Path: blob/master/logs/AFHQ/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32.log
813 views
[INFO] 2021-10-24 03:59:38 > Run name : StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 03:59:38 > cfgs.DATA =
[INFO] 2021-10-24 03:59:38 > {
"name": "AFHQ",
"img_size": 512,
"num_classes": 3,
"img_channels": 3
}
[INFO] 2021-10-24 03:59:38 > cfgs.MODEL =
[INFO] 2021-10-24 03:59:38 > {
"backbone": "stylegan2",
"g_cond_mtd": "cAdaIN",
"d_cond_mtd": "D2DCE",
"aux_cls_type": "W/O",
"normalize_d_embed": true,
"d_embed_dim": 1024,
"apply_g_sn": false,
"apply_d_sn": false,
"g_act_fn": "Auto",
"d_act_fn": "Auto",
"apply_attn": false,
"attn_g_loc": [
"N/A"
],
"attn_d_loc": [
"N/A"
],
"z_prior": "gaussian",
"z_dim": 512,
"w_dim": 512,
"g_shared_dim": "N/A",
"g_conv_dim": "N/A",
"d_conv_dim": "N/A",
"g_depth": "N/A",
"d_depth": "N/A",
"apply_g_ema": true,
"g_ema_decay": "N/A",
"g_ema_start": "N/A",
"g_init": "ortho",
"d_init": "ortho"
}
[INFO] 2021-10-24 03:59:38 > cfgs.LOSS =
[INFO] 2021-10-24 03:59:38 > {
"adv_loss": "logistic",
"cond_lambda": 0.5,
"tac_gen_lambda": "N/A",
"tac_dis_lambda": "N/A",
"mh_lambda": "N/A",
"apply_fm": false,
"fm_lambda": "N/A",
"apply_r1_reg": true,
"r1_lambda": 0.5,
"m_p": 0.95,
"temperature": 0.5,
"apply_wc": false,
"wc_bound": "N/A",
"apply_gp": false,
"gp_lambda": "N/A",
"apply_dra": false,
"dra_labmda": "N/A",
"apply_maxgp": false,
"maxgp_lambda": "N/A",
"apply_cr": false,
"cr_lambda": "N/A",
"apply_bcr": false,
"real_lambda": "N/A",
"fake_lambda": "N/A",
"apply_zcr": false,
"radius": "N/A",
"g_lambda": "N/A",
"d_lambda": "N/A",
"apply_lo": false,
"lo_alpha": "N/A",
"lo_beta": "N/A",
"lo_rate": "N/A",
"lo_lambda": "N/A",
"lo_steps4train": "N/A",
"lo_steps4eval": "N/A",
"apply_topk": false,
"topk_gamma": "N/A",
"topk_nu": "N/A"
}
[INFO] 2021-10-24 03:59:38 > cfgs.OPTIMIZATION =
[INFO] 2021-10-24 03:59:38 > {
"type_": "Adam",
"batch_size": 64,
"acml_steps": 1,
"g_lr": 0.0025,
"d_lr": 0.0025,
"g_weight_decay": 0.0,
"d_weight_decay": 0.0,
"momentum": "N/A",
"nesterov": "N/A",
"alpha": "N/A",
"beta1": 0,
"beta2": 0.99,
"g_updates_per_step": 1,
"d_updates_per_step": 2,
"total_steps": 400000,
"world_size": 4
}
[INFO] 2021-10-24 03:59:38 > cfgs.PRE =
[INFO] 2021-10-24 03:59:38 > {
"apply_rflip": true,
"crop_long_edge": true,
"resize_size": 512
}
[INFO] 2021-10-24 03:59:38 > cfgs.AUG =
[INFO] 2021-10-24 03:59:38 > {
"apply_diffaug": false,
"apply_ada": true,
"cr_aug_type": "W/O",
"bcr_aug_type": "W/O",
"diffaug_type": "W/O",
"ada_aug_type": "bgc",
"ada_initial_augment_p": 0,
"ada_target": 0.8,
"ada_kimg": 500,
"ada_interval": 4
}
[INFO] 2021-10-24 03:59:38 > cfgs.RUN =
[INFO] 2021-10-24 03:59:38 > {
"entity": "postech_studiogan",
"project": "stylegan2",
"cfg_file": "./src/configs/AFHQ/StyleGAN2-D2DCE-ADA.yaml",
"data_dir": "/home/mgkang/studiogan/data/AFHQ",
"save_dir": "/home/mgkang/studiogan",
"ckpt_dir": null,
"load_best": false,
"seed": 603,
"distributed_data_parallel": true,
"backend": "nccl",
"total_nodes": 1,
"current_node": 0,
"num_workers": 8,
"synchronized_bn": false,
"mixed_precision": true,
"truncation_factor": -1.0,
"truncation_cutoff": null,
"batch_statistics": false,
"standing_statistics": false,
"standing_max_batch": -1,
"standing_step": -1,
"freezeD": -1,
"langevin_sampling": false,
"langevin_rate": -1,
"langevin_noise_std": -1,
"langevin_decay": -1,
"langevin_decay_steps": -1,
"langevin_steps": -1,
"train": true,
"load_train_hdf5": false,
"load_data_in_memory": false,
"eval": true,
"save_fake_images": false,
"vis_fake_images": false,
"k_nearest_neighbor": false,
"interpolation": false,
"frequency_analysis": false,
"tsne_analysis": false,
"intra_class_fid": false,
"GAN_train": false,
"GAN_test": false,
"resume_classifier_train": false,
"semantic_factorization": false,
"num_semantic_axis": -1,
"maximum_variations": -1,
"print_every": 100,
"save_every": 2000,
"eval_backbone": "Inception_V3",
"ref_dataset": "train"
}
[INFO] 2021-10-24 03:59:38 > cfgs.STYLEGAN2 =
[INFO] 2021-10-24 03:59:38 > {
"cond_type": [
"PD",
"SPD",
"2C",
"D2DCE"
],
"g_reg_interval": 4,
"d_reg_interval": 16,
"mapping_network": 8,
"style_mixing_p": 0.9,
"g_ema_kimg": 20,
"g_ema_rampup": "N/A",
"apply_pl_reg": true,
"pl_weight": 2,
"d_architecture": "resnet",
"d_epilogue_mbstd_group_size": 8
}
[INFO] 2021-10-24 03:59:38 > Load AFHQ train dataset.
[INFO] 2021-10-24 03:59:39 > Train dataset size: 14630
[INFO] 2021-10-24 03:59:39 > Load AFHQ train dataset.
[INFO] 2021-10-24 03:59:39 > Eval dataset size: 14630
[INFO] 2021-10-24 03:59:39 > Build a Generative Adversarial Network.
[INFO] 2021-10-24 03:59:39 > Modules are located on './src/models.stylegan2'.
[INFO] 2021-10-24 04:00:00 > Prepare exponential moving average generator with decay rate of N/A.
[INFO] 2021-10-24 04:00:00 > Number of parameters: 30540775
[INFO] 2021-10-24 04:00:00 > Generator(
(synthesis): SynthesisNetwork(
(b4): SynthesisBlock(
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b8): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b16): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b32): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b64): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b128): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b256): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
(b512): SynthesisBlock(
(conv0): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(conv1): SynthesisLayer(
(affine): FullyConnectedLayer()
)
(torgb): ToRGBLayer(
(affine): FullyConnectedLayer()
)
)
)
(mapping): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
(fc1): FullyConnectedLayer()
(fc2): FullyConnectedLayer()
(fc3): FullyConnectedLayer()
(fc4): FullyConnectedLayer()
(fc5): FullyConnectedLayer()
(fc6): FullyConnectedLayer()
(fc7): FullyConnectedLayer()
)
)
[INFO] 2021-10-24 04:00:00 > Number of parameters: 30561857
[INFO] 2021-10-24 04:00:00 > Discriminator(
(b512): DiscriminatorBlock(
(fromrgb): Conv2dLayer()
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b256): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b128): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b64): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b32): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b16): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b8): DiscriminatorBlock(
(conv0): Conv2dLayer()
(conv1): Conv2dLayer()
(skip): Conv2dLayer()
)
(b4): DiscriminatorEpilogue(
(mbstd): MinibatchStdLayer()
(conv): Conv2dLayer()
(fc): FullyConnectedLayer()
)
(linear1): FullyConnectedLayer()
(linear2): FullyConnectedLayer()
(embedding): MappingNetwork(
(embed): FullyConnectedLayer()
(fc0): FullyConnectedLayer()
)
)
[INFO] 2021-10-24 04:00:15 > Start training!
[INFO] 2021-10-24 04:02:32 > Step: 100 Progress: 0.0% Elapsed: 0:02:16 Gen_loss: 3.28 Dis_loss: 3.914 Cls_loss: 4.16 Topk: N/A ada_p: 0.01293
[INFO] 2021-10-24 04:04:13 > Step: 200 Progress: 0.1% Elapsed: 0:03:57 Gen_loss: 3.115 Dis_loss: 2.186 Cls_loss: 3.704 Topk: N/A ada_p: 0.02035
[INFO] 2021-10-24 04:05:53 > Step: 300 Progress: 0.1% Elapsed: 0:05:37 Gen_loss: 4.683 Dis_loss: 2.019 Cls_loss: 3.739 Topk: N/A ada_p: 0.0215
[INFO] 2021-10-24 04:07:34 > Step: 400 Progress: 0.1% Elapsed: 0:07:18 Gen_loss: 8.24 Dis_loss: 1.92 Cls_loss: 3.752 Topk: N/A ada_p: 0.02483
[INFO] 2021-10-24 04:09:14 > Step: 500 Progress: 0.1% Elapsed: 0:08:58 Gen_loss: 4.828 Dis_loss: 2.194 Cls_loss: 3.653 Topk: N/A ada_p: 0.02419
[INFO] 2021-10-24 04:10:54 > Step: 600 Progress: 0.1% Elapsed: 0:10:38 Gen_loss: 3.407 Dis_loss: 2.637 Cls_loss: 3.649 Topk: N/A ada_p: 0.02778
[INFO] 2021-10-24 04:12:34 > Step: 700 Progress: 0.2% Elapsed: 0:12:18 Gen_loss: 5.476 Dis_loss: 2.037 Cls_loss: 3.44 Topk: N/A ada_p: 0.03251
[INFO] 2021-10-24 04:14:14 > Step: 800 Progress: 0.2% Elapsed: 0:13:58 Gen_loss: 7.058 Dis_loss: 1.732 Cls_loss: 3.429 Topk: N/A ada_p: 0.03379
[INFO] 2021-10-24 04:15:53 > Step: 900 Progress: 0.2% Elapsed: 0:15:38 Gen_loss: 4.021 Dis_loss: 2.148 Cls_loss: 3.342 Topk: N/A ada_p: 0.02701
[INFO] 2021-10-24 04:17:33 > Step: 1000 Progress: 0.2% Elapsed: 0:17:17 Gen_loss: 4.113 Dis_loss: 2.1 Cls_loss: 3.178 Topk: N/A ada_p: 0.01114
[INFO] 2021-10-24 04:19:13 > Step: 1100 Progress: 0.3% Elapsed: 0:18:57 Gen_loss: 3.691 Dis_loss: 2.144 Cls_loss: 3.28 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:20:53 > Step: 1200 Progress: 0.3% Elapsed: 0:20:37 Gen_loss: 5.096 Dis_loss: 1.596 Cls_loss: 2.79 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-24 04:22:33 > Step: 1300 Progress: 0.3% Elapsed: 0:22:17 Gen_loss: 6.222 Dis_loss: 1.73 Cls_loss: 2.577 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-24 04:24:12 > Step: 1400 Progress: 0.4% Elapsed: 0:23:56 Gen_loss: 3.042 Dis_loss: 2.37 Cls_loss: 2.672 Topk: N/A ada_p: 0.001024
[INFO] 2021-10-24 04:25:52 > Step: 1500 Progress: 0.4% Elapsed: 0:25:36 Gen_loss: 3.545 Dis_loss: 2.045 Cls_loss: 2.632 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:27:32 > Step: 1600 Progress: 0.4% Elapsed: 0:27:16 Gen_loss: 3.638 Dis_loss: 2.323 Cls_loss: 2.514 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-24 04:29:12 > Step: 1700 Progress: 0.4% Elapsed: 0:28:56 Gen_loss: 3.046 Dis_loss: 2.976 Cls_loss: 3.096 Topk: N/A ada_p: 0.001152
[INFO] 2021-10-24 04:30:52 > Step: 1800 Progress: 0.4% Elapsed: 0:30:36 Gen_loss: 3.749 Dis_loss: 1.737 Cls_loss: 2.443 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:32:33 > Step: 1900 Progress: 0.5% Elapsed: 0:32:17 Gen_loss: 3.691 Dis_loss: 1.52 Cls_loss: 2.347 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:34:13 > Step: 2000 Progress: 0.5% Elapsed: 0:33:57 Gen_loss: 3.693 Dis_loss: 1.302 Cls_loss: 2.343 Topk: N/A ada_p: 0.000768
[INFO] 2021-10-24 04:34:13 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 04:34:15 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_2000.png
[INFO] 2021-10-24 04:34:16 > Start Evaluation (2000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 04:34:16 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 04:35:28 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 04:36:50 > Inception score (Step: 2000, 14630 generated images): 1.8629035949707031
[INFO] 2021-10-24 04:36:50 > FID score (Step: 2000, Using train moments): 324.5602013843763
[INFO] 2021-10-24 04:36:50 > Best FID score (Step: 2000, Using train moments): 324.5602013843763
[INFO] 2021-10-24 04:37:11 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 04:38:51 > Step: 2100 Progress: 0.5% Elapsed: 0:38:35 Gen_loss: 3.838 Dis_loss: 1.644 Cls_loss: 2.189 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:40:31 > Step: 2200 Progress: 0.5% Elapsed: 0:40:15 Gen_loss: 2.876 Dis_loss: 3.782 Cls_loss: 2.43 Topk: N/A ada_p: 0.00128
[INFO] 2021-10-24 04:42:11 > Step: 2300 Progress: 0.6% Elapsed: 0:41:55 Gen_loss: 2.613 Dis_loss: 2.339 Cls_loss: 2.305 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:43:51 > Step: 2400 Progress: 0.6% Elapsed: 0:43:35 Gen_loss: 2.743 Dis_loss: 2.085 Cls_loss: 2.428 Topk: N/A ada_p: 0.000768
[INFO] 2021-10-24 04:45:30 > Step: 2500 Progress: 0.6% Elapsed: 0:45:14 Gen_loss: 3.13 Dis_loss: 1.293 Cls_loss: 2.023 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:47:10 > Step: 2600 Progress: 0.7% Elapsed: 0:46:54 Gen_loss: 2.733 Dis_loss: 1.31 Cls_loss: 2.379 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:48:51 > Step: 2700 Progress: 0.7% Elapsed: 0:48:35 Gen_loss: 4.304 Dis_loss: 1.525 Cls_loss: 2.128 Topk: N/A ada_p: 0.004608
[INFO] 2021-10-24 04:50:31 > Step: 2800 Progress: 0.7% Elapsed: 0:50:15 Gen_loss: 5.017 Dis_loss: 1.421 Cls_loss: 2.039 Topk: N/A ada_p: 0.001024
[INFO] 2021-10-24 04:52:11 > Step: 2900 Progress: 0.7% Elapsed: 0:51:55 Gen_loss: 3.986 Dis_loss: 1.988 Cls_loss: 2.108 Topk: N/A ada_p: 0.0032
[INFO] 2021-10-24 04:53:52 > Step: 3000 Progress: 0.8% Elapsed: 0:53:36 Gen_loss: 2.077 Dis_loss: 2.209 Cls_loss: 2.234 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:55:32 > Step: 3100 Progress: 0.8% Elapsed: 0:55:16 Gen_loss: 3.034 Dis_loss: 1.37 Cls_loss: 2.161 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 04:57:11 > Step: 3200 Progress: 0.8% Elapsed: 0:56:55 Gen_loss: 4.346 Dis_loss: 1.61 Cls_loss: 2.062 Topk: N/A ada_p: 0.001024
[INFO] 2021-10-24 04:58:51 > Step: 3300 Progress: 0.8% Elapsed: 0:58:35 Gen_loss: 3.073 Dis_loss: 1.163 Cls_loss: 2.011 Topk: N/A ada_p: 0.00192
[INFO] 2021-10-24 05:00:30 > Step: 3400 Progress: 0.9% Elapsed: 1:00:15 Gen_loss: 4.207 Dis_loss: 1.195 Cls_loss: 2.189 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 05:02:10 > Step: 3500 Progress: 0.9% Elapsed: 1:01:54 Gen_loss: 3.778 Dis_loss: 1.746 Cls_loss: 2.198 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 05:03:50 > Step: 3600 Progress: 0.9% Elapsed: 1:03:34 Gen_loss: 3.406 Dis_loss: 1.283 Cls_loss: 2.116 Topk: N/A ada_p: 0.0
[INFO] 2021-10-24 05:05:30 > Step: 3700 Progress: 0.9% Elapsed: 1:05:14 Gen_loss: 5.281 Dis_loss: 1.905 Cls_loss: 2.179 Topk: N/A ada_p: 0.00256
[INFO] 2021-10-24 05:07:09 > Step: 3800 Progress: 0.9% Elapsed: 1:06:53 Gen_loss: 5.961 Dis_loss: 1.093 Cls_loss: 2.104 Topk: N/A ada_p: 0.002304
[INFO] 2021-10-24 05:08:49 > Step: 3900 Progress: 1.0% Elapsed: 1:08:33 Gen_loss: 1.972 Dis_loss: 1.941 Cls_loss: 2.323 Topk: N/A ada_p: 0.000384
[INFO] 2021-10-24 05:10:29 > Step: 4000 Progress: 1.0% Elapsed: 1:10:13 Gen_loss: 3.735 Dis_loss: 1.313 Cls_loss: 2.045 Topk: N/A ada_p: 0.002816
[INFO] 2021-10-24 05:10:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 05:10:30 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_4000.png
[INFO] 2021-10-24 05:10:32 > Start Evaluation (4000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 05:10:32 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 05:11:43 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 05:13:05 > Inception score (Step: 4000, 14630 generated images): 6.679444789886475
[INFO] 2021-10-24 05:13:05 > FID score (Step: 4000, Using train moments): 126.41337906232272
[INFO] 2021-10-24 05:13:05 > Best FID score (Step: 4000, Using train moments): 126.41337906232272
[INFO] 2021-10-24 05:13:26 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 05:15:06 > Step: 4100 Progress: 1.0% Elapsed: 1:14:50 Gen_loss: 3.377 Dis_loss: 1.688 Cls_loss: 2.27 Topk: N/A ada_p: 0.009344
[INFO] 2021-10-24 05:16:46 > Step: 4200 Progress: 1.1% Elapsed: 1:16:30 Gen_loss: 5.799 Dis_loss: 1.064 Cls_loss: 2.091 Topk: N/A ada_p: 0.007552
[INFO] 2021-10-24 05:18:26 > Step: 4300 Progress: 1.1% Elapsed: 1:18:10 Gen_loss: 3.26 Dis_loss: 2.846 Cls_loss: 2.206 Topk: N/A ada_p: 0.008448
[INFO] 2021-10-24 05:20:06 > Step: 4400 Progress: 1.1% Elapsed: 1:19:50 Gen_loss: 3.454 Dis_loss: 1.41 Cls_loss: 2.0 Topk: N/A ada_p: 0.000768
[INFO] 2021-10-24 05:21:46 > Step: 4500 Progress: 1.1% Elapsed: 1:21:30 Gen_loss: 2.785 Dis_loss: 1.477 Cls_loss: 2.066 Topk: N/A ada_p: 0.00384
[INFO] 2021-10-24 05:23:25 > Step: 4600 Progress: 1.1% Elapsed: 1:23:09 Gen_loss: 2.838 Dis_loss: 1.185 Cls_loss: 2.017 Topk: N/A ada_p: 0.002304
[INFO] 2021-10-24 05:25:05 > Step: 4700 Progress: 1.2% Elapsed: 1:24:49 Gen_loss: 3.789 Dis_loss: 1.967 Cls_loss: 2.092 Topk: N/A ada_p: 0.002944
[INFO] 2021-10-24 05:26:45 > Step: 4800 Progress: 1.2% Elapsed: 1:26:30 Gen_loss: 3.9 Dis_loss: 1.482 Cls_loss: 2.02 Topk: N/A ada_p: 0.00192
[INFO] 2021-10-24 05:28:25 > Step: 4900 Progress: 1.2% Elapsed: 1:28:09 Gen_loss: 3.326 Dis_loss: 1.344 Cls_loss: 2.019 Topk: N/A ada_p: 0.002816
[INFO] 2021-10-24 05:30:06 > Step: 5000 Progress: 1.2% Elapsed: 1:29:51 Gen_loss: 3.526 Dis_loss: 1.643 Cls_loss: 2.033 Topk: N/A ada_p: 0.004096
[INFO] 2021-10-24 05:31:47 > Step: 5100 Progress: 1.3% Elapsed: 1:31:31 Gen_loss: 3.62 Dis_loss: 1.128 Cls_loss: 2.043 Topk: N/A ada_p: 0.00576
[INFO] 2021-10-24 05:33:26 > Step: 5200 Progress: 1.3% Elapsed: 1:33:10 Gen_loss: 4.875 Dis_loss: 2.234 Cls_loss: 2.044 Topk: N/A ada_p: 0.01062
[INFO] 2021-10-24 05:35:06 > Step: 5300 Progress: 1.3% Elapsed: 1:34:51 Gen_loss: 3.254 Dis_loss: 1.38 Cls_loss: 2.033 Topk: N/A ada_p: 0.009728
[INFO] 2021-10-24 05:36:47 > Step: 5400 Progress: 1.4% Elapsed: 1:36:31 Gen_loss: 3.623 Dis_loss: 1.271 Cls_loss: 2.028 Topk: N/A ada_p: 0.008448
[INFO] 2021-10-24 05:38:27 > Step: 5500 Progress: 1.4% Elapsed: 1:38:11 Gen_loss: 5.045 Dis_loss: 1.28 Cls_loss: 2.04 Topk: N/A ada_p: 0.01011
[INFO] 2021-10-24 05:40:08 > Step: 5600 Progress: 1.4% Elapsed: 1:39:52 Gen_loss: 3.984 Dis_loss: 1.083 Cls_loss: 2.096 Topk: N/A ada_p: 0.00832
[INFO] 2021-10-24 05:41:48 > Step: 5700 Progress: 1.4% Elapsed: 1:41:32 Gen_loss: 3.773 Dis_loss: 1.287 Cls_loss: 2.079 Topk: N/A ada_p: 0.01075
[INFO] 2021-10-24 05:43:28 > Step: 5800 Progress: 1.5% Elapsed: 1:43:12 Gen_loss: 1.662 Dis_loss: 3.161 Cls_loss: 2.823 Topk: N/A ada_p: 0.02074
[INFO] 2021-10-24 05:45:08 > Step: 5900 Progress: 1.5% Elapsed: 1:44:52 Gen_loss: 3.801 Dis_loss: 1.498 Cls_loss: 2.191 Topk: N/A ada_p: 0.01216
[INFO] 2021-10-24 05:46:48 > Step: 6000 Progress: 1.5% Elapsed: 1:46:33 Gen_loss: 2.822 Dis_loss: 1.234 Cls_loss: 2.144 Topk: N/A ada_p: 0.01318
[INFO] 2021-10-24 05:46:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 05:46:50 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_6000.png
[INFO] 2021-10-24 05:46:52 > Start Evaluation (6000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 05:46:52 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 05:48:04 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 05:49:25 > Inception score (Step: 6000, 14630 generated images): 6.997247695922852
[INFO] 2021-10-24 05:49:25 > FID score (Step: 6000, Using train moments): 44.732605084875786
[INFO] 2021-10-24 05:49:25 > Best FID score (Step: 6000, Using train moments): 44.732605084875786
[INFO] 2021-10-24 05:49:46 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 05:51:27 > Step: 6100 Progress: 1.5% Elapsed: 1:51:11 Gen_loss: 3.743 Dis_loss: 1.468 Cls_loss: 2.035 Topk: N/A ada_p: 0.01229
[INFO] 2021-10-24 05:53:07 > Step: 6200 Progress: 1.6% Elapsed: 1:52:51 Gen_loss: 2.963 Dis_loss: 1.287 Cls_loss: 1.945 Topk: N/A ada_p: 0.01562
[INFO] 2021-10-24 05:54:48 > Step: 6300 Progress: 1.6% Elapsed: 1:54:32 Gen_loss: 3.479 Dis_loss: 1.571 Cls_loss: 2.059 Topk: N/A ada_p: 0.01318
[INFO] 2021-10-24 05:56:28 > Step: 6400 Progress: 1.6% Elapsed: 1:56:12 Gen_loss: 2.964 Dis_loss: 2.021 Cls_loss: 2.094 Topk: N/A ada_p: 0.01088
[INFO] 2021-10-24 05:58:08 > Step: 6500 Progress: 1.6% Elapsed: 1:57:52 Gen_loss: 4.05 Dis_loss: 1.564 Cls_loss: 2.042 Topk: N/A ada_p: 0.0128
[INFO] 2021-10-24 05:59:48 > Step: 6600 Progress: 1.7% Elapsed: 1:59:32 Gen_loss: 3.818 Dis_loss: 1.522 Cls_loss: 2.067 Topk: N/A ada_p: 0.02227
[INFO] 2021-10-24 06:01:29 > Step: 6700 Progress: 1.7% Elapsed: 2:01:13 Gen_loss: 4.212 Dis_loss: 1.13 Cls_loss: 2.074 Topk: N/A ada_p: 0.01856
[INFO] 2021-10-24 06:03:09 > Step: 6800 Progress: 1.7% Elapsed: 2:02:53 Gen_loss: 3.565 Dis_loss: 1.184 Cls_loss: 2.102 Topk: N/A ada_p: 0.01395
[INFO] 2021-10-24 06:04:49 > Step: 6900 Progress: 1.7% Elapsed: 2:04:33 Gen_loss: 2.798 Dis_loss: 2.125 Cls_loss: 2.033 Topk: N/A ada_p: 0.01869
[INFO] 2021-10-24 06:06:29 > Step: 7000 Progress: 1.8% Elapsed: 2:06:13 Gen_loss: 4.818 Dis_loss: 2.608 Cls_loss: 2.094 Topk: N/A ada_p: 0.02048
[INFO] 2021-10-24 06:08:10 > Step: 7100 Progress: 1.8% Elapsed: 2:07:54 Gen_loss: 3.77 Dis_loss: 1.618 Cls_loss: 2.2 Topk: N/A ada_p: 0.02112
[INFO] 2021-10-24 06:09:50 > Step: 7200 Progress: 1.8% Elapsed: 2:09:34 Gen_loss: 3.523 Dis_loss: 1.513 Cls_loss: 2.067 Topk: N/A ada_p: 0.02419
[INFO] 2021-10-24 06:11:30 > Step: 7300 Progress: 1.8% Elapsed: 2:11:14 Gen_loss: 3.676 Dis_loss: 1.195 Cls_loss: 2.018 Topk: N/A ada_p: 0.02406
[INFO] 2021-10-24 06:13:10 > Step: 7400 Progress: 1.8% Elapsed: 2:12:54 Gen_loss: 3.92 Dis_loss: 2.023 Cls_loss: 2.062 Topk: N/A ada_p: 0.02406
[INFO] 2021-10-24 06:14:50 > Step: 7500 Progress: 1.9% Elapsed: 2:14:34 Gen_loss: 3.248 Dis_loss: 1.466 Cls_loss: 2.026 Topk: N/A ada_p: 0.02624
[INFO] 2021-10-24 06:16:30 > Step: 7600 Progress: 1.9% Elapsed: 2:16:14 Gen_loss: 3.81 Dis_loss: 1.13 Cls_loss: 2.041 Topk: N/A ada_p: 0.02342
[INFO] 2021-10-24 06:18:10 > Step: 7700 Progress: 1.9% Elapsed: 2:17:55 Gen_loss: 3.829 Dis_loss: 1.313 Cls_loss: 2.017 Topk: N/A ada_p: 0.02227
[INFO] 2021-10-24 06:19:50 > Step: 7800 Progress: 1.9% Elapsed: 2:19:35 Gen_loss: 2.895 Dis_loss: 1.26 Cls_loss: 2.114 Topk: N/A ada_p: 0.02022
[INFO] 2021-10-24 06:21:31 > Step: 7900 Progress: 2.0% Elapsed: 2:21:15 Gen_loss: 3.488 Dis_loss: 1.317 Cls_loss: 2.011 Topk: N/A ada_p: 0.0201
[INFO] 2021-10-24 06:23:12 > Step: 8000 Progress: 2.0% Elapsed: 2:22:56 Gen_loss: 4.438 Dis_loss: 1.114 Cls_loss: 2.023 Topk: N/A ada_p: 0.01856
[INFO] 2021-10-24 06:23:12 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 06:23:13 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_8000.png
[INFO] 2021-10-24 06:23:15 > Start Evaluation (8000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 06:23:15 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 06:24:27 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 06:25:48 > Inception score (Step: 8000, 14630 generated images): 7.962220668792725
[INFO] 2021-10-24 06:25:48 > FID score (Step: 8000, Using train moments): 27.058375399997203
[INFO] 2021-10-24 06:25:48 > Best FID score (Step: 8000, Using train moments): 27.058375399997203
[INFO] 2021-10-24 06:26:09 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 06:27:50 > Step: 8100 Progress: 2.0% Elapsed: 2:27:34 Gen_loss: 5.334 Dis_loss: 1.069 Cls_loss: 2.015 Topk: N/A ada_p: 0.01536
[INFO] 2021-10-24 06:29:29 > Step: 8200 Progress: 2.1% Elapsed: 2:29:13 Gen_loss: 2.344 Dis_loss: 2.285 Cls_loss: 2.013 Topk: N/A ada_p: 0.02278
[INFO] 2021-10-24 06:31:10 > Step: 8300 Progress: 2.1% Elapsed: 2:30:55 Gen_loss: 3.75 Dis_loss: 1.164 Cls_loss: 2.103 Topk: N/A ada_p: 0.02752
[INFO] 2021-10-24 06:32:51 > Step: 8400 Progress: 2.1% Elapsed: 2:32:35 Gen_loss: 3.816 Dis_loss: 1.073 Cls_loss: 2.018 Topk: N/A ada_p: 0.02854
[INFO] 2021-10-24 06:34:31 > Step: 8500 Progress: 2.1% Elapsed: 2:34:16 Gen_loss: 2.837 Dis_loss: 2.098 Cls_loss: 2.073 Topk: N/A ada_p: 0.02918
[INFO] 2021-10-24 06:36:12 > Step: 8600 Progress: 2.1% Elapsed: 2:35:56 Gen_loss: 3.48 Dis_loss: 1.208 Cls_loss: 1.986 Topk: N/A ada_p: 0.03277
[INFO] 2021-10-24 06:37:52 > Step: 8700 Progress: 2.2% Elapsed: 2:37:36 Gen_loss: 3.446 Dis_loss: 1.175 Cls_loss: 1.998 Topk: N/A ada_p: 0.02982
[INFO] 2021-10-24 06:39:32 > Step: 8800 Progress: 2.2% Elapsed: 2:39:16 Gen_loss: 3.043 Dis_loss: 1.715 Cls_loss: 2.066 Topk: N/A ada_p: 0.02931
[INFO] 2021-10-24 06:41:13 > Step: 8900 Progress: 2.2% Elapsed: 2:40:57 Gen_loss: 2.954 Dis_loss: 1.83 Cls_loss: 2.04 Topk: N/A ada_p: 0.02688
[INFO] 2021-10-24 06:42:53 > Step: 9000 Progress: 2.2% Elapsed: 2:42:37 Gen_loss: 3.722 Dis_loss: 1.202 Cls_loss: 2.09 Topk: N/A ada_p: 0.02816
[INFO] 2021-10-24 06:44:34 > Step: 9100 Progress: 2.3% Elapsed: 2:44:18 Gen_loss: 3.339 Dis_loss: 1.451 Cls_loss: 2.036 Topk: N/A ada_p: 0.0288
[INFO] 2021-10-24 06:46:14 > Step: 9200 Progress: 2.3% Elapsed: 2:45:58 Gen_loss: 2.195 Dis_loss: 2.542 Cls_loss: 2.072 Topk: N/A ada_p: 0.03392
[INFO] 2021-10-24 06:47:54 > Step: 9300 Progress: 2.3% Elapsed: 2:47:38 Gen_loss: 3.247 Dis_loss: 1.624 Cls_loss: 2.01 Topk: N/A ada_p: 0.032
[INFO] 2021-10-24 06:49:35 > Step: 9400 Progress: 2.4% Elapsed: 2:49:19 Gen_loss: 3.524 Dis_loss: 1.368 Cls_loss: 2.099 Topk: N/A ada_p: 0.03891
[INFO] 2021-10-24 06:51:15 > Step: 9500 Progress: 2.4% Elapsed: 2:50:59 Gen_loss: 3.395 Dis_loss: 1.313 Cls_loss: 2.048 Topk: N/A ada_p: 0.03162
[INFO] 2021-10-24 06:52:56 > Step: 9600 Progress: 2.4% Elapsed: 2:52:40 Gen_loss: 3.348 Dis_loss: 1.714 Cls_loss: 2.16 Topk: N/A ada_p: 0.03546
[INFO] 2021-10-24 06:54:36 > Step: 9700 Progress: 2.4% Elapsed: 2:54:20 Gen_loss: 3.892 Dis_loss: 1.337 Cls_loss: 2.028 Topk: N/A ada_p: 0.03123
[INFO] 2021-10-24 06:56:15 > Step: 9800 Progress: 2.5% Elapsed: 2:56:00 Gen_loss: 2.107 Dis_loss: 1.851 Cls_loss: 2.046 Topk: N/A ada_p: 0.03354
[INFO] 2021-10-24 06:57:56 > Step: 9900 Progress: 2.5% Elapsed: 2:57:40 Gen_loss: 3.654 Dis_loss: 1.142 Cls_loss: 2.004 Topk: N/A ada_p: 0.02752
[INFO] 2021-10-24 06:59:36 > Step: 10000 Progress: 2.5% Elapsed: 2:59:20 Gen_loss: 3.787 Dis_loss: 1.385 Cls_loss: 2.033 Topk: N/A ada_p: 0.02522
[INFO] 2021-10-24 06:59:36 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 06:59:38 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_10000.png
[INFO] 2021-10-24 06:59:40 > Start Evaluation (10000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 06:59:40 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 07:00:51 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 07:02:13 > Inception score (Step: 10000, 14630 generated images): 8.752253532409668
[INFO] 2021-10-24 07:02:13 > FID score (Step: 10000, Using train moments): 21.370264659872447
[INFO] 2021-10-24 07:02:13 > Best FID score (Step: 10000, Using train moments): 21.370264659872447
[INFO] 2021-10-24 07:02:34 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 07:04:14 > Step: 10100 Progress: 2.5% Elapsed: 3:03:58 Gen_loss: 2.632 Dis_loss: 1.86 Cls_loss: 2.044 Topk: N/A ada_p: 0.0297
[INFO] 2021-10-24 07:05:54 > Step: 10200 Progress: 2.5% Elapsed: 3:05:38 Gen_loss: 5.142 Dis_loss: 1.189 Cls_loss: 2.073 Topk: N/A ada_p: 0.03046
[INFO] 2021-10-24 07:07:34 > Step: 10300 Progress: 2.6% Elapsed: 3:07:18 Gen_loss: 4.133 Dis_loss: 1.462 Cls_loss: 2.0 Topk: N/A ada_p: 0.02624
[INFO] 2021-10-24 07:09:14 > Step: 10400 Progress: 2.6% Elapsed: 3:08:59 Gen_loss: 2.742 Dis_loss: 1.641 Cls_loss: 2.025 Topk: N/A ada_p: 0.02829
[INFO] 2021-10-24 07:10:55 > Step: 10500 Progress: 2.6% Elapsed: 3:10:39 Gen_loss: 3.861 Dis_loss: 1.4 Cls_loss: 1.92 Topk: N/A ada_p: 0.02432
[INFO] 2021-10-24 07:12:34 > Step: 10600 Progress: 2.6% Elapsed: 3:12:18 Gen_loss: 3.89 Dis_loss: 1.204 Cls_loss: 1.947 Topk: N/A ada_p: 0.02381
[INFO] 2021-10-24 07:14:14 > Step: 10700 Progress: 2.7% Elapsed: 3:13:59 Gen_loss: 3.628 Dis_loss: 1.502 Cls_loss: 1.995 Topk: N/A ada_p: 0.02266
[INFO] 2021-10-24 07:15:54 > Step: 10800 Progress: 2.7% Elapsed: 3:15:38 Gen_loss: 4.087 Dis_loss: 1.6 Cls_loss: 2.041 Topk: N/A ada_p: 0.02291
[INFO] 2021-10-24 07:17:35 > Step: 10900 Progress: 2.7% Elapsed: 3:17:19 Gen_loss: 4.841 Dis_loss: 1.139 Cls_loss: 1.965 Topk: N/A ada_p: 0.02662
[INFO] 2021-10-24 07:19:15 > Step: 11000 Progress: 2.8% Elapsed: 3:18:59 Gen_loss: 3.118 Dis_loss: 1.743 Cls_loss: 2.036 Topk: N/A ada_p: 0.02662
[INFO] 2021-10-24 07:20:55 > Step: 11100 Progress: 2.8% Elapsed: 3:20:40 Gen_loss: 3.362 Dis_loss: 1.354 Cls_loss: 2.026 Topk: N/A ada_p: 0.02573
[INFO] 2021-10-24 07:22:35 > Step: 11200 Progress: 2.8% Elapsed: 3:22:20 Gen_loss: 3.41 Dis_loss: 1.445 Cls_loss: 2.24 Topk: N/A ada_p: 0.0247
[INFO] 2021-10-24 07:24:16 > Step: 11300 Progress: 2.8% Elapsed: 3:24:00 Gen_loss: 3.192 Dis_loss: 1.624 Cls_loss: 2.175 Topk: N/A ada_p: 0.02918
[INFO] 2021-10-24 07:25:55 > Step: 11400 Progress: 2.9% Elapsed: 3:25:40 Gen_loss: 3.937 Dis_loss: 1.654 Cls_loss: 2.097 Topk: N/A ada_p: 0.02483
[INFO] 2021-10-24 07:27:36 > Step: 11500 Progress: 2.9% Elapsed: 3:27:20 Gen_loss: 3.22 Dis_loss: 1.306 Cls_loss: 2.054 Topk: N/A ada_p: 0.02854
[INFO] 2021-10-24 07:29:17 > Step: 11600 Progress: 2.9% Elapsed: 3:29:02 Gen_loss: 2.698 Dis_loss: 1.779 Cls_loss: 1.997 Topk: N/A ada_p: 0.03366
[INFO] 2021-10-24 07:30:59 > Step: 11700 Progress: 2.9% Elapsed: 3:30:43 Gen_loss: 2.795 Dis_loss: 1.211 Cls_loss: 2.0 Topk: N/A ada_p: 0.03174
[INFO] 2021-10-24 07:32:39 > Step: 11800 Progress: 2.9% Elapsed: 3:32:23 Gen_loss: 2.444 Dis_loss: 1.562 Cls_loss: 2.037 Topk: N/A ada_p: 0.03379
[INFO] 2021-10-24 07:34:20 > Step: 11900 Progress: 3.0% Elapsed: 3:34:04 Gen_loss: 3.272 Dis_loss: 1.4 Cls_loss: 2.021 Topk: N/A ada_p: 0.0311
[INFO] 2021-10-24 07:36:00 > Step: 12000 Progress: 3.0% Elapsed: 3:35:44 Gen_loss: 3.399 Dis_loss: 1.188 Cls_loss: 2.012 Topk: N/A ada_p: 0.03213
[INFO] 2021-10-24 07:36:00 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 07:36:02 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_12000.png
[INFO] 2021-10-24 07:36:03 > Start Evaluation (12000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 07:36:03 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 07:37:15 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 07:38:36 > Inception score (Step: 12000, 14630 generated images): 9.188163757324219
[INFO] 2021-10-24 07:38:36 > FID score (Step: 12000, Using train moments): 17.967546749326004
[INFO] 2021-10-24 07:38:36 > Best FID score (Step: 12000, Using train moments): 17.967546749326004
[INFO] 2021-10-24 07:38:57 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 07:40:38 > Step: 12100 Progress: 3.0% Elapsed: 3:40:22 Gen_loss: 3.467 Dis_loss: 1.265 Cls_loss: 2.007 Topk: N/A ada_p: 0.03174
[INFO] 2021-10-24 07:42:18 > Step: 12200 Progress: 3.0% Elapsed: 3:42:02 Gen_loss: 3.297 Dis_loss: 2.319 Cls_loss: 2.087 Topk: N/A ada_p: 0.02893
[INFO] 2021-10-24 07:43:58 > Step: 12300 Progress: 3.1% Elapsed: 3:43:42 Gen_loss: 3.037 Dis_loss: 1.623 Cls_loss: 2.018 Topk: N/A ada_p: 0.02803
[INFO] 2021-10-24 07:45:38 > Step: 12400 Progress: 3.1% Elapsed: 3:45:22 Gen_loss: 3.19 Dis_loss: 1.307 Cls_loss: 2.002 Topk: N/A ada_p: 0.0265
[INFO] 2021-10-24 07:47:18 > Step: 12500 Progress: 3.1% Elapsed: 3:47:03 Gen_loss: 3.851 Dis_loss: 1.522 Cls_loss: 2.0 Topk: N/A ada_p: 0.02765
[INFO] 2021-10-24 07:48:59 > Step: 12600 Progress: 3.1% Elapsed: 3:48:43 Gen_loss: 2.278 Dis_loss: 2.226 Cls_loss: 1.988 Topk: N/A ada_p: 0.03251
[INFO] 2021-10-24 07:50:39 > Step: 12700 Progress: 3.2% Elapsed: 3:50:23 Gen_loss: 3.37 Dis_loss: 1.703 Cls_loss: 2.111 Topk: N/A ada_p: 0.02982
[INFO] 2021-10-24 07:52:19 > Step: 12800 Progress: 3.2% Elapsed: 3:52:03 Gen_loss: 4.303 Dis_loss: 1.366 Cls_loss: 2.01 Topk: N/A ada_p: 0.03008
[INFO] 2021-10-24 07:54:00 > Step: 12900 Progress: 3.2% Elapsed: 3:53:44 Gen_loss: 3.853 Dis_loss: 1.449 Cls_loss: 2.058 Topk: N/A ada_p: 0.03123
[INFO] 2021-10-24 07:55:40 > Step: 13000 Progress: 3.2% Elapsed: 3:55:24 Gen_loss: 2.759 Dis_loss: 1.517 Cls_loss: 2.054 Topk: N/A ada_p: 0.03738
[INFO] 2021-10-24 07:57:20 > Step: 13100 Progress: 3.3% Elapsed: 3:57:04 Gen_loss: 5.447 Dis_loss: 1.897 Cls_loss: 2.117 Topk: N/A ada_p: 0.03802
[INFO] 2021-10-24 07:59:00 > Step: 13200 Progress: 3.3% Elapsed: 3:58:44 Gen_loss: 2.868 Dis_loss: 1.983 Cls_loss: 2.001 Topk: N/A ada_p: 0.04186
[INFO] 2021-10-24 08:00:41 > Step: 13300 Progress: 3.3% Elapsed: 4:00:25 Gen_loss: 1.803 Dis_loss: 1.911 Cls_loss: 2.059 Topk: N/A ada_p: 0.04224
[INFO] 2021-10-24 08:02:21 > Step: 13400 Progress: 3.4% Elapsed: 4:02:05 Gen_loss: 3.487 Dis_loss: 1.352 Cls_loss: 2.13 Topk: N/A ada_p: 0.04224
[INFO] 2021-10-24 08:04:02 > Step: 13500 Progress: 3.4% Elapsed: 4:03:46 Gen_loss: 3.407 Dis_loss: 1.462 Cls_loss: 2.025 Topk: N/A ada_p: 0.04416
[INFO] 2021-10-24 08:05:42 > Step: 13600 Progress: 3.4% Elapsed: 4:05:26 Gen_loss: 3.126 Dis_loss: 1.383 Cls_loss: 1.97 Topk: N/A ada_p: 0.04467
[INFO] 2021-10-24 08:07:22 > Step: 13700 Progress: 3.4% Elapsed: 4:07:07 Gen_loss: 2.978 Dis_loss: 1.639 Cls_loss: 2.027 Topk: N/A ada_p: 0.04326
[INFO] 2021-10-24 08:09:03 > Step: 13800 Progress: 3.5% Elapsed: 4:08:47 Gen_loss: 1.921 Dis_loss: 1.636 Cls_loss: 2.158 Topk: N/A ada_p: 0.0407
[INFO] 2021-10-24 08:10:43 > Step: 13900 Progress: 3.5% Elapsed: 4:10:27 Gen_loss: 3.348 Dis_loss: 1.4 Cls_loss: 2.02 Topk: N/A ada_p: 0.04058
[INFO] 2021-10-24 08:12:23 > Step: 14000 Progress: 3.5% Elapsed: 4:12:07 Gen_loss: 2.77 Dis_loss: 2.115 Cls_loss: 2.109 Topk: N/A ada_p: 0.04134
[INFO] 2021-10-24 08:12:23 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 08:12:25 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_14000.png
[INFO] 2021-10-24 08:12:27 > Start Evaluation (14000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 08:12:27 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 08:13:38 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 08:15:00 > Inception score (Step: 14000, 14630 generated images): 9.388582229614258
[INFO] 2021-10-24 08:15:00 > FID score (Step: 14000, Using train moments): 16.06801843212554
[INFO] 2021-10-24 08:15:00 > Best FID score (Step: 14000, Using train moments): 16.06801843212554
[INFO] 2021-10-24 08:15:21 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 08:17:01 > Step: 14100 Progress: 3.5% Elapsed: 4:16:45 Gen_loss: 3.741 Dis_loss: 1.468 Cls_loss: 2.089 Topk: N/A ada_p: 0.03635
[INFO] 2021-10-24 08:18:42 > Step: 14200 Progress: 3.5% Elapsed: 4:18:26 Gen_loss: 5.159 Dis_loss: 1.276 Cls_loss: 2.029 Topk: N/A ada_p: 0.0361
[INFO] 2021-10-24 08:20:23 > Step: 14300 Progress: 3.6% Elapsed: 4:20:07 Gen_loss: 2.193 Dis_loss: 1.807 Cls_loss: 2.026 Topk: N/A ada_p: 0.03597
[INFO] 2021-10-24 08:22:03 > Step: 14400 Progress: 3.6% Elapsed: 4:21:47 Gen_loss: 3.056 Dis_loss: 1.248 Cls_loss: 2.047 Topk: N/A ada_p: 0.03622
[INFO] 2021-10-24 08:23:44 > Step: 14500 Progress: 3.6% Elapsed: 4:23:28 Gen_loss: 2.101 Dis_loss: 1.466 Cls_loss: 2.015 Topk: N/A ada_p: 0.03968
[INFO] 2021-10-24 08:25:24 > Step: 14600 Progress: 3.6% Elapsed: 4:25:09 Gen_loss: 3.594 Dis_loss: 1.077 Cls_loss: 2.02 Topk: N/A ada_p: 0.04045
[INFO] 2021-10-24 08:27:04 > Step: 14700 Progress: 3.7% Elapsed: 4:26:49 Gen_loss: 3.04 Dis_loss: 1.476 Cls_loss: 2.008 Topk: N/A ada_p: 0.04109
[INFO] 2021-10-24 08:28:45 > Step: 14800 Progress: 3.7% Elapsed: 4:28:29 Gen_loss: 3.073 Dis_loss: 1.521 Cls_loss: 2.004 Topk: N/A ada_p: 0.0352
[INFO] 2021-10-24 08:30:25 > Step: 14900 Progress: 3.7% Elapsed: 4:30:10 Gen_loss: 3.177 Dis_loss: 2.123 Cls_loss: 2.1 Topk: N/A ada_p: 0.03661
[INFO] 2021-10-24 08:32:06 > Step: 15000 Progress: 3.8% Elapsed: 4:31:50 Gen_loss: 3.008 Dis_loss: 1.264 Cls_loss: 2.037 Topk: N/A ada_p: 0.03533
[INFO] 2021-10-24 08:33:46 > Step: 15100 Progress: 3.8% Elapsed: 4:33:30 Gen_loss: 3.797 Dis_loss: 1.428 Cls_loss: 1.994 Topk: N/A ada_p: 0.03699
[INFO] 2021-10-24 08:35:27 > Step: 15200 Progress: 3.8% Elapsed: 4:35:11 Gen_loss: 3.934 Dis_loss: 1.579 Cls_loss: 2.015 Topk: N/A ada_p: 0.03469
[INFO] 2021-10-24 08:37:08 > Step: 15300 Progress: 3.8% Elapsed: 4:36:52 Gen_loss: 3.576 Dis_loss: 1.42 Cls_loss: 1.999 Topk: N/A ada_p: 0.0297
[INFO] 2021-10-24 08:38:48 > Step: 15400 Progress: 3.9% Elapsed: 4:38:32 Gen_loss: 3.566 Dis_loss: 1.329 Cls_loss: 2.022 Topk: N/A ada_p: 0.02944
[INFO] 2021-10-24 08:40:28 > Step: 15500 Progress: 3.9% Elapsed: 4:40:12 Gen_loss: 3.62 Dis_loss: 1.114 Cls_loss: 2.08 Topk: N/A ada_p: 0.02982
[INFO] 2021-10-24 08:42:09 > Step: 15600 Progress: 3.9% Elapsed: 4:41:53 Gen_loss: 3.631 Dis_loss: 1.285 Cls_loss: 2.017 Topk: N/A ada_p: 0.03264
[INFO] 2021-10-24 08:43:49 > Step: 15700 Progress: 3.9% Elapsed: 4:43:34 Gen_loss: 2.909 Dis_loss: 1.329 Cls_loss: 2.072 Topk: N/A ada_p: 0.03814
[INFO] 2021-10-24 08:45:30 > Step: 15800 Progress: 4.0% Elapsed: 4:45:14 Gen_loss: 3.03 Dis_loss: 1.633 Cls_loss: 2.001 Topk: N/A ada_p: 0.04019
[INFO] 2021-10-24 08:47:11 > Step: 15900 Progress: 4.0% Elapsed: 4:46:55 Gen_loss: 3.682 Dis_loss: 1.441 Cls_loss: 2.004 Topk: N/A ada_p: 0.04288
[INFO] 2021-10-24 08:48:52 > Step: 16000 Progress: 4.0% Elapsed: 4:48:36 Gen_loss: 3.103 Dis_loss: 1.484 Cls_loss: 1.998 Topk: N/A ada_p: 0.04314
[INFO] 2021-10-24 08:48:52 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 08:48:53 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_16000.png
[INFO] 2021-10-24 08:48:55 > Start Evaluation (16000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 08:48:55 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 08:50:07 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 08:51:28 > Inception score (Step: 16000, 14630 generated images): 9.613900184631348
[INFO] 2021-10-24 08:51:28 > FID score (Step: 16000, Using train moments): 14.03064222320279
[INFO] 2021-10-24 08:51:28 > Best FID score (Step: 16000, Using train moments): 14.03064222320279
[INFO] 2021-10-24 08:51:50 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 08:53:30 > Step: 16100 Progress: 4.0% Elapsed: 4:53:14 Gen_loss: 3.198 Dis_loss: 1.349 Cls_loss: 2.029 Topk: N/A ada_p: 0.03661
[INFO] 2021-10-24 08:55:11 > Step: 16200 Progress: 4.0% Elapsed: 4:54:55 Gen_loss: 3.575 Dis_loss: 1.369 Cls_loss: 2.091 Topk: N/A ada_p: 0.03507
[INFO] 2021-10-24 08:56:51 > Step: 16300 Progress: 4.1% Elapsed: 4:56:35 Gen_loss: 3.06 Dis_loss: 1.379 Cls_loss: 1.998 Topk: N/A ada_p: 0.03776
[INFO] 2021-10-24 08:58:32 > Step: 16400 Progress: 4.1% Elapsed: 4:58:16 Gen_loss: 3.004 Dis_loss: 1.86 Cls_loss: 2.096 Topk: N/A ada_p: 0.03802
