Elapsed: 2 days, 4:14:49 temperature: 0.5 ada_p: No Discriminator_loss: 4.12593 Generator_loss: 6.06668
[INFO] 2021-05-11 03:54:37 > Step: 498600 Progress: 99.7% Elapsed: 2 days, 4:17:27 temperature: 0.5 ada_p: No Discriminator_loss: 3.95263 Generator_loss: 6.37325
[INFO] 2021-05-11 03:57:16 > Step: 498700 Progress: 99.7% Elapsed: 2 days, 4:20:06 temperature: 0.5 ada_p: No Discriminator_loss: 4.04567 Generator_loss: 7.12885
[INFO] 2021-05-11 03:59:54 > Step: 498800 Progress: 99.8% Elapsed: 2 days, 4:22:44 temperature: 0.5 ada_p: No Discriminator_loss: 4.02619 Generator_loss: 7.0205
[INFO] 2021-05-11 04:02:33 > Step: 498900 Progress: 99.8% Elapsed: 2 days, 4:25:23 temperature: 0.5 ada_p: No Discriminator_loss: 3.95314 Generator_loss: 6.79788
[INFO] 2021-05-11 04:05:11 > Step: 499000 Progress: 99.8% Elapsed: 2 days, 4:28:01 temperature: 0.5 ada_p: No Discriminator_loss: 4.09808 Generator_loss: 7.62024
[INFO] 2021-05-11 04:07:50 > Step: 499100 Progress: 99.8% Elapsed: 2 days, 4:30:40 temperature: 0.5 ada_p: No Discriminator_loss: 3.96566 Generator_loss: 7.13764
[INFO] 2021-05-11 04:10:29 > Step: 499200 Progress: 99.8% Elapsed: 2 days, 4:33:19 temperature: 0.5 ada_p: No Discriminator_loss: 3.9876 Generator_loss: 6.45241
[INFO] 2021-05-11 04:13:07 > Step: 499300 Progress: 99.9% Elapsed: 2 days, 4:35:57 temperature: 0.5 ada_p: No Discriminator_loss: 3.97745 Generator_loss: 7.11696
[INFO] 2021-05-11 04:15:45 > Step: 499400 Progress: 99.9% Elapsed: 2 days, 4:38:35 temperature: 0.5 ada_p: No Discriminator_loss: 4.05586 Generator_loss: 6.39641
[INFO] 2021-05-11 04:18:23 > Step: 499500 Progress: 99.9% Elapsed: 2 days, 4:41:14 temperature: 0.5 ada_p: No Discriminator_loss: 4.12116 Generator_loss: 5.86193
[INFO] 2021-05-11 04:21:02 > Step: 499600 Progress: 99.9% Elapsed: 2 days, 4:43:52 temperature: 0.5 ada_p: No Discriminator_loss: 3.9903 Generator_loss: 6.9876
[INFO] 2021-05-11 04:23:40 > Step: 499700 Progress: 99.9% Elapsed: 2 days, 4:46:31 temperature: 0.5 ada_p: No Discriminator_loss: 3.95575 Generator_loss: 6.89717
[INFO] 2021-05-11 04:26:19 > Step: 499800 Progress: 100.0% Elapsed: 2 days, 4:49:09 temperature: 0.5 ada_p: No Discriminator_loss: 4.02249 Generator_loss: 5.90351
[INFO] 2021-05-11 04:28:58 > Step: 499900 Progress: 100.0% Elapsed: 2 days, 4:51:48 temperature: 0.5 ada_p: No Discriminator_loss: 4.0608 Generator_loss: 7.03329
[INFO] 2021-05-11 04:31:36 > Step: 500000 Progress: 100.0% Elapsed: 2 days, 4:54:26 temperature: 0.5 ada_p: No Discriminator_loss: 4.11668 Generator_loss: 5.92804
[INFO] 2021-05-11 04:31:36 > Start Evaluation (500000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 04:31:36 > Calculating FID Score....
[INFO] 2021-05-11 04:32:24 > Calculating Inception Score....
[INFO] 2021-05-11 04:32:54 > Calculate F_beta Score....
[INFO] 2021-05-11 04:34:32 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-11 04:34:33 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-11 04:34:33 > Calculate Accuracies....
[INFO] 2021-05-11 04:35:15 > Calculate Accuracies....
[INFO] 2021-05-11 04:35:56 > F_8 score (Step: 500000, Using valid images): 0.9750971213839711
[INFO] 2021-05-11 04:35:56 > F_1/8 score (Step: 500000, Using valid images): 0.9754260892988248
[INFO] 2021-05-11 04:35:56 > FID score (Step: 500000, Using valid moments): 13.967835191839356
[INFO] 2021-05-11 04:35:56 > Inception score (Step: 500000, 50000 generated images): 67.20677947998047
[INFO] 2021-05-11 04:35:56 > Best FID score (Step: 496000, Using valid moments): 13.907249982321275
[INFO] 2021-05-11 04:36:23 > Save model to ./checkpoints/CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 04:36:25 > Start Evaluation (500000 Step): CCMGAN256-train-2021_04_30_19_04_27
[INFO] 2021-05-11 04:36:25 > Calculating FID Score....
[INFO] 2021-05-11 04:37:13 > Calculating Inception Score....
[INFO] 2021-05-11 04:37:42 > Calculate F_beta Score....
[INFO] 2021-05-11 04:39:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/pr_curve.png
[INFO] 2021-05-11 04:39:18 > Save image to ./figures/CCMGAN256-train-2021_04_30_19_04_27/sim_heatmap.png
[INFO] 2021-05-11 04:39:19 > Calculate Accuracies....
[INFO] 2021-05-11 04:40:01 > Calculate Accuracies....
[INFO] 2021-05-11 04:40:41 > F_8 score (Step: 500000, Using valid images): 0.9773232042511032
[INFO] 2021-05-11 04:40:41 > F_1/8 score (Step: 500000, Using valid images): 0.9759540602469191
[INFO] 2021-05-11 04:40:41 > FID score (Step: 500000, Using valid moments): 13.984474724408642
[INFO] 2021-05-11 04:40:41 > Inception score (Step: 500000, 50000 generated images): 68.2734375
[INFO] 2021-05-11 04:40:41 > Best FID score (Step: 496000, Using valid moments): 13.907249982321275