[INFO] 2021-10-24 09:00:13 > Step: 16500 Progress: 4.1% Elapsed: 4:59:57 Gen_loss: 3.358 Dis_loss: 1.26 Cls_loss: 2.067 Topk: N/A ada_p: 0.03558
[INFO] 2021-10-24 09:01:54 > Step: 16600 Progress: 4.2% Elapsed: 5:01:38 Gen_loss: 2.589 Dis_loss: 2.082 Cls_loss: 2.037 Topk: N/A ada_p: 0.03814
[INFO] 2021-10-24 09:03:34 > Step: 16700 Progress: 4.2% Elapsed: 5:03:18 Gen_loss: 4.493 Dis_loss: 1.231 Cls_loss: 2.041 Topk: N/A ada_p: 0.03494
[INFO] 2021-10-24 09:05:15 > Step: 16800 Progress: 4.2% Elapsed: 5:04:59 Gen_loss: 3.219 Dis_loss: 1.064 Cls_loss: 2.005 Topk: N/A ada_p: 0.0352
[INFO] 2021-10-24 09:06:56 > Step: 16900 Progress: 4.2% Elapsed: 5:06:40 Gen_loss: 4.4 Dis_loss: 1.281 Cls_loss: 2.079 Topk: N/A ada_p: 0.03763
[INFO] 2021-10-24 09:08:36 > Step: 17000 Progress: 4.2% Elapsed: 5:08:20 Gen_loss: 3.426 Dis_loss: 1.373 Cls_loss: 2.007 Topk: N/A ada_p: 0.03456
[INFO] 2021-10-24 09:10:16 > Step: 17100 Progress: 4.3% Elapsed: 5:10:00 Gen_loss: 4.062 Dis_loss: 1.368 Cls_loss: 2.041 Topk: N/A ada_p: 0.03469
[INFO] 2021-10-24 09:11:57 > Step: 17200 Progress: 4.3% Elapsed: 5:11:41 Gen_loss: 2.172 Dis_loss: 1.69 Cls_loss: 2.041 Topk: N/A ada_p: 0.03443
[INFO] 2021-10-24 09:13:38 > Step: 17300 Progress: 4.3% Elapsed: 5:13:22 Gen_loss: 3.636 Dis_loss: 1.427 Cls_loss: 2.022 Topk: N/A ada_p: 0.02995
[INFO] 2021-10-24 09:15:18 > Step: 17400 Progress: 4.3% Elapsed: 5:15:02 Gen_loss: 2.399 Dis_loss: 1.587 Cls_loss: 2.093 Topk: N/A ada_p: 0.03379
[INFO] 2021-10-24 09:16:59 > Step: 17500 Progress: 4.4% Elapsed: 5:16:43 Gen_loss: 4.511 Dis_loss: 2.017 Cls_loss: 2.023 Topk: N/A ada_p: 0.03674
[INFO] 2021-10-24 09:18:39 > Step: 17600 Progress: 4.4% Elapsed: 5:18:23 Gen_loss: 2.066 Dis_loss: 1.42 Cls_loss: 2.016 Topk: N/A ada_p: 0.03238
[INFO] 2021-10-24 09:20:19 > Step: 17700 Progress: 4.4% Elapsed: 5:20:04 Gen_loss: 3.167 Dis_loss: 1.446 Cls_loss: 2.015 Topk: N/A ada_p: 0.03738
[INFO] 2021-10-24 09:22:00 > Step: 17800 Progress: 4.5% Elapsed: 5:21:44 Gen_loss: 2.372 Dis_loss: 1.629 Cls_loss: 1.978 Topk: N/A ada_p: 0.0407
[INFO] 2021-10-24 09:23:40 > Step: 17900 Progress: 4.5% Elapsed: 5:23:24 Gen_loss: 3.469 Dis_loss: 1.514 Cls_loss: 1.996 Topk: N/A ada_p: 0.03597
[INFO] 2021-10-24 09:25:20 > Step: 18000 Progress: 4.5% Elapsed: 5:25:04 Gen_loss: 4.945 Dis_loss: 1.517 Cls_loss: 2.129 Topk: N/A ada_p: 0.04032
[INFO] 2021-10-24 09:25:20 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 09:25:21 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_18000.png
[INFO] 2021-10-24 09:25:23 > Start Evaluation (18000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 09:25:23 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 09:26:35 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 09:27:56 > Inception score (Step: 18000, 14630 generated images): 10.116743087768555
[INFO] 2021-10-24 09:27:56 > FID score (Step: 18000, Using train moments): 12.749616965507641
[INFO] 2021-10-24 09:27:56 > Best FID score (Step: 18000, Using train moments): 12.749616965507641
[INFO] 2021-10-24 09:28:17 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 09:29:58 > Step: 18100 Progress: 4.5% Elapsed: 5:29:42 Gen_loss: 3.287 Dis_loss: 1.484 Cls_loss: 2.006 Topk: N/A ada_p: 0.04326
[INFO] 2021-10-24 09:31:38 > Step: 18200 Progress: 4.5% Elapsed: 5:31:23 Gen_loss: 3.48 Dis_loss: 1.215 Cls_loss: 2.123 Topk: N/A ada_p: 0.04045
[INFO] 2021-10-24 09:33:19 > Step: 18300 Progress: 4.6% Elapsed: 5:33:04 Gen_loss: 2.323 Dis_loss: 1.367 Cls_loss: 1.985 Topk: N/A ada_p: 0.04339
[INFO] 2021-10-24 09:35:00 > Step: 18400 Progress: 4.6% Elapsed: 5:34:44 Gen_loss: 3.516 Dis_loss: 1.235 Cls_loss: 2.006 Topk: N/A ada_p: 0.04339
[INFO] 2021-10-24 09:36:41 > Step: 18500 Progress: 4.6% Elapsed: 5:36:25 Gen_loss: 3.099 Dis_loss: 1.75 Cls_loss: 1.989 Topk: N/A ada_p: 0.04147
[INFO] 2021-10-24 09:38:22 > Step: 18600 Progress: 4.7% Elapsed: 5:38:06 Gen_loss: 2.54 Dis_loss: 1.786 Cls_loss: 1.983 Topk: N/A ada_p: 0.04019
[INFO] 2021-10-24 09:40:03 > Step: 18700 Progress: 4.7% Elapsed: 5:39:47 Gen_loss: 3.302 Dis_loss: 1.335 Cls_loss: 2.073 Topk: N/A ada_p: 0.03622
[INFO] 2021-10-24 09:41:43 > Step: 18800 Progress: 4.7% Elapsed: 5:41:27 Gen_loss: 4.894 Dis_loss: 1.309 Cls_loss: 2.014 Topk: N/A ada_p: 0.04518
[INFO] 2021-10-24 09:43:24 > Step: 18900 Progress: 4.7% Elapsed: 5:43:08 Gen_loss: 4.57 Dis_loss: 1.248 Cls_loss: 2.021 Topk: N/A ada_p: 0.04378
[INFO] 2021-10-24 09:45:05 > Step: 19000 Progress: 4.8% Elapsed: 5:44:49 Gen_loss: 2.7 Dis_loss: 2.218 Cls_loss: 2.076 Topk: N/A ada_p: 0.04557
[INFO] 2021-10-24 09:46:46 > Step: 19100 Progress: 4.8% Elapsed: 5:46:30 Gen_loss: 3.713 Dis_loss: 1.353 Cls_loss: 2.033 Topk: N/A ada_p: 0.048
[INFO] 2021-10-24 09:48:27 > Step: 19200 Progress: 4.8% Elapsed: 5:48:11 Gen_loss: 2.224 Dis_loss: 1.462 Cls_loss: 2.038 Topk: N/A ada_p: 0.04928
[INFO] 2021-10-24 09:50:08 > Step: 19300 Progress: 4.8% Elapsed: 5:49:52 Gen_loss: 3.957 Dis_loss: 1.55 Cls_loss: 2.044 Topk: N/A ada_p: 0.04582
[INFO] 2021-10-24 09:51:49 > Step: 19400 Progress: 4.9% Elapsed: 5:51:33 Gen_loss: 2.768 Dis_loss: 2.324 Cls_loss: 2.081 Topk: N/A ada_p: 0.04634
[INFO] 2021-10-24 09:53:29 > Step: 19500 Progress: 4.9% Elapsed: 5:53:13 Gen_loss: 3.792 Dis_loss: 1.279 Cls_loss: 2.056 Topk: N/A ada_p: 0.05158
[INFO] 2021-10-24 09:55:09 > Step: 19600 Progress: 4.9% Elapsed: 5:54:54 Gen_loss: 2.802 Dis_loss: 2.086 Cls_loss: 2.085 Topk: N/A ada_p: 0.0544
[INFO] 2021-10-24 09:56:50 > Step: 19700 Progress: 4.9% Elapsed: 5:56:35 Gen_loss: 4.65 Dis_loss: 1.185 Cls_loss: 2.046 Topk: N/A ada_p: 0.04736
[INFO] 2021-10-24 09:58:31 > Step: 19800 Progress: 5.0% Elapsed: 5:58:15 Gen_loss: 4.778 Dis_loss: 1.367 Cls_loss: 1.982 Topk: N/A ada_p: 0.05043
[INFO] 2021-10-24 10:00:12 > Step: 19900 Progress: 5.0% Elapsed: 5:59:56 Gen_loss: 3.015 Dis_loss: 1.669 Cls_loss: 2.052 Topk: N/A ada_p: 0.04774
[INFO] 2021-10-24 10:01:53 > Step: 20000 Progress: 5.0% Elapsed: 6:01:37 Gen_loss: 2.659 Dis_loss: 1.67 Cls_loss: 2.045 Topk: N/A ada_p: 0.05158
[INFO] 2021-10-24 10:01:53 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 10:01:55 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_20000.png
[INFO] 2021-10-24 10:01:56 > Start Evaluation (20000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 10:01:56 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 10:03:08 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 10:04:29 > Inception score (Step: 20000, 14630 generated images): 10.37246322631836
[INFO] 2021-10-24 10:04:29 > FID score (Step: 20000, Using train moments): 11.536534285949074
[INFO] 2021-10-24 10:04:29 > Best FID score (Step: 20000, Using train moments): 11.536534285949074
[INFO] 2021-10-24 10:04:50 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 10:06:31 > Step: 20100 Progress: 5.0% Elapsed: 6:06:15 Gen_loss: 3.993 Dis_loss: 1.15 Cls_loss: 2.101 Topk: N/A ada_p: 0.04762
[INFO] 2021-10-24 10:08:11 > Step: 20200 Progress: 5.1% Elapsed: 6:07:56 Gen_loss: 3.219 Dis_loss: 1.555 Cls_loss: 2.01 Topk: N/A ada_p: 0.04685
[INFO] 2021-10-24 10:09:52 > Step: 20300 Progress: 5.1% Elapsed: 6:09:36 Gen_loss: 3.282 Dis_loss: 1.605 Cls_loss: 2.009 Topk: N/A ada_p: 0.04877
[INFO] 2021-10-24 10:11:32 > Step: 20400 Progress: 5.1% Elapsed: 6:11:16 Gen_loss: 1.779 Dis_loss: 1.777 Cls_loss: 2.05 Topk: N/A ada_p: 0.05184
[INFO] 2021-10-24 10:13:13 > Step: 20500 Progress: 5.1% Elapsed: 6:12:57 Gen_loss: 3.769 Dis_loss: 1.298 Cls_loss: 1.93 Topk: N/A ada_p: 0.05018
[INFO] 2021-10-24 10:14:54 > Step: 20600 Progress: 5.1% Elapsed: 6:14:38 Gen_loss: 2.535 Dis_loss: 1.764 Cls_loss: 2.091 Topk: N/A ada_p: 0.05274
[INFO] 2021-10-24 10:16:35 > Step: 20700 Progress: 5.2% Elapsed: 6:16:19 Gen_loss: 2.493 Dis_loss: 1.284 Cls_loss: 2.019 Topk: N/A ada_p: 0.04723
[INFO] 2021-10-24 10:18:16 > Step: 20800 Progress: 5.2% Elapsed: 6:18:00 Gen_loss: 2.303 Dis_loss: 1.829 Cls_loss: 2.169 Topk: N/A ada_p: 0.04851
[INFO] 2021-10-24 10:19:56 > Step: 20900 Progress: 5.2% Elapsed: 6:19:41 Gen_loss: 3.452 Dis_loss: 1.255 Cls_loss: 2.016 Topk: N/A ada_p: 0.04813
[INFO] 2021-10-24 10:21:37 > Step: 21000 Progress: 5.2% Elapsed: 6:21:21 Gen_loss: 2.252 Dis_loss: 2.447 Cls_loss: 2.007 Topk: N/A ada_p: 0.05069
[INFO] 2021-10-24 10:23:18 > Step: 21100 Progress: 5.3% Elapsed: 6:23:02 Gen_loss: 3.784 Dis_loss: 1.39 Cls_loss: 2.003 Topk: N/A ada_p: 0.04749
[INFO] 2021-10-24 10:24:58 > Step: 21200 Progress: 5.3% Elapsed: 6:24:42 Gen_loss: 2.73 Dis_loss: 1.573 Cls_loss: 2.0 Topk: N/A ada_p: 0.05465
[INFO] 2021-10-24 10:26:39 > Step: 21300 Progress: 5.3% Elapsed: 6:26:23 Gen_loss: 3.849 Dis_loss: 1.186 Cls_loss: 2.082 Topk: N/A ada_p: 0.05043
[INFO] 2021-10-24 10:28:20 > Step: 21400 Progress: 5.3% Elapsed: 6:28:04 Gen_loss: 2.774 Dis_loss: 2.292 Cls_loss: 2.208 Topk: N/A ada_p: 0.05145
[INFO] 2021-10-24 10:30:01 > Step: 21500 Progress: 5.4% Elapsed: 6:29:45 Gen_loss: 3.408 Dis_loss: 1.315 Cls_loss: 1.981 Topk: N/A ada_p: 0.05517
[INFO] 2021-10-24 10:31:43 > Step: 21600 Progress: 5.4% Elapsed: 6:31:27 Gen_loss: 3.09 Dis_loss: 1.447 Cls_loss: 2.042 Topk: N/A ada_p: 0.05798
[INFO] 2021-10-24 10:33:24 > Step: 21700 Progress: 5.4% Elapsed: 6:33:08 Gen_loss: 2.576 Dis_loss: 1.648 Cls_loss: 2.106 Topk: N/A ada_p: 0.05453
[INFO] 2021-10-24 10:35:05 > Step: 21800 Progress: 5.5% Elapsed: 6:34:49 Gen_loss: 4.492 Dis_loss: 1.457 Cls_loss: 2.004 Topk: N/A ada_p: 0.05734
[INFO] 2021-10-24 10:36:46 > Step: 21900 Progress: 5.5% Elapsed: 6:36:30 Gen_loss: 3.813 Dis_loss: 1.322 Cls_loss: 2.061 Topk: N/A ada_p: 0.05952
[INFO] 2021-10-24 10:38:25 > Step: 22000 Progress: 5.5% Elapsed: 6:38:09 Gen_loss: 2.117 Dis_loss: 1.961 Cls_loss: 1.999 Topk: N/A ada_p: 0.05747
[INFO] 2021-10-24 10:38:25 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 10:38:27 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_22000.png
[INFO] 2021-10-24 10:38:29 > Start Evaluation (22000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 10:38:29 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 10:39:40 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 10:41:01 > Inception score (Step: 22000, 14630 generated images): 10.63796329498291
[INFO] 2021-10-24 10:41:01 > FID score (Step: 22000, Using train moments): 10.482898104462407
[INFO] 2021-10-24 10:41:01 > Best FID score (Step: 22000, Using train moments): 10.482898104462407
[INFO] 2021-10-24 10:41:23 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 10:43:04 > Step: 22100 Progress: 5.5% Elapsed: 6:42:48 Gen_loss: 5.043 Dis_loss: 1.2 Cls_loss: 1.998 Topk: N/A ada_p: 0.05657
[INFO] 2021-10-24 10:44:45 > Step: 22200 Progress: 5.5% Elapsed: 6:44:29 Gen_loss: 3.685 Dis_loss: 1.21 Cls_loss: 2.067 Topk: N/A ada_p: 0.05709
[INFO] 2021-10-24 10:46:26 > Step: 22300 Progress: 5.6% Elapsed: 6:46:10 Gen_loss: 3.319 Dis_loss: 1.476 Cls_loss: 2.001 Topk: N/A ada_p: 0.06105
[INFO] 2021-10-24 10:48:07 > Step: 22400 Progress: 5.6% Elapsed: 6:47:51 Gen_loss: 3.869 Dis_loss: 1.215 Cls_loss: 2.064 Topk: N/A ada_p: 0.06054
[INFO] 2021-10-24 10:49:55 > Step: 22500 Progress: 5.6% Elapsed: 6:49:40 Gen_loss: 2.364 Dis_loss: 1.354 Cls_loss: 2.0 Topk: N/A ada_p: 0.05683
[INFO] 2021-10-24 10:51:37 > Step: 22600 Progress: 5.7% Elapsed: 6:51:21 Gen_loss: 4.399 Dis_loss: 1.241 Cls_loss: 2.033 Topk: N/A ada_p: 0.06041
[INFO] 2021-10-24 10:53:18 > Step: 22700 Progress: 5.7% Elapsed: 6:53:02 Gen_loss: 2.079 Dis_loss: 1.976 Cls_loss: 2.014 Topk: N/A ada_p: 0.0608
[INFO] 2021-10-24 10:54:57 > Step: 22800 Progress: 5.7% Elapsed: 6:54:42 Gen_loss: 4.057 Dis_loss: 1.154 Cls_loss: 2.087 Topk: N/A ada_p: 0.05517
[INFO] 2021-10-24 10:56:39 > Step: 22900 Progress: 5.7% Elapsed: 6:56:23 Gen_loss: 3.248 Dis_loss: 1.572 Cls_loss: 2.02 Topk: N/A ada_p: 0.06349
[INFO] 2021-10-24 10:58:20 > Step: 23000 Progress: 5.8% Elapsed: 6:58:04 Gen_loss: 2.869 Dis_loss: 1.511 Cls_loss: 2.021 Topk: N/A ada_p: 0.05837
[INFO] 2021-10-24 11:00:04 > Step: 23100 Progress: 5.8% Elapsed: 6:59:48 Gen_loss: 3.376 Dis_loss: 1.303 Cls_loss: 2.009 Topk: N/A ada_p: 0.06131
[INFO] 2021-10-24 11:01:44 > Step: 23200 Progress: 5.8% Elapsed: 7:01:29 Gen_loss: 2.295 Dis_loss: 1.947 Cls_loss: 2.024 Topk: N/A ada_p: 0.05824
[INFO] 2021-10-24 11:03:25 > Step: 23300 Progress: 5.8% Elapsed: 7:03:09 Gen_loss: 3.463 Dis_loss: 1.294 Cls_loss: 2.066 Topk: N/A ada_p: 0.06093
[INFO] 2021-10-24 11:05:05 > Step: 23400 Progress: 5.9% Elapsed: 7:04:50 Gen_loss: 3.42 Dis_loss: 1.806 Cls_loss: 1.993 Topk: N/A ada_p: 0.05965
[INFO] 2021-10-24 11:06:46 > Step: 23500 Progress: 5.9% Elapsed: 7:06:30 Gen_loss: 3.155 Dis_loss: 1.442 Cls_loss: 2.098 Topk: N/A ada_p: 0.05414
[INFO] 2021-10-24 11:08:26 > Step: 23600 Progress: 5.9% Elapsed: 7:08:10 Gen_loss: 4.223 Dis_loss: 1.378 Cls_loss: 2.187 Topk: N/A ada_p: 0.06489
[INFO] 2021-10-24 11:10:06 > Step: 23700 Progress: 5.9% Elapsed: 7:09:50 Gen_loss: 2.297 Dis_loss: 1.471 Cls_loss: 2.003 Topk: N/A ada_p: 0.064
[INFO] 2021-10-24 11:11:46 > Step: 23800 Progress: 5.9% Elapsed: 7:11:30 Gen_loss: 3.11 Dis_loss: 1.782 Cls_loss: 2.024 Topk: N/A ada_p: 0.06758
[INFO] 2021-10-24 11:13:27 > Step: 23900 Progress: 6.0% Elapsed: 7:13:11 Gen_loss: 3.96 Dis_loss: 1.349 Cls_loss: 2.027 Topk: N/A ada_p: 0.06976
[INFO] 2021-10-24 11:15:16 > Step: 24000 Progress: 6.0% Elapsed: 7:15:00 Gen_loss: 3.614 Dis_loss: 1.255 Cls_loss: 2.02 Topk: N/A ada_p: 0.07053
[INFO] 2021-10-24 11:15:16 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 11:15:19 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_24000.png
[INFO] 2021-10-24 11:15:20 > Start Evaluation (24000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 11:15:20 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 11:16:32 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 11:17:53 > Inception score (Step: 24000, 14630 generated images): 10.754694938659668
[INFO] 2021-10-24 11:17:53 > FID score (Step: 24000, Using train moments): 10.11228470212643
[INFO] 2021-10-24 11:17:53 > Best FID score (Step: 24000, Using train moments): 10.11228470212643
[INFO] 2021-10-24 11:18:15 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 11:19:55 > Step: 24100 Progress: 6.0% Elapsed: 7:19:39 Gen_loss: 2.862 Dis_loss: 1.427 Cls_loss: 2.15 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-24 11:21:36 > Step: 24200 Progress: 6.0% Elapsed: 7:21:20 Gen_loss: 3.569 Dis_loss: 1.205 Cls_loss: 2.011 Topk: N/A ada_p: 0.07168
[INFO] 2021-10-24 11:23:16 > Step: 24300 Progress: 6.1% Elapsed: 7:23:00 Gen_loss: 2.662 Dis_loss: 1.667 Cls_loss: 2.047 Topk: N/A ada_p: 0.06643
[INFO] 2021-10-24 11:24:56 > Step: 24400 Progress: 6.1% Elapsed: 7:24:40 Gen_loss: 2.441 Dis_loss: 1.566 Cls_loss: 2.184 Topk: N/A ada_p: 0.07078
[INFO] 2021-10-24 11:26:36 > Step: 24500 Progress: 6.1% Elapsed: 7:26:20 Gen_loss: 2.819 Dis_loss: 1.238 Cls_loss: 2.07 Topk: N/A ada_p: 0.06861
[INFO] 2021-10-24 11:28:17 > Step: 24600 Progress: 6.2% Elapsed: 7:28:01 Gen_loss: 2.699 Dis_loss: 1.621 Cls_loss: 2.047 Topk: N/A ada_p: 0.07245
[INFO] 2021-10-24 11:29:58 > Step: 24700 Progress: 6.2% Elapsed: 7:29:42 Gen_loss: 2.293 Dis_loss: 1.404 Cls_loss: 1.989 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-24 11:31:39 > Step: 24800 Progress: 6.2% Elapsed: 7:31:23 Gen_loss: 1.911 Dis_loss: 2.14 Cls_loss: 2.02 Topk: N/A ada_p: 0.07437
[INFO] 2021-10-24 11:33:20 > Step: 24900 Progress: 6.2% Elapsed: 7:33:04 Gen_loss: 2.773 Dis_loss: 1.863 Cls_loss: 2.034 Topk: N/A ada_p: 0.0727
[INFO] 2021-10-24 11:35:00 > Step: 25000 Progress: 6.2% Elapsed: 7:34:44 Gen_loss: 3.163 Dis_loss: 1.426 Cls_loss: 2.016 Topk: N/A ada_p: 0.07117
[INFO] 2021-10-24 11:36:41 > Step: 25100 Progress: 6.3% Elapsed: 7:36:25 Gen_loss: 3.266 Dis_loss: 1.125 Cls_loss: 2.038 Topk: N/A ada_p: 0.07104
[INFO] 2021-10-24 11:38:22 > Step: 25200 Progress: 6.3% Elapsed: 7:38:06 Gen_loss: 3.295 Dis_loss: 1.273 Cls_loss: 2.029 Topk: N/A ada_p: 0.07309
[INFO] 2021-10-24 11:40:02 > Step: 25300 Progress: 6.3% Elapsed: 7:39:46 Gen_loss: 2.722 Dis_loss: 1.729 Cls_loss: 2.045 Topk: N/A ada_p: 0.07629
[INFO] 2021-10-24 11:41:43 > Step: 25400 Progress: 6.3% Elapsed: 7:41:27 Gen_loss: 2.346 Dis_loss: 1.797 Cls_loss: 2.016 Topk: N/A ada_p: 0.0768
[INFO] 2021-10-24 11:43:24 > Step: 25500 Progress: 6.4% Elapsed: 7:43:08 Gen_loss: 3.244 Dis_loss: 1.371 Cls_loss: 2.005 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-24 11:45:05 > Step: 25600 Progress: 6.4% Elapsed: 7:44:49 Gen_loss: 2.351 Dis_loss: 1.651 Cls_loss: 2.029 Topk: N/A ada_p: 0.07462
[INFO] 2021-10-24 11:46:45 > Step: 25700 Progress: 6.4% Elapsed: 7:46:30 Gen_loss: 3.106 Dis_loss: 1.376 Cls_loss: 2.018 Topk: N/A ada_p: 0.07347
[INFO] 2021-10-24 11:48:26 > Step: 25800 Progress: 6.5% Elapsed: 7:48:10 Gen_loss: 1.862 Dis_loss: 1.536 Cls_loss: 2.103 Topk: N/A ada_p: 0.0768
[INFO] 2021-10-24 11:50:06 > Step: 25900 Progress: 6.5% Elapsed: 7:49:51 Gen_loss: 2.503 Dis_loss: 1.298 Cls_loss: 2.108 Topk: N/A ada_p: 0.07027
[INFO] 2021-10-24 11:51:47 > Step: 26000 Progress: 6.5% Elapsed: 7:51:31 Gen_loss: 2.508 Dis_loss: 1.588 Cls_loss: 2.097 Topk: N/A ada_p: 0.06899
[INFO] 2021-10-24 11:51:47 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 11:51:49 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_26000.png
[INFO] 2021-10-24 11:51:50 > Start Evaluation (26000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 11:51:50 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 11:53:02 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 11:54:23 > Inception score (Step: 26000, 14630 generated images): 11.050246238708496
[INFO] 2021-10-24 11:54:23 > FID score (Step: 26000, Using train moments): 9.564209571751661
[INFO] 2021-10-24 11:54:23 > Best FID score (Step: 26000, Using train moments): 9.564209571751661
[INFO] 2021-10-24 11:54:44 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 11:56:24 > Step: 26100 Progress: 6.5% Elapsed: 7:56:08 Gen_loss: 2.574 Dis_loss: 1.436 Cls_loss: 1.97 Topk: N/A ada_p: 0.0727
[INFO] 2021-10-24 11:58:04 > Step: 26200 Progress: 6.6% Elapsed: 7:57:48 Gen_loss: 2.405 Dis_loss: 1.728 Cls_loss: 1.996 Topk: N/A ada_p: 0.07373
[INFO] 2021-10-24 11:59:45 > Step: 26300 Progress: 6.6% Elapsed: 7:59:29 Gen_loss: 2.409 Dis_loss: 1.643 Cls_loss: 1.981 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-24 12:01:25 > Step: 26400 Progress: 6.6% Elapsed: 8:01:10 Gen_loss: 3.819 Dis_loss: 1.182 Cls_loss: 2.016 Topk: N/A ada_p: 0.06873
[INFO] 2021-10-24 12:03:07 > Step: 26500 Progress: 6.6% Elapsed: 8:02:51 Gen_loss: 3.375 Dis_loss: 1.485 Cls_loss: 2.047 Topk: N/A ada_p: 0.0704
[INFO] 2021-10-24 12:04:48 > Step: 26600 Progress: 6.7% Elapsed: 8:04:32 Gen_loss: 3.486 Dis_loss: 1.558 Cls_loss: 2.006 Topk: N/A ada_p: 0.06912
[INFO] 2021-10-24 12:06:28 > Step: 26700 Progress: 6.7% Elapsed: 8:06:12 Gen_loss: 4.166 Dis_loss: 1.216 Cls_loss: 2.051 Topk: N/A ada_p: 0.06976
[INFO] 2021-10-24 12:08:09 > Step: 26800 Progress: 6.7% Elapsed: 8:07:53 Gen_loss: 3.721 Dis_loss: 1.29 Cls_loss: 1.995 Topk: N/A ada_p: 0.06438
[INFO] 2021-10-24 12:09:49 > Step: 26900 Progress: 6.7% Elapsed: 8:09:33 Gen_loss: 4.454 Dis_loss: 1.635 Cls_loss: 2.013 Topk: N/A ada_p: 0.0704
[INFO] 2021-10-24 12:11:29 > Step: 27000 Progress: 6.8% Elapsed: 8:11:14 Gen_loss: 2.583 Dis_loss: 1.448 Cls_loss: 2.068 Topk: N/A ada_p: 0.07219
[INFO] 2021-10-24 12:13:10 > Step: 27100 Progress: 6.8% Elapsed: 8:12:54 Gen_loss: 2.811 Dis_loss: 1.676 Cls_loss: 2.012 Topk: N/A ada_p: 0.07309
[INFO] 2021-10-24 12:14:50 > Step: 27200 Progress: 6.8% Elapsed: 8:14:35 Gen_loss: 3.321 Dis_loss: 1.554 Cls_loss: 2.08 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-24 12:16:31 > Step: 27300 Progress: 6.8% Elapsed: 8:16:15 Gen_loss: 2.835 Dis_loss: 1.321 Cls_loss: 1.979 Topk: N/A ada_p: 0.07296
[INFO] 2021-10-24 12:18:11 > Step: 27400 Progress: 6.9% Elapsed: 8:17:55 Gen_loss: 3.006 Dis_loss: 1.285 Cls_loss: 1.998 Topk: N/A ada_p: 0.07219
[INFO] 2021-10-24 12:19:52 > Step: 27500 Progress: 6.9% Elapsed: 8:19:36 Gen_loss: 3.281 Dis_loss: 1.536 Cls_loss: 2.003 Topk: N/A ada_p: 0.07462
[INFO] 2021-10-24 12:21:33 > Step: 27600 Progress: 6.9% Elapsed: 8:21:17 Gen_loss: 3.043 Dis_loss: 1.348 Cls_loss: 1.987 Topk: N/A ada_p: 0.07283
[INFO] 2021-10-24 12:23:13 > Step: 27700 Progress: 6.9% Elapsed: 8:22:57 Gen_loss: 2.899 Dis_loss: 1.134 Cls_loss: 1.979 Topk: N/A ada_p: 0.07117
[INFO] 2021-10-24 12:24:53 > Step: 27800 Progress: 7.0% Elapsed: 8:24:37 Gen_loss: 3.902 Dis_loss: 1.255 Cls_loss: 2.039 Topk: N/A ada_p: 0.0704
[INFO] 2021-10-24 12:26:34 > Step: 27900 Progress: 7.0% Elapsed: 8:26:18 Gen_loss: 2.19 Dis_loss: 1.492 Cls_loss: 1.983 Topk: N/A ada_p: 0.07181
[INFO] 2021-10-24 12:28:14 > Step: 28000 Progress: 7.0% Elapsed: 8:27:58 Gen_loss: 3.564 Dis_loss: 1.76 Cls_loss: 2.029 Topk: N/A ada_p: 0.0736
[INFO] 2021-10-24 12:28:14 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 12:28:15 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_28000.png
[INFO] 2021-10-24 12:28:17 > Start Evaluation (28000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 12:28:17 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 12:29:29 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 12:30:50 > Inception score (Step: 28000, 14630 generated images): 10.992266654968262
[INFO] 2021-10-24 12:30:50 > FID score (Step: 28000, Using train moments): 9.386580631716157
[INFO] 2021-10-24 12:30:50 > Best FID score (Step: 28000, Using train moments): 9.386580631716157
[INFO] 2021-10-24 12:31:17 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 12:32:57 > Step: 28100 Progress: 7.0% Elapsed: 8:32:41 Gen_loss: 2.933 Dis_loss: 1.31 Cls_loss: 1.996 Topk: N/A ada_p: 0.07449
[INFO] 2021-10-24 12:34:38 > Step: 28200 Progress: 7.0% Elapsed: 8:34:22 Gen_loss: 3.285 Dis_loss: 1.301 Cls_loss: 2.036 Topk: N/A ada_p: 0.07577
[INFO] 2021-10-24 12:36:19 > Step: 28300 Progress: 7.1% Elapsed: 8:36:03 Gen_loss: 2.497 Dis_loss: 1.347 Cls_loss: 2.032 Topk: N/A ada_p: 0.08
[INFO] 2021-10-24 12:37:59 > Step: 28400 Progress: 7.1% Elapsed: 8:37:43 Gen_loss: 4.432 Dis_loss: 1.123 Cls_loss: 2.007 Topk: N/A ada_p: 0.08153
[INFO] 2021-10-24 12:39:40 > Step: 28500 Progress: 7.1% Elapsed: 8:39:24 Gen_loss: 3.798 Dis_loss: 1.455 Cls_loss: 2.008 Topk: N/A ada_p: 0.08397
[INFO] 2021-10-24 12:41:20 > Step: 28600 Progress: 7.1% Elapsed: 8:41:04 Gen_loss: 3.495 Dis_loss: 1.533 Cls_loss: 2.128 Topk: N/A ada_p: 0.08166
[INFO] 2021-10-24 12:43:01 > Step: 28700 Progress: 7.2% Elapsed: 8:42:45 Gen_loss: 2.845 Dis_loss: 1.202 Cls_loss: 1.997 Topk: N/A ada_p: 0.08128
[INFO] 2021-10-24 12:44:41 > Step: 28800 Progress: 7.2% Elapsed: 8:44:25 Gen_loss: 2.488 Dis_loss: 1.435 Cls_loss: 2.067 Topk: N/A ada_p: 0.08077
[INFO] 2021-10-24 12:46:23 > Step: 28900 Progress: 7.2% Elapsed: 8:46:07 Gen_loss: 2.315 Dis_loss: 1.197 Cls_loss: 2.003 Topk: N/A ada_p: 0.08089
[INFO] 2021-10-24 12:48:03 > Step: 29000 Progress: 7.2% Elapsed: 8:47:48 Gen_loss: 3.346 Dis_loss: 1.327 Cls_loss: 2.025 Topk: N/A ada_p: 0.07757
[INFO] 2021-10-24 12:49:44 > Step: 29100 Progress: 7.3% Elapsed: 8:49:28 Gen_loss: 3.549 Dis_loss: 1.237 Cls_loss: 2.082 Topk: N/A ada_p: 0.07693
[INFO] 2021-10-24 12:51:24 > Step: 29200 Progress: 7.3% Elapsed: 8:51:09 Gen_loss: 2.343 Dis_loss: 1.49 Cls_loss: 2.013 Topk: N/A ada_p: 0.08025
[INFO] 2021-10-24 12:53:05 > Step: 29300 Progress: 7.3% Elapsed: 8:52:49 Gen_loss: 2.611 Dis_loss: 1.757 Cls_loss: 2.033 Topk: N/A ada_p: 0.08217
[INFO] 2021-10-24 12:54:45 > Step: 29400 Progress: 7.3% Elapsed: 8:54:29 Gen_loss: 2.489 Dis_loss: 1.541 Cls_loss: 1.994 Topk: N/A ada_p: 0.0791
[INFO] 2021-10-24 12:56:26 > Step: 29500 Progress: 7.4% Elapsed: 8:56:10 Gen_loss: 3.515 Dis_loss: 1.378 Cls_loss: 2.003 Topk: N/A ada_p: 0.07718
[INFO] 2021-10-24 12:58:06 > Step: 29600 Progress: 7.4% Elapsed: 8:57:50 Gen_loss: 5.207 Dis_loss: 1.147 Cls_loss: 1.973 Topk: N/A ada_p: 0.07949
[INFO] 2021-10-24 12:59:47 > Step: 29700 Progress: 7.4% Elapsed: 8:59:31 Gen_loss: 3.294 Dis_loss: 1.397 Cls_loss: 2.025 Topk: N/A ada_p: 0.07936
[INFO] 2021-10-24 13:01:27 > Step: 29800 Progress: 7.4% Elapsed: 9:01:11 Gen_loss: 2.662 Dis_loss: 1.239 Cls_loss: 1.981 Topk: N/A ada_p: 0.08243
[INFO] 2021-10-24 13:03:08 > Step: 29900 Progress: 7.5% Elapsed: 9:02:52 Gen_loss: 3.459 Dis_loss: 1.445 Cls_loss: 2.095 Topk: N/A ada_p: 0.08409
[INFO] 2021-10-24 13:04:48 > Step: 30000 Progress: 7.5% Elapsed: 9:04:32 Gen_loss: 2.899 Dis_loss: 1.92 Cls_loss: 1.977 Topk: N/A ada_p: 0.07872
[INFO] 2021-10-24 13:04:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 13:04:50 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_30000.png
[INFO] 2021-10-24 13:04:51 > Start Evaluation (30000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 13:04:51 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 13:06:03 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 13:07:24 > Inception score (Step: 30000, 14630 generated images): 11.256791114807129
[INFO] 2021-10-24 13:07:24 > FID score (Step: 30000, Using train moments): 8.764278371379419
[INFO] 2021-10-24 13:07:24 > Best FID score (Step: 30000, Using train moments): 8.764278371379419
[INFO] 2021-10-24 13:07:45 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 13:09:26 > Step: 30100 Progress: 7.5% Elapsed: 9:09:10 Gen_loss: 3.089 Dis_loss: 1.409 Cls_loss: 2.018 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-24 13:11:06 > Step: 30200 Progress: 7.5% Elapsed: 9:10:50 Gen_loss: 2.072 Dis_loss: 2.027 Cls_loss: 1.992 Topk: N/A ada_p: 0.07654
[INFO] 2021-10-24 13:12:47 > Step: 30300 Progress: 7.6% Elapsed: 9:12:31 Gen_loss: 2.042 Dis_loss: 1.497 Cls_loss: 1.999 Topk: N/A ada_p: 0.08153
[INFO] 2021-10-24 13:14:27 > Step: 30400 Progress: 7.6% Elapsed: 9:14:12 Gen_loss: 3.596 Dis_loss: 1.155 Cls_loss: 2.011 Topk: N/A ada_p: 0.07769
[INFO] 2021-10-24 13:16:08 > Step: 30500 Progress: 7.6% Elapsed: 9:15:52 Gen_loss: 2.614 Dis_loss: 1.448 Cls_loss: 1.993 Topk: N/A ada_p: 0.08781
[INFO] 2021-10-24 13:17:49 > Step: 30600 Progress: 7.6% Elapsed: 9:17:33 Gen_loss: 3.919 Dis_loss: 2.153 Cls_loss: 3.154 Topk: N/A ada_p: 0.08166
[INFO] 2021-10-24 13:19:30 > Step: 30700 Progress: 7.7% Elapsed: 9:19:14 Gen_loss: 4.166 Dis_loss: 1.34 Cls_loss: 2.053 Topk: N/A ada_p: 0.07206
[INFO] 2021-10-24 13:21:10 > Step: 30800 Progress: 7.7% Elapsed: 9:20:54 Gen_loss: 4.412 Dis_loss: 1.383 Cls_loss: 2.026 Topk: N/A ada_p: 0.08691
[INFO] 2021-10-24 13:22:51 > Step: 30900 Progress: 7.7% Elapsed: 9:22:35 Gen_loss: 2.638 Dis_loss: 2.248 Cls_loss: 2.055 Topk: N/A ada_p: 0.09241
[INFO] 2021-10-24 13:24:31 > Step: 31000 Progress: 7.8% Elapsed: 9:24:15 Gen_loss: 3.937 Dis_loss: 1.478 Cls_loss: 2.014 Topk: N/A ada_p: 0.08678
[INFO] 2021-10-24 13:26:11 > Step: 31100 Progress: 7.8% Elapsed: 9:25:55 Gen_loss: 3.037 Dis_loss: 1.484 Cls_loss: 2.046 Topk: N/A ada_p: 0.08512
[INFO] 2021-10-24 13:27:52 > Step: 31200 Progress: 7.8% Elapsed: 9:27:36 Gen_loss: 3.143 Dis_loss: 1.924 Cls_loss: 2.127 Topk: N/A ada_p: 0.0887
[INFO] 2021-10-24 13:29:32 > Step: 31300 Progress: 7.8% Elapsed: 9:29:16 Gen_loss: 3.138 Dis_loss: 1.621 Cls_loss: 2.093 Topk: N/A ada_p: 0.09318
[INFO] 2021-10-24 13:31:13 > Step: 31400 Progress: 7.8% Elapsed: 9:30:57 Gen_loss: 2.571 Dis_loss: 1.43 Cls_loss: 2.015 Topk: N/A ada_p: 0.09062
[INFO] 2021-10-24 13:32:54 > Step: 31500 Progress: 7.9% Elapsed: 9:32:38 Gen_loss: 2.9 Dis_loss: 1.569 Cls_loss: 2.098 Topk: N/A ada_p: 0.08768
[INFO] 2021-10-24 13:34:34 > Step: 31600 Progress: 7.9% Elapsed: 9:34:18 Gen_loss: 4.345 Dis_loss: 1.537 Cls_loss: 2.007 Topk: N/A ada_p: 0.08717
[INFO] 2021-10-24 13:36:15 > Step: 31700 Progress: 7.9% Elapsed: 9:35:59 Gen_loss: 3.744 Dis_loss: 1.316 Cls_loss: 2.015 Topk: N/A ada_p: 0.08704
[INFO] 2021-10-24 13:37:55 > Step: 31800 Progress: 8.0% Elapsed: 9:37:39 Gen_loss: 3.701 Dis_loss: 1.548 Cls_loss: 2.024 Topk: N/A ada_p: 0.0855
[INFO] 2021-10-24 13:39:37 > Step: 31900 Progress: 8.0% Elapsed: 9:39:21 Gen_loss: 2.221 Dis_loss: 1.573 Cls_loss: 2.055 Topk: N/A ada_p: 0.08128
[INFO] 2021-10-24 13:41:17 > Step: 32000 Progress: 8.0% Elapsed: 9:41:01 Gen_loss: 4.279 Dis_loss: 1.299 Cls_loss: 2.023 Topk: N/A ada_p: 0.08102
[INFO] 2021-10-24 13:41:17 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 13:41:19 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_32000.png
[INFO] 2021-10-24 13:41:21 > Start Evaluation (32000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 13:41:21 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 13:42:32 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 13:43:54 > Inception score (Step: 32000, 14630 generated images): 11.025527000427246
[INFO] 2021-10-24 13:43:54 > FID score (Step: 32000, Using train moments): 8.865162851562303
[INFO] 2021-10-24 13:43:54 > Best FID score (Step: 30000, Using train moments): 8.764278371379419
[INFO] 2021-10-24 13:44:04 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 13:45:45 > Step: 32100 Progress: 8.0% Elapsed: 9:45:29 Gen_loss: 3.041 Dis_loss: 1.288 Cls_loss: 1.993 Topk: N/A ada_p: 0.08217
[INFO] 2021-10-24 13:47:25 > Step: 32200 Progress: 8.1% Elapsed: 9:47:09 Gen_loss: 2.607 Dis_loss: 1.865 Cls_loss: 2.064 Topk: N/A ada_p: 0.0832
[INFO] 2021-10-24 13:49:06 > Step: 32300 Progress: 8.1% Elapsed: 9:48:50 Gen_loss: 3.79 Dis_loss: 1.483 Cls_loss: 2.011 Topk: N/A ada_p: 0.08333
[INFO] 2021-10-24 13:50:46 > Step: 32400 Progress: 8.1% Elapsed: 9:50:30 Gen_loss: 1.972 Dis_loss: 1.823 Cls_loss: 2.022 Topk: N/A ada_p: 0.08077
[INFO] 2021-10-24 13:52:27 > Step: 32500 Progress: 8.1% Elapsed: 9:52:11 Gen_loss: 2.808 Dis_loss: 1.58 Cls_loss: 2.038 Topk: N/A ada_p: 0.08806
[INFO] 2021-10-24 13:54:07 > Step: 32600 Progress: 8.2% Elapsed: 9:53:51 Gen_loss: 3.498 Dis_loss: 1.236 Cls_loss: 2.114 Topk: N/A ada_p: 0.08729
[INFO] 2021-10-24 13:55:48 > Step: 32700 Progress: 8.2% Elapsed: 9:55:32 Gen_loss: 3.081 Dis_loss: 1.507 Cls_loss: 2.002 Topk: N/A ada_p: 0.09254
[INFO] 2021-10-24 13:57:28 > Step: 32800 Progress: 8.2% Elapsed: 9:57:12 Gen_loss: 4.148 Dis_loss: 1.202 Cls_loss: 2.098 Topk: N/A ada_p: 0.09536
[INFO] 2021-10-24 13:59:09 > Step: 32900 Progress: 8.2% Elapsed: 9:58:53 Gen_loss: 2.707 Dis_loss: 1.503 Cls_loss: 2.044 Topk: N/A ada_p: 0.09625
[INFO] 2021-10-24 14:00:50 > Step: 33000 Progress: 8.2% Elapsed: 10:00:34 Gen_loss: 2.047 Dis_loss: 1.969 Cls_loss: 2.024 Topk: N/A ada_p: 0.09549
[INFO] 2021-10-24 14:02:31 > Step: 33100 Progress: 8.3% Elapsed: 10:02:15 Gen_loss: 3.131 Dis_loss: 1.267 Cls_loss: 2.149 Topk: N/A ada_p: 0.09561
[INFO] 2021-10-24 14:04:11 > Step: 33200 Progress: 8.3% Elapsed: 10:03:55 Gen_loss: 3.415 Dis_loss: 1.704 Cls_loss: 2.062 Topk: N/A ada_p: 0.09229
[INFO] 2021-10-24 14:05:52 > Step: 33300 Progress: 8.3% Elapsed: 10:05:36 Gen_loss: 2.094 Dis_loss: 1.683 Cls_loss: 2.008 Topk: N/A ada_p: 0.09446
[INFO] 2021-10-24 14:07:32 > Step: 33400 Progress: 8.3% Elapsed: 10:07:16 Gen_loss: 2.88 Dis_loss: 1.434 Cls_loss: 1.942 Topk: N/A ada_p: 0.09293
[INFO] 2021-10-24 14:09:13 > Step: 33500 Progress: 8.4% Elapsed: 10:08:57 Gen_loss: 3.088 Dis_loss: 1.151 Cls_loss: 2.005 Topk: N/A ada_p: 0.09587
[INFO] 2021-10-24 14:10:53 > Step: 33600 Progress: 8.4% Elapsed: 10:10:37 Gen_loss: 2.472 Dis_loss: 1.764 Cls_loss: 1.982 Topk: N/A ada_p: 0.1007
[INFO] 2021-10-24 14:12:33 > Step: 33700 Progress: 8.4% Elapsed: 10:12:18 Gen_loss: 3.049 Dis_loss: 1.334 Cls_loss: 2.039 Topk: N/A ada_p: 0.09881
[INFO] 2021-10-24 14:14:14 > Step: 33800 Progress: 8.5% Elapsed: 10:13:58 Gen_loss: 3.521 Dis_loss: 1.157 Cls_loss: 1.967 Topk: N/A ada_p: 0.09984
[INFO] 2021-10-24 14:15:54 > Step: 33900 Progress: 8.5% Elapsed: 10:15:38 Gen_loss: 3.184 Dis_loss: 1.281 Cls_loss: 2.02 Topk: N/A ada_p: 0.09331
[INFO] 2021-10-24 14:17:34 > Step: 34000 Progress: 8.5% Elapsed: 10:17:19 Gen_loss: 1.801 Dis_loss: 1.614 Cls_loss: 2.001 Topk: N/A ada_p: 0.09945
[INFO] 2021-10-24 14:17:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 14:17:37 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_34000.png
[INFO] 2021-10-24 14:17:38 > Start Evaluation (34000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 14:17:38 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 14:18:50 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 14:20:11 > Inception score (Step: 34000, 14630 generated images): 10.949331283569336
[INFO] 2021-10-24 14:20:11 > FID score (Step: 34000, Using train moments): 8.724559983625568
[INFO] 2021-10-24 14:20:11 > Best FID score (Step: 34000, Using train moments): 8.724559983625568
[INFO] 2021-10-24 14:20:33 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 14:22:13 > Step: 34100 Progress: 8.5% Elapsed: 10:21:57 Gen_loss: 3.546 Dis_loss: 1.304 Cls_loss: 2.006 Topk: N/A ada_p: 0.1009
[INFO] 2021-10-24 14:23:53 > Step: 34200 Progress: 8.6% Elapsed: 10:23:37 Gen_loss: 3.391 Dis_loss: 1.376 Cls_loss: 1.977 Topk: N/A ada_p: 0.1052
[INFO] 2021-10-24 14:25:34 > Step: 34300 Progress: 8.6% Elapsed: 10:25:19 Gen_loss: 3.313 Dis_loss: 1.598 Cls_loss: 2.072 Topk: N/A ada_p: 0.102
[INFO] 2021-10-24 14:27:15 > Step: 34400 Progress: 8.6% Elapsed: 10:26:59 Gen_loss: 3.604 Dis_loss: 1.207 Cls_loss: 2.059 Topk: N/A ada_p: 0.09536
[INFO] 2021-10-24 14:28:56 > Step: 34500 Progress: 8.6% Elapsed: 10:28:40 Gen_loss: 3.738 Dis_loss: 1.131 Cls_loss: 1.996 Topk: N/A ada_p: 0.09907
[INFO] 2021-10-24 14:30:37 > Step: 34600 Progress: 8.6% Elapsed: 10:30:21 Gen_loss: 3.187 Dis_loss: 1.207 Cls_loss: 2.088 Topk: N/A ada_p: 0.09907
[INFO] 2021-10-24 14:32:18 > Step: 34700 Progress: 8.7% Elapsed: 10:32:02 Gen_loss: 2.979 Dis_loss: 1.733 Cls_loss: 2.106 Topk: N/A ada_p: 0.0974
[INFO] 2021-10-24 14:33:58 > Step: 34800 Progress: 8.7% Elapsed: 10:33:42 Gen_loss: 3.422 Dis_loss: 1.324 Cls_loss: 2.032 Topk: N/A ada_p: 0.0974
[INFO] 2021-10-24 14:35:38 > Step: 34900 Progress: 8.7% Elapsed: 10:35:23 Gen_loss: 3.238 Dis_loss: 1.22 Cls_loss: 2.03 Topk: N/A ada_p: 0.09728
[INFO] 2021-10-24 14:37:19 > Step: 35000 Progress: 8.8% Elapsed: 10:37:03 Gen_loss: 2.635 Dis_loss: 1.615 Cls_loss: 2.13 Topk: N/A ada_p: 0.1009
[INFO] 2021-10-24 14:38:59 > Step: 35100 Progress: 8.8% Elapsed: 10:38:43 Gen_loss: 2.815 Dis_loss: 1.731 Cls_loss: 2.011 Topk: N/A ada_p: 0.102
[INFO] 2021-10-24 14:40:39 > Step: 35200 Progress: 8.8% Elapsed: 10:40:23 Gen_loss: 2.417 Dis_loss: 1.441 Cls_loss: 2.033 Topk: N/A ada_p: 0.1005
[INFO] 2021-10-24 14:42:20 > Step: 35300 Progress: 8.8% Elapsed: 10:42:04 Gen_loss: 3.153 Dis_loss: 1.439 Cls_loss: 2.015 Topk: N/A ada_p: 0.1011
[INFO] 2021-10-24 14:44:00 > Step: 35400 Progress: 8.8% Elapsed: 10:43:44 Gen_loss: 2.383 Dis_loss: 1.333 Cls_loss: 2.004 Topk: N/A ada_p: 0.1042
[INFO] 2021-10-24 14:45:41 > Step: 35500 Progress: 8.9% Elapsed: 10:45:25 Gen_loss: 2.25 Dis_loss: 1.528 Cls_loss: 2.013 Topk: N/A ada_p: 0.103
[INFO] 2021-10-24 14:47:21 > Step: 35600 Progress: 8.9% Elapsed: 10:47:05 Gen_loss: 2.776 Dis_loss: 1.509 Cls_loss: 1.985 Topk: N/A ada_p: 0.1056
[INFO] 2021-10-24 14:49:02 > Step: 35700 Progress: 8.9% Elapsed: 10:48:46 Gen_loss: 3.075 Dis_loss: 1.471 Cls_loss: 1.997 Topk: N/A ada_p: 0.1083
[INFO] 2021-10-24 14:50:43 > Step: 35800 Progress: 8.9% Elapsed: 10:50:27 Gen_loss: 2.08 Dis_loss: 2.256 Cls_loss: 2.039 Topk: N/A ada_p: 0.1062
[INFO] 2021-10-24 14:52:23 > Step: 35900 Progress: 9.0% Elapsed: 10:52:07 Gen_loss: 3.095 Dis_loss: 1.324 Cls_loss: 1.953 Topk: N/A ada_p: 0.1061
[INFO] 2021-10-24 14:54:03 > Step: 36000 Progress: 9.0% Elapsed: 10:53:47 Gen_loss: 1.727 Dis_loss: 1.547 Cls_loss: 2.065 Topk: N/A ada_p: 0.1069
[INFO] 2021-10-24 14:54:03 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 14:54:05 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_36000.png
[INFO] 2021-10-24 14:54:06 > Start Evaluation (36000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 14:54:06 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 14:55:18 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 14:56:39 > Inception score (Step: 36000, 14630 generated images): 11.098177909851074
[INFO] 2021-10-24 14:56:39 > FID score (Step: 36000, Using train moments): 8.508946424131125
[INFO] 2021-10-24 14:56:39 > Best FID score (Step: 36000, Using train moments): 8.508946424131125
[INFO] 2021-10-24 14:57:00 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 14:58:41 > Step: 36100 Progress: 9.0% Elapsed: 10:58:25 Gen_loss: 2.607 Dis_loss: 2.01 Cls_loss: 2.015 Topk: N/A ada_p: 0.107
[INFO] 2021-10-24 15:00:21 > Step: 36200 Progress: 9.0% Elapsed: 11:00:05 Gen_loss: 3.434 Dis_loss: 1.389 Cls_loss: 2.039 Topk: N/A ada_p: 0.1093
[INFO] 2021-10-24 15:02:02 > Step: 36300 Progress: 9.1% Elapsed: 11:01:46 Gen_loss: 2.404 Dis_loss: 1.743 Cls_loss: 2.023 Topk: N/A ada_p: 0.1061
[INFO] 2021-10-24 15:03:42 > Step: 36400 Progress: 9.1% Elapsed: 11:03:26 Gen_loss: 3.596 Dis_loss: 1.563 Cls_loss: 2.154 Topk: N/A ada_p: 0.1053
[INFO] 2021-10-24 15:05:23 > Step: 36500 Progress: 9.1% Elapsed: 11:05:07 Gen_loss: 3.36 Dis_loss: 1.332 Cls_loss: 2.086 Topk: N/A ada_p: 0.1019
[INFO] 2021-10-24 15:07:04 > Step: 36600 Progress: 9.2% Elapsed: 11:06:48 Gen_loss: 2.516 Dis_loss: 1.754 Cls_loss: 1.99 Topk: N/A ada_p: 0.1055
[INFO] 2021-10-24 15:08:45 > Step: 36700 Progress: 9.2% Elapsed: 11:08:29 Gen_loss: 2.797 Dis_loss: 1.412 Cls_loss: 2.051 Topk: N/A ada_p: 0.1064
[INFO] 2021-10-24 15:10:26 > Step: 36800 Progress: 9.2% Elapsed: 11:10:10 Gen_loss: 2.029 Dis_loss: 1.611 Cls_loss: 2.05 Topk: N/A ada_p: 0.1056
[INFO] 2021-10-24 15:12:06 > Step: 36900 Progress: 9.2% Elapsed: 11:11:51 Gen_loss: 3.391 Dis_loss: 1.3 Cls_loss: 2.006 Topk: N/A ada_p: 0.1067
[INFO] 2021-10-24 15:13:47 > Step: 37000 Progress: 9.2% Elapsed: 11:13:31 Gen_loss: 2.574 Dis_loss: 1.164 Cls_loss: 2.0 Topk: N/A ada_p: 0.1001
[INFO] 2021-10-24 15:15:28 > Step: 37100 Progress: 9.3% Elapsed: 11:15:12 Gen_loss: 2.012 Dis_loss: 2.435 Cls_loss: 2.243 Topk: N/A ada_p: 0.09177
[INFO] 2021-10-24 15:17:09 > Step: 37200 Progress: 9.3% Elapsed: 11:16:53 Gen_loss: 3.605 Dis_loss: 1.194 Cls_loss: 2.006 Topk: N/A ada_p: 0.08665
[INFO] 2021-10-24 15:18:49 > Step: 37300 Progress: 9.3% Elapsed: 11:18:33 Gen_loss: 3.213 Dis_loss: 1.407 Cls_loss: 2.004 Topk: N/A ada_p: 0.1106
[INFO] 2021-10-24 15:20:30 > Step: 37400 Progress: 9.3% Elapsed: 11:20:14 Gen_loss: 2.222 Dis_loss: 1.777 Cls_loss: 2.045 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-24 15:22:11 > Step: 37500 Progress: 9.4% Elapsed: 11:21:55 Gen_loss: 2.991 Dis_loss: 1.381 Cls_loss: 1.973 Topk: N/A ada_p: 0.1171
[INFO] 2021-10-24 15:23:51 > Step: 37600 Progress: 9.4% Elapsed: 11:23:35 Gen_loss: 4.117 Dis_loss: 1.376 Cls_loss: 1.969 Topk: N/A ada_p: 0.1169
[INFO] 2021-10-24 15:25:32 > Step: 37700 Progress: 9.4% Elapsed: 11:25:16 Gen_loss: 2.627 Dis_loss: 1.575 Cls_loss: 2.01 Topk: N/A ada_p: 0.1144
[INFO] 2021-10-24 15:27:13 > Step: 37800 Progress: 9.4% Elapsed: 11:26:57 Gen_loss: 4.163 Dis_loss: 1.308 Cls_loss: 2.009 Topk: N/A ada_p: 0.1147
[INFO] 2021-10-24 15:28:54 > Step: 37900 Progress: 9.5% Elapsed: 11:28:38 Gen_loss: 2.708 Dis_loss: 1.609 Cls_loss: 2.082 Topk: N/A ada_p: 0.1187
[INFO] 2021-10-24 15:30:34 > Step: 38000 Progress: 9.5% Elapsed: 11:30:19 Gen_loss: 1.595 Dis_loss: 1.604 Cls_loss: 2.084 Topk: N/A ada_p: 0.1128
[INFO] 2021-10-24 15:30:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 15:30:36 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_38000.png
[INFO] 2021-10-24 15:30:38 > Start Evaluation (38000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 15:30:38 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 15:31:49 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 15:33:11 > Inception score (Step: 38000, 14630 generated images): 11.255541801452637
[INFO] 2021-10-24 15:33:11 > FID score (Step: 38000, Using train moments): 8.370051903576694
[INFO] 2021-10-24 15:33:11 > Best FID score (Step: 38000, Using train moments): 8.370051903576694
[INFO] 2021-10-24 15:33:32 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 15:35:12 > Step: 38100 Progress: 9.5% Elapsed: 11:34:56 Gen_loss: 4.047 Dis_loss: 1.903 Cls_loss: 2.13 Topk: N/A ada_p: 0.1108
[INFO] 2021-10-24 15:36:53 > Step: 38200 Progress: 9.6% Elapsed: 11:36:37 Gen_loss: 3.871 Dis_loss: 1.582 Cls_loss: 2.128 Topk: N/A ada_p: 0.1124
[INFO] 2021-10-24 15:38:32 > Step: 38300 Progress: 9.6% Elapsed: 11:38:16 Gen_loss: 2.633 Dis_loss: 1.922 Cls_loss: 2.0 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-24 15:40:13 > Step: 38400 Progress: 9.6% Elapsed: 11:39:57 Gen_loss: 2.624 Dis_loss: 1.457 Cls_loss: 2.022 Topk: N/A ada_p: 0.1074
[INFO] 2021-10-24 15:41:53 > Step: 38500 Progress: 9.6% Elapsed: 11:41:38 Gen_loss: 3.133 Dis_loss: 1.268 Cls_loss: 2.027 Topk: N/A ada_p: 0.1096
[INFO] 2021-10-24 15:43:34 > Step: 38600 Progress: 9.7% Elapsed: 11:43:18 Gen_loss: 2.99 Dis_loss: 1.136 Cls_loss: 2.034 Topk: N/A ada_p: 0.1085
[INFO] 2021-10-24 15:45:15 > Step: 38700 Progress: 9.7% Elapsed: 11:44:59 Gen_loss: 2.382 Dis_loss: 1.494 Cls_loss: 1.979 Topk: N/A ada_p: 0.1043
[INFO] 2021-10-24 15:46:56 > Step: 38800 Progress: 9.7% Elapsed: 11:46:40 Gen_loss: 2.915 Dis_loss: 2.163 Cls_loss: 2.017 Topk: N/A ada_p: 0.1041
[INFO] 2021-10-24 15:48:36 > Step: 38900 Progress: 9.7% Elapsed: 11:48:21 Gen_loss: 3.537 Dis_loss: 1.451 Cls_loss: 1.989 Topk: N/A ada_p: 0.1037
[INFO] 2021-10-24 15:50:17 > Step: 39000 Progress: 9.8% Elapsed: 11:50:01 Gen_loss: 2.941 Dis_loss: 1.686 Cls_loss: 2.046 Topk: N/A ada_p: 0.1032
[INFO] 2021-10-24 15:51:57 > Step: 39100 Progress: 9.8% Elapsed: 11:51:41 Gen_loss: 2.864 Dis_loss: 1.537 Cls_loss: 2.019 Topk: N/A ada_p: 0.1038
[INFO] 2021-10-24 15:53:38 > Step: 39200 Progress: 9.8% Elapsed: 11:53:22 Gen_loss: 2.886 Dis_loss: 2.331 Cls_loss: 2.215 Topk: N/A ada_p: 0.1056
[INFO] 2021-10-24 15:55:18 > Step: 39300 Progress: 9.8% Elapsed: 11:55:02 Gen_loss: 2.482 Dis_loss: 1.229 Cls_loss: 1.996 Topk: N/A ada_p: 0.1055
[INFO] 2021-10-24 15:56:58 > Step: 39400 Progress: 9.8% Elapsed: 11:56:42 Gen_loss: 5.6 Dis_loss: 1.359 Cls_loss: 2.003 Topk: N/A ada_p: 0.1085
[INFO] 2021-10-24 15:58:39 > Step: 39500 Progress: 9.9% Elapsed: 11:58:23 Gen_loss: 3.539 Dis_loss: 1.543 Cls_loss: 1.983 Topk: N/A ada_p: 0.1097
[INFO] 2021-10-24 16:00:19 > Step: 39600 Progress: 9.9% Elapsed: 12:00:03 Gen_loss: 3.262 Dis_loss: 1.135 Cls_loss: 1.991 Topk: N/A ada_p: 0.113
[INFO] 2021-10-24 16:02:00 > Step: 39700 Progress: 9.9% Elapsed: 12:01:44 Gen_loss: 3.469 Dis_loss: 1.539 Cls_loss: 2.036 Topk: N/A ada_p: 0.1065
[INFO] 2021-10-24 16:03:40 > Step: 39800 Progress: 10.0% Elapsed: 12:03:24 Gen_loss: 2.983 Dis_loss: 1.64 Cls_loss: 2.037 Topk: N/A ada_p: 0.1108
[INFO] 2021-10-24 16:05:20 > Step: 39900 Progress: 10.0% Elapsed: 12:05:04 Gen_loss: 2.185 Dis_loss: 1.509 Cls_loss: 2.009 Topk: N/A ada_p: 0.1123
[INFO] 2021-10-24 16:07:00 > Step: 40000 Progress: 10.0% Elapsed: 12:06:45 Gen_loss: 2.739 Dis_loss: 1.841 Cls_loss: 2.071 Topk: N/A ada_p: 0.1074
[INFO] 2021-10-24 16:07:01 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 16:07:03 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_40000.png
[INFO] 2021-10-24 16:07:04 > Start Evaluation (40000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 16:07:04 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 16:08:16 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 16:09:37 > Inception score (Step: 40000, 14630 generated images): 11.492280006408691
[INFO] 2021-10-24 16:09:37 > FID score (Step: 40000, Using train moments): 8.04795725090628
[INFO] 2021-10-24 16:09:37 > Best FID score (Step: 40000, Using train moments): 8.04795725090628
[INFO] 2021-10-24 16:09:59 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 16:11:40 > Step: 40100 Progress: 10.0% Elapsed: 12:11:24 Gen_loss: 4.01 Dis_loss: 1.634 Cls_loss: 2.056 Topk: N/A ada_p: 0.1121
[INFO] 2021-10-24 16:13:20 > Step: 40200 Progress: 10.1% Elapsed: 12:13:04 Gen_loss: 2.85 Dis_loss: 1.496 Cls_loss: 2.062 Topk: N/A ada_p: 0.1103
[INFO] 2021-10-24 16:15:01 > Step: 40300 Progress: 10.1% Elapsed: 12:14:45 Gen_loss: 3.315 Dis_loss: 1.374 Cls_loss: 2.042 Topk: N/A ada_p: 0.1112
[INFO] 2021-10-24 16:16:42 > Step: 40400 Progress: 10.1% Elapsed: 12:16:26 Gen_loss: 3.964 Dis_loss: 1.332 Cls_loss: 2.052 Topk: N/A ada_p: 0.1107
[INFO] 2021-10-24 16:18:23 > Step: 40500 Progress: 10.1% Elapsed: 12:18:07 Gen_loss: 2.777 Dis_loss: 1.176 Cls_loss: 2.007 Topk: N/A ada_p: 0.1032
[INFO] 2021-10-24 16:20:04 > Step: 40600 Progress: 10.2% Elapsed: 12:19:48 Gen_loss: 2.385 Dis_loss: 1.81 Cls_loss: 2.007 Topk: N/A ada_p: 0.1137
[INFO] 2021-10-24 16:21:44 > Step: 40700 Progress: 10.2% Elapsed: 12:21:28 Gen_loss: 3.131 Dis_loss: 1.224 Cls_loss: 2.019 Topk: N/A ada_p: 0.1115
[INFO] 2021-10-24 16:23:24 > Step: 40800 Progress: 10.2% Elapsed: 12:23:08 Gen_loss: 1.957 Dis_loss: 2.172 Cls_loss: 2.031 Topk: N/A ada_p: 0.1161
[INFO] 2021-10-24 16:25:05 > Step: 40900 Progress: 10.2% Elapsed: 12:24:49 Gen_loss: 3.633 Dis_loss: 1.358 Cls_loss: 2.007 Topk: N/A ada_p: 0.1172
[INFO] 2021-10-24 16:26:45 > Step: 41000 Progress: 10.2% Elapsed: 12:26:29 Gen_loss: 3.339 Dis_loss: 1.427 Cls_loss: 2.035 Topk: N/A ada_p: 0.1195
[INFO] 2021-10-24 16:28:25 > Step: 41100 Progress: 10.3% Elapsed: 12:28:09 Gen_loss: 2.604 Dis_loss: 1.487 Cls_loss: 2.055 Topk: N/A ada_p: 0.112
[INFO] 2021-10-24 16:30:06 > Step: 41200 Progress: 10.3% Elapsed: 12:29:50 Gen_loss: 2.575 Dis_loss: 2.176 Cls_loss: 2.146 Topk: N/A ada_p: 0.1128
[INFO] 2021-10-24 16:31:46 > Step: 41300 Progress: 10.3% Elapsed: 12:31:31 Gen_loss: 4.574 Dis_loss: 1.276 Cls_loss: 2.041 Topk: N/A ada_p: 0.1101
[INFO] 2021-10-24 16:33:27 > Step: 41400 Progress: 10.3% Elapsed: 12:33:11 Gen_loss: 2.544 Dis_loss: 1.579 Cls_loss: 1.978 Topk: N/A ada_p: 0.1088
[INFO] 2021-10-24 16:35:07 > Step: 41500 Progress: 10.4% Elapsed: 12:34:52 Gen_loss: 2.869 Dis_loss: 1.689 Cls_loss: 2.01 Topk: N/A ada_p: 0.1181
[INFO] 2021-10-24 16:36:47 > Step: 41600 Progress: 10.4% Elapsed: 12:36:31 Gen_loss: 1.964 Dis_loss: 1.88 Cls_loss: 2.058 Topk: N/A ada_p: 0.1146
[INFO] 2021-10-24 16:38:28 > Step: 41700 Progress: 10.4% Elapsed: 12:38:12 Gen_loss: 3.656 Dis_loss: 1.231 Cls_loss: 2.013 Topk: N/A ada_p: 0.1157
[INFO] 2021-10-24 16:40:09 > Step: 41800 Progress: 10.4% Elapsed: 12:39:53 Gen_loss: 4.001 Dis_loss: 1.349 Cls_loss: 2.046 Topk: N/A ada_p: 0.117
[INFO] 2021-10-24 16:41:50 > Step: 41900 Progress: 10.5% Elapsed: 12:41:34 Gen_loss: 2.554 Dis_loss: 1.386 Cls_loss: 2.091 Topk: N/A ada_p: 0.1184
[INFO] 2021-10-24 16:43:31 > Step: 42000 Progress: 10.5% Elapsed: 12:43:15 Gen_loss: 1.889 Dis_loss: 1.907 Cls_loss: 2.114 Topk: N/A ada_p: 0.1238
[INFO] 2021-10-24 16:43:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 16:43:33 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_42000.png
[INFO] 2021-10-24 16:43:34 > Start Evaluation (42000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 16:43:34 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 16:44:46 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 16:46:07 > Inception score (Step: 42000, 14630 generated images): 11.58368968963623
[INFO] 2021-10-24 16:46:07 > FID score (Step: 42000, Using train moments): 7.651594418757213
[INFO] 2021-10-24 16:46:07 > Best FID score (Step: 42000, Using train moments): 7.651594418757213
[INFO] 2021-10-24 16:46:29 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 16:48:10 > Step: 42100 Progress: 10.5% Elapsed: 12:47:54 Gen_loss: 2.54 Dis_loss: 1.711 Cls_loss: 1.986 Topk: N/A ada_p: 0.1236
[INFO] 2021-10-24 16:49:51 > Step: 42200 Progress: 10.5% Elapsed: 12:49:35 Gen_loss: 3.76 Dis_loss: 1.269 Cls_loss: 2.054 Topk: N/A ada_p: 0.127
[INFO] 2021-10-24 16:51:31 > Step: 42300 Progress: 10.6% Elapsed: 12:51:16 Gen_loss: 2.903 Dis_loss: 1.231 Cls_loss: 1.945 Topk: N/A ada_p: 0.1271
[INFO] 2021-10-24 16:53:11 > Step: 42400 Progress: 10.6% Elapsed: 12:52:55 Gen_loss: 3.498 Dis_loss: 1.317 Cls_loss: 2.127 Topk: N/A ada_p: 0.1258
[INFO] 2021-10-24 16:54:52 > Step: 42500 Progress: 10.6% Elapsed: 12:54:36 Gen_loss: 2.856 Dis_loss: 1.404 Cls_loss: 2.108 Topk: N/A ada_p: 0.1277
[INFO] 2021-10-24 16:56:33 > Step: 42600 Progress: 10.7% Elapsed: 12:56:17 Gen_loss: 2.355 Dis_loss: 1.45 Cls_loss: 2.037 Topk: N/A ada_p: 0.1288
[INFO] 2021-10-24 16:58:13 > Step: 42700 Progress: 10.7% Elapsed: 12:57:58 Gen_loss: 4.273 Dis_loss: 1.278 Cls_loss: 2.092 Topk: N/A ada_p: 0.1256
[INFO] 2021-10-24 16:59:54 > Step: 42800 Progress: 10.7% Elapsed: 12:59:38 Gen_loss: 3.022 Dis_loss: 2.035 Cls_loss: 1.975 Topk: N/A ada_p: 0.1268
[INFO] 2021-10-24 17:01:35 > Step: 42900 Progress: 10.7% Elapsed: 13:01:19 Gen_loss: 2.43 Dis_loss: 1.317 Cls_loss: 2.008 Topk: N/A ada_p: 0.128
[INFO] 2021-10-24 17:03:15 > Step: 43000 Progress: 10.8% Elapsed: 13:03:00 Gen_loss: 2.583 Dis_loss: 1.486 Cls_loss: 2.054 Topk: N/A ada_p: 0.1267
[INFO] 2021-10-24 17:04:56 > Step: 43100 Progress: 10.8% Elapsed: 13:04:40 Gen_loss: 3.171 Dis_loss: 1.4 Cls_loss: 2.097 Topk: N/A ada_p: 0.1187
[INFO] 2021-10-24 17:06:36 > Step: 43200 Progress: 10.8% Elapsed: 13:06:20 Gen_loss: 2.559 Dis_loss: 1.55 Cls_loss: 2.031 Topk: N/A ada_p: 0.1215
[INFO] 2021-10-24 17:08:16 > Step: 43300 Progress: 10.8% Elapsed: 13:08:00 Gen_loss: 4.462 Dis_loss: 1.415 Cls_loss: 2.151 Topk: N/A ada_p: 0.1249
[INFO] 2021-10-24 17:09:57 > Step: 43400 Progress: 10.8% Elapsed: 13:09:41 Gen_loss: 2.019 Dis_loss: 1.824 Cls_loss: 2.052 Topk: N/A ada_p: 0.1257
[INFO] 2021-10-24 17:11:38 > Step: 43500 Progress: 10.9% Elapsed: 13:11:22 Gen_loss: 3.098 Dis_loss: 1.455 Cls_loss: 2.026 Topk: N/A ada_p: 0.1245
[INFO] 2021-10-24 17:13:19 > Step: 43600 Progress: 10.9% Elapsed: 13:13:03 Gen_loss: 3.854 Dis_loss: 1.465 Cls_loss: 1.987 Topk: N/A ada_p: 0.1217
[INFO] 2021-10-24 17:15:00 > Step: 43700 Progress: 10.9% Elapsed: 13:14:44 Gen_loss: 4.513 Dis_loss: 1.322 Cls_loss: 2.008 Topk: N/A ada_p: 0.1224
[INFO] 2021-10-24 17:16:41 > Step: 43800 Progress: 10.9% Elapsed: 13:16:25 Gen_loss: 3.838 Dis_loss: 1.297 Cls_loss: 2.056 Topk: N/A ada_p: 0.1124
[INFO] 2021-10-24 17:18:21 > Step: 43900 Progress: 11.0% Elapsed: 13:18:06 Gen_loss: 2.778 Dis_loss: 1.486 Cls_loss: 2.009 Topk: N/A ada_p: 0.122
[INFO] 2021-10-24 17:20:01 > Step: 44000 Progress: 11.0% Elapsed: 13:19:45 Gen_loss: 2.547 Dis_loss: 1.799 Cls_loss: 2.006 Topk: N/A ada_p: 0.1268
[INFO] 2021-10-24 17:20:01 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 17:20:03 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_44000.png
[INFO] 2021-10-24 17:20:05 > Start Evaluation (44000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 17:20:05 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 17:21:16 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 17:22:37 > Inception score (Step: 44000, 14630 generated images): 11.562541007995605
[INFO] 2021-10-24 17:22:37 > FID score (Step: 44000, Using train moments): 7.907184717391459
[INFO] 2021-10-24 17:22:37 > Best FID score (Step: 42000, Using train moments): 7.651594418757213
[INFO] 2021-10-24 17:22:48 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 17:24:32 > Step: 44100 Progress: 11.0% Elapsed: 13:24:16 Gen_loss: 3.458 Dis_loss: 1.326 Cls_loss: 2.011 Topk: N/A ada_p: 0.1285
[INFO] 2021-10-24 17:26:13 > Step: 44200 Progress: 11.1% Elapsed: 13:25:57 Gen_loss: 2.738 Dis_loss: 1.638 Cls_loss: 2.049 Topk: N/A ada_p: 0.1195
[INFO] 2021-10-24 17:27:54 > Step: 44300 Progress: 11.1% Elapsed: 13:27:38 Gen_loss: 3.199 Dis_loss: 1.288 Cls_loss: 1.993 Topk: N/A ada_p: 0.122
[INFO] 2021-10-24 17:29:35 > Step: 44400 Progress: 11.1% Elapsed: 13:29:19 Gen_loss: 2.837 Dis_loss: 1.318 Cls_loss: 2.017 Topk: N/A ada_p: 0.1238
[INFO] 2021-10-24 17:31:21 > Step: 44500 Progress: 11.1% Elapsed: 13:31:05 Gen_loss: 2.374 Dis_loss: 1.663 Cls_loss: 2.038 Topk: N/A ada_p: 0.1183
[INFO] 2021-10-24 17:33:03 > Step: 44600 Progress: 11.2% Elapsed: 13:32:47 Gen_loss: 4.093 Dis_loss: 1.41 Cls_loss: 2.019 Topk: N/A ada_p: 0.119
[INFO] 2021-10-24 17:34:43 > Step: 44700 Progress: 11.2% Elapsed: 13:34:27 Gen_loss: 1.314 Dis_loss: 2.151 Cls_loss: 2.204 Topk: N/A ada_p: 0.123
[INFO] 2021-10-24 17:36:23 > Step: 44800 Progress: 11.2% Elapsed: 13:36:07 Gen_loss: 3.381 Dis_loss: 1.19 Cls_loss: 2.101 Topk: N/A ada_p: 0.1176
[INFO] 2021-10-24 17:38:03 > Step: 44900 Progress: 11.2% Elapsed: 13:37:47 Gen_loss: 2.256 Dis_loss: 1.587 Cls_loss: 1.964 Topk: N/A ada_p: 0.1203
[INFO] 2021-10-24 17:39:43 > Step: 45000 Progress: 11.2% Elapsed: 13:39:28 Gen_loss: 4.314 Dis_loss: 1.261 Cls_loss: 2.067 Topk: N/A ada_p: 0.1162
[INFO] 2021-10-24 17:41:24 > Step: 45100 Progress: 11.3% Elapsed: 13:41:08 Gen_loss: 2.767 Dis_loss: 1.431 Cls_loss: 2.05 Topk: N/A ada_p: 0.113
[INFO] 2021-10-24 17:43:05 > Step: 45200 Progress: 11.3% Elapsed: 13:42:49 Gen_loss: 3.62 Dis_loss: 1.444 Cls_loss: 2.041 Topk: N/A ada_p: 0.1176
[INFO] 2021-10-24 17:44:45 > Step: 45300 Progress: 11.3% Elapsed: 13:44:29 Gen_loss: 2.736 Dis_loss: 1.34 Cls_loss: 2.0 Topk: N/A ada_p: 0.1221
[INFO] 2021-10-24 17:46:25 > Step: 45400 Progress: 11.3% Elapsed: 13:46:10 Gen_loss: 3.104 Dis_loss: 1.787 Cls_loss: 2.067 Topk: N/A ada_p: 0.1221
[INFO] 2021-10-24 17:48:06 > Step: 45500 Progress: 11.4% Elapsed: 13:47:50 Gen_loss: 3.036 Dis_loss: 1.384 Cls_loss: 2.006 Topk: N/A ada_p: 0.1225
[INFO] 2021-10-24 17:49:46 > Step: 45600 Progress: 11.4% Elapsed: 13:49:30 Gen_loss: 3.033 Dis_loss: 1.73 Cls_loss: 2.121 Topk: N/A ada_p: 0.1212
[INFO] 2021-10-24 17:51:26 > Step: 45700 Progress: 11.4% Elapsed: 13:51:11 Gen_loss: 4.294 Dis_loss: 1.227 Cls_loss: 2.026 Topk: N/A ada_p: 0.1208
[INFO] 2021-10-24 17:53:07 > Step: 45800 Progress: 11.5% Elapsed: 13:52:51 Gen_loss: 3.046 Dis_loss: 1.318 Cls_loss: 2.109 Topk: N/A ada_p: 0.1208
[INFO] 2021-10-24 17:54:47 > Step: 45900 Progress: 11.5% Elapsed: 13:54:32 Gen_loss: 2.519 Dis_loss: 1.861 Cls_loss: 1.996 Topk: N/A ada_p: 0.1227
[INFO] 2021-10-24 17:56:28 > Step: 46000 Progress: 11.5% Elapsed: 13:56:12 Gen_loss: 3.651 Dis_loss: 1.319 Cls_loss: 2.107 Topk: N/A ada_p: 0.1227
[INFO] 2021-10-24 17:56:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 17:56:31 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_46000.png
[INFO] 2021-10-24 17:56:32 > Start Evaluation (46000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 17:56:32 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 17:57:44 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 17:59:05 > Inception score (Step: 46000, 14630 generated images): 11.640806198120117
[INFO] 2021-10-24 17:59:05 > FID score (Step: 46000, Using train moments): 7.631247619748393
[INFO] 2021-10-24 17:59:05 > Best FID score (Step: 46000, Using train moments): 7.631247619748393
[INFO] 2021-10-24 17:59:25 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 18:01:06 > Step: 46100 Progress: 11.5% Elapsed: 14:00:50 Gen_loss: 3.311 Dis_loss: 1.494 Cls_loss: 2.034 Topk: N/A ada_p: 0.1193
[INFO] 2021-10-24 18:02:46 > Step: 46200 Progress: 11.6% Elapsed: 14:02:30 Gen_loss: 2.931 Dis_loss: 1.833 Cls_loss: 2.011 Topk: N/A ada_p: 0.119
[INFO] 2021-10-24 18:04:27 > Step: 46300 Progress: 11.6% Elapsed: 14:04:11 Gen_loss: 3.86 Dis_loss: 1.351 Cls_loss: 2.011 Topk: N/A ada_p: 0.123
[INFO] 2021-10-24 18:06:08 > Step: 46400 Progress: 11.6% Elapsed: 14:05:52 Gen_loss: 2.82 Dis_loss: 1.428 Cls_loss: 2.011 Topk: N/A ada_p: 0.1248
[INFO] 2021-10-24 18:07:48 > Step: 46500 Progress: 11.6% Elapsed: 14:07:32 Gen_loss: 2.58 Dis_loss: 1.694 Cls_loss: 2.024 Topk: N/A ada_p: 0.1331
[INFO] 2021-10-24 18:09:29 > Step: 46600 Progress: 11.7% Elapsed: 14:09:13 Gen_loss: 2.16 Dis_loss: 1.735 Cls_loss: 1.998 Topk: N/A ada_p: 0.1364
[INFO] 2021-10-24 18:11:09 > Step: 46700 Progress: 11.7% Elapsed: 14:10:53 Gen_loss: 2.504 Dis_loss: 1.29 Cls_loss: 2.024 Topk: N/A ada_p: 0.1353
[INFO] 2021-10-24 18:12:50 > Step: 46800 Progress: 11.7% Elapsed: 14:12:34 Gen_loss: 1.567 Dis_loss: 1.783 Cls_loss: 2.012 Topk: N/A ada_p: 0.1399
[INFO] 2021-10-24 18:14:30 > Step: 46900 Progress: 11.7% Elapsed: 14:14:14 Gen_loss: 3.09 Dis_loss: 1.382 Cls_loss: 2.068 Topk: N/A ada_p: 0.1375
[INFO] 2021-10-24 18:16:11 > Step: 47000 Progress: 11.8% Elapsed: 14:15:55 Gen_loss: 2.084 Dis_loss: 1.774 Cls_loss: 2.054 Topk: N/A ada_p: 0.14
[INFO] 2021-10-24 18:17:52 > Step: 47100 Progress: 11.8% Elapsed: 14:17:36 Gen_loss: 2.724 Dis_loss: 1.465 Cls_loss: 2.079 Topk: N/A ada_p: 0.1368
[INFO] 2021-10-24 18:19:33 > Step: 47200 Progress: 11.8% Elapsed: 14:19:17 Gen_loss: 4.174 Dis_loss: 1.646 Cls_loss: 1.989 Topk: N/A ada_p: 0.1332
[INFO] 2021-10-24 18:21:14 > Step: 47300 Progress: 11.8% Elapsed: 14:20:58 Gen_loss: 3.251 Dis_loss: 1.549 Cls_loss: 1.973 Topk: N/A ada_p: 0.1387
[INFO] 2021-10-24 18:22:55 > Step: 47400 Progress: 11.8% Elapsed: 14:22:39 Gen_loss: 2.35 Dis_loss: 1.404 Cls_loss: 2.075 Topk: N/A ada_p: 0.138
[INFO] 2021-10-24 18:24:36 > Step: 47500 Progress: 11.9% Elapsed: 14:24:20 Gen_loss: 2.692 Dis_loss: 1.377 Cls_loss: 2.0 Topk: N/A ada_p: 0.1404
[INFO] 2021-10-24 18:26:17 > Step: 47600 Progress: 11.9% Elapsed: 14:26:01 Gen_loss: 1.929 Dis_loss: 2.006 Cls_loss: 2.131 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-24 18:27:57 > Step: 47700 Progress: 11.9% Elapsed: 14:27:42 Gen_loss: 3.607 Dis_loss: 1.435 Cls_loss: 2.11 Topk: N/A ada_p: 0.1341
[INFO] 2021-10-24 18:29:39 > Step: 47800 Progress: 11.9% Elapsed: 14:29:23 Gen_loss: 2.916 Dis_loss: 1.213 Cls_loss: 2.045 Topk: N/A ada_p: 0.1341
[INFO] 2021-10-24 18:31:19 > Step: 47900 Progress: 12.0% Elapsed: 14:31:03 Gen_loss: 3.238 Dis_loss: 1.29 Cls_loss: 2.045 Topk: N/A ada_p: 0.135
[INFO] 2021-10-24 18:33:00 > Step: 48000 Progress: 12.0% Elapsed: 14:32:44 Gen_loss: 3.231 Dis_loss: 1.873 Cls_loss: 1.989 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-24 18:33:00 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 18:33:01 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_48000.png
[INFO] 2021-10-24 18:33:03 > Start Evaluation (48000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 18:33:03 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 18:34:14 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 18:35:36 > Inception score (Step: 48000, 14630 generated images): 11.588471412658691
[INFO] 2021-10-24 18:35:36 > FID score (Step: 48000, Using train moments): 7.460083119547562
[INFO] 2021-10-24 18:35:36 > Best FID score (Step: 48000, Using train moments): 7.460083119547562
[INFO] 2021-10-24 18:35:57 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 18:37:37 > Step: 48100 Progress: 12.0% Elapsed: 14:37:21 Gen_loss: 3.546 Dis_loss: 1.22 Cls_loss: 2.037 Topk: N/A ada_p: 0.1352
[INFO] 2021-10-24 18:39:18 > Step: 48200 Progress: 12.0% Elapsed: 14:39:02 Gen_loss: 3.348 Dis_loss: 1.535 Cls_loss: 2.039 Topk: N/A ada_p: 0.1395
[INFO] 2021-10-24 18:40:58 > Step: 48300 Progress: 12.1% Elapsed: 14:40:42 Gen_loss: 1.964 Dis_loss: 1.806 Cls_loss: 2.017 Topk: N/A ada_p: 0.1379
[INFO] 2021-10-24 18:42:39 > Step: 48400 Progress: 12.1% Elapsed: 14:42:23 Gen_loss: 4.548 Dis_loss: 1.145 Cls_loss: 2.187 Topk: N/A ada_p: 0.1409
[INFO] 2021-10-24 18:44:20 > Step: 48500 Progress: 12.1% Elapsed: 14:44:04 Gen_loss: 3.334 Dis_loss: 1.496 Cls_loss: 2.034 Topk: N/A ada_p: 0.1426
[INFO] 2021-10-24 18:46:01 > Step: 48600 Progress: 12.2% Elapsed: 14:45:45 Gen_loss: 2.329 Dis_loss: 1.706 Cls_loss: 2.14 Topk: N/A ada_p: 0.1416
[INFO] 2021-10-24 18:47:42 > Step: 48700 Progress: 12.2% Elapsed: 14:47:26 Gen_loss: 2.585 Dis_loss: 1.519 Cls_loss: 1.999 Topk: N/A ada_p: 0.1343
[INFO] 2021-10-24 18:49:23 > Step: 48800 Progress: 12.2% Elapsed: 14:49:07 Gen_loss: 3.272 Dis_loss: 1.184 Cls_loss: 1.992 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-24 18:51:03 > Step: 48900 Progress: 12.2% Elapsed: 14:50:48 Gen_loss: 3.413 Dis_loss: 1.408 Cls_loss: 2.048 Topk: N/A ada_p: 0.1469
[INFO] 2021-10-24 18:52:46 > Step: 49000 Progress: 12.2% Elapsed: 14:52:30 Gen_loss: 3.553 Dis_loss: 1.811 Cls_loss: 2.003 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-24 18:54:27 > Step: 49100 Progress: 12.3% Elapsed: 14:54:11 Gen_loss: 2.634 Dis_loss: 1.656 Cls_loss: 2.086 Topk: N/A ada_p: 0.1453
[INFO] 2021-10-24 18:56:09 > Step: 49200 Progress: 12.3% Elapsed: 14:55:53 Gen_loss: 2.422 Dis_loss: 1.531 Cls_loss: 2.013 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-24 18:57:49 > Step: 49300 Progress: 12.3% Elapsed: 14:57:34 Gen_loss: 3.042 Dis_loss: 1.564 Cls_loss: 2.077 Topk: N/A ada_p: 0.1428
[INFO] 2021-10-24 18:59:30 > Step: 49400 Progress: 12.3% Elapsed: 14:59:14 Gen_loss: 1.789 Dis_loss: 1.445 Cls_loss: 2.042 Topk: N/A ada_p: 0.1411
[INFO] 2021-10-24 19:01:11 > Step: 49500 Progress: 12.4% Elapsed: 15:00:56 Gen_loss: 2.477 Dis_loss: 1.592 Cls_loss: 2.05 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-24 19:02:52 > Step: 49600 Progress: 12.4% Elapsed: 15:02:36 Gen_loss: 2.263 Dis_loss: 1.858 Cls_loss: 2.041 Topk: N/A ada_p: 0.1481
[INFO] 2021-10-24 19:04:32 > Step: 49700 Progress: 12.4% Elapsed: 15:04:17 Gen_loss: 4.93 Dis_loss: 1.415 Cls_loss: 2.087 Topk: N/A ada_p: 0.1451
[INFO] 2021-10-24 19:06:13 > Step: 49800 Progress: 12.4% Elapsed: 15:05:57 Gen_loss: 3.793 Dis_loss: 1.471 Cls_loss: 2.027 Topk: N/A ada_p: 0.1462
[INFO] 2021-10-24 19:07:54 > Step: 49900 Progress: 12.5% Elapsed: 15:07:38 Gen_loss: 3.772 Dis_loss: 1.448 Cls_loss: 2.029 Topk: N/A ada_p: 0.1471
[INFO] 2021-10-24 19:09:35 > Step: 50000 Progress: 12.5% Elapsed: 15:09:19 Gen_loss: 3.108 Dis_loss: 1.126 Cls_loss: 2.031 Topk: N/A ada_p: 0.1432
[INFO] 2021-10-24 19:09:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 19:09:36 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_50000.png
[INFO] 2021-10-24 19:09:38 > Start Evaluation (50000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 19:09:38 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 19:10:49 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 19:12:11 > Inception score (Step: 50000, 14630 generated images): 11.966897964477539
[INFO] 2021-10-24 19:12:11 > FID score (Step: 50000, Using train moments): 7.659644540436119
[INFO] 2021-10-24 19:12:11 > Best FID score (Step: 48000, Using train moments): 7.460083119547562
[INFO] 2021-10-24 19:12:21 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 19:14:02 > Step: 50100 Progress: 12.5% Elapsed: 15:13:46 Gen_loss: 3.521 Dis_loss: 1.323 Cls_loss: 2.081 Topk: N/A ada_p: 0.1595
[INFO] 2021-10-24 19:15:43 > Step: 50200 Progress: 12.6% Elapsed: 15:15:27 Gen_loss: 4.351 Dis_loss: 1.766 Cls_loss: 2.05 Topk: N/A ada_p: 0.1636
[INFO] 2021-10-24 19:17:24 > Step: 50300 Progress: 12.6% Elapsed: 15:17:08 Gen_loss: 2.465 Dis_loss: 1.618 Cls_loss: 1.986 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-24 19:19:04 > Step: 50400 Progress: 12.6% Elapsed: 15:18:49 Gen_loss: 2.202 Dis_loss: 1.773 Cls_loss: 2.009 Topk: N/A ada_p: 0.1594
[INFO] 2021-10-24 19:20:45 > Step: 50500 Progress: 12.6% Elapsed: 15:20:29 Gen_loss: 2.437 Dis_loss: 2.133 Cls_loss: 2.047 Topk: N/A ada_p: 0.1574
[INFO] 2021-10-24 19:22:25 > Step: 50600 Progress: 12.7% Elapsed: 15:22:09 Gen_loss: 2.514 Dis_loss: 2.097 Cls_loss: 2.011 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-24 19:24:06 > Step: 50700 Progress: 12.7% Elapsed: 15:23:50 Gen_loss: 3.215 Dis_loss: 1.445 Cls_loss: 2.02 Topk: N/A ada_p: 0.154
[INFO] 2021-10-24 19:25:48 > Step: 50800 Progress: 12.7% Elapsed: 15:25:32 Gen_loss: 5.067 Dis_loss: 1.63 Cls_loss: 1.987 Topk: N/A ada_p: 0.154
[INFO] 2021-10-24 19:27:29 > Step: 50900 Progress: 12.7% Elapsed: 15:27:13 Gen_loss: 2.451 Dis_loss: 1.441 Cls_loss: 2.048 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-24 19:29:10 > Step: 51000 Progress: 12.8% Elapsed: 15:28:54 Gen_loss: 4.413 Dis_loss: 1.2 Cls_loss: 2.007 Topk: N/A ada_p: 0.1523
[INFO] 2021-10-24 19:30:50 > Step: 51100 Progress: 12.8% Elapsed: 15:30:35 Gen_loss: 2.726 Dis_loss: 1.316 Cls_loss: 1.96 Topk: N/A ada_p: 0.153
[INFO] 2021-10-24 19:32:31 > Step: 51200 Progress: 12.8% Elapsed: 15:32:15 Gen_loss: 3.013 Dis_loss: 1.429 Cls_loss: 1.996 Topk: N/A ada_p: 0.1496
[INFO] 2021-10-24 19:34:11 > Step: 51300 Progress: 12.8% Elapsed: 15:33:55 Gen_loss: 2.512 Dis_loss: 2.078 Cls_loss: 2.022 Topk: N/A ada_p: 0.1495
[INFO] 2021-10-24 19:35:52 > Step: 51400 Progress: 12.8% Elapsed: 15:35:36 Gen_loss: 2.358 Dis_loss: 2.199 Cls_loss: 2.024 Topk: N/A ada_p: 0.1516
[INFO] 2021-10-24 19:37:33 > Step: 51500 Progress: 12.9% Elapsed: 15:37:17 Gen_loss: 2.432 Dis_loss: 1.201 Cls_loss: 2.005 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-24 19:39:14 > Step: 51600 Progress: 12.9% Elapsed: 15:38:58 Gen_loss: 4.096 Dis_loss: 1.609 Cls_loss: 1.993 Topk: N/A ada_p: 0.1494
[INFO] 2021-10-24 19:40:55 > Step: 51700 Progress: 12.9% Elapsed: 15:40:39 Gen_loss: 3.356 Dis_loss: 1.78 Cls_loss: 2.086 Topk: N/A ada_p: 0.148
[INFO] 2021-10-24 19:42:35 > Step: 51800 Progress: 13.0% Elapsed: 15:42:20 Gen_loss: 4.187 Dis_loss: 1.089 Cls_loss: 2.009 Topk: N/A ada_p: 0.1436
[INFO] 2021-10-24 19:44:16 > Step: 51900 Progress: 13.0% Elapsed: 15:44:00 Gen_loss: 2.37 Dis_loss: 1.727 Cls_loss: 2.111 Topk: N/A ada_p: 0.1448
[INFO] 2021-10-24 19:45:57 > Step: 52000 Progress: 13.0% Elapsed: 15:45:41 Gen_loss: 2.377 Dis_loss: 2.584 Cls_loss: 2.061 Topk: N/A ada_p: 0.142
[INFO] 2021-10-24 19:45:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 19:45:58 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_52000.png
[INFO] 2021-10-24 19:46:00 > Start Evaluation (52000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 19:46:00 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 19:47:11 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 19:48:33 > Inception score (Step: 52000, 14630 generated images): 11.808466911315918
[INFO] 2021-10-24 19:48:33 > FID score (Step: 52000, Using train moments): 7.631925239315279
[INFO] 2021-10-24 19:48:33 > Best FID score (Step: 48000, Using train moments): 7.460083119547562
[INFO] 2021-10-24 19:48:43 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 19:50:24 > Step: 52100 Progress: 13.0% Elapsed: 15:50:08 Gen_loss: 2.011 Dis_loss: 1.712 Cls_loss: 2.181 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-24 19:52:04 > Step: 52200 Progress: 13.1% Elapsed: 15:51:48 Gen_loss: 2.032 Dis_loss: 2.056 Cls_loss: 2.134 Topk: N/A ada_p: 0.1469
[INFO] 2021-10-24 19:53:45 > Step: 52300 Progress: 13.1% Elapsed: 15:53:29 Gen_loss: 2.531 Dis_loss: 1.307 Cls_loss: 1.964 Topk: N/A ada_p: 0.1391
[INFO] 2021-10-24 19:55:25 > Step: 52400 Progress: 13.1% Elapsed: 15:55:09 Gen_loss: 2.026 Dis_loss: 1.619 Cls_loss: 1.997 Topk: N/A ada_p: 0.1422
[INFO] 2021-10-24 19:57:06 > Step: 52500 Progress: 13.1% Elapsed: 15:56:50 Gen_loss: 2.282 Dis_loss: 1.527 Cls_loss: 1.998 Topk: N/A ada_p: 0.1457
[INFO] 2021-10-24 19:58:48 > Step: 52600 Progress: 13.2% Elapsed: 15:58:32 Gen_loss: 5.77 Dis_loss: 2.447 Cls_loss: 2.09 Topk: N/A ada_p: 0.1454
[INFO] 2021-10-24 20:00:29 > Step: 52700 Progress: 13.2% Elapsed: 16:00:13 Gen_loss: 2.825 Dis_loss: 1.476 Cls_loss: 2.03 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-24 20:02:09 > Step: 52800 Progress: 13.2% Elapsed: 16:01:53 Gen_loss: 1.816 Dis_loss: 2.276 Cls_loss: 2.077 Topk: N/A ada_p: 0.1445
[INFO] 2021-10-24 20:03:50 > Step: 52900 Progress: 13.2% Elapsed: 16:03:34 Gen_loss: 2.676 Dis_loss: 1.444 Cls_loss: 2.054 Topk: N/A ada_p: 0.1487
[INFO] 2021-10-24 20:05:30 > Step: 53000 Progress: 13.2% Elapsed: 16:05:14 Gen_loss: 3.793 Dis_loss: 1.488 Cls_loss: 2.056 Topk: N/A ada_p: 0.1528
[INFO] 2021-10-24 20:07:11 > Step: 53100 Progress: 13.3% Elapsed: 16:06:55 Gen_loss: 2.482 Dis_loss: 1.732 Cls_loss: 2.025 Topk: N/A ada_p: 0.1578
[INFO] 2021-10-24 20:08:51 > Step: 53200 Progress: 13.3% Elapsed: 16:08:36 Gen_loss: 3.357 Dis_loss: 1.422 Cls_loss: 2.041 Topk: N/A ada_p: 0.1532
[INFO] 2021-10-24 20:10:33 > Step: 53300 Progress: 13.3% Elapsed: 16:10:17 Gen_loss: 2.567 Dis_loss: 1.559 Cls_loss: 2.009 Topk: N/A ada_p: 0.149
[INFO] 2021-10-24 20:12:13 > Step: 53400 Progress: 13.4% Elapsed: 16:11:57 Gen_loss: 4.108 Dis_loss: 1.311 Cls_loss: 2.015 Topk: N/A ada_p: 0.148
[INFO] 2021-10-24 20:13:54 > Step: 53500 Progress: 13.4% Elapsed: 16:13:38 Gen_loss: 2.548 Dis_loss: 1.301 Cls_loss: 1.966 Topk: N/A ada_p: 0.1489
[INFO] 2021-10-24 20:15:34 > Step: 53600 Progress: 13.4% Elapsed: 16:15:18 Gen_loss: 2.3 Dis_loss: 1.361 Cls_loss: 1.889 Topk: N/A ada_p: 0.1484
[INFO] 2021-10-24 20:17:14 > Step: 53700 Progress: 13.4% Elapsed: 16:16:59 Gen_loss: 5.119 Dis_loss: 1.723 Cls_loss: 2.158 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-24 20:18:54 > Step: 53800 Progress: 13.5% Elapsed: 16:18:38 Gen_loss: 3.648 Dis_loss: 1.199 Cls_loss: 1.922 Topk: N/A ada_p: 0.1441
[INFO] 2021-10-24 20:20:34 > Step: 53900 Progress: 13.5% Elapsed: 16:20:19 Gen_loss: 2.448 Dis_loss: 1.973 Cls_loss: 2.029 Topk: N/A ada_p: 0.1463
[INFO] 2021-10-24 20:22:15 > Step: 54000 Progress: 13.5% Elapsed: 16:21:59 Gen_loss: 2.703 Dis_loss: 1.725 Cls_loss: 2.001 Topk: N/A ada_p: 0.143
[INFO] 2021-10-24 20:22:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 20:22:17 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_54000.png
[INFO] 2021-10-24 20:22:18 > Start Evaluation (54000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 20:22:18 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 20:23:30 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 20:24:51 > Inception score (Step: 54000, 14630 generated images): 11.81810188293457
[INFO] 2021-10-24 20:24:51 > FID score (Step: 54000, Using train moments): 7.25312177418067
[INFO] 2021-10-24 20:24:51 > Best FID score (Step: 54000, Using train moments): 7.25312177418067
[INFO] 2021-10-24 20:25:13 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 20:26:53 > Step: 54100 Progress: 13.5% Elapsed: 16:26:37 Gen_loss: 2.395 Dis_loss: 1.481 Cls_loss: 2.051 Topk: N/A ada_p: 0.151
[INFO] 2021-10-24 20:28:34 > Step: 54200 Progress: 13.6% Elapsed: 16:28:18 Gen_loss: 3.726 Dis_loss: 1.275 Cls_loss: 2.014 Topk: N/A ada_p: 0.1469
[INFO] 2021-10-24 20:30:15 > Step: 54300 Progress: 13.6% Elapsed: 16:29:59 Gen_loss: 2.48 Dis_loss: 1.494 Cls_loss: 2.008 Topk: N/A ada_p: 0.1512
[INFO] 2021-10-24 20:31:55 > Step: 54400 Progress: 13.6% Elapsed: 16:31:39 Gen_loss: 3.059 Dis_loss: 1.385 Cls_loss: 2.028 Topk: N/A ada_p: 0.1509
[INFO] 2021-10-24 20:33:36 > Step: 54500 Progress: 13.6% Elapsed: 16:33:20 Gen_loss: 2.716 Dis_loss: 1.507 Cls_loss: 1.991 Topk: N/A ada_p: 0.1498
[INFO] 2021-10-24 20:35:16 > Step: 54600 Progress: 13.7% Elapsed: 16:35:00 Gen_loss: 1.684 Dis_loss: 1.997 Cls_loss: 2.072 Topk: N/A ada_p: 0.1472
[INFO] 2021-10-24 20:36:56 > Step: 54700 Progress: 13.7% Elapsed: 16:36:40 Gen_loss: 4.416 Dis_loss: 1.271 Cls_loss: 2.039 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-24 20:38:37 > Step: 54800 Progress: 13.7% Elapsed: 16:38:21 Gen_loss: 4.244 Dis_loss: 1.542 Cls_loss: 1.988 Topk: N/A ada_p: 0.1486
[INFO] 2021-10-24 20:40:17 > Step: 54900 Progress: 13.7% Elapsed: 16:40:01 Gen_loss: 3.212 Dis_loss: 1.348 Cls_loss: 2.032 Topk: N/A ada_p: 0.1485
[INFO] 2021-10-24 20:41:57 > Step: 55000 Progress: 13.8% Elapsed: 16:41:41 Gen_loss: 2.863 Dis_loss: 2.416 Cls_loss: 2.049 Topk: N/A ada_p: 0.1564
[INFO] 2021-10-24 20:43:38 > Step: 55100 Progress: 13.8% Elapsed: 16:43:22 Gen_loss: 3.426 Dis_loss: 1.238 Cls_loss: 1.952 Topk: N/A ada_p: 0.1558
[INFO] 2021-10-24 20:45:19 > Step: 55200 Progress: 13.8% Elapsed: 16:45:03 Gen_loss: 4.035 Dis_loss: 1.699 Cls_loss: 2.088 Topk: N/A ada_p: 0.1545
[INFO] 2021-10-24 20:46:59 > Step: 55300 Progress: 13.8% Elapsed: 16:46:44 Gen_loss: 3.029 Dis_loss: 1.31 Cls_loss: 1.98 Topk: N/A ada_p: 0.1518
[INFO] 2021-10-24 20:48:40 > Step: 55400 Progress: 13.9% Elapsed: 16:48:24 Gen_loss: 2.157 Dis_loss: 1.849 Cls_loss: 2.023 Topk: N/A ada_p: 0.1541
[INFO] 2021-10-24 20:50:21 > Step: 55500 Progress: 13.9% Elapsed: 16:50:05 Gen_loss: 2.05 Dis_loss: 1.441 Cls_loss: 2.014 Topk: N/A ada_p: 0.1588
[INFO] 2021-10-24 20:52:02 > Step: 55600 Progress: 13.9% Elapsed: 16:51:46 Gen_loss: 2.975 Dis_loss: 1.658 Cls_loss: 2.014 Topk: N/A ada_p: 0.1568
[INFO] 2021-10-24 20:53:43 > Step: 55700 Progress: 13.9% Elapsed: 16:53:27 Gen_loss: 2.284 Dis_loss: 1.263 Cls_loss: 2.086 Topk: N/A ada_p: 0.1608
[INFO] 2021-10-24 20:55:24 > Step: 55800 Progress: 14.0% Elapsed: 16:55:08 Gen_loss: 2.431 Dis_loss: 1.579 Cls_loss: 2.007 Topk: N/A ada_p: 0.1623
[INFO] 2021-10-24 20:57:04 > Step: 55900 Progress: 14.0% Elapsed: 16:56:49 Gen_loss: 2.494 Dis_loss: 1.454 Cls_loss: 2.097 Topk: N/A ada_p: 0.1647
[INFO] 2021-10-24 20:58:45 > Step: 56000 Progress: 14.0% Elapsed: 16:58:29 Gen_loss: 3.378 Dis_loss: 1.185 Cls_loss: 2.05 Topk: N/A ada_p: 0.1635
[INFO] 2021-10-24 20:58:45 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 20:58:47 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_56000.png
[INFO] 2021-10-24 20:58:48 > Start Evaluation (56000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 20:58:48 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 21:00:00 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 21:01:21 > Inception score (Step: 56000, 14630 generated images): 11.940085411071777
[INFO] 2021-10-24 21:01:21 > FID score (Step: 56000, Using train moments): 7.034696728987143
[INFO] 2021-10-24 21:01:21 > Best FID score (Step: 56000, Using train moments): 7.034696728987143
[INFO] 2021-10-24 21:01:43 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 21:03:23 > Step: 56100 Progress: 14.0% Elapsed: 17:03:07 Gen_loss: 3.103 Dis_loss: 1.297 Cls_loss: 2.034 Topk: N/A ada_p: 0.1669
[INFO] 2021-10-24 21:05:03 > Step: 56200 Progress: 14.1% Elapsed: 17:04:47 Gen_loss: 3.212 Dis_loss: 1.178 Cls_loss: 2.003 Topk: N/A ada_p: 0.17
[INFO] 2021-10-24 21:06:48 > Step: 56300 Progress: 14.1% Elapsed: 17:06:32 Gen_loss: 3.014 Dis_loss: 1.321 Cls_loss: 2.037 Topk: N/A ada_p: 0.1693
[INFO] 2021-10-24 21:08:28 > Step: 56400 Progress: 14.1% Elapsed: 17:08:12 Gen_loss: 2.216 Dis_loss: 1.173 Cls_loss: 2.041 Topk: N/A ada_p: 0.1647
[INFO] 2021-10-24 21:10:09 > Step: 56500 Progress: 14.1% Elapsed: 17:09:53 Gen_loss: 2.341 Dis_loss: 1.497 Cls_loss: 1.943 Topk: N/A ada_p: 0.1592
[INFO] 2021-10-24 21:11:50 > Step: 56600 Progress: 14.1% Elapsed: 17:11:34 Gen_loss: 3.391 Dis_loss: 1.42 Cls_loss: 2.056 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-24 21:13:31 > Step: 56700 Progress: 14.2% Elapsed: 17:13:15 Gen_loss: 2.055 Dis_loss: 1.664 Cls_loss: 2.048 Topk: N/A ada_p: 0.1535
[INFO] 2021-10-24 21:15:12 > Step: 56800 Progress: 14.2% Elapsed: 17:14:56 Gen_loss: 1.967 Dis_loss: 1.296 Cls_loss: 2.056 Topk: N/A ada_p: 0.1558
[INFO] 2021-10-24 21:16:53 > Step: 56900 Progress: 14.2% Elapsed: 17:16:37 Gen_loss: 2.88 Dis_loss: 1.381 Cls_loss: 2.008 Topk: N/A ada_p: 0.1551
[INFO] 2021-10-24 21:18:34 > Step: 57000 Progress: 14.2% Elapsed: 17:18:18 Gen_loss: 2.652 Dis_loss: 1.805 Cls_loss: 2.033 Topk: N/A ada_p: 0.1582
[INFO] 2021-10-24 21:20:15 > Step: 57100 Progress: 14.3% Elapsed: 17:19:59 Gen_loss: 3.065 Dis_loss: 1.362 Cls_loss: 1.993 Topk: N/A ada_p: 0.1594
[INFO] 2021-10-24 21:21:56 > Step: 57200 Progress: 14.3% Elapsed: 17:21:40 Gen_loss: 2.139 Dis_loss: 2.268 Cls_loss: 1.999 Topk: N/A ada_p: 0.1627
[INFO] 2021-10-24 21:23:37 > Step: 57300 Progress: 14.3% Elapsed: 17:23:21 Gen_loss: 3.876 Dis_loss: 1.78 Cls_loss: 1.996 Topk: N/A ada_p: 0.158
[INFO] 2021-10-24 21:25:18 > Step: 57400 Progress: 14.3% Elapsed: 17:25:03 Gen_loss: 2.136 Dis_loss: 1.915 Cls_loss: 2.045 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-24 21:27:00 > Step: 57500 Progress: 14.4% Elapsed: 17:26:44 Gen_loss: 2.485 Dis_loss: 1.939 Cls_loss: 2.154 Topk: N/A ada_p: 0.1609
[INFO] 2021-10-24 21:28:41 > Step: 57600 Progress: 14.4% Elapsed: 17:28:25 Gen_loss: 1.988 Dis_loss: 1.777 Cls_loss: 2.008 Topk: N/A ada_p: 0.1642
[INFO] 2021-10-24 21:30:21 > Step: 57700 Progress: 14.4% Elapsed: 17:30:06 Gen_loss: 2.914 Dis_loss: 1.275 Cls_loss: 2.012 Topk: N/A ada_p: 0.1615
[INFO] 2021-10-24 21:32:02 > Step: 57800 Progress: 14.4% Elapsed: 17:31:46 Gen_loss: 3.091 Dis_loss: 1.757 Cls_loss: 2.016 Topk: N/A ada_p: 0.1615
[INFO] 2021-10-24 21:33:42 > Step: 57900 Progress: 14.5% Elapsed: 17:33:27 Gen_loss: 3.745 Dis_loss: 1.335 Cls_loss: 2.035 Topk: N/A ada_p: 0.164
[INFO] 2021-10-24 21:35:23 > Step: 58000 Progress: 14.5% Elapsed: 17:35:07 Gen_loss: 3.988 Dis_loss: 1.095 Cls_loss: 2.003 Topk: N/A ada_p: 0.1629
[INFO] 2021-10-24 21:35:23 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 21:35:25 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_58000.png
[INFO] 2021-10-24 21:35:27 > Start Evaluation (58000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 21:35:27 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 21:36:38 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 21:38:00 > Inception score (Step: 58000, 14630 generated images): 11.772666931152344
[INFO] 2021-10-24 21:38:00 > FID score (Step: 58000, Using train moments): 7.055417061952426
[INFO] 2021-10-24 21:38:00 > Best FID score (Step: 56000, Using train moments): 7.034696728987143
[INFO] 2021-10-24 21:38:10 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 21:39:51 > Step: 58100 Progress: 14.5% Elapsed: 17:39:35 Gen_loss: 2.755 Dis_loss: 1.742 Cls_loss: 2.001 Topk: N/A ada_p: 0.1636
[INFO] 2021-10-24 21:41:32 > Step: 58200 Progress: 14.5% Elapsed: 17:41:17 Gen_loss: 3.112 Dis_loss: 1.509 Cls_loss: 2.001 Topk: N/A ada_p: 0.1613
[INFO] 2021-10-24 21:43:14 > Step: 58300 Progress: 14.6% Elapsed: 17:42:58 Gen_loss: 2.72 Dis_loss: 1.192 Cls_loss: 1.993 Topk: N/A ada_p: 0.1624
[INFO] 2021-10-24 21:44:55 > Step: 58400 Progress: 14.6% Elapsed: 17:44:39 Gen_loss: 2.503 Dis_loss: 1.577 Cls_loss: 1.964 Topk: N/A ada_p: 0.1632
[INFO] 2021-10-24 21:46:36 > Step: 58500 Progress: 14.6% Elapsed: 17:46:20 Gen_loss: 1.782 Dis_loss: 1.711 Cls_loss: 2.014 Topk: N/A ada_p: 0.1677
[INFO] 2021-10-24 21:48:17 > Step: 58600 Progress: 14.6% Elapsed: 17:48:01 Gen_loss: 3.324 Dis_loss: 2.028 Cls_loss: 2.023 Topk: N/A ada_p: 0.1646
[INFO] 2021-10-24 21:49:57 > Step: 58700 Progress: 14.7% Elapsed: 17:49:41 Gen_loss: 2.1 Dis_loss: 3.746 Cls_loss: 3.598 Topk: N/A ada_p: 0.1647
[INFO] 2021-10-24 21:51:38 > Step: 58800 Progress: 14.7% Elapsed: 17:51:22 Gen_loss: 3.879 Dis_loss: 1.353 Cls_loss: 2.082 Topk: N/A ada_p: 0.1704
[INFO] 2021-10-24 21:53:19 > Step: 58900 Progress: 14.7% Elapsed: 17:53:03 Gen_loss: 3.331 Dis_loss: 1.592 Cls_loss: 2.054 Topk: N/A ada_p: 0.1725
[INFO] 2021-10-24 21:55:00 > Step: 59000 Progress: 14.8% Elapsed: 17:54:44 Gen_loss: 2.088 Dis_loss: 1.639 Cls_loss: 2.08 Topk: N/A ada_p: 0.1795
[INFO] 2021-10-24 21:56:41 > Step: 59100 Progress: 14.8% Elapsed: 17:56:26 Gen_loss: 2.877 Dis_loss: 1.404 Cls_loss: 2.054 Topk: N/A ada_p: 0.1763
[INFO] 2021-10-24 21:58:22 > Step: 59200 Progress: 14.8% Elapsed: 17:58:07 Gen_loss: 2.626 Dis_loss: 1.418 Cls_loss: 2.02 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-24 22:00:04 > Step: 59300 Progress: 14.8% Elapsed: 17:59:48 Gen_loss: 2.256 Dis_loss: 1.504 Cls_loss: 2.042 Topk: N/A ada_p: 0.1731
[INFO] 2021-10-24 22:01:45 > Step: 59400 Progress: 14.8% Elapsed: 18:01:29 Gen_loss: 2.502 Dis_loss: 1.397 Cls_loss: 2.01 Topk: N/A ada_p: 0.1692
[INFO] 2021-10-24 22:03:25 > Step: 59500 Progress: 14.9% Elapsed: 18:03:09 Gen_loss: 2.295 Dis_loss: 1.476 Cls_loss: 2.01 Topk: N/A ada_p: 0.1673
[INFO] 2021-10-24 22:05:06 > Step: 59600 Progress: 14.9% Elapsed: 18:04:50 Gen_loss: 2.036 Dis_loss: 1.945 Cls_loss: 2.209 Topk: N/A ada_p: 0.165
[INFO] 2021-10-24 22:06:47 > Step: 59700 Progress: 14.9% Elapsed: 18:06:31 Gen_loss: 2.862 Dis_loss: 1.758 Cls_loss: 1.995 Topk: N/A ada_p: 0.1638
[INFO] 2021-10-24 22:08:28 > Step: 59800 Progress: 14.9% Elapsed: 18:08:13 Gen_loss: 2.754 Dis_loss: 1.204 Cls_loss: 2.003 Topk: N/A ada_p: 0.161
[INFO] 2021-10-24 22:10:09 > Step: 59900 Progress: 15.0% Elapsed: 18:09:54 Gen_loss: 2.004 Dis_loss: 2.182 Cls_loss: 2.004 Topk: N/A ada_p: 0.1422
[INFO] 2021-10-24 22:11:50 > Step: 60000 Progress: 15.0% Elapsed: 18:11:34 Gen_loss: 4.094 Dis_loss: 1.5 Cls_loss: 1.983 Topk: N/A ada_p: 0.1399
[INFO] 2021-10-24 22:11:51 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 22:11:53 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_60000.png
[INFO] 2021-10-24 22:11:54 > Start Evaluation (60000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 22:11:54 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 22:13:06 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 22:14:27 > Inception score (Step: 60000, 14630 generated images): 11.798203468322754
[INFO] 2021-10-24 22:14:27 > FID score (Step: 60000, Using train moments): 7.051479951460578
[INFO] 2021-10-24 22:14:27 > Best FID score (Step: 56000, Using train moments): 7.034696728987143
[INFO] 2021-10-24 22:14:38 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 22:16:19 > Step: 60100 Progress: 15.0% Elapsed: 18:16:03 Gen_loss: 3.119 Dis_loss: 1.205 Cls_loss: 1.992 Topk: N/A ada_p: 0.1564
[INFO] 2021-10-24 22:17:59 > Step: 60200 Progress: 15.0% Elapsed: 18:17:43 Gen_loss: 2.01 Dis_loss: 1.781 Cls_loss: 2.027 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-24 22:19:40 > Step: 60300 Progress: 15.1% Elapsed: 18:19:24 Gen_loss: 3.78 Dis_loss: 1.394 Cls_loss: 2.041 Topk: N/A ada_p: 0.1558
[INFO] 2021-10-24 22:21:21 > Step: 60400 Progress: 15.1% Elapsed: 18:21:05 Gen_loss: 2.779 Dis_loss: 1.334 Cls_loss: 1.996 Topk: N/A ada_p: 0.155
[INFO] 2021-10-24 22:23:01 > Step: 60500 Progress: 15.1% Elapsed: 18:22:46 Gen_loss: 2.891 Dis_loss: 1.261 Cls_loss: 2.001 Topk: N/A ada_p: 0.1526
[INFO] 2021-10-24 22:24:42 > Step: 60600 Progress: 15.2% Elapsed: 18:24:26 Gen_loss: 1.937 Dis_loss: 1.397 Cls_loss: 2.061 Topk: N/A ada_p: 0.1544
[INFO] 2021-10-24 22:26:23 > Step: 60700 Progress: 15.2% Elapsed: 18:26:07 Gen_loss: 3.653 Dis_loss: 1.387 Cls_loss: 2.029 Topk: N/A ada_p: 0.1563
[INFO] 2021-10-24 22:28:03 > Step: 60800 Progress: 15.2% Elapsed: 18:27:47 Gen_loss: 2.761 Dis_loss: 1.173 Cls_loss: 2.039 Topk: N/A ada_p: 0.1599
[INFO] 2021-10-24 22:29:44 > Step: 60900 Progress: 15.2% Elapsed: 18:29:28 Gen_loss: 2.201 Dis_loss: 1.633 Cls_loss: 1.981 Topk: N/A ada_p: 0.1656
[INFO] 2021-10-24 22:31:25 > Step: 61000 Progress: 15.2% Elapsed: 18:31:09 Gen_loss: 2.802 Dis_loss: 1.297 Cls_loss: 2.097 Topk: N/A ada_p: 0.1654
[INFO] 2021-10-24 22:33:05 > Step: 61100 Progress: 15.3% Elapsed: 18:32:49 Gen_loss: 2.907 Dis_loss: 1.348 Cls_loss: 2.052 Topk: N/A ada_p: 0.166
[INFO] 2021-10-24 22:34:46 > Step: 61200 Progress: 15.3% Elapsed: 18:34:30 Gen_loss: 1.662 Dis_loss: 2.883 Cls_loss: 2.243 Topk: N/A ada_p: 0.1676
[INFO] 2021-10-24 22:36:27 > Step: 61300 Progress: 15.3% Elapsed: 18:36:11 Gen_loss: 2.61 Dis_loss: 1.293 Cls_loss: 2.077 Topk: N/A ada_p: 0.1718
[INFO] 2021-10-24 22:38:08 > Step: 61400 Progress: 15.3% Elapsed: 18:37:52 Gen_loss: 2.25 Dis_loss: 1.82 Cls_loss: 2.075 Topk: N/A ada_p: 0.1708
[INFO] 2021-10-24 22:39:49 > Step: 61500 Progress: 15.4% Elapsed: 18:39:33 Gen_loss: 2.244 Dis_loss: 1.357 Cls_loss: 1.998 Topk: N/A ada_p: 0.1701
[INFO] 2021-10-24 22:41:30 > Step: 61600 Progress: 15.4% Elapsed: 18:41:14 Gen_loss: 1.834 Dis_loss: 2.422 Cls_loss: 2.114 Topk: N/A ada_p: 0.1717
[INFO] 2021-10-24 22:43:12 > Step: 61700 Progress: 15.4% Elapsed: 18:42:56 Gen_loss: 2.631 Dis_loss: 1.391 Cls_loss: 2.044 Topk: N/A ada_p: 0.1751
[INFO] 2021-10-24 22:44:52 > Step: 61800 Progress: 15.4% Elapsed: 18:44:37 Gen_loss: 3.02 Dis_loss: 1.274 Cls_loss: 2.022 Topk: N/A ada_p: 0.1702
[INFO] 2021-10-24 22:46:33 > Step: 61900 Progress: 15.5% Elapsed: 18:46:17 Gen_loss: 2.538 Dis_loss: 1.103 Cls_loss: 2.034 Topk: N/A ada_p: 0.1696
[INFO] 2021-10-24 22:48:14 > Step: 62000 Progress: 15.5% Elapsed: 18:47:58 Gen_loss: 3.07 Dis_loss: 1.248 Cls_loss: 2.053 Topk: N/A ada_p: 0.1706
[INFO] 2021-10-24 22:48:14 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 22:48:16 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_62000.png
[INFO] 2021-10-24 22:48:17 > Start Evaluation (62000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 22:48:17 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 22:49:29 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 22:50:50 > Inception score (Step: 62000, 14630 generated images): 11.995598793029785
[INFO] 2021-10-24 22:50:50 > FID score (Step: 62000, Using train moments): 6.83002575077856
[INFO] 2021-10-24 22:50:50 > Best FID score (Step: 62000, Using train moments): 6.83002575077856
[INFO] 2021-10-24 22:51:11 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 22:52:52 > Step: 62100 Progress: 15.5% Elapsed: 18:52:36 Gen_loss: 2.936 Dis_loss: 1.767 Cls_loss: 2.076 Topk: N/A ada_p: 0.169
[INFO] 2021-10-24 22:54:33 > Step: 62200 Progress: 15.6% Elapsed: 18:54:17 Gen_loss: 2.077 Dis_loss: 2.045 Cls_loss: 1.996 Topk: N/A ada_p: 0.1664
[INFO] 2021-10-24 22:56:14 > Step: 62300 Progress: 15.6% Elapsed: 18:55:58 Gen_loss: 3.936 Dis_loss: 1.344 Cls_loss: 2.043 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-24 22:57:54 > Step: 62400 Progress: 15.6% Elapsed: 18:57:38 Gen_loss: 5.103 Dis_loss: 1.423 Cls_loss: 1.989 Topk: N/A ada_p: 0.1781
[INFO] 2021-10-24 22:59:35 > Step: 62500 Progress: 15.6% Elapsed: 18:59:20 Gen_loss: 3.447 Dis_loss: 1.701 Cls_loss: 2.132 Topk: N/A ada_p: 0.1728
[INFO] 2021-10-24 23:01:16 > Step: 62600 Progress: 15.7% Elapsed: 19:01:00 Gen_loss: 3.936 Dis_loss: 1.557 Cls_loss: 2.071 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-24 23:02:56 > Step: 62700 Progress: 15.7% Elapsed: 19:02:40 Gen_loss: 2.207 Dis_loss: 1.778 Cls_loss: 2.065 Topk: N/A ada_p: 0.1693
[INFO] 2021-10-24 23:04:37 > Step: 62800 Progress: 15.7% Elapsed: 19:04:21 Gen_loss: 4.352 Dis_loss: 1.476 Cls_loss: 2.031 Topk: N/A ada_p: 0.1727
[INFO] 2021-10-24 23:06:18 > Step: 62900 Progress: 15.7% Elapsed: 19:06:02 Gen_loss: 2.584 Dis_loss: 1.437 Cls_loss: 2.071 Topk: N/A ada_p: 0.1697
[INFO] 2021-10-24 23:08:00 > Step: 63000 Progress: 15.8% Elapsed: 19:07:44 Gen_loss: 2.481 Dis_loss: 1.717 Cls_loss: 1.974 Topk: N/A ada_p: 0.1725
[INFO] 2021-10-24 23:09:41 > Step: 63100 Progress: 15.8% Elapsed: 19:09:25 Gen_loss: 3.273 Dis_loss: 1.292 Cls_loss: 2.008 Topk: N/A ada_p: 0.1691
[INFO] 2021-10-24 23:11:22 > Step: 63200 Progress: 15.8% Elapsed: 19:11:06 Gen_loss: 2.353 Dis_loss: 1.363 Cls_loss: 2.01 Topk: N/A ada_p: 0.1724
[INFO] 2021-10-24 23:13:03 > Step: 63300 Progress: 15.8% Elapsed: 19:12:48 Gen_loss: 2.765 Dis_loss: 1.343 Cls_loss: 2.012 Topk: N/A ada_p: 0.1638
[INFO] 2021-10-24 23:14:44 > Step: 63400 Progress: 15.8% Elapsed: 19:14:28 Gen_loss: 2.619 Dis_loss: 1.677 Cls_loss: 2.098 Topk: N/A ada_p: 0.1705
[INFO] 2021-10-24 23:16:25 > Step: 63500 Progress: 15.9% Elapsed: 19:16:09 Gen_loss: 2.756 Dis_loss: 1.458 Cls_loss: 2.001 Topk: N/A ada_p: 0.1704
[INFO] 2021-10-24 23:18:05 > Step: 63600 Progress: 15.9% Elapsed: 19:17:49 Gen_loss: 2.215 Dis_loss: 1.519 Cls_loss: 1.986 Topk: N/A ada_p: 0.1757
[INFO] 2021-10-24 23:19:46 > Step: 63700 Progress: 15.9% Elapsed: 19:19:30 Gen_loss: 2.825 Dis_loss: 1.964 Cls_loss: 2.034 Topk: N/A ada_p: 0.1749
[INFO] 2021-10-24 23:21:26 > Step: 63800 Progress: 16.0% Elapsed: 19:21:11 Gen_loss: 3.733 Dis_loss: 1.112 Cls_loss: 1.995 Topk: N/A ada_p: 0.1741
[INFO] 2021-10-24 23:23:08 > Step: 63900 Progress: 16.0% Elapsed: 19:22:52 Gen_loss: 2.964 Dis_loss: 1.159 Cls_loss: 2.015 Topk: N/A ada_p: 0.1765
[INFO] 2021-10-24 23:24:50 > Step: 64000 Progress: 16.0% Elapsed: 19:24:34 Gen_loss: 2.704 Dis_loss: 1.34 Cls_loss: 2.052 Topk: N/A ada_p: 0.1788
[INFO] 2021-10-24 23:24:50 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-24 23:24:51 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_64000.png
[INFO] 2021-10-24 23:24:52 > Start Evaluation (64000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 23:24:52 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-24 23:26:04 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-24 23:27:26 > Inception score (Step: 64000, 14630 generated images): 11.866820335388184
[INFO] 2021-10-24 23:27:26 > FID score (Step: 64000, Using train moments): 6.707918129213283
[INFO] 2021-10-24 23:27:26 > Best FID score (Step: 64000, Using train moments): 6.707918129213283
[INFO] 2021-10-24 23:27:47 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-24 23:29:28 > Step: 64100 Progress: 16.0% Elapsed: 19:29:12 Gen_loss: 2.697 Dis_loss: 1.246 Cls_loss: 2.016 Topk: N/A ada_p: 0.1784
[INFO] 2021-10-24 23:31:09 > Step: 64200 Progress: 16.1% Elapsed: 19:30:53 Gen_loss: 3.504 Dis_loss: 1.622 Cls_loss: 2.007 Topk: N/A ada_p: 0.1843
[INFO] 2021-10-24 23:32:50 > Step: 64300 Progress: 16.1% Elapsed: 19:32:34 Gen_loss: 2.47 Dis_loss: 1.45 Cls_loss: 2.018 Topk: N/A ada_p: 0.1816
[INFO] 2021-10-24 23:34:30 > Step: 64400 Progress: 16.1% Elapsed: 19:34:14 Gen_loss: 2.19 Dis_loss: 1.767 Cls_loss: 2.0 Topk: N/A ada_p: 0.1793
[INFO] 2021-10-24 23:36:11 > Step: 64500 Progress: 16.1% Elapsed: 19:35:55 Gen_loss: 1.952 Dis_loss: 1.684 Cls_loss: 2.051 Topk: N/A ada_p: 0.1813
[INFO] 2021-10-24 23:37:51 > Step: 64600 Progress: 16.2% Elapsed: 19:37:36 Gen_loss: 1.896 Dis_loss: 2.616 Cls_loss: 2.03 Topk: N/A ada_p: 0.1851
[INFO] 2021-10-24 23:39:32 > Step: 64700 Progress: 16.2% Elapsed: 19:39:16 Gen_loss: 3.005 Dis_loss: 1.385 Cls_loss: 2.04 Topk: N/A ada_p: 0.1852
[INFO] 2021-10-24 23:41:13 > Step: 64800 Progress: 16.2% Elapsed: 19:40:57 Gen_loss: 2.338 Dis_loss: 1.519 Cls_loss: 2.089 Topk: N/A ada_p: 0.1857
[INFO] 2021-10-24 23:42:54 > Step: 64900 Progress: 16.2% Elapsed: 19:42:38 Gen_loss: 3.447 Dis_loss: 1.252 Cls_loss: 2.036 Topk: N/A ada_p: 0.1836
[INFO] 2021-10-24 23:44:35 > Step: 65000 Progress: 16.2% Elapsed: 19:44:19 Gen_loss: 3.001 Dis_loss: 1.244 Cls_loss: 2.132 Topk: N/A ada_p: 0.1815
[INFO] 2021-10-24 23:46:17 > Step: 65100 Progress: 16.3% Elapsed: 19:46:01 Gen_loss: 2.133 Dis_loss: 1.581 Cls_loss: 1.985 Topk: N/A ada_p: 0.1865
[INFO] 2021-10-24 23:47:57 > Step: 65200 Progress: 16.3% Elapsed: 19:47:41 Gen_loss: 2.472 Dis_loss: 1.371 Cls_loss: 1.977 Topk: N/A ada_p: 0.1898
[INFO] 2021-10-24 23:49:39 > Step: 65300 Progress: 16.3% Elapsed: 19:49:23 Gen_loss: 2.697 Dis_loss: 1.719 Cls_loss: 2.044 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-24 23:51:20 > Step: 65400 Progress: 16.4% Elapsed: 19:51:04 Gen_loss: 1.854 Dis_loss: 2.1 Cls_loss: 2.124 Topk: N/A ada_p: 0.1923
[INFO] 2021-10-24 23:53:02 > Step: 65500 Progress: 16.4% Elapsed: 19:52:46 Gen_loss: 2.75 Dis_loss: 1.468 Cls_loss: 2.121 Topk: N/A ada_p: 0.1921
[INFO] 2021-10-24 23:54:43 > Step: 65600 Progress: 16.4% Elapsed: 19:54:27 Gen_loss: 3.887 Dis_loss: 1.465 Cls_loss: 2.035 Topk: N/A ada_p: 0.1839
[INFO] 2021-10-24 23:56:24 > Step: 65700 Progress: 16.4% Elapsed: 19:56:08 Gen_loss: 2.048 Dis_loss: 1.361 Cls_loss: 2.103 Topk: N/A ada_p: 0.191
[INFO] 2021-10-24 23:58:05 > Step: 65800 Progress: 16.4% Elapsed: 19:57:49 Gen_loss: 2.093 Dis_loss: 1.608 Cls_loss: 2.105 Topk: N/A ada_p: 0.1864
[INFO] 2021-10-24 23:59:46 > Step: 65900 Progress: 16.5% Elapsed: 19:59:30 Gen_loss: 2.582 Dis_loss: 1.514 Cls_loss: 1.985 Topk: N/A ada_p: 0.188
[INFO] 2021-10-25 00:01:27 > Step: 66000 Progress: 16.5% Elapsed: 20:01:11 Gen_loss: 3.675 Dis_loss: 1.696 Cls_loss: 2.013 Topk: N/A ada_p: 0.185
[INFO] 2021-10-25 00:01:27 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 00:01:29 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_66000.png
[INFO] 2021-10-25 00:01:30 > Start Evaluation (66000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 00:01:30 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 00:02:42 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 00:04:03 > Inception score (Step: 66000, 14630 generated images): 12.231513023376465
[INFO] 2021-10-25 00:04:03 > FID score (Step: 66000, Using train moments): 6.3980521192456195
[INFO] 2021-10-25 00:04:03 > Best FID score (Step: 66000, Using train moments): 6.3980521192456195
[INFO] 2021-10-25 00:04:24 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 00:06:05 > Step: 66100 Progress: 16.5% Elapsed: 20:05:49 Gen_loss: 2.637 Dis_loss: 1.639 Cls_loss: 2.01 Topk: N/A ada_p: 0.1866
[INFO] 2021-10-25 00:07:46 > Step: 66200 Progress: 16.6% Elapsed: 20:07:30 Gen_loss: 3.942 Dis_loss: 1.411 Cls_loss: 2.021 Topk: N/A ada_p: 0.1884
[INFO] 2021-10-25 00:09:26 > Step: 66300 Progress: 16.6% Elapsed: 20:09:11 Gen_loss: 4.408 Dis_loss: 1.594 Cls_loss: 2.118 Topk: N/A ada_p: 0.1952
[INFO] 2021-10-25 00:11:07 > Step: 66400 Progress: 16.6% Elapsed: 20:10:52 Gen_loss: 3.508 Dis_loss: 1.257 Cls_loss: 2.016 Topk: N/A ada_p: 0.1973
[INFO] 2021-10-25 00:12:49 > Step: 66500 Progress: 16.6% Elapsed: 20:12:33 Gen_loss: 1.71 Dis_loss: 1.814 Cls_loss: 1.997 Topk: N/A ada_p: 0.1951
[INFO] 2021-10-25 00:14:29 > Step: 66600 Progress: 16.7% Elapsed: 20:14:14 Gen_loss: 2.467 Dis_loss: 1.882 Cls_loss: 2.015 Topk: N/A ada_p: 0.1928
[INFO] 2021-10-25 00:16:11 > Step: 66700 Progress: 16.7% Elapsed: 20:15:55 Gen_loss: 2.806 Dis_loss: 1.499 Cls_loss: 1.997 Topk: N/A ada_p: 0.1924
[INFO] 2021-10-25 00:17:51 > Step: 66800 Progress: 16.7% Elapsed: 20:17:35 Gen_loss: 1.715 Dis_loss: 2.473 Cls_loss: 2.064 Topk: N/A ada_p: 0.1967
[INFO] 2021-10-25 00:19:32 > Step: 66900 Progress: 16.7% Elapsed: 20:19:17 Gen_loss: 3.616 Dis_loss: 1.793 Cls_loss: 2.063 Topk: N/A ada_p: 0.1946
[INFO] 2021-10-25 00:21:24 > Step: 67000 Progress: 16.8% Elapsed: 20:21:08 Gen_loss: 2.965 Dis_loss: 1.259 Cls_loss: 2.028 Topk: N/A ada_p: 0.1917
[INFO] 2021-10-25 00:23:05 > Step: 67100 Progress: 16.8% Elapsed: 20:22:49 Gen_loss: 3.035 Dis_loss: 1.632 Cls_loss: 2.118 Topk: N/A ada_p: 0.1975
[INFO] 2021-10-25 00:24:46 > Step: 67200 Progress: 16.8% Elapsed: 20:24:30 Gen_loss: 3.283 Dis_loss: 1.534 Cls_loss: 2.051 Topk: N/A ada_p: 0.1988
[INFO] 2021-10-25 00:26:27 > Step: 67300 Progress: 16.8% Elapsed: 20:26:11 Gen_loss: 3.533 Dis_loss: 1.282 Cls_loss: 1.983 Topk: N/A ada_p: 0.201
[INFO] 2021-10-25 00:28:08 > Step: 67400 Progress: 16.9% Elapsed: 20:27:52 Gen_loss: 1.815 Dis_loss: 1.861 Cls_loss: 1.996 Topk: N/A ada_p: 0.1987
[INFO] 2021-10-25 00:29:49 > Step: 67500 Progress: 16.9% Elapsed: 20:29:33 Gen_loss: 3.254 Dis_loss: 1.477 Cls_loss: 2.056 Topk: N/A ada_p: 0.1955
[INFO] 2021-10-25 00:31:29 > Step: 67600 Progress: 16.9% Elapsed: 20:31:13 Gen_loss: 2.059 Dis_loss: 2.17 Cls_loss: 2.058 Topk: N/A ada_p: 0.1975
[INFO] 2021-10-25 00:33:11 > Step: 67700 Progress: 16.9% Elapsed: 20:32:55 Gen_loss: 1.888 Dis_loss: 2.13 Cls_loss: 2.023 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-25 00:34:51 > Step: 67800 Progress: 17.0% Elapsed: 20:34:36 Gen_loss: 4.856 Dis_loss: 1.747 Cls_loss: 2.003 Topk: N/A ada_p: 0.2035
[INFO] 2021-10-25 00:36:32 > Step: 67900 Progress: 17.0% Elapsed: 20:36:16 Gen_loss: 3.25 Dis_loss: 1.4 Cls_loss: 1.991 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-25 00:38:13 > Step: 68000 Progress: 17.0% Elapsed: 20:37:57 Gen_loss: 2.913 Dis_loss: 1.23 Cls_loss: 2.036 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-25 00:38:13 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 00:38:15 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_68000.png
[INFO] 2021-10-25 00:38:17 > Start Evaluation (68000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 00:38:17 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 00:39:28 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 00:40:50 > Inception score (Step: 68000, 14630 generated images): 12.169294357299805
[INFO] 2021-10-25 00:40:50 > FID score (Step: 68000, Using train moments): 6.544532342463697
[INFO] 2021-10-25 00:40:50 > Best FID score (Step: 66000, Using train moments): 6.3980521192456195
[INFO] 2021-10-25 00:41:00 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 00:42:42 > Step: 68100 Progress: 17.0% Elapsed: 20:42:26 Gen_loss: 3.025 Dis_loss: 1.546 Cls_loss: 1.997 Topk: N/A ada_p: 0.2053
[INFO] 2021-10-25 00:44:23 > Step: 68200 Progress: 17.1% Elapsed: 20:44:07 Gen_loss: 4.156 Dis_loss: 1.504 Cls_loss: 2.04 Topk: N/A ada_p: 0.2051
[INFO] 2021-10-25 00:46:04 > Step: 68300 Progress: 17.1% Elapsed: 20:45:48 Gen_loss: 2.49 Dis_loss: 1.569 Cls_loss: 2.108 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-25 00:47:44 > Step: 68400 Progress: 17.1% Elapsed: 20:47:28 Gen_loss: 2.472 Dis_loss: 1.364 Cls_loss: 2.002 Topk: N/A ada_p: 0.2042
[INFO] 2021-10-25 00:49:25 > Step: 68500 Progress: 17.1% Elapsed: 20:49:09 Gen_loss: 2.92 Dis_loss: 1.319 Cls_loss: 2.187 Topk: N/A ada_p: 0.202
[INFO] 2021-10-25 00:51:06 > Step: 68600 Progress: 17.2% Elapsed: 20:50:50 Gen_loss: 2.401 Dis_loss: 1.501 Cls_loss: 2.071 Topk: N/A ada_p: 0.2071
[INFO] 2021-10-25 00:52:48 > Step: 68700 Progress: 17.2% Elapsed: 20:52:32 Gen_loss: 2.501 Dis_loss: 1.211 Cls_loss: 2.019 Topk: N/A ada_p: 0.2003
[INFO] 2021-10-25 00:54:29 > Step: 68800 Progress: 17.2% Elapsed: 20:54:13 Gen_loss: 2.808 Dis_loss: 1.617 Cls_loss: 1.996 Topk: N/A ada_p: 0.2044
[INFO] 2021-10-25 00:56:10 > Step: 68900 Progress: 17.2% Elapsed: 20:55:54 Gen_loss: 2.93 Dis_loss: 1.385 Cls_loss: 2.08 Topk: N/A ada_p: 0.2015
[INFO] 2021-10-25 00:57:51 > Step: 69000 Progress: 17.2% Elapsed: 20:57:35 Gen_loss: 2.227 Dis_loss: 1.344 Cls_loss: 2.148 Topk: N/A ada_p: 0.2007
[INFO] 2021-10-25 00:59:32 > Step: 69100 Progress: 17.3% Elapsed: 20:59:16 Gen_loss: 3.915 Dis_loss: 1.678 Cls_loss: 1.982 Topk: N/A ada_p: 0.2054
[INFO] 2021-10-25 01:01:13 > Step: 69200 Progress: 17.3% Elapsed: 21:00:57 Gen_loss: 3.475 Dis_loss: 1.548 Cls_loss: 2.015 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-25 01:02:54 > Step: 69300 Progress: 17.3% Elapsed: 21:02:38 Gen_loss: 2.393 Dis_loss: 1.406 Cls_loss: 2.005 Topk: N/A ada_p: 0.2053
[INFO] 2021-10-25 01:04:35 > Step: 69400 Progress: 17.3% Elapsed: 21:04:19 Gen_loss: 2.891 Dis_loss: 1.515 Cls_loss: 1.998 Topk: N/A ada_p: 0.2033
[INFO] 2021-10-25 01:06:16 > Step: 69500 Progress: 17.4% Elapsed: 21:06:00 Gen_loss: 2.265 Dis_loss: 1.875 Cls_loss: 2.073 Topk: N/A ada_p: 0.2042
[INFO] 2021-10-25 01:07:56 > Step: 69600 Progress: 17.4% Elapsed: 21:07:41 Gen_loss: 1.834 Dis_loss: 1.525 Cls_loss: 2.052 Topk: N/A ada_p: 0.2034
[INFO] 2021-10-25 01:09:37 > Step: 69700 Progress: 17.4% Elapsed: 21:09:21 Gen_loss: 3.185 Dis_loss: 1.187 Cls_loss: 2.022 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-25 01:11:18 > Step: 69800 Progress: 17.4% Elapsed: 21:11:02 Gen_loss: 3.976 Dis_loss: 1.295 Cls_loss: 2.081 Topk: N/A ada_p: 0.2017
[INFO] 2021-10-25 01:12:59 > Step: 69900 Progress: 17.5% Elapsed: 21:12:43 Gen_loss: 3.552 Dis_loss: 1.991 Cls_loss: 2.144 Topk: N/A ada_p: 0.2057
[INFO] 2021-10-25 01:14:40 > Step: 70000 Progress: 17.5% Elapsed: 21:14:24 Gen_loss: 3.469 Dis_loss: 1.279 Cls_loss: 2.034 Topk: N/A ada_p: 0.2065
[INFO] 2021-10-25 01:14:40 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 01:14:42 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_70000.png
[INFO] 2021-10-25 01:14:43 > Start Evaluation (70000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 01:14:43 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 01:15:55 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 01:17:16 > Inception score (Step: 70000, 14630 generated images): 12.091278076171875
[INFO] 2021-10-25 01:17:16 > FID score (Step: 70000, Using train moments): 6.4942662011150105
[INFO] 2021-10-25 01:17:16 > Best FID score (Step: 66000, Using train moments): 6.3980521192456195
[INFO] 2021-10-25 01:17:28 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 01:19:08 > Step: 70100 Progress: 17.5% Elapsed: 21:18:52 Gen_loss: 3.543 Dis_loss: 1.52 Cls_loss: 2.044 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-25 01:20:49 > Step: 70200 Progress: 17.5% Elapsed: 21:20:33 Gen_loss: 3.443 Dis_loss: 1.38 Cls_loss: 2.107 Topk: N/A ada_p: 0.2089
[INFO] 2021-10-25 01:22:30 > Step: 70300 Progress: 17.6% Elapsed: 21:22:14 Gen_loss: 3.447 Dis_loss: 1.319 Cls_loss: 2.083 Topk: N/A ada_p: 0.2134
[INFO] 2021-10-25 01:24:10 > Step: 70400 Progress: 17.6% Elapsed: 21:23:55 Gen_loss: 1.314 Dis_loss: 2.032 Cls_loss: 2.045 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-25 01:25:52 > Step: 70500 Progress: 17.6% Elapsed: 21:25:36 Gen_loss: 3.824 Dis_loss: 1.428 Cls_loss: 2.011 Topk: N/A ada_p: 0.213
[INFO] 2021-10-25 01:27:33 > Step: 70600 Progress: 17.6% Elapsed: 21:27:17 Gen_loss: 3.485 Dis_loss: 1.397 Cls_loss: 1.963 Topk: N/A ada_p: 0.2112
[INFO] 2021-10-25 01:29:14 > Step: 70700 Progress: 17.7% Elapsed: 21:28:58 Gen_loss: 2.864 Dis_loss: 1.4 Cls_loss: 2.035 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 01:30:55 > Step: 70800 Progress: 17.7% Elapsed: 21:30:39 Gen_loss: 2.586 Dis_loss: 1.363 Cls_loss: 2.223 Topk: N/A ada_p: 0.2095
[INFO] 2021-10-25 01:32:36 > Step: 70900 Progress: 17.7% Elapsed: 21:32:20 Gen_loss: 2.356 Dis_loss: 1.693 Cls_loss: 2.008 Topk: N/A ada_p: 0.2094
[INFO] 2021-10-25 01:34:17 > Step: 71000 Progress: 17.8% Elapsed: 21:34:01 Gen_loss: 3.631 Dis_loss: 1.659 Cls_loss: 2.079 Topk: N/A ada_p: 0.2112
[INFO] 2021-10-25 01:35:59 > Step: 71100 Progress: 17.8% Elapsed: 21:35:43 Gen_loss: 2.581 Dis_loss: 1.74 Cls_loss: 2.003 Topk: N/A ada_p: 0.208
[INFO] 2021-10-25 01:37:40 > Step: 71200 Progress: 17.8% Elapsed: 21:37:24 Gen_loss: 2.41 Dis_loss: 1.444 Cls_loss: 2.287 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-25 01:39:21 > Step: 71300 Progress: 17.8% Elapsed: 21:39:05 Gen_loss: 2.654 Dis_loss: 1.199 Cls_loss: 2.039 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-25 01:41:02 > Step: 71400 Progress: 17.8% Elapsed: 21:40:46 Gen_loss: 2.302 Dis_loss: 1.603 Cls_loss: 2.021 Topk: N/A ada_p: 0.1969
[INFO] 2021-10-25 01:42:43 > Step: 71500 Progress: 17.9% Elapsed: 21:42:27 Gen_loss: 3.205 Dis_loss: 1.493 Cls_loss: 2.005 Topk: N/A ada_p: 0.197
[INFO] 2021-10-25 01:44:23 > Step: 71600 Progress: 17.9% Elapsed: 21:44:07 Gen_loss: 2.677 Dis_loss: 46.35 Cls_loss: 5.321 Topk: N/A ada_p: 0.1962
[INFO] 2021-10-25 01:46:04 > Step: 71700 Progress: 17.9% Elapsed: 21:45:48 Gen_loss: 2.208 Dis_loss: 3.176 Cls_loss: 3.535 Topk: N/A ada_p: 0.1697
[INFO] 2021-10-25 01:47:45 > Step: 71800 Progress: 17.9% Elapsed: 21:47:29 Gen_loss: 1.838 Dis_loss: 2.931 Cls_loss: 3.161 Topk: N/A ada_p: 0.1434
[INFO] 2021-10-25 01:49:26 > Step: 71900 Progress: 18.0% Elapsed: 21:49:10 Gen_loss: 4.294 Dis_loss: 1.249 Cls_loss: 2.006 Topk: N/A ada_p: 0.1289
[INFO] 2021-10-25 01:51:06 > Step: 72000 Progress: 18.0% Elapsed: 21:50:51 Gen_loss: 1.713 Dis_loss: 2.184 Cls_loss: 2.092 Topk: N/A ada_p: 0.1473
[INFO] 2021-10-25 01:51:06 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 01:51:08 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_72000.png
[INFO] 2021-10-25 01:51:10 > Start Evaluation (72000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 01:51:10 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 01:52:21 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 01:53:43 > Inception score (Step: 72000, 14630 generated images): 11.853835105895996
[INFO] 2021-10-25 01:53:43 > FID score (Step: 72000, Using train moments): 6.957960818619483
[INFO] 2021-10-25 01:53:43 > Best FID score (Step: 66000, Using train moments): 6.3980521192456195
[INFO] 2021-10-25 01:53:53 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 01:55:34 > Step: 72100 Progress: 18.0% Elapsed: 21:55:18 Gen_loss: 2.961 Dis_loss: 1.719 Cls_loss: 2.024 Topk: N/A ada_p: 0.1559
[INFO] 2021-10-25 01:57:15 > Step: 72200 Progress: 18.1% Elapsed: 21:56:59 Gen_loss: 4.599 Dis_loss: 1.943 Cls_loss: 2.06 Topk: N/A ada_p: 0.1567
[INFO] 2021-10-25 01:58:56 > Step: 72300 Progress: 18.1% Elapsed: 21:58:40 Gen_loss: 2.333 Dis_loss: 1.508 Cls_loss: 2.059 Topk: N/A ada_p: 0.1663
[INFO] 2021-10-25 02:00:36 > Step: 72400 Progress: 18.1% Elapsed: 22:00:21 Gen_loss: 3.322 Dis_loss: 1.511 Cls_loss: 2.063 Topk: N/A ada_p: 0.1678
[INFO] 2021-10-25 02:02:16 > Step: 72500 Progress: 18.1% Elapsed: 22:02:01 Gen_loss: 2.103 Dis_loss: 1.634 Cls_loss: 2.005 Topk: N/A ada_p: 0.1743
[INFO] 2021-10-25 02:03:57 > Step: 72600 Progress: 18.1% Elapsed: 22:03:41 Gen_loss: 2.322 Dis_loss: 1.319 Cls_loss: 2.161 Topk: N/A ada_p: 0.1774
[INFO] 2021-10-25 02:05:38 > Step: 72700 Progress: 18.2% Elapsed: 22:05:22 Gen_loss: 3.209 Dis_loss: 1.161 Cls_loss: 2.032 Topk: N/A ada_p: 0.177
[INFO] 2021-10-25 02:07:20 > Step: 72800 Progress: 18.2% Elapsed: 22:07:04 Gen_loss: 4.324 Dis_loss: 1.32 Cls_loss: 2.023 Topk: N/A ada_p: 0.1781
[INFO] 2021-10-25 02:09:01 > Step: 72900 Progress: 18.2% Elapsed: 22:08:45 Gen_loss: 4.285 Dis_loss: 1.449 Cls_loss: 2.189 Topk: N/A ada_p: 0.1756
[INFO] 2021-10-25 02:10:42 > Step: 73000 Progress: 18.2% Elapsed: 22:10:26 Gen_loss: 3.94 Dis_loss: 1.466 Cls_loss: 2.12 Topk: N/A ada_p: 0.1761
[INFO] 2021-10-25 02:12:23 > Step: 73100 Progress: 18.3% Elapsed: 22:12:07 Gen_loss: 3.299 Dis_loss: 1.371 Cls_loss: 2.007 Topk: N/A ada_p: 0.1804
[INFO] 2021-10-25 02:14:04 > Step: 73200 Progress: 18.3% Elapsed: 22:13:48 Gen_loss: 3.298 Dis_loss: 1.15 Cls_loss: 2.04 Topk: N/A ada_p: 0.1811
[INFO] 2021-10-25 02:15:44 > Step: 73300 Progress: 18.3% Elapsed: 22:15:28 Gen_loss: 2.7 Dis_loss: 1.339 Cls_loss: 2.023 Topk: N/A ada_p: 0.1846
[INFO] 2021-10-25 02:17:25 > Step: 73400 Progress: 18.4% Elapsed: 22:17:09 Gen_loss: 4.229 Dis_loss: 1.35 Cls_loss: 2.103 Topk: N/A ada_p: 0.1915
[INFO] 2021-10-25 02:19:06 > Step: 73500 Progress: 18.4% Elapsed: 22:18:50 Gen_loss: 2.519 Dis_loss: 1.967 Cls_loss: 2.008 Topk: N/A ada_p: 0.1957
[INFO] 2021-10-25 02:20:47 > Step: 73600 Progress: 18.4% Elapsed: 22:20:31 Gen_loss: 3.265 Dis_loss: 1.372 Cls_loss: 2.043 Topk: N/A ada_p: 0.1985
[INFO] 2021-10-25 02:22:28 > Step: 73700 Progress: 18.4% Elapsed: 22:22:12 Gen_loss: 2.47 Dis_loss: 1.85 Cls_loss: 1.934 Topk: N/A ada_p: 0.202
[INFO] 2021-10-25 02:24:09 > Step: 73800 Progress: 18.4% Elapsed: 22:23:53 Gen_loss: 2.135 Dis_loss: 1.686 Cls_loss: 2.094 Topk: N/A ada_p: 0.1989
[INFO] 2021-10-25 02:25:50 > Step: 73900 Progress: 18.5% Elapsed: 22:25:34 Gen_loss: 3.086 Dis_loss: 1.419 Cls_loss: 2.008 Topk: N/A ada_p: 0.2006
[INFO] 2021-10-25 02:27:31 > Step: 74000 Progress: 18.5% Elapsed: 22:27:15 Gen_loss: 2.345 Dis_loss: 1.432 Cls_loss: 2.001 Topk: N/A ada_p: 0.2008
[INFO] 2021-10-25 02:27:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 02:27:33 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_74000.png
[INFO] 2021-10-25 02:27:34 > Start Evaluation (74000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 02:27:34 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 02:28:46 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 02:30:09 > Inception score (Step: 74000, 14630 generated images): 12.258828163146973
[INFO] 2021-10-25 02:30:09 > FID score (Step: 74000, Using train moments): 6.695975576852021
[INFO] 2021-10-25 02:30:09 > Best FID score (Step: 66000, Using train moments): 6.3980521192456195
[INFO] 2021-10-25 02:30:18 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 02:31:59 > Step: 74100 Progress: 18.5% Elapsed: 22:31:43 Gen_loss: 2.643 Dis_loss: 1.505 Cls_loss: 2.028 Topk: N/A ada_p: 0.1997
[INFO] 2021-10-25 02:33:40 > Step: 74200 Progress: 18.6% Elapsed: 22:33:24 Gen_loss: 2.399 Dis_loss: 1.459 Cls_loss: 2.028 Topk: N/A ada_p: 0.2074
[INFO] 2021-10-25 02:35:21 > Step: 74300 Progress: 18.6% Elapsed: 22:35:05 Gen_loss: 3.13 Dis_loss: 1.3 Cls_loss: 1.993 Topk: N/A ada_p: 0.2078
[INFO] 2021-10-25 02:37:02 > Step: 74400 Progress: 18.6% Elapsed: 22:36:46 Gen_loss: 2.198 Dis_loss: 1.518 Cls_loss: 2.081 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-25 02:38:43 > Step: 74500 Progress: 18.6% Elapsed: 22:38:27 Gen_loss: 2.234 Dis_loss: 1.68 Cls_loss: 2.013 Topk: N/A ada_p: 0.2061
[INFO] 2021-10-25 02:40:23 > Step: 74600 Progress: 18.6% Elapsed: 22:40:08 Gen_loss: 1.761 Dis_loss: 2.033 Cls_loss: 2.009 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-25 02:42:04 > Step: 74700 Progress: 18.7% Elapsed: 22:41:48 Gen_loss: 3.019 Dis_loss: 1.491 Cls_loss: 2.011 Topk: N/A ada_p: 0.2039
[INFO] 2021-10-25 02:43:45 > Step: 74800 Progress: 18.7% Elapsed: 22:43:29 Gen_loss: 2.747 Dis_loss: 1.787 Cls_loss: 2.06 Topk: N/A ada_p: 0.208
[INFO] 2021-10-25 02:45:26 > Step: 74900 Progress: 18.7% Elapsed: 22:45:10 Gen_loss: 3.455 Dis_loss: 1.716 Cls_loss: 2.042 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-25 02:47:05 > Step: 75000 Progress: 18.8% Elapsed: 22:46:49 Gen_loss: 2.709 Dis_loss: 2.057 Cls_loss: 1.984 Topk: N/A ada_p: 0.2099
[INFO] 2021-10-25 02:48:46 > Step: 75100 Progress: 18.8% Elapsed: 22:48:30 Gen_loss: 2.166 Dis_loss: 1.354 Cls_loss: 2.068 Topk: N/A ada_p: 0.209
[INFO] 2021-10-25 02:50:27 > Step: 75200 Progress: 18.8% Elapsed: 22:50:11 Gen_loss: 3.441 Dis_loss: 1.431 Cls_loss: 2.122 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-25 02:52:08 > Step: 75300 Progress: 18.8% Elapsed: 22:51:52 Gen_loss: 2.559 Dis_loss: 1.432 Cls_loss: 1.993 Topk: N/A ada_p: 0.2081
[INFO] 2021-10-25 02:53:48 > Step: 75400 Progress: 18.9% Elapsed: 22:53:32 Gen_loss: 3.243 Dis_loss: 1.719 Cls_loss: 2.088 Topk: N/A ada_p: 0.2102
[INFO] 2021-10-25 02:55:29 > Step: 75500 Progress: 18.9% Elapsed: 22:55:13 Gen_loss: 2.644 Dis_loss: 1.779 Cls_loss: 2.004 Topk: N/A ada_p: 0.2118
[INFO] 2021-10-25 02:57:10 > Step: 75600 Progress: 18.9% Elapsed: 22:56:54 Gen_loss: 2.475 Dis_loss: 1.662 Cls_loss: 1.999 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-25 02:58:51 > Step: 75700 Progress: 18.9% Elapsed: 22:58:35 Gen_loss: 2.989 Dis_loss: 1.537 Cls_loss: 2.003 Topk: N/A ada_p: 0.213
[INFO] 2021-10-25 03:00:32 > Step: 75800 Progress: 18.9% Elapsed: 23:00:16 Gen_loss: 2.638 Dis_loss: 1.419 Cls_loss: 2.028 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-25 03:02:13 > Step: 75900 Progress: 19.0% Elapsed: 23:01:57 Gen_loss: 2.637 Dis_loss: 1.51 Cls_loss: 2.02 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 03:03:54 > Step: 76000 Progress: 19.0% Elapsed: 23:03:38 Gen_loss: 3.273 Dis_loss: 1.233 Cls_loss: 1.997 Topk: N/A ada_p: 0.2083
[INFO] 2021-10-25 03:03:54 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 03:03:55 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_76000.png
[INFO] 2021-10-25 03:03:57 > Start Evaluation (76000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 03:03:57 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 03:05:08 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 03:06:30 > Inception score (Step: 76000, 14630 generated images): 12.199494361877441
[INFO] 2021-10-25 03:06:30 > FID score (Step: 76000, Using train moments): 6.25419145884257
[INFO] 2021-10-25 03:06:30 > Best FID score (Step: 76000, Using train moments): 6.25419145884257
[INFO] 2021-10-25 03:06:51 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 03:08:32 > Step: 76100 Progress: 19.0% Elapsed: 23:08:16 Gen_loss: 2.714 Dis_loss: 1.358 Cls_loss: 2.06 Topk: N/A ada_p: 0.2069
[INFO] 2021-10-25 03:10:12 > Step: 76200 Progress: 19.1% Elapsed: 23:09:56 Gen_loss: 2.504 Dis_loss: 1.409 Cls_loss: 1.991 Topk: N/A ada_p: 0.2076
[INFO] 2021-10-25 03:11:53 > Step: 76300 Progress: 19.1% Elapsed: 23:11:37 Gen_loss: 3.327 Dis_loss: 1.245 Cls_loss: 2.018 Topk: N/A ada_p: 0.2039
[INFO] 2021-10-25 03:13:34 > Step: 76400 Progress: 19.1% Elapsed: 23:13:18 Gen_loss: 3.906 Dis_loss: 1.13 Cls_loss: 1.997 Topk: N/A ada_p: 0.2085
[INFO] 2021-10-25 03:15:15 > Step: 76500 Progress: 19.1% Elapsed: 23:14:59 Gen_loss: 2.89 Dis_loss: 1.456 Cls_loss: 1.986 Topk: N/A ada_p: 0.2056
[INFO] 2021-10-25 03:16:55 > Step: 76600 Progress: 19.1% Elapsed: 23:16:39 Gen_loss: 2.065 Dis_loss: 1.603 Cls_loss: 2.029 Topk: N/A ada_p: 0.2038
[INFO] 2021-10-25 03:18:36 > Step: 76700 Progress: 19.2% Elapsed: 23:18:20 Gen_loss: 3.041 Dis_loss: 1.3 Cls_loss: 1.995 Topk: N/A ada_p: 0.2024
[INFO] 2021-10-25 03:20:17 > Step: 76800 Progress: 19.2% Elapsed: 23:20:01 Gen_loss: 1.997 Dis_loss: 2.102 Cls_loss: 2.043 Topk: N/A ada_p: 0.1985
[INFO] 2021-10-25 03:21:58 > Step: 76900 Progress: 19.2% Elapsed: 23:21:43 Gen_loss: 2.803 Dis_loss: 1.223 Cls_loss: 1.993 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-25 03:23:39 > Step: 77000 Progress: 19.2% Elapsed: 23:23:23 Gen_loss: 3.177 Dis_loss: 1.345 Cls_loss: 2.018 Topk: N/A ada_p: 0.2017
[INFO] 2021-10-25 03:25:20 > Step: 77100 Progress: 19.3% Elapsed: 23:25:04 Gen_loss: 2.358 Dis_loss: 1.703 Cls_loss: 2.005 Topk: N/A ada_p: 0.208
[INFO] 2021-10-25 03:27:01 > Step: 77200 Progress: 19.3% Elapsed: 23:26:46 Gen_loss: 2.747 Dis_loss: 1.487 Cls_loss: 1.998 Topk: N/A ada_p: 0.2042
[INFO] 2021-10-25 03:28:42 > Step: 77300 Progress: 19.3% Elapsed: 23:28:26 Gen_loss: 2.602 Dis_loss: 1.194 Cls_loss: 2.011 Topk: N/A ada_p: 0.2066
[INFO] 2021-10-25 03:30:22 > Step: 77400 Progress: 19.4% Elapsed: 23:30:06 Gen_loss: 4.29 Dis_loss: 1.124 Cls_loss: 2.017 Topk: N/A ada_p: 0.2117
[INFO] 2021-10-25 03:32:03 > Step: 77500 Progress: 19.4% Elapsed: 23:31:47 Gen_loss: 2.763 Dis_loss: 1.322 Cls_loss: 1.996 Topk: N/A ada_p: 0.2098
[INFO] 2021-10-25 03:33:44 > Step: 77600 Progress: 19.4% Elapsed: 23:33:28 Gen_loss: 1.874 Dis_loss: 1.849 Cls_loss: 2.12 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-25 03:35:25 > Step: 77700 Progress: 19.4% Elapsed: 23:35:09 Gen_loss: 2.557 Dis_loss: 2.494 Cls_loss: 2.072 Topk: N/A ada_p: 0.2122
[INFO] 2021-10-25 03:37:06 > Step: 77800 Progress: 19.4% Elapsed: 23:36:50 Gen_loss: 2.271 Dis_loss: 1.613 Cls_loss: 2.014 Topk: N/A ada_p: 0.2104
[INFO] 2021-10-25 03:38:48 > Step: 77900 Progress: 19.5% Elapsed: 23:38:32 Gen_loss: 2.855 Dis_loss: 1.551 Cls_loss: 2.009 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 03:40:29 > Step: 78000 Progress: 19.5% Elapsed: 23:40:13 Gen_loss: 2.767 Dis_loss: 1.726 Cls_loss: 2.052 Topk: N/A ada_p: 0.2095
[INFO] 2021-10-25 03:40:29 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 03:40:31 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_78000.png
[INFO] 2021-10-25 03:40:32 > Start Evaluation (78000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 03:40:32 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 03:41:44 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 03:43:07 > Inception score (Step: 78000, 14630 generated images): 12.459924697875977
[INFO] 2021-10-25 03:43:07 > FID score (Step: 78000, Using train moments): 6.103125427300057
[INFO] 2021-10-25 03:43:07 > Best FID score (Step: 78000, Using train moments): 6.103125427300057
[INFO] 2021-10-25 03:43:28 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 03:45:09 > Step: 78100 Progress: 19.5% Elapsed: 23:44:54 Gen_loss: 3.472 Dis_loss: 1.274 Cls_loss: 1.984 Topk: N/A ada_p: 0.2043
[INFO] 2021-10-25 03:46:50 > Step: 78200 Progress: 19.6% Elapsed: 23:46:34 Gen_loss: 2.54 Dis_loss: 1.624 Cls_loss: 1.996 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-25 03:48:31 > Step: 78300 Progress: 19.6% Elapsed: 23:48:15 Gen_loss: 2.525 Dis_loss: 1.277 Cls_loss: 2.003 Topk: N/A ada_p: 0.2101
[INFO] 2021-10-25 03:50:12 > Step: 78400 Progress: 19.6% Elapsed: 23:49:57 Gen_loss: 1.953 Dis_loss: 1.403 Cls_loss: 1.998 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-25 03:51:54 > Step: 78500 Progress: 19.6% Elapsed: 23:51:38 Gen_loss: 3.466 Dis_loss: 1.407 Cls_loss: 1.995 Topk: N/A ada_p: 0.2107
[INFO] 2021-10-25 03:53:35 > Step: 78600 Progress: 19.7% Elapsed: 23:53:19 Gen_loss: 4.249 Dis_loss: 1.177 Cls_loss: 1.992 Topk: N/A ada_p: 0.2094
[INFO] 2021-10-25 03:55:16 > Step: 78700 Progress: 19.7% Elapsed: 23:55:00 Gen_loss: 2.274 Dis_loss: 1.487 Cls_loss: 1.948 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-25 03:56:57 > Step: 78800 Progress: 19.7% Elapsed: 23:56:41 Gen_loss: 1.24 Dis_loss: 1.766 Cls_loss: 2.119 Topk: N/A ada_p: 0.207
[INFO] 2021-10-25 03:58:38 > Step: 78900 Progress: 19.7% Elapsed: 23:58:23 Gen_loss: 3.187 Dis_loss: 1.625 Cls_loss: 2.149 Topk: N/A ada_p: 0.2012
[INFO] 2021-10-25 04:00:18 > Step: 79000 Progress: 19.8% Elapsed: 1 day, 0:00:03 Gen_loss: 2.981 Dis_loss: 1.534 Cls_loss: 1.986 Topk: N/A ada_p: 0.201
[INFO] 2021-10-25 04:02:00 > Step: 79100 Progress: 19.8% Elapsed: 1 day, 0:01:44 Gen_loss: 2.382 Dis_loss: 2.151 Cls_loss: 2.034 Topk: N/A ada_p: 0.1996
[INFO] 2021-10-25 04:03:41 > Step: 79200 Progress: 19.8% Elapsed: 1 day, 0:03:25 Gen_loss: 2.795 Dis_loss: 1.201 Cls_loss: 2.002 Topk: N/A ada_p: 0.1998
[INFO] 2021-10-25 04:05:22 > Step: 79300 Progress: 19.8% Elapsed: 1 day, 0:05:06 Gen_loss: 2.724 Dis_loss: 1.499 Cls_loss: 2.057 Topk: N/A ada_p: 0.2007
[INFO] 2021-10-25 04:07:02 > Step: 79400 Progress: 19.9% Elapsed: 1 day, 0:06:46 Gen_loss: 3.148 Dis_loss: 1.359 Cls_loss: 2.077 Topk: N/A ada_p: 0.1989
[INFO] 2021-10-25 04:08:43 > Step: 79500 Progress: 19.9% Elapsed: 1 day, 0:08:27 Gen_loss: 2.569 Dis_loss: 1.549 Cls_loss: 2.051 Topk: N/A ada_p: 0.2001
[INFO] 2021-10-25 04:10:24 > Step: 79600 Progress: 19.9% Elapsed: 1 day, 0:10:08 Gen_loss: 3.578 Dis_loss: 1.365 Cls_loss: 2.038 Topk: N/A ada_p: 0.2011
[INFO] 2021-10-25 04:12:05 > Step: 79700 Progress: 19.9% Elapsed: 1 day, 0:11:49 Gen_loss: 2.288 Dis_loss: 1.272 Cls_loss: 2.007 Topk: N/A ada_p: 0.2015
[INFO] 2021-10-25 04:13:46 > Step: 79800 Progress: 20.0% Elapsed: 1 day, 0:13:30 Gen_loss: 2.059 Dis_loss: 1.919 Cls_loss: 2.031 Topk: N/A ada_p: 0.2005
[INFO] 2021-10-25 04:15:28 > Step: 79900 Progress: 20.0% Elapsed: 1 day, 0:15:12 Gen_loss: 4.371 Dis_loss: 1.233 Cls_loss: 2.216 Topk: N/A ada_p: 0.206
[INFO] 2021-10-25 04:17:08 > Step: 80000 Progress: 20.0% Elapsed: 1 day, 0:16:53 Gen_loss: 2.216 Dis_loss: 1.386 Cls_loss: 2.125 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-25 04:17:08 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 04:17:10 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_80000.png
[INFO] 2021-10-25 04:17:12 > Start Evaluation (80000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 04:17:12 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 04:18:23 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 04:19:45 > Inception score (Step: 80000, 14630 generated images): 12.199506759643555
[INFO] 2021-10-25 04:19:45 > FID score (Step: 80000, Using train moments): 6.211135249147816
[INFO] 2021-10-25 04:19:45 > Best FID score (Step: 78000, Using train moments): 6.103125427300057
[INFO] 2021-10-25 04:19:56 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 04:21:36 > Step: 80100 Progress: 20.0% Elapsed: 1 day, 0:21:21 Gen_loss: 2.808 Dis_loss: 1.426 Cls_loss: 2.007 Topk: N/A ada_p: 0.2053
[INFO] 2021-10-25 04:23:17 > Step: 80200 Progress: 20.1% Elapsed: 1 day, 0:23:01 Gen_loss: 3.044 Dis_loss: 1.181 Cls_loss: 1.991 Topk: N/A ada_p: 0.2079
[INFO] 2021-10-25 04:24:58 > Step: 80300 Progress: 20.1% Elapsed: 1 day, 0:24:42 Gen_loss: 3.16 Dis_loss: 1.888 Cls_loss: 2.229 Topk: N/A ada_p: 0.2075
[INFO] 2021-10-25 04:26:38 > Step: 80400 Progress: 20.1% Elapsed: 1 day, 0:26:22 Gen_loss: 4.904 Dis_loss: 1.186 Cls_loss: 2.161 Topk: N/A ada_p: 0.2116
[INFO] 2021-10-25 04:28:19 > Step: 80500 Progress: 20.1% Elapsed: 1 day, 0:28:03 Gen_loss: 3.032 Dis_loss: 1.599 Cls_loss: 1.933 Topk: N/A ada_p: 0.213
[INFO] 2021-10-25 04:30:00 > Step: 80600 Progress: 20.2% Elapsed: 1 day, 0:29:44 Gen_loss: 3.553 Dis_loss: 1.364 Cls_loss: 1.994 Topk: N/A ada_p: 0.212
[INFO] 2021-10-25 04:31:40 > Step: 80700 Progress: 20.2% Elapsed: 1 day, 0:31:24 Gen_loss: 3.308 Dis_loss: 1.527 Cls_loss: 2.056 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 04:33:21 > Step: 80800 Progress: 20.2% Elapsed: 1 day, 0:33:05 Gen_loss: 2.745 Dis_loss: 1.406 Cls_loss: 2.04 Topk: N/A ada_p: 0.219
[INFO] 2021-10-25 04:35:03 > Step: 80900 Progress: 20.2% Elapsed: 1 day, 0:34:47 Gen_loss: 2.463 Dis_loss: 1.624 Cls_loss: 1.983 Topk: N/A ada_p: 0.2199
[INFO] 2021-10-25 04:36:43 > Step: 81000 Progress: 20.2% Elapsed: 1 day, 0:36:27 Gen_loss: 3.635 Dis_loss: 1.453 Cls_loss: 1.942 Topk: N/A ada_p: 0.214
[INFO] 2021-10-25 04:38:24 > Step: 81100 Progress: 20.3% Elapsed: 1 day, 0:38:08 Gen_loss: 2.485 Dis_loss: 1.324 Cls_loss: 2.001 Topk: N/A ada_p: 0.2078
[INFO] 2021-10-25 04:40:05 > Step: 81200 Progress: 20.3% Elapsed: 1 day, 0:39:49 Gen_loss: 3.414 Dis_loss: 1.363 Cls_loss: 2.043 Topk: N/A ada_p: 0.2093
[INFO] 2021-10-25 04:41:46 > Step: 81300 Progress: 20.3% Elapsed: 1 day, 0:41:30 Gen_loss: 2.62 Dis_loss: 1.644 Cls_loss: 2.039 Topk: N/A ada_p: 0.2084
[INFO] 2021-10-25 04:43:26 > Step: 81400 Progress: 20.3% Elapsed: 1 day, 0:43:10 Gen_loss: 4.269 Dis_loss: 1.269 Cls_loss: 2.076 Topk: N/A ada_p: 0.2066
[INFO] 2021-10-25 04:45:07 > Step: 81500 Progress: 20.4% Elapsed: 1 day, 0:44:51 Gen_loss: 3.108 Dis_loss: 1.684 Cls_loss: 2.021 Topk: N/A ada_p: 0.2106
[INFO] 2021-10-25 04:46:47 > Step: 81600 Progress: 20.4% Elapsed: 1 day, 0:46:32 Gen_loss: 3.597 Dis_loss: 1.461 Cls_loss: 2.129 Topk: N/A ada_p: 0.208
[INFO] 2021-10-25 04:48:29 > Step: 81700 Progress: 20.4% Elapsed: 1 day, 0:48:13 Gen_loss: 2.583 Dis_loss: 1.482 Cls_loss: 2.099 Topk: N/A ada_p: 0.2115
[INFO] 2021-10-25 04:50:09 > Step: 81800 Progress: 20.4% Elapsed: 1 day, 0:49:54 Gen_loss: 4.481 Dis_loss: 1.358 Cls_loss: 1.967 Topk: N/A ada_p: 0.2143
[INFO] 2021-10-25 04:51:50 > Step: 81900 Progress: 20.5% Elapsed: 1 day, 0:51:34 Gen_loss: 2.663 Dis_loss: 1.541 Cls_loss: 1.987 Topk: N/A ada_p: 0.2139
[INFO] 2021-10-25 04:53:31 > Step: 82000 Progress: 20.5% Elapsed: 1 day, 0:53:16 Gen_loss: 1.917 Dis_loss: 1.981 Cls_loss: 2.105 Topk: N/A ada_p: 0.2157
[INFO] 2021-10-25 04:53:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 04:53:33 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_82000.png
[INFO] 2021-10-25 04:53:35 > Start Evaluation (82000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 04:53:35 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 04:54:46 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 04:56:10 > Inception score (Step: 82000, 14630 generated images): 12.218558311462402
[INFO] 2021-10-25 04:56:10 > FID score (Step: 82000, Using train moments): 6.116642008108215
[INFO] 2021-10-25 04:56:10 > Best FID score (Step: 78000, Using train moments): 6.103125427300057
[INFO] 2021-10-25 04:56:20 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 04:58:01 > Step: 82100 Progress: 20.5% Elapsed: 1 day, 0:57:46 Gen_loss: 1.96 Dis_loss: 1.534 Cls_loss: 2.089 Topk: N/A ada_p: 0.2222
[INFO] 2021-10-25 04:59:42 > Step: 82200 Progress: 20.5% Elapsed: 1 day, 0:59:26 Gen_loss: 2.571 Dis_loss: 1.599 Cls_loss: 2.007 Topk: N/A ada_p: 0.2258
[INFO] 2021-10-25 05:01:22 > Step: 82300 Progress: 20.6% Elapsed: 1 day, 1:01:07 Gen_loss: 2.347 Dis_loss: 1.49 Cls_loss: 2.004 Topk: N/A ada_p: 0.2211
[INFO] 2021-10-25 05:03:03 > Step: 82400 Progress: 20.6% Elapsed: 1 day, 1:02:48 Gen_loss: 2.877 Dis_loss: 1.713 Cls_loss: 2.083 Topk: N/A ada_p: 0.2206
[INFO] 2021-10-25 05:04:45 > Step: 82500 Progress: 20.6% Elapsed: 1 day, 1:04:30 Gen_loss: 3.093 Dis_loss: 1.451 Cls_loss: 1.985 Topk: N/A ada_p: 0.2217
[INFO] 2021-10-25 05:06:27 > Step: 82600 Progress: 20.6% Elapsed: 1 day, 1:06:11 Gen_loss: 3.546 Dis_loss: 1.306 Cls_loss: 1.992 Topk: N/A ada_p: 0.2184
[INFO] 2021-10-25 05:08:08 > Step: 82700 Progress: 20.7% Elapsed: 1 day, 1:07:52 Gen_loss: 3.168 Dis_loss: 1.232 Cls_loss: 2.05 Topk: N/A ada_p: 0.2152
[INFO] 2021-10-25 05:09:49 > Step: 82800 Progress: 20.7% Elapsed: 1 day, 1:09:33 Gen_loss: 3.134 Dis_loss: 1.562 Cls_loss: 2.078 Topk: N/A ada_p: 0.2129
[INFO] 2021-10-25 05:11:30 > Step: 82900 Progress: 20.7% Elapsed: 1 day, 1:11:14 Gen_loss: 5.25 Dis_loss: 2.83 Cls_loss: 2.007 Topk: N/A ada_p: 0.2176
[INFO] 2021-10-25 05:13:10 > Step: 83000 Progress: 20.8% Elapsed: 1 day, 1:12:54 Gen_loss: 3.729 Dis_loss: 1.212 Cls_loss: 2.054 Topk: N/A ada_p: 0.2232
[INFO] 2021-10-25 05:14:51 > Step: 83100 Progress: 20.8% Elapsed: 1 day, 1:14:35 Gen_loss: 3.156 Dis_loss: 1.805 Cls_loss: 2.01 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-25 05:16:31 > Step: 83200 Progress: 20.8% Elapsed: 1 day, 1:16:16 Gen_loss: 2.057 Dis_loss: 2.288 Cls_loss: 2.052 Topk: N/A ada_p: 0.2236
[INFO] 2021-10-25 05:18:13 > Step: 83300 Progress: 20.8% Elapsed: 1 day, 1:17:57 Gen_loss: 2.747 Dis_loss: 2.697 Cls_loss: 2.004 Topk: N/A ada_p: 0.2245
[INFO] 2021-10-25 05:19:54 > Step: 83400 Progress: 20.8% Elapsed: 1 day, 1:19:38 Gen_loss: 3.34 Dis_loss: 1.132 Cls_loss: 2.001 Topk: N/A ada_p: 0.2238
[INFO] 2021-10-25 05:21:35 > Step: 83500 Progress: 20.9% Elapsed: 1 day, 1:21:19 Gen_loss: 3.422 Dis_loss: 1.449 Cls_loss: 2.106 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-25 05:23:16 > Step: 83600 Progress: 20.9% Elapsed: 1 day, 1:23:00 Gen_loss: 2.968 Dis_loss: 1.439 Cls_loss: 2.03 Topk: N/A ada_p: 0.2254
[INFO] 2021-10-25 05:24:57 > Step: 83700 Progress: 20.9% Elapsed: 1 day, 1:24:41 Gen_loss: 1.782 Dis_loss: 2.001 Cls_loss: 2.129 Topk: N/A ada_p: 0.223
[INFO] 2021-10-25 05:26:38 > Step: 83800 Progress: 20.9% Elapsed: 1 day, 1:26:22 Gen_loss: 2.016 Dis_loss: 1.377 Cls_loss: 2.132 Topk: N/A ada_p: 0.2217
[INFO] 2021-10-25 05:28:18 > Step: 83900 Progress: 21.0% Elapsed: 1 day, 1:28:03 Gen_loss: 2.164 Dis_loss: 1.722 Cls_loss: 2.018 Topk: N/A ada_p: 0.2216
[INFO] 2021-10-25 05:29:59 > Step: 84000 Progress: 21.0% Elapsed: 1 day, 1:29:44 Gen_loss: 4.228 Dis_loss: 1.481 Cls_loss: 2.01 Topk: N/A ada_p: 0.219
[INFO] 2021-10-25 05:30:00 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 05:30:01 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_84000.png
[INFO] 2021-10-25 05:30:03 > Start Evaluation (84000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 05:30:03 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 05:31:14 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 05:32:36 > Inception score (Step: 84000, 14630 generated images): 12.636881828308105
[INFO] 2021-10-25 05:32:36 > FID score (Step: 84000, Using train moments): 5.905136401495014
[INFO] 2021-10-25 05:32:36 > Best FID score (Step: 84000, Using train moments): 5.905136401495014
[INFO] 2021-10-25 05:32:58 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 05:34:39 > Step: 84100 Progress: 21.0% Elapsed: 1 day, 1:34:23 Gen_loss: 2.486 Dis_loss: 1.749 Cls_loss: 2.124 Topk: N/A ada_p: 0.223
[INFO] 2021-10-25 05:36:20 > Step: 84200 Progress: 21.1% Elapsed: 1 day, 1:36:04 Gen_loss: 1.856 Dis_loss: 1.412 Cls_loss: 1.943 Topk: N/A ada_p: 0.2222
[INFO] 2021-10-25 05:38:01 > Step: 84300 Progress: 21.1% Elapsed: 1 day, 1:37:45 Gen_loss: 4.183 Dis_loss: 1.333 Cls_loss: 2.01 Topk: N/A ada_p: 0.2193
[INFO] 2021-10-25 05:39:42 > Step: 84400 Progress: 21.1% Elapsed: 1 day, 1:39:26 Gen_loss: 2.256 Dis_loss: 1.464 Cls_loss: 1.951 Topk: N/A ada_p: 0.2221
[INFO] 2021-10-25 05:41:23 > Step: 84500 Progress: 21.1% Elapsed: 1 day, 1:41:07 Gen_loss: 2.926 Dis_loss: 1.328 Cls_loss: 2.156 Topk: N/A ada_p: 0.2248
[INFO] 2021-10-25 05:43:04 > Step: 84600 Progress: 21.1% Elapsed: 1 day, 1:42:48 Gen_loss: 1.345 Dis_loss: 2.377 Cls_loss: 2.358 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-25 05:44:44 > Step: 84700 Progress: 21.2% Elapsed: 1 day, 1:44:28 Gen_loss: 2.52 Dis_loss: 1.459 Cls_loss: 1.995 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-25 05:46:26 > Step: 84800 Progress: 21.2% Elapsed: 1 day, 1:46:10 Gen_loss: 3.034 Dis_loss: 1.535 Cls_loss: 1.999 Topk: N/A ada_p: 0.2239
[INFO] 2021-10-25 05:48:07 > Step: 84900 Progress: 21.2% Elapsed: 1 day, 1:47:51 Gen_loss: 1.891 Dis_loss: 1.714 Cls_loss: 2.036 Topk: N/A ada_p: 0.2263
[INFO] 2021-10-25 05:49:48 > Step: 85000 Progress: 21.2% Elapsed: 1 day, 1:49:32 Gen_loss: 2.018 Dis_loss: 1.415 Cls_loss: 2.066 Topk: N/A ada_p: 0.2291
[INFO] 2021-10-25 05:51:30 > Step: 85100 Progress: 21.3% Elapsed: 1 day, 1:51:14 Gen_loss: 2.627 Dis_loss: 1.926 Cls_loss: 2.026 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-25 05:53:10 > Step: 85200 Progress: 21.3% Elapsed: 1 day, 1:52:54 Gen_loss: 4.634 Dis_loss: 1.33 Cls_loss: 2.005 Topk: N/A ada_p: 0.2313
[INFO] 2021-10-25 05:54:51 > Step: 85300 Progress: 21.3% Elapsed: 1 day, 1:54:35 Gen_loss: 2.549 Dis_loss: 1.608 Cls_loss: 2.022 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-25 05:56:32 > Step: 85400 Progress: 21.3% Elapsed: 1 day, 1:56:16 Gen_loss: 2.363 Dis_loss: 1.856 Cls_loss: 2.017 Topk: N/A ada_p: 0.2327
[INFO] 2021-10-25 05:58:13 > Step: 85500 Progress: 21.4% Elapsed: 1 day, 1:57:57 Gen_loss: 2.76 Dis_loss: 1.359 Cls_loss: 2.027 Topk: N/A ada_p: 0.2282
[INFO] 2021-10-25 05:59:54 > Step: 85600 Progress: 21.4% Elapsed: 1 day, 1:59:38 Gen_loss: 2.433 Dis_loss: 1.212 Cls_loss: 2.047 Topk: N/A ada_p: 0.2275
[INFO] 2021-10-25 06:01:36 > Step: 85700 Progress: 21.4% Elapsed: 1 day, 2:01:20 Gen_loss: 4.64 Dis_loss: 1.432 Cls_loss: 2.149 Topk: N/A ada_p: 0.2317
[INFO] 2021-10-25 06:03:17 > Step: 85800 Progress: 21.4% Elapsed: 1 day, 2:03:01 Gen_loss: 2.904 Dis_loss: 1.135 Cls_loss: 1.983 Topk: N/A ada_p: 0.2299
[INFO] 2021-10-25 06:04:58 > Step: 85900 Progress: 21.5% Elapsed: 1 day, 2:04:42 Gen_loss: 2.794 Dis_loss: 1.622 Cls_loss: 2.042 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-25 06:06:39 > Step: 86000 Progress: 21.5% Elapsed: 1 day, 2:06:23 Gen_loss: 2.456 Dis_loss: 1.648 Cls_loss: 2.002 Topk: N/A ada_p: 0.2234
[INFO] 2021-10-25 06:06:39 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 06:06:41 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_86000.png
[INFO] 2021-10-25 06:06:42 > Start Evaluation (86000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 06:06:42 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 06:07:54 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 06:09:15 > Inception score (Step: 86000, 14630 generated images): 12.115490913391113
[INFO] 2021-10-25 06:09:15 > FID score (Step: 86000, Using train moments): 5.731977980316657
[INFO] 2021-10-25 06:09:15 > Best FID score (Step: 86000, Using train moments): 5.731977980316657
[INFO] 2021-10-25 06:09:37 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 06:11:19 > Step: 86100 Progress: 21.5% Elapsed: 1 day, 2:11:03 Gen_loss: 2.568 Dis_loss: 1.848 Cls_loss: 2.063 Topk: N/A ada_p: 0.2199
[INFO] 2021-10-25 06:13:00 > Step: 86200 Progress: 21.6% Elapsed: 1 day, 2:12:44 Gen_loss: 2.411 Dis_loss: 1.293 Cls_loss: 1.999 Topk: N/A ada_p: 0.2258
[INFO] 2021-10-25 06:14:41 > Step: 86300 Progress: 21.6% Elapsed: 1 day, 2:14:25 Gen_loss: 2.694 Dis_loss: 1.522 Cls_loss: 2.059 Topk: N/A ada_p: 0.2246
[INFO] 2021-10-25 06:16:22 > Step: 86400 Progress: 21.6% Elapsed: 1 day, 2:16:06 Gen_loss: 2.57 Dis_loss: 1.55 Cls_loss: 2.11 Topk: N/A ada_p: 0.227
[INFO] 2021-10-25 06:18:04 > Step: 86500 Progress: 21.6% Elapsed: 1 day, 2:17:48 Gen_loss: 1.824 Dis_loss: 1.587 Cls_loss: 2.007 Topk: N/A ada_p: 0.225
[INFO] 2021-10-25 06:19:45 > Step: 86600 Progress: 21.6% Elapsed: 1 day, 2:19:29 Gen_loss: 2.168 Dis_loss: 1.477 Cls_loss: 2.028 Topk: N/A ada_p: 0.2258
[INFO] 2021-10-25 06:21:27 > Step: 86700 Progress: 21.7% Elapsed: 1 day, 2:21:11 Gen_loss: 2.422 Dis_loss: 1.546 Cls_loss: 2.17 Topk: N/A ada_p: 0.2252
[INFO] 2021-10-25 06:23:08 > Step: 86800 Progress: 21.7% Elapsed: 1 day, 2:22:52 Gen_loss: 3.06 Dis_loss: 1.469 Cls_loss: 2.118 Topk: N/A ada_p: 0.2262
[INFO] 2021-10-25 06:24:49 > Step: 86900 Progress: 21.7% Elapsed: 1 day, 2:24:33 Gen_loss: 2.662 Dis_loss: 1.241 Cls_loss: 1.987 Topk: N/A ada_p: 0.224
[INFO] 2021-10-25 06:26:31 > Step: 87000 Progress: 21.8% Elapsed: 1 day, 2:26:15 Gen_loss: 4.05 Dis_loss: 1.238 Cls_loss: 2.039 Topk: N/A ada_p: 0.2286
[INFO] 2021-10-25 06:28:12 > Step: 87100 Progress: 21.8% Elapsed: 1 day, 2:27:57 Gen_loss: 2.578 Dis_loss: 1.676 Cls_loss: 2.001 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-25 06:29:53 > Step: 87200 Progress: 21.8% Elapsed: 1 day, 2:29:37 Gen_loss: 4.755 Dis_loss: 1.385 Cls_loss: 2.046 Topk: N/A ada_p: 0.2321
[INFO] 2021-10-25 06:31:35 > Step: 87300 Progress: 21.8% Elapsed: 1 day, 2:31:19 Gen_loss: 2.405 Dis_loss: 1.525 Cls_loss: 2.013 Topk: N/A ada_p: 0.2314
[INFO] 2021-10-25 06:33:16 > Step: 87400 Progress: 21.9% Elapsed: 1 day, 2:33:00 Gen_loss: 2.491 Dis_loss: 1.674 Cls_loss: 1.992 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-25 06:34:57 > Step: 87500 Progress: 21.9% Elapsed: 1 day, 2:34:41 Gen_loss: 2.455 Dis_loss: 1.332 Cls_loss: 1.998 Topk: N/A ada_p: 0.2318
[INFO] 2021-10-25 06:36:38 > Step: 87600 Progress: 21.9% Elapsed: 1 day, 2:36:22 Gen_loss: 2.571 Dis_loss: 2.016 Cls_loss: 1.983 Topk: N/A ada_p: 0.2313
[INFO] 2021-10-25 06:38:19 > Step: 87700 Progress: 21.9% Elapsed: 1 day, 2:38:03 Gen_loss: 2.792 Dis_loss: 1.375 Cls_loss: 1.987 Topk: N/A ada_p: 0.236
[INFO] 2021-10-25 06:40:00 > Step: 87800 Progress: 21.9% Elapsed: 1 day, 2:39:44 Gen_loss: 3.182 Dis_loss: 1.932 Cls_loss: 2.102 Topk: N/A ada_p: 0.2353
[INFO] 2021-10-25 06:41:40 > Step: 87900 Progress: 22.0% Elapsed: 1 day, 2:41:25 Gen_loss: 1.829 Dis_loss: 1.564 Cls_loss: 2.016 Topk: N/A ada_p: 0.2295
[INFO] 2021-10-25 06:43:21 > Step: 88000 Progress: 22.0% Elapsed: 1 day, 2:43:05 Gen_loss: 1.982 Dis_loss: 1.438 Cls_loss: 2.015 Topk: N/A ada_p: 0.23
[INFO] 2021-10-25 06:43:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 06:43:23 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_88000.png
[INFO] 2021-10-25 06:43:24 > Start Evaluation (88000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 06:43:24 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 06:44:36 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 06:45:57 > Inception score (Step: 88000, 14630 generated images): 12.533417701721191
[INFO] 2021-10-25 06:45:57 > FID score (Step: 88000, Using train moments): 5.834858174747325
[INFO] 2021-10-25 06:45:57 > Best FID score (Step: 86000, Using train moments): 5.731977980316657
[INFO] 2021-10-25 06:46:08 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 06:47:50 > Step: 88100 Progress: 22.0% Elapsed: 1 day, 2:47:34 Gen_loss: 3.316 Dis_loss: 1.306 Cls_loss: 2.023 Topk: N/A ada_p: 0.2276
[INFO] 2021-10-25 06:49:31 > Step: 88200 Progress: 22.1% Elapsed: 1 day, 2:49:15 Gen_loss: 2.801 Dis_loss: 1.495 Cls_loss: 1.939 Topk: N/A ada_p: 0.2263
[INFO] 2021-10-25 06:51:11 > Step: 88300 Progress: 22.1% Elapsed: 1 day, 2:50:56 Gen_loss: 3.497 Dis_loss: 1.736 Cls_loss: 2.055 Topk: N/A ada_p: 0.227
[INFO] 2021-10-25 06:52:52 > Step: 88400 Progress: 22.1% Elapsed: 1 day, 2:52:36 Gen_loss: 2.445 Dis_loss: 1.395 Cls_loss: 1.989 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-25 06:54:34 > Step: 88500 Progress: 22.1% Elapsed: 1 day, 2:54:18 Gen_loss: 2.776 Dis_loss: 1.451 Cls_loss: 2.059 Topk: N/A ada_p: 0.2281
[INFO] 2021-10-25 06:56:15 > Step: 88600 Progress: 22.1% Elapsed: 1 day, 2:55:59 Gen_loss: 2.913 Dis_loss: 1.547 Cls_loss: 2.032 Topk: N/A ada_p: 0.234
[INFO] 2021-10-25 06:57:55 > Step: 88700 Progress: 22.2% Elapsed: 1 day, 2:57:39 Gen_loss: 2.162 Dis_loss: 1.667 Cls_loss: 2.033 Topk: N/A ada_p: 0.2326
[INFO] 2021-10-25 06:59:35 > Step: 88800 Progress: 22.2% Elapsed: 1 day, 2:59:19 Gen_loss: 3.475 Dis_loss: 1.974 Cls_loss: 1.993 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-25 07:01:17 > Step: 88900 Progress: 22.2% Elapsed: 1 day, 3:01:01 Gen_loss: 2.627 Dis_loss: 1.789 Cls_loss: 2.083 Topk: N/A ada_p: 0.2358
[INFO] 2021-10-25 07:02:58 > Step: 89000 Progress: 22.2% Elapsed: 1 day, 3:02:42 Gen_loss: 2.63 Dis_loss: 1.678 Cls_loss: 2.077 Topk: N/A ada_p: 0.2302
[INFO] 2021-10-25 07:04:39 > Step: 89100 Progress: 22.3% Elapsed: 1 day, 3:04:23 Gen_loss: 3.543 Dis_loss: 1.34 Cls_loss: 2.044 Topk: N/A ada_p: 0.2293
[INFO] 2021-10-25 07:06:20 > Step: 89200 Progress: 22.3% Elapsed: 1 day, 3:06:04 Gen_loss: 4.077 Dis_loss: 1.55 Cls_loss: 1.997 Topk: N/A ada_p: 0.2287
[INFO] 2021-10-25 07:08:14 > Step: 89300 Progress: 22.3% Elapsed: 1 day, 3:07:58 Gen_loss: 2.93 Dis_loss: 1.218 Cls_loss: 2.026 Topk: N/A ada_p: 0.2319
[INFO] 2021-10-25 07:10:13 > Step: 89400 Progress: 22.4% Elapsed: 1 day, 3:09:58 Gen_loss: 1.905 Dis_loss: 1.673 Cls_loss: 2.037 Topk: N/A ada_p: 0.2363
[INFO] 2021-10-25 07:11:55 > Step: 89500 Progress: 22.4% Elapsed: 1 day, 3:11:39 Gen_loss: 2.958 Dis_loss: 1.366 Cls_loss: 1.923 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-25 07:13:36 > Step: 89600 Progress: 22.4% Elapsed: 1 day, 3:13:20 Gen_loss: 2.373 Dis_loss: 1.264 Cls_loss: 2.055 Topk: N/A ada_p: 0.2367
[INFO] 2021-10-25 07:15:17 > Step: 89700 Progress: 22.4% Elapsed: 1 day, 3:15:01 Gen_loss: 2.395 Dis_loss: 1.367 Cls_loss: 1.998 Topk: N/A ada_p: 0.2307
[INFO] 2021-10-25 07:16:59 > Step: 89800 Progress: 22.4% Elapsed: 1 day, 3:16:43 Gen_loss: 3.623 Dis_loss: 1.198 Cls_loss: 2.14 Topk: N/A ada_p: 0.235
[INFO] 2021-10-25 07:18:40 > Step: 89900 Progress: 22.5% Elapsed: 1 day, 3:18:24 Gen_loss: 2.986 Dis_loss: 1.213 Cls_loss: 2.041 Topk: N/A ada_p: 0.2362
[INFO] 2021-10-25 07:20:21 > Step: 90000 Progress: 22.5% Elapsed: 1 day, 3:20:05 Gen_loss: 3.021 Dis_loss: 1.819 Cls_loss: 2.008 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-25 07:20:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 07:20:23 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_90000.png
[INFO] 2021-10-25 07:20:24 > Start Evaluation (90000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 07:20:24 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 07:21:36 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 07:22:58 > Inception score (Step: 90000, 14630 generated images): 12.243300437927246
[INFO] 2021-10-25 07:22:58 > FID score (Step: 90000, Using train moments): 5.723238347526632
[INFO] 2021-10-25 07:22:58 > Best FID score (Step: 90000, Using train moments): 5.723238347526632
[INFO] 2021-10-25 07:23:19 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 07:25:00 > Step: 90100 Progress: 22.5% Elapsed: 1 day, 3:24:44 Gen_loss: 1.982 Dis_loss: 1.646 Cls_loss: 2.03 Topk: N/A ada_p: 0.2394
[INFO] 2021-10-25 07:26:41 > Step: 90200 Progress: 22.6% Elapsed: 1 day, 3:26:25 Gen_loss: 1.786 Dis_loss: 1.55 Cls_loss: 2.055 Topk: N/A ada_p: 0.2337
[INFO] 2021-10-25 07:28:23 > Step: 90300 Progress: 22.6% Elapsed: 1 day, 3:28:07 Gen_loss: 1.917 Dis_loss: 1.545 Cls_loss: 1.956 Topk: N/A ada_p: 0.2339
[INFO] 2021-10-25 07:30:02 > Step: 90400 Progress: 22.6% Elapsed: 1 day, 3:29:47 Gen_loss: 2.156 Dis_loss: 1.412 Cls_loss: 2.068 Topk: N/A ada_p: 0.2341
[INFO] 2021-10-25 07:31:44 > Step: 90500 Progress: 22.6% Elapsed: 1 day, 3:31:28 Gen_loss: 3.577 Dis_loss: 1.588 Cls_loss: 2.017 Topk: N/A ada_p: 0.234
[INFO] 2021-10-25 07:33:24 > Step: 90600 Progress: 22.7% Elapsed: 1 day, 3:33:08 Gen_loss: 3.361 Dis_loss: 2.305 Cls_loss: 1.994 Topk: N/A ada_p: 0.2363
[INFO] 2021-10-25 07:35:05 > Step: 90700 Progress: 22.7% Elapsed: 1 day, 3:34:49 Gen_loss: 2.824 Dis_loss: 1.537 Cls_loss: 2.001 Topk: N/A ada_p: 0.2346
[INFO] 2021-10-25 07:36:46 > Step: 90800 Progress: 22.7% Elapsed: 1 day, 3:36:30 Gen_loss: 2.223 Dis_loss: 1.568 Cls_loss: 2.047 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-25 07:38:28 > Step: 90900 Progress: 22.7% Elapsed: 1 day, 3:38:12 Gen_loss: 2.374 Dis_loss: 1.221 Cls_loss: 2.017 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-25 07:40:09 > Step: 91000 Progress: 22.8% Elapsed: 1 day, 3:39:53 Gen_loss: 2.169 Dis_loss: 1.595 Cls_loss: 2.031 Topk: N/A ada_p: 0.2399
[INFO] 2021-10-25 07:41:50 > Step: 91100 Progress: 22.8% Elapsed: 1 day, 3:41:34 Gen_loss: 3.125 Dis_loss: 1.319 Cls_loss: 2.009 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-25 07:43:31 > Step: 91200 Progress: 22.8% Elapsed: 1 day, 3:43:15 Gen_loss: 1.766 Dis_loss: 2.203 Cls_loss: 1.928 Topk: N/A ada_p: 0.2436
[INFO] 2021-10-25 07:45:12 > Step: 91300 Progress: 22.8% Elapsed: 1 day, 3:44:56 Gen_loss: 3.456 Dis_loss: 1.305 Cls_loss: 2.117 Topk: N/A ada_p: 0.2417
[INFO] 2021-10-25 07:46:53 > Step: 91400 Progress: 22.9% Elapsed: 1 day, 3:46:37 Gen_loss: 2.799 Dis_loss: 1.545 Cls_loss: 1.974 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-25 07:48:34 > Step: 91500 Progress: 22.9% Elapsed: 1 day, 3:48:18 Gen_loss: 3.44 Dis_loss: 1.454 Cls_loss: 2.015 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-25 07:50:15 > Step: 91600 Progress: 22.9% Elapsed: 1 day, 3:50:00 Gen_loss: 2.634 Dis_loss: 1.663 Cls_loss: 2.098 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-25 07:51:57 > Step: 91700 Progress: 22.9% Elapsed: 1 day, 3:51:41 Gen_loss: 2.659 Dis_loss: 1.31 Cls_loss: 2.047 Topk: N/A ada_p: 0.2363
[INFO] 2021-10-25 07:53:38 > Step: 91800 Progress: 22.9% Elapsed: 1 day, 3:53:22 Gen_loss: 2.921 Dis_loss: 1.486 Cls_loss: 2.006 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-25 07:55:19 > Step: 91900 Progress: 23.0% Elapsed: 1 day, 3:55:04 Gen_loss: 3.3 Dis_loss: 1.422 Cls_loss: 1.976 Topk: N/A ada_p: 0.2374
[INFO] 2021-10-25 07:57:01 > Step: 92000 Progress: 23.0% Elapsed: 1 day, 3:56:45 Gen_loss: 1.854 Dis_loss: 2.592 Cls_loss: 2.157 Topk: N/A ada_p: 0.238
[INFO] 2021-10-25 07:57:01 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 07:57:02 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_92000.png
[INFO] 2021-10-25 07:57:04 > Start Evaluation (92000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 07:57:04 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 07:58:16 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 07:59:37 > Inception score (Step: 92000, 14630 generated images): 12.166630744934082
[INFO] 2021-10-25 07:59:37 > FID score (Step: 92000, Using train moments): 5.767114599922479
[INFO] 2021-10-25 07:59:37 > Best FID score (Step: 90000, Using train moments): 5.723238347526632
[INFO] 2021-10-25 07:59:49 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 08:01:30 > Step: 92100 Progress: 23.0% Elapsed: 1 day, 4:01:15 Gen_loss: 2.466 Dis_loss: 1.57 Cls_loss: 2.064 Topk: N/A ada_p: 0.245
[INFO] 2021-10-25 08:03:12 > Step: 92200 Progress: 23.1% Elapsed: 1 day, 4:02:57 Gen_loss: 2.575 Dis_loss: 1.397 Cls_loss: 2.08 Topk: N/A ada_p: 0.2427
[INFO] 2021-10-25 08:04:54 > Step: 92300 Progress: 23.1% Elapsed: 1 day, 4:04:38 Gen_loss: 3.664 Dis_loss: 1.273 Cls_loss: 1.965 Topk: N/A ada_p: 0.2413
[INFO] 2021-10-25 08:06:35 > Step: 92400 Progress: 23.1% Elapsed: 1 day, 4:06:19 Gen_loss: 1.814 Dis_loss: 1.502 Cls_loss: 2.027 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-25 08:08:16 > Step: 92500 Progress: 23.1% Elapsed: 1 day, 4:08:00 Gen_loss: 3.236 Dis_loss: 1.253 Cls_loss: 1.995 Topk: N/A ada_p: 0.2432
[INFO] 2021-10-25 08:09:57 > Step: 92600 Progress: 23.2% Elapsed: 1 day, 4:09:41 Gen_loss: 2.418 Dis_loss: 1.882 Cls_loss: 1.995 Topk: N/A ada_p: 0.2491
[INFO] 2021-10-25 08:11:38 > Step: 92700 Progress: 23.2% Elapsed: 1 day, 4:11:22 Gen_loss: 2.587 Dis_loss: 1.456 Cls_loss: 2.145 Topk: N/A ada_p: 0.2467
[INFO] 2021-10-25 08:13:19 > Step: 92800 Progress: 23.2% Elapsed: 1 day, 4:13:04 Gen_loss: 2.984 Dis_loss: 1.728 Cls_loss: 2.036 Topk: N/A ada_p: 0.2474
[INFO] 2021-10-25 08:15:00 > Step: 92900 Progress: 23.2% Elapsed: 1 day, 4:14:44 Gen_loss: 2.269 Dis_loss: 1.942 Cls_loss: 1.985 Topk: N/A ada_p: 0.247
[INFO] 2021-10-25 08:16:41 > Step: 93000 Progress: 23.2% Elapsed: 1 day, 4:16:25 Gen_loss: 3.386 Dis_loss: 1.142 Cls_loss: 2.01 Topk: N/A ada_p: 0.2396
[INFO] 2021-10-25 08:18:22 > Step: 93100 Progress: 23.3% Elapsed: 1 day, 4:18:06 Gen_loss: 2.656 Dis_loss: 1.255 Cls_loss: 2.051 Topk: N/A ada_p: 0.241
[INFO] 2021-10-25 08:20:02 > Step: 93200 Progress: 23.3% Elapsed: 1 day, 4:19:46 Gen_loss: 3.886 Dis_loss: 1.501 Cls_loss: 2.012 Topk: N/A ada_p: 0.2398
[INFO] 2021-10-25 08:21:44 > Step: 93300 Progress: 23.3% Elapsed: 1 day, 4:21:28 Gen_loss: 2.881 Dis_loss: 1.684 Cls_loss: 1.968 Topk: N/A ada_p: 0.2389
[INFO] 2021-10-25 08:23:25 > Step: 93400 Progress: 23.4% Elapsed: 1 day, 4:23:09 Gen_loss: 3.752 Dis_loss: 1.39 Cls_loss: 2.05 Topk: N/A ada_p: 0.2366
[INFO] 2021-10-25 08:25:06 > Step: 93500 Progress: 23.4% Elapsed: 1 day, 4:24:50 Gen_loss: 2.603 Dis_loss: 1.444 Cls_loss: 2.027 Topk: N/A ada_p: 0.2408
[INFO] 2021-10-25 08:26:47 > Step: 93600 Progress: 23.4% Elapsed: 1 day, 4:26:31 Gen_loss: 2.651 Dis_loss: 2.411 Cls_loss: 1.962 Topk: N/A ada_p: 0.2344
[INFO] 2021-10-25 08:28:28 > Step: 93700 Progress: 23.4% Elapsed: 1 day, 4:28:12 Gen_loss: 3.013 Dis_loss: 1.674 Cls_loss: 2.028 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-25 08:30:09 > Step: 93800 Progress: 23.4% Elapsed: 1 day, 4:29:53 Gen_loss: 2.156 Dis_loss: 1.41 Cls_loss: 2.0 Topk: N/A ada_p: 0.2304
[INFO] 2021-10-25 08:31:50 > Step: 93900 Progress: 23.5% Elapsed: 1 day, 4:31:34 Gen_loss: 2.582 Dis_loss: 1.289 Cls_loss: 2.06 Topk: N/A ada_p: 0.2323
[INFO] 2021-10-25 08:33:31 > Step: 94000 Progress: 23.5% Elapsed: 1 day, 4:33:15 Gen_loss: 2.419 Dis_loss: 1.281 Cls_loss: 2.052 Topk: N/A ada_p: 0.2298
[INFO] 2021-10-25 08:33:31 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 08:33:32 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_94000.png
[INFO] 2021-10-25 08:33:34 > Start Evaluation (94000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 08:33:34 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 08:34:45 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 08:36:07 > Inception score (Step: 94000, 14630 generated images): 12.346037864685059
[INFO] 2021-10-25 08:36:07 > FID score (Step: 94000, Using train moments): 5.763247380167712
[INFO] 2021-10-25 08:36:07 > Best FID score (Step: 90000, Using train moments): 5.723238347526632
[INFO] 2021-10-25 08:36:19 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 08:38:00 > Step: 94100 Progress: 23.5% Elapsed: 1 day, 4:37:44 Gen_loss: 2.668 Dis_loss: 2.231 Cls_loss: 2.068 Topk: N/A ada_p: 0.2345
[INFO] 2021-10-25 08:39:41 > Step: 94200 Progress: 23.5% Elapsed: 1 day, 4:39:25 Gen_loss: 3.45 Dis_loss: 1.314 Cls_loss: 1.997 Topk: N/A ada_p: 0.2317
[INFO] 2021-10-25 08:41:23 > Step: 94300 Progress: 23.6% Elapsed: 1 day, 4:41:07 Gen_loss: 2.338 Dis_loss: 1.845 Cls_loss: 2.069 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-25 08:43:04 > Step: 94400 Progress: 23.6% Elapsed: 1 day, 4:42:48 Gen_loss: 3.188 Dis_loss: 1.454 Cls_loss: 2.012 Topk: N/A ada_p: 0.2403
[INFO] 2021-10-25 08:44:44 > Step: 94500 Progress: 23.6% Elapsed: 1 day, 4:44:28 Gen_loss: 1.883 Dis_loss: 2.221 Cls_loss: 2.083 Topk: N/A ada_p: 0.243
[INFO] 2021-10-25 08:46:25 > Step: 94600 Progress: 23.6% Elapsed: 1 day, 4:46:09 Gen_loss: 1.826 Dis_loss: 1.495 Cls_loss: 2.07 Topk: N/A ada_p: 0.2424
[INFO] 2021-10-25 08:48:06 > Step: 94700 Progress: 23.7% Elapsed: 1 day, 4:47:50 Gen_loss: 3.25 Dis_loss: 1.851 Cls_loss: 2.089 Topk: N/A ada_p: 0.2423
[INFO] 2021-10-25 08:49:47 > Step: 94800 Progress: 23.7% Elapsed: 1 day, 4:49:31 Gen_loss: 1.687 Dis_loss: 1.503 Cls_loss: 2.004 Topk: N/A ada_p: 0.2387
[INFO] 2021-10-25 08:51:28 > Step: 94900 Progress: 23.7% Elapsed: 1 day, 4:51:12 Gen_loss: 2.49 Dis_loss: 1.514 Cls_loss: 2.038 Topk: N/A ada_p: 0.2355
[INFO] 2021-10-25 08:53:09 > Step: 95000 Progress: 23.8% Elapsed: 1 day, 4:52:53 Gen_loss: 3.76 Dis_loss: 1.23 Cls_loss: 1.996 Topk: N/A ada_p: 0.2345
[INFO] 2021-10-25 08:54:50 > Step: 95100 Progress: 23.8% Elapsed: 1 day, 4:54:34 Gen_loss: 2.939 Dis_loss: 1.455 Cls_loss: 2.02 Topk: N/A ada_p: 0.2405
[INFO] 2021-10-25 08:56:31 > Step: 95200 Progress: 23.8% Elapsed: 1 day, 4:56:15 Gen_loss: 2.692 Dis_loss: 1.517 Cls_loss: 1.983 Topk: N/A ada_p: 0.2392
[INFO] 2021-10-25 08:58:12 > Step: 95300 Progress: 23.8% Elapsed: 1 day, 4:57:56 Gen_loss: 2.649 Dis_loss: 1.407 Cls_loss: 2.028 Topk: N/A ada_p: 0.2404
[INFO] 2021-10-25 08:59:54 > Step: 95400 Progress: 23.8% Elapsed: 1 day, 4:59:38 Gen_loss: 3.438 Dis_loss: 1.31 Cls_loss: 2.053 Topk: N/A ada_p: 0.2406
[INFO] 2021-10-25 09:01:36 > Step: 95500 Progress: 23.9% Elapsed: 1 day, 5:01:20 Gen_loss: 2.146 Dis_loss: 1.379 Cls_loss: 2.062 Topk: N/A ada_p: 0.2456
[INFO] 2021-10-25 09:03:17 > Step: 95600 Progress: 23.9% Elapsed: 1 day, 5:03:01 Gen_loss: 3.546 Dis_loss: 1.171 Cls_loss: 2.0 Topk: N/A ada_p: 0.2433
[INFO] 2021-10-25 09:04:58 > Step: 95700 Progress: 23.9% Elapsed: 1 day, 5:04:42 Gen_loss: 2.788 Dis_loss: 1.874 Cls_loss: 2.064 Topk: N/A ada_p: 0.2368
[INFO] 2021-10-25 09:06:39 > Step: 95800 Progress: 23.9% Elapsed: 1 day, 5:06:23 Gen_loss: 3.213 Dis_loss: 1.212 Cls_loss: 2.003 Topk: N/A ada_p: 0.234
[INFO] 2021-10-25 09:08:21 > Step: 95900 Progress: 24.0% Elapsed: 1 day, 5:08:05 Gen_loss: 3.241 Dis_loss: 1.36 Cls_loss: 1.996 Topk: N/A ada_p: 0.2418
[INFO] 2021-10-25 09:10:02 > Step: 96000 Progress: 24.0% Elapsed: 1 day, 5:09:46 Gen_loss: 2.579 Dis_loss: 1.225 Cls_loss: 1.996 Topk: N/A ada_p: 0.2428
[INFO] 2021-10-25 09:10:02 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 09:10:04 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_96000.png
[INFO] 2021-10-25 09:10:06 > Start Evaluation (96000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 09:10:06 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 09:11:17 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 09:12:39 > Inception score (Step: 96000, 14630 generated images): 12.347257614135742
[INFO] 2021-10-25 09:12:39 > FID score (Step: 96000, Using train moments): 5.852372826732761
[INFO] 2021-10-25 09:12:39 > Best FID score (Step: 90000, Using train moments): 5.723238347526632
[INFO] 2021-10-25 09:12:49 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 09:14:30 > Step: 96100 Progress: 24.0% Elapsed: 1 day, 5:14:14 Gen_loss: 2.294 Dis_loss: 1.588 Cls_loss: 1.999 Topk: N/A ada_p: 0.2486
[INFO] 2021-10-25 09:16:11 > Step: 96200 Progress: 24.1% Elapsed: 1 day, 5:15:55 Gen_loss: 2.762 Dis_loss: 1.792 Cls_loss: 1.98 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-25 09:17:52 > Step: 96300 Progress: 24.1% Elapsed: 1 day, 5:17:36 Gen_loss: 2.519 Dis_loss: 1.694 Cls_loss: 2.154 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-25 09:19:33 > Step: 96400 Progress: 24.1% Elapsed: 1 day, 5:19:17 Gen_loss: 4.085 Dis_loss: 1.265 Cls_loss: 2.034 Topk: N/A ada_p: 0.2462
[INFO] 2021-10-25 09:21:14 > Step: 96500 Progress: 24.1% Elapsed: 1 day, 5:20:58 Gen_loss: 2.308 Dis_loss: 1.633 Cls_loss: 1.965 Topk: N/A ada_p: 0.2455
[INFO] 2021-10-25 09:22:55 > Step: 96600 Progress: 24.1% Elapsed: 1 day, 5:22:39 Gen_loss: 2.88 Dis_loss: 1.89 Cls_loss: 2.034 Topk: N/A ada_p: 0.2476
[INFO] 2021-10-25 09:24:36 > Step: 96700 Progress: 24.2% Elapsed: 1 day, 5:24:20 Gen_loss: 2.235 Dis_loss: 2.097 Cls_loss: 1.998 Topk: N/A ada_p: 0.2518
[INFO] 2021-10-25 09:26:17 > Step: 96800 Progress: 24.2% Elapsed: 1 day, 5:26:01 Gen_loss: 2.729 Dis_loss: 1.503 Cls_loss: 2.005 Topk: N/A ada_p: 0.2477
[INFO] 2021-10-25 09:27:57 > Step: 96900 Progress: 24.2% Elapsed: 1 day, 5:27:41 Gen_loss: 2.437 Dis_loss: 1.848 Cls_loss: 2.011 Topk: N/A ada_p: 0.245
[INFO] 2021-10-25 09:29:38 > Step: 97000 Progress: 24.2% Elapsed: 1 day, 5:29:22 Gen_loss: 2.623 Dis_loss: 1.445 Cls_loss: 2.015 Topk: N/A ada_p: 0.2496
[INFO] 2021-10-25 09:31:18 > Step: 97100 Progress: 24.3% Elapsed: 1 day, 5:31:03 Gen_loss: 3.715 Dis_loss: 1.317 Cls_loss: 2.026 Topk: N/A ada_p: 0.2518
[INFO] 2021-10-25 09:32:59 > Step: 97200 Progress: 24.3% Elapsed: 1 day, 5:32:43 Gen_loss: 1.69 Dis_loss: 2.123 Cls_loss: 2.047 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-25 09:34:40 > Step: 97300 Progress: 24.3% Elapsed: 1 day, 5:34:24 Gen_loss: 2.428 Dis_loss: 1.894 Cls_loss: 2.038 Topk: N/A ada_p: 0.2494
[INFO] 2021-10-25 09:36:21 > Step: 97400 Progress: 24.3% Elapsed: 1 day, 5:36:06 Gen_loss: 3.198 Dis_loss: 1.361 Cls_loss: 2.073 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-25 09:38:03 > Step: 97500 Progress: 24.4% Elapsed: 1 day, 5:37:47 Gen_loss: 2.566 Dis_loss: 1.999 Cls_loss: 2.019 Topk: N/A ada_p: 0.2472
[INFO] 2021-10-25 09:39:44 > Step: 97600 Progress: 24.4% Elapsed: 1 day, 5:39:28 Gen_loss: 2.123 Dis_loss: 2.145 Cls_loss: 2.117 Topk: N/A ada_p: 0.2495
[INFO] 2021-10-25 09:41:25 > Step: 97700 Progress: 24.4% Elapsed: 1 day, 5:41:09 Gen_loss: 3.995 Dis_loss: 1.466 Cls_loss: 1.991 Topk: N/A ada_p: 0.2458
[INFO] 2021-10-25 09:43:06 > Step: 97800 Progress: 24.4% Elapsed: 1 day, 5:42:50 Gen_loss: 3.084 Dis_loss: 1.221 Cls_loss: 2.047 Topk: N/A ada_p: 0.2453
[INFO] 2021-10-25 09:44:46 > Step: 97900 Progress: 24.5% Elapsed: 1 day, 5:44:31 Gen_loss: 4.132 Dis_loss: 1.102 Cls_loss: 1.992 Topk: N/A ada_p: 0.2515
[INFO] 2021-10-25 09:46:27 > Step: 98000 Progress: 24.5% Elapsed: 1 day, 5:46:11 Gen_loss: 3.002 Dis_loss: 1.32 Cls_loss: 2.001 Topk: N/A ada_p: 0.2595
[INFO] 2021-10-25 09:46:27 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 09:46:29 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_98000.png
[INFO] 2021-10-25 09:46:30 > Start Evaluation (98000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 09:46:30 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 09:47:42 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 09:49:04 > Inception score (Step: 98000, 14630 generated images): 12.558595657348633
[INFO] 2021-10-25 09:49:04 > FID score (Step: 98000, Using train moments): 5.571090590117365
[INFO] 2021-10-25 09:49:04 > Best FID score (Step: 98000, Using train moments): 5.571090590117365
[INFO] 2021-10-25 09:49:25 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 09:51:06 > Step: 98100 Progress: 24.5% Elapsed: 1 day, 5:50:50 Gen_loss: 2.763 Dis_loss: 1.605 Cls_loss: 2.024 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-25 09:52:47 > Step: 98200 Progress: 24.6% Elapsed: 1 day, 5:52:31 Gen_loss: 2.624 Dis_loss: 1.466 Cls_loss: 2.001 Topk: N/A ada_p: 0.2519
[INFO] 2021-10-25 09:54:29 > Step: 98300 Progress: 24.6% Elapsed: 1 day, 5:54:13 Gen_loss: 2.538 Dis_loss: 2.2 Cls_loss: 2.07 Topk: N/A ada_p: 0.2482
[INFO] 2021-10-25 09:56:09 > Step: 98400 Progress: 24.6% Elapsed: 1 day, 5:55:54 Gen_loss: 2.668 Dis_loss: 1.925 Cls_loss: 2.069 Topk: N/A ada_p: 0.2526
[INFO] 2021-10-25 09:57:51 > Step: 98500 Progress: 24.6% Elapsed: 1 day, 5:57:35 Gen_loss: 3.081 Dis_loss: 1.331 Cls_loss: 2.006 Topk: N/A ada_p: 0.2517
[INFO] 2021-10-25 09:59:31 > Step: 98600 Progress: 24.6% Elapsed: 1 day, 5:59:15 Gen_loss: 2.21 Dis_loss: 1.876 Cls_loss: 2.006 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-25 10:01:11 > Step: 98700 Progress: 24.7% Elapsed: 1 day, 6:00:56 Gen_loss: 2.495 Dis_loss: 1.45 Cls_loss: 1.989 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-25 10:02:52 > Step: 98800 Progress: 24.7% Elapsed: 1 day, 6:02:37 Gen_loss: 4.207 Dis_loss: 1.42 Cls_loss: 2.047 Topk: N/A ada_p: 0.2477
[INFO] 2021-10-25 10:04:34 > Step: 98900 Progress: 24.7% Elapsed: 1 day, 6:04:18 Gen_loss: 2.197 Dis_loss: 1.989 Cls_loss: 2.039 Topk: N/A ada_p: 0.2501
[INFO] 2021-10-25 10:06:15 > Step: 99000 Progress: 24.8% Elapsed: 1 day, 6:05:59 Gen_loss: 5.383 Dis_loss: 2.092 Cls_loss: 2.012 Topk: N/A ada_p: 0.2522
[INFO] 2021-10-25 10:07:57 > Step: 99100 Progress: 24.8% Elapsed: 1 day, 6:07:41 Gen_loss: 2.01 Dis_loss: 1.573 Cls_loss: 2.009 Topk: N/A ada_p: 0.252
[INFO] 2021-10-25 10:09:38 > Step: 99200 Progress: 24.8% Elapsed: 1 day, 6:09:22 Gen_loss: 2.816 Dis_loss: 1.547 Cls_loss: 2.011 Topk: N/A ada_p: 0.2541
[INFO] 2021-10-25 10:11:19 > Step: 99300 Progress: 24.8% Elapsed: 1 day, 6:11:04 Gen_loss: 3.034 Dis_loss: 1.6 Cls_loss: 1.972 Topk: N/A ada_p: 0.255
[INFO] 2021-10-25 10:13:00 > Step: 99400 Progress: 24.9% Elapsed: 1 day, 6:12:44 Gen_loss: 4.623 Dis_loss: 1.349 Cls_loss: 1.98 Topk: N/A ada_p: 0.2586
[INFO] 2021-10-25 10:14:41 > Step: 99500 Progress: 24.9% Elapsed: 1 day, 6:14:25 Gen_loss: 3.285 Dis_loss: 1.352 Cls_loss: 2.041 Topk: N/A ada_p: 0.263
[INFO] 2021-10-25 10:16:22 > Step: 99600 Progress: 24.9% Elapsed: 1 day, 6:16:06 Gen_loss: 2.853 Dis_loss: 1.667 Cls_loss: 2.019 Topk: N/A ada_p: 0.2618
[INFO] 2021-10-25 10:18:04 > Step: 99700 Progress: 24.9% Elapsed: 1 day, 6:17:48 Gen_loss: 2.924 Dis_loss: 25.86 Cls_loss: 4.12 Topk: N/A ada_p: 0.2534
[INFO] 2021-10-25 10:19:45 > Step: 99800 Progress: 24.9% Elapsed: 1 day, 6:19:29 Gen_loss: 2.491 Dis_loss: 2.303 Cls_loss: 2.025 Topk: N/A ada_p: 0.2268
[INFO] 2021-10-25 10:21:27 > Step: 99900 Progress: 25.0% Elapsed: 1 day, 6:21:11 Gen_loss: 3.734 Dis_loss: 1.197 Cls_loss: 2.013 Topk: N/A ada_p: 0.24
[INFO] 2021-10-25 10:23:08 > Step: 100000 Progress: 25.0% Elapsed: 1 day, 6:22:52 Gen_loss: 2.81 Dis_loss: 1.526 Cls_loss: 2.003 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-25 10:23:08 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 10:23:10 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_100000.png
[INFO] 2021-10-25 10:23:11 > Start Evaluation (100000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 10:23:11 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 10:24:23 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 10:25:45 > Inception score (Step: 100000, 14630 generated images): 12.537078857421875
[INFO] 2021-10-25 10:25:45 > FID score (Step: 100000, Using train moments): 5.8299149534444155
[INFO] 2021-10-25 10:25:45 > Best FID score (Step: 98000, Using train moments): 5.571090590117365
[INFO] 2021-10-25 10:25:56 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 10:27:37 > Step: 100100 Progress: 25.0% Elapsed: 1 day, 6:27:21 Gen_loss: 2.565 Dis_loss: 1.38 Cls_loss: 2.008 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-25 10:29:18 > Step: 100200 Progress: 25.1% Elapsed: 1 day, 6:29:02 Gen_loss: 2.422 Dis_loss: 1.422 Cls_loss: 2.036 Topk: N/A ada_p: 0.2627
[INFO] 2021-10-25 10:30:59 > Step: 100300 Progress: 25.1% Elapsed: 1 day, 6:30:43 Gen_loss: 2.225 Dis_loss: 1.402 Cls_loss: 2.091 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-25 10:32:40 > Step: 100400 Progress: 25.1% Elapsed: 1 day, 6:32:24 Gen_loss: 2.423 Dis_loss: 2.273 Cls_loss: 2.103 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-25 10:34:21 > Step: 100500 Progress: 25.1% Elapsed: 1 day, 6:34:05 Gen_loss: 2.362 Dis_loss: 1.591 Cls_loss: 2.012 Topk: N/A ada_p: 0.2683
[INFO] 2021-10-25 10:36:02 > Step: 100600 Progress: 25.1% Elapsed: 1 day, 6:35:46 Gen_loss: 4.979 Dis_loss: 1.406 Cls_loss: 1.984 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-25 10:37:43 > Step: 100700 Progress: 25.2% Elapsed: 1 day, 6:37:27 Gen_loss: 2.995 Dis_loss: 1.382 Cls_loss: 2.103 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-25 10:39:24 > Step: 100800 Progress: 25.2% Elapsed: 1 day, 6:39:08 Gen_loss: 3.076 Dis_loss: 2.402 Cls_loss: 2.05 Topk: N/A ada_p: 0.26
[INFO] 2021-10-25 10:41:05 > Step: 100900 Progress: 25.2% Elapsed: 1 day, 6:40:49 Gen_loss: 2.943 Dis_loss: 1.423 Cls_loss: 1.974 Topk: N/A ada_p: 0.2563
[INFO] 2021-10-25 10:42:45 > Step: 101000 Progress: 25.2% Elapsed: 1 day, 6:42:29 Gen_loss: 3.971 Dis_loss: 1.287 Cls_loss: 2.014 Topk: N/A ada_p: 0.2511
[INFO] 2021-10-25 10:44:26 > Step: 101100 Progress: 25.3% Elapsed: 1 day, 6:44:10 Gen_loss: 2.97 Dis_loss: 1.359 Cls_loss: 2.037 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-25 10:46:07 > Step: 101200 Progress: 25.3% Elapsed: 1 day, 6:45:51 Gen_loss: 3.54 Dis_loss: 1.299 Cls_loss: 2.046 Topk: N/A ada_p: 0.2572
[INFO] 2021-10-25 10:47:48 > Step: 101300 Progress: 25.3% Elapsed: 1 day, 6:47:33 Gen_loss: 2.863 Dis_loss: 1.334 Cls_loss: 1.967 Topk: N/A ada_p: 0.2601
[INFO] 2021-10-25 10:49:29 > Step: 101400 Progress: 25.4% Elapsed: 1 day, 6:49:13 Gen_loss: 3.495 Dis_loss: 1.907 Cls_loss: 2.028 Topk: N/A ada_p: 0.2547
[INFO] 2021-10-25 10:51:10 > Step: 101500 Progress: 25.4% Elapsed: 1 day, 6:50:54 Gen_loss: 2.945 Dis_loss: 1.542 Cls_loss: 2.001 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-25 10:52:51 > Step: 101600 Progress: 25.4% Elapsed: 1 day, 6:52:35 Gen_loss: 2.535 Dis_loss: 1.608 Cls_loss: 2.041 Topk: N/A ada_p: 0.2559
[INFO] 2021-10-25 10:54:32 > Step: 101700 Progress: 25.4% Elapsed: 1 day, 6:54:16 Gen_loss: 2.088 Dis_loss: 1.504 Cls_loss: 2.144 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-25 10:56:12 > Step: 101800 Progress: 25.4% Elapsed: 1 day, 6:55:56 Gen_loss: 2.772 Dis_loss: 1.39 Cls_loss: 1.996 Topk: N/A ada_p: 0.2558
[INFO] 2021-10-25 10:57:53 > Step: 101900 Progress: 25.5% Elapsed: 1 day, 6:57:37 Gen_loss: 2.585 Dis_loss: 1.302 Cls_loss: 1.997 Topk: N/A ada_p: 0.252
[INFO] 2021-10-25 10:59:34 > Step: 102000 Progress: 25.5% Elapsed: 1 day, 6:59:19 Gen_loss: 1.862 Dis_loss: 1.785 Cls_loss: 2.052 Topk: N/A ada_p: 0.252
[INFO] 2021-10-25 10:59:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 10:59:36 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_102000.png
[INFO] 2021-10-25 10:59:38 > Start Evaluation (102000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 10:59:38 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 11:00:49 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 11:02:11 > Inception score (Step: 102000, 14630 generated images): 12.46960735321045
[INFO] 2021-10-25 11:02:11 > FID score (Step: 102000, Using train moments): 5.683365139453684
[INFO] 2021-10-25 11:02:11 > Best FID score (Step: 98000, Using train moments): 5.571090590117365
[INFO] 2021-10-25 11:02:22 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 11:04:04 > Step: 102100 Progress: 25.5% Elapsed: 1 day, 7:03:48 Gen_loss: 2.095 Dis_loss: 1.858 Cls_loss: 1.99 Topk: N/A ada_p: 0.254
[INFO] 2021-10-25 11:05:45 > Step: 102200 Progress: 25.6% Elapsed: 1 day, 7:05:29 Gen_loss: 2.345 Dis_loss: 1.738 Cls_loss: 1.968 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-25 11:07:26 > Step: 102300 Progress: 25.6% Elapsed: 1 day, 7:07:10 Gen_loss: 2.975 Dis_loss: 1.339 Cls_loss: 1.974 Topk: N/A ada_p: 0.2492
[INFO] 2021-10-25 11:09:07 > Step: 102400 Progress: 25.6% Elapsed: 1 day, 7:08:51 Gen_loss: 2.518 Dis_loss: 1.49 Cls_loss: 2.085 Topk: N/A ada_p: 0.2505
[INFO] 2021-10-25 11:10:49 > Step: 102500 Progress: 25.6% Elapsed: 1 day, 7:10:33 Gen_loss: 1.71 Dis_loss: 1.654 Cls_loss: 2.021 Topk: N/A ada_p: 0.2499
[INFO] 2021-10-25 11:12:29 > Step: 102600 Progress: 25.7% Elapsed: 1 day, 7:12:13 Gen_loss: 3.307 Dis_loss: 1.316 Cls_loss: 2.031 Topk: N/A ada_p: 0.2478
[INFO] 2021-10-25 11:14:11 > Step: 102700 Progress: 25.7% Elapsed: 1 day, 7:13:55 Gen_loss: 2.416 Dis_loss: 1.29 Cls_loss: 2.013 Topk: N/A ada_p: 0.2559
[INFO] 2021-10-25 11:15:52 > Step: 102800 Progress: 25.7% Elapsed: 1 day, 7:15:37 Gen_loss: 3.063 Dis_loss: 1.47 Cls_loss: 1.991 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-25 11:17:34 > Step: 102900 Progress: 25.7% Elapsed: 1 day, 7:17:18 Gen_loss: 2.433 Dis_loss: 1.688 Cls_loss: 2.059 Topk: N/A ada_p: 0.2565
[INFO] 2021-10-25 11:19:15 > Step: 103000 Progress: 25.8% Elapsed: 1 day, 7:19:00 Gen_loss: 3.703 Dis_loss: 1.332 Cls_loss: 2.003 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-25 11:20:56 > Step: 103100 Progress: 25.8% Elapsed: 1 day, 7:20:41 Gen_loss: 2.03 Dis_loss: 1.486 Cls_loss: 2.0 Topk: N/A ada_p: 0.2574
[INFO] 2021-10-25 11:22:38 > Step: 103200 Progress: 25.8% Elapsed: 1 day, 7:22:22 Gen_loss: 3.622 Dis_loss: 1.391 Cls_loss: 2.022 Topk: N/A ada_p: 0.2536
[INFO] 2021-10-25 11:24:19 > Step: 103300 Progress: 25.8% Elapsed: 1 day, 7:24:03 Gen_loss: 2.331 Dis_loss: 1.29 Cls_loss: 1.995 Topk: N/A ada_p: 0.2522
[INFO] 2021-10-25 11:26:00 > Step: 103400 Progress: 25.9% Elapsed: 1 day, 7:25:44 Gen_loss: 3.711 Dis_loss: 1.152 Cls_loss: 1.968 Topk: N/A ada_p: 0.2568
[INFO] 2021-10-25 11:27:41 > Step: 103500 Progress: 25.9% Elapsed: 1 day, 7:27:25 Gen_loss: 2.101 Dis_loss: 1.54 Cls_loss: 2.038 Topk: N/A ada_p: 0.2569
[INFO] 2021-10-25 11:29:23 > Step: 103600 Progress: 25.9% Elapsed: 1 day, 7:29:07 Gen_loss: 1.428 Dis_loss: 1.884 Cls_loss: 2.063 Topk: N/A ada_p: 0.2549
[INFO] 2021-10-25 11:31:05 > Step: 103700 Progress: 25.9% Elapsed: 1 day, 7:30:49 Gen_loss: 2.681 Dis_loss: 2.092 Cls_loss: 2.006 Topk: N/A ada_p: 0.257
[INFO] 2021-10-25 11:32:46 > Step: 103800 Progress: 25.9% Elapsed: 1 day, 7:32:30 Gen_loss: 3.904 Dis_loss: 1.514 Cls_loss: 2.139 Topk: N/A ada_p: 0.2552
[INFO] 2021-10-25 11:34:28 > Step: 103900 Progress: 26.0% Elapsed: 1 day, 7:34:12 Gen_loss: 2.275 Dis_loss: 1.45 Cls_loss: 2.131 Topk: N/A ada_p: 0.2561
[INFO] 2021-10-25 11:36:09 > Step: 104000 Progress: 26.0% Elapsed: 1 day, 7:35:54 Gen_loss: 3.347 Dis_loss: 1.445 Cls_loss: 1.988 Topk: N/A ada_p: 0.2556
[INFO] 2021-10-25 11:36:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 11:36:11 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_104000.png
[INFO] 2021-10-25 11:36:13 > Start Evaluation (104000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 11:36:13 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 11:37:24 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 11:38:46 > Inception score (Step: 104000, 14630 generated images): 12.448344230651855
[INFO] 2021-10-25 11:38:46 > FID score (Step: 104000, Using train moments): 5.560187572684299
[INFO] 2021-10-25 11:38:46 > Best FID score (Step: 104000, Using train moments): 5.560187572684299
[INFO] 2021-10-25 11:39:08 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 11:40:49 > Step: 104100 Progress: 26.0% Elapsed: 1 day, 7:40:33 Gen_loss: 2.929 Dis_loss: 1.541 Cls_loss: 1.979 Topk: N/A ada_p: 0.2578
[INFO] 2021-10-25 11:42:30 > Step: 104200 Progress: 26.1% Elapsed: 1 day, 7:42:14 Gen_loss: 3.991 Dis_loss: 1.773 Cls_loss: 2.0 Topk: N/A ada_p: 0.2614
[INFO] 2021-10-25 11:44:11 > Step: 104300 Progress: 26.1% Elapsed: 1 day, 7:43:55 Gen_loss: 2.735 Dis_loss: 1.43 Cls_loss: 2.007 Topk: N/A ada_p: 0.261
[INFO] 2021-10-25 11:45:51 > Step: 104400 Progress: 26.1% Elapsed: 1 day, 7:45:35 Gen_loss: 2.357 Dis_loss: 1.577 Cls_loss: 2.029 Topk: N/A ada_p: 0.2546
[INFO] 2021-10-25 11:47:32 > Step: 104500 Progress: 26.1% Elapsed: 1 day, 7:47:16 Gen_loss: 4.122 Dis_loss: 1.669 Cls_loss: 2.008 Topk: N/A ada_p: 0.2611
[INFO] 2021-10-25 11:49:13 > Step: 104600 Progress: 26.2% Elapsed: 1 day, 7:48:57 Gen_loss: 3.225 Dis_loss: 2.382 Cls_loss: 2.031 Topk: N/A ada_p: 0.2575
[INFO] 2021-10-25 11:50:55 > Step: 104700 Progress: 26.2% Elapsed: 1 day, 7:50:39 Gen_loss: 2.855 Dis_loss: 1.371 Cls_loss: 1.984 Topk: N/A ada_p: 0.2582
[INFO] 2021-10-25 11:52:35 > Step: 104800 Progress: 26.2% Elapsed: 1 day, 7:52:20 Gen_loss: 2.183 Dis_loss: 1.249 Cls_loss: 2.021 Topk: N/A ada_p: 0.261
[INFO] 2021-10-25 11:54:16 > Step: 104900 Progress: 26.2% Elapsed: 1 day, 7:54:01 Gen_loss: 1.967 Dis_loss: 1.338 Cls_loss: 2.068 Topk: N/A ada_p: 0.2598
[INFO] 2021-10-25 11:55:57 > Step: 105000 Progress: 26.2% Elapsed: 1 day, 7:55:42 Gen_loss: 2.624 Dis_loss: 1.559 Cls_loss: 2.014 Topk: N/A ada_p: 0.2591
[INFO] 2021-10-25 11:57:38 > Step: 105100 Progress: 26.3% Elapsed: 1 day, 7:57:22 Gen_loss: 4.235 Dis_loss: 1.687 Cls_loss: 2.166 Topk: N/A ada_p: 0.2584
[INFO] 2021-10-25 11:59:19 > Step: 105200 Progress: 26.3% Elapsed: 1 day, 7:59:04 Gen_loss: 2.906 Dis_loss: 1.258 Cls_loss: 2.001 Topk: N/A ada_p: 0.2697
[INFO] 2021-10-25 12:01:01 > Step: 105300 Progress: 26.3% Elapsed: 1 day, 8:00:45 Gen_loss: 3.698 Dis_loss: 1.722 Cls_loss: 2.097 Topk: N/A ada_p: 0.2627
[INFO] 2021-10-25 12:02:42 > Step: 105400 Progress: 26.4% Elapsed: 1 day, 8:02:26 Gen_loss: 2.968 Dis_loss: 1.334 Cls_loss: 2.051 Topk: N/A ada_p: 0.2655
[INFO] 2021-10-25 12:04:23 > Step: 105500 Progress: 26.4% Elapsed: 1 day, 8:04:08 Gen_loss: 3.583 Dis_loss: 1.638 Cls_loss: 2.003 Topk: N/A ada_p: 0.2677
[INFO] 2021-10-25 12:06:05 > Step: 105600 Progress: 26.4% Elapsed: 1 day, 8:05:49 Gen_loss: 1.89 Dis_loss: 1.41 Cls_loss: 2.031 Topk: N/A ada_p: 0.2674
[INFO] 2021-10-25 12:07:48 > Step: 105700 Progress: 26.4% Elapsed: 1 day, 8:07:32 Gen_loss: 1.954 Dis_loss: 2.037 Cls_loss: 2.01 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-25 12:09:29 > Step: 105800 Progress: 26.5% Elapsed: 1 day, 8:09:13 Gen_loss: 2.621 Dis_loss: 1.473 Cls_loss: 2.006 Topk: N/A ada_p: 0.2632
[INFO] 2021-10-25 12:11:10 > Step: 105900 Progress: 26.5% Elapsed: 1 day, 8:10:54 Gen_loss: 2.425 Dis_loss: 1.504 Cls_loss: 1.969 Topk: N/A ada_p: 0.2682
[INFO] 2021-10-25 12:12:51 > Step: 106000 Progress: 26.5% Elapsed: 1 day, 8:12:36 Gen_loss: 2.196 Dis_loss: 1.644 Cls_loss: 1.988 Topk: N/A ada_p: 0.27
[INFO] 2021-10-25 12:12:52 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 12:12:53 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_106000.png
[INFO] 2021-10-25 12:12:55 > Start Evaluation (106000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 12:12:55 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 12:14:06 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 12:15:28 > Inception score (Step: 106000, 14630 generated images): 12.43482780456543
[INFO] 2021-10-25 12:15:28 > FID score (Step: 106000, Using train moments): 5.540733862875243
[INFO] 2021-10-25 12:15:28 > Best FID score (Step: 106000, Using train moments): 5.540733862875243
[INFO] 2021-10-25 12:15:49 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 12:17:30 > Step: 106100 Progress: 26.5% Elapsed: 1 day, 8:17:14 Gen_loss: 4.552 Dis_loss: 1.412 Cls_loss: 2.076 Topk: N/A ada_p: 0.2698
[INFO] 2021-10-25 12:19:12 > Step: 106200 Progress: 26.6% Elapsed: 1 day, 8:18:56 Gen_loss: 2.162 Dis_loss: 2.15 Cls_loss: 2.077 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-25 12:20:53 > Step: 106300 Progress: 26.6% Elapsed: 1 day, 8:20:37 Gen_loss: 2.187 Dis_loss: 1.289 Cls_loss: 2.012 Topk: N/A ada_p: 0.2646
[INFO] 2021-10-25 12:22:34 > Step: 106400 Progress: 26.6% Elapsed: 1 day, 8:22:18 Gen_loss: 3.14 Dis_loss: 1.249 Cls_loss: 2.143 Topk: N/A ada_p: 0.2669
[INFO] 2021-10-25 12:24:15 > Step: 106500 Progress: 26.6% Elapsed: 1 day, 8:23:59 Gen_loss: 2.101 Dis_loss: 1.37 Cls_loss: 1.999 Topk: N/A ada_p: 0.2645
[INFO] 2021-10-25 12:25:57 > Step: 106600 Progress: 26.7% Elapsed: 1 day, 8:25:41 Gen_loss: 2.876 Dis_loss: 1.376 Cls_loss: 1.977 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-25 12:27:37 > Step: 106700 Progress: 26.7% Elapsed: 1 day, 8:27:22 Gen_loss: 2.542 Dis_loss: 1.585 Cls_loss: 2.011 Topk: N/A ada_p: 0.261
[INFO] 2021-10-25 12:29:19 > Step: 106800 Progress: 26.7% Elapsed: 1 day, 8:29:03 Gen_loss: 2.132 Dis_loss: 1.459 Cls_loss: 2.034 Topk: N/A ada_p: 0.2661
[INFO] 2021-10-25 12:31:00 > Step: 106900 Progress: 26.7% Elapsed: 1 day, 8:30:44 Gen_loss: 2.723 Dis_loss: 1.57 Cls_loss: 2.018 Topk: N/A ada_p: 0.2647
[INFO] 2021-10-25 12:32:42 > Step: 107000 Progress: 26.8% Elapsed: 1 day, 8:32:26 Gen_loss: 3.712 Dis_loss: 1.418 Cls_loss: 2.051 Topk: N/A ada_p: 0.2665
[INFO] 2021-10-25 12:34:24 > Step: 107100 Progress: 26.8% Elapsed: 1 day, 8:34:08 Gen_loss: 2.238 Dis_loss: 3.332 Cls_loss: 3.908 Topk: N/A ada_p: 0.2454
[INFO] 2021-10-25 12:36:04 > Step: 107200 Progress: 26.8% Elapsed: 1 day, 8:35:48 Gen_loss: 2.293 Dis_loss: 3.241 Cls_loss: 3.659 Topk: N/A ada_p: 0.2188
[INFO] 2021-10-25 12:37:45 > Step: 107300 Progress: 26.8% Elapsed: 1 day, 8:37:29 Gen_loss: 3.868 Dis_loss: 1.086 Cls_loss: 2.021 Topk: N/A ada_p: 0.1984
[INFO] 2021-10-25 12:39:26 > Step: 107400 Progress: 26.9% Elapsed: 1 day, 8:39:11 Gen_loss: 1.853 Dis_loss: 1.36 Cls_loss: 2.002 Topk: N/A ada_p: 0.2158
[INFO] 2021-10-25 12:41:07 > Step: 107500 Progress: 26.9% Elapsed: 1 day, 8:40:51 Gen_loss: 3.269 Dis_loss: 1.497 Cls_loss: 2.101 Topk: N/A ada_p: 0.2259
[INFO] 2021-10-25 12:42:48 > Step: 107600 Progress: 26.9% Elapsed: 1 day, 8:42:32 Gen_loss: 3.58 Dis_loss: 1.254 Cls_loss: 2.004 Topk: N/A ada_p: 0.2328
[INFO] 2021-10-25 12:44:29 > Step: 107700 Progress: 26.9% Elapsed: 1 day, 8:44:13 Gen_loss: 2.932 Dis_loss: 1.41 Cls_loss: 2.004 Topk: N/A ada_p: 0.2342
[INFO] 2021-10-25 12:46:10 > Step: 107800 Progress: 27.0% Elapsed: 1 day, 8:45:54 Gen_loss: 5.151 Dis_loss: 1.209 Cls_loss: 2.0 Topk: N/A ada_p: 0.2437
[INFO] 2021-10-25 12:47:52 > Step: 107900 Progress: 27.0% Elapsed: 1 day, 8:47:36 Gen_loss: 2.688 Dis_loss: 1.265 Cls_loss: 1.998 Topk: N/A ada_p: 0.2472
[INFO] 2021-10-25 12:49:33 > Step: 108000 Progress: 27.0% Elapsed: 1 day, 8:49:17 Gen_loss: 3.854 Dis_loss: 1.313 Cls_loss: 2.1 Topk: N/A ada_p: 0.2543
[INFO] 2021-10-25 12:49:33 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 12:49:34 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_108000.png
[INFO] 2021-10-25 12:49:36 > Start Evaluation (108000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 12:49:36 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 12:50:47 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 12:52:09 > Inception score (Step: 108000, 14630 generated images): 12.434667587280273
[INFO] 2021-10-25 12:52:09 > FID score (Step: 108000, Using train moments): 5.584177279724514
[INFO] 2021-10-25 12:52:09 > Best FID score (Step: 106000, Using train moments): 5.540733862875243
[INFO] 2021-10-25 12:52:19 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 12:54:01 > Step: 108100 Progress: 27.0% Elapsed: 1 day, 8:53:45 Gen_loss: 2.521 Dis_loss: 1.566 Cls_loss: 2.113 Topk: N/A ada_p: 0.2542
[INFO] 2021-10-25 12:55:42 > Step: 108200 Progress: 27.1% Elapsed: 1 day, 8:55:26 Gen_loss: 2.705 Dis_loss: 1.838 Cls_loss: 2.096 Topk: N/A ada_p: 0.256
[INFO] 2021-10-25 12:57:23 > Step: 108300 Progress: 27.1% Elapsed: 1 day, 8:57:07 Gen_loss: 2.895 Dis_loss: 1.273 Cls_loss: 1.988 Topk: N/A ada_p: 0.2625
[INFO] 2021-10-25 12:59:04 > Step: 108400 Progress: 27.1% Elapsed: 1 day, 8:58:48 Gen_loss: 2.92 Dis_loss: 1.353 Cls_loss: 2.032 Topk: N/A ada_p: 0.2613
[INFO] 2021-10-25 13:00:45 > Step: 108500 Progress: 27.1% Elapsed: 1 day, 9:00:29 Gen_loss: 2.587 Dis_loss: 1.213 Cls_loss: 2.0 Topk: N/A ada_p: 0.2632
[INFO] 2021-10-25 13:02:26 > Step: 108600 Progress: 27.2% Elapsed: 1 day, 9:02:10 Gen_loss: 3.426 Dis_loss: 1.56 Cls_loss: 1.99 Topk: N/A ada_p: 0.2668
[INFO] 2021-10-25 13:04:07 > Step: 108700 Progress: 27.2% Elapsed: 1 day, 9:03:52 Gen_loss: 3.225 Dis_loss: 1.857 Cls_loss: 2.112 Topk: N/A ada_p: 0.2687
[INFO] 2021-10-25 13:05:48 > Step: 108800 Progress: 27.2% Elapsed: 1 day, 9:05:32 Gen_loss: 3.54 Dis_loss: 1.256 Cls_loss: 1.981 Topk: N/A ada_p: 0.2664
[INFO] 2021-10-25 13:07:29 > Step: 108900 Progress: 27.2% Elapsed: 1 day, 9:07:14 Gen_loss: 2.462 Dis_loss: 1.7 Cls_loss: 2.04 Topk: N/A ada_p: 0.2703
[INFO] 2021-10-25 13:09:10 > Step: 109000 Progress: 27.3% Elapsed: 1 day, 9:08:54 Gen_loss: 2.724 Dis_loss: 1.32 Cls_loss: 2.003 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-25 13:10:52 > Step: 109100 Progress: 27.3% Elapsed: 1 day, 9:10:36 Gen_loss: 2.796 Dis_loss: 1.469 Cls_loss: 2.007 Topk: N/A ada_p: 0.2751
[INFO] 2021-10-25 13:12:32 > Step: 109200 Progress: 27.3% Elapsed: 1 day, 9:12:16 Gen_loss: 2.449 Dis_loss: 1.53 Cls_loss: 2.055 Topk: N/A ada_p: 0.2735
[INFO] 2021-10-25 13:14:14 > Step: 109300 Progress: 27.3% Elapsed: 1 day, 9:13:58 Gen_loss: 2.783 Dis_loss: 1.449 Cls_loss: 1.994 Topk: N/A ada_p: 0.2701
[INFO] 2021-10-25 13:15:55 > Step: 109400 Progress: 27.4% Elapsed: 1 day, 9:15:39 Gen_loss: 1.86 Dis_loss: 1.602 Cls_loss: 2.002 Topk: N/A ada_p: 0.2721
[INFO] 2021-10-25 13:17:37 > Step: 109500 Progress: 27.4% Elapsed: 1 day, 9:17:21 Gen_loss: 4.773 Dis_loss: 1.712 Cls_loss: 2.005 Topk: N/A ada_p: 0.2761
[INFO] 2021-10-25 13:19:19 > Step: 109600 Progress: 27.4% Elapsed: 1 day, 9:19:03 Gen_loss: 3.108 Dis_loss: 1.355 Cls_loss: 2.013 Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 13:21:00 > Step: 109700 Progress: 27.4% Elapsed: 1 day, 9:20:44 Gen_loss: 2.574 Dis_loss: 1.739 Cls_loss: 1.991 Topk: N/A ada_p: 0.2803
[INFO] 2021-10-25 13:22:41 > Step: 109800 Progress: 27.5% Elapsed: 1 day, 9:22:25 Gen_loss: 4.008 Dis_loss: 1.305 Cls_loss: 2.058 Topk: N/A ada_p: 0.2755
[INFO] 2021-10-25 13:24:22 > Step: 109900 Progress: 27.5% Elapsed: 1 day, 9:24:06 Gen_loss: 2.184 Dis_loss: 1.949 Cls_loss: 2.298 Topk: N/A ada_p: 0.2771
[INFO] 2021-10-25 13:26:03 > Step: 110000 Progress: 27.5% Elapsed: 1 day, 9:25:47 Gen_loss: 4.459 Dis_loss: 1.441 Cls_loss: 2.029 Topk: N/A ada_p: 0.2797
[INFO] 2021-10-25 13:26:03 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 13:26:05 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_110000.png
[INFO] 2021-10-25 13:26:06 > Start Evaluation (110000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 13:26:06 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 13:27:18 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 13:28:39 > Inception score (Step: 110000, 14630 generated images): 12.626916885375977
[INFO] 2021-10-25 13:28:39 > FID score (Step: 110000, Using train moments): 5.395174652511116
[INFO] 2021-10-25 13:28:39 > Best FID score (Step: 110000, Using train moments): 5.395174652511116
[INFO] 2021-10-25 13:29:01 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 13:30:42 > Step: 110100 Progress: 27.5% Elapsed: 1 day, 9:30:26 Gen_loss: 3.307 Dis_loss: 1.523 Cls_loss: 1.984 Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 13:32:24 > Step: 110200 Progress: 27.6% Elapsed: 1 day, 9:32:08 Gen_loss: 3.773 Dis_loss: 1.288 Cls_loss: 1.992 Topk: N/A ada_p: 0.2952
[INFO] 2021-10-25 13:34:05 > Step: 110300 Progress: 27.6% Elapsed: 1 day, 9:33:49 Gen_loss: 2.965 Dis_loss: 1.681 Cls_loss: 2.06 Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 13:35:46 > Step: 110400 Progress: 27.6% Elapsed: 1 day, 9:35:30 Gen_loss: 2.213 Dis_loss: 1.489 Cls_loss: 2.032 Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 13:37:27 > Step: 110500 Progress: 27.6% Elapsed: 1 day, 9:37:12 Gen_loss: 3.957 Dis_loss: 1.784 Cls_loss: 2.14 Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 13:39:08 > Step: 110600 Progress: 27.7% Elapsed: 1 day, 9:38:53 Gen_loss: 2.219 Dis_loss: 1.999 Cls_loss: 2.009 Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 13:40:50 > Step: 110700 Progress: 27.7% Elapsed: 1 day, 9:40:34 Gen_loss: 2.682 Dis_loss: 1.293 Cls_loss: 1.989 Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 13:42:31 > Step: 110800 Progress: 27.7% Elapsed: 1 day, 9:42:15 Gen_loss: 2.985 Dis_loss: 1.135 Cls_loss: 2.018 Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 13:44:12 > Step: 110900 Progress: 27.7% Elapsed: 1 day, 9:43:56 Gen_loss: 3.198 Dis_loss: 1.516 Cls_loss: 2.022 Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 13:45:53 > Step: 111000 Progress: 27.8% Elapsed: 1 day, 9:45:37 Gen_loss: 2.286 Dis_loss: 1.315 Cls_loss: 2.085 Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 13:47:35 > Step: 111100 Progress: 27.8% Elapsed: 1 day, 9:47:19 Gen_loss: 3.056 Dis_loss: 1.586 Cls_loss: 2.061 Topk: N/A ada_p: 0.2833
[INFO] 2021-10-25 13:49:16 > Step: 111200 Progress: 27.8% Elapsed: 1 day, 9:49:01 Gen_loss: 1.975 Dis_loss: 1.582 Cls_loss: 1.977 Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 13:50:58 > Step: 111300 Progress: 27.8% Elapsed: 1 day, 9:50:42 Gen_loss: 2.121 Dis_loss: 1.765 Cls_loss: 2.038 Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 13:52:39 > Step: 111400 Progress: 27.9% Elapsed: 1 day, 9:52:24 Gen_loss: 4.201 Dis_loss: 1.656 Cls_loss: 1.975 Topk: N/A ada_p: 0.288
[INFO] 2021-10-25 13:54:21 > Step: 111500 Progress: 27.9% Elapsed: 1 day, 9:54:05 Gen_loss: 3.584 Dis_loss: 1.232 Cls_loss: 1.993 Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 13:56:02 > Step: 111600 Progress: 27.9% Elapsed: 1 day, 9:55:46 Gen_loss: 3.227 Dis_loss: 1.885 Cls_loss: 2.031 Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 13:57:43 > Step: 111700 Progress: 27.9% Elapsed: 1 day, 9:57:28 Gen_loss: 3.264 Dis_loss: 1.312 Cls_loss: 2.005 Topk: N/A ada_p: 0.2959
[INFO] 2021-10-25 13:59:25 > Step: 111800 Progress: 28.0% Elapsed: 1 day, 9:59:09 Gen_loss: 4.765 Dis_loss: 1.329 Cls_loss: 2.004 Topk: N/A ada_p: 0.2985
[INFO] 2021-10-25 14:01:06 > Step: 111900 Progress: 28.0% Elapsed: 1 day, 10:00:50 Gen_loss: 2.761 Dis_loss: 1.592 Cls_loss: 1.989 Topk: N/A ada_p: 0.2984
[INFO] 2021-10-25 14:02:48 > Step: 112000 Progress: 28.0% Elapsed: 1 day, 10:02:32 Gen_loss: 3.441 Dis_loss: 1.599 Cls_loss: 1.972 Topk: N/A ada_p: 0.2981
[INFO] 2021-10-25 14:02:48 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 14:02:49 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_112000.png
[INFO] 2021-10-25 14:02:51 > Start Evaluation (112000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 14:02:51 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 14:04:02 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 14:05:24 > Inception score (Step: 112000, 14630 generated images): 12.555167198181152
[INFO] 2021-10-25 14:05:24 > FID score (Step: 112000, Using train moments): 5.53549198468869
[INFO] 2021-10-25 14:05:24 > Best FID score (Step: 110000, Using train moments): 5.395174652511116
[INFO] 2021-10-25 14:05:34 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 14:07:16 > Step: 112100 Progress: 28.0% Elapsed: 1 day, 10:07:00 Gen_loss: 4.157 Dis_loss: 1.527 Cls_loss: 2.041 Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 14:08:58 > Step: 112200 Progress: 28.1% Elapsed: 1 day, 10:08:42 Gen_loss: 2.327 Dis_loss: 1.696 Cls_loss: 2.058 Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 14:10:39 > Step: 112300 Progress: 28.1% Elapsed: 1 day, 10:10:23 Gen_loss: 2.356 Dis_loss: 1.201 Cls_loss: 2.031 Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 14:12:20 > Step: 112400 Progress: 28.1% Elapsed: 1 day, 10:12:04 Gen_loss: 3.044 Dis_loss: 1.177 Cls_loss: 2.041 Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 14:14:02 > Step: 112500 Progress: 28.1% Elapsed: 1 day, 10:13:46 Gen_loss: 2.205 Dis_loss: 1.316 Cls_loss: 2.012 Topk: N/A ada_p: 0.2862
[INFO] 2021-10-25 14:15:43 > Step: 112600 Progress: 28.1% Elapsed: 1 day, 10:15:27 Gen_loss: 2.585 Dis_loss: 2.602 Cls_loss: 2.077 Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 14:17:24 > Step: 112700 Progress: 28.2% Elapsed: 1 day, 10:17:09 Gen_loss: 3.132 Dis_loss: 1.732 Cls_loss: 2.111 Topk: N/A ada_p: 0.283
[INFO] 2021-10-25 14:19:05 > Step: 112800 Progress: 28.2% Elapsed: 1 day, 10:18:49 Gen_loss: 3.316 Dis_loss: 1.511 Cls_loss: 1.998 Topk: N/A ada_p: 0.2815
[INFO] 2021-10-25 14:20:46 > Step: 112900 Progress: 28.2% Elapsed: 1 day, 10:20:31 Gen_loss: 2.686 Dis_loss: 1.575 Cls_loss: 2.026 Topk: N/A ada_p: 0.278
[INFO] 2021-10-25 14:22:28 > Step: 113000 Progress: 28.2% Elapsed: 1 day, 10:22:12 Gen_loss: 2.682 Dis_loss: 1.686 Cls_loss: 2.036 Topk: N/A ada_p: 0.276
[INFO] 2021-10-25 14:24:09 > Step: 113100 Progress: 28.3% Elapsed: 1 day, 10:23:54 Gen_loss: 2.049 Dis_loss: 1.637 Cls_loss: 2.071 Topk: N/A ada_p: 0.2764
[INFO] 2021-10-25 14:25:50 > Step: 113200 Progress: 28.3% Elapsed: 1 day, 10:25:34 Gen_loss: 2.898 Dis_loss: 1.646 Cls_loss: 2.021 Topk: N/A ada_p: 0.2766
[INFO] 2021-10-25 14:27:32 > Step: 113300 Progress: 28.3% Elapsed: 1 day, 10:27:16 Gen_loss: 2.259 Dis_loss: 1.908 Cls_loss: 2.047 Topk: N/A ada_p: 0.2796
[INFO] 2021-10-25 14:29:14 > Step: 113400 Progress: 28.3% Elapsed: 1 day, 10:28:58 Gen_loss: 1.89 Dis_loss: 1.73 Cls_loss: 2.074 Topk: N/A ada_p: 0.2821
[INFO] 2021-10-25 14:30:55 > Step: 113500 Progress: 28.4% Elapsed: 1 day, 10:30:39 Gen_loss: 2.789 Dis_loss: 1.948 Cls_loss: 2.001 Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 14:32:36 > Step: 113600 Progress: 28.4% Elapsed: 1 day, 10:32:20 Gen_loss: 2.571 Dis_loss: 1.671 Cls_loss: 2.019 Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 14:34:18 > Step: 113700 Progress: 28.4% Elapsed: 1 day, 10:34:02 Gen_loss: 3.703 Dis_loss: 1.281 Cls_loss: 1.929 Topk: N/A ada_p: 0.2808
[INFO] 2021-10-25 14:35:59 > Step: 113800 Progress: 28.4% Elapsed: 1 day, 10:35:43 Gen_loss: 2.466 Dis_loss: 1.647 Cls_loss: 1.999 Topk: N/A ada_p: 0.2844
[INFO] 2021-10-25 14:37:40 > Step: 113900 Progress: 28.5% Elapsed: 1 day, 10:37:24 Gen_loss: 1.904 Dis_loss: 2.227 Cls_loss: 1.996 Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 14:39:21 > Step: 114000 Progress: 28.5% Elapsed: 1 day, 10:39:05 Gen_loss: 2.74 Dis_loss: 1.479 Cls_loss: 2.001 Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 14:39:21 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 14:39:22 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_114000.png
[INFO] 2021-10-25 14:39:24 > Start Evaluation (114000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 14:39:24 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 14:40:35 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 14:41:57 > Inception score (Step: 114000, 14630 generated images): 12.482275009155273
[INFO] 2021-10-25 14:41:57 > FID score (Step: 114000, Using train moments): 5.283946175928037
[INFO] 2021-10-25 14:41:57 > Best FID score (Step: 114000, Using train moments): 5.283946175928037
[INFO] 2021-10-25 14:42:18 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 14:44:00 > Step: 114100 Progress: 28.5% Elapsed: 1 day, 10:43:44 Gen_loss: 2.018 Dis_loss: 1.577 Cls_loss: 1.994 Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 14:45:42 > Step: 114200 Progress: 28.5% Elapsed: 1 day, 10:45:26 Gen_loss: 3.08 Dis_loss: 1.26 Cls_loss: 2.0 Topk: N/A ada_p: 0.2806
[INFO] 2021-10-25 14:47:24 > Step: 114300 Progress: 28.6% Elapsed: 1 day, 10:47:08 Gen_loss: 3.84 Dis_loss: 1.541 Cls_loss: 2.0 Topk: N/A ada_p: 0.2774
[INFO] 2021-10-25 14:49:05 > Step: 114400 Progress: 28.6% Elapsed: 1 day, 10:48:49 Gen_loss: 2.629 Dis_loss: 1.483 Cls_loss: 1.99 Topk: N/A ada_p: 0.2748
[INFO] 2021-10-25 14:50:47 > Step: 114500 Progress: 28.6% Elapsed: 1 day, 10:50:31 Gen_loss: 3.595 Dis_loss: 1.446 Cls_loss: 2.007 Topk: N/A ada_p: 0.2824
[INFO] 2021-10-25 14:52:28 > Step: 114600 Progress: 28.6% Elapsed: 1 day, 10:52:12 Gen_loss: 2.341 Dis_loss: 1.56 Cls_loss: 2.004 Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 14:54:09 > Step: 114700 Progress: 28.7% Elapsed: 1 day, 10:53:53 Gen_loss: 2.111 Dis_loss: 1.479 Cls_loss: 2.003 Topk: N/A ada_p: 0.2871
[INFO] 2021-10-25 14:55:50 > Step: 114800 Progress: 28.7% Elapsed: 1 day, 10:55:35 Gen_loss: 3.571 Dis_loss: 1.257 Cls_loss: 1.996 Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 14:57:31 > Step: 114900 Progress: 28.7% Elapsed: 1 day, 10:57:16 Gen_loss: 2.451 Dis_loss: 1.481 Cls_loss: 1.978 Topk: N/A ada_p: 0.2793
[INFO] 2021-10-25 14:59:13 > Step: 115000 Progress: 28.7% Elapsed: 1 day, 10:58:57 Gen_loss: 2.449 Dis_loss: 1.402 Cls_loss: 2.025 Topk: N/A ada_p: 0.2775
[INFO] 2021-10-25 15:00:55 > Step: 115100 Progress: 28.8% Elapsed: 1 day, 11:00:39 Gen_loss: 2.206 Dis_loss: 2.11 Cls_loss: 1.996 Topk: N/A ada_p: 0.2769
[INFO] 2021-10-25 15:02:36 > Step: 115200 Progress: 28.8% Elapsed: 1 day, 11:02:20 Gen_loss: 2.783 Dis_loss: 1.804 Cls_loss: 2.003 Topk: N/A ada_p: 0.2807
[INFO] 2021-10-25 15:04:18 > Step: 115300 Progress: 28.8% Elapsed: 1 day, 11:04:02 Gen_loss: 2.769 Dis_loss: 1.723 Cls_loss: 1.961 Topk: N/A ada_p: 0.278
[INFO] 2021-10-25 15:05:59 > Step: 115400 Progress: 28.8% Elapsed: 1 day, 11:05:43 Gen_loss: 1.787 Dis_loss: 1.742 Cls_loss: 1.999 Topk: N/A ada_p: 0.2755
[INFO] 2021-10-25 15:07:40 > Step: 115500 Progress: 28.9% Elapsed: 1 day, 11:07:25 Gen_loss: 2.456 Dis_loss: 1.466 Cls_loss: 2.017 Topk: N/A ada_p: 0.2784
[INFO] 2021-10-25 15:09:22 > Step: 115600 Progress: 28.9% Elapsed: 1 day, 11:09:06 Gen_loss: 2.722 Dis_loss: 1.383 Cls_loss: 1.984 Topk: N/A ada_p: 0.2766
[INFO] 2021-10-25 15:11:03 > Step: 115700 Progress: 28.9% Elapsed: 1 day, 11:10:47 Gen_loss: 2.645 Dis_loss: 1.842 Cls_loss: 2.115 Topk: N/A ada_p: 0.277
[INFO] 2021-10-25 15:12:44 > Step: 115800 Progress: 28.9% Elapsed: 1 day, 11:12:28 Gen_loss: 2.022 Dis_loss: 1.887 Cls_loss: 2.06 Topk: N/A ada_p: 0.2678
[INFO] 2021-10-25 15:14:26 > Step: 115900 Progress: 29.0% Elapsed: 1 day, 11:14:10 Gen_loss: 2.402 Dis_loss: 1.432 Cls_loss: 2.05 Topk: N/A ada_p: 0.2641
[INFO] 2021-10-25 15:16:07 > Step: 116000 Progress: 29.0% Elapsed: 1 day, 11:15:51 Gen_loss: 2.985 Dis_loss: 1.267 Cls_loss: 1.998 Topk: N/A ada_p: 0.2687
[INFO] 2021-10-25 15:16:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 15:16:09 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_116000.png
[INFO] 2021-10-25 15:16:10 > Start Evaluation (116000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 15:16:10 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 15:17:22 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 15:18:43 > Inception score (Step: 116000, 14630 generated images): 12.703036308288574
[INFO] 2021-10-25 15:18:43 > FID score (Step: 116000, Using train moments): 5.129721332351835
[INFO] 2021-10-25 15:18:43 > Best FID score (Step: 116000, Using train moments): 5.129721332351835
[INFO] 2021-10-25 15:19:05 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 15:20:46 > Step: 116100 Progress: 29.0% Elapsed: 1 day, 11:20:30 Gen_loss: 3.399 Dis_loss: 1.456 Cls_loss: 2.038 Topk: N/A ada_p: 0.2673
[INFO] 2021-10-25 15:22:28 > Step: 116200 Progress: 29.0% Elapsed: 1 day, 11:22:12 Gen_loss: 3.324 Dis_loss: 1.342 Cls_loss: 2.041 Topk: N/A ada_p: 0.2634
[INFO] 2021-10-25 15:24:09 > Step: 116300 Progress: 29.1% Elapsed: 1 day, 11:23:53 Gen_loss: 2.14 Dis_loss: 1.964 Cls_loss: 2.11 Topk: N/A ada_p: 0.2689
[INFO] 2021-10-25 15:25:51 > Step: 116400 Progress: 29.1% Elapsed: 1 day, 11:25:35 Gen_loss: 2.498 Dis_loss: 1.625 Cls_loss: 2.026 Topk: N/A ada_p: 0.2715
[INFO] 2021-10-25 15:27:32 > Step: 116500 Progress: 29.1% Elapsed: 1 day, 11:27:16 Gen_loss: 3.223 Dis_loss: 1.853 Cls_loss: 2.062 Topk: N/A ada_p: 0.268
[INFO] 2021-10-25 15:29:13 > Step: 116600 Progress: 29.1% Elapsed: 1 day, 11:28:58 Gen_loss: 2.281 Dis_loss: 1.56 Cls_loss: 1.932 Topk: N/A ada_p: 0.2693
[INFO] 2021-10-25 15:30:55 > Step: 116700 Progress: 29.2% Elapsed: 1 day, 11:30:39 Gen_loss: 2.453 Dis_loss: 1.337 Cls_loss: 2.034 Topk: N/A ada_p: 0.27
[INFO] 2021-10-25 15:32:36 > Step: 116800 Progress: 29.2% Elapsed: 1 day, 11:32:20 Gen_loss: 2.035 Dis_loss: 1.456 Cls_loss: 2.029 Topk: N/A ada_p: 0.27
[INFO] 2021-10-25 15:34:18 > Step: 116900 Progress: 29.2% Elapsed: 1 day, 11:34:02 Gen_loss: 2.957 Dis_loss: 1.808 Cls_loss: 2.01 Topk: N/A ada_p: 0.265
[INFO] 2021-10-25 15:35:59 > Step: 117000 Progress: 29.2% Elapsed: 1 day, 11:35:43 Gen_loss: 2.656 Dis_loss: 2.047 Cls_loss: 1.945 Topk: N/A ada_p: 0.2714
[INFO] 2021-10-25 15:37:41 > Step: 117100 Progress: 29.3% Elapsed: 1 day, 11:37:25 Gen_loss: 2.952 Dis_loss: 1.252 Cls_loss: 1.993 Topk: N/A ada_p: 0.2712
[INFO] 2021-10-25 15:39:22 > Step: 117200 Progress: 29.3% Elapsed: 1 day, 11:39:06 Gen_loss: 2.262 Dis_loss: 1.444 Cls_loss: 1.994 Topk: N/A ada_p: 0.2761
[INFO] 2021-10-25 15:41:03 > Step: 117300 Progress: 29.3% Elapsed: 1 day, 11:40:47 Gen_loss: 2.318 Dis_loss: 1.28 Cls_loss: 1.976 Topk: N/A ada_p: 0.2747
[INFO] 2021-10-25 15:42:44 > Step: 117400 Progress: 29.3% Elapsed: 1 day, 11:42:29 Gen_loss: 2.557 Dis_loss: 1.545 Cls_loss: 2.021 Topk: N/A ada_p: 0.2721
[INFO] 2021-10-25 15:44:26 > Step: 117500 Progress: 29.4% Elapsed: 1 day, 11:44:10 Gen_loss: 1.777 Dis_loss: 1.632 Cls_loss: 2.022 Topk: N/A ada_p: 0.2766
[INFO] 2021-10-25 15:46:07 > Step: 117600 Progress: 29.4% Elapsed: 1 day, 11:45:52 Gen_loss: 2.917 Dis_loss: 1.378 Cls_loss: 2.018 Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 15:47:49 > Step: 117700 Progress: 29.4% Elapsed: 1 day, 11:47:33 Gen_loss: 2.553 Dis_loss: 1.246 Cls_loss: 1.981 Topk: N/A ada_p: 0.2783
[INFO] 2021-10-25 15:49:30 > Step: 117800 Progress: 29.4% Elapsed: 1 day, 11:49:14 Gen_loss: 2.298 Dis_loss: 2.208 Cls_loss: 2.012 Topk: N/A ada_p: 0.279
[INFO] 2021-10-25 15:51:12 > Step: 117900 Progress: 29.5% Elapsed: 1 day, 11:50:56 Gen_loss: 1.631 Dis_loss: 2.312 Cls_loss: 2.085 Topk: N/A ada_p: 0.2794
[INFO] 2021-10-25 15:52:53 > Step: 118000 Progress: 29.5% Elapsed: 1 day, 11:52:37 Gen_loss: 2.433 Dis_loss: 1.341 Cls_loss: 2.051 Topk: N/A ada_p: 0.2822
[INFO] 2021-10-25 15:52:53 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 15:52:55 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_118000.png
[INFO] 2021-10-25 15:52:57 > Start Evaluation (118000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 15:52:57 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 15:54:08 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 15:55:29 > Inception score (Step: 118000, 14630 generated images): 12.627740859985352
[INFO] 2021-10-25 15:55:29 > FID score (Step: 118000, Using train moments): 5.201609014824015
[INFO] 2021-10-25 15:55:29 > Best FID score (Step: 116000, Using train moments): 5.129721332351835
[INFO] 2021-10-25 15:55:41 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 15:57:22 > Step: 118100 Progress: 29.5% Elapsed: 1 day, 11:57:07 Gen_loss: 2.646 Dis_loss: 1.84 Cls_loss: 2.004 Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 15:59:04 > Step: 118200 Progress: 29.5% Elapsed: 1 day, 11:58:48 Gen_loss: 3.352 Dis_loss: 1.334 Cls_loss: 2.033 Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 16:00:46 > Step: 118300 Progress: 29.6% Elapsed: 1 day, 12:00:30 Gen_loss: 3.251 Dis_loss: 1.729 Cls_loss: 2.029 Topk: N/A ada_p: 0.2792
[INFO] 2021-10-25 16:02:27 > Step: 118400 Progress: 29.6% Elapsed: 1 day, 12:02:11 Gen_loss: 2.187 Dis_loss: 1.152 Cls_loss: 2.025 Topk: N/A ada_p: 0.281
[INFO] 2021-10-25 16:04:09 > Step: 118500 Progress: 29.6% Elapsed: 1 day, 12:03:53 Gen_loss: 2.333 Dis_loss: 1.933 Cls_loss: 1.979 Topk: N/A ada_p: 0.2842
[INFO] 2021-10-25 16:05:50 > Step: 118600 Progress: 29.6% Elapsed: 1 day, 12:05:34 Gen_loss: 3.756 Dis_loss: 1.364 Cls_loss: 2.013 Topk: N/A ada_p: 0.279
[INFO] 2021-10-25 16:07:32 > Step: 118700 Progress: 29.7% Elapsed: 1 day, 12:07:16 Gen_loss: 2.298 Dis_loss: 1.561 Cls_loss: 2.04 Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 16:09:16 > Step: 118800 Progress: 29.7% Elapsed: 1 day, 12:09:00 Gen_loss: 3.126 Dis_loss: 1.213 Cls_loss: 1.958 Topk: N/A ada_p: 0.2876
[INFO] 2021-10-25 16:10:57 > Step: 118900 Progress: 29.7% Elapsed: 1 day, 12:10:41 Gen_loss: 2.848 Dis_loss: 2.787 Cls_loss: 2.913 Topk: N/A ada_p: 0.2798
[INFO] 2021-10-25 16:12:39 > Step: 119000 Progress: 29.8% Elapsed: 1 day, 12:12:23 Gen_loss: 2.261 Dis_loss: 1.237 Cls_loss: 2.001 Topk: N/A ada_p: 0.2814
[INFO] 2021-10-25 16:14:21 > Step: 119100 Progress: 29.8% Elapsed: 1 day, 12:14:05 Gen_loss: 2.682 Dis_loss: 1.757 Cls_loss: 1.989 Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 16:16:03 > Step: 119200 Progress: 29.8% Elapsed: 1 day, 12:15:47 Gen_loss: 2.981 Dis_loss: 1.481 Cls_loss: 2.028 Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 16:17:45 > Step: 119300 Progress: 29.8% Elapsed: 1 day, 12:17:29 Gen_loss: 2.64 Dis_loss: 1.519 Cls_loss: 2.092 Topk: N/A ada_p: 0.2954
[INFO] 2021-10-25 16:19:26 > Step: 119400 Progress: 29.8% Elapsed: 1 day, 12:19:10 Gen_loss: 2.648 Dis_loss: 1.531 Cls_loss: 1.995 Topk: N/A ada_p: 0.2901
[INFO] 2021-10-25 16:21:08 > Step: 119500 Progress: 29.9% Elapsed: 1 day, 12:20:52 Gen_loss: 1.92 Dis_loss: 1.863 Cls_loss: 2.161 Topk: N/A ada_p: 0.2828
[INFO] 2021-10-25 16:22:50 > Step: 119600 Progress: 29.9% Elapsed: 1 day, 12:22:34 Gen_loss: 3.477 Dis_loss: 1.843 Cls_loss: 2.077 Topk: N/A ada_p: 0.283
[INFO] 2021-10-25 16:24:31 > Step: 119700 Progress: 29.9% Elapsed: 1 day, 12:24:15 Gen_loss: 3.486 Dis_loss: 1.445 Cls_loss: 1.977 Topk: N/A ada_p: 0.2895
[INFO] 2021-10-25 16:26:13 > Step: 119800 Progress: 29.9% Elapsed: 1 day, 12:25:57 Gen_loss: 3.361 Dis_loss: 1.273 Cls_loss: 2.042 Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 16:27:54 > Step: 119900 Progress: 30.0% Elapsed: 1 day, 12:27:39 Gen_loss: 2.597 Dis_loss: 1.778 Cls_loss: 2.043 Topk: N/A ada_p: 0.2884
[INFO] 2021-10-25 16:29:36 > Step: 120000 Progress: 30.0% Elapsed: 1 day, 12:29:20 Gen_loss: 2.417 Dis_loss: 1.37 Cls_loss: 2.024 Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 16:29:36 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 16:29:37 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_120000.png
[INFO] 2021-10-25 16:29:39 > Start Evaluation (120000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 16:29:39 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 16:30:50 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 16:32:12 > Inception score (Step: 120000, 14630 generated images): 12.75129222869873
[INFO] 2021-10-25 16:32:12 > FID score (Step: 120000, Using train moments): 5.364164135373983
[INFO] 2021-10-25 16:32:12 > Best FID score (Step: 116000, Using train moments): 5.129721332351835
[INFO] 2021-10-25 16:32:23 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 16:34:04 > Step: 120100 Progress: 30.0% Elapsed: 1 day, 12:33:48 Gen_loss: 2.035 Dis_loss: 1.305 Cls_loss: 1.918 Topk: N/A ada_p: 0.2931
[INFO] 2021-10-25 16:35:46 > Step: 120200 Progress: 30.0% Elapsed: 1 day, 12:35:30 Gen_loss: 2.176 Dis_loss: 2.167 Cls_loss: 2.011 Topk: N/A ada_p: 0.2924
[INFO] 2021-10-25 16:37:27 > Step: 120300 Progress: 30.1% Elapsed: 1 day, 12:37:11 Gen_loss: 1.985 Dis_loss: 1.488 Cls_loss: 2.032 Topk: N/A ada_p: 0.2866
[INFO] 2021-10-25 16:39:09 > Step: 120400 Progress: 30.1% Elapsed: 1 day, 12:38:53 Gen_loss: 3.629 Dis_loss: 1.172 Cls_loss: 1.939 Topk: N/A ada_p: 0.2799
[INFO] 2021-10-25 16:40:51 > Step: 120500 Progress: 30.1% Elapsed: 1 day, 12:40:35 Gen_loss: 2.497 Dis_loss: 1.406 Cls_loss: 1.999 Topk: N/A ada_p: 0.2803
[INFO] 2021-10-25 16:42:32 > Step: 120600 Progress: 30.1% Elapsed: 1 day, 12:42:16 Gen_loss: 3.201 Dis_loss: 1.98 Cls_loss: 1.994 Topk: N/A ada_p: 0.2831
[INFO] 2021-10-25 16:44:13 > Step: 120700 Progress: 30.2% Elapsed: 1 day, 12:43:58 Gen_loss: 2.457 Dis_loss: 1.787 Cls_loss: 1.992 Topk: N/A ada_p: 0.2853
[INFO] 2021-10-25 16:45:55 > Step: 120800 Progress: 30.2% Elapsed: 1 day, 12:45:39 Gen_loss: 3.4 Dis_loss: 1.282 Cls_loss: 1.978 Topk: N/A ada_p: 0.2835
[INFO] 2021-10-25 16:47:36 > Step: 120900 Progress: 30.2% Elapsed: 1 day, 12:47:20 Gen_loss: 2.777 Dis_loss: 1.468 Cls_loss: 2.111 Topk: N/A ada_p: 0.2867
[INFO] 2021-10-25 16:49:18 > Step: 121000 Progress: 30.2% Elapsed: 1 day, 12:49:02 Gen_loss: 3.412 Dis_loss: 1.483 Cls_loss: 1.99 Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 16:50:59 > Step: 121100 Progress: 30.3% Elapsed: 1 day, 12:50:43 Gen_loss: 2.104 Dis_loss: 1.562 Cls_loss: 2.004 Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 16:52:41 > Step: 121200 Progress: 30.3% Elapsed: 1 day, 12:52:25 Gen_loss: 3.224 Dis_loss: 1.238 Cls_loss: 1.946 Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 16:54:22 > Step: 121300 Progress: 30.3% Elapsed: 1 day, 12:54:06 Gen_loss: 2.812 Dis_loss: 1.337 Cls_loss: 2.008 Topk: N/A ada_p: 0.2839
[INFO] 2021-10-25 16:56:03 > Step: 121400 Progress: 30.3% Elapsed: 1 day, 12:55:47 Gen_loss: 2.035 Dis_loss: 2.001 Cls_loss: 2.011 Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 16:57:44 > Step: 121500 Progress: 30.4% Elapsed: 1 day, 12:57:29 Gen_loss: 2.452 Dis_loss: 1.648 Cls_loss: 2.002 Topk: N/A ada_p: 0.2789
[INFO] 2021-10-25 16:59:26 > Step: 121600 Progress: 30.4% Elapsed: 1 day, 12:59:10 Gen_loss: 2.12 Dis_loss: 1.501 Cls_loss: 1.933 Topk: N/A ada_p: 0.2817
[INFO] 2021-10-25 17:01:07 > Step: 121700 Progress: 30.4% Elapsed: 1 day, 13:00:52 Gen_loss: 2.833 Dis_loss: 1.259 Cls_loss: 2.01 Topk: N/A ada_p: 0.2857
[INFO] 2021-10-25 17:02:49 > Step: 121800 Progress: 30.4% Elapsed: 1 day, 13:02:33 Gen_loss: 3.632 Dis_loss: 1.843 Cls_loss: 2.09 Topk: N/A ada_p: 0.2847
[INFO] 2021-10-25 17:04:30 > Step: 121900 Progress: 30.5% Elapsed: 1 day, 13:04:15 Gen_loss: 2.001 Dis_loss: 1.678 Cls_loss: 2.076 Topk: N/A ada_p: 0.2889
[INFO] 2021-10-25 17:06:12 > Step: 122000 Progress: 30.5% Elapsed: 1 day, 13:05:56 Gen_loss: 1.741 Dis_loss: 2.336 Cls_loss: 2.041 Topk: N/A ada_p: 0.2892
[INFO] 2021-10-25 17:06:12 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 17:06:14 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_122000.png
[INFO] 2021-10-25 17:06:15 > Start Evaluation (122000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 17:06:15 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 17:07:27 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 17:08:48 > Inception score (Step: 122000, 14630 generated images): 12.562418937683105
[INFO] 2021-10-25 17:08:48 > FID score (Step: 122000, Using train moments): 5.25027087597195
[INFO] 2021-10-25 17:08:48 > Best FID score (Step: 116000, Using train moments): 5.129721332351835
[INFO] 2021-10-25 17:09:00 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 17:10:42 > Step: 122100 Progress: 30.5% Elapsed: 1 day, 13:10:26 Gen_loss: 3.805 Dis_loss: 1.218 Cls_loss: 2.05 Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 17:12:23 > Step: 122200 Progress: 30.6% Elapsed: 1 day, 13:12:07 Gen_loss: 3.576 Dis_loss: 1.974 Cls_loss: 2.07 Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 17:14:04 > Step: 122300 Progress: 30.6% Elapsed: 1 day, 13:13:49 Gen_loss: 3.213 Dis_loss: 1.641 Cls_loss: 2.016 Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 17:15:46 > Step: 122400 Progress: 30.6% Elapsed: 1 day, 13:15:30 Gen_loss: 2.862 Dis_loss: 1.433 Cls_loss: 2.044 Topk: N/A ada_p: 0.2943
[INFO] 2021-10-25 17:17:36 > Step: 122500 Progress: 30.6% Elapsed: 1 day, 13:17:20 Gen_loss: 2.495 Dis_loss: 1.743 Cls_loss: 1.979 Topk: N/A ada_p: 0.2959
[INFO] 2021-10-25 17:19:22 > Step: 122600 Progress: 30.6% Elapsed: 1 day, 13:19:06 Gen_loss: 3.033 Dis_loss: 1.433 Cls_loss: 2.085 Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 17:21:04 > Step: 122700 Progress: 30.7% Elapsed: 1 day, 13:20:48 Gen_loss: 2.587 Dis_loss: 1.345 Cls_loss: 2.004 Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 17:22:45 > Step: 122800 Progress: 30.7% Elapsed: 1 day, 13:22:29 Gen_loss: 3.891 Dis_loss: 1.206 Cls_loss: 2.053 Topk: N/A ada_p: 0.2943
[INFO] 2021-10-25 17:24:27 > Step: 122900 Progress: 30.7% Elapsed: 1 day, 13:24:11 Gen_loss: 2.31 Dis_loss: 1.309 Cls_loss: 1.962 Topk: N/A ada_p: 0.287
[INFO] 2021-10-25 17:26:08 > Step: 123000 Progress: 30.8% Elapsed: 1 day, 13:25:52 Gen_loss: 3.441 Dis_loss: 1.976 Cls_loss: 2.108 Topk: N/A ada_p: 0.2826
[INFO] 2021-10-25 17:27:50 > Step: 123100 Progress: 30.8% Elapsed: 1 day, 13:27:34 Gen_loss: 3.085 Dis_loss: 1.384 Cls_loss: 2.044 Topk: N/A ada_p: 0.2805
[INFO] 2021-10-25 17:29:32 > Step: 123200 Progress: 30.8% Elapsed: 1 day, 13:29:17 Gen_loss: 2.308 Dis_loss: 1.786 Cls_loss: 2.004 Topk: N/A ada_p: 0.2797
[INFO] 2021-10-25 17:31:14 > Step: 123300 Progress: 30.8% Elapsed: 1 day, 13:30:58 Gen_loss: 2.005 Dis_loss: 2.124 Cls_loss: 1.96 Topk: N/A ada_p: 0.286
[INFO] 2021-10-25 17:32:56 > Step: 123400 Progress: 30.9% Elapsed: 1 day, 13:32:40 Gen_loss: 3.483 Dis_loss: 1.3 Cls_loss: 2.008 Topk: N/A ada_p: 0.2893
[INFO] 2021-10-25 17:34:37 > Step: 123500 Progress: 30.9% Elapsed: 1 day, 13:34:21 Gen_loss: 2.667 Dis_loss: 1.832 Cls_loss: 2.03 Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 17:36:19 > Step: 123600 Progress: 30.9% Elapsed: 1 day, 13:36:03 Gen_loss: 1.915 Dis_loss: 1.372 Cls_loss: 2.006 Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 17:38:01 > Step: 123700 Progress: 30.9% Elapsed: 1 day, 13:37:45 Gen_loss: 2.282 Dis_loss: 1.478 Cls_loss: 2.04 Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 17:39:41 > Step: 123800 Progress: 30.9% Elapsed: 1 day, 13:39:25 Gen_loss: 1.53 Dis_loss: 2.319 Cls_loss: 1.996 Topk: N/A ada_p: 0.2865
[INFO] 2021-10-25 17:41:23 > Step: 123900 Progress: 31.0% Elapsed: 1 day, 13:41:07 Gen_loss: 1.863 Dis_loss: 1.267 Cls_loss: 2.009 Topk: N/A ada_p: 0.2886
[INFO] 2021-10-25 17:43:05 > Step: 124000 Progress: 31.0% Elapsed: 1 day, 13:42:49 Gen_loss: 3.969 Dis_loss: 1.398 Cls_loss: 2.018 Topk: N/A ada_p: 0.2879
[INFO] 2021-10-25 17:43:05 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 17:43:07 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_124000.png
[INFO] 2021-10-25 17:43:08 > Start Evaluation (124000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 17:43:08 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 17:44:20 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 17:45:41 > Inception score (Step: 124000, 14630 generated images): 12.879717826843262
[INFO] 2021-10-25 17:45:41 > FID score (Step: 124000, Using train moments): 5.118214711324242
[INFO] 2021-10-25 17:45:41 > Best FID score (Step: 124000, Using train moments): 5.118214711324242
[INFO] 2021-10-25 17:46:04 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 17:47:46 > Step: 124100 Progress: 31.0% Elapsed: 1 day, 13:47:30 Gen_loss: 2.366 Dis_loss: 1.365 Cls_loss: 1.989 Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 17:49:28 > Step: 124200 Progress: 31.1% Elapsed: 1 day, 13:49:12 Gen_loss: 3.035 Dis_loss: 1.706 Cls_loss: 1.955 Topk: N/A ada_p: 0.2931
[INFO] 2021-10-25 17:51:09 > Step: 124300 Progress: 31.1% Elapsed: 1 day, 13:50:53 Gen_loss: 2.806 Dis_loss: 1.584 Cls_loss: 2.03 Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 17:52:51 > Step: 124400 Progress: 31.1% Elapsed: 1 day, 13:52:35 Gen_loss: 2.833 Dis_loss: 1.184 Cls_loss: 2.017 Topk: N/A ada_p: 0.2933
[INFO] 2021-10-25 17:54:33 > Step: 124500 Progress: 31.1% Elapsed: 1 day, 13:54:17 Gen_loss: 2.885 Dis_loss: 1.238 Cls_loss: 2.007 Topk: N/A ada_p: 0.2942
[INFO] 2021-10-25 17:56:14 > Step: 124600 Progress: 31.1% Elapsed: 1 day, 13:55:59 Gen_loss: 4.189 Dis_loss: 1.408 Cls_loss: 2.061 Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 17:57:56 > Step: 124700 Progress: 31.2% Elapsed: 1 day, 13:57:40 Gen_loss: 2.317 Dis_loss: 1.507 Cls_loss: 2.043 Topk: N/A ada_p: 0.3061
[INFO] 2021-10-25 17:59:38 > Step: 124800 Progress: 31.2% Elapsed: 1 day, 13:59:22 Gen_loss: 2.5 Dis_loss: 1.884 Cls_loss: 2.09 Topk: N/A ada_p: 0.3104
[INFO] 2021-10-25 18:01:20 > Step: 124900 Progress: 31.2% Elapsed: 1 day, 14:01:04 Gen_loss: 2.213 Dis_loss: 1.578 Cls_loss: 2.009 Topk: N/A ada_p: 0.3077
[INFO] 2021-10-25 18:03:01 > Step: 125000 Progress: 31.2% Elapsed: 1 day, 14:02:45 Gen_loss: 3.094 Dis_loss: 1.468 Cls_loss: 2.011 Topk: N/A ada_p: 0.3031
[INFO] 2021-10-25 18:04:43 > Step: 125100 Progress: 31.3% Elapsed: 1 day, 14:04:27 Gen_loss: 2.863 Dis_loss: 1.354 Cls_loss: 1.989 Topk: N/A ada_p: 0.2948
[INFO] 2021-10-25 18:06:24 > Step: 125200 Progress: 31.3% Elapsed: 1 day, 14:06:09 Gen_loss: 1.922 Dis_loss: 1.342 Cls_loss: 2.08 Topk: N/A ada_p: 0.2968
[INFO] 2021-10-25 18:08:06 > Step: 125300 Progress: 31.3% Elapsed: 1 day, 14:07:51 Gen_loss: 2.735 Dis_loss: 1.57 Cls_loss: 1.985 Topk: N/A ada_p: 0.2985
[INFO] 2021-10-25 18:09:49 > Step: 125400 Progress: 31.4% Elapsed: 1 day, 14:09:33 Gen_loss: 2.988 Dis_loss: 2.469 Cls_loss: 2.028 Topk: N/A ada_p: 0.3013
[INFO] 2021-10-25 18:11:31 > Step: 125500 Progress: 31.4% Elapsed: 1 day, 14:11:15 Gen_loss: 2.439 Dis_loss: 1.512 Cls_loss: 2.056 Topk: N/A ada_p: 0.2991
[INFO] 2021-10-25 18:13:13 > Step: 125600 Progress: 31.4% Elapsed: 1 day, 14:12:57 Gen_loss: 2.886 Dis_loss: 1.422 Cls_loss: 2.013 Topk: N/A ada_p: 0.3025
[INFO] 2021-10-25 18:14:55 > Step: 125700 Progress: 31.4% Elapsed: 1 day, 14:14:39 Gen_loss: 2.24 Dis_loss: 1.458 Cls_loss: 2.003 Topk: N/A ada_p: 0.3031
[INFO] 2021-10-25 18:16:36 > Step: 125800 Progress: 31.4% Elapsed: 1 day, 14:16:20 Gen_loss: 4.6 Dis_loss: 1.225 Cls_loss: 1.999 Topk: N/A ada_p: 0.3006
[INFO] 2021-10-25 18:18:17 > Step: 125900 Progress: 31.5% Elapsed: 1 day, 14:18:01 Gen_loss: 2.977 Dis_loss: 1.452 Cls_loss: 1.944 Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 18:19:59 > Step: 126000 Progress: 31.5% Elapsed: 1 day, 14:19:43 Gen_loss: 1.785 Dis_loss: 2.184 Cls_loss: 2.013 Topk: N/A ada_p: 0.2961
[INFO] 2021-10-25 18:19:59 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 18:20:00 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_126000.png
[INFO] 2021-10-25 18:20:02 > Start Evaluation (126000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 18:20:02 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 18:21:13 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 18:22:35 > Inception score (Step: 126000, 14630 generated images): 12.636568069458008
[INFO] 2021-10-25 18:22:35 > FID score (Step: 126000, Using train moments): 5.250565544639954
[INFO] 2021-10-25 18:22:35 > Best FID score (Step: 124000, Using train moments): 5.118214711324242
[INFO] 2021-10-25 18:22:46 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 18:24:28 > Step: 126100 Progress: 31.5% Elapsed: 1 day, 14:24:12 Gen_loss: 3.1 Dis_loss: 1.643 Cls_loss: 2.004 Topk: N/A ada_p: 0.2967
[INFO] 2021-10-25 18:26:10 > Step: 126200 Progress: 31.6% Elapsed: 1 day, 14:25:54 Gen_loss: 3.809 Dis_loss: 1.405 Cls_loss: 1.987 Topk: N/A ada_p: 0.2982
[INFO] 2021-10-25 18:27:51 > Step: 126300 Progress: 31.6% Elapsed: 1 day, 14:27:35 Gen_loss: 2.7 Dis_loss: 1.476 Cls_loss: 2.094 Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 18:29:32 > Step: 126400 Progress: 31.6% Elapsed: 1 day, 14:29:17 Gen_loss: 2.216 Dis_loss: 1.42 Cls_loss: 2.05 Topk: N/A ada_p: 0.2904
[INFO] 2021-10-25 18:31:14 > Step: 126500 Progress: 31.6% Elapsed: 1 day, 14:30:58 Gen_loss: 3.241 Dis_loss: 1.294 Cls_loss: 1.945 Topk: N/A ada_p: 0.2903
[INFO] 2021-10-25 18:32:55 > Step: 126600 Progress: 31.6% Elapsed: 1 day, 14:32:39 Gen_loss: 2.971 Dis_loss: 1.46 Cls_loss: 1.972 Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 18:34:36 > Step: 126700 Progress: 31.7% Elapsed: 1 day, 14:34:20 Gen_loss: 4.553 Dis_loss: 1.15 Cls_loss: 2.001 Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 18:36:17 > Step: 126800 Progress: 31.7% Elapsed: 1 day, 14:36:01 Gen_loss: 5.157 Dis_loss: 1.263 Cls_loss: 2.021 Topk: N/A ada_p: 0.2846
[INFO] 2021-10-25 18:37:59 > Step: 126900 Progress: 31.7% Elapsed: 1 day, 14:37:43 Gen_loss: 2.779 Dis_loss: 1.377 Cls_loss: 2.03 Topk: N/A ada_p: 0.2872
[INFO] 2021-10-25 18:39:40 > Step: 127000 Progress: 31.8% Elapsed: 1 day, 14:39:24 Gen_loss: 2.84 Dis_loss: 1.192 Cls_loss: 2.0 Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 18:41:21 > Step: 127100 Progress: 31.8% Elapsed: 1 day, 14:41:05 Gen_loss: 3.478 Dis_loss: 1.214 Cls_loss: 2.009 Topk: N/A ada_p: 0.2899
[INFO] 2021-10-25 18:43:03 > Step: 127200 Progress: 31.8% Elapsed: 1 day, 14:42:47 Gen_loss: 4.536 Dis_loss: 1.61 Cls_loss: 2.026 Topk: N/A ada_p: 0.2933
[INFO] 2021-10-25 18:44:44 > Step: 127300 Progress: 31.8% Elapsed: 1 day, 14:44:28 Gen_loss: 2.93 Dis_loss: 1.494 Cls_loss: 2.001 Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 18:46:25 > Step: 127400 Progress: 31.9% Elapsed: 1 day, 14:46:09 Gen_loss: 3.432 Dis_loss: 1.235 Cls_loss: 2.0 Topk: N/A ada_p: 0.2885
[INFO] 2021-10-25 18:48:07 > Step: 127500 Progress: 31.9% Elapsed: 1 day, 14:47:51 Gen_loss: 3.035 Dis_loss: 1.329 Cls_loss: 1.984 Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 18:49:48 > Step: 127600 Progress: 31.9% Elapsed: 1 day, 14:49:33 Gen_loss: 2.831 Dis_loss: 1.989 Cls_loss: 2.011 Topk: N/A ada_p: 0.2933
[INFO] 2021-10-25 18:51:30 > Step: 127700 Progress: 31.9% Elapsed: 1 day, 14:51:14 Gen_loss: 3.772 Dis_loss: 1.464 Cls_loss: 2.032 Topk: N/A ada_p: 0.2967
[INFO] 2021-10-25 18:53:11 > Step: 127800 Progress: 31.9% Elapsed: 1 day, 14:52:56 Gen_loss: 3.159 Dis_loss: 1.895 Cls_loss: 1.986 Topk: N/A ada_p: 0.2908
[INFO] 2021-10-25 18:54:52 > Step: 127900 Progress: 32.0% Elapsed: 1 day, 14:54:36 Gen_loss: 2.75 Dis_loss: 1.26 Cls_loss: 2.168 Topk: N/A ada_p: 0.2938
[INFO] 2021-10-25 18:56:34 > Step: 128000 Progress: 32.0% Elapsed: 1 day, 14:56:18 Gen_loss: 2.24 Dis_loss: 1.52 Cls_loss: 2.022 Topk: N/A ada_p: 0.293
[INFO] 2021-10-25 18:56:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 18:56:35 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_128000.png
[INFO] 2021-10-25 18:56:37 > Start Evaluation (128000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 18:56:37 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 18:57:48 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 18:59:10 > Inception score (Step: 128000, 14630 generated images): 12.766134262084961
[INFO] 2021-10-25 18:59:10 > FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 18:59:10 > Best FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 18:59:32 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 19:01:13 > Step: 128100 Progress: 32.0% Elapsed: 1 day, 15:00:57 Gen_loss: 3.155 Dis_loss: 1.268 Cls_loss: 2.061 Topk: N/A ada_p: 0.2975
[INFO] 2021-10-25 19:02:54 > Step: 128200 Progress: 32.0% Elapsed: 1 day, 15:02:39 Gen_loss: 3.15 Dis_loss: 2.857 Cls_loss: 3.609 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-25 19:04:36 > Step: 128300 Progress: 32.1% Elapsed: 1 day, 15:04:20 Gen_loss: 2.66 Dis_loss: 3.072 Cls_loss: 3.554 Topk: N/A ada_p: 0.2479
[INFO] 2021-10-25 19:06:17 > Step: 128400 Progress: 32.1% Elapsed: 1 day, 15:06:01 Gen_loss: 4.704 Dis_loss: 1.124 Cls_loss: 2.124 Topk: N/A ada_p: 0.2351
[INFO] 2021-10-25 19:07:58 > Step: 128500 Progress: 32.1% Elapsed: 1 day, 15:07:42 Gen_loss: 3.387 Dis_loss: 1.3 Cls_loss: 1.989 Topk: N/A ada_p: 0.2524
[INFO] 2021-10-25 19:09:39 > Step: 128600 Progress: 32.1% Elapsed: 1 day, 15:09:23 Gen_loss: 3.177 Dis_loss: 1.447 Cls_loss: 2.001 Topk: N/A ada_p: 0.2675
[INFO] 2021-10-25 19:11:21 > Step: 128700 Progress: 32.2% Elapsed: 1 day, 15:11:05 Gen_loss: 2.101 Dis_loss: 1.28 Cls_loss: 2.033 Topk: N/A ada_p: 0.2707
[INFO] 2021-10-25 19:13:02 > Step: 128800 Progress: 32.2% Elapsed: 1 day, 15:12:46 Gen_loss: 2.993 Dis_loss: 1.571 Cls_loss: 2.088 Topk: N/A ada_p: 0.2741
[INFO] 2021-10-25 19:14:43 > Step: 128900 Progress: 32.2% Elapsed: 1 day, 15:14:27 Gen_loss: 2.917 Dis_loss: 1.226 Cls_loss: 1.974 Topk: N/A ada_p: 0.2798
[INFO] 2021-10-25 19:16:24 > Step: 129000 Progress: 32.2% Elapsed: 1 day, 15:16:08 Gen_loss: 4.769 Dis_loss: 1.42 Cls_loss: 2.053 Topk: N/A ada_p: 0.2875
[INFO] 2021-10-25 19:18:06 > Step: 129100 Progress: 32.3% Elapsed: 1 day, 15:17:50 Gen_loss: 2.055 Dis_loss: 1.436 Cls_loss: 2.002 Topk: N/A ada_p: 0.2851
[INFO] 2021-10-25 19:19:47 > Step: 129200 Progress: 32.3% Elapsed: 1 day, 15:19:31 Gen_loss: 2.021 Dis_loss: 1.624 Cls_loss: 1.997 Topk: N/A ada_p: 0.2833
[INFO] 2021-10-25 19:21:29 > Step: 129300 Progress: 32.3% Elapsed: 1 day, 15:21:13 Gen_loss: 3.719 Dis_loss: 1.998 Cls_loss: 1.998 Topk: N/A ada_p: 0.2837
[INFO] 2021-10-25 19:23:11 > Step: 129400 Progress: 32.4% Elapsed: 1 day, 15:22:55 Gen_loss: 2.54 Dis_loss: 1.37 Cls_loss: 2.011 Topk: N/A ada_p: 0.2898
[INFO] 2021-10-25 19:24:52 > Step: 129500 Progress: 32.4% Elapsed: 1 day, 15:24:36 Gen_loss: 2.718 Dis_loss: 1.731 Cls_loss: 2.039 Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 19:26:33 > Step: 129600 Progress: 32.4% Elapsed: 1 day, 15:26:18 Gen_loss: 1.632 Dis_loss: 1.508 Cls_loss: 1.988 Topk: N/A ada_p: 0.2858
[INFO] 2021-10-25 19:28:15 > Step: 129700 Progress: 32.4% Elapsed: 1 day, 15:27:59 Gen_loss: 3.597 Dis_loss: 1.469 Cls_loss: 2.028 Topk: N/A ada_p: 0.2906
[INFO] 2021-10-25 19:29:56 > Step: 129800 Progress: 32.5% Elapsed: 1 day, 15:29:40 Gen_loss: 3.533 Dis_loss: 1.365 Cls_loss: 2.016 Topk: N/A ada_p: 0.2911
[INFO] 2021-10-25 19:31:37 > Step: 129900 Progress: 32.5% Elapsed: 1 day, 15:31:22 Gen_loss: 3.95 Dis_loss: 1.571 Cls_loss: 2.137 Topk: N/A ada_p: 0.2897
[INFO] 2021-10-25 19:33:19 > Step: 130000 Progress: 32.5% Elapsed: 1 day, 15:33:03 Gen_loss: 3.036 Dis_loss: 1.299 Cls_loss: 2.049 Topk: N/A ada_p: 0.2907
[INFO] 2021-10-25 19:33:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 19:33:21 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_130000.png
[INFO] 2021-10-25 19:33:23 > Start Evaluation (130000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 19:33:23 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 19:34:34 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 19:35:56 > Inception score (Step: 130000, 14630 generated images): 12.516653060913086
[INFO] 2021-10-25 19:35:56 > FID score (Step: 130000, Using train moments): 5.47582515516109
[INFO] 2021-10-25 19:35:56 > Best FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 19:36:06 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 19:37:48 > Step: 130100 Progress: 32.5% Elapsed: 1 day, 15:37:32 Gen_loss: 2.034 Dis_loss: 1.292 Cls_loss: 2.133 Topk: N/A ada_p: 0.2913
[INFO] 2021-10-25 19:39:29 > Step: 130200 Progress: 32.6% Elapsed: 1 day, 15:39:13 Gen_loss: 3.217 Dis_loss: 1.632 Cls_loss: 2.048 Topk: N/A ada_p: 0.2916
[INFO] 2021-10-25 19:41:09 > Step: 130300 Progress: 32.6% Elapsed: 1 day, 15:40:53 Gen_loss: 1.653 Dis_loss: 1.843 Cls_loss: 1.991 Topk: N/A ada_p: 0.2922
[INFO] 2021-10-25 19:42:51 > Step: 130400 Progress: 32.6% Elapsed: 1 day, 15:42:35 Gen_loss: 3.118 Dis_loss: 1.643 Cls_loss: 2.047 Topk: N/A ada_p: 0.295
[INFO] 2021-10-25 19:44:35 > Step: 130500 Progress: 32.6% Elapsed: 1 day, 15:44:20 Gen_loss: 1.81 Dis_loss: 1.455 Cls_loss: 2.054 Topk: N/A ada_p: 0.2982
[INFO] 2021-10-25 19:46:17 > Step: 130600 Progress: 32.6% Elapsed: 1 day, 15:46:01 Gen_loss: 4.84 Dis_loss: 1.445 Cls_loss: 2.054 Topk: N/A ada_p: 0.3008
[INFO] 2021-10-25 19:47:59 > Step: 130700 Progress: 32.7% Elapsed: 1 day, 15:47:43 Gen_loss: 2.545 Dis_loss: 1.759 Cls_loss: 2.169 Topk: N/A ada_p: 0.2956
[INFO] 2021-10-25 19:49:40 > Step: 130800 Progress: 32.7% Elapsed: 1 day, 15:49:24 Gen_loss: 4.671 Dis_loss: 1.545 Cls_loss: 2.017 Topk: N/A ada_p: 0.3012
[INFO] 2021-10-25 19:51:22 > Step: 130900 Progress: 32.7% Elapsed: 1 day, 15:51:06 Gen_loss: 2.435 Dis_loss: 1.315 Cls_loss: 1.97 Topk: N/A ada_p: 0.2944
[INFO] 2021-10-25 19:53:03 > Step: 131000 Progress: 32.8% Elapsed: 1 day, 15:52:47 Gen_loss: 2.585 Dis_loss: 1.21 Cls_loss: 1.983 Topk: N/A ada_p: 0.2985
[INFO] 2021-10-25 19:54:45 > Step: 131100 Progress: 32.8% Elapsed: 1 day, 15:54:29 Gen_loss: 1.984 Dis_loss: 1.571 Cls_loss: 2.008 Topk: N/A ada_p: 0.2874
[INFO] 2021-10-25 19:56:26 > Step: 131200 Progress: 32.8% Elapsed: 1 day, 15:56:10 Gen_loss: 3.361 Dis_loss: 1.634 Cls_loss: 2.068 Topk: N/A ada_p: 0.2912
[INFO] 2021-10-25 19:58:08 > Step: 131300 Progress: 32.8% Elapsed: 1 day, 15:57:52 Gen_loss: 2.111 Dis_loss: 1.394 Cls_loss: 2.009 Topk: N/A ada_p: 0.2936
[INFO] 2021-10-25 19:59:49 > Step: 131400 Progress: 32.9% Elapsed: 1 day, 15:59:33 Gen_loss: 3.831 Dis_loss: 1.18 Cls_loss: 2.059 Topk: N/A ada_p: 0.3013
[INFO] 2021-10-25 20:01:31 > Step: 131500 Progress: 32.9% Elapsed: 1 day, 16:01:15 Gen_loss: 2.664 Dis_loss: 1.781 Cls_loss: 2.065 Topk: N/A ada_p: 0.3094
[INFO] 2021-10-25 20:03:12 > Step: 131600 Progress: 32.9% Elapsed: 1 day, 16:02:56 Gen_loss: 2.681 Dis_loss: 1.501 Cls_loss: 1.995 Topk: N/A ada_p: 0.304
[INFO] 2021-10-25 20:04:54 > Step: 131700 Progress: 32.9% Elapsed: 1 day, 16:04:38 Gen_loss: 2.32 Dis_loss: 1.362 Cls_loss: 2.037 Topk: N/A ada_p: 0.3067
[INFO] 2021-10-25 20:06:36 > Step: 131800 Progress: 33.0% Elapsed: 1 day, 16:06:20 Gen_loss: 3.343 Dis_loss: 1.085 Cls_loss: 1.987 Topk: N/A ada_p: 0.3054
[INFO] 2021-10-25 20:08:17 > Step: 131900 Progress: 33.0% Elapsed: 1 day, 16:08:01 Gen_loss: 3.218 Dis_loss: 1.17 Cls_loss: 2.005 Topk: N/A ada_p: 0.305
[INFO] 2021-10-25 20:09:58 > Step: 132000 Progress: 33.0% Elapsed: 1 day, 16:09:42 Gen_loss: 2.831 Dis_loss: 1.415 Cls_loss: 2.02 Topk: N/A ada_p: 0.3014
[INFO] 2021-10-25 20:09:58 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 20:10:00 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_132000.png
[INFO] 2021-10-25 20:10:01 > Start Evaluation (132000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 20:10:01 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 20:11:13 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 20:12:34 > Inception score (Step: 132000, 14630 generated images): 12.368185043334961
[INFO] 2021-10-25 20:12:34 > FID score (Step: 132000, Using train moments): 5.5316488273392395
[INFO] 2021-10-25 20:12:34 > Best FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 20:12:45 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 20:14:26 > Step: 132100 Progress: 33.0% Elapsed: 1 day, 16:14:10 Gen_loss: 1.859 Dis_loss: 1.63 Cls_loss: 2.014 Topk: N/A ada_p: 0.3039
[INFO] 2021-10-25 20:16:07 > Step: 132200 Progress: 33.1% Elapsed: 1 day, 16:15:51 Gen_loss: 3.232 Dis_loss: 1.185 Cls_loss: 2.005 Topk: N/A ada_p: 0.2975
[INFO] 2021-10-25 20:17:49 > Step: 132300 Progress: 33.1% Elapsed: 1 day, 16:17:33 Gen_loss: 2.475 Dis_loss: 1.985 Cls_loss: 1.995 Topk: N/A ada_p: 0.2976
[INFO] 2021-10-25 20:19:30 > Step: 132400 Progress: 33.1% Elapsed: 1 day, 16:19:14 Gen_loss: 4.752 Dis_loss: 1.765 Cls_loss: 2.089 Topk: N/A ada_p: 0.2974
[INFO] 2021-10-25 20:21:12 > Step: 132500 Progress: 33.1% Elapsed: 1 day, 16:20:56 Gen_loss: 2.193 Dis_loss: 1.504 Cls_loss: 2.173 Topk: N/A ada_p: 0.3018
[INFO] 2021-10-25 20:22:53 > Step: 132600 Progress: 33.1% Elapsed: 1 day, 16:22:37 Gen_loss: 3.459 Dis_loss: 1.56 Cls_loss: 2.044 Topk: N/A ada_p: 0.3016
[INFO] 2021-10-25 20:24:34 > Step: 132700 Progress: 33.2% Elapsed: 1 day, 16:24:18 Gen_loss: 2.425 Dis_loss: 1.399 Cls_loss: 1.986 Topk: N/A ada_p: 0.3007
[INFO] 2021-10-25 20:26:16 > Step: 132800 Progress: 33.2% Elapsed: 1 day, 16:26:00 Gen_loss: 3.785 Dis_loss: 2.063 Cls_loss: 2.098 Topk: N/A ada_p: 0.3038
[INFO] 2021-10-25 20:31:32 > Step: 132900 Progress: 33.2% Elapsed: 1 day, 16:31:16 Gen_loss: 2.36 Dis_loss: 1.459 Cls_loss: 1.997 Topk: N/A ada_p: 0.2883
[INFO] 2021-10-25 20:34:34 > Step: 133000 Progress: 33.2% Elapsed: 1 day, 16:34:18 Gen_loss: 4.049 Dis_loss: 1.49 Cls_loss: 2.154 Topk: N/A ada_p: 0.2854
[INFO] 2021-10-25 20:36:30 > Step: 133100 Progress: 33.3% Elapsed: 1 day, 16:36:14 Gen_loss: 2.989 Dis_loss: 1.281 Cls_loss: 1.986 Topk: N/A ada_p: 0.2935
[INFO] 2021-10-25 20:38:11 > Step: 133200 Progress: 33.3% Elapsed: 1 day, 16:37:55 Gen_loss: 4.64 Dis_loss: 1.52 Cls_loss: 2.029 Topk: N/A ada_p: 0.2953
[INFO] 2021-10-25 20:39:53 > Step: 133300 Progress: 33.3% Elapsed: 1 day, 16:39:37 Gen_loss: 3.15 Dis_loss: 1.465 Cls_loss: 2.007 Topk: N/A ada_p: 0.2995
[INFO] 2021-10-25 20:41:34 > Step: 133400 Progress: 33.4% Elapsed: 1 day, 16:41:18 Gen_loss: 3.058 Dis_loss: 1.681 Cls_loss: 2.025 Topk: N/A ada_p: 0.2942
[INFO] 2021-10-25 20:43:15 > Step: 133500 Progress: 33.4% Elapsed: 1 day, 16:42:59 Gen_loss: 2.498 Dis_loss: 1.414 Cls_loss: 2.027 Topk: N/A ada_p: 0.2963
[INFO] 2021-10-25 20:44:55 > Step: 133600 Progress: 33.4% Elapsed: 1 day, 16:44:39 Gen_loss: 2.731 Dis_loss: 1.39 Cls_loss: 2.027 Topk: N/A ada_p: 0.2963
[INFO] 2021-10-25 20:46:36 > Step: 133700 Progress: 33.4% Elapsed: 1 day, 16:46:21 Gen_loss: 1.678 Dis_loss: 1.454 Cls_loss: 2.001 Topk: N/A ada_p: 0.299
[INFO] 2021-10-25 20:48:19 > Step: 133800 Progress: 33.5% Elapsed: 1 day, 16:48:03 Gen_loss: 4.138 Dis_loss: 1.909 Cls_loss: 2.058 Topk: N/A ada_p: 0.289
[INFO] 2021-10-25 20:50:00 > Step: 133900 Progress: 33.5% Elapsed: 1 day, 16:49:44 Gen_loss: 3.912 Dis_loss: 1.363 Cls_loss: 2.002 Topk: N/A ada_p: 0.292
[INFO] 2021-10-25 20:51:41 > Step: 134000 Progress: 33.5% Elapsed: 1 day, 16:51:25 Gen_loss: 2.559 Dis_loss: 1.452 Cls_loss: 2.035 Topk: N/A ada_p: 0.2963
[INFO] 2021-10-25 20:51:41 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 20:51:43 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_134000.png
[INFO] 2021-10-25 20:51:44 > Start Evaluation (134000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 20:51:44 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 20:52:56 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 20:54:17 > Inception score (Step: 134000, 14630 generated images): 12.72354507446289
[INFO] 2021-10-25 20:54:17 > FID score (Step: 134000, Using train moments): 5.203236320582278
[INFO] 2021-10-25 20:54:17 > Best FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 20:54:28 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 20:56:09 > Step: 134100 Progress: 33.5% Elapsed: 1 day, 16:55:53 Gen_loss: 2.036 Dis_loss: 2.083 Cls_loss: 2.263 Topk: N/A ada_p: 0.2739
[INFO] 2021-10-25 20:57:50 > Step: 134200 Progress: 33.6% Elapsed: 1 day, 16:57:34 Gen_loss: 2.859 Dis_loss: 1.33 Cls_loss: 2.037 Topk: N/A ada_p: 0.2729
[INFO] 2021-10-25 20:59:31 > Step: 134300 Progress: 33.6% Elapsed: 1 day, 16:59:16 Gen_loss: 2.856 Dis_loss: 1.402 Cls_loss: 2.003 Topk: N/A ada_p: 0.2894
[INFO] 2021-10-25 21:01:11 > Step: 134400 Progress: 33.6% Elapsed: 1 day, 17:00:56 Gen_loss: 2.775 Dis_loss: 1.49 Cls_loss: 2.072 Topk: N/A ada_p: 0.2979
[INFO] 2021-10-25 21:02:53 > Step: 134500 Progress: 33.6% Elapsed: 1 day, 17:02:37 Gen_loss: 2.804 Dis_loss: 1.661 Cls_loss: 1.976 Topk: N/A ada_p: 0.309
[INFO] 2021-10-25 21:04:33 > Step: 134600 Progress: 33.7% Elapsed: 1 day, 17:04:17 Gen_loss: 6.468 Dis_loss: 1.72 Cls_loss: 2.172 Topk: N/A ada_p: 0.3098
[INFO] 2021-10-25 21:06:15 > Step: 134700 Progress: 33.7% Elapsed: 1 day, 17:05:59 Gen_loss: 2.547 Dis_loss: 1.372 Cls_loss: 2.008 Topk: N/A ada_p: 0.3084
[INFO] 2021-10-25 21:07:56 > Step: 134800 Progress: 33.7% Elapsed: 1 day, 17:07:40 Gen_loss: 3.144 Dis_loss: 1.307 Cls_loss: 1.998 Topk: N/A ada_p: 0.3091
[INFO] 2021-10-25 21:09:37 > Step: 134900 Progress: 33.7% Elapsed: 1 day, 17:09:21 Gen_loss: 3.071 Dis_loss: 1.371 Cls_loss: 2.041 Topk: N/A ada_p: 0.3134
[INFO] 2021-10-25 21:11:18 > Step: 135000 Progress: 33.8% Elapsed: 1 day, 17:11:02 Gen_loss: 2.646 Dis_loss: 1.44 Cls_loss: 2.071 Topk: N/A ada_p: 0.3077
[INFO] 2021-10-25 21:12:59 > Step: 135100 Progress: 33.8% Elapsed: 1 day, 17:12:44 Gen_loss: 1.855 Dis_loss: 1.522 Cls_loss: 2.02 Topk: N/A ada_p: 0.313
[INFO] 2021-10-25 21:14:40 > Step: 135200 Progress: 33.8% Elapsed: 1 day, 17:14:24 Gen_loss: 3.062 Dis_loss: 1.38 Cls_loss: 2.003 Topk: N/A ada_p: 0.3089
[INFO] 2021-10-25 21:16:21 > Step: 135300 Progress: 33.8% Elapsed: 1 day, 17:16:05 Gen_loss: 1.615 Dis_loss: 2.024 Cls_loss: 2.085 Topk: N/A ada_p: 0.3151
[INFO] 2021-10-25 21:18:02 > Step: 135400 Progress: 33.9% Elapsed: 1 day, 17:17:46 Gen_loss: 4.918 Dis_loss: 1.456 Cls_loss: 2.019 Topk: N/A ada_p: 0.3141
[INFO] 2021-10-25 21:19:44 > Step: 135500 Progress: 33.9% Elapsed: 1 day, 17:19:28 Gen_loss: 2.851 Dis_loss: 1.731 Cls_loss: 2.008 Topk: N/A ada_p: 0.3112
[INFO] 2021-10-25 21:21:25 > Step: 135600 Progress: 33.9% Elapsed: 1 day, 17:21:09 Gen_loss: 3.763 Dis_loss: 1.63 Cls_loss: 2.003 Topk: N/A ada_p: 0.3081
[INFO] 2021-10-25 21:23:06 > Step: 135700 Progress: 33.9% Elapsed: 1 day, 17:22:50 Gen_loss: 1.831 Dis_loss: 2.441 Cls_loss: 2.182 Topk: N/A ada_p: 0.3108
[INFO] 2021-10-25 21:24:47 > Step: 135800 Progress: 34.0% Elapsed: 1 day, 17:24:31 Gen_loss: 4.587 Dis_loss: 1.15 Cls_loss: 1.963 Topk: N/A ada_p: 0.3075
[INFO] 2021-10-25 21:26:28 > Step: 135900 Progress: 34.0% Elapsed: 1 day, 17:26:12 Gen_loss: 2.259 Dis_loss: 1.721 Cls_loss: 2.099 Topk: N/A ada_p: 0.3096
[INFO] 2021-10-25 21:28:09 > Step: 136000 Progress: 34.0% Elapsed: 1 day, 17:27:53 Gen_loss: 2.848 Dis_loss: 2.606 Cls_loss: 2.093 Topk: N/A ada_p: 0.3127
[INFO] 2021-10-25 21:28:09 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 21:28:10 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_136000.png
[INFO] 2021-10-25 21:28:12 > Start Evaluation (136000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 21:28:12 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 21:29:23 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 21:30:45 > Inception score (Step: 136000, 14630 generated images): 12.927969932556152
[INFO] 2021-10-25 21:30:45 > FID score (Step: 136000, Using train moments): 5.228199718468318
[INFO] 2021-10-25 21:30:45 > Best FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 21:30:55 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 21:32:37 > Step: 136100 Progress: 34.0% Elapsed: 1 day, 17:32:21 Gen_loss: 2.601 Dis_loss: 1.381 Cls_loss: 2.029 Topk: N/A ada_p: 0.3141
[INFO] 2021-10-25 21:34:18 > Step: 136200 Progress: 34.1% Elapsed: 1 day, 17:34:02 Gen_loss: 3.468 Dis_loss: 1.479 Cls_loss: 2.076 Topk: N/A ada_p: 0.3149
[INFO] 2021-10-25 21:35:59 > Step: 136300 Progress: 34.1% Elapsed: 1 day, 17:35:43 Gen_loss: 2.36 Dis_loss: 1.371 Cls_loss: 2.031 Topk: N/A ada_p: 0.3137
[INFO] 2021-10-25 21:37:40 > Step: 136400 Progress: 34.1% Elapsed: 1 day, 17:37:24 Gen_loss: 3.325 Dis_loss: 1.466 Cls_loss: 2.068 Topk: N/A ada_p: 0.315
[INFO] 2021-10-25 21:39:21 > Step: 136500 Progress: 34.1% Elapsed: 1 day, 17:39:05 Gen_loss: 2.431 Dis_loss: 2.009 Cls_loss: 2.042 Topk: N/A ada_p: 0.3169
[INFO] 2021-10-25 21:41:02 > Step: 136600 Progress: 34.2% Elapsed: 1 day, 17:40:46 Gen_loss: 1.941 Dis_loss: 2.037 Cls_loss: 1.946 Topk: N/A ada_p: 0.3116
[INFO] 2021-10-25 21:42:43 > Step: 136700 Progress: 34.2% Elapsed: 1 day, 17:42:27 Gen_loss: 2.395 Dis_loss: 1.551 Cls_loss: 2.0 Topk: N/A ada_p: 0.3094
[INFO] 2021-10-25 21:44:23 > Step: 136800 Progress: 34.2% Elapsed: 1 day, 17:44:07 Gen_loss: 2.853 Dis_loss: 1.546 Cls_loss: 2.047 Topk: N/A ada_p: 0.3089
[INFO] 2021-10-25 21:46:04 > Step: 136900 Progress: 34.2% Elapsed: 1 day, 17:45:48 Gen_loss: 1.943 Dis_loss: 1.558 Cls_loss: 2.002 Topk: N/A ada_p: 0.31
[INFO] 2021-10-25 21:47:45 > Step: 137000 Progress: 34.2% Elapsed: 1 day, 17:47:29 Gen_loss: 3.718 Dis_loss: 1.539 Cls_loss: 2.004 Topk: N/A ada_p: 0.3098
[INFO] 2021-10-25 21:49:26 > Step: 137100 Progress: 34.3% Elapsed: 1 day, 17:49:10 Gen_loss: 2.0 Dis_loss: 1.727 Cls_loss: 2.016 Topk: N/A ada_p: 0.3117
[INFO] 2021-10-25 21:51:07 > Step: 137200 Progress: 34.3% Elapsed: 1 day, 17:50:51 Gen_loss: 2.504 Dis_loss: 1.709 Cls_loss: 2.105 Topk: N/A ada_p: 0.3125
[INFO] 2021-10-25 21:52:48 > Step: 137300 Progress: 34.3% Elapsed: 1 day, 17:52:32 Gen_loss: 2.634 Dis_loss: 1.282 Cls_loss: 1.987 Topk: N/A ada_p: 0.3082
[INFO] 2021-10-25 21:54:29 > Step: 137400 Progress: 34.4% Elapsed: 1 day, 17:54:13 Gen_loss: 2.626 Dis_loss: 1.266 Cls_loss: 2.049 Topk: N/A ada_p: 0.3057
[INFO] 2021-10-25 21:56:10 > Step: 137500 Progress: 34.4% Elapsed: 1 day, 17:55:54 Gen_loss: 3.949 Dis_loss: 1.252 Cls_loss: 2.071 Topk: N/A ada_p: 0.3066
[INFO] 2021-10-25 21:57:51 > Step: 137600 Progress: 34.4% Elapsed: 1 day, 17:57:35 Gen_loss: 2.054 Dis_loss: 1.504 Cls_loss: 2.067 Topk: N/A ada_p: 0.3096
[INFO] 2021-10-25 21:59:32 > Step: 137700 Progress: 34.4% Elapsed: 1 day, 17:59:16 Gen_loss: 2.907 Dis_loss: 1.407 Cls_loss: 2.116 Topk: N/A ada_p: 0.3067
[INFO] 2021-10-25 22:01:13 > Step: 137800 Progress: 34.4% Elapsed: 1 day, 18:00:57 Gen_loss: 2.873 Dis_loss: 1.159 Cls_loss: 1.999 Topk: N/A ada_p: 0.3013
[INFO] 2021-10-25 22:02:54 > Step: 137900 Progress: 34.5% Elapsed: 1 day, 18:02:38 Gen_loss: 2.196 Dis_loss: 1.664 Cls_loss: 2.138 Topk: N/A ada_p: 0.3027
[INFO] 2021-10-25 22:04:35 > Step: 138000 Progress: 34.5% Elapsed: 1 day, 18:04:19 Gen_loss: 3.081 Dis_loss: 1.18 Cls_loss: 2.052 Topk: N/A ada_p: 0.3002
[INFO] 2021-10-25 22:04:35 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 22:04:36 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_138000.png
[INFO] 2021-10-25 22:04:38 > Start Evaluation (138000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 22:04:38 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 22:05:50 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 22:07:11 > Inception score (Step: 138000, 14630 generated images): 12.710722923278809
[INFO] 2021-10-25 22:07:11 > FID score (Step: 138000, Using train moments): 5.195489566208607
[INFO] 2021-10-25 22:07:11 > Best FID score (Step: 128000, Using train moments): 5.068492414234981
[INFO] 2021-10-25 22:07:22 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 22:09:05 > Step: 138100 Progress: 34.5% Elapsed: 1 day, 18:08:50 Gen_loss: 2.396 Dis_loss: 1.514 Cls_loss: 2.015 Topk: N/A ada_p: 0.3075
[INFO] 2021-10-25 22:10:47 > Step: 138200 Progress: 34.5% Elapsed: 1 day, 18:10:31 Gen_loss: 2.674 Dis_loss: 1.375 Cls_loss: 1.998 Topk: N/A ada_p: 0.3046
[INFO] 2021-10-25 22:12:31 > Step: 138300 Progress: 34.6% Elapsed: 1 day, 18:12:15 Gen_loss: 2.494 Dis_loss: 1.343 Cls_loss: 2.06 Topk: N/A ada_p: 0.3055
[INFO] 2021-10-25 22:14:13 > Step: 138400 Progress: 34.6% Elapsed: 1 day, 18:13:58 Gen_loss: 4.422 Dis_loss: 1.962 Cls_loss: 2.005 Topk: N/A ada_p: 0.3038
[INFO] 2021-10-25 22:15:55 > Step: 138500 Progress: 34.6% Elapsed: 1 day, 18:15:39 Gen_loss: 2.305 Dis_loss: 1.92 Cls_loss: 2.003 Topk: N/A ada_p: 0.3098
[INFO] 2021-10-25 22:17:36 > Step: 138600 Progress: 34.6% Elapsed: 1 day, 18:17:20 Gen_loss: 3.912 Dis_loss: 1.358 Cls_loss: 1.996 Topk: N/A ada_p: 0.3103
[INFO] 2021-10-25 22:19:17 > Step: 138700 Progress: 34.7% Elapsed: 1 day, 18:19:01 Gen_loss: 2.717 Dis_loss: 1.407 Cls_loss: 1.985 Topk: N/A ada_p: 0.3119
[INFO] 2021-10-25 22:20:59 > Step: 138800 Progress: 34.7% Elapsed: 1 day, 18:20:43 Gen_loss: 2.183 Dis_loss: 1.531 Cls_loss: 2.015 Topk: N/A ada_p: 0.3084
[INFO] 2021-10-25 22:22:41 > Step: 138900 Progress: 34.7% Elapsed: 1 day, 18:22:25 Gen_loss: 2.93 Dis_loss: 1.281 Cls_loss: 2.006 Topk: N/A ada_p: 0.3036
[INFO] 2021-10-25 22:24:23 > Step: 139000 Progress: 34.8% Elapsed: 1 day, 18:24:07 Gen_loss: 2.127 Dis_loss: 1.688 Cls_loss: 2.017 Topk: N/A ada_p: 0.3034
[INFO] 2021-10-25 22:26:05 > Step: 139100 Progress: 34.8% Elapsed: 1 day, 18:25:49 Gen_loss: 3.964 Dis_loss: 1.157 Cls_loss: 2.026 Topk: N/A ada_p: 0.3071
[INFO] 2021-10-25 22:27:47 > Step: 139200 Progress: 34.8% Elapsed: 1 day, 18:27:31 Gen_loss: 2.051 Dis_loss: 1.711 Cls_loss: 2.002 Topk: N/A ada_p: 0.3032
[INFO] 2021-10-25 22:29:28 > Step: 139300 Progress: 34.8% Elapsed: 1 day, 18:29:12 Gen_loss: 2.49 Dis_loss: 1.659 Cls_loss: 1.964 Topk: N/A ada_p: 0.2998
[INFO] 2021-10-25 22:31:11 > Step: 139400 Progress: 34.8% Elapsed: 1 day, 18:30:55 Gen_loss: 3.773 Dis_loss: 1.329 Cls_loss: 1.997 Topk: N/A ada_p: 0.3031
[INFO] 2021-10-25 22:32:52 > Step: 139500 Progress: 34.9% Elapsed: 1 day, 18:32:36 Gen_loss: 3.619 Dis_loss: 1.519 Cls_loss: 2.157 Topk: N/A ada_p: 0.3071
[INFO] 2021-10-25 22:34:34 > Step: 139600 Progress: 34.9% Elapsed: 1 day, 18:34:18 Gen_loss: 2.551 Dis_loss: 1.24 Cls_loss: 2.071 Topk: N/A ada_p: 0.3055
[INFO] 2021-10-25 22:36:15 > Step: 139700 Progress: 34.9% Elapsed: 1 day, 18:35:59 Gen_loss: 2.953 Dis_loss: 1.465 Cls_loss: 2.033 Topk: N/A ada_p: 0.3121
[INFO] 2021-10-25 22:37:57 > Step: 139800 Progress: 34.9% Elapsed: 1 day, 18:37:41 Gen_loss: 2.036 Dis_loss: 1.315 Cls_loss: 2.016 Topk: N/A ada_p: 0.3126
[INFO] 2021-10-25 22:39:38 > Step: 139900 Progress: 35.0% Elapsed: 1 day, 18:39:22 Gen_loss: 4.562 Dis_loss: 1.783 Cls_loss: 2.025 Topk: N/A ada_p: 0.3117
[INFO] 2021-10-25 22:41:19 > Step: 140000 Progress: 35.0% Elapsed: 1 day, 18:41:03 Gen_loss: 3.398 Dis_loss: 1.427 Cls_loss: 2.005 Topk: N/A ada_p: 0.3091
[INFO] 2021-10-25 22:41:19 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 22:41:21 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_140000.png
[INFO] 2021-10-25 22:41:22 > Start Evaluation (140000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 22:41:22 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 22:42:34 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 22:43:55 > Inception score (Step: 140000, 14630 generated images): 12.792715072631836
[INFO] 2021-10-25 22:43:55 > FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-25 22:43:55 > Best FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-25 22:44:16 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 22:45:57 > Step: 140100 Progress: 35.0% Elapsed: 1 day, 18:45:41 Gen_loss: 2.014 Dis_loss: 1.663 Cls_loss: 2.011 Topk: N/A ada_p: 0.3105
[INFO] 2021-10-25 22:47:38 > Step: 140200 Progress: 35.0% Elapsed: 1 day, 18:47:22 Gen_loss: 4.282 Dis_loss: 1.377 Cls_loss: 1.992 Topk: N/A ada_p: 0.3041
[INFO] 2021-10-25 22:49:20 > Step: 140300 Progress: 35.1% Elapsed: 1 day, 18:49:04 Gen_loss: 3.347 Dis_loss: 1.431 Cls_loss: 2.074 Topk: N/A ada_p: 0.2991
[INFO] 2021-10-25 22:51:01 > Step: 140400 Progress: 35.1% Elapsed: 1 day, 18:50:45 Gen_loss: 2.826 Dis_loss: 2.044 Cls_loss: 1.999 Topk: N/A ada_p: 0.3043
[INFO] 2021-10-25 22:52:43 > Step: 140500 Progress: 35.1% Elapsed: 1 day, 18:52:27 Gen_loss: 3.421 Dis_loss: 1.562 Cls_loss: 2.042 Topk: N/A ada_p: 0.3018
[INFO] 2021-10-25 22:54:24 > Step: 140600 Progress: 35.1% Elapsed: 1 day, 18:54:08 Gen_loss: 2.4 Dis_loss: 1.373 Cls_loss: 2.027 Topk: N/A ada_p: 0.3052
[INFO] 2021-10-25 22:56:05 > Step: 140700 Progress: 35.2% Elapsed: 1 day, 18:55:49 Gen_loss: 2.917 Dis_loss: 1.49 Cls_loss: 2.022 Topk: N/A ada_p: 0.3137
[INFO] 2021-10-25 22:57:46 > Step: 140800 Progress: 35.2% Elapsed: 1 day, 18:57:30 Gen_loss: 2.016 Dis_loss: 1.764 Cls_loss: 2.028 Topk: N/A ada_p: 0.3114
[INFO] 2021-10-25 22:59:26 > Step: 140900 Progress: 35.2% Elapsed: 1 day, 18:59:10 Gen_loss: 3.038 Dis_loss: 1.231 Cls_loss: 2.01 Topk: N/A ada_p: 0.3067
[INFO] 2021-10-25 23:01:07 > Step: 141000 Progress: 35.2% Elapsed: 1 day, 19:00:51 Gen_loss: 2.715 Dis_loss: 1.384 Cls_loss: 1.999 Topk: N/A ada_p: 0.3054
[INFO] 2021-10-25 23:02:49 > Step: 141100 Progress: 35.3% Elapsed: 1 day, 19:02:33 Gen_loss: 2.994 Dis_loss: 1.522 Cls_loss: 1.963 Topk: N/A ada_p: 0.3058
[INFO] 2021-10-25 23:04:30 > Step: 141200 Progress: 35.3% Elapsed: 1 day, 19:04:14 Gen_loss: 4.253 Dis_loss: 1.496 Cls_loss: 2.054 Topk: N/A ada_p: 0.3104
[INFO] 2021-10-25 23:06:12 > Step: 141300 Progress: 35.3% Elapsed: 1 day, 19:05:56 Gen_loss: 2.38 Dis_loss: 1.364 Cls_loss: 2.017 Topk: N/A ada_p: 0.3113
[INFO] 2021-10-25 23:07:52 > Step: 141400 Progress: 35.4% Elapsed: 1 day, 19:07:37 Gen_loss: 2.885 Dis_loss: 1.449 Cls_loss: 1.989 Topk: N/A ada_p: 0.3141
[INFO] 2021-10-25 23:09:34 > Step: 141500 Progress: 35.4% Elapsed: 1 day, 19:09:18 Gen_loss: 3.378 Dis_loss: 1.475 Cls_loss: 2.007 Topk: N/A ada_p: 0.3125
[INFO] 2021-10-25 23:11:15 > Step: 141600 Progress: 35.4% Elapsed: 1 day, 19:10:59 Gen_loss: 2.664 Dis_loss: 1.295 Cls_loss: 2.027 Topk: N/A ada_p: 0.3073
[INFO] 2021-10-25 23:12:56 > Step: 141700 Progress: 35.4% Elapsed: 1 day, 19:12:40 Gen_loss: 2.659 Dis_loss: 1.623 Cls_loss: 2.009 Topk: N/A ada_p: 0.3021
[INFO] 2021-10-25 23:14:37 > Step: 141800 Progress: 35.4% Elapsed: 1 day, 19:14:21 Gen_loss: 2.506 Dis_loss: 1.755 Cls_loss: 2.02 Topk: N/A ada_p: 0.2975
[INFO] 2021-10-25 23:16:19 > Step: 141900 Progress: 35.5% Elapsed: 1 day, 19:16:03 Gen_loss: 3.377 Dis_loss: 1.359 Cls_loss: 2.1 Topk: N/A ada_p: 0.2956
[INFO] 2021-10-25 23:18:00 > Step: 142000 Progress: 35.5% Elapsed: 1 day, 19:17:44 Gen_loss: 3.391 Dis_loss: 1.838 Cls_loss: 1.997 Topk: N/A ada_p: 0.3012
[INFO] 2021-10-25 23:18:00 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 23:18:02 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_142000.png
[INFO] 2021-10-25 23:18:03 > Start Evaluation (142000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 23:18:03 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 23:19:15 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 23:20:36 > Inception score (Step: 142000, 14630 generated images): 12.976436614990234
[INFO] 2021-10-25 23:20:36 > FID score (Step: 142000, Using train moments): 5.1293201362289835
[INFO] 2021-10-25 23:20:36 > Best FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-25 23:20:47 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 23:22:29 > Step: 142100 Progress: 35.5% Elapsed: 1 day, 19:22:13 Gen_loss: 3.298 Dis_loss: 1.386 Cls_loss: 2.019 Topk: N/A ada_p: 0.3008
[INFO] 2021-10-25 23:24:10 > Step: 142200 Progress: 35.5% Elapsed: 1 day, 19:23:54 Gen_loss: 3.501 Dis_loss: 1.16 Cls_loss: 2.066 Topk: N/A ada_p: 0.3036
[INFO] 2021-10-25 23:25:51 > Step: 142300 Progress: 35.6% Elapsed: 1 day, 19:25:35 Gen_loss: 2.347 Dis_loss: 1.699 Cls_loss: 1.996 Topk: N/A ada_p: 0.3048
[INFO] 2021-10-25 23:27:32 > Step: 142400 Progress: 35.6% Elapsed: 1 day, 19:27:16 Gen_loss: 2.899 Dis_loss: 1.43 Cls_loss: 2.064 Topk: N/A ada_p: 0.3063
[INFO] 2021-10-25 23:29:13 > Step: 142500 Progress: 35.6% Elapsed: 1 day, 19:28:57 Gen_loss: 4.328 Dis_loss: 1.58 Cls_loss: 2.012 Topk: N/A ada_p: 0.3108
[INFO] 2021-10-25 23:30:54 > Step: 142600 Progress: 35.6% Elapsed: 1 day, 19:30:38 Gen_loss: 2.394 Dis_loss: 1.599 Cls_loss: 2.046 Topk: N/A ada_p: 0.3116
[INFO] 2021-10-25 23:32:36 > Step: 142700 Progress: 35.7% Elapsed: 1 day, 19:32:20 Gen_loss: 3.179 Dis_loss: 1.425 Cls_loss: 2.013 Topk: N/A ada_p: 0.3091
[INFO] 2021-10-25 23:34:16 > Step: 142800 Progress: 35.7% Elapsed: 1 day, 19:34:01 Gen_loss: 2.81 Dis_loss: 1.481 Cls_loss: 2.001 Topk: N/A ada_p: 0.3112
[INFO] 2021-10-25 23:35:58 > Step: 142900 Progress: 35.7% Elapsed: 1 day, 19:35:42 Gen_loss: 2.608 Dis_loss: 1.58 Cls_loss: 2.132 Topk: N/A ada_p: 0.3134
[INFO] 2021-10-25 23:37:39 > Step: 143000 Progress: 35.8% Elapsed: 1 day, 19:37:23 Gen_loss: 2.539 Dis_loss: 1.429 Cls_loss: 2.019 Topk: N/A ada_p: 0.3131
[INFO] 2021-10-25 23:39:21 > Step: 143100 Progress: 35.8% Elapsed: 1 day, 19:39:05 Gen_loss: 2.735 Dis_loss: 1.637 Cls_loss: 2.014 Topk: N/A ada_p: 0.3173
[INFO] 2021-10-25 23:41:02 > Step: 143200 Progress: 35.8% Elapsed: 1 day, 19:40:46 Gen_loss: 2.841 Dis_loss: 1.41 Cls_loss: 2.037 Topk: N/A ada_p: 0.3145
[INFO] 2021-10-25 23:42:43 > Step: 143300 Progress: 35.8% Elapsed: 1 day, 19:42:27 Gen_loss: 2.205 Dis_loss: 1.604 Cls_loss: 1.993 Topk: N/A ada_p: 0.3149
[INFO] 2021-10-25 23:44:24 > Step: 143400 Progress: 35.9% Elapsed: 1 day, 19:44:08 Gen_loss: 4.253 Dis_loss: 1.583 Cls_loss: 2.0 Topk: N/A ada_p: 0.3169
[INFO] 2021-10-25 23:46:05 > Step: 143500 Progress: 35.9% Elapsed: 1 day, 19:45:50 Gen_loss: 1.599 Dis_loss: 1.482 Cls_loss: 2.107 Topk: N/A ada_p: 0.3206
[INFO] 2021-10-25 23:47:47 > Step: 143600 Progress: 35.9% Elapsed: 1 day, 19:47:31 Gen_loss: 1.656 Dis_loss: 1.818 Cls_loss: 1.967 Topk: N/A ada_p: 0.3209
[INFO] 2021-10-25 23:49:29 > Step: 143700 Progress: 35.9% Elapsed: 1 day, 19:49:13 Gen_loss: 3.41 Dis_loss: 1.251 Cls_loss: 2.093 Topk: N/A ada_p: 0.3198
[INFO] 2021-10-25 23:51:10 > Step: 143800 Progress: 35.9% Elapsed: 1 day, 19:50:54 Gen_loss: 3.043 Dis_loss: 1.371 Cls_loss: 2.079 Topk: N/A ada_p: 0.3164
[INFO] 2021-10-25 23:52:52 > Step: 143900 Progress: 36.0% Elapsed: 1 day, 19:52:36 Gen_loss: 3.788 Dis_loss: 1.536 Cls_loss: 2.001 Topk: N/A ada_p: 0.3196
[INFO] 2021-10-25 23:54:33 > Step: 144000 Progress: 36.0% Elapsed: 1 day, 19:54:17 Gen_loss: 2.631 Dis_loss: 1.374 Cls_loss: 2.016 Topk: N/A ada_p: 0.3212
[INFO] 2021-10-25 23:54:34 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-25 23:54:35 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_144000.png
[INFO] 2021-10-25 23:54:37 > Start Evaluation (144000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 23:54:37 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-25 23:55:48 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-25 23:57:10 > Inception score (Step: 144000, 14630 generated images): 12.735699653625488
[INFO] 2021-10-25 23:57:10 > FID score (Step: 144000, Using train moments): 5.11573067385865
[INFO] 2021-10-25 23:57:10 > Best FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-25 23:57:20 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-25 23:59:02 > Step: 144100 Progress: 36.0% Elapsed: 1 day, 19:58:46 Gen_loss: 2.869 Dis_loss: 1.789 Cls_loss: 2.013 Topk: N/A ada_p: 0.3221
[INFO] 2021-10-26 00:00:44 > Step: 144200 Progress: 36.0% Elapsed: 1 day, 20:00:28 Gen_loss: 2.993 Dis_loss: 1.23 Cls_loss: 2.005 Topk: N/A ada_p: 0.3118
[INFO] 2021-10-26 00:02:26 > Step: 144300 Progress: 36.1% Elapsed: 1 day, 20:02:10 Gen_loss: 4.129 Dis_loss: 1.42 Cls_loss: 2.059 Topk: N/A ada_p: 0.3148
[INFO] 2021-10-26 00:04:07 > Step: 144400 Progress: 36.1% Elapsed: 1 day, 20:03:51 Gen_loss: 2.861 Dis_loss: 1.457 Cls_loss: 2.052 Topk: N/A ada_p: 0.3173
[INFO] 2021-10-26 00:05:49 > Step: 144500 Progress: 36.1% Elapsed: 1 day, 20:05:33 Gen_loss: 3.948 Dis_loss: 1.45 Cls_loss: 1.959 Topk: N/A ada_p: 0.3149
[INFO] 2021-10-26 00:07:30 > Step: 144600 Progress: 36.1% Elapsed: 1 day, 20:07:14 Gen_loss: 3.948 Dis_loss: 1.756 Cls_loss: 2.082 Topk: N/A ada_p: 0.3082
[INFO] 2021-10-26 00:09:12 > Step: 144700 Progress: 36.2% Elapsed: 1 day, 20:08:56 Gen_loss: 2.767 Dis_loss: 1.215 Cls_loss: 2.029 Topk: N/A ada_p: 0.3099
[INFO] 2021-10-26 00:10:54 > Step: 144800 Progress: 36.2% Elapsed: 1 day, 20:10:38 Gen_loss: 2.7 Dis_loss: 1.622 Cls_loss: 2.042 Topk: N/A ada_p: 0.3173
[INFO] 2021-10-26 00:12:36 > Step: 144900 Progress: 36.2% Elapsed: 1 day, 20:12:20 Gen_loss: 2.848 Dis_loss: 1.443 Cls_loss: 2.02 Topk: N/A ada_p: 0.3159
[INFO] 2021-10-26 00:14:16 > Step: 145000 Progress: 36.2% Elapsed: 1 day, 20:14:00 Gen_loss: 3.117 Dis_loss: 1.251 Cls_loss: 2.062 Topk: N/A ada_p: 0.3121
[INFO] 2021-10-26 00:15:58 > Step: 145100 Progress: 36.3% Elapsed: 1 day, 20:15:42 Gen_loss: 3.483 Dis_loss: 1.638 Cls_loss: 2.007 Topk: N/A ada_p: 0.3112
[INFO] 2021-10-26 00:17:39 > Step: 145200 Progress: 36.3% Elapsed: 1 day, 20:17:23 Gen_loss: 2.016 Dis_loss: 2.149 Cls_loss: 2.004 Topk: N/A ada_p: 0.3081
[INFO] 2021-10-26 00:19:20 > Step: 145300 Progress: 36.3% Elapsed: 1 day, 20:19:04 Gen_loss: 2.228 Dis_loss: 1.252 Cls_loss: 2.007 Topk: N/A ada_p: 0.3118
[INFO] 2021-10-26 00:21:01 > Step: 145400 Progress: 36.4% Elapsed: 1 day, 20:20:45 Gen_loss: 2.138 Dis_loss: 1.755 Cls_loss: 2.1 Topk: N/A ada_p: 0.3131
[INFO] 2021-10-26 00:22:44 > Step: 145500 Progress: 36.4% Elapsed: 1 day, 20:22:28 Gen_loss: 2.653 Dis_loss: 1.57 Cls_loss: 2.009 Topk: N/A ada_p: 0.3084
[INFO] 2021-10-26 00:24:26 > Step: 145600 Progress: 36.4% Elapsed: 1 day, 20:24:10 Gen_loss: 2.58 Dis_loss: 1.473 Cls_loss: 2.046 Topk: N/A ada_p: 0.3078
[INFO] 2021-10-26 00:26:07 > Step: 145700 Progress: 36.4% Elapsed: 1 day, 20:25:51 Gen_loss: 3.064 Dis_loss: 1.463 Cls_loss: 1.989 Topk: N/A ada_p: 0.3139
[INFO] 2021-10-26 00:27:47 > Step: 145800 Progress: 36.4% Elapsed: 1 day, 20:27:32 Gen_loss: 2.797 Dis_loss: 1.326 Cls_loss: 2.162 Topk: N/A ada_p: 0.3149
[INFO] 2021-10-26 00:29:29 > Step: 145900 Progress: 36.5% Elapsed: 1 day, 20:29:13 Gen_loss: 2.811 Dis_loss: 1.254 Cls_loss: 1.984 Topk: N/A ada_p: 0.3176
[INFO] 2021-10-26 00:31:10 > Step: 146000 Progress: 36.5% Elapsed: 1 day, 20:30:55 Gen_loss: 2.997 Dis_loss: 1.226 Cls_loss: 2.1 Topk: N/A ada_p: 0.3073
[INFO] 2021-10-26 00:31:15 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 00:31:17 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_146000.png
[INFO] 2021-10-26 00:31:18 > Start Evaluation (146000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-26 00:31:18 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-26 00:32:30 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-26 00:33:51 > Inception score (Step: 146000, 14630 generated images): 12.752459526062012
[INFO] 2021-10-26 00:33:51 > FID score (Step: 146000, Using train moments): 5.167730183759858
[INFO] 2021-10-26 00:33:51 > Best FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-26 00:34:07 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-26 00:35:48 > Step: 146100 Progress: 36.5% Elapsed: 1 day, 20:35:32 Gen_loss: 3.105 Dis_loss: 1.344 Cls_loss: 1.972 Topk: N/A ada_p: 0.3121
[INFO] 2021-10-26 00:37:30 > Step: 146200 Progress: 36.5% Elapsed: 1 day, 20:37:14 Gen_loss: 2.416 Dis_loss: 1.8 Cls_loss: 2.008 Topk: N/A ada_p: 0.3177
[INFO] 2021-10-26 00:39:11 > Step: 146300 Progress: 36.6% Elapsed: 1 day, 20:38:55 Gen_loss: 3.05 Dis_loss: 1.832 Cls_loss: 2.239 Topk: N/A ada_p: 0.3114
[INFO] 2021-10-26 00:40:53 > Step: 146400 Progress: 36.6% Elapsed: 1 day, 20:40:37 Gen_loss: 2.282 Dis_loss: 2.698 Cls_loss: 2.019 Topk: N/A ada_p: 0.3096
[INFO] 2021-10-26 00:42:35 > Step: 146500 Progress: 36.6% Elapsed: 1 day, 20:42:19 Gen_loss: 1.658 Dis_loss: 1.911 Cls_loss: 2.032 Topk: N/A ada_p: 0.3103
[INFO] 2021-10-26 00:44:15 > Step: 146600 Progress: 36.6% Elapsed: 1 day, 20:43:59 Gen_loss: 2.726 Dis_loss: 1.398 Cls_loss: 1.962 Topk: N/A ada_p: 0.3031
[INFO] 2021-10-26 00:46:01 > Step: 146700 Progress: 36.7% Elapsed: 1 day, 20:45:45 Gen_loss: 3.169 Dis_loss: 1.318 Cls_loss: 1.985 Topk: N/A ada_p: 0.3142
[INFO] 2021-10-26 00:47:42 > Step: 146800 Progress: 36.7% Elapsed: 1 day, 20:47:27 Gen_loss: 2.09 Dis_loss: 1.334 Cls_loss: 1.983 Topk: N/A ada_p: 0.3186
[INFO] 2021-10-26 00:49:24 > Step: 146900 Progress: 36.7% Elapsed: 1 day, 20:49:08 Gen_loss: 3.686 Dis_loss: 1.332 Cls_loss: 2.033 Topk: N/A ada_p: 0.3154
[INFO] 2021-10-26 00:51:06 > Step: 147000 Progress: 36.8% Elapsed: 1 day, 20:50:50 Gen_loss: 3.03 Dis_loss: 1.732 Cls_loss: 2.022 Topk: N/A ada_p: 0.3192
[INFO] 2021-10-26 00:52:47 > Step: 147100 Progress: 36.8% Elapsed: 1 day, 20:52:32 Gen_loss: 3.065 Dis_loss: 1.787 Cls_loss: 2.048 Topk: N/A ada_p: 0.3194
[INFO] 2021-10-26 00:54:29 > Step: 147200 Progress: 36.8% Elapsed: 1 day, 20:54:13 Gen_loss: 3.197 Dis_loss: 1.196 Cls_loss: 1.98 Topk: N/A ada_p: 0.3181
[INFO] 2021-10-26 00:56:10 > Step: 147300 Progress: 36.8% Elapsed: 1 day, 20:55:55 Gen_loss: 2.43 Dis_loss: 1.299 Cls_loss: 1.979 Topk: N/A ada_p: 0.319
[INFO] 2021-10-26 00:57:51 > Step: 147400 Progress: 36.9% Elapsed: 1 day, 20:57:36 Gen_loss: 1.966 Dis_loss: 1.569 Cls_loss: 1.978 Topk: N/A ada_p: 0.3249
[INFO] 2021-10-26 00:59:33 > Step: 147500 Progress: 36.9% Elapsed: 1 day, 20:59:17 Gen_loss: 2.566 Dis_loss: 1.182 Cls_loss: 1.989 Topk: N/A ada_p: 0.3212
[INFO] 2021-10-26 01:01:14 > Step: 147600 Progress: 36.9% Elapsed: 1 day, 21:00:58 Gen_loss: 2.598 Dis_loss: 1.544 Cls_loss: 2.007 Topk: N/A ada_p: 0.3181
[INFO] 2021-10-26 01:02:58 > Step: 147700 Progress: 36.9% Elapsed: 1 day, 21:02:42 Gen_loss: 2.491 Dis_loss: 1.534 Cls_loss: 2.005 Topk: N/A ada_p: 0.3169
[INFO] 2021-10-26 01:04:40 > Step: 147800 Progress: 37.0% Elapsed: 1 day, 21:04:24 Gen_loss: 2.97 Dis_loss: 1.271 Cls_loss: 2.01 Topk: N/A ada_p: 0.318
[INFO] 2021-10-26 01:06:25 > Step: 147900 Progress: 37.0% Elapsed: 1 day, 21:06:09 Gen_loss: 2.456 Dis_loss: 1.564 Cls_loss: 1.994 Topk: N/A ada_p: 0.3199
[INFO] 2021-10-26 01:08:07 > Step: 148000 Progress: 37.0% Elapsed: 1 day, 21:07:51 Gen_loss: 3.862 Dis_loss: 1.471 Cls_loss: 2.05 Topk: N/A ada_p: 0.3158
[INFO] 2021-10-26 01:08:07 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 01:08:08 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_148000.png
[INFO] 2021-10-26 01:08:10 > Start Evaluation (148000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-26 01:08:10 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-26 01:09:21 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-26 01:10:44 > Inception score (Step: 148000, 14630 generated images): 12.74947452545166
[INFO] 2021-10-26 01:10:44 > FID score (Step: 148000, Using train moments): 5.115545146262434
[INFO] 2021-10-26 01:10:44 > Best FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-26 01:10:57 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-26 01:12:38 > Step: 148100 Progress: 37.0% Elapsed: 1 day, 21:12:22 Gen_loss: 3.654 Dis_loss: 1.151 Cls_loss: 2.078 Topk: N/A ada_p: 0.3157
[INFO] 2021-10-26 01:14:21 > Step: 148200 Progress: 37.0% Elapsed: 1 day, 21:14:05 Gen_loss: 1.526 Dis_loss: 1.723 Cls_loss: 2.042 Topk: N/A ada_p: 0.3221
[INFO] 2021-10-26 01:16:03 > Step: 148300 Progress: 37.1% Elapsed: 1 day, 21:15:47 Gen_loss: 2.516 Dis_loss: 1.865 Cls_loss: 2.043 Topk: N/A ada_p: 0.3201
[INFO] 2021-10-26 01:17:44 > Step: 148400 Progress: 37.1% Elapsed: 1 day, 21:17:28 Gen_loss: 4.359 Dis_loss: 1.627 Cls_loss: 1.984 Topk: N/A ada_p: 0.3204
[INFO] 2021-10-26 01:19:26 > Step: 148500 Progress: 37.1% Elapsed: 1 day, 21:19:10 Gen_loss: 2.528 Dis_loss: 1.137 Cls_loss: 2.02 Topk: N/A ada_p: 0.3023
[INFO] 2021-10-26 01:21:08 > Step: 148600 Progress: 37.1% Elapsed: 1 day, 21:20:52 Gen_loss: 2.667 Dis_loss: 1.454 Cls_loss: 1.996 Topk: N/A ada_p: 0.3208
[INFO] 2021-10-26 01:22:50 > Step: 148700 Progress: 37.2% Elapsed: 1 day, 21:22:34 Gen_loss: 2.338 Dis_loss: 1.357 Cls_loss: 2.014 Topk: N/A ada_p: 0.3288
[INFO] 2021-10-26 01:24:33 > Step: 148800 Progress: 37.2% Elapsed: 1 day, 21:24:17 Gen_loss: 2.258 Dis_loss: 23.96 Cls_loss: 4.531 Topk: N/A ada_p: 0.3201
[INFO] 2021-10-26 01:26:16 > Step: 148900 Progress: 37.2% Elapsed: 1 day, 21:26:00 Gen_loss: 1.903 Dis_loss: 6.065 Cls_loss: 3.711 Topk: N/A ada_p: 0.2929
[INFO] 2021-10-26 01:27:57 > Step: 149000 Progress: 37.2% Elapsed: 1 day, 21:27:41 Gen_loss: 2.008 Dis_loss: 4.222 Cls_loss: 3.623 Topk: N/A ada_p: 0.2657
[INFO] 2021-10-26 01:29:38 > Step: 149100 Progress: 37.3% Elapsed: 1 day, 21:29:22 Gen_loss: 1.962 Dis_loss: 5.718 Cls_loss: 4.212 Topk: N/A ada_p: 0.2385
[INFO] 2021-10-26 01:31:29 > Step: 149200 Progress: 37.3% Elapsed: 1 day, 21:31:13 Gen_loss: 2.251 Dis_loss: 4.4 Cls_loss: 3.931 Topk: N/A ada_p: 0.2113
[INFO] 2021-10-26 01:33:10 > Step: 149300 Progress: 37.3% Elapsed: 1 day, 21:32:54 Gen_loss: 2.081 Dis_loss: 3.467 Cls_loss: 3.682 Topk: N/A ada_p: 0.1841
[INFO] 2021-10-26 01:34:51 > Step: 149400 Progress: 37.4% Elapsed: 1 day, 21:34:35 Gen_loss: 2.261 Dis_loss: 3.513 Cls_loss: 3.602 Topk: N/A ada_p: 0.1569
[INFO] 2021-10-26 01:36:32 > Step: 149500 Progress: 37.4% Elapsed: 1 day, 21:36:17 Gen_loss: 2.098 Dis_loss: 3.396 Cls_loss: 3.784 Topk: N/A ada_p: 0.1299
[INFO] 2021-10-26 01:38:13 > Step: 149600 Progress: 37.4% Elapsed: 1 day, 21:37:57 Gen_loss: 8.576 Dis_loss: 18.83 Cls_loss: 6.163 Topk: N/A ada_p: 0.1077
[INFO] 2021-10-26 01:39:56 > Step: 149700 Progress: 37.4% Elapsed: 1 day, 21:39:40 Gen_loss: 2.858 Dis_loss: 3.21 Cls_loss: 3.559 Topk: N/A ada_p: 0.08679
[INFO] 2021-10-26 01:41:36 > Step: 149800 Progress: 37.5% Elapsed: 1 day, 21:41:20 Gen_loss: 3.324 Dis_loss: 3.333 Cls_loss: 3.854 Topk: N/A ada_p: 0.06606
[INFO] 2021-10-26 01:43:16 > Step: 149900 Progress: 37.5% Elapsed: 1 day, 21:43:01 Gen_loss: 3.622 Dis_loss: 3.79 Cls_loss: 4.272 Topk: N/A ada_p: 0.04494
[INFO] 2021-10-26 01:44:57 > Step: 150000 Progress: 37.5% Elapsed: 1 day, 21:44:41 Gen_loss: 7.041 Dis_loss: 4.208 Cls_loss: 4.158 Topk: N/A ada_p: 0.0242
[INFO] 2021-10-26 01:44:57 > Visualize (num_rows x 8) fake image canvans.
[INFO] 2021-10-26 01:44:59 > Save image canvas to /home/mgkang/studiogan/figures/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32/generated_canvas_150000.png
[INFO] 2021-10-26 01:45:01 > Start Evaluation (150000 Step): StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-26 01:45:01 > Calculate Inception score of generated images (14630 images).
[INFO] 2021-10-26 01:46:12 > Calculate FID score of generated images (14630 images).
[INFO] 2021-10-26 01:47:33 > Inception score (Step: 150000, 14630 generated images): 12.177876472473145
[INFO] 2021-10-26 01:47:34 > FID score (Step: 150000, Using train moments): 9.343097125997588
[INFO] 2021-10-26 01:47:34 > Best FID score (Step: 140000, Using train moments): 4.949854029324655
[INFO] 2021-10-26 01:47:46 > Save model to /home/mgkang/studiogan/checkpoints/StyleGAN2-D2DCE-ADA-train-2021_10_24_03_59_32
[INFO] 2021-10-26 01:49:26 > Step: 150100 Progress: 37.5% Elapsed: 1 day, 21:49:10 Gen_loss: 2.964 Dis_loss: 3.159 Cls_loss: 3.602 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 01:51:10 > Step: 150200 Progress: 37.5% Elapsed: 1 day, 21:50:54 Gen_loss: 3.983 Dis_loss: 3.475 Cls_loss: 3.765 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 01:52:51 > Step: 150300 Progress: 37.6% Elapsed: 1 day, 21:52:35 Gen_loss: 3.366 Dis_loss: 3.586 Cls_loss: 3.667 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 01:54:31 > Step: 150400 Progress: 37.6% Elapsed: 1 day, 21:54:15 Gen_loss: 2.198 Dis_loss: 2.775 Cls_loss: 3.581 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 01:56:12 > Step: 150500 Progress: 37.6% Elapsed: 1 day, 21:55:56 Gen_loss: 2.714 Dis_loss: 2.741 Cls_loss: 3.612 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 01:57:54 > Step: 150600 Progress: 37.6% Elapsed: 1 day, 21:57:38 Gen_loss: 2.244 Dis_loss: 3.012 Cls_loss: 3.555 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 01:59:38 > Step: 150700 Progress: 37.7% Elapsed: 1 day, 21:59:23 Gen_loss: 3.642 Dis_loss: 3.361 Cls_loss: 3.573 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 02:01:19 > Step: 150800 Progress: 37.7% Elapsed: 1 day, 22:01:03 Gen_loss: 3.703 Dis_loss: 3.93 Cls_loss: 3.551 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 02:02:59 > Step: 150900 Progress: 37.7% Elapsed: 1 day, 22:02:44 Gen_loss: 9.62 Dis_loss: 7.353 Cls_loss: 3.908 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 02:04:40 > Step: 151000 Progress: 37.8% Elapsed: 1 day, 22:04:24 Gen_loss: 2.023 Dis_loss: 3.088 Cls_loss: 3.557 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 02:06:24 > Step: 151100 Progress: 37.8% Elapsed: 1 day, 22:06:08 Gen_loss: 2.797 Dis_loss: 3.319 Cls_loss: 3.811 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 02:08:04 > Step: 151200 Progress: 37.8% Elapsed: 1 day, 22:07:48 Gen_loss: 2.761 Dis_loss: 3.213 Cls_loss: 3.543 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 02:09:44 > Step: 151300 Progress: 37.8% Elapsed: 1 day, 22:09:28 Gen_loss: 2.765 Dis_loss: 3.161 Cls_loss: 3.607 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 02:11:24 > Step: 151400 Progress: 37.9% Elapsed: 1 day, 22:11:08 Gen_loss: 2.321 Dis_loss: 4.456 Cls_loss: 3.546 Topk: N/A ada_p: 0.002048
[INFO] 2021-10-26 02:13:04 > Step: 151500 Progress: 37.9% Elapsed: 1 day, 22:12:48 Gen_loss: 2.432 Dis_loss: 3.079 Cls_loss: 3.671 Topk: N/A ada_p: 0.0
[INFO] 2021-10-26 02:14:44 > Step: 151600 Progress: 37.9% Elapsed: 1 day, 22:14:28 Gen_loss: 1.688 Dis_loss: 3.22 Cls_loss: 3.905 Topk: N/A ada_p: 0.000128
[INFO] 2021-10-26 02:16:24 > Step: 151700 Progress: 37.9% Elapsed: 1 day, 22:16:08 Gen_loss: 1.867 Dis_loss: 3.603 Cls_loss: 3.574 Topk: N/A ada_p: 0.